From f328915b1db87fd81f4294d60cc4c5a4ee88ddd1 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Mikkel=20Elle=20Lepper=C3=B8d?= Date: Tue, 8 Oct 2019 16:00:27 +0200 Subject: [PATCH] auto commit actions/waveform-analysis --- actions/waveform-analysis/attributes.yaml | 7 + .../data/10_waveform_analysis.html | 14921 ++++++++++++++++ .../data/10_waveform_analysis.ipynb | 1507 ++ .../data/figures/clusters.png | Bin 0 -> 145484 bytes .../data/figures/clusters.svg | 2175 +++ .../data/figures/clusters_and_rate.png | Bin 0 -> 183876 bytes .../data/figures/clusters_and_rate.svg | 2665 +++ .../data/figures/compare-clusters.png | Bin 0 -> 292264 bytes .../data/figures/compare-clusters.svg | 2342 +++ .../data/figures/cumulative_bs.png | Bin 0 -> 76892 bytes .../data/figures/cumulative_bs.svg | 965 + .../data/figures/cumulative_bs_11.png | Bin 0 -> 77064 bytes .../data/figures/cumulative_bs_11.svg | 955 + .../data/figures/cumulative_bs_30.png | Bin 0 -> 76891 bytes .../data/figures/cumulative_bs_30.svg | 949 + .../data/figures/cumulative_ns.png | Bin 0 -> 80015 bytes .../data/figures/cumulative_ns.svg | 965 + .../data/figures/cumulative_ns_11.png | Bin 0 -> 79149 bytes .../data/figures/cumulative_ns_11.svg | 935 + .../data/figures/cumulative_ns_30.png | Bin 0 -> 78772 bytes .../data/figures/cumulative_ns_30.svg | 923 + .../data/figures/example_waveforms.png | Bin 0 -> 144863 bytes .../data/figures/example_waveforms.svg | 481 + .../data/figures/rates_bs.png | Bin 0 -> 105183 bytes .../data/figures/rates_bs.svg | 1246 ++ .../data/figures/rates_bs_11.png | Bin 0 -> 113797 bytes .../data/figures/rates_bs_11.svg | 1167 ++ .../data/figures/rates_ns.png | Bin 0 -> 129013 bytes .../data/figures/rates_ns.svg | 1243 ++ .../data/figures/rates_ns_11.png | Bin 0 -> 130125 bytes .../data/figures/rates_ns_11.svg | 1243 ++ .../data/figures/rates_ns_30.png | Bin 0 -> 126382 bytes .../data/figures/rates_ns_30.svg | 1243 ++ actions/waveform-analysis/data/results.csv | 1282 ++ .../data/statistics/broad_spiking.csv | 4 + .../data/statistics/broad_spiking.tex | 9 + .../data/statistics/broad_spiking_11.csv | 4 + .../data/statistics/broad_spiking_11.tex | 9 + .../data/statistics/broad_spiking_30.csv | 4 + .../data/statistics/broad_spiking_30.tex | 9 + .../data/statistics/narrow_spiking.csv | 4 + .../data/statistics/narrow_spiking.tex | 9 + .../data/statistics/narrow_spiking_11.csv | 4 + .../data/statistics/narrow_spiking_11.tex | 9 + .../data/statistics/narrow_spiking_30.csv | 4 + .../data/statistics/narrow_spiking_30.tex | 9 + 46 files changed, 37292 insertions(+) create mode 100644 actions/waveform-analysis/attributes.yaml create mode 100644 actions/waveform-analysis/data/10_waveform_analysis.html create mode 100644 actions/waveform-analysis/data/10_waveform_analysis.ipynb create mode 100644 actions/waveform-analysis/data/figures/clusters.png create mode 100644 actions/waveform-analysis/data/figures/clusters.svg create mode 100644 actions/waveform-analysis/data/figures/clusters_and_rate.png create mode 100644 actions/waveform-analysis/data/figures/clusters_and_rate.svg create mode 100644 actions/waveform-analysis/data/figures/compare-clusters.png create mode 100644 actions/waveform-analysis/data/figures/compare-clusters.svg create mode 100644 actions/waveform-analysis/data/figures/cumulative_bs.png create mode 100644 actions/waveform-analysis/data/figures/cumulative_bs.svg create mode 100644 actions/waveform-analysis/data/figures/cumulative_bs_11.png create mode 100644 actions/waveform-analysis/data/figures/cumulative_bs_11.svg create mode 100644 actions/waveform-analysis/data/figures/cumulative_bs_30.png create mode 100644 actions/waveform-analysis/data/figures/cumulative_bs_30.svg create mode 100644 actions/waveform-analysis/data/figures/cumulative_ns.png create mode 100644 actions/waveform-analysis/data/figures/cumulative_ns.svg create mode 100644 actions/waveform-analysis/data/figures/cumulative_ns_11.png create mode 100644 actions/waveform-analysis/data/figures/cumulative_ns_11.svg create mode 100644 actions/waveform-analysis/data/figures/cumulative_ns_30.png create mode 100644 actions/waveform-analysis/data/figures/cumulative_ns_30.svg create mode 100644 actions/waveform-analysis/data/figures/example_waveforms.png create mode 100644 actions/waveform-analysis/data/figures/example_waveforms.svg create mode 100644 actions/waveform-analysis/data/figures/rates_bs.png create mode 100644 actions/waveform-analysis/data/figures/rates_bs.svg create mode 100644 actions/waveform-analysis/data/figures/rates_bs_11.png create mode 100644 actions/waveform-analysis/data/figures/rates_bs_11.svg create mode 100644 actions/waveform-analysis/data/figures/rates_ns.png create mode 100644 actions/waveform-analysis/data/figures/rates_ns.svg create mode 100644 actions/waveform-analysis/data/figures/rates_ns_11.png create mode 100644 actions/waveform-analysis/data/figures/rates_ns_11.svg create mode 100644 actions/waveform-analysis/data/figures/rates_ns_30.png create mode 100644 actions/waveform-analysis/data/figures/rates_ns_30.svg create mode 100644 actions/waveform-analysis/data/results.csv create mode 100644 actions/waveform-analysis/data/statistics/broad_spiking.csv create mode 100644 actions/waveform-analysis/data/statistics/broad_spiking.tex create mode 100644 actions/waveform-analysis/data/statistics/broad_spiking_11.csv create mode 100644 actions/waveform-analysis/data/statistics/broad_spiking_11.tex create mode 100644 actions/waveform-analysis/data/statistics/broad_spiking_30.csv create mode 100644 actions/waveform-analysis/data/statistics/broad_spiking_30.tex create mode 100644 actions/waveform-analysis/data/statistics/narrow_spiking.csv create mode 100644 actions/waveform-analysis/data/statistics/narrow_spiking.tex create mode 100644 actions/waveform-analysis/data/statistics/narrow_spiking_11.csv create mode 100644 actions/waveform-analysis/data/statistics/narrow_spiking_11.tex create mode 100644 actions/waveform-analysis/data/statistics/narrow_spiking_30.csv create mode 100644 actions/waveform-analysis/data/statistics/narrow_spiking_30.tex diff --git a/actions/waveform-analysis/attributes.yaml b/actions/waveform-analysis/attributes.yaml new file mode 100644 index 000000000..35ae4c621 --- /dev/null +++ b/actions/waveform-analysis/attributes.yaml @@ -0,0 +1,7 @@ +registered: '2019-10-04T10:30:30' +data: + figures: figures + statistics: statistics + notebook: 10_waveform_analysis.ipynb + html: 10_waveform_analysis.html + results: results.csv diff --git a/actions/waveform-analysis/data/10_waveform_analysis.html b/actions/waveform-analysis/data/10_waveform_analysis.html new file mode 100644 index 000000000..144c23ae6 --- /dev/null +++ b/actions/waveform-analysis/data/10_waveform_analysis.html @@ -0,0 +1,14921 @@ + + + + +10_waveform_analysis + + + + + + + + + + + + + + + + + + + + + + + +
+
+ +
+
+
In [1]:
+
+
+
%load_ext autoreload
+%autoreload 2
+
+ +
+
+
+ +
+
+
+
In [91]:
+
+
+
import os
+import expipe
+import pathlib
+import numpy as np
+import spatial_maps.stats as stats
+import septum_mec
+import septum_mec.analysis.data_processing as dp
+import septum_mec.analysis.registration
+import head_direction.head as head
+import spatial_maps as sp
+import speed_cells.speed as spd
+import re
+import joblib
+import multiprocessing
+import shutil
+import psutil
+import pandas as pd
+import matplotlib.pyplot as plt
+from distutils.dir_util import copy_tree
+from neo import SpikeTrain
+import scipy
+
+from tqdm import tqdm_notebook as tqdm
+from tqdm._tqdm_notebook import tqdm_notebook
+tqdm_notebook.pandas()
+
+from spike_statistics.core import permutation_resampling
+
+from spikewaveform.core import calculate_waveform_features_from_template, cluster_waveform_features
+
+from septum_mec.analysis.plotting import violinplot
+
+ +
+
+
+ +
+
+
+
In [40]:
+
+
+
%matplotlib inline
+color_control = '#4393c3'
+color_stimulated = '#d6604d'
+
+color_bs = '#5aae61'
+color_ns = '#9970ab'
+
+figsize_violin = (1.7, 3)
+figsize_gen = (4, 3)
+
+output_path = pathlib.Path("output") / "waveform-analysis"
+(output_path / "statistics").mkdir(exist_ok=True, parents=True)
+(output_path / "figures").mkdir(exist_ok=True, parents=True)
+output_path.mkdir(exist_ok=True)
+
+ +
+
+
+ +
+
+
+
In [4]:
+
+
+
data_loader = dp.Data()
+actions = data_loader.actions
+project = data_loader.project
+
+ +
+
+
+ +
+
+
+
In [5]:
+
+
+
identify_neurons = actions['identify-neurons']
+sessions = pd.read_csv(identify_neurons.data_path('sessions'))
+units = pd.read_csv(identify_neurons.data_path('units'))
+session_units = pd.merge(sessions, units, on='action')
+#########################3
+# session_units = session_units.drop_duplicates('unit_id')
+#################################
+print('N cells:',session_units.shape[0])
+
+ +
+
+
+ +
+
+ + +
+ +
+ + +
+
N cells: 1281
+
+
+
+ +
+
+ +
+
+
+
In [6]:
+
+
+
session_units.head()
+
+ +
+
+
+ +
+
+ + +
+ +
Out[6]:
+ + + +
+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
actioncontrolentityfrequencysessionstim_locationstimulatedtagchannel_groupunit_name
01849-060319-3True1849NaN3NaNFalsebaseline ii1104
11849-060319-3True1849NaN3NaNFalsebaseline ii1108
21849-060319-3True1849NaN3NaNFalsebaseline ii185
31849-060319-3True1849NaN3NaNFalsebaseline ii194
41849-060319-3True1849NaN3NaNFalsebaseline ii198
+
+
+ +
+ +
+
+ +
+
+
+
In [7]:
+
+
+
session_units.groupby('action').count().unit_name.hist()
+
+ +
+
+
+ +
+
+ + +
+ +
Out[7]:
+ + + + +
+
<matplotlib.axes._subplots.AxesSubplot at 0x7f06055511d0>
+
+ +
+ +
+ +
+ + + + +
+ +
+ +
+ +
+
+ +
+
+
+
+

Process all data

+
+
+
+
+
+
In [8]:
+
+
+
def features(row):
+    action_id = row['action']
+    channel_id = row['channel_group']
+    unit = row['unit_name']
+    template = data_loader.template(action_id, channel_id, unit)
+    spike_times = data_loader.spike_train(action_id, channel_id, unit)
+    half_widths, peak_to_troughs = calculate_waveform_features_from_template(
+        template.data, template.sampling_rate)
+    peak_amps = template.data.min(axis=1)
+    half_widths = half_widths * 1000 # to ms
+    peak_to_troughs = peak_to_troughs * 1000 # to ms
+    idxs = np.argsort(peak_amps)
+    peak_to_trough = np.nan
+    for p2t in peak_to_troughs[idxs]:
+        if np.isfinite(p2t) and p2t > .1:
+            peak_to_trough = p2t
+            break
+    half_width = np.nan
+    for hw in half_widths[idxs]:
+        if np.isfinite(hw):
+            half_width = hw
+            break
+    
+    return pd.Series({
+        'half_width': half_width,
+        'peak_to_trough': peak_to_trough,
+        'average_firing_rate': float(len(spike_times) / spike_times.t_stop),
+        'template': template.data[idxs[0]]
+    })
+
+ +
+
+
+ +
+
+
+
In [9]:
+
+
+
results = session_units.merge(
+    session_units.progress_apply(features, axis=1), 
+    left_index=True, right_index=True)
+
+ +
+
+
+ +
+
+ + +
+ +
+ + + + + + + +
+
+ + +
+ +
+ +
+ +
+ + +
+
+
+
+
+ +
+
+ +
+
+
+
In [10]:
+
+
+
df = results.loc[:, ['half_width', 'peak_to_trough']].dropna()
+
+idxs_df = cluster_waveform_features(df.half_width, df.peak_to_trough)
+
+results.loc[df.index, 'bs'] = idxs_df
+
+ +
+
+
+ +
+
+
+
In [86]:
+
+
+
plt.figure(figsize=figsize_gen)
+size = 5
+mew = .5
+marker_bs = '.'
+marker_ns = '+'
+
+plt.scatter(
+    results.query('bs==0')['half_width'], 
+    results.query('bs==0')['peak_to_trough'], 
+    c=color_ns, s=size, marker=marker_ns, linewidth=mew, label='NS')
+
+plt.scatter(
+    results.query('bs==1')['half_width'], 
+    results.query('bs==1')['peak_to_trough'], 
+    c=color_bs, s=size, marker=marker_bs, linewidth=mew, label='BS')
+
+plt.xlabel('half width')
+plt.ylabel('peak to through')
+
+plt.legend(bbox_to_anchor=(0,1.02,1,0.2), loc="lower left",
+                mode="expand", borderaxespad=0, ncol=2)
+
+plt.savefig(output_path / "figures" / "clusters.svg", bbox_inches="tight")
+plt.savefig(output_path / "figures" / "clusters.png", dpi=600, bbox_inches="tight")
+
+ +
+
+
+ +
+
+ + +
+ +
+ + + + +
+ +
+ +
+ +
+
+ +
+
+
+
In [85]:
+
+
+
plt.figure(figsize=figsize_gen)
+
+size = 5
+mew = .5
+marker_bs = '.'
+marker_ns = '+'
+
+plt.scatter(
+    results.query('bs==0')['half_width'], 
+    results.query('bs==0')['peak_to_trough'], 
+    c=color_ns, s=size, marker=marker_ns, linewidth=mew, label='NS')
+
+plt.scatter(
+    results.query('bs==1')['half_width'], 
+    results.query('bs==1')['peak_to_trough'], 
+    c=color_bs, s=size, marker=marker_bs, linewidth=mew, label='BS')
+
+plt.scatter(
+    results.query('bs==1 and average_firing_rate > 10')['half_width'], 
+    results.query('bs==1 and average_firing_rate > 10')['peak_to_trough'], 
+    c='red', s=size, marker=marker_bs, linewidth=mew, label='BS rate > 10 Hz')
+
+plt.xlabel('half width')
+plt.ylabel('peak to through')
+
+plt.legend(bbox_to_anchor=(0,1.02,1,0.2), loc="lower left",
+                mode="expand", borderaxespad=0, ncol=2)
+
+plt.savefig(output_path / "figures" / "clusters_and_rate.svg", bbox_inches="tight")
+plt.savefig(output_path / "figures" / "clusters_and_rate.png", dpi=600, bbox_inches="tight")
+
+ +
+
+
+ +
+
+ + +
+ +
+ + + + +
+ +
+ +
+ +
+
+ +
+
+
+
In [31]:
+
+
+
stim = results.query('stimulated').loc[:, ['half_width', 'peak_to_trough']].dropna()
+
+idxs_stim = cluster_waveform_features(stim.half_width, stim.peak_to_trough)
+
+results.loc[stim.index, 'bs_stim'] = idxs_stim
+
+ +
+
+
+ +
+
+
+
In [32]:
+
+
+
control = results.query('not stimulated').loc[:, ['half_width', 'peak_to_trough']].dropna()
+
+idxs_control = cluster_waveform_features(control.half_width, control.peak_to_trough)
+
+results.loc[control.index, 'bs_ctrl'] = idxs_control
+
+ +
+
+
+ +
+
+
+
In [87]:
+
+
+
plt.figure(figsize=figsize_gen)
+size = 5
+mew = .5
+marker_bs = '.'
+marker_ns = '+'
+plt.scatter(
+    results.query('bs_stim==0')['half_width'], 
+    results.query('bs_stim==0')['peak_to_trough'], 
+    c=color_stimulated, s=size, marker=marker_ns, 
+    linewidth=mew, label='Stimulated NS', alpha=.5)
+
+plt.scatter(
+    results.query('bs_stim==1')['half_width'], 
+    results.query('bs_stim==1')['peak_to_trough'], 
+    c=color_stimulated, s=size, marker=marker_bs, 
+    linewidth=mew, label='Stimulated BS', alpha=.5)
+
+
+plt.scatter(
+    results.query('bs_ctrl==0')['half_width'], 
+    results.query('bs_ctrl==0')['peak_to_trough'], 
+    c=color_control, s=size, marker=marker_ns, 
+    linewidth=mew, label='Control NS', alpha=.5)
+
+plt.scatter(
+    results.query('bs_ctrl==1')['half_width'], 
+    results.query('bs_ctrl==1')['peak_to_trough'], 
+    c=color_control, s=size, marker=marker_bs, 
+    linewidth=mew, label='Control BS', alpha=.5)
+
+plt.xlabel('half width')
+plt.ylabel('peak to through')
+plt.legend(bbox_to_anchor=(0,1.02,1,0.2), loc="lower left",
+                mode="expand", borderaxespad=0, ncol=2)
+
+plt.savefig(output_path / "figures" / "compare-clusters.svg", bbox_inches="tight")
+plt.savefig(output_path / "figures" / "compare-clusters.png", dpi=600, bbox_inches="tight")
+
+ +
+
+
+ +
+
+ + +
+ +
+ + + + +
+ +
+ +
+ +
+
+ +
+
+
+
In [47]:
+
+
+
results.average_firing_rate = results.apply(lambda x: float(x.average_firing_rate), axis=1)
+
+ +
+
+
+ +
+
+
+
In [64]:
+
+
+
results.frequency = results.apply(
+    lambda x: 
+        float(x.frequency.replace('Hz', '')) if isinstance(x.frequency, str) 
+        else float(x.frequency), axis=1)
+
+ +
+
+
+ +
+
+
+
In [74]:
+
+
+
bins=100
+density=True
+cumulative=True
+histtype='step'
+lw = 2
+
+plt.figure(figsize=figsize_gen)
+plt.title('Narrow spiking')
+_, bins, _ = plt.hist(
+    results.query('bs_ctrl==0')['average_firing_rate'], 
+    bins=bins, density=density, cumulative=cumulative, 
+    histtype=histtype, color=color_control, lw=lw, label='Control');
+
+_, bins, _ = plt.hist(
+    results.query('bs_stim==0')['average_firing_rate'], 
+    bins=bins, density=density, cumulative=cumulative, 
+    histtype=histtype, color=color_stimulated, lw=lw, label='Stimulated');
+
+plt.xlim(-.5, 56)
+# plt.legend(bbox_to_anchor=(0,1.02,1,0.2), loc="lower left",
+#                 mode="expand", borderaxespad=0, ncol=2)
+
+plt.savefig(output_path / "figures" / "cumulative_ns.svg", bbox_inches="tight")
+plt.savefig(output_path / "figures" / "cumulative_ns.png", dpi=600, bbox_inches="tight")
+
+ +
+
+
+ +
+
+ + +
+ +
+ + + + +
+ +
+ +
+ +
+
+ +
+
+
+
In [75]:
+
+
+
bins=100
+density=True
+cumulative=True
+histtype='step'
+lw = 2
+
+plt.figure(figsize=figsize_gen)
+plt.title('Narrow spiking')
+_, bins, _ = plt.hist(
+    results.query('bs_ctrl==0')['average_firing_rate'], 
+    bins=bins, density=density, cumulative=cumulative, 
+    histtype=histtype, color=color_control, lw=lw, label='Control');
+
+_, bins, _ = plt.hist(
+    results.query('bs_stim==0 and frequency==30')['average_firing_rate'], 
+    bins=bins, density=density, cumulative=cumulative, 
+    histtype=histtype, color=color_stimulated, lw=lw, label='Stimulated');
+
+plt.xlim(-.5, 56)
+# plt.legend(bbox_to_anchor=(0,1.02,1,0.2), loc="lower left",
+#                 mode="expand", borderaxespad=0, ncol=2)
+
+plt.savefig(output_path / "figures" / "cumulative_ns_30.svg", bbox_inches="tight")
+plt.savefig(output_path / "figures" / "cumulative_ns_30.png", dpi=600, bbox_inches="tight")
+
+ +
+
+
+ +
+
+ + +
+ +
+ + + + +
+ +
+ +
+ +
+
+ +
+
+
+
In [76]:
+
+
+
bins=100
+density=True
+cumulative=True
+histtype='step'
+lw = 2
+
+plt.figure(figsize=figsize_gen)
+plt.title('Narrow spiking')
+_, bins, _ = plt.hist(
+    results.query('bs_ctrl==0')['average_firing_rate'], 
+    bins=bins, density=density, cumulative=cumulative, 
+    histtype=histtype, color=color_control, lw=lw, label='Control');
+
+_, bins, _ = plt.hist(
+    results.query('bs_stim==0 and frequency==11')['average_firing_rate'], 
+    bins=bins, density=density, cumulative=cumulative, 
+    histtype=histtype, color=color_stimulated, lw=lw, label='Stimulated');
+
+plt.xlim(-.5, 56)
+# plt.legend(bbox_to_anchor=(0,1.02,1,0.2), loc="lower left",
+#                 mode="expand", borderaxespad=0, ncol=2)
+
+plt.savefig(output_path / "figures" / "cumulative_ns_11.svg", bbox_inches="tight")
+plt.savefig(output_path / "figures" / "cumulative_ns_11.png", dpi=600, bbox_inches="tight")
+
+ +
+
+
+ +
+
+ + +
+ +
+ + + + +
+ +
+ +
+ +
+
+ +
+
+
+
In [78]:
+
+
+
bins = 100
+
+plt.figure(figsize=figsize_gen)
+plt.title('Broad spiking')
+_, bins, _ = plt.hist(
+    results.query('bs_ctrl==1')['average_firing_rate'], 
+    bins=bins, density=density, cumulative=cumulative, 
+    histtype=histtype, color=color_control, lw=lw);
+
+_, bins, _ = plt.hist(
+    results.query('bs_stim==1')['average_firing_rate'], 
+    bins=bins, density=density, cumulative=cumulative, 
+    histtype=histtype, color=color_stimulated, lw=lw);
+
+plt.xlim(-.5, 44)
+
+plt.savefig(output_path / "figures" / "cumulative_bs.svg", bbox_inches="tight")
+plt.savefig(output_path / "figures" / "cumulative_bs.png", dpi=600, bbox_inches="tight")
+
+ +
+
+
+ +
+
+ + +
+ +
+ + + + +
+ +
+ +
+ +
+
+ +
+
+
+
In [80]:
+
+
+
bins = 100
+
+plt.figure(figsize=figsize_gen)
+plt.title('Broad spiking')
+_, bins, _ = plt.hist(
+    results.query('bs_ctrl==1')['average_firing_rate'], 
+    bins=bins, density=density, cumulative=cumulative, 
+    histtype=histtype, color=color_control, lw=lw);
+
+_, bins, _ = plt.hist(
+    results.query('bs_stim==1 and frequency==11')['average_firing_rate'], 
+    bins=bins, density=density, cumulative=cumulative, 
+    histtype=histtype, color=color_stimulated, lw=lw);
+
+plt.xlim(-.5, 44)
+
+plt.savefig(output_path / "figures" / "cumulative_bs_11.svg", bbox_inches="tight")
+plt.savefig(output_path / "figures" / "cumulative_bs_11.png", dpi=600, bbox_inches="tight")
+
+ +
+
+
+ +
+
+ + +
+ +
+ + + + +
+ +
+ +
+ +
+
+ +
+
+
+
In [79]:
+
+
+
bins = 100
+
+plt.figure(figsize=figsize_gen)
+plt.title('Broad spiking')
+_, bins, _ = plt.hist(
+    results.query('bs_ctrl==1')['average_firing_rate'], 
+    bins=bins, density=density, cumulative=cumulative, 
+    histtype=histtype, color=color_control, lw=lw);
+
+_, bins, _ = plt.hist(
+    results.query('bs_stim==1 and frequency==30')['average_firing_rate'], 
+    bins=bins, density=density, cumulative=cumulative, 
+    histtype=histtype, color=color_stimulated, lw=lw);
+
+plt.xlim(-.5, 44)
+
+plt.savefig(output_path / "figures" / "cumulative_bs_30.svg", bbox_inches="tight")
+plt.savefig(output_path / "figures" / "cumulative_bs_30.png", dpi=600, bbox_inches="tight")
+
+ +
+
+
+ +
+
+ + +
+ +
+ + + + +
+ +
+ +
+ +
+
+ +
+
+
+
In [73]:
+
+
+
plt.figure(figsize=figsize_violin)
+# test = 'permutation_resampling'
+test = 'mann_whitney'
+
+plt.title('Broad spiking')
+violinplot(
+    results.query('bs_ctrl==1')['average_firing_rate'].to_numpy(), 
+    results.query('bs_stim==1')['average_firing_rate'].to_numpy(), 
+    test=test)
+
+plt.savefig(output_path / "figures" / "rates_bs.svg", bbox_inches="tight")
+plt.savefig(output_path / "figures" / "rates_bs.png", dpi=600, bbox_inches="tight")
+
+plt.figure(figsize=figsize_violin)
+plt.title('Narrow spiking')
+violinplot(
+    results.query('bs_ctrl==0')['average_firing_rate'].to_numpy(), 
+    results.query('bs_stim==0')['average_firing_rate'].to_numpy(), 
+    test=test)
+
+plt.savefig(output_path / "figures" / "rates_ns.svg", bbox_inches="tight")
+plt.savefig(output_path / "figures" / "rates_ns.png", dpi=600, bbox_inches="tight")
+
+ +
+
+
+ +
+
+ + +
+ +
+ + +
+
U-test: U value 104995.0 p value 0.047251399227811186
+U-test: U value 13472.0 p value 0.6449484150738996
+
+
+
+ +
+ +
+ + + + +
+ +
+ +
+ +
+ +
+ + + + +
+ +
+ +
+ +
+
+ +
+
+
+
In [81]:
+
+
+
plt.figure(figsize=figsize_violin)
+# test = 'permutation_resampling'
+test = 'mann_whitney'
+
+plt.title('Broad spiking')
+violinplot(
+    results.query('bs_ctrl==1')['average_firing_rate'].to_numpy(), 
+    results.query('bs_stim==1 and frequency==11')['average_firing_rate'].to_numpy(), 
+    test=test)
+
+plt.savefig(output_path / "figures" / "rates_bs_11.svg", bbox_inches="tight")
+plt.savefig(output_path / "figures" / "rates_bs_11.png", dpi=600, bbox_inches="tight")
+
+plt.figure(figsize=figsize_violin)
+plt.title('Narrow spiking')
+violinplot(
+    results.query('bs_ctrl==0')['average_firing_rate'].to_numpy(), 
+    results.query('bs_stim==0 and frequency==11')['average_firing_rate'].to_numpy(), 
+    test=test)
+
+plt.savefig(output_path / "figures" / "rates_ns_11.svg", bbox_inches="tight")
+plt.savefig(output_path / "figures" / "rates_ns_11.png", dpi=600, bbox_inches="tight")
+
+ +
+
+
+ +
+
+ + +
+ +
+ + +
+
U-test: U value 63173.0 p value 0.3220377333457417
+U-test: U value 8043.0 p value 0.32905688838219194
+
+
+
+ +
+ +
+ + + + +
+ +
+ +
+ +
+ +
+ + + + +
+ +
+ +
+ +
+
+ +
+
+
+
In [82]:
+
+
+
plt.figure(figsize=figsize_violin)
+# test = 'permutation_resampling'
+test = 'mann_whitney'
+
+plt.title('Broad spiking')
+violinplot(
+    results.query('bs_ctrl==1')['average_firing_rate'].to_numpy(), 
+    results.query('bs_stim==1 and frequency==30')['average_firing_rate'].to_numpy(), 
+    test=test)
+
+plt.savefig(output_path / "figures" / "rates_bs.svg", bbox_inches="tight")
+plt.savefig(output_path / "figures" / "rates_bs.png", dpi=600, bbox_inches="tight")
+
+plt.figure(figsize=figsize_violin)
+plt.title('Narrow spiking')
+violinplot(
+    results.query('bs_ctrl==0')['average_firing_rate'].to_numpy(), 
+    results.query('bs_stim==0 and frequency==30')['average_firing_rate'].to_numpy(), 
+    test=test)
+
+plt.savefig(output_path / "figures" / "rates_ns_30.svg", bbox_inches="tight")
+plt.savefig(output_path / "figures" / "rates_ns_30.png", dpi=600, bbox_inches="tight")
+
+ +
+
+
+ +
+
+ + +
+ +
+ + +
+
U-test: U value 41822.0 p value 0.016842133424593897
+U-test: U value 5429.0 p value 0.7318233387867226
+
+
+
+ +
+ +
+ + + + +
+ +
+ +
+ +
+ +
+ + + + +
+ +
+ +
+ +
+
+ +
+
+
+
In [101]:
+
+
+
columns = [
+    'average_firing_rate',
+    'half_width',
+    'peak_to_trough'
+]
+
+
+def summarize(data):
+    return "{:.2f} ± {:.2f} ({})".format(data.mean(), data.sem(), sum(~np.isnan(data)))
+
+
+bs = pd.DataFrame()
+
+bs['Control'] = results.query('bs_ctrl==1')[columns].agg(summarize)
+bs['Stimulated'] = results.query('bs_stim==1')[columns].agg(summarize)
+
+ns = pd.DataFrame()
+
+ns['Control'] = results.query('bs_ctrl==0')[columns].agg(summarize)
+ns['Stimulated'] = results.query('bs_stim==0')[columns].agg(summarize)
+
+
+def MWU(column, df, cluster, extra):
+    '''
+    Mann Whitney U
+    '''
+    Uvalue, pvalue = scipy.stats.mannwhitneyu(
+        df.query('bs_ctrl=={} {}'.format(cluster, extra))[column].dropna(), 
+        df.query('bs_stim=={} {}'.format(cluster, extra))[column].dropna(),
+        alternative='two-sided')
+
+    return "{:.2f}, {:.3f}".format(Uvalue, pvalue)
+
+
+def PRS(column, df, cluster, extra):
+    '''
+    Permutation ReSampling
+    '''
+    pvalue, observed_diff, diffs = permutation_resampling(
+        df.query('bs_ctrl=={} {}'.format(cluster, extra))[column].dropna(), 
+        df.query('bs_stim=={} {}'.format(cluster, extra))[column].dropna())
+
+    return "{:.2f}, {:.3f}".format(observed_diff, pvalue)
+
+
+bs['MWU'] = list(map(lambda x: MWU(x, results, 1, ''), columns))
+bs['PRS'] = list(map(lambda x: PRS(x, results, 1, ''), columns))
+
+ns['MWU'] = list(map(lambda x: MWU(x, results, 0, ''), columns))
+ns['PRS'] = list(map(lambda x: PRS(x, results, 0, ''), columns))
+
+bs.to_latex(output_path / "statistics" / "broad_spiking.tex")
+bs.to_csv(output_path / "statistics" / "broad_spiking.csv")
+
+ns.to_latex(output_path / "statistics" / "narrow_spiking.tex")
+ns.to_csv(output_path / "statistics" / "narrow_spiking.csv")
+
+ +
+
+
+ +
+
+
+
In [99]:
+
+
+
columns = [
+    'average_firing_rate',
+    'half_width',
+    'peak_to_trough'
+]
+
+
+def summarize(data):
+    return "{:.2f} ± {:.2f} ({})".format(data.mean(), data.sem(), sum(~np.isnan(data)))
+
+
+bs = pd.DataFrame()
+
+bs['Control'] = results.query('bs_ctrl==1')[columns].agg(summarize)
+bs['Stimulated'] = results.query('bs_stim==1 and frequency==11')[columns].agg(summarize)
+
+ns = pd.DataFrame()
+
+ns['Control'] = results.query('bs_ctrl==0')[columns].agg(summarize)
+ns['Stimulated'] = results.query('bs_stim==0 and frequency==11')[columns].agg(summarize)
+
+
+def MWU(column, df, cluster, extra):
+    '''
+    Mann Whitney U
+    '''
+    Uvalue, pvalue = scipy.stats.mannwhitneyu(
+        df.query('bs_ctrl=={} {}'.format(cluster, extra))[column].dropna(), 
+        df.query('bs_stim=={} {} and frequency==11'.format(cluster, extra))[column].dropna(),
+        alternative='two-sided')
+
+    return "{:.2f}, {:.3f}".format(Uvalue, pvalue)
+
+
+def PRS(column, df, cluster, extra):
+    '''
+    Permutation ReSampling
+    '''
+    pvalue, observed_diff, diffs = permutation_resampling(
+        df.query('bs_ctrl=={} {}'.format(cluster, extra))[column].dropna(), 
+        df.query('bs_stim=={} {} and frequency==11'.format(cluster, extra))[column].dropna())
+
+    return "{:.2f}, {:.3f}".format(observed_diff, pvalue)
+
+
+bs['MWU'] = list(map(lambda x: MWU(x, results, 1, ''), columns))
+bs['PRS'] = list(map(lambda x: PRS(x, results, 1, ''), columns))
+
+ns['MWU'] = list(map(lambda x: MWU(x, results, 0, ''), columns))
+ns['PRS'] = list(map(lambda x: PRS(x, results, 0, ''), columns))
+
+bs.to_latex(output_path / "statistics" / "broad_spiking_11.tex")
+bs.to_csv(output_path / "statistics" / "broad_spiking_11.csv")
+
+ns.to_latex(output_path / "statistics" / "narrow_spiking_11.tex")
+ns.to_csv(output_path / "statistics" / "narrow_spiking_11.csv")
+
+ +
+
+
+ +
+
+
+
In [100]:
+
+
+
columns = [
+    'average_firing_rate',
+    'half_width',
+    'peak_to_trough'
+]
+
+
+def summarize(data):
+    return "{:.2f} ± {:.2f} ({})".format(data.mean(), data.sem(), sum(~np.isnan(data)))
+
+
+bs = pd.DataFrame()
+
+bs['Control'] = results.query('bs_ctrl==1')[columns].agg(summarize)
+bs['Stimulated'] = results.query('bs_stim==1 and frequency==30')[columns].agg(summarize)
+
+ns = pd.DataFrame()
+
+ns['Control'] = results.query('bs_ctrl==0')[columns].agg(summarize)
+ns['Stimulated'] = results.query('bs_stim==0 and frequency==30')[columns].agg(summarize)
+
+
+def MWU(column, df, cluster, extra):
+    '''
+    Mann Whitney U
+    '''
+    Uvalue, pvalue = scipy.stats.mannwhitneyu(
+        df.query('bs_ctrl=={} {}'.format(cluster, extra))[column].dropna(), 
+        df.query('bs_stim=={} {} and frequency==30'.format(cluster, extra))[column].dropna(),
+        alternative='two-sided')
+
+    return "{:.2f}, {:.3f}".format(Uvalue, pvalue)
+
+
+def PRS(column, df, cluster, extra):
+    '''
+    Permutation ReSampling
+    '''
+    pvalue, observed_diff, diffs = permutation_resampling(
+        df.query('bs_ctrl=={} {}'.format(cluster, extra))[column].dropna(), 
+        df.query('bs_stim=={} {} and frequency==30'.format(cluster, extra))[column].dropna())
+
+    return "{:.2f}, {:.3f}".format(observed_diff, pvalue)
+
+
+bs['MWU'] = list(map(lambda x: MWU(x, results, 1, ''), columns))
+bs['PRS'] = list(map(lambda x: PRS(x, results, 1, ''), columns))
+
+ns['MWU'] = list(map(lambda x: MWU(x, results, 0, ''), columns))
+ns['PRS'] = list(map(lambda x: PRS(x, results, 0, ''), columns))
+
+bs.to_latex(output_path / "statistics" / "broad_spiking_30.tex")
+bs.to_csv(output_path / "statistics" / "broad_spiking_30.csv")
+
+ns.to_latex(output_path / "statistics" / "narrow_spiking_30.tex")
+ns.to_csv(output_path / "statistics" / "narrow_spiking_30.csv")
+
+ +
+
+
+ +
+
+
+
In [97]:
+
+
+
bs
+
+ +
+
+
+ +
+
+ + +
+ +
Out[97]:
+ + + +
+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
ControlStimulatedMWUPRS
average_firing_rate9.53 ± 0.37 (491)10.62 ± 0.44 (462)104995.00, 0.0471.09, 0.058
half_width0.30 ± 0.00 (491)0.30 ± 0.00 (462)116089.00, 0.5300.00, 0.420
peak_to_trough0.66 ± 0.00 (491)0.67 ± 0.01 (462)116944.00, 0.4070.00, 0.522
+
+
+ +
+ +
+
+ +
+
+
+
In [98]:
+
+
+
ns
+
+ +
+
+
+ +
+
+ + +
+ +
Out[98]:
+ + + +
+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
ControlStimulatedMWUPRS
average_firing_rate21.22 ± 1.17 (147)20.20 ± 0.96 (178)13472.00, 0.6451.02, 0.501
half_width0.23 ± 0.01 (147)0.23 ± 0.00 (178)12839.00, 0.7730.01, 0.454
peak_to_trough0.29 ± 0.00 (147)0.29 ± 0.00 (178)13194.50, 0.8950.00, 0.893
+
+
+ +
+ +
+
+ +
+
+
+
+

example waveforms

+
+
+
+
+
+
In [102]:
+
+
+
def normalize(a):
+    t = a - a.min()
+    return t / t.max()
+
+ +
+
+
+ +
+
+
+
In [ ]:
+
+
+
'half_width','peak_to_trough'
+
+ +
+
+
+ +
+
+
+
In [142]:
+
+
+
plt.figure(figsize=figsize_gen)
+
+
+lw = 3
+
+row = results.query('bs==1').sort_values('half_width', ascending=False).iloc[50]
+template = data_loader.template(
+    row.action, row.channel_group, row.unit_name)
+
+mean_wf = template.data
+peak_wf = mean_wf[np.argmin(mean_wf.min(1))]
+plt.plot(normalize(peak_wf.T), color=color_bs, lw=lw)
+
+
+row = results.query('bs==0').sort_values('half_width').iloc[10]
+template = data_loader.template(
+    row.action, row.channel_group, row.unit_name)
+
+mean_wf = template.data
+peak_wf = mean_wf[np.argmin(mean_wf.min(1))]
+plt.plot(normalize(peak_wf.T), color=color_ns, lw=lw)
+
+# plt.savefig(output_path / "figures" / "example_waveforms.svg", bbox_inches="tight")
+# plt.savefig(output_path / "figures" / "example_waveforms.png", dpi=600, bbox_inches="tight")
+
+ +
+
+
+ +
+
+ + +
+ +
Out[142]:
+ + + + +
+
[<matplotlib.lines.Line2D at 0x7f05ec0bc7f0>]
+
+ +
+ +
+ +
+ + + + +
+ +
+ +
+ +
+
+ +
+
+
+
+

Store results in Expipe action

+
+
+
+
+
+
In [105]:
+
+
+
action = project.require_action("waveform-analysis")
+
+ +
+
+
+ +
+
+
+
In [106]:
+
+
+
stuff = {
+    "figures": "figures",
+    "statistics": "statistics"
+}
+
+for key, value in stuff.items():
+    action.data[key] = value
+    data_path = action.data_path(key)
+    data_path.parent.mkdir(exist_ok=True, parents=True)
+    source = output_path / value
+    if source.is_file():
+        shutil.copy(source, data_path)
+    else:
+        copy_tree(str(source), str(data_path))
+
+ +
+
+
+ +
+
+
+
In [108]:
+
+
+
septum_mec.analysis.registration.store_notebook(action, "10_waveform_analysis.ipynb")
+
+ +
+
+
+ +
+
+
+ + + + + + diff --git a/actions/waveform-analysis/data/10_waveform_analysis.ipynb b/actions/waveform-analysis/data/10_waveform_analysis.ipynb new file mode 100644 index 000000000..b50bbefb3 --- /dev/null +++ b/actions/waveform-analysis/data/10_waveform_analysis.ipynb @@ -0,0 +1,1507 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import expipe\n", + "import pathlib\n", + "import numpy as np\n", + "import spatial_maps.stats as stats\n", + "import septum_mec\n", + "import septum_mec.analysis.data_processing as dp\n", + "import septum_mec.analysis.registration\n", + "import head_direction.head as head\n", + "import spatial_maps as sp\n", + "import speed_cells.speed as spd\n", + "import re\n", + "import joblib\n", + "import multiprocessing\n", + "import shutil\n", + "import psutil\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "from distutils.dir_util import copy_tree\n", + "from neo import SpikeTrain\n", + "import scipy\n", + "\n", + "from tqdm import tqdm_notebook as tqdm\n", + "from tqdm._tqdm_notebook import tqdm_notebook\n", + "tqdm_notebook.pandas()\n", + "\n", + "from spike_statistics.core import permutation_resampling\n", + "\n", + "from spikewaveform.core import calculate_waveform_features_from_template, cluster_waveform_features\n", + "\n", + "from septum_mec.analysis.plotting import violinplot" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "color_control = '#4393c3'\n", + "color_stimulated = '#d6604d'\n", + "\n", + "color_bs = '#5aae61'\n", + "color_ns = '#9970ab'\n", + "\n", + "figsize_violin = (1.7, 3)\n", + "figsize_gen = (4, 3)\n", + "\n", + "output_path = pathlib.Path(\"output\") / \"waveform-analysis\"\n", + "(output_path / \"statistics\").mkdir(exist_ok=True, parents=True)\n", + "(output_path / \"figures\").mkdir(exist_ok=True, parents=True)\n", + "output_path.mkdir(exist_ok=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "data_loader = dp.Data()\n", + "actions = data_loader.actions\n", + "project = data_loader.project" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "N cells: 1281\n" + ] + } + ], + "source": [ + "identify_neurons = actions['identify-neurons']\n", + "sessions = pd.read_csv(identify_neurons.data_path('sessions'))\n", + "units = pd.read_csv(identify_neurons.data_path('units'))\n", + "session_units = pd.merge(sessions, units, on='action')\n", + "#########################3\n", + "# session_units = session_units.drop_duplicates('unit_id')\n", + "#################################\n", + "print('N cells:',session_units.shape[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
actioncontrolentityfrequencysessionstim_locationstimulatedtagchannel_groupunit_name
01849-060319-3True1849NaN3NaNFalsebaseline ii1104
11849-060319-3True1849NaN3NaNFalsebaseline ii1108
21849-060319-3True1849NaN3NaNFalsebaseline ii185
31849-060319-3True1849NaN3NaNFalsebaseline ii194
41849-060319-3True1849NaN3NaNFalsebaseline ii198
\n", + "
" + ], + "text/plain": [ + " action control entity frequency session stim_location \\\n", + "0 1849-060319-3 True 1849 NaN 3 NaN \n", + "1 1849-060319-3 True 1849 NaN 3 NaN \n", + "2 1849-060319-3 True 1849 NaN 3 NaN \n", + "3 1849-060319-3 True 1849 NaN 3 NaN \n", + "4 1849-060319-3 True 1849 NaN 3 NaN \n", + "\n", + " stimulated tag channel_group unit_name \n", + "0 False baseline ii 1 104 \n", + "1 False baseline ii 1 108 \n", + "2 False baseline ii 1 85 \n", + "3 False baseline ii 1 94 \n", + "4 False baseline ii 1 98 " + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "session_units.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "session_units.groupby('action').count().unit_name.hist()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Process all data" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "def features(row):\n", + " action_id = row['action']\n", + " channel_id = row['channel_group']\n", + " unit = row['unit_name']\n", + " template = data_loader.template(action_id, channel_id, unit)\n", + " spike_times = data_loader.spike_train(action_id, channel_id, unit)\n", + " half_widths, peak_to_troughs = calculate_waveform_features_from_template(\n", + " template.data, template.sampling_rate)\n", + " peak_amps = template.data.min(axis=1)\n", + " half_widths = half_widths * 1000 # to ms\n", + " peak_to_troughs = peak_to_troughs * 1000 # to ms\n", + " idxs = np.argsort(peak_amps)\n", + " peak_to_trough = np.nan\n", + " for p2t in peak_to_troughs[idxs]:\n", + " if np.isfinite(p2t) and p2t > .1:\n", + " peak_to_trough = p2t\n", + " break\n", + " half_width = np.nan\n", + " for hw in half_widths[idxs]:\n", + " if np.isfinite(hw):\n", + " half_width = hw\n", + " break\n", + " \n", + " return pd.Series({\n", + " 'half_width': half_width,\n", + " 'peak_to_trough': peak_to_trough,\n", + " 'average_firing_rate': float(len(spike_times) / spike_times.t_stop),\n", + " 'template': template.data[idxs[0]]\n", + " })" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "4e27da53954b492ba7a0ab4933847df2", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=1281), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "results = session_units.merge(\n", + " session_units.progress_apply(features, axis=1), \n", + " left_index=True, right_index=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "df = results.loc[:, ['half_width', 'peak_to_trough']].dropna()\n", + "\n", + "idxs_df = cluster_waveform_features(df.half_width, df.peak_to_trough)\n", + "\n", + "results.loc[df.index, 'bs'] = idxs_df" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAARgAAADiCAYAAACV8NhHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJztnXt8VOW1978zAUG5IwmXxHBRZkHMC6lYSYCqtT1eQQE9PdXzvp62XlrrBRHx1LanR956bM9plVprT/Vob6fWWrkEFYoeX6uVS0BRwBiyIl6AgCEE5H4xycz7x54ZJyGXnWT2XDLr+/nMJzN79mXtyX5+e631PPtZvlAohGEYhhf4k22AYRjdFxMYwzA8wwTGMAzPMIExDMMzTGAMw/CMHsk2oCts2LAhp0ePHk8AhZhYGkYiCALlDQ0NN06aNKm2vZXTWmB69OjxxLBhw8ZnZ2d/4vf7rb/dMDwmGAz69uzZU1BTU/MEcGV766f7Xb8wOzv7oImLYSQGv98fys7OPoATNbS/vsf2eI3fxMUwEku4zbnSjnQXGMMwUpi0zsEkm1dffbXf3Llzz1y2bNm7+fn59QD33Xdf7pgxY45nZ2fX/+Y3vxkGcPz4cf+1115be+211+5LrsWG4Vy399xzz5j8/PzjoVCI+vp633333bctLy+v/t577x159OhR/7Fjx7JGjRp17IEHHth+2mmndTpKMIHpIj179gzNnz9/9NNPP13l93/mEN5///0jX3jhhYpBgwY1Hjx40D99+vSzL7roooNDhw5tSKK5hgFAUVHRoccff/wDgJdeeqn/woULc0ePHn28uLj44E033bQH4Lvf/e4ZTz75ZPbtt9/ebm9Ra1iI1EWKiooO9e/fv+Hxxx/Pjl3et2/fxsceeyynvLy8d9++fYMvvfRSuYmLkYrs378/a9CgQQ1Dhgypf/nllwe9/PLL/Y4ePepbsGDBjltuuaXT4gIZKjDb3v24Xzz396Mf/Wjb008/PfS9997rFVn229/+turYsWP+efPmjSkpKZm4cOHC4cFgMJ6HNTKIxmAj63dt6N8YbIzL/jZu3NjvmmuukauuumrcD3/4w1HTp0/fd+utt+6+/PLL9z755JPDpk2bNvGGG244a9euXT27cpyME5ht737c78UnVgfiKTJDhgxpvPvuu3fMnz9/dDAY9B04cCBr27ZtvRYsWLDzxRdfrFi8eHHF2rVr+y9fvnxAvI5pZBYbajb2/8X6X521oWZj/3jsr6io6NCiRYt02bJllc8++2zFvffeO2bFihUDrrvuur1PP/30e2vWrNl09tlnH1mwYEF+V46TcQIz8uzhhy65cWrVyLOHH4rnfmfMmHEgPz//+MqVK0//9NNP/fPnzx9TU1PTA2D48OH1gwcPru/Vq5d1qRudYtKwooO3nfetrZOGFR2M974joftTTz2V88wzz5wO0Lt371AgEDjWs2fPLrndGZnkjbe4RPjhD3+4/Yorrjg7Ozu7/p577tl+4403js3KygoFg0Hf1KlT91988cVxvziMzCDLn8V5IybF7fqJhEh+vz907NixrDlz5uz40pe+dPB73/te/lNPPTW0V69ewQEDBtQ/8MAD27tyHF86z2i3adOmjyZOnFiXbDsMI9PYtGnTkIkTJ45qb72MC5EMw0gcJjCGYXhGugtMMBgM+pJthGFkEuE25yr5m+4CU75nz54BJjKGkRjC0zUMAMrdrJ/WvUgNDQ031tTUPFFTU2MTThlGYohOOOVm5bTuRTIMI7Wxu75hGJ5hAmMYhmekdQ5m8uTJodzc3GSbYRgZx7vvvlunqtntrZfWApObm8uSJUuSbYZhZBwiss3NehYiGYbhGSYwhmF4hgmMYRieYQJjGIZnmMAkmWAoyObd5QRDNp2m0f0wgUky5bUVPFj2c8prK5JtimHEHROYJFOYU8C84jsozClItikZjXmS3mACk2T8Pj8Thhbi99m/IpmYJ+kNdlUbBuZJekVaj+Q1jHgR8SSN+GIejGEYnmECYxiGZ5jAGIbhGZ7lYERkMvDvqnphs+VzgRuBPeFF3wS2A38AcoBDwD+p6h4Mw0hrPPFgROQe4AmgdwtfTwKuV9ULwy8FbgHeUdUvAL8Hvu+FXYZhJBavQqT3gdmtfDcJuFdEVonIveFl04CV4fd/Ab7skV2GYSQQTwRGVRcD9a18/SfgW8BFwDQRmQ70Bw6Evz8EDPDCLsMwEktCx8GIiA/4maoeCH9eDnwOOAj0C6/WD9ifSLsMw/CGRA+06w+Ui8h44AiOF/Nr4ChwObAeuAx4PcF2GYbhAQkRGBG5Duirqo+LyHeBvwIngP+nqitE5FXgdyKyCvgUuC4RdhmG4S1pXXht9uzZIZv02zASj4hsUNVz21vPBtoZhuEZJjCGYXiGCYxhGJ5hAmMYhmeYwBiG4RkmMIZheIYJjGEYnmECYxiGZ5jAGIbhGSYwhmF4hgmMYRieYQJjGIZnmMAYhuEZJjCGYXiGCYxhGJ5hAmMYhmeYwBiG4RnJKLx2LXAn0AC8A3xbVYMi8hbO5N8AH6rq172yzTASSTAUpLy2gsKcAvy+zLqnJ7TwmoicCtwPfFFVp+KUJ5kuIr0BX0wxNhMXo9tQXlvBg2U/p7y2ItmmJJxEF147AUxR1aPhzz2A48BE4DQReUlEXhGRYo/sMoyEU5hTwLziOyjMKUi2KQknoYXXVDWoqrsBROR2oC/wPzhlS34KXIJTlO0pEUl0SRXD8AS/z8+EoYUZFx5BEpK8IuIXkZ8CfwdcraohoAr4g6qGVLUK2AsMT7RtRnoQDAXZvLucYCiYbFOMdkiGpD6Gk5uZGRMqfQN4EEBERuAUaPs4CbYZaUAm5zTSjYQWXgPeBG7Aqdz4iogAPAw8Cfw2XHgtBHxDVRsSYZuRfmRyTiPd8ExgVPUjoDj8/o8xX7XmNVk1R8MVkZxGppMO3d+urBKRISKSH3l5bZRhtEUyczCplP9Jh1CxXYERkceBdcCfgGfCfw0jaSSzYaVSo06HUNFNiDQBOCvc22OkIengSneEZDas2GMn+3dNh1DRza+yC+jntSGGd6TSXTceJHNcSeyxu9vv6gWtejAishanRycHeE9EPgh/FVLVKYkwzogP6eBKpyP2u7ZPWyHSVxNmheEp6eBKpyP2u7ZPqwKjqtsAROTXzb6qF5EdwKOq+omXxhmGkd64CWJPxcnDPANsA3KBXsDvPLTLSBFSqVs2VbDfxD1uBCZbVb+vqi+q6gLgFFX9F2Cgx7YZKUCyE5mp2JiT/ZukE24Epr+IjAMI/+0nIqfjDP03ujnJTmSmYmPuyG+SigKZSNwIzG040yd8jBMW3Q78A/BvXhpmpAZedQm7bXjJFriW6MhvkooCmUjaHWinquuBSc0Wv+mNOUamEGl484rvaLMnJpE9NV4MnEtFgUwk7QqMiHyIMx4mwkFVLfLOJCMTSMWGFxG9uZNvw+/zx0VoMr0r282vNw4YDxQA/wd41UuDMpHWwoXuHL+n4ixvEdEDMjqsiSft/ndV9UT4dVxVVwPnJMCujKK1OD1R8Xu6CJnXdkZEb8LQwpTzrtIVNyHSj/gsRBoBpPZVmIa0Fi4kKoxwmw9JNomyM9PDmnji5mnqypj3m4CVHtmSsbR2QSfqQvdCyCxhaoC7HMxTOGNezgOGAcfc7FhEJovIqy0snyEib4jIWhG5KbzsVBFZLCKvi8gKEcl2fwqZSTzDBS/yIV6Ed6mYtzHaxs1/6jFgDE55kVE4BdXapI3Caz2BhcDFwAXAzSIyFLgFeEdVvwD8Hvi++1NIL+IlDB1twInOsyTS20iXHFIm4kZgxqrqPFUtVdW5wFkutmmt8Np4YKuqfqKqnwKrgPOBaXwWev0F+LKLY6Qk7V3s8bqzd7QBd+a4XWm4ifQ2Mn0wWyrj5r/fW0ROg2jp16z2Nmit8BpOOZIDMZ8P4ZSPjV0eWZaWtHexx+vO3tEG3JnjpkvDTZXcjHlSJ+Pm6vwZsElElgIbcUKcznKQprPj9QP2N1seWZaWFGSPY7ZcSUH2OMC56DbWbGZjzWaCoWCrwpCoLtiOeBTtNdxUaVCpkptJF0FOJG7+Ix8Dk3GePZqiql2Z9HsLMFZEBovIKTjh0VpgNXB5eJ3LcOompSUVeypZos9RscfpfCuvreChskd4cG3bF17sxZkuDTdi8/O6Ium2pgKp4kmlEm4EZoGq7lPVN1V1b2cOIiLXicjNqloP3AW8iCMsv1bVncB/AmeHC6/dDCzozHFSgeYXWWFOAXcV3868kpYvvIiYFGSPi27n9k6YbCEqzClgtlzJ4splXb5rJ/tc4kGqeFIpRSgUavMVCAReCwQCSwOBwI8DgcADgUDggfa2SdRr1qxZoXRnU807oetLbwptqnknuqwx2BjaVPNOqDHYeNL6sd+1tG1b63tBvPbv5lyM1CEQCLwZctFG3Ujtr4FSnPBGaTrwzugizctgbN5dDtDqnTDWu3HjknudF2h+1+6sJ9LWuXQH7yZTcSMwpcARnMcFrDZSGzQEG1hW+QINwdbLajdvLG7LYLQUSrlxybuSF+hMw+6soLV1LpY8TV/cCMxSnATs+PBrnKcWpTHLq1by5y1LWF7V9GmK2Ia6eXc5P1nzs6inEktbYhBpZBV7KjsU53clL9CZhu1FotOSp+mLm2eRfKr6Dc8t6QZcEbiUYCjIGQPyol3SwVCQZZXLWVK5jNnjrmLUoHx8Pl+L27f17FEyGllnjunF81P28GH60uptTUROCXclfyAiJSLSK2aZ0QI9/D04c/AYHl7/y+hdv7y2gsWVpYQIsbiyFB8+7i6Z0+EGk4weikzqFbE8jze0deVEEroXAX8Mv7ckbzu01E19d8kc5pXcERWW2EbrJm/TnLYaQ2caSnvbpHvjc2O/5Xm8oVWBUdXRqjoG+Er4/WhVHQ1YuNQGze/6fp+fomET+NywiRQNm3CSN9BS3qYrzzN1pqG0t42b5HMixaejx3Tzm1iexyNa678OBALTAoHAzYFAoDL89+ZAIPCtQCBQ7qb/OxGv7jAO5kTDidCv3ngidKLhRHRZe2NCWhp7EllW31jf4XEpjcHG0Nsfbwq9/fGmdsfeNCcZ41c6ekyvxwJlIvEYB7MfGI5TxXF4+JUN3JMA3Ut7mt9lW/tcsaeSNTvXUVlXFd22tbtpW+NkOtvLBI6X5ff5WbjuFy3e5dvKxaRD8jmTckkpR3sKFAgERrhRqmS8UtmDaX6Xbe3z2x9vcu15tHXn7upd2u7yRkeI20heVd2VCKHrTgRDQYKhIHMn30ZB9riTBsiBcxeeO/k26oMNrNlexqbd5R0aZNecSJmNyMOSHcXu8i2T7gnuZGNXkweU11awcN0v8Pv8VOypjIYusQIQCUseXvcor1ev4Y3qN1sVj827y/np2ocpr61w9XSz9YTEj1SfOTDVcSUwInK5iMwXkau8Nqg7EDsnTCRfUJA9jud1RZOLtTCngLnFt/OFvCl845zr2xSPUKj9pzRij5WKF3kqN77WbEvEzIHdmXYFJly25AacGer+SUQe9NyqNCd2TphI6LK8aiWLtpQyJXdydDIqgJ7+Htx87jc4Jav18YsThhYyf8qd7Q7Oi4Q5Ea8p0Rd5oqYLjScRmze3EqImYubA7oybX+18Vb1aVX8GXI0zf67RCrH5l8hFVl5bwRJ9jmlnlLC6uoyKPZUEQ0Ge1xXR0CeWzgy+iyVZF3mipguNJxGbgaRMZdrdcfMr9BSRyHo+7InqNonMYLdt/3bAEYv3933AHefdwudzJ3FX8e3RcGmJPscsmUEwFKQh2BC9+0cG3z351u9oCDacFFrF0pLXkKyLvD0BScXGF7G5+QhrIz64edjxGWC1iJThTJ35THsbhAXpl8BE4ARwo6puDX9XhDPPb4RiYCawHqgCIo8ZL1XVh12eR8pQkD2OqXnFLNHnGD1oFB9+8hGLKkuZllfC2p3ruav4dir2VLJoSynTzihh5MB8Hip7hKl5xayuLuPukjlcNvZiyndX8Lcdq8k+LZvSqueZJVdGvaOWxr+4qXboRTG0WNLxocR0tDmdcHOVPQzchDNv7s3Ab1xsMxPoraolwHeAaN5GVTeq6oWqeiHwKLBYVVfi1Lx+OvJdOooLOPmXVTvWRnMtVwQu5SvjZ/P53EnRRG1hTgHXjJ/Jmp3r8Pv8zJIZrK4uY5bMoDCngMq6Kir2OY98NYYaKMmdTDAU5KGyR6JeTGzX9dzJt0XFp608SCrmQNyQyslho23aepp6mIgEcGoXnQA2Aw3ASy72G61zpKplwLkt7L8Pzty7c8KLJgGTROQ1EXlWRIZ35ERShVjxWF61Er/Pz1XjpnPO8CLmldwRbSxXBC6Neh2jB40Ki48zjcO4IQHO6JsHQFXdVlZVr2GJLosKEDQduQvwUNkjbN5d3qaItBTCpEPj7YgwpsP5ZBJteTDFOFUdJfz3MRyP40UX+21e/6hRRJqHYzcAz6pqXfhzJfADVb0AZxa9R1wcJ+Xw+/zMkMuZGZjOs1uWNplYatv+7dEKA89VruD9fR8QDAWZMLSQa8bPZEnlMp7XFSyvWsmOw9WM7J/Hl868kGl5JQCMHjQqGto0F4tgKMiHn2xrdzBea48YxMOr8apxdyQ5nK5eWnel1RyMqpYCpSJyuaqu6OB+m9c/8qtq8y6RfwSuifn8CnA0/H4p8H87eMyUIgT4fD4aw3WR3t/7AUuqnmN24Er8fj+LKkuj6501eAyXjb2Yjw/V8OyWpdw5+VbOP2Mqq6vLePSNx5lXcgdT80uaNLDY3MGEoYX8/fhZLNHnOHPw6A7lFOLZs9ORfFBH6EieJNE9VV7ntdKddpO8nRAXcPI1M4A/i0gx8E7slyIyAOilqjtiFj8BLAb+DHwJ2NCJ4yaVyMUWDAVZWvkcQYKs276e1bvKous0hBo5hSxmnHkZz7//F9btWM/iylKm5hazemcZPnxk+bO44Zx/IqdPNiMH5p80qXbzCzriNY0eNKrDDSueSc5U6IZOdNLWK1HtLngluUuB4yKyBqcS5FwRuUtErgx/HwA+arbNd4BbRORV4Ft8lptJGyJD+oOhIHeVOCN0I+KSFa64+9cPXmVR5VI27nY0t/rILnJOzWb1Tme9EM5DYuW1FSzV5/lw/0fRMTFtjZ1JhS7gVLAh0aSCqKYy7XowItJfVQ/GfJ6iqmva2kZVgzgiEUtlzPdv4PQ0xW7zIfBFN0anErEeReTzR/u34cPP6uoyTvX35ljwOI00AnCo8QgAuQNGsONwNf179mPv8X3k98tj+6FqAD7av41RA0fSGGpkSeVzANQc3s2wvkNZqs8zNa+4yWhgI3m49ZgyNZRyVVVARHqLSI/wYwO/8NqodCI2qRjJhZTqCyyuLKU47/McD56gj/9UeoQ9mDP65jF56LmU7VxPXp9cDtYfok/WaVFxASjVF/D7/MwrvoOZMoOC08exqnotiyuXMTWvmDU710V7j4z0IFOTz24G2i3E6dUZhNODNNlTi9KM5i5ybv8RjDt9LO/WVbLjk2pChDgSPBZdf8fhanYcdsSk+shOevt6c7DhUJN9zhh7Ge/v/YCao7sp2/kGhGBaXglD++Zw+dhLGNZ3qHkwaUamhlKtCkx4DAw4o2tfw5n8+w/A6PAyg6Yu8ubd5Sxc5zh4Z/TNiwpJWxwPHQegj/80zs4Zz/qaDVTtfY+KvRpdJ79vHquq1+LHz54jdayuLmP0oFHR40bc74LscdFpITLJDU8HMnXEcFtX4WMxr4txxOgx4FcJsCvlaWkKzGAoyCyZgQ8fOw5X48PHlBHuHL4jwaOsr3E6zir2Knl9RpB72ggAth+uZmpuMbPHXcmanesoyT2P+mA9G2s2R8XlwbKfs7xqZUa64Ubq0tY4mBYTrlYXySG2e7IwpyBaXG1u8W3ccd63eWrTn6g7sZcdh9r3Ylqi+kjTiQSLzziPomETAFhUWRr1aOZPubPJPDCxXdWZmlg0Ugc3vUjfBO4CeuKMZa/H6WbOWCJPSM8579vRWeoWVS4FYG31Oqr2bKXuxF56kMWOQzs7vP+pucXsO/YJW/YpU3OLmZJfHD3OyIH5ZPmymCnTGTNodJMa1UATN9zGaBjJxs1t7VbgQuAvwNeBjPe/l1etZFFlKdv2b2djzWaq9r7HlNxiANZUr6PuxF56cQoN4a5pt5x+yiCmjJjMmp3ruGjMBeScms31RddRNGxCdBIpv8/P3SVzmDluRot1lmLJ1MSikTq46UXapaofi0g/VX1VRP7Vc6tSlEjIcdnYiwE4Y0AeD5U9QqiFKXJO8GmH97/3009Ys2sdAM+WL6H2eB2PrPsV/zztrugkVp0pfG8YycLNlXpARGYCoXC4NMRjm1KWSMhRWVfFVeOmUzRsAt8+9yb6+PvQL6tPXI9Ve7yOkf3zmVtyW5NJxC2XYqQTbq7WG3GG9d+Lk3u53UuDUpnYkCMyreUz7yzmSPBIdIRuZxnS6/Toez9+rhk3k/sv+gG9e/TOiFDHplnonrgJkY7izOeSDzzPZzPOZQyx40waQ40sq1xOY6iBpfp8dB0/0JWm8bVz/jehUIiPPtnG6MGjmDj0fwHO2JrCnIJuH+rEOyFtPWipgZtf/jEccfk7nCkYfu+pRSlGMBRkWeUL/HTtw/zXht/wUNkjLKpcSu3hPQBMGTGZgiHjOi0u4wYGuLtkDj58+H1+lr23nCxfFn6fP6OGl8fbS8uk3y6VcSMwZ6rqD4Bjqvo8MMBjm1KK8toKFlcuozHUyKpqZyrMq2Um3zjneqaOKGbNrnXUfrKnU/vO7j2EedPuYPv+HdERwM2rP6ZynaN40tqT2J0NnTIhrEwH3AhMDxEZAiAi/ehaJJB2FOYUcHfJHO4umcPVchVrd65nzOBRVNZVRadiqGvc2+H9nn36ePYe38d/b3qaxZXLmBmYHj1e7DwviahzlMr5j856Ipk4dUQq4ubX/z7OBFLnAmWk+UxzHcXv81M0bAKfGzaRMYNHn1RhMa9/Xof3ebVcxT3T5nLN+Jms2rGWq8ddxehBo1i47heu59Jtj46IRiqHE93BE0llAfcan5uSpOH5dEcAO1Q1ZeoizZ49O7RkyZKEHS822buxZjNv7NzA54ZP5Dl9gW0Hq6Nzv+ScOoS/P3s2j775OKf3Pp29x/cyNbeYYf2GMmrgyOgAueZzybhJSrpNXkYqFaZCOZNMpyP/i3RBRDao6kmT+TenXYERkdk4ZUc+wZnM+xZV/Z+4WNlFEi0wQHRWuT9vaXrcM/rmMV0uY3HFUmqP1TE1twSfD1ZVr2VaXgmT8z7f7sjbyP7bauxuL1YTjdShO/4v3AqMm27qfwEmq2qtiAzF6apuU2DaKrwW/v5hnNImkYlQrsJ51umPwKnALuDrqnqUFKO8toJFW0qjM9CNOz2A7n2PHYer+c8N/0WWz0/hkALWhOfXBRjaJ4eH1//S1R2sve5atyGDjeJNHTL5f+FGTveqai2Aqu7GqRjQHq0WXgszCbgkpsjaAeAHwB9V9QvA28A33Z5EIonUPdp52Hna+UujLyT71M8Gyc2SK5k/9U7uLpnDrHFX4sfP6MGjXOcR0rH8qmG0hhsP5pCIvIgz6dQk4DQReQBAVb/byjZNCq+JSNSVCns3Y4HHwx7Rk6r66/A2D4RX+0v4/cKOn5K3RGbwHzkwH4C1O9ZRe6yOkf3yuObs2dFen0it47MGj+mQa5zJdzuj++FGYEpj3rude6DFwmvh2kh9cIqqPQRkAX8VkTebbXOIFB5vE+lZAqgPNrCqei2zCmZyzvCik3IkJhZGJuOmLtLvOrHftgqvHQUejuRXROQVnFxNZJtj4b/7O3HchLFray0jzsqhp78Hfvz09Ds/ZXfoVjWMeOFVIL8auByghcJrAWC1iGSJSE+c0Oit2G2Ay4DXPbKty+zaWssLj/6NXVtrmTC0kPlT7mTIoRzgsxCn5v26dvZiGN2fhBdeU9UtwH/jDNp7Dfi9qr4L3A98VURWAyWkeHmU6beez4izcvD7/Aw5lMOKX65i19ZaoKkAJYtMHtxlpA5ucjAdxkXhtZ8AP2m2zW7gUi/siScR8Zh+6/lNlhfPnMCIsxwvZsRZOU0+JwObLtNIBTwRmO7MiLNyot4LfCY4AENyBzLirBx2ba2lrHRz9HMysFyQkQqYwHSCWNGICE7s8uYilAysu9tIBWy0VifY/NpndecivUnNxSSZ4mIYqYIJTAfZ/FoVZaWb2fxaVZNkbksJ3c4meZOZHDaMeGIC00EmXBCgeOYEJlzwWWmoup37T+o12vxaVad6klKhB8ow4oXlYDpBRFxicy2xCd1Ikrd45oQO77sj+ZtIeGYYqYp5MHEi0nsUeV88cwJDcgd2KoRyKy7m6RipjglMF4gNg2IbfCRPA0R7mOIVQkVIhZ4qw2gPE5hOEhsG1e3c36S7OiIuQLSHqfnYmci2XRGIdBYX87wyAxMYlzRvEJEwCBxBeX3RW9Hl0289PyoosWFT7LbTbz2/SaI4k7DwLnMwgXFBSw0i4oVE2LL6g+g6Ea+lrTAonb2PrmLhnXvSXYRNYFzQUojz/sZqAA7sOczAoZ/NTPH+xupoTiZWgGJpftHEDtzLFGK9O6NluoOnZwLjkoi4vL7oLV549G+cWZRHzqjBHDlwjP27D0XXi3gyEQGKzbM0TwbHJoQzTWS6Q+Pxmu7g6ZnAuCQiBltWf0DOqMGsWvQ2tR/tY3v5x2T1/OxnzBk1GHCEJnZAXqRB1e105tGKDM4bkjvwpIF7LR27u9EdGk8iSPffxwbatUPEsygr3RwNhWo/2tdkncZ6Z86V/MLhTLhgLJtfe4/t5R9Hv9+1tTYqLENyBzYZnAe0Ky6R6SHS/WJrTnc7H+NkTGDaoPThV5qIyZEDx1pdd/zUMWxZ/UFUWPILh0dzMJG/46eOOalRtScedqc30hkTmDCRMKRu536G5A5k/fLykzyV+uMNTT737nsKxw9/yvipYzizKI8B2X2jYjLhgrFMuGBs1FOp27mfstLNnFmU1+FpHUxcjHTFE4FxUXhtLvDV8McVqrpARHyI9+aFAAAG1UlEQVRANfBeePlaVb3XC/uaEzvy1g0Dh/Zj+FnZbFn9AQADsvtGPZHmc8NE3jd/Xin2O8PornjlwUQLr4Un/X4Qp3ojIjIG+EdgMhAEVonIUpxqA2+p6gyPbGpCxGN5f2N1VCjckDNqMLUf7WPaNZ/jzCKn8H1sPqUtweiImNiDjEZ3wCuBabXwGrADuFRVGwHClQWO4xR1yxWRv+KULpmrqhpvw0offgU4OVHbEj4/nFEwnOOHT3DeFc7scJHxGy01/nglY7tzYtfILLwSmFYLr6lqPVAXDol+ArytqlUiMgz4kao+KyLTgD8An4+nUc2TtrH4s3zkjR/G3p37yS8Yzsdb9/CV71ziet/xTMZaYtfoLnglMG0VXkNEegO/xqng+O3w4jeBBgBVXSUiI0TEp6qheBnVu2+v6PucUYPp3bdX1Dtx25jb8i7iKQgmLkZ3wCuBWQ3MAP7cvPBa2HNZBryiqv8es82/AnuB/xCRicCOeIrLrq21XHrDVFY+uZo+A07lC9ec06n9tPTYgImBYbSMVwKzFPi7cOE1H/B1EbkL2IpTj/oCoJeIXBZe/17gx8AfROQKHE/ma/EyJtbruPSGqV3eX/OSJRbOGEbL+EKhuDkJCWf27NmhJUuWuFrXK0/DPBgjExGRDap6bnvrZcyzSF6JgImLYbROxghMe3THBwoNI9mYwGBTBxiGV5jAYONODMMrTGDCmLgkF/MeuycmMEbSsRC1+2ICYyQdC1G7LyYwRkpg4pJcvPIeTWAMI8PxMkQ1gTGMDMfLENUExjAMz0JUExjDMDzDBMYwDM8wgTEMwzNMYAzD8AwTGMMwPCOtC6+9++67dSKyLdl2GEYGMtLNSmk9o51hGKmNhUiGYXiGCYxhGJ5hAmMYhmeYwBiG4RkmMIZheIYJjGEYnpHW42A6i4j4gV8CE4ETwI2qujXm+7nAV8MfV6jqgsRb2XXaO8+YdZYDy1T1V4m3smu4+F9ehlOW2AdsAG6NZ0niROHiPOcB1wFB4AFVXZoUQ5uRqR7MTKC3qpYA3wEejHwhImOAfwSmAMXAxSIyISlWdp1WzzOG+4FBCbUqvrT1v+wH/ASYrqqTgY+AIckwMg60dZ4DgTlACXAx8LOkWNgCmSow04CVAKpaBsSWwNwBXKqqjeE7XU/geOJNjAttnScicg3OHW9l4k2LG22d4xTgHeBBEXkd2K2qexJvYlxo6zyPANuAPuFXMOHWtUKmCkx/4EDM50YR6QGgqvWqWiciPhH5KfC2qlYlxcqu0+p5ikghjkv9g2QYFkdaPUccb+WLwD8DlwF3ikggwfbFi7bOE5wbYwXwFvDzRBrWFpkqMAeBfjGf/araEPkgIr2Bp8LrfDvBtsWTts7zeiAXeAX4GnCXiFyaWPPiQlvnuBd4Q1VrVPUw8DegKNEGxom2zvMyYDgwGsgHZorIeQm2r0UyVWBWA5cDiEgxjhtN+LMPWAZsUtVvqmpjckyMC62ep6reo6qTVfVC4LfAQ6qajqFSq+eIczcvFJEh4bt9Mc5dPh1p6zw/AY4BJ1T1OLAfGJhwC1sgIx92jMnIT8DpXfg6zj9vK5AFPA2UxWxyr6quTbSdXaWt81TV52LWuw+oSfNepBbPUUS+CswPr/5nVf335FjaNVyc5wLgUpz8yyrgnlToLctIgTEMIzFkaohkGEYCMIExDMMzTGAMw/AMExjDMDzDBMYwDM8wgTHaRUS+JiI/drnuhSLyp/D720Rki4j8g8tth4nIL1tY/mMR+Vpknx21yUgeGfk0tZEwZgNfUdV32l0TUNUa2h85/X3gF101zEgMNg7GaJew9/A14FMgG/hPVX08/LDkrTgPhIaAWUAh8C2cRxD+A6gC/kFVPwzvawPO0PZPcIbyX6iqb4nIW8C1wO9UtVhErsYRkz3AKTijjXNxpl54Aljfkk1e/g5Gx7EQyXBLPXAJjojcGV4WAK5Q1Wk4Q/Aviawcbuwbgesj4hJmWXi9acCHwJdFpABHiE4AiEhP4CHgy+F1j4b3+W/APlWNeDkt2WSkECYwhlveCg89rwFOCy+rBX4nIr/BGcLe08V+luAMcb8U+B6OiFwJLI5ZJxtHSPaGj7mmAzYZKYQJjOGWJrG0iAwAFuDM/HcjzsN2vvZ2oqrlwBjgPGAF0Be4Kvw+Qi0wUESyw58/H/Nd7DEsvk9xTGCMznIQ5wnftcDrOAIzwuW2rwJ7VDUIvAbUquqRyJfhaQhuA14UkZdxcjARKkTkD10330gEluQ1DMMzzIMxDMMzTGAMw/AMExjDMDzDBMYwDM8wgTEMwzNMYAzD8AwTGMMwPOP/A2giJbZ9G52kAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=figsize_gen)\n", + "size = 5\n", + "mew = .5\n", + "marker_bs = '.'\n", + "marker_ns = '+'\n", + "\n", + "plt.scatter(\n", + " results.query('bs==0')['half_width'], \n", + " results.query('bs==0')['peak_to_trough'], \n", + " c=color_ns, s=size, marker=marker_ns, linewidth=mew, label='NS')\n", + "\n", + "plt.scatter(\n", + " results.query('bs==1')['half_width'], \n", + " results.query('bs==1')['peak_to_trough'], \n", + " c=color_bs, s=size, marker=marker_bs, linewidth=mew, label='BS')\n", + "\n", + "plt.xlabel('half width')\n", + "plt.ylabel('peak to through')\n", + "\n", + "plt.legend(bbox_to_anchor=(0,1.02,1,0.2), loc=\"lower left\",\n", + " mode=\"expand\", borderaxespad=0, ncol=2)\n", + "\n", + "plt.savefig(output_path / \"figures\" / \"clusters.svg\", bbox_inches=\"tight\")\n", + "plt.savefig(output_path / \"figures\" / \"clusters.png\", dpi=600, bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAARgAAADwCAYAAADb7nvXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJztnXl8VOX1h5+ZJLIvQhKWIGFzXgghoCgEhIrVKgoCAiqIVgWsIuAuP21tLa1FbbUUKwgqKAoFhbAURaUWsQqishMCL1sMCAkJSFgTmMzc3x8zE4eQZZLMnSVzHj7zyczd5tw73O8957znfV+LYRgIgiCYgTXYBgiCUHMRgREEwTREYARBMA0RGEEQTEMERhAE04gOtgHVYePGjfHR0dFvA8mIWApCIHAC6UVFRWO7d++eW9HGYS0w0dHRbzdv3rxTXFzccavVKu3tgmAyTqfTkpeXl5STk/M2MKii7cP9qZ8cFxd3UsRFEAKD1Wo14uLiTuCKGire3mR7zMYq4iIIgcV9z/mkHeEuMIIghDAiMNVgzZo1Da644opuBw4ciPEs++Mf/5jw3nvvNf3kk08a3nHHHbY77rjDNmjQoI4LFixoEkxbhYpZs2ZNgx49enQdPny4GjZsmBo0aFDHTZs21QHIzc2NHjNmTPuRI0dePmTIkI6PPfZY4tmzZy2V/Y6CggLLO++8E+tv23/7299e9tZbb8V5Ps+ZMyd2wIABnQYNGtTxo48+alRy++HDh6udO3fW9rarb9++XfxtlwhMNYmJiTGefvrptk6n84LlL7zwQuKsWbP2ffjhh7vnzZu3+4033kg4cuRIWCfVI4Fu3bqdWrx4sU5LS9MTJkw4PHXq1ASA119/vXlqaurJBQsW7Fm2bNmuunXrOmfPnh1X0fFKkpOTE7N06VKfBOb777+vu2rVqoYl/295k5ubGz1q1KjL165dWywi2dnZ0QsXLoxPS0vb9d577+157bXXEgoLCysthv5A/sNXk27dup0yDIM333wz7qGHHsrzLK9fv75j1qxZ8QMHDjyelJRUuGrVqvTatWtLviiMyM/Pj7r00kuLAGJjY+2ff/75pW3bti3s3bv36cmTJx+0WC68Z997772my5cvj3U6nUyYMOHwnj17aq9evfrSgoICa6NGjYpmz56977XXXmtx4MCBOi+99FKLhx56KPfJJ59MPHnyZDTA73//+4MpKSkFnuO1bNnSvmLFiibTp09v2bdv3/y77rrrWMuWLe3e33n69GnrxIkTD3/xxRfFArNhw4Z6Xbp0OV27dm2jdu3ajoSEhHPbtm2r06NHj7O+nPe9997b/syZM9EAGRkZ9WbMmLG7X79+p6tyDSPSg8nakd3An8d78cUXsxYsWNBsz549tTzL3n333d0FBQXWJ598sl2vXr26Tp06tUV5TyKhihQVQVpaQ4qK/HK4LVu2NBg+fLgaPHhwxz//+c9tBg4c+BPA+PHjj9xyyy3HZs+e3bxPnz5dx4wZ0+Hw4cMxJfevX79+0dKlS3W/fv1O5efnRy9YsGD3ihUrdjkcDsv3339f95FHHslu3bp1wTPPPJM9derU5j179jy1aNGi3X/5y1+ynn/++dbex0pISLD/6U9/+nHx4sW7WrZseX7QoEFJK1asuCDcadeu3fnU1NQz3stOnToVVb9+fYfnc926dR0nT56MKmnrpEmT2g4fPlwNHz5c3X333TbP8rlz5+5bvHix7tKly+mRI0ceqaq4QAR6MFk7sht89vZa201jr9md2LnFKX8cMzY21vHUU08dfPrpp9umpKScPnHiRFRWVlatyZMnHwIO/fjjjzEPP/xw+48//vjMrbfeesIf3ym4Wb68ISNHdmDBgr0MG3ayuofr1q3bqTfffHM/wK5du2qNGjWqU58+fbauW7eu/l133XXs3nvvPVZYWGiZNm1a88mTJ7eePXv2Pu/9ExMTzwFERUURExNjjBs3rl2dOnUcR48evaSoqOiCB/q+ffvqbNy4seGqVauaAJw6deqi+3HDhg11FyxYEHvgwIHa48aNO3TddddV+H+2QYMGjrNnzxYLytmzZ6MaNWrkKLndX//618xOnToVgisHc+ONNxY3PU+bNq3Z8ePHo//xj39kVfR95RFxHkxi5xan/CkuHm699dYTrVu3Lvz000+bnj9/3vr000+3y8nJiQZo0aKFvUmTJvZatWpJiORvBg8+yYIFexk8uNriUpJmzZoVu0Xvv/9+sw8++KApQO3atQ2bzVYQExNzkUvqKZvYunVrnTVr1jR+880390+ZMuWg0+nEMAysViuGYVgAEhMTC+++++4jixcv1tOnT9/Xv3//Y97HWrFiRaP58+fHjRw58uiiRYt2jxkz5mj9+vUrdIOvuuqqM1u3bq1fUFBgyc/Pj8rKyqqdnJxcUNF+Ht59993YzZs313/llVeqJS4QgR4MuETGjOP++c9/PjBgwIDOcXFx9kmTJh0YO3bs5VFRUYbT6bRcc801+TfeeKPfb4KIJzoaf3guHjwhktVqNQoKCqIeffTRg3Xr1jWmTJmS9bvf/a71/Pnzm9WqVcvZqFEj+5QpUw6UdZwOHTqcq1OnjnPIkCEdAZo2bWrPycmJSU1NPW232y3PP/98wuOPP5791FNPtVm8eHHc2bNnrePGjTvsfYxbb731RFU83hYtWhSNGDEi9/bbb+/ozgcdqlOnjk8Pt+zs7OiXX345MSkp6fTIkSNthmFYhg8fnjdixIifKmsHgCWcR7TbunXrD127dj0abDsEIdLYunVrbNeuXdtUtF3EhUiCIAQOERhBEExDBEYQBNMQgREEwTREYARBMA0RGEEQTCMi62D8xZo1axpMmjSpXevWrQsNw8But1v++Mc/ZrVq1cr+7LPPJp49e9ZaUFAQ1aZNm4IpU6YcqFu3bvjWBAhCFRCBqSbepeWrVq1qOHXq1IS2bdsWpqamnnzggQfywNWVfvbs2XETJ06scAxTQahJiMD4EU/vW1963gpCJBBxAuNwOtiYs6Vh9+bdTkZZL+pgWmk8peV2u92yf//+Oq+++uq+66+//qS7e37zSZMm1UtOTj79wgsvZLVu3dpe8REFoeYQcUnejTlbGr7+3cwOG3O2NPTH8TwDFC1fvnzXokWLMp599tl2K1eubHTXXXcdW7BgwZ5169Zt7dy585nJkye3rvhoglCziDiB6d6828kJPR7a2715N9N6386fPz/el563glDTibgQKcoaRY+W3U3tfXv99defrEzPW0GoqUhvakEQKo30phYEIeiIwAiCYBrhLjBOp9MpBSaCEEDc95xPjRbhLjDpeXl5jURkBCEwOJ1OS15eXiMg3Zftw7oVqaioaGxOTs7bOTk5yYS/WApCOOAE0ouKisb6snFYtyIJghDayFNfEATTEIERBME0wjoH07NnTyMhISHYZghCxLFjx46jWuu4irYLa4FJSEhgyZIlwTZDECIOpZRPsz5KiCQIgmmIwAiCYBoiMIIgmIYIjCAIpiECIwiCaYjABBlnkZ19H8zCWSTD9Qo1DxGYIJOZNofWdz9MZtqcYJsiCH4nrOtgagJth40m0/1XCB5Ow0l6bgbJ8UlYLfLc9RdyJYOMNTqG9nc+iDU6JtimRDTpuRm8uv410nMzgm1KjUIERhCA5Pgknkx9hOT4pGCbUqOQEEkQAKvFSkqz5GCbUeMQD0YQBNMQgREEwTREYARBMA3TcjBKqZ7Ay1rrfiWWPw6MBfLcix4EDgDzgHjgFHCv1joPQRDCGlM8GKXUJOBtoHYpq7sDv9Za93O/NDAO2K617gu8Bzxnhl2CIAQWs0KkfcDQMtZ1B55VSn2tlHrWvawP8Kn7/SfADSbZJQhCADFFYLTWaUBZnWsWAg8BvwT6KKUGAg2BE+71p4BGZtglCEJgCWgdjFLKAvxDa33C/flj4ArgJNDAvVkDID+QdgmCYA6BLrRrCKQrpToBZ3B5MXOAs8AtwHfAzcBXAbZLEAQTCIjAKKXuAuprrd9USv0W+AI4B/xXa71SKbUGmKuU+ho4D9wVCLsEQTCXsJ7ZcejQoYbMKiAIgUcptVFrfVVF20mhnSAIpiECIwiCaYjACIJgGiIwgiCYhgiMIAimIQIjCIJpiMAIgmAaIjCCIJiGCIwgCKYhAiMIgmmIwAiCYBoiMIIgmIYIjCAIpiECIwiCaYjACIJgGiIwgiCYRjDmRRoJPAYUAduBh7XWTqXUJlxj8wJkaq3vN8s2QQgkTsNJem4GyfFJWC2R9UwP6LxISqk6wAvAdVrra3DNHjBQKVUbsHjNlSTiItQY0nMzeHX9a6TnZgTblIAT6HmRzgG9tdZn3Z+jgUKgK1BXKbVKKbVaKZVqkl2CEHCS45N4MvURkuOTgm1KwAnovEhaa6fW+giAUmoiUB/4D65ZBV4BbsI1Z9J8pVSgZzwQBFOwWqykNEuOuPAIgpDkVUpZlVKvAL8ChmmtDWA3ME9rbWitdwPHgBaBtk0ID5yGk21H0nEazmCbIlRAMCR1Fq7czBCvUGk08CqAUqolrvmTsoNgmxAGRHJOI9wI6LxIwAZgDK6J1VYrpQCmAbOBd93zIhnAaK11USBsE8KPSM5phBumCYzW+gcg1f3+X16ryvKaZLI1wSc8OY1IJxyav32ySikVq5Rq7XmZbZQghCqhlP8Jh1CxQoFRSr0JfAssBD5w/xWEoBHMmzyUbupwCBV98WBSgA5a695a615a695mGyX4l1B66vqDYN7k3jd1sK9rODR/+2LZYaCB2YYI5hFKT11/EMwnt/dNXdOuqxmUmeRVSn2Dq0UnHtijlNrvXmWIFxNehIMrXRlCJclb066rGZTXijQiYFYIphIqN2RNQ65rxZQpMFrrLACl1JwSq+xKqYPAdK31cTONEwQhvPElB1MHVx7mAyALSABqAXNNtEsIEYKdyAxF5Jr4ji8CE6e1fk5r/ZnWejJwidb690Bjk20TQoBgJzJD8WYO9jUJJ3wRmIZKqY4A7r8NlFJNcZX+CzWcYCcyQ/Fmrsw1CUWBDCS+CMwEXMMnZOMKiyYCdwJ/MdMwITQIdq1FsAWuNCpzTUJRIANJhX2RtNbfAd1LLN5gjjlCpOAsspOZNoe2w0ZjjY4pc7twb6kJRYEMJBUKjFIqE1c9jIeTWutu5pkkRAKZaXNofffDZALt73ww2OYAP3ceTIrrSEbeLr90Igx3gawuvly9jkAnIAm4B1hjpkGRiLPIzr4PZuEssvu0vCbQdthoDsybQdtho4NtSjGecObj3Z9GdFjjVwzDqNTLZrP9r7L7mPW67bbbjJrA3oUzjfPRVmPvwpk+Lfc3DqfD2Jqz3XA4HaZ+T3Ux207P8e0Oe1hcj2Bis9k2GD7co76ESC/yc4jUEojMdLiJtB02mkz3X1+W+xvPk/vJ1EdC2p03207vcCaUr0M44cuAU7u83m8FPjXJlojFGh1Tah6irOX+xoxEpBmDIUV6wjQc8eWXn4+r5qUH0Bwo8OXASqmeSqk1pSy/VSn1vVLqG6XUA+5ldZRSaUqpr5RSK5VScb6fglBdzGiKNqN5NthN5kLl8eWXmgW0wzW9SBtcE6qVSzkTr8UAU4EbgWuB3yilmgHjgO1a677Ae8Bzvp9CeOGvxG1ljxPogq9AehuRXswWyvgiMJdrrZ/UWi/TWj8OdPBhn7ImXusE7NVaH9danwe+Bn4B9OHn0OsT4AYfviMkqejGL26eTSvZh7RyVPY4VfEoqiOGgfQ2Ir2YLZTxJQdTWylVV2t91j31a1RFO2it05RSbUpZ1RA44fX5FK7pY72Xe5aFJRXVd/grcVvZ41TFowjFWpXSkNxM6OLL4+UfwFal1FJgC64Qp6qc5MLR8RoA+SWWe5aFJYmD72H3+FEkDr6neJm3J+BJ3JZXveoLlT1OVTyKimpVQiU0CZXcTKhcj1DCl18kG+iJq+9Rb611dQb93glcrpRqopS6BFd49A2wFrjFvc3NuOZNCkuylr+Pbfp8spa/D7jEZedTY2g9aly54Yy3CIVKgV1FIuYJTVbolXJTIaFaafgSIk3WWv8C+KmqX+KZeE1r/aZS6gngM1ziNkdrfUgp9QYw1z3x2nnCeI6kkqFLZtocbNPns3vC3XQqJ5zxDkeAsAlNhqpBpO1aTttL21SrdiQc5vipCAnVSqGiSjybzfalzWZbarPZXrLZbFNsNtsUXyr4AvEKh0peh/28sXfhTMNhP1/uenvBmeLtytvHe50vla2Bqn6t7vG35mw3fr3sAWNrznY/WSaYia+VvL48KuYAy3CFN5oLC++ECqgozPB4LlnL33d5P+4wqqx9vFuPfHHJzXbbS+Y/qpqHKO/pL7mN8MUXgVkGnMHVXcCoYNuIxpfcScltvBOp5TU9e/ZLHHxP8fa+uOTVcdurcmNXVdDKS9RKbiOMqcjFsdlsq2022xybzfai+yUhUhnsmT/dsFsx9syffsFy77CmrG1KbleSQHV89KYqYYsZIVm4dMaMJPzW2RGwaK1Dp099qGOxUvjtOpx3PIA1OgZnkZ2MJ+6n4/T5ZIz/ilo9ekIZSczy+h4FquOjN1XxfswY/yTSx1QJZ8oMkZRSl7ibkvcrpXoppWp5LRNKod0dD6AnjEJN/1dxmJOZNoeOr8/HYuD6a40ia/4M2t3xQKWO7a/6mUp9Z4jUlwSCUCkNqGmU58FoXDkXC/BLr+UGrr5JQgms0TF0emU2mb2uKfY02g4bzf55DgynA4s1inZuz8aDr0NHelNek66/j+fL+lDHl2sSLlXLYUdFMZTNZru6xOd+vsRegXiFWg6mKuxZ8IZxPtpq7FnwRvGyipq2y8uNVCVXU1Gupbz1wciPVPY7fbkmFV1z4UJ8zcGUJyx9bDbbb2w22y7339/YbLaHbDZbui8HDsSrJgjMph83Gi/94SZj048bi5dVdEOUd4NV5UZxOB3G5h83GXsWvFF67U053xeM+pXKfqeIh//xRx1MPtAC1yyOLdyvOGBSAByrsKdkTF+yydez3jAM0ru1whL1c7RaUR+g0nIjnuNB2TU0ZWG1WGnw9Xck3jO+1Cby8nIxwaherex3BiN/JbipSIFsNltLX5QqGK9Q9mBKeiEln7qe9XsWvOEaB/Z8YYVP2fI8ieo2Y8tTXqgMfmum1lofDoTQ1SScRXYMh4Osuf+kzdD72HYknaS4jhc8dT3Nzq1uuYOtz4xmf+ovaTv6sVKTjJ4kq9NwMvXb10sdk7btsNHsdzjA4SjutV0ZAjU8Z7gR7gnuYCNXzAQy0+aQeO9ELFFRZPy0h1fXv+aaZ6epIvPDt4oFoO2w0ey881f0mLGMn9b9t8ywaNvhrXw642kMR1GZoYE1OgZLVBSJ906s9mBWws9IFXE18cXNsdlst9hstqdtNttgX7YP1CtUQyT7+UJj7VuTDfv5wp+nwjhfaKQ/es8FYYwnrNl0c3fj3NlTZR6vtJam0ijuOHm+MCQrX8MxDKtsi1WkVB37rbOje9qSMYAduFcp9arpqhfmZPy0h1lxP5Lx0x6sFivJ8Ul8N/dlbK/PY2//nsWDUXkGp+qy5H9cUqd+mcdrN3wMB+bNoN3wMeV+ryfM8XhNgX7qVtR3yV/DhfoTT3K8yH6uVNsrW2woHk8JKlIgm8221uu9xWazfeuLcgXiFYoejMPpMDZnbzU2Z28tfoptzdlu3Js2xlj/8BDjfJTlIg+mZGLW2wPyHDMcnqIVNR+Hogfj+Q3WvjXZL83t4sFU0oMBYpRSnu0sSI/qcknPzWDq2mmc/WgZOBwU2c9x8t9pTOzxEDHPPkfWvBkkDr6HvQtncrLXlWS++xqGw0FR4dniZu3v5r7M1eMms/GxERQVnmX97Bf4+9p/lPpULM1rCFaJf0XNx6HYXOwpCehx7//5pbk9krpX+IIvV+EDYK1SaiquWQA+MNek8CapyeU8vPonrh43mcy0OXw392V6PvwnDi+dxz82zOR0v95kLX+fxHvG85/Zf+BowTESfz2BPbffUDys5lWjniD9hiu4cuYydj7zIFePm8zYvFbU/eLri/rKVMYlN7u/TTjeXB7Ri46pFXa2hwO+9KaehmuIy47AbODHinZwezwzgK7AOWCs1nqve103XAOJe0gFhgDfAbuBdPfypVrrab6dRuiQteRdrpy1nE0PDqb70PtIxHViLW66GWODqxCu7bDR7C2y0/t0HleNegK9fTcdp/+LXePvIsk9Lkzy55v56toOHLv7Fg50iOXy+rGuQjiLhfZ3PljcfJoU15HHe07AaTiLvZiymlXDtb+NNBWHL+X1pm6ulLLh8lrOAduAImCVD8cdAtTWWvcCngGKE8Na6y1a635a637AdCBNa/0pcCWwwLMuHMUFXOLx/cw/8sb1Tfl433+wRsfQe+wfuLJVd57s9Yhro6gooqJj6DnhBQ7+ez61e/YGwygOPi8bMIK9KYn0/XIv9jX/ZUHz42w6vJnMd18rbsb2eC4ZebvA4WDVG//HtsNby/VoSqsQDodexKHkpQmVozwPJhV4FFC4Zne04Jr4/jMfjls8kZrWer1S6qqSGyil6gGTcc0sANAd6K6U+hLIBR7RWmf7eB4hgzU6htQxz5GnV144GLbDwdmPljGrwX4eyG9DbEx99t7Yk/YDRhBduy47v1uPen0emdf0pfCbtSRtymRL/yu5snkKlswtDPvtu3z/RiI2d/7CO9+x/4M3efwvn6FPxNHxb2+VWytT0nPxp1djlqdRma4B4eql1VgqygLbbLZbfMkWl9jnbZvNdrPX5wM2my26xDaP2Gy2yV6fB9tsthvc70fZbLbFFX1PKLYiGYartUT/a7qxZPsS41zROWNrznZDz3vNsFsx1j002LBbMYrAcIKx7ZFRxt6FM41zp/KNbRNGGNsmjDAKjucZ2yeOMrZNGGGcj7IYet4/L2hVKu37StbYVMZWf7XshMLA3YFuqYqUVqOS+LOrwMoq6FbJCdasWuuiEtuMAoZ7fV4NnHW/Xwr8qQrfG1Q8444YDgdt753I5tu78enV/2Vn3i6uPmzQHgvnO9rY8JvBFLZrw6XvfUDh9k10fH0+evxXJL2+ECuwwxpF7dTetLlnPLvGjyLpzgeLPZfSvITSxqHxFX92EQiFaTsC3eXBE76V1n1DMK+rQPFEakqpVGC790qlVCOgltb6oNfit4Fh7vfXAxtNss009n/4FomjHsbpcLBr/EiGfbCZAU9M5+kX/8u1c1eD06Bo21a6v72Cev/9gpT0HHp8sZP9XdvgdJwHiysGveSK7q4BqrDgdNhZN/sFiuzncBpOVuiVvPLNtIvyEaHQBByOrUjVJRRENZTxpZK3YYnPvX047lKgUCm1DtdUs48rpZ5QSg1yr7cBP5TY5xlgnFJqDfAQrvxPyHNRHYrh5MjpI+R3bMfUp3/Jkfh6WHAlsNI7N+NI6zg+eWU89ql/Z/N1KWS1aUr7bVl0nrGIr/q2xQDObd6AYRjgNOg840NSx7/AJzP/j+W7PiJt13KuaZVKUlzHIJ614CESRbUyWAyj/Lo5pdR/gQG4WpD+DNyktb4yALZVyNChQ40lS5YE1YZtR9KLXeTkpor1777I11nrePyl/7DhN4O46s1/k9ekDs1yz2AFnFYLi4d3pePOHJK352AFfmpchyb5BWzr3Jxdyc0ZmraNrLn/xGk4yT7+I44tm3nnV80wLomh72W9WXfoW3HJw4ya1tSulNqotb6o8aYkvpzpVFxzI63F1R+pZzVtq1F4u8jW6Biuuv8ZGg64jW/++SznL7+cr/u0ZW2fdliBvZc15Js+HRj+4RZStucAkB1fnyb5BTiBlB05GFYL3/zzWQDO9OvN+rwt9J37OQ+vOcGDuQnc22UEQ9Ug8WDCjEjto1RmktddAwOu4rcvcQ38PQ9o614mcOGUGk7DyTvfv0v+R4s5vP8Yty/cjNWA7Ph6ALQ7eJJ2B0+yLSmelIxcAJrlnuZow0v4YtxAmh49ycpfteT23NP0+vUE0m+8kp0jO7AvJZGrZ/4boj7iM/sp0lqdvmAuaO+iu4y8XTXmKVmTiNRcTXn/C2d5vW7EJUazgJkBsCvkuWhIzCI762e/wPGPFvHUS6sZvnAzabdfQUbX1rTIPcOZS6zFF7tLRi7bu7QAXD9A7Mnz9H7nM+Ze34x+PzhYFHuUHZ2a0e2Tjbz41ErUpkz0gFTWT3+ORS1P0SuhB3Z7IXsXzsRZZC9+On68+9OIfEqGAxGbq/GlLdv7ZbPZLqnsPma9glkH490T2uF0GGvfmmycj7YaX8183tg551Vj041XGF+8Nsn4y0d/MHa3vdRwgnHqEqthB+PH+HpGkdVifNGnrbE1Kd5wumtiNndpYZyPshjLf92nuE7GCcamlBbGxh++NRxOh7Fk+xJjyh9uNF587lcXfP/WnO2G3WG/oCYjUms0BPPxWx2MUupB4AkgBldjiB1XK1DEUuQsYlvneBzv/ZMOw0aTnpvBrHp7qPPLrjTctpPME9n0X7UZ56rNXJbYmDZZ+RRaoN55JyfqRNEy9wwAfb/OBFxN0xYgeXs2i0deQVZCLc6+MJLmn62nVsfO1Prd70m57ErSczPovD2bgVM+Z/3rvyPr/aG0Gzb6gjDNO/ErNRpCsPHFXxsP9AM+Ae4HIt7//nj3pyzes4IdXVqwd9Fb7M7dxb1f5NFt1Wa6zPiQDmvT8Qye0C4rHytQ291Y16DAgRM4E+26+FYg87IGWIB1v+jAZfVa8uRL/yXp4Hn6fpVJ417XcWViDzLydvHq+tc4+4teHJg3g2vG/J4OIx4qt+4lUuN+IXTwRWAOu/sENdBarwEamWtS6OKpebn58hu5o9NQOm/Ppu2vJ7Jn8Vu8c308H97ZjW2dm9Phh+Mcia+HFThZ28IZr6vsEZV6XnXNZxrUxgnkxNeh5zsrsQBR33yHFSj84F84i+zU/eJrHr9qHCktu/pcUBexcb8QMvgyXMMJpdQQwHCHS7Em2xSyeIccgzsOxNnBzl6ng85HdpG4/xQ/tGsKhkHyjhzi885w5hILDQvLrzPKjq/H7k4tSMnIw4iO4pVnrgeLhZ0dY5nw/g54t0ogAAAP4UlEQVS6LPqPaxDxe8ZzYN4MrHdeEaCzFYTq44vAjAXaA88CTwITTbUohPEOOYoKz7LrmQc5dnkrbpk0E4vDFRQZVki7vQvXfaaJPXkecOVYSvoQTuBIXF3ifipgvy2OhaOuZOWtnXFeEo0VK0M7DqL7XQOxWqzFU5xUtp+RIAQbXwTmLHAV0BpYwc8DQkUM3lWYSXEdWaFX0nbmQrpMm88HI6/g1UnX0XNdJn2+zmTx7V2JzzlVLC7gEhdnib9WoEXeWdZc247tV7bi8nse4dFGrTiQf5C2TdrQtVkXcDjYl/YWbYeNrvFDD9S0SlfBhS+/5Cxc4vIrXD2k3zPVohDDaThZvusjXvlmGst2ruCtje/y4c4lrBvem4WjrmTv/bfhjIniGre4HGrRiMT9eRytZ8UJbLc1BX6+0J5BdQz33xMDb+LJPo/T7tI2RFujWb7nY6IsUVgt1pAchd8s/F3pWtEMB0Jg8EVg2mut/wAUaK1XEGFJ3vTcDNJ2LcdhOEjTy1l3aD19WvXmvtTRHJ/4IDtPZ3JYtWFHUnOiipw8NvVL2h04SewZ13/sljmngJ9FxZORWXRnN/723K9IuPM+DuQfZOq3rwNcNPvjAfcg4TV9lLayWryqKhSRWpofavgSIkUrpWIBlFINgIh6JCTHJ/FUr0cxMNh/LJOlu1fQs9VV7Dq6m7WH1wNw29ur6bo9my7bs0lPiiMlIw+Agmho6g6VtifFkayPknZ7VzLbx+K8/pfsPLabzsv+xZKWpxiSNLj4+7zHeWl/54Ps+2CWqaO0hUJ44l3L401Va3mkiT408EVgnsPV0bEFsB54zFSLQgyrxUq35ikAWNz/vG/CVg1b8e4DPbEYBht6XEaMtRa602Gu2HCQtln5xWr8n4Fd+GR4NDu6tGBo0m0M6jiA7+ZM4eonJtP0jeepe2mbcuedrmyStzKiEcoFeVUVirIEKxiEgoAHDV/KfW02W7TNZmtts9ksvmwfqFeguwp4l97bHXZjScZy49sfvzf+7z/PGXctud/423M3G3YLxr/vvsY4lp9tTH/+NmPJiKsNe5TFWD51opGWsczYeHjzz6X8XsM7+lrW7+t2lRm+UroUmEsoDCXqb3ztKuDLeDBDcc0KcBxoCIzTWv8nANpXIcEYD8aTE9h7dB9L96zA4nDSeXs2xrXXcY0+RZ8JL2JgsPil0fxw+hA7kuK5M+dSbLGX08GHArmKnnbe48+U94SO6KdmiFETfwtfx4PxJUT6PdBTa52rlGqGq6m6XIEpb14k9/ppuGYeOOVeNBhXX6d/AXWAw8D9WuuzhBjpuRm8+vVUkrYfxtKlBf322bl3yud8ftDO2ze14sTfx2PBwg95O3ny5dUsvrMbjfoOoO19j5Lpw3ixFYUrvoYMoRQiRDqR/Fv4IqfHtNa5AFrrI7gG9K6IMudFctMd18h4njmQTgB/AP6lte4LbAZCsvAjOT6JB4+34akpn9N5ezYdhz3At9fauGHuFyRlHGFxYiGX3TmW/uP+yq7xdzF84WaaN2h20XxE5R2/3OlXpfxfCCN88WBOKaU+wzXoVHegrlJqCoDW+rdl7FPmvEhu7+Zy4E23RzRbaz3Hvc8U92afuN9PrfwpmYvVYqX3/b9lf4Nm3Ny3JweXzKX/l7v55O4+3DD2z/S3RlN/zTraDR8Dr8whs1cf2g8b7fNg3JH8tBNqHr4IzDKv94d8PG5D4ITXZ4dSKto9dUk94J/A34Eo4Aul1IYS+5wihOttrNExdBjxEAD2IUW8cnQnN4x9gasvu9rVpOw1xWtNr8AVhPLwZV6kuVU4bnnzIp0FpnnyK0qp1bhyNZ59Ctx/86vwvQHj8N5cWnaIJyamFhndLuPmmFpA1ZqUBaGmEox5kWzAWqVUlFIqBldotMl7H+Bm4CuTbKs2h/fm8tH0/3F4by4pzZJ5uvdjxJ6KB34ujsv54XiQrRSE4GOWwJQ5L5LWeifwPq6ivS+B97TWO4AXgBFKqbVAL+B1k2zzCwPH/4KWHeKxWqzEnopn5YyvObzXNZC3twAFC+mLI4QCFdbBhDLBqIPxiIdHYDzLjh7KJ+Va2wXbedYHA1/rZQShKvizDkbwomWH+IvE5aPp/wMgNqFxUEXFG+mLI4QCIjBVwFtEPILjvbw0LyfQSHO3EApItVYV2Pblz/POeUKh0kQnVLwZQQgWIjCVZNuXu1m/bBvbvtx9QTK3ZEK3ZYf4Kid5g5kcFgR/IgJTSVKutZE6JOWChO7RQ/kXtRpt+3J3lVqSQqEFShD8heRgqoBHXLxDIe8E7+G9uaxfto3UISmVPnZlwqtgt1QJQkWIB+MnvEOilh3iSR2SQmxC4zJDKCg7FPJVXMTTEUIdEZhq4B0Ged/wnjwNUNzC5K8QyoMkkoVwQASminiHQUcP5V/QXO0RF6C4halk7Yxn3+oIRDiLi3hekYEIjI+U1krkybGsX7aNrxZvKl4+cPwvigXFO2zy3nfg+F9ckCiOJCS8ixxEYHygtBvC44V42Ll2f/E2Hq+lvDAonL2P6iLhne+EuwiLwPhAaSHOvi0/AnAi7zSNm/08MsW+LT8W52S8Bcibkv9pvAv3IoXq1AlFCjXB0xOB8RGPuHy1eBMfTf8f7bu1Ir5NE86cKCD/yKni7TyezNFDruFsvPMsJZPB3gnhSBOZmnDzmE1N8PREYHzEIwY71+4nvk0Tvl68mdwffuJAejYxtX8uJ4pv0wRweTbeeRbPDeURHk9xXmxC44sK90r77ppGTbh5AkG4Xx8ptKsAj2exftm2YvHI/eGnC7axF7oG62ud3IKUay/nu4/T2bl2P/BzKOARltiExhcU5wEVikuwO06aRU07H+FiRGDK4avFm4qFAuDYobJH8Wyd3IID6dkcSM8GXJ7MzrX7aRRXvzgX0+madhfdVBWJhzzphXBGBMaNJww5eiif2ITG7Nvy4wXiAuCwXzg6XFSMFYfdSXybJqRcezktO8Sxftk2Wie3oP+Ya4pblGITGnP0UD7rl22jfbdWxWLhq3iIuAjhiikC48PEa48DI9wfV2qtJyulLMCPwB738m+01s+aYV9JvCtvfSG+TROaJjQuFqB23VoVeyKpQ1JYv2zbBf2EPM3WpQ1IJeIh1GTM8mCKJ15zD/r9Kq7ZG1FKtQNGAT0BJ/C1UmoprtkGNmmtbzXJplIpGQZVhCfP0rJDPO27tQK4KJ9S1sh2lRET6cgo1ATMEpgyJ14DDgL9tdYOAPfMAoW4JnVLUEp9gWvqkse11trfhi2btpra9WtRr1EdDmRkc+Z4QZnbWqxwWVILCk+fo8eAn0eHKytv4q9kbE1O7AqRhVkCU+bEa1prO3DUHRL9Ddistd6tlGoOvKi1XqSU6gPMA672p1HLpq2+qAXIgzXKQqtOzTl2KJ+mCY05kJ7NgHGl3+Cl9SHyZzJWErtCTcEsgSlv4jWUUrWBObhmcHzYvXgDUASgtf5aKdVSKWXRWvtt2oPa9WsVv2/crAGX1HFN59pjQPJFN3NZIYqnQtfsfIqIi1ATMEtg1gK3Ah+WnHjN7bksB1ZrrV/22ud54BjwV6VUV+CgP8Xl8N5c+o+5hk9nr6Veozr0HX5ludv72mwsuRJBKBuzBGYp8Cv3xGsW4H6l1BPAXlzzUV8L1FJK3eze/lngJWCeUmoALk/mPn8Z453T6D/mmmofL5RmDxCEUCZiJl4zy9MQD0aIRHydeC1i+iKZJQIiLoJQNhEjMBVREzsUCkKwEYFBhg4QBLMQgUHqTgTBLERg3Ii4BBfxHmsmIjBC0JEQteYiAiMEHQlRay4iMEJIIOISXMzyHkVgBCHCMTNEFYERhAjHzBBVBEYQBNNCVBEYQRBMQwRGEATTEIERBME0RGAEQTANERhBEEwjrCde27Fjx1GlVFaw7RCECCTRl43CekQ7QRBCGwmRBEEwDREYQRBMQwRGEATTEIERBME0RGAEQTANERhBEEwjrOtgqopSygrMALoC54CxWuu9XusfB0a4P67UWk8OvJXVp6Lz9NrmY2C51npm4K2sHj78ljfjmpbYAmwExvtzSuJA4cN5PgncBTiBKVrrpUExtASR6sEMAWprrXsBzwCvelYopdoBo4DeQCpwo1IqJShWVp8yz9OLF4BLA2qVfynvt2wA/A0YqLXuCfwAxAbDSD9Q3nk2Bh4FegE3Av8IioWlEKkC0wf4FEBrvR7wngLzINBfa+1wP+ligMLAm+gXyjtPlFLDcT3xPg28aX6jvHPsDWwHXlVKfQUc0VrnBd5Ev1DeeZ4BsoB67pcz4NaVQaQKTEPghNdnh1IqGkBrbddaH1VKWZRSrwCbtda7g2Jl9SnzPJVSybhc6j8EwzA/UuY54vJWrgP+D7gZeEwpZQuwff6ivPME14MxA9gEvBZIw8ojUgXmJNDA67NVa13k+aCUqg3Md2/zcIBt8yflneevgQRgNXAf8IRSqn9gzfML5Z3jMeB7rXWO1vo08D+gW6AN9BPlnefNQAugLdAaGKKU6hFg+0olUgVmLXALgFIqFZcbjfuzBVgObNVaP6i1dgTHRL9Q5nlqrSdprXtqrfsB7wJ/11qHY6hU5jnieponK6Vi3U/7VFxP+XCkvPM8DhQA57TWhUA+0DjgFpZCRHZ29MrIp+BqXbgf14+3F4gCFgDrvXZ5Vmv9TaDtrC7lnafW+t9e2/0RyAnzVqRSz1EpNQJ42r35h1rrl4NjafXw4TwnA/1x5V++BiaFQmtZRAqMIAiBIVJDJEEQAoAIjCAIpiECIwiCaYjACIJgGiIwgiCYhgiMUCFKqfuUUi/5uG0/pdRC9/sJSqmdSqk7fdy3uVJqRinLX1JK3ec5ZmVtEoJHRPamFgLGUOAOrfX2CrcEtNY5VFw5/RzwenUNEwKD1MEIFeL2Hu4DzgNxwBta6zfdnSXH4+oQagC3AcnAQ7i6IPwV2A3cqbXOdB9rI67S9uO4Svn7aa03KaU2ASOBuVrrVKXUMFxikgdcgqvaOAHX0AtvA9+VZpOZ10GoPBIiCb5iB27CJSKPuZfZgAFa6z64SvBv8mzsvtm3AL/2iIub5e7t+gCZwA1KqSRcQnQOQCkVA/wduMG97Vn3Mf8C/KS19ng5pdkkhBAiMIKvbHKXnucAdd3LcoG5Sql3cJWwx/hwnCW4Stz7A7/DJSKDgDSvbeJwCckx93euq4RNQgghAiP4ygWxtFKqETAZ18h/Y3F1trNUdBCtdTrQDugBrATqA4Pd7z3kAo2VUnHuz1d7rfP+DonvQxwRGKGqnMTVw/cb4CtcAtPSx33XAHlaayfwJZCrtT7jWekehmAC8JlS6nNcORgPGUqpedU3XwgEkuQVBME0xIMRBME0RGAEQTANERhBEExDBEYQBNMQgREEwTREYARBMA0RGEEQTOP/AbIa4Umn0e69AAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=figsize_gen)\n", + "\n", + "size = 5\n", + "mew = .5\n", + "marker_bs = '.'\n", + "marker_ns = '+'\n", + "\n", + "plt.scatter(\n", + " results.query('bs==0')['half_width'], \n", + " results.query('bs==0')['peak_to_trough'], \n", + " c=color_ns, s=size, marker=marker_ns, linewidth=mew, label='NS')\n", + "\n", + "plt.scatter(\n", + " results.query('bs==1')['half_width'], \n", + " results.query('bs==1')['peak_to_trough'], \n", + " c=color_bs, s=size, marker=marker_bs, linewidth=mew, label='BS')\n", + "\n", + "plt.scatter(\n", + " results.query('bs==1 and average_firing_rate > 10')['half_width'], \n", + " results.query('bs==1 and average_firing_rate > 10')['peak_to_trough'], \n", + " c='red', s=size, marker=marker_bs, linewidth=mew, label='BS rate > 10 Hz')\n", + "\n", + "plt.xlabel('half width')\n", + "plt.ylabel('peak to through')\n", + "\n", + "plt.legend(bbox_to_anchor=(0,1.02,1,0.2), loc=\"lower left\",\n", + " mode=\"expand\", borderaxespad=0, ncol=2)\n", + "\n", + "plt.savefig(output_path / \"figures\" / \"clusters_and_rate.svg\", bbox_inches=\"tight\")\n", + "plt.savefig(output_path / \"figures\" / \"clusters_and_rate.png\", dpi=600, bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "stim = results.query('stimulated').loc[:, ['half_width', 'peak_to_trough']].dropna()\n", + "\n", + "idxs_stim = cluster_waveform_features(stim.half_width, stim.peak_to_trough)\n", + "\n", + "results.loc[stim.index, 'bs_stim'] = idxs_stim" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "control = results.query('not stimulated').loc[:, ['half_width', 'peak_to_trough']].dropna()\n", + "\n", + "idxs_control = cluster_waveform_features(control.half_width, control.peak_to_trough)\n", + "\n", + "results.loc[control.index, 'bs_ctrl'] = idxs_control" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=figsize_gen)\n", + "size = 5\n", + "mew = .5\n", + "marker_bs = '.'\n", + "marker_ns = '+'\n", + "plt.scatter(\n", + " results.query('bs_stim==0')['half_width'], \n", + " results.query('bs_stim==0')['peak_to_trough'], \n", + " c=color_stimulated, s=size, marker=marker_ns, \n", + " linewidth=mew, label='Stimulated NS', alpha=.5)\n", + "\n", + "plt.scatter(\n", + " results.query('bs_stim==1')['half_width'], \n", + " results.query('bs_stim==1')['peak_to_trough'], \n", + " c=color_stimulated, s=size, marker=marker_bs, \n", + " linewidth=mew, label='Stimulated BS', alpha=.5)\n", + "\n", + "\n", + "plt.scatter(\n", + " results.query('bs_ctrl==0')['half_width'], \n", + " results.query('bs_ctrl==0')['peak_to_trough'], \n", + " c=color_control, s=size, marker=marker_ns, \n", + " linewidth=mew, label='Control NS', alpha=.5)\n", + "\n", + "plt.scatter(\n", + " results.query('bs_ctrl==1')['half_width'], \n", + " results.query('bs_ctrl==1')['peak_to_trough'], \n", + " c=color_control, s=size, marker=marker_bs, \n", + " linewidth=mew, label='Control BS', alpha=.5)\n", + "\n", + "plt.xlabel('half width')\n", + "plt.ylabel('peak to through')\n", + "plt.legend(bbox_to_anchor=(0,1.02,1,0.2), loc=\"lower left\",\n", + " mode=\"expand\", borderaxespad=0, ncol=2)\n", + "\n", + "plt.savefig(output_path / \"figures\" / \"compare-clusters.svg\", bbox_inches=\"tight\")\n", + "plt.savefig(output_path / \"figures\" / \"compare-clusters.png\", dpi=600, bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "results.average_firing_rate = results.apply(lambda x: float(x.average_firing_rate), axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [], + "source": [ + "results.frequency = results.apply(\n", + " lambda x: \n", + " float(x.frequency.replace('Hz', '')) if isinstance(x.frequency, str) \n", + " else float(x.frequency), axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "bins=100\n", + "density=True\n", + "cumulative=True\n", + "histtype='step'\n", + "lw = 2\n", + "\n", + "plt.figure(figsize=figsize_gen)\n", + "plt.title('Narrow spiking')\n", + "_, bins, _ = plt.hist(\n", + " results.query('bs_ctrl==0')['average_firing_rate'], \n", + " bins=bins, density=density, cumulative=cumulative, \n", + " histtype=histtype, color=color_control, lw=lw, label='Control');\n", + "\n", + "_, bins, _ = plt.hist(\n", + " results.query('bs_stim==0')['average_firing_rate'], \n", + " bins=bins, density=density, cumulative=cumulative, \n", + " histtype=histtype, color=color_stimulated, lw=lw, label='Stimulated');\n", + "\n", + "plt.xlim(-.5, 56)\n", + "# plt.legend(bbox_to_anchor=(0,1.02,1,0.2), loc=\"lower left\",\n", + "# mode=\"expand\", borderaxespad=0, ncol=2)\n", + "\n", + "plt.savefig(output_path / \"figures\" / \"cumulative_ns.svg\", bbox_inches=\"tight\")\n", + "plt.savefig(output_path / \"figures\" / \"cumulative_ns.png\", dpi=600, bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "bins=100\n", + "density=True\n", + "cumulative=True\n", + "histtype='step'\n", + "lw = 2\n", + "\n", + "plt.figure(figsize=figsize_gen)\n", + "plt.title('Narrow spiking')\n", + "_, bins, _ = plt.hist(\n", + " results.query('bs_ctrl==0')['average_firing_rate'], \n", + " bins=bins, density=density, cumulative=cumulative, \n", + " histtype=histtype, color=color_control, lw=lw, label='Control');\n", + "\n", + "_, bins, _ = plt.hist(\n", + " results.query('bs_stim==0 and frequency==30')['average_firing_rate'], \n", + " bins=bins, density=density, cumulative=cumulative, \n", + " histtype=histtype, color=color_stimulated, lw=lw, label='Stimulated');\n", + "\n", + "plt.xlim(-.5, 56)\n", + "# plt.legend(bbox_to_anchor=(0,1.02,1,0.2), loc=\"lower left\",\n", + "# mode=\"expand\", borderaxespad=0, ncol=2)\n", + "\n", + "plt.savefig(output_path / \"figures\" / \"cumulative_ns_30.svg\", bbox_inches=\"tight\")\n", + "plt.savefig(output_path / \"figures\" / \"cumulative_ns_30.png\", dpi=600, bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "bins=100\n", + "density=True\n", + "cumulative=True\n", + "histtype='step'\n", + "lw = 2\n", + "\n", + "plt.figure(figsize=figsize_gen)\n", + "plt.title('Narrow spiking')\n", + "_, bins, _ = plt.hist(\n", + " results.query('bs_ctrl==0')['average_firing_rate'], \n", + " bins=bins, density=density, cumulative=cumulative, \n", + " histtype=histtype, color=color_control, lw=lw, label='Control');\n", + "\n", + "_, bins, _ = plt.hist(\n", + " results.query('bs_stim==0 and frequency==11')['average_firing_rate'], \n", + " bins=bins, density=density, cumulative=cumulative, \n", + " histtype=histtype, color=color_stimulated, lw=lw, label='Stimulated');\n", + "\n", + "plt.xlim(-.5, 56)\n", + "# plt.legend(bbox_to_anchor=(0,1.02,1,0.2), loc=\"lower left\",\n", + "# mode=\"expand\", borderaxespad=0, ncol=2)\n", + "\n", + "plt.savefig(output_path / \"figures\" / \"cumulative_ns_11.svg\", bbox_inches=\"tight\")\n", + "plt.savefig(output_path / \"figures\" / \"cumulative_ns_11.png\", dpi=600, bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "bins = 100\n", + "\n", + "plt.figure(figsize=figsize_gen)\n", + "plt.title('Broad spiking')\n", + "_, bins, _ = plt.hist(\n", + " results.query('bs_ctrl==1')['average_firing_rate'], \n", + " bins=bins, density=density, cumulative=cumulative, \n", + " histtype=histtype, color=color_control, lw=lw);\n", + "\n", + "_, bins, _ = plt.hist(\n", + " results.query('bs_stim==1')['average_firing_rate'], \n", + " bins=bins, density=density, cumulative=cumulative, \n", + " histtype=histtype, color=color_stimulated, lw=lw);\n", + "\n", + "plt.xlim(-.5, 44)\n", + "\n", + "plt.savefig(output_path / \"figures\" / \"cumulative_bs.svg\", bbox_inches=\"tight\")\n", + "plt.savefig(output_path / \"figures\" / \"cumulative_bs.png\", dpi=600, bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "bins = 100\n", + "\n", + "plt.figure(figsize=figsize_gen)\n", + "plt.title('Broad spiking')\n", + "_, bins, _ = plt.hist(\n", + " results.query('bs_ctrl==1')['average_firing_rate'], \n", + " bins=bins, density=density, cumulative=cumulative, \n", + " histtype=histtype, color=color_control, lw=lw);\n", + "\n", + "_, bins, _ = plt.hist(\n", + " results.query('bs_stim==1 and frequency==11')['average_firing_rate'], \n", + " bins=bins, density=density, cumulative=cumulative, \n", + " histtype=histtype, color=color_stimulated, lw=lw);\n", + "\n", + "plt.xlim(-.5, 44)\n", + "\n", + "plt.savefig(output_path / \"figures\" / \"cumulative_bs_11.svg\", bbox_inches=\"tight\")\n", + "plt.savefig(output_path / \"figures\" / \"cumulative_bs_11.png\", dpi=600, bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "bins = 100\n", + "\n", + "plt.figure(figsize=figsize_gen)\n", + "plt.title('Broad spiking')\n", + "_, bins, _ = plt.hist(\n", + " results.query('bs_ctrl==1')['average_firing_rate'], \n", + " bins=bins, density=density, cumulative=cumulative, \n", + " histtype=histtype, color=color_control, lw=lw);\n", + "\n", + "_, bins, _ = plt.hist(\n", + " results.query('bs_stim==1 and frequency==30')['average_firing_rate'], \n", + " bins=bins, density=density, cumulative=cumulative, \n", + " histtype=histtype, color=color_stimulated, lw=lw);\n", + "\n", + "plt.xlim(-.5, 44)\n", + "\n", + "plt.savefig(output_path / \"figures\" / \"cumulative_bs_30.svg\", bbox_inches=\"tight\")\n", + "plt.savefig(output_path / \"figures\" / \"cumulative_bs_30.png\", dpi=600, bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "U-test: U value 104995.0 p value 0.047251399227811186\n", + "U-test: U value 13472.0 p value 0.6449484150738996\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=figsize_violin)\n", + "# test = 'permutation_resampling'\n", + "test = 'mann_whitney'\n", + "\n", + "plt.title('Broad spiking')\n", + "violinplot(\n", + " results.query('bs_ctrl==1')['average_firing_rate'].to_numpy(), \n", + " results.query('bs_stim==1')['average_firing_rate'].to_numpy(), \n", + " test=test)\n", + "\n", + "plt.savefig(output_path / \"figures\" / \"rates_bs.svg\", bbox_inches=\"tight\")\n", + "plt.savefig(output_path / \"figures\" / \"rates_bs.png\", dpi=600, bbox_inches=\"tight\")\n", + "\n", + "plt.figure(figsize=figsize_violin)\n", + "plt.title('Narrow spiking')\n", + "violinplot(\n", + " results.query('bs_ctrl==0')['average_firing_rate'].to_numpy(), \n", + " results.query('bs_stim==0')['average_firing_rate'].to_numpy(), \n", + " test=test)\n", + "\n", + "plt.savefig(output_path / \"figures\" / \"rates_ns.svg\", bbox_inches=\"tight\")\n", + "plt.savefig(output_path / \"figures\" / \"rates_ns.png\", dpi=600, bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "U-test: U value 63173.0 p value 0.3220377333457417\n", + "U-test: U value 8043.0 p value 0.32905688838219194\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAIIAAADPCAYAAAA5xQlPAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAG5JJREFUeJztnXu0JVV95z+76pxzb3eD2Ao0IPJQZBOMaRifBBVYE0WdiAnJQobFIHSUOCuOaMwYx8csHeNyKTGOkcREHAbN2IMYiEsHfMAY1KERaKDtbrr7d/v9uN193/eee951qvb8UXW6T9++j/OoOlXnUp+1evW991Tt+p2qb/32b79+WxljSEmx4jYgJRmkQkgBUiGkBKRCSAFSIaQEpEJIASATtwHzobW+ANgNbAn+ZAMl4M9F5PGIrnk6MCYiKoSyrgN+T0Q+rLV+DLhLRP55zjHfAu4TkUe7vV4YJFIIAWURuazxi9b6BuBe4FWxWdQiIvJD4IdLHPP+HpnTEkkWwlxeChwB0FpfDXwNKAKrgDcA7wM+DLjACPAhERnSWl8M/B1wCnAOsAl4r4hUtNbXA1/A9zZPL3RhrfXngD8EasAEcKuIHNFa14H/DlwT2PFJEXlQa30r8Mci8vtNZWSA9YAT2PoocBewEfi/wMPAG4GXAJ8Ske9prVcC/wC8CZgGtgGIyK0d3cFFSHKMsEJrvSn4tx//wX+x6fPfBv69iKwFrgQ+DlwT/L4e+IHWWgEfAL4tIlcAFwEXAv9Oa70GuAf4IxF5LbB/PiO01i8HPgK8XkReB/wM/4GBX2VNBuffANyjtT5jnmJywPeBUeBmEanP+fwVwE9F5A3AXwJfDv7+GfyX9RLg94DLF79lnZNkIZRF5LLg3/nA1cB9WusLg88Pikjj4b0D+J6IjAGIyL3Ay4AL8G/smNb648A38L3CKcCbgS0isi0o4x8XsGMY+A3wrNb6r4FNIvKDps/vCq65GT+mees8ZXwFeBvweRGZr0/fwfcIAM/iewWAdwH/Q0Q8EckD317Axq5JshBOQEQ2AIJfDQAUmj6e73soIAv8b+B2/Df+q/g3WgEm+L/B3Le0cV0PuAq4Fb9a+KrW+msLnGfhV01z+Sd8Ed493zWAWnAd5thVn2PjfGWHQt8IIajrLwaem+fjnwLvbbhlrfVt+A9tF3At8N9E5Hv4N/mN+C79V8CrtdZrgzJuXeC6a4GtwHYR+SK+mNY2HXJLcNy/wXfhv5inmKfw3fxFWusPtPiVAR4CbtNaW0G8cFPwHUInyUJojhE2Af8M3C4iQ3MPFJFH8B/Qz7XWz+MHY78fvGWfBP5Fa70RP/D6BXBRUI3cBHxXa/0sfuxwEiLyG+B+YGNQxjrgo02HXBmcfw9+EDq1QDkVfLHdqbV+ZYv34ItABb/KeRQ/xii1eG5bqHQYunO01gY4Q0TGIyr/RiAvIg9rrS3gAeBnIvKNsK+VZI+Q4ldJnwo84lbgMPCtKC6UeoQUoL86lHpC0Bn0LmAl8ErgS8HP7wM84GkR+XBsBkZEWjXMz2lBr+B1wCeA2/B7Kq8Atge9hMuKZfeFQmJT8P9BYBD4Y+Avgs6sJzixbb88MMZE/m/dunWmX3jggQfMnXfeaYwxplKpmGuuucZ8/vOfN5VKxRhjzLp168yTTz4Zp4nt0tIz6olHmJqat2ndN2ituemmm1i1ahVr1qxh7dq1S5/UZ/Sk1XD99debBx98MPLrpMxLS9VYGiymAKkQUgJSIaQAy6D5+M1vfpP169fHbUbH3HTTTdx+++1xm9H/HmH9+vVs2rRp6QMTyKZNmxIj4r73CACXXXYZjz32WNxmtM3VV18dtwnH6HuPkBIOqRBSgGVQNaxbty5uEzomSbanPYvLn7RnMaV1loUQ/vYXu9g5Wlj6wJQFWRZC+M2hGXaPF+M2o69ZFkJI6Z7lIYTlN1+o5ywPIaRK6JplIQQFqFQLXbEshACQLs/ojmUhhNQbdM/yEAKpGLplWQgB0qqhW5aHEFJ30DUtjT5qrc8EnsFP/1LHz25m8Ffo/llTto9YSKuG7lnSI2its/j5hcrBn/4G+LSIvAX/GbwnOvNaJ60auqOVquGv8TONHA5+fy3H08P8GD/bV6ykzqB7FhVCsER8TER+2vRn1ZQZbBY4LSLbUnrIUh5hHfC2II3sZcB3gDObPj8VPxFkSgcYz2Xy0R9RGtq29MERs6gQROStInKViFyNv1T8FuDHQeZTgHfiZydL6QC3WGTioQfIPxX/LexkzuLHgLu11jlgO362s5ROMH5jy5hYG11AG0IIvEKDq8I3pXMM/dl8NJ7nG+/F3+RZHh1K9Gnz0RjAHPMMcbIshNCLmdjLnWUhBOjPqiFJLAsheKZPq4YEsSyEYKLJUx09SgEKVPyPIX4LQiABQXdHKKWCEbO4LVkuQvAMVgJuZts0ApsEBDjLQwimf70CgEqAS+h7IXjG4BqDl0aLXdH3Qqg4Lp5nKDmR7XLzgqDvhVB2PIyBQnXeLZmSTeDFkjDWsAyE4OIZw2zFiduUtvHHGpIR4PS/EGqBEKp9WDU0PIIXv+19L4RirY6lFLOVPqwaPA8DGDcVQtcUay62pSjW+k8Ixq2DMZh6/LYvAyHUUQqKfRgsmnoqhNCYLjlYSlGpe7gJCLrawbi+AIxTi9mSZSCEqZKDrRS2pfquCWkcBywrFUIYTFd8j2Ap+i5O8BwHZdmYWiqErsmXHWzL768v9lkT0tSqKNvCSz1C98xW/eajwVDoN49QqwIqrRrCoFhzsZTC68NuZq9aAQzGcfxexhjpayF4xlBxXCwFrmco1/qravBKRb9z0bICUcRHXwuhIQIVTOzI95lHcGdnUJZCWRZeuRSrLUsucNFa28DdgMZfjvFBoEICciSUgmoBwFKKfLm/Bp7qs3mwbFAKt1Qk+5LTY7OlFY/wbgARuRL4NPAFEpIjoew0CwHyfTbeUM9Poyz/EXileHNJLykEEfkB0Nh96nz81c+JyJFQaooJLKX6rtXgBh7BeB5uYTZWW1qKEUSkrrX+NvB14LskJEdC2XGPTWS31InCSDrGGD9GsG2M61KfiTe7QMvBooi8D7gYP15Y0fRRbDkSKo53bLmbUqqvhOBVyv5Yg/KDxdr40VjtaSWH0n/QWv+X4NcS4AEbk5AjwZ+d5P9sKUW5j+Yt1qcnUXYGpRTKtnHGRmK1p5Vl8Q8C/1Nr/UsgC3wEPy9C7DkSirX6sRFHS9FfQpiaOPazymRwxkdjtKYFIYhIEbhhno9iz5EwW6kfW9iigLpncFyPrJ387pHa2Ig/+ji4AuwM7mwez3GwstlY7En+HVuE6bJzrPmogqHoYp/ECdWDe8G2Ad92lbFxxuOrHvpaCDOV40IAP04o9UkTsnpoPypz/O03xlAbObzIGdHS30Io12muBRT90ankOQ7O5BiquRpwXaqH9sVmU38LYY5HMJi+mM1cO3roWIuhgcrmKO+S2GzqWyEYYyhU6thNy6Bdz5Dvg4UulUP7j81XbKCyOapHh2ObyNq3QihU/V7FEzyCgbFCNT6jWqS8c9tJyTGUZaGUii1O6FshTJVrZOYkRbAtxZF8soVgjKG8W7ByAyd/5tYp798dg1V9LISJYg3mpMzJWIrR2XgneCxFfXIcr1I51nQ8AcumtH1L742ij4UwVqjieHOFYDFaiH/+32KU9+4EOCFQbGDlBijvGYpl2lrfCuHQVBk1Zz2LpaBadxM9rb0kW5nryRr4I5H1WOKEvhXCgakymTldyUopspbFSELjBGMMpaHnsXKDCx/kuZT3DPXOqIC+FcLwTJmsfbJ79YzhaELjBGd8BK9aRWUWGeKxbIrbftM7oxqX7fkVQyBfcag4HvY89azrGfZPxjsRdCHKe3bCEvW/lRugsneo50vl+1IIw9MVMpaaN+DK2hY7R+Od/7cQpe2bl0ylp2wbDFQPH+yRVT59KYT9k0WcBd6snG2xf6qcuETdx/oPBk7uPzjpWLdOZd+uHlh1nL4UwraRWewFchPalsJxPcYS1ox0xkbwnCrKbmEukGVT3L45eqOaL9nTq4WAMYadowVymYVNV8DeiWLvjGqByoE9C7UaT8LKDVDZv7un/Ql9J4TJkkOx6p7UvdyM6xm2H413evhcyru2t5xCXtk2uC7OWO8mtPadEHaNFVBq/p65BgMZm82HZ3po1dKUdwtqnvGFhTDGUDm4LzqD5tB3QthyOI+3RIqcnK0YK1QTMyTtlgrUZ6YW7z+YizE97VjqOyFsGp5hIDvPgE0TjfmLQwlpRlaHD5w0EWUpVC5HZU/vJqr0lRDGC1XyZYdsCzn5665JTPVQObAXU2/PO6lMFmdyHK9SXvrgEOgrIWw7OutveNLCmzWYtXn2YDI2qS3v2n7CRNVW8Be+ZHrWsdRXQnjm4FTLTbCspchX6ozOxjsAZTyPyoF9qGyu/XPrDpWDeyOw6mQWjV601lngHuACYAD4K2AbMeRG8Ixh65FZViwRHzRQSoGB7UfznHnqGRFbtzDO5BjGdbBy7QsBO0Np53ZWX3Vt+IbNYSmPcDMwEeRBeAdwFzHlRjgwWaLueidMVm2FZ2KuHqpdNAGtXI7qvt096S5fSgjfBz4T/KyAOjHlRtg+Mtv2Li0rsjbPH23/vDAp7dyx5IjjQig7g1d3cCaiXxe51G7xBRGZ1Vqfir/Q9dPElBvhuYMz2G1ui2dbCtfzODTdm8h7Pso7n2+rI+kkjKGyL/oJra0si3858K/AP4nIevxl8Q16khvB9QxDYwUGFhlfWOzcuIal6/lp6jPTbbcYTsRQ2hH9hNZF76zWeg3wM+AvReSe4M/P9To3gv9Gm7bjA/Azsm45nA/fqBao7N0FwXqFTrFyg5SGtkUeJyzV5/lJYDXwGa11I1a4A/jbXuZG2Dte7LSaZSBjIaPxDEAVd2zpOD5ooDIZ3HIRZ2yE3JlnhWTZySwqBBG5A//Bz6WnuRGGxgodb/qbsRSFqku+4vCiwd7lHjDGd+ldxQcNPEN571CkQuiLDqVdYwVy80xUbYXGuMOhqd4GjPXJcdxSsb2BpoWwFMWtz3VfzmKXiLT0EPBnJVe7yoJS9zwOz/RWCIstZGkXKzcY+cKXxAthslhDceJi13ZRKA702COUZGvLE1GWopGCrzZ6JJTy5iPxQhgv1roSAfhxwqFee4Q2J6IsiedR2b8nvPLmkHghTJZqXfcMZizFRA8ns7qFWdzCbDjxQRPl3dHNT0i8EGZKDvUuN+2yLcVMDzOpVI8cQtl2KPFBA5XLUT0QXQ9j4oUwWaotMHG9dRTguB41tzezgmsjh/FCznzSmKjS7gSXVkm8EGYq9a5jhEYTslcpeqvDB0L1BhBMVLFsnMmJpQ/ugMQLoVg9nlSzG3qZmbU2eiT0+AAApahPjYdfLn0ghLLjhvJ2KRS1em+qhvrURGsrmtrEeNFlcU+8EKquF4pHAHoiBH/vhfz8qXG6Ldv1qE+/QKuGWt1DdR0uBmX1IFj0KiVg/pXa3aJsm9rkC7RqqNa9pVaSt4ShN0JwCwV/yVoEKMvCzUczRf+FIwRjqDo9EEKUezNZFm7+BRojVJo28OoGz0C5Hn2rwd+bKZpJJMqyI9v7KdFCqLkermdCiRBcY3qyU6xbyGOiqoJsG7dUjGS2UqKF4G8AHk7gZSvFWA8Wu9RnpiMbLm7cB68Ufu6HRAthsuSEUi2AP/B0tAdCcMaORhYsgt9yqEcQJyRaCKOzldDWJGQsxZEeDEU746ORCgH8jcHCJtFC2D9ZOrZ5V7dkLMV02aEScTezMzkWTfdygFev40TQl5BoIewYKYS2UZc/8GRFutjFq5T9ZexWhFWDUtSODIdebmKFUHc9DkyVOlrUsmCZnsfu8eiSbNXGR9tOiNEuKpOhOrw/9HITK4S9kyWUUqEFiwAZpXjuUHQLs5zRIxgTbaeVymSpjR4NvQmZWCFsPZynHnJ7fCBjs2NkFieidn7l0H6IOHWusm1MvRZ6D2NLUY3W+o3Al0Tkaq31RfQgP8KT+ybJhbyRp20pTB12jRX5rbNODbVsgMq+3R0lxGgXZdnUjg6TOW11aGW2sgj248C3gEZu+cjzI0yVagzPVEKNDxq4nmHjganQyzWeR+3IwZ4IwdQdqsPhptRp5U7vBq5v+j3y/Aibh2eWzKXYKYNZm1/vmwy9jnUmxzDGQ1k9qG3tDKXdO0ItckmrReQBoHnGZOT5ER7fMxlZ8JK1FLPVeujNyOrwgVDLWwwrl6N6cG+oYu7kfkeaH6Fcc9kxOstgi7mS2kUphecZng259VDZuxN6NEsay8arVkPtYexECJHmR9h2NN/1ErelyNkWG/aE201b2rkd1UnCrA5Qfr1J9UB4Gdc6EcLHgM9prZ8AcoScH+GpA1OE1Ku8IAMZi8MzFaZK4ax+8iplnLGRngSKx3BdSrvCixNaaj6KyD7gTcHPQ0SUH8EzhucOTrMigtZCM35HFTx/JM+bX3l61+VVDuw9aWXTKz771a7LbWbPZz96wu8qN0BpaGto5SeqQ+ngVJlq3Ttp97YoMAY2HggnTigNPY8X0QqkhVDZLPWpydCGpKMbJuuA54/kTxh2/saNl4da/n+873iyiRVZmy2HZ3C9znIzNVPc+txJW/zOfYPDphEnlHcLp17+xq7LS5RHeGr/FJletMNppN7rfkc4Z2oCZ3K8t/FBE4XNz4RSTmI8Qtlx2TNRZGVTs7H5DY6CujFsOTzDK05f1XEZjdR3UY44LoQ1MEhpxxZM3ekyhV+CPML2o7ORNxvnkrMsntjXXTMyv3FD5DOSFkLZ9rHd47olMUJ4ct9k5M3GuQxkLIanyx03I+v5aaqH9qEGFtniN2o8j/zGDV0XkwghOK7H0wemTqgWeoHvzlXHibsLmzc2lRMP1uAKilufw6t2NzE3EULYPBxO9N4JGUvx6I72k14bY5jZ8Fgkq57bwa8ePArbNnVVTiKE8NPto1EtDlqSwaCXsd3WQ+3wQZyJ0XATZnWMIr/hX7sqIXYhjOQr7BiZZWUupoBLKTwMP9sx0tZ5+Y0bwJhYq4UG1uAKKvv34Ex1vmQ+diE8vG0EQ7w3dFU2w+N7Jpgpt9Y7aFyX2Y2PYw2siNiy1mjcu8KmpzouI1Yh5CsOv9g1zspsvPWs37kEj0prsUJ5zxDGcSJdv9AuKpsl/1TnA8GxCuGRHaO4Xvvb80TBYMbi4W0jLS2AKWx+BhPxJNV2UdkczsQ4zsRYR+fHJoRq3eXH20YYzMQTG8wla1s4dZdf7V66ni1u2xRv38E8+GMPUOpw09DYhLDxwBQ11wttJVMYZG2Lh55ffM2AW5jFnc0nqlpopryzszkKsT2FR3aMYYWUGykscrbFVKnG3omFm5LOxGjoWVXDQmWy1I4e6ujcWIRQrNXZPV5kRTY53gB89+oaw7OHFp7u7pbj2yhsKZRl4ZU6G02N5UkMT1fIhJQAI2yyloWMLJwHSSWoKpuLMXQ8ABbLt5ou1+LqSFwSWykmFxmEypy2OrR9GELHrZN5SWdT72IRgh8gJvNmGsyiAWz29DPBzmDc3mV7bxXPrbPyVZd0dG4sQjj3xSvwDD3Z6rZdanWPV51xyoKfK8vmlMtfn7hYwQTd3ate89qOzo9FCKevyrHm1AEqPcqN3CrGGFCKN5y/+OLS1Vddi7JUpHsstYtXKrBSv4bcGZ3tBBeLEJRS3HD5y6h7JlFeoVhzedmLB/nts1+06HG5M87itCuuwSt3N98xLEy9jrJsTr/uho7L6KhXRGttAX8PrAWqwPtFZFc7ZbzuvNVcfu5pPHdomlMHercf40I4rp/h9c/e8oqWWjMvfef1FLdvpj49ib2y8zmP3WKMwauWOf2695I7fU3H5XTqEf4AGBSRK4BPAF9ptwClFLdfeSFrTh1ktgeJMBej7nlU6i7v/90LePnqlS2dYw0McM6f3IHKZvGqlYgtnB9jDF6xwClr38BpV/7brsrqVAhvBn4CICK/Bl7XSSGnDGT41LWal67KMlt1YqkmHNej5Ljc/PrzeEubq55yZ57FOe//CBiDV4s+h2Mzxhi8UoEVF13Cmvfe2nWfTKcd5i8CmtOEu1rrjIi0/WqvXpnjc++6lC89MsShmTJ2jzuZPGP40ysvbFsEDVZccBFnrftPHL3n67gRZERdEOOx4sKLOfu2D3U9lR06F0Ief0l8A6sTETQ4bUWW//rOS5DRQs+9wktX5VquDhZi1asu5dwPf4rakc76+TvCtll16VqskBbWdCqEx4F3A/drrd8EbOnWkMGszdqXhZ5zo2cMnH0uA2efG7cZHdOpEP4FeJvWegN+HqXbwjMpJQ46EkKQRe2DIduSEiPJHUpL6SmpEFKAVAgpAaoXzTWt9RgQfibplFYYF5F3LHVQT4SQknzSqiEFSIWQEpAKIQVIhZASkAohBUhQVjWt9auBLwMrgVOAh4HPNmWCb6WMPwSeFJHDLRx7AXCfiLypxbI/gb8lQRY/MflfADVgtYj8Umt9H3CLiHSUkElrfW9gz08W+Pw1jWu1UNYgsENELmj1+onwCFrrFwP3AR8RkWvw0/2+BvjTNou6A3+uRKhorS8FrgPeJiJXAR8F7gH+CLgUQERu7FQELXLsWlGQFI/wHuDnIrITQERcrfUtQE1r/RX8GVEA60Xka8HbUwUuAM4Gbg3+vwz4jtb6ZuABYALfszwCfB1wgQrwgTbtmwHOA9ZprX8iIpu01tfhb2BS01o/C9wPXAL8A/7+FucDA/gCf3dw/nuAlwMfFJEbAbTWR0Xk2NRjrfWL8HfMeTFwDvB3wA+D79i41grgC8H32Y3/wgwA3wVWA23NH4WEeAT8L7yn+Q8iUgDeDlyI7yHeDNwUuEiA/SJyLf4Dvl1EHgI2Abfgu+yzgLeLyJeBu4EPBW/z3+NvR9QyIjKM7xGuBJ7QWu/An553L/A3IjI3Vck+EXk7sB24UETehS/Md7dwuYvwq4i3B9//z4Pr3xvY/XTwfa4Pvs8wvkg+CGwVkbcC/9jO94PkCGE//ptyDK31hfjbBv1KRIyIOMCvOe4eG2lZD3J8v6lm9ja56nNEpJF27JfAq9sxLtjQLC8i60TkPOBm/Df/JQuc8mzw/zSwLfh5agE7587NGwH+QGv9v4BP48ckzZyB7/3u11o/hi+W84GLgacARORJTtx1Z0mSIoT/A7xDa/1KAK11Fl/9UwTVQvC33wV2BufMF0R6HP9OzatPDmutfyf4+SpgqE37fge4S2vdmBc2hP+QJ5j/Hi4W4FbwHyRa6/M5WUwfA54QkZuB73NcKI3vNg4cAt4jIlfjVxE/xxfcFUG5l3OygBYlETGCiOS11u8D7g7WTJwK/Ajf7Z/XtEnI/SLyrNZ6oaI2AN8Bbp/z9w/gP0gF1IE/adO+B7XWvwU8rbUu4D+Q/4z/1t2ptd7eRnEbgWmt9ZP4VcfcbVh+BHxda30jvtjqWusB4BngzuCcO4CHgnuVx68ON+DHR/8P2IEfQ7VMOuiUAiSnakiJmVQIKUAqhJSAVAgpQCqElIBUCClAKoSUgFQIKQD8f532PVNKfBuLAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=figsize_violin)\n", + "# test = 'permutation_resampling'\n", + "test = 'mann_whitney'\n", + "\n", + "plt.title('Broad spiking')\n", + "violinplot(\n", + " results.query('bs_ctrl==1')['average_firing_rate'].to_numpy(), \n", + " results.query('bs_stim==1 and frequency==11')['average_firing_rate'].to_numpy(), \n", + " test=test)\n", + "\n", + "plt.savefig(output_path / \"figures\" / \"rates_bs_11.svg\", bbox_inches=\"tight\")\n", + "plt.savefig(output_path / \"figures\" / \"rates_bs_11.png\", dpi=600, bbox_inches=\"tight\")\n", + "\n", + "plt.figure(figsize=figsize_violin)\n", + "plt.title('Narrow spiking')\n", + "violinplot(\n", + " results.query('bs_ctrl==0')['average_firing_rate'].to_numpy(), \n", + " results.query('bs_stim==0 and frequency==11')['average_firing_rate'].to_numpy(), \n", + " test=test)\n", + "\n", + "plt.savefig(output_path / \"figures\" / \"rates_ns_11.svg\", bbox_inches=\"tight\")\n", + "plt.savefig(output_path / \"figures\" / \"rates_ns_11.png\", dpi=600, bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "U-test: U value 41822.0 p value 0.016842133424593897\n", + "U-test: U value 5429.0 p value 0.7318233387867226\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAIIAAADPCAYAAAA5xQlPAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAHs9JREFUeJztnXuUHNV95z+3qrun56FBbyGB3qDLywiwzdMGcbI84sTGwUnWyxJjaw0mJzmB2F6H5MBZsl7v2QQcb+zYcYyX2I5DiG0gCX4Q2QbxkiwhIQECcZHEoNfoMTOa9/Sz6u4fVS1Go+np6uqqrhqlPufoqF91+1c93/rdW/f+fr8rtNYkJBhRG5AQDxIhJACJEBJcEiEkAIkQElwSISQAkIraAAAp5TKgC7hdKfXtca9/HrhAKfXJiExrGCnlt4FHgd3ADqVUx4T3FwE/UkpdGYV9FeLkEWzgQSnlqqgNCRKl1KeVUr+Y4v3uqEUAMfEILjngy8A/SSmvUEoVx7/pCuTrQAewCNgO/GelVF5KWQD+FVgN/FfgxQnPW4EHgDagCNwL/Bw4DFyhlNotpbwH+H2l1FL3+34OfEUp9dNxNpwOfA+Y6770E6XUfVLKTwL/BefCOgM4CNymlOqWUq4H/gbYMq6dc4GfAp8FtuF6Cinl/cAyYCGwFOhxz7FbSnkp8A0gA+xx3/+sUmp93b/0JMTJIwB8CRgF/vck790OfFcpdQVwFrAc+A33vQzwpFJKKqW2jH+O0+X8CLhLKXUhcBvwfWAJ8CRwo9vGjUBGSrlKSnkacBEw8Uq+HXhbKXUJ8EHgbPezAFcBf6CUOg/YCnx1shOUUl7gfu+nlVJPTPKRDwK/o5Q6B+gHPiOlTAGPAfe55/BV177AiJUQlFI2cCvwKSnldRPe/hOgR0r5BeBvcbzC+P72+Qmfrzy/DNitlNrkfsfrOB5jDfAE8OtSyhk4V+EjwHXAh4CnJnol4CngY1LKnwKfAe5RSg26761TSr3lPn4IuGGSU2wBngG2K6V+WeVnWK+UGnIfbwNmA+9xbf+Z+/8zwI4qx/siVkIAUErtA+4Evsu7Lhjgn4A7gL3AV4CXATHu/ZEJTVWeT3aOBpDG6R7eh+NZ1rvPrwc+gnMFTrTtJRxP9C0cF75ZSlnp38sT2reqnOJHgUuklDdXeT837rHGOccyJ54rU7Tvi9gJAUAp9UPgZ8Dd416+AfifSql/xvmBLgNMD839CpBuH4uU8nzgapwrLw88C/wPYJ37+Aoc9/zUxIaklP8Hxz3/C3AX8DpQGdz+mpTyDPfxnTjufyIFpdSLwFrgm+6Ywws7gYKU8kbXjktxvERgK4axFILLH+Fc/RX+DHhCSrkF+CbOH+2sWo0opXqB3wG+JqV8Dcf9f2qcG38C54/5tFIqB7wCvOiKZCL/F7hISrkDZ/DXheOpAA4A/yCl3InjLe6e5PiKTetxbikfrmW/+/ky8DHgfinlNuBzOAPdMS/He0Eky9CN4941/LZS6jdD/I4HgAeVUkeklItxBLtCKTUQRPtxun1MmJq9wC+llCWc8cKngxIBJB4hwSXxCBNw3fyHcCafVgJ/4T6+DWf28yWl1B9FZmBIxHmwGCWnuf39R4B7gE8Bf+hOZu10J3hOKU65EwqI7e7/+4Es8NvA56WUy4GNnHxPP/3RWof+b+3atXq68Nhjj+kHHnhAa611Pp/X1157rf7iF7+o8/m81lrrtWvX6k2bNkVpYr14+hs1xSP09/c342tCQ0rJLbfcQnt7OwsWLGD16tVRmxQ4nu4apJR/itNfZnBWwJ4FvoMzs7UDZ7HFrnb8zTffrB9//PEg7E2oH0/dWM3BopRyDXAlzuraNcBi4K+Ae5VSH3S/6CbfZibEAi93DTcAr+FMxT4J/Bh4L45XAGdN4D+FYl1C0/AyRpiLEwTxmzgrb/8GGEqpSp8yDJxW5diEaYIXIfQBb7pr80pKmcfpHirMAAKb6qyXb33rWzzyyCNRfX3D3HLLLdxxxx1Rm+Gpa3gBuFFKKdxAy3acOe817vu/zslBIU3jkUceYfv27bU/GEO2b98eGxHX9AhKqR9LKa8GNuMI5w9wll8fklJmcNbKfxSqlTW46KKLWL9+fZQm+GLNmjVRm3AcT/MISqkvTPLyNQHbkhAhyVpDAnAKrDWsXbs2ahN8EyfbmxKPkMwsRkowM4sJ/zGY1l3DoaE8X39uD2Xb8WqXnDmT373kzIitmp5Ma4+wv3+MvcfG6Bkucmgwz6a9x6I2adoyrT3CwFgJraElZZCyBQNjpahNmrZMa49wZLhw/LEhIF+2KZQDTQD6D8O0FsLhoTwpwxkUCyFIm4JjiVfwxbQWwtGRAqbx7ikIBP2jE/NWE7wwrYVwbKx03CMAWFrTN5YIwQ/TVgi5okWhbDFOB1iWpmekUP2ghKpMWyH0jhZIGQIh3lVCyhQc6M9NcVRCNaatEHpGTu4CUobg4OBkScwJtZi2QjgynKdsnbhOkjIMjo4UaMb6yanGtBXC3mNjGOLE9RTTEJQtzVC+XOWohGpMWyHs68+RMk9eWDMNZ34hoT48TTFLKV8GKgWeuoC/A/4ap7bPOqXUn4dj3uTYWnNoME/GPFnHtnYWo+SCGc00adpTUwhSyiwglFJrxr22HaeUy9vAT6SUFyultoVm5QSOjRaxtcY0TvYI2tbs6R1lzdnzmmXOKYEXj7AaaJNSrnM/fz/QopTaAyCl/HecBJemCWH/QO6E28bxZFIGu3smFlhLqIUXIYwBDwLfBs7GyWwan8cwDKwI3rTqvNM3SsmyIX1yUbW0aXBwMI9lT+4xEibHy2DxLeD7SintViIbxCkCWaHpCS47Dg2TNiY33RACAzgwkEws1YMXIazFqZFcqSTeBoxKKVdKKQVObmTTElwsW/N27ygtqeqmW8DbvUn3UA9euob/B3xHSvkCThr8WpxaQv+IU/ByXaW8bTM4OJhDM7XbFxpePTjEtavmN8usaY+XTKcicMskb10evDm1UUeGseypZw6zaYPXDw9ha33SpFPC5Ey7CaUt+wYwa/xxU4ZBoWzTPZBMLHllWgmhWLZ588gwLanaJZhtDa8dGqz5uQSHaSUEdXQYIfB0W5gyBBu7kqhmr0wrIWze2388h6EW2ZRBV98YQ/kkhtEL00YIlq3Z9M4x2jx0C+AEsxoCth9IugcvTBsh7OoZoVC2SU2y0FQNATy3pzc8o04hpo0QXtjTV/O2cSLZtIk6MsJgLukeajEtMp1Kls3GrmO0Zbx1CxUMIRDAln39/JqMfnJp+NWtHP3nv6fWxivpWXNYfPd9iFS6OYYxTTzCjkNDlG2bVJX1hakwDcEvVE8IVtXPwLPr0FYZkUpP+a/Ye5TcHtVU26aFEH6pevAbhphNGRwczNEdcVBreWiAwoEujGwrwjCm/IdtMbRlQ1Pti70QhvIlXu0erLtbqCCEQGvNCxEPGkde3QKaqnEU4zGybYzu2IZdaF6ORuyF8NJep6B3I2sGLSmTZ3b1YEcU3ay1ZnDjs4iUtyGZME20bTP65qshW/YusRfCujeP1lxbqEXGNBgrWrx5ZDggq+qjePggpd6jiEyL94OEYHDDM+EZNYFYC6F7MM+hoTzZKWIPvGJpzbO7oukehja/AFp76hYqGNlW8u/sptTfF6Jl476vKd/ikw1dvdh1/oDVaE+n2Ly3v+n1E+xSiaGXXsBoydZ1nBACtGbopRdDsuxEYisErTXP7uoja/obJE7ENAS21rx6cKj2hwNkdMc2dKnkeXwwHpHJMvji02grfPHGVgh7jzkLRulJklj8ojU83+S7h4Hn1jm3hD4w0mnsfI4xFeh+4JPiNcFlPrAVZyf1MnXs3uKXl/b1YwXULVRoTZu82j1IsWyTCWDcUYvCoQMUuvdhtLY31E7/s+toPy/c7YO87OCSxslsqoQFN2X3lg1dx2gJqFuoUIlj2Nmku4fBF59G242J2WhtI9+1i2LP4QAtm+R7PHzmQZxNubvd56Hv3tI7UqB3pEgmwG6hQtnSbN0X/mZjVm6M4a0bMVvbGmqnMmgc3LA+ELuqMaUQ3F1Re5RS/z7uZRH27i1vHHYikYLsFipk0yYvNyFGYXjrRrRtIQLwakZrK0ObnscuhDdNXssjrAWuk1KuBy4CvgeMX8YLJbll+8HBWgt0vkkbgqFcib4Qi25p22Zg/VOBrR4KM4W2ygxv3xxIe5MxpRCUUlcrpa5xE2C3A58Afhb27i07Dw9NmcDSCEIIhCDU/Mjc7p2UR4Yw6plJrIEwTQae/lloRUD8/NqfA/5cSrkRZx/IQHdvGciVGClYJ1RLCxrL1rx1NDwhDDy7LnCPJjItlAaOke/aFWzDLp5nOcanxRPi7i37+8cwjXDGBxUyphGaEErHehnbvbPhW8aJVAaNA8//gtYVqwJtG2I4oXRgIHdSbaSgSZsGBwZyobjZoU3P172u4BWjtY3RN16hPBT8YDd2QujqO7k2UtCYhsDSmoGAYxl1uczgxmfqXlfwijAM0JrhlzcG3nbshHBgIBfotHI1DCHonaREXyOMvfU6drEQaqyhSGcYfOGXaDvYydzYCaFnpOArNrFetNb0jAYbATS44ZnQbnsriHSa8sgQ+X1dgbYbKyEULZtc8cSyumFRtnWgHsEaGWZs106MbGtgbU6GEAIs24lxCJBYCaF/rEjKFKHeMVQwhAi0DN/I69ucQWITvJnR2srIK5vR5eDGOLESwmCujPC2KVnDpAwRaAHvoc0vBjKd7AVnptEKNOQ9VkIYyJXQYXeyLqYIbpMPa2SYwoEuREh3C5NiWwxvC27KOVZCGMyVPGc7N4ppiMBS4UbVDqA5XVoFI9vK6I6X0XYw0UuxEkLfaCH0UXcFQ0CuZDll+hpk5JUtAVhUH8JMYZctCgf2BdJerIRwZLjQcOi6V4QQpALwCtqyyO3eGdok0pRYJcZ2vRFIU7ESQu9IsalFMg0h6G9QCIXufU4UUpMGiuMR6QyjO14OpK14CcHdlaVZaJxb1kbIvf0W2o5mWwCRaaHQvR+72PjdT2yEULJshgvlpnqEkmVzdLixH3FM7UAYzfcG4MZWGGYg44TYCKF3tHjSHk1hYwrBvgb2gNK2TX5vV6ABKHXbUC6T3/92w+3ERghHhvJ43OE+MNKmYH//mO/jy/19aKsUyfjgOKZJbtebDTcTGyEcHMhTDuBWrh5ShsGhoYLvLOlC9z6aLd6JGOkM+f2NL0B52bjDBB4CJM746k4gT8BJLm/1jDTt1rGCaQh0WdM3WmReR/3uvXBgL7oc8f5Rpok9Noo1MozZ4X/XGi8e4cMASqmrgHuBLxFCksue3pGmZB9NRAh8jxNye/dgpJtX52gyhBAI06R49FBD7dT85ZVS/wLc4T5dihO+HmiSy3C+zGCu1NRbxwplS/uOaC52H2hqwatqaKtM4fDBhtrwdAkqpcpSyu8CX8Mpzx9okktX3yhmk+8YKmRMg9e6648BtMZGsfNjEOVA8TiCwv53GmrBsy9WSt0GrMIZL4yPvmg4yUUdHQ49YLUamZTBvv4cxToHqqWewwgzFYl4JyLSaQoH9zbUhpck2N+TUv6p+3QMZ9OOLUEmuWw7MDjp1n3NwBACQwi6ekfrOq7YcyTwuEG/iFSaUs+RhqKyveQ1PA78vZTyOSAN3A3sBB6SUmbcx76TXHJFiwP9Odp9Vk0LgrJl88bh4br2iiwe6YaAloAbRRgGtm1jDQ+S6pzpqw0vO7iMAr87yVuBJLns6hnBiGh8UCFtGmzd389vrV7k+ZjCgb2xGChWEKZBqfeobyFEPqH0ysHBpk8kTSSbMth3LEeu6P0KLx495KscTlhoy6bU57/CbORC2Lp/gKzH0vthIYTAMJxBqxd0uYQ1NAhmfISAbTU0lxCpEPrHivSNFpuS0FKLsqV59aC328hSfx+YZizuGCqIVJpC937fx0cqhJ1HhjFCKohRL9mUyVaPBTTKx3pjYfMJmClKR/2X14lUCK8cGKRJsao1SZuCY6MFT4EqpWN9TSl5Vw8ilaI82O/7ljYyIWitea17KJCqqkEg3PkEL+nyxZ7D+C4XHxLCqTWENewvUzqyv0LfaJGRQjmS9YVqWLbm9cO1C3KWjh6KydTyiQjDoNTvb2e7yITQ1TeGEXJBjHppSZnsPFz7zqF0rBcRpzsGF6011qC/inGRCWF37wiliNYXqpExBYeHChTLU/ez5cGBaKOSqlEuUxryt+wTmRDUkZHI1heqIYTANJyNyKuhyyV0MQ9NSHatGyEo+6zmHtnZdA82pyBGvWgNh6bIkrZGR2I3h3Ac06A8MI3GCPmSxVjRanpomhdKtnYDaSfHyo0hRAy9ASAME2vEX/X5SM7o2FipaXUQ6iUlxJQbgdn5XNTxqtURAnvMX1R2JEPfoXypaXUQ6sU0BP1TpMvrYtFTou6K+78SoFXw9v1/XPtDwvCd9RRZ1xBXDAGjU6xCBlmlJGiEEGjLn32ReISiZTetIEa9CATFGtPHXiz3dAWHgc+fNRKPoHXTyiDUj2Dq9Q8R104NQPseyE7pEdxNOx4GlgEtwP8C3qDB5BbTiPGPqZly2jtOUUkT0Voj0v6cfK2jbgX6lFK/J6WcjVOhfTtOcst6KeU3cZJbnqjnS1tShqfB4t9+/OJ6mq3J7z+6reZnbK2nDJQxshEUxPCKrX2X96vlR34I3Oc+Fjj7OTWc3NKeScW2a7C1pjNb/fow2zpCK5XfKNq2MDs6fR07pUdQSo0ASCln4EQq3ws82Ghyy6y2tKcf08sVHDSWrZk3o3oepNnRCZbluOG4zYPYNqlZc3wd6iWvYTHwDPAPSqlHcPIaKvhKbunMprE1sbyybGBhZ3X3b7S0OFv7xiSn4QRsm/TcBb4OrbWn0wJgHfAnSqmH3Ze3NZrcYhqC2W1pSnEJTxpH2hTMn8IjAKTnzos+C3oyUiky8/wJodZg8c+AWcB9UsrKWOEu4KuNJrcsntXGa93RZThVQ2tYNIVHAGg5YynFQwehJbpKKdVIhyEEpdRdOH/4iTSc3CLnd7DtQOD7gjWEsw81U44RALJLVzK8ZUOTrPKGtm2EEKTnzK/94UmI7HJcMrstdsvQxbLNmTNba24ckj1zaewCU3SxSGbhYv/bDwdsj2eWzW7DsnWsBoxFy+ZcD/mPmQVOalxckmABdLlI2zkX+D4+MiGc1pqmM5tuWu1lL6QMwar5tYUgUimyS1eGuiFnvYhUiraV0vfxkY7U5IIOCjXiA5uF1hpbw/I53rbwbX/PJbG5hdS2DRqyS1f4biNSIVywsBMdk2GCZWvaMiZz2jOePt+26jwQIhZdm13Ik10pG1oHiVQIK+d2EJchV6Fss2p+h+fZwvTcBaQ6Z6JLMYhP0JoZF1/WUBORCuHMma1o8F3nMEhs4IJF3ufphRDMuORydAB1kBvB8Ui6oYEiRCwE0xAsnd0Wi3GCaQhWzKlv99aOC98LphFp96ALebKLl5PyudhUIfJpvXNPn1F3Iaug0Vpj2Zols7wNFCtkFi3GbO+MNHxN2zYz3v+BhtuJXAgr57aTjjj/sWRp5s/I1F3wUwhB56UfiKx7qMxjdJx/UcNtRS6EM2fWdxWGQdGyWTm3w9exMy6+FEQ03YNdyNO6YlVDpXcrRC6EBTNasCJekra1ZsVcf7u7Z+YvJD1nXkReQdN56QcDaSlyIZiGYE57JtIl6bRpTBmDUIvOy65u+rK00y0I2s+7MJD2IhcCwMLTspFWVtPgqzp7hY4L3+u000SvZufGaD/3wsA2FYuHEDqzka05aK0pWzaz2/zPyqVnzSGz8Mzmdg+GQef7rgyuucBaaoB57ZnIglm1drqGbLqxOc7O91/ZtO5B2zYCaD373MDajIUQOlvTkZXQsbSmo6XxhK/2c1eDaE73YOdztK46P9C9pGIhhNZ0dPUGbA1tAdSBTs+ZR2rmHHSpse0DvdJx0fsDbc/TpSClvAz4C6XUGinlWQS8jY+T8BINWuuGu4UKHRe+l/71T4W665vWGrSm7azgugXwFs7+BeDbQGV4Gvg2Ps3c63EiGgILmWtbdT5GyPWZdalEevZcUp0N7ZVyEl66hj3AzeOeB7qNDxB55ZRaMYpeyS5ZjrbsUMcJulhoeKVxMrzs6fQYMH5VJdBtfE4ljJYs6bnzQx0nCNOgdfmqwNv1M1hsONNpIlbE8Qh2gHMY2WVnhRqsohFkFp0ZeLt+hNBwptNErAinlwXOHtFBkV28nLCqPzixidp37sJU+BnZfI6AtvGp4FRQiQYhoBCgEDLzF4RWlVWXy6Rnz/WduzAVnixWSr0DXO4+fouAtvGpUCzbkRW5FkIEGiGVmjU3tMGitsq+U9pqEYsJpULZJqolJwNqltyth1TnTLDK4YjBsnxnO9ciPkI4RTyCSKUwWlrDyXnQmvTsucG3S0yEUCxbkeWKCBHsYBHAaO8IJx0uZWK2+4ukqkUshFCw7MimmAVQDjgH02xrD2VPSCEMjFZ/kVS1iIUQSmUnHT0KhBBubkVwbRpt7SENfoXvYlm1iIUQort5dBAEu3xstrWHlCmtQ6vqFgshRL3WAGAEuPBltneADl4IWuvAQtMmEgshtKSNyHZ7026VlCClaLbPQIdxQrZ1ancNrWmTqFaibe3s5RRkYIzZ3kHQgx6ttVNQ81T2CJ0t6chiEiytmRFAqNp4jLb24Evr2DZGNhvK9DLERAiz2zOBxQTUi2Vr5nV4q4ngFbN9RuChd05V1cYzmqoRCyHMn9ES+L28V0qWXXfyay1SnacFvw2BZZGa6a+qqhdiIYTTsimyaSOSuATTEL7T3aqRmjkHylagwtZWmcz8hYG1N5FYCEEIwap50dVTCloIRkuLM2AMdP9oQWZh8AEpFWIhBIBLFs9s+i1kybJpzZicXqPAph8yixYHWjdBmObxsn5hEBshrD7jtMBn+GqRK1lcumRWKDkVrStWBZb5pLVGWxYtIYSoVYiNEOZ2tLB4Viv5JnYPpiG4akU4A7DssrMQAYW261KR9Jx5oU0mgc/NvaSUBvANYDVQAD6tlNrdqDHXnTOfh3+1t9FmPFEo28zIpjh7fjjLutkly9G27eQpNnjvbxcLtJ23OiDLJsevhR8FskqpK4B7gC8HYczly2aTMkRTUuSLlsVvnHd6aPMXRqaF1mVnBVKd1Uil6AioDkI1/PquDwBPASilfiWlfF8QxmTTJjecs4B/fe0QaTNcMWRMk6vPDifap0LHJZeTe/utxsSgNSKVIbv0rOAMmwS/QugEBsc9t6SUKaVUw6Ojmy5cyOLZraHHsi7szNKeCTc9rfP9V9Gy8IyGF6BSp80MbLxR9Tt8HjeEk9xSwQhCBOB4hSuXhzeD1kyEYZBd4r8+cjPxO0Z4EfgQgJTycuC1wCxKiAS/HuEJ4Dop5QacpfxPBWdSQhT4EoJbD+HOgG1JiJDYTCglREsihAQARDPm9qWUPUBzpgwTJtKrlLqx1oeaIoSE+JN0DQlAIoQEl0QICUAihASXRAgJgP8p5sCRUp4P/CXQBnQAPwXuH1fKz0sbvwVsUkp1e/jsMuBRpdTlHtu+B6emZBqnstzngSIwSyn1nJTyUeATSilftfWklN9x7XmqyvvvqXyXh7aywJtKqWVevz8WHkFKORN4FLhbKXUtTr2m9wCfqbOpu3CWyANFSnke8BHgOqXUNcAfAw8DHwPOA1BKfdyvCDxy/LvCIC4e4SbgaaXULgCllCWl/ARQlFJ+GScQBuARpdRfu1dPAVgGLAQ+6f5/EfA9KeWtwGNAH45n+TnwNcAC8sDtddo3CCwB1kopn1JKbZdSfgSnAm1RSvky8APgHOCbOAVKlwItOAL/sHv8TcBi4E6l1McBpJSHlVKnV75IStmJU/J4JrAI+Drwb+45Vr6rFfiSez57cC6YFuAfgVlA3WGDsfAIOCf89vgXlFIjwPXAchwP8QHgFtdFAuxVSt2A8we+Qyn1E2A78Akcl306cL1S6i+Bh4A/dK/mb+DUk/aMUuogjke4CtgopXwTeB9OcfK/UkptnnDIO0qp63HKDy5XSn0IR5gf9vB1Z+F0Ede75/9Z9/u/49r9kns+N7vncxBHJHcCO5RSVwN/V8/5QXyEsBfnSjmOlHI5Tt3n55VSWilVAn7Fu+5xm/v/ft4tGD6ernGuepFSarv7+Dng/HqMcyvSDyml1iqllgC34lz5s6sc8rL7/wDwhvu4v4qdE4MmjwAflVJ+H7gXZ0wynnk43u8HUsr1OGJZCqwCNgMopTZxYtnkmsRFCD8GbpRSrgSQUqZx1N+P2y24r10J7HKPmWwQafPuOY0PeuyWUlaiP68B3qrTvguBv3GLjOIeP4DT9Uz2G041wM3j/CGRUi7lZDF9DtiolLoV+CHvCqVybr3AAeAmpdQanC7iaRzBXeG2ezEnC2hKYjFGUEoNSSlvw6noauCEwT2J4/aXSCk3AhngB0qpl6WU1ZraAHwPuGPC67fj/CEFUAb+W532PS6lPBd4SUo5gvMH+e84V90DUsqddTS3BRiQUm7C6Tq6Jrz/JPA1KeXHccRWllK2AFuBB9xj7gJ+4v5WQzjd4Qac8dELwJs4YyjPJItOCUB8uoaEiEmEkAAkQkhwSYSQACRCSHBJhJAAJEJIcEmEkADA/weG0jaX498lfwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=figsize_violin)\n", + "# test = 'permutation_resampling'\n", + "test = 'mann_whitney'\n", + "\n", + "plt.title('Broad spiking')\n", + "violinplot(\n", + " results.query('bs_ctrl==1')['average_firing_rate'].to_numpy(), \n", + " results.query('bs_stim==1 and frequency==30')['average_firing_rate'].to_numpy(), \n", + " test=test)\n", + "\n", + "plt.savefig(output_path / \"figures\" / \"rates_bs.svg\", bbox_inches=\"tight\")\n", + "plt.savefig(output_path / \"figures\" / \"rates_bs.png\", dpi=600, bbox_inches=\"tight\")\n", + "\n", + "plt.figure(figsize=figsize_violin)\n", + "plt.title('Narrow spiking')\n", + "violinplot(\n", + " results.query('bs_ctrl==0')['average_firing_rate'].to_numpy(), \n", + " results.query('bs_stim==0 and frequency==30')['average_firing_rate'].to_numpy(), \n", + " test=test)\n", + "\n", + "plt.savefig(output_path / \"figures\" / \"rates_ns_30.svg\", bbox_inches=\"tight\")\n", + "plt.savefig(output_path / \"figures\" / \"rates_ns_30.png\", dpi=600, bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": {}, + "outputs": [], + "source": [ + "columns = [\n", + " 'average_firing_rate',\n", + " 'half_width',\n", + " 'peak_to_trough'\n", + "]\n", + "\n", + "\n", + "def summarize(data):\n", + " return \"{:.2f} ± {:.2f} ({})\".format(data.mean(), data.sem(), sum(~np.isnan(data)))\n", + "\n", + "\n", + "bs = pd.DataFrame()\n", + "\n", + "bs['Control'] = results.query('bs_ctrl==1')[columns].agg(summarize)\n", + "bs['Stimulated'] = results.query('bs_stim==1')[columns].agg(summarize)\n", + "\n", + "ns = pd.DataFrame()\n", + "\n", + "ns['Control'] = results.query('bs_ctrl==0')[columns].agg(summarize)\n", + "ns['Stimulated'] = results.query('bs_stim==0')[columns].agg(summarize)\n", + "\n", + "\n", + "def MWU(column, df, cluster, extra):\n", + " '''\n", + " Mann Whitney U\n", + " '''\n", + " Uvalue, pvalue = scipy.stats.mannwhitneyu(\n", + " df.query('bs_ctrl=={} {}'.format(cluster, extra))[column].dropna(), \n", + " df.query('bs_stim=={} {}'.format(cluster, extra))[column].dropna(),\n", + " alternative='two-sided')\n", + "\n", + " return \"{:.2f}, {:.3f}\".format(Uvalue, pvalue)\n", + "\n", + "\n", + "def PRS(column, df, cluster, extra):\n", + " '''\n", + " Permutation ReSampling\n", + " '''\n", + " pvalue, observed_diff, diffs = permutation_resampling(\n", + " df.query('bs_ctrl=={} {}'.format(cluster, extra))[column].dropna(), \n", + " df.query('bs_stim=={} {}'.format(cluster, extra))[column].dropna())\n", + "\n", + " return \"{:.2f}, {:.3f}\".format(observed_diff, pvalue)\n", + "\n", + "\n", + "bs['MWU'] = list(map(lambda x: MWU(x, results, 1, ''), columns))\n", + "bs['PRS'] = list(map(lambda x: PRS(x, results, 1, ''), columns))\n", + "\n", + "ns['MWU'] = list(map(lambda x: MWU(x, results, 0, ''), columns))\n", + "ns['PRS'] = list(map(lambda x: PRS(x, results, 0, ''), columns))\n", + "\n", + "bs.to_latex(output_path / \"statistics\" / \"broad_spiking.tex\")\n", + "bs.to_csv(output_path / \"statistics\" / \"broad_spiking.csv\")\n", + "\n", + "ns.to_latex(output_path / \"statistics\" / \"narrow_spiking.tex\")\n", + "ns.to_csv(output_path / \"statistics\" / \"narrow_spiking.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "metadata": {}, + "outputs": [], + "source": [ + "columns = [\n", + " 'average_firing_rate',\n", + " 'half_width',\n", + " 'peak_to_trough'\n", + "]\n", + "\n", + "\n", + "def summarize(data):\n", + " return \"{:.2f} ± {:.2f} ({})\".format(data.mean(), data.sem(), sum(~np.isnan(data)))\n", + "\n", + "\n", + "bs = pd.DataFrame()\n", + "\n", + "bs['Control'] = results.query('bs_ctrl==1')[columns].agg(summarize)\n", + "bs['Stimulated'] = results.query('bs_stim==1 and frequency==11')[columns].agg(summarize)\n", + "\n", + "ns = pd.DataFrame()\n", + "\n", + "ns['Control'] = results.query('bs_ctrl==0')[columns].agg(summarize)\n", + "ns['Stimulated'] = results.query('bs_stim==0 and frequency==11')[columns].agg(summarize)\n", + "\n", + "\n", + "def MWU(column, df, cluster, extra):\n", + " '''\n", + " Mann Whitney U\n", + " '''\n", + " Uvalue, pvalue = scipy.stats.mannwhitneyu(\n", + " df.query('bs_ctrl=={} {}'.format(cluster, extra))[column].dropna(), \n", + " df.query('bs_stim=={} {} and frequency==11'.format(cluster, extra))[column].dropna(),\n", + " alternative='two-sided')\n", + "\n", + " return \"{:.2f}, {:.3f}\".format(Uvalue, pvalue)\n", + "\n", + "\n", + "def PRS(column, df, cluster, extra):\n", + " '''\n", + " Permutation ReSampling\n", + " '''\n", + " pvalue, observed_diff, diffs = permutation_resampling(\n", + " df.query('bs_ctrl=={} {}'.format(cluster, extra))[column].dropna(), \n", + " df.query('bs_stim=={} {} and frequency==11'.format(cluster, extra))[column].dropna())\n", + "\n", + " return \"{:.2f}, {:.3f}\".format(observed_diff, pvalue)\n", + "\n", + "\n", + "bs['MWU'] = list(map(lambda x: MWU(x, results, 1, ''), columns))\n", + "bs['PRS'] = list(map(lambda x: PRS(x, results, 1, ''), columns))\n", + "\n", + "ns['MWU'] = list(map(lambda x: MWU(x, results, 0, ''), columns))\n", + "ns['PRS'] = list(map(lambda x: PRS(x, results, 0, ''), columns))\n", + "\n", + "bs.to_latex(output_path / \"statistics\" / \"broad_spiking_11.tex\")\n", + "bs.to_csv(output_path / \"statistics\" / \"broad_spiking_11.csv\")\n", + "\n", + "ns.to_latex(output_path / \"statistics\" / \"narrow_spiking_11.tex\")\n", + "ns.to_csv(output_path / \"statistics\" / \"narrow_spiking_11.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "metadata": {}, + "outputs": [], + "source": [ + "columns = [\n", + " 'average_firing_rate',\n", + " 'half_width',\n", + " 'peak_to_trough'\n", + "]\n", + "\n", + "\n", + "def summarize(data):\n", + " return \"{:.2f} ± {:.2f} ({})\".format(data.mean(), data.sem(), sum(~np.isnan(data)))\n", + "\n", + "\n", + "bs = pd.DataFrame()\n", + "\n", + "bs['Control'] = results.query('bs_ctrl==1')[columns].agg(summarize)\n", + "bs['Stimulated'] = results.query('bs_stim==1 and frequency==30')[columns].agg(summarize)\n", + "\n", + "ns = pd.DataFrame()\n", + "\n", + "ns['Control'] = results.query('bs_ctrl==0')[columns].agg(summarize)\n", + "ns['Stimulated'] = results.query('bs_stim==0 and frequency==30')[columns].agg(summarize)\n", + "\n", + "\n", + "def MWU(column, df, cluster, extra):\n", + " '''\n", + " Mann Whitney U\n", + " '''\n", + " Uvalue, pvalue = scipy.stats.mannwhitneyu(\n", + " df.query('bs_ctrl=={} {}'.format(cluster, extra))[column].dropna(), \n", + " df.query('bs_stim=={} {} and frequency==30'.format(cluster, extra))[column].dropna(),\n", + " alternative='two-sided')\n", + "\n", + " return \"{:.2f}, {:.3f}\".format(Uvalue, pvalue)\n", + "\n", + "\n", + "def PRS(column, df, cluster, extra):\n", + " '''\n", + " Permutation ReSampling\n", + " '''\n", + " pvalue, observed_diff, diffs = permutation_resampling(\n", + " df.query('bs_ctrl=={} {}'.format(cluster, extra))[column].dropna(), \n", + " df.query('bs_stim=={} {} and frequency==30'.format(cluster, extra))[column].dropna())\n", + "\n", + " return \"{:.2f}, {:.3f}\".format(observed_diff, pvalue)\n", + "\n", + "\n", + "bs['MWU'] = list(map(lambda x: MWU(x, results, 1, ''), columns))\n", + "bs['PRS'] = list(map(lambda x: PRS(x, results, 1, ''), columns))\n", + "\n", + "ns['MWU'] = list(map(lambda x: MWU(x, results, 0, ''), columns))\n", + "ns['PRS'] = list(map(lambda x: PRS(x, results, 0, ''), columns))\n", + "\n", + "bs.to_latex(output_path / \"statistics\" / \"broad_spiking_30.tex\")\n", + "bs.to_csv(output_path / \"statistics\" / \"broad_spiking_30.csv\")\n", + "\n", + "ns.to_latex(output_path / \"statistics\" / \"narrow_spiking_30.tex\")\n", + "ns.to_csv(output_path / \"statistics\" / \"narrow_spiking_30.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
ControlStimulatedMWUPRS
average_firing_rate9.53 ± 0.37 (491)10.62 ± 0.44 (462)104995.00, 0.0471.09, 0.058
half_width0.30 ± 0.00 (491)0.30 ± 0.00 (462)116089.00, 0.5300.00, 0.420
peak_to_trough0.66 ± 0.00 (491)0.67 ± 0.01 (462)116944.00, 0.4070.00, 0.522
\n", + "
" + ], + "text/plain": [ + " Control Stimulated MWU \\\n", + "average_firing_rate 9.53 ± 0.37 (491) 10.62 ± 0.44 (462) 104995.00, 0.047 \n", + "half_width 0.30 ± 0.00 (491) 0.30 ± 0.00 (462) 116089.00, 0.530 \n", + "peak_to_trough 0.66 ± 0.00 (491) 0.67 ± 0.01 (462) 116944.00, 0.407 \n", + "\n", + " PRS \n", + "average_firing_rate 1.09, 0.058 \n", + "half_width 0.00, 0.420 \n", + "peak_to_trough 0.00, 0.522 " + ] + }, + "execution_count": 97, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "bs" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
ControlStimulatedMWUPRS
average_firing_rate21.22 ± 1.17 (147)20.20 ± 0.96 (178)13472.00, 0.6451.02, 0.501
half_width0.23 ± 0.01 (147)0.23 ± 0.00 (178)12839.00, 0.7730.01, 0.454
peak_to_trough0.29 ± 0.00 (147)0.29 ± 0.00 (178)13194.50, 0.8950.00, 0.893
\n", + "
" + ], + "text/plain": [ + " Control Stimulated MWU \\\n", + "average_firing_rate 21.22 ± 1.17 (147) 20.20 ± 0.96 (178) 13472.00, 0.645 \n", + "half_width 0.23 ± 0.01 (147) 0.23 ± 0.00 (178) 12839.00, 0.773 \n", + "peak_to_trough 0.29 ± 0.00 (147) 0.29 ± 0.00 (178) 13194.50, 0.895 \n", + "\n", + " PRS \n", + "average_firing_rate 1.02, 0.501 \n", + "half_width 0.01, 0.454 \n", + "peak_to_trough 0.00, 0.893 " + ] + }, + "execution_count": 98, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ns" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# example waveforms" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "metadata": {}, + "outputs": [], + "source": [ + "def normalize(a):\n", + " t = a - a.min()\n", + " return t / t.max()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "'half_width','peak_to_trough'" + ] + }, + { + "cell_type": "code", + "execution_count": 142, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 142, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=figsize_gen)\n", + "\n", + "\n", + "lw = 3\n", + "\n", + "row = results.query('bs==1').sort_values('half_width', ascending=False).iloc[50]\n", + "template = data_loader.template(\n", + " row.action, row.channel_group, row.unit_name)\n", + "\n", + "mean_wf = template.data\n", + "peak_wf = mean_wf[np.argmin(mean_wf.min(1))]\n", + "plt.plot(normalize(peak_wf.T), color=color_bs, lw=lw)\n", + "\n", + "\n", + "row = results.query('bs==0').sort_values('half_width').iloc[10]\n", + "template = data_loader.template(\n", + " row.action, row.channel_group, row.unit_name)\n", + "\n", + "mean_wf = template.data\n", + "peak_wf = mean_wf[np.argmin(mean_wf.min(1))]\n", + "plt.plot(normalize(peak_wf.T), color=color_ns, lw=lw)\n", + "\n", + "# plt.savefig(output_path / \"figures\" / \"example_waveforms.svg\", bbox_inches=\"tight\")\n", + "# plt.savefig(output_path / \"figures\" / \"example_waveforms.png\", dpi=600, bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Store results in Expipe action" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "metadata": {}, + "outputs": [], + "source": [ + "action = project.require_action(\"waveform-analysis\")" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "metadata": {}, + "outputs": [], + "source": [ + "stuff = {\n", + " \"figures\": \"figures\",\n", + " \"statistics\": \"statistics\"\n", + "}\n", + "\n", + "for key, value in stuff.items():\n", + " action.data[key] = value\n", + " data_path = action.data_path(key)\n", + " data_path.parent.mkdir(exist_ok=True, parents=True)\n", + " source = output_path / value\n", + " if source.is_file():\n", + " shutil.copy(source, data_path)\n", + " else:\n", + " copy_tree(str(source), str(data_path))" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "metadata": {}, + "outputs": [], + "source": [ + "septum_mec.analysis.registration.store_notebook(action, \"10_waveform_analysis.ipynb\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.8" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/actions/waveform-analysis/data/figures/clusters.png b/actions/waveform-analysis/data/figures/clusters.png new file mode 100644 index 0000000000000000000000000000000000000000..595baf70b1e261ef97e5f0895f6d42af687d26bf GIT binary patch literal 145484 zcmeFaXIPb4)-AfLEwwDgoB_dv5fG7_3?M2ZVnUQqf(i(NJBgMvzuoWUvy z3bFxFkgOm<5s;kWjJd)7zP|UI`*Z1%nbCjxGgT2nCclBatre9;1k@=t!rj> zMVz1izkY$w$V7)fU~Xg>gTc)>D7)u`mH+oTJu9E)I+2Nn>)+=nFO65GaK^UKd~ zoCcn3`1R*EVn+`C_Va5K|GNu+e*HysH_M$n_qkQ( z!i5XU$Bu=H`s`iz_5K1z;%-Gn#SUc5KWh!U@t?)cDQoFk`uk7Q;2OXPLaZX>hE}cGaPHK-g zKgJIxUufmA{XTPgUAZ@%R8c8#UA8TrbG?2~0w=@CGbB4(`aZvA{qstCSXEWkrOTJ^ zKX>jNeW#(Jfm^jW1ZPMuvr})*@5B>@g@mmA_U&6}Obj3H0N;h=*>2a&mK3f!@4b2R zX5E6voZj#aix$P1eSLR;$D8+2^wX!#hIQ$32M@aJ{dxC7_^?ZtE;S~UNV`3M{(N~c zzk2$vk-o3qf0}W+;qA)Dk1vT-i8Zv~laY~0uD%qxnU}YC_tvRfae9wk_ql(6zn-3+ zS$hTV)@|GTvJy(aeTWPT59c{_=+I7|c_(63v9YnXhMb(AD_6Sq9^N`R zF}_|VXV|tS@ylwx80E$PYWo5cbDLloCVe=ieERf*KV_#b#<+a^^y!snFDIQ$FolWS zIm{z?`)SirdIKKdQC6LXoZJnG-=>`#`;B++-aUQ#^nh4-Y3ahGq@-1c-V4AO%uGIf z_)yHGyPa`x`h(wvZLAcnj8gUfa|7qCy9;-3Qc+RyHIc#tvmSxM4_<$~y658~>)_x} z_^>7BUd!r@Yn_h7q{-O9jPD%Su+!(?zqWC)%jRv{6vVDZH1hrI1!%K@ixxNu6s{qg)$za_lCSiRlgP5(Q!&<($qxdf$s~y*Eim5C?`PaUTZq)7R7$sua&T@c+rM z;TzO}hbUEjUr~`?n`YYdK}FMJfy~&B<-BK>a@qGOsM z9=<5?E2An7N9**9KlT(pjJ5C3S3YsVCq(vTe&<+kiI;6xR?3@xb&INv6GH_u`!zIL zjC92uC&pF^T{_|2?yKow?Y>Hor=vCIOw!gh)?e;C5Yj)DIo4C8tf|@1lEwBr{YNVz zz`}Lke6bDl#lGBbtIx7s?aeY3gW7=x$H}KrQHMvfU1Zm}y1Is@ri!|{xrNDlttrc} z>}spau>Ahw)%>{fBNB3Wf^r8#eIa4t{O?r>+7(f%-Ge!kQm3L$$L$&I@2C-(FZtu; zN+}z&d7R?A6t@T#^_TLSY=Ym~*>X=s!=+(zV$itf%_bd*Lm81#QSN6A(>8XdwFaI} zF;qV@5EUEi<*Q+{MZ@Onlhp6=MUA)j&37qRl98GMEZ-%f4t4 zm*bdm=5ULj=7X>05lS2uAI}-*E|Sl!IBOJ8W{21zpq=lYioYlSs#jxK7AhxjxjONI z@Z~e}R_)wyL}t8Cbm-Hy^>+?D?wGf8Td(HlS&ZQ086)2!wI{}gt31mL;UF6ex5c_& zTOchu(H9}}B$~S~M`+isT>HVg6}LDoP9J`>YYY5dbu$OcFdn5?bvHf`H^1b*T4*a% zqASxPEv!t%y5*rx(+o3Y;0^*o_8(gF5m8q$H?^%sZZVGwM^dw@#TSl_I~#@QsNp`pKrMPvySvj z6@3E(_lJTy`G`qP*`uBMDWdt33E>{$}AhG`p>+7-Zf`ZYmoS=KXG802hqRl?X8z)A)N(zTr zPdX+8M`(=A%Ri~2es3U4Uthn;U6ARVGuF(n*O0NXB36@2q~1#Vu)nAPRx$qWpULE$ zxVOdROpI8y23R6^@h<06TPZX2*8(j>SJmP&cv_j^H%eM9Zy%}_v$p$Xj$(kgP)yc9 zbz+C_VIJ+qT$k?m$CaL3E=jiea!0-qSG*!0;&H$sc?Qn7*oVr>0wu?h@(0rPHi&>1 zC64%gc>g~4p-$i`xP0D6v4~(s4!wSH9mzHM!Zij<>_-PY5WL}U-R|DK`}El}7a{$M z+($zCjjtBSxTiEYNYvZ)7F$gWx1R0uaL3XQ4VO5ssWC`Ugn^swYgoft3--2Z{a6o9 z%UXefdfP6x`u6np7`IJ?J*hoM;QKMY_{U*Di^I*MgY*ku-MfH|^FD@?IjwF@BV<&KNA75X2+1%hg*BYH> z%y)KnzPC*!KT0*B5l6(Mu&~faC;Ds(pF>|5R~~*Eih#GQixr5tEwe^DGol}9<~Z0R zo08qPZ(o#phA>QB>%;Staj^2!saMWr;;3}LQ{WdGomql&iCxu@?0LOD$Z?`(d2dUx z8@pj@NL8AmaMcF7D|i&oVvz>PW&=1{gXF4UUhHbI_o*;fih%K@Q?f(I$6fLkH3-@!e{X2D{!_&1sFU+d`2& zHNSnT9M%|eYmKY7l5|?t)uYE@N?JH!p3ja)LHR+eHN_-jj$LtwD|sY9??gv1@$G{<$)b{CT;0 zw7Y=I$Rs*An43o_ur}QO>~o`rY;siL{tqQA4c`XI9wM#Slsh4NGmBA&LPs)!sgaMSh_<4LYD%bi6! zj!5;t_Yrhk&g-f<{!L}op~Q2`x1TQka%SBfXW0J54F#nk`?N%-m1yN{XEMl zwtb()wtA`NXm#ZyHO(v=^X;nfk5AePTUrK64b~={98EfjkLa>%mDr-w!VK`cvpvy+ ziu_fA=l;IFa_9L2g%8O|ch{PhT-dB!V?R)(qZosz!;3xHdH+dTO=Wu4Hr6w?P~6{A zsS=}B^?dx1UxP^z@7bh=o1*w}C`u>Am=YL~wyLfa;RZXyvE(tSjjmKYnD9J2oIi7g zTIpx5J4r}vcq$Q$c0Smk1s8E7t-jjv3M=_2wLofgAWcI>rSkdsC4K$lF_o2-DVK8C z%HWnh+O$Xesc9x%I+-6|YQwV8_qW&X)B5}RoGm&yCt(jHtxaw&PExFlQTJ1eeEu92 z(W&#>i{RILpBNb;lgmGK_VThCqa1sx(X>_RnHb_3Cp3LLoZ;zoKR7&-_VRQlM;19y zb98dl#Suq!y0|Xg+>L4`)MERYEYJGM?O0u17M72a zt5Y2*dCSi}R&)FwSJ3#yTgmW4AUo@9FHw^0Mr0@|DiX91X3r0x)F72lJw4ZF%W=5r z&CRtpR%m=Y$93;Rt>6=*)Xz74yf!GLAgvI)Id9eCESvsg3t21tI+P;Ao20+4&6Y>; z8#%y^M=LBTpX~N>%tdZh_gqRuHpgLH>*I@aNO(18hIqJ>v8W1M`SkLEsIgYz!wW_C z^YT_``iICy3*xNtOEtDTK1cEvgoKES*1t}$7WRC3PjgWd{JVjPJ-Oljz~SLx0j*qT zA3<*(#lj)&f{#NepcuD>v{Tjqs?JuwIY|&YR)4o#1!Ojkg zx#|$BF4-+yXI#LEbawKdK7tx0d5L-rEgC7P$XR~gWmBMT`GnbgmX#=?;ywIu=f*<{ z3dfn_jVp4Tm1M?u?R$2{ur}4Wm?=5lS8n{{uh|79juX9RRsK5};EaiARVV5x z#&F>#C_D*w*q82^Ei_t9tDqMVu)JZkevsw!QGp2u$aNm0q$U!X)CvS{!@`Fp(xclQ zCVGQ(HY*o-tQ1(6-5+fvBmtM5o{Bu6@yDwLUPg|iHOAxpmD}dAj`Nq>l^V9Z2#^iu z1tJm?ckvwY|JX77qhC;wn?aE&>DF>3feEG6p36CXfP0b59 zE!7gdI&EM_ls=(aH9;z^*N0j=`y4#UmHf6v+UICK4k+zR!j_9J~&!3pz4KRJoEJkUNPnPbviNXeBuy9nQY z_mzt_1=*R@V&?=bJ8N}ybw37gH}EG!g26z7U27^e9qq?H&6aUK8F?z{TM|Jrcs!9##0zI<@}H;x_yp{Reyo(Xv!Zl89XQ0A zIM$Ns{)to!*K@`uoQ4OCQcK$j@PM**0Uf5lRd?PBKi=BI4|c5e6m4`){4!is;;{VQ zy?f;IlD?Uve(3(5P?C=X3Pl8pG%D{(WW4HeXv6d?WAxq}C?LFa_pMT#(FeQqj?tnk zGJ!7TO^)YGiWp|~SIpzlub(gReIcEDZ5S4zL&9ANxJj!|f6i|FbM_jfTSy4#_T6C! z10S`$R*IYHerZlywV6)L?z0Anc&nrUe(^J%lzj5y$tR}+&#=weCt4+ zWrL3(EYYAAS;)gV@7aDQFZkA9Oc0xPCs_($#S)wev#~+PNlOHZ23EEu*6P0mxuqr^ z^GU~4J@ZcAjW^j@uRQ!o5_cchO5kc0DK0cy2a=C5tmzQY&P%rv4<3z$m^;)xmKK`-yQL4Tj zr%TuQ8D(3mp`O~JL-jj6mh1VQ4?|Ay`X1QO_%zJZ^%j?dC=)C65kat~*?(kY#0nos z1&J{nL|)(5a_#Yv{tlDntefPu#6lK)dE?!bRH>mqn1E#0FLivNrU|*ftJJ{9usY^L zERdS{hm&!5-U5EdVTB7J9zNuHIhj<#pAF=G(g+5!l|DMaA%QA$okG-{ieELgIrX5AI^O7T?YaRL{HRVu1R1YGO zGMw(~9v04Td|qfZSU#w2eDcCB9`*#zIq@xTHU+s;rJJZ%zSBelxL(s+!4h}Xgo}Bo z#W-k3jO?1&2^gs`CCCxEsw)nG@I-&C;}dhEY9&??_)_I7z>TpU-yC$_iE_x1nN0X-|C;sy8R_!P(acqdTD*x!%Zr?OHPm=r4+(QWu7RD2@ zN{J9flg7%N3G;mEk~KU2*zL|KA)N2Y$qrzm8=!*SgmqtgY|a{d%WlVlrZO7F4au9v zy_zrac&$*!L8|xWx4)dRz#ZqK0EfQv%Uh(Tt5fQ2^vMNZd-E<#rzDV^EP*bvvIO7~ zd_sA&_Q3Zl0i*g%;DpGE5h0zAD@h53EBY-*mh;t}RS0Run-y;oXdZ6J-SnX-J8=Nd zl-kt7eX2KE41btcNx zxQoS)E)H75`4NJ|mowHQ-28FjjT<*KhZgJOZEpi427BL?()|P7zg%sLqQ85*%TcB? zvzJMpQC!>mA_Z_W-4z;E=g8$r4}bCI(TPcGdGryrf;KGh%^&f7?N|&BlhG=*4{4YvsI9SXV`uZ*Eimq3b3Qg;3NQph^_}~@u5+w6E{JgsfK?8Ie~!seZ5@z z$#C95C-~iNwaQd8UAPn2exEy6yRWUR8}%+Ppozqbt+Cl7--ckU_x?Q33%GeDLetr? zHhCG>jIL~nK-NFkXqQNu$HCT$G-IsCQ@=Vx(|5k zH^qo=}-nR7OpL) zz&5C;o1Y}Vy6SMHIG{@}3W%QK-=0#Y*Z4?3#-(75ZB$jI6pBTHF7i-z-v84l@&4qu ze=%MtldCWQbFf8+w%aJH|J2RJ7nFe76W+E4k)3d`bpQT|&`0+b1>vuFD@$072F z&3L9emx?H1w%?nZn+2?UzWCgDaP#I((XPy1VrZ_tiH~^kVuwSIcMw$ok9gUBuYg6J9hKk;}QTis|f7_=q41t55}5fNY0TqBB+drZ*k@+eJ2(bvx6S8C5@* z_cY(uxjZYwu*&mUu=YozoN+CXRVZWwBvPuRaKMP?(;PXR4*rQL+56Tk|8g8kr-C_~ z{1@WJ^i5j&D>c0krOxkI#!I*O zv)DRrvSKt}%BaMkTR%IgU;2*kk5YD%20#SIV`5Lots}TqJ>6`$u)krv(~_zS`JE5P z3j5=<3-()E56@}^7J*oK;h^qcS7)v|yiZ}6pP#{C51={>R_bTcLV%~{%yUku;5yC-42WE0LApus?BGvMC>!UtwSJz1uhi&ye=^snUfCU zl1K5;QlQv+5|%HWe%Vq<_LCU!;f$h`Lx)VdMaQEMmJ2l#&MFk~dNZoNRQ|H1tl75C zfg4GNd3B9XJ3O5!e%Ra-v2R`US_o#UYr*rO>F-CQk|WO|0xw;DoH%{`@bK8DNcd+D zB2|$h+y@0a`y>BnsG_$V58pLv6@P!Vu)*oK{#AXwAFu~G`GeVmS&9B1&LFotm{wmK zeVJC^k9|JNee&<@%jUdgWP5tM>bUZW%2<#1tMA(C%!^(tq&m(FD8YvLnb>_*^yGK(CuIJJcp2N;-_uYK# zpN2HC384AGB5PobriJ~;H?{>jP7Ko>nYO$=m?mx3R{C>SiWI)c1-V9R)fCT?$Nw+A z-j)~$G|Z4bvL-#T*e68Lpq@VK z-A?IgUsr?7H5aTDDxp{)`H#om3a``hRkzTy2vQE)|3nQ3ZnUY{SJUuhvRNvg@_5Vw zE@{bq2X)z47GksS<~)}?;CTQfIFCa zw=Y|^jL;GH=8$F*bcU#`1*^f0;2WvF*rSIyM}LR9kdFBdi7up>^WaspPFXX9>Wk zLX+4wZ$U!iaZ)Wx_O_Fx=k^lR*NcybA9e{19dJz4C<&BmLZPK+(Fsi6oiayhpkEe6 zJxI!PSLygK>hJGYWKu%V4WrJg+sRsqA4Zgo;CSx`ttmE0*&ToYw*kpkf74LlgUxRV zWqzRT>4LD6nWuVIAO6<3a7#okQtl654kHH}t8^S!$++;xD;BUJ2<~qsMXmizaU_G< zkM zbOw~ZvAGuDGS`e*^A5CEJ)WvJc8dp~Oz%c|qa{1Y+B1%v=WK!B+?5aDN( z*}ebmL%~h;2;a+F*#VFEBfY$AZ_BbEu?sbqQ;IFFivlmv2EeM{-%iiggc4SrSZ+|w zW#8?fcOWp9ieXZ_%)=qJs57rzDSG9PzV=FfqI8IRKXGCy{6w5ZNA(cERV}c<-5?(d z^kcJ@(<%WyTHd@3fQx=i8V?+P^|!(OEiAJ${R!x)*>&f2I8?+HtYHT*G>C|&d&DOYzw(0EjFEP>`M#)D|6`@Cl>8Y@Y?gT-D_ zBH4S`ujI%RoC}BXcFl~)@%`K^&0eq+2TrsAz*cwv{%c%g+ytM@KmNMPVYCBuQK$17 zDVy^@HA{<(QE}ztg6t^k*b_@W{dKJg9O!Xc2gNtShrzX}fe$2<;sV~o8%)5~kwY66 z8&_TMmBT^V&y)bR*GOK8HgA2aP&2C#rGh!jb}*`iwJ+SEj~{QKfLW<#s_5h6^Y}su z!fhVVI(G7sX9n~mFDF;=u;2zb1-}m*i7aWMSfpiFJ)K4O01=>U55!C_`dd`%k$a0X zUB7PDyp;dLUrQldVij^POR{wY$dp}=SqM1yJse0dE6#ua{WrJ^XGM{^U1a5SaN+lJVb)yxZq4_A zM~^x$(O0^!sdV20md>RUF^>wuCej?BEMTk7KqYZ=0oNMRFOW_FJn%c8M+OH-KAOCb zahns=q}$B7%OCp>S65~)N7l6J(66^gsTj9HG0`|a*xh+Jvm7pxv>;F|9F!vKA{~bSd#nCNiT2~;gFw=684Xt_zw0_xaAg0XRBlY`?=l6;G5!Mn)DL zomPN4_33q<(NT!;ZMi%3e%W=4P&aMSp)87CP9DmpmEv>f&V{b${AR@gx($=!d)E;_ z*F$TynFV|?7%y)^!v)(7FbPl7f0DNU;BUd+`kf0j0aU(!|Ni`c{aPecAt=Rt1nG{p z!V-&_cHm4`9iZ9_uiI;Q)ACg{Gy?xE|AVW6-EPq#wM0iXq=VB-UTQ%x1V8l=B)e8q z0}9T0jf@v4GkKS)G@Qk!c-Y<3w(OKl;17Oyu@!X-av;2G$_ilw!_Q~9$RzD2L~Jf{~9&!R;j-?(~POS~$^RKb{g#mC2QhI@oJqVF;@ zCG*x!tp;}oVtLsvAw4*h<8cM{+I_0Ms_W6<`yZ1XTgSnE)ET|5)YIEwy%qdM#tpWJ~jV&9DpAb zG+&UIz5!$>ES=fZxBq{TsyFN4*{V{&zUG7M%;_5?nJ}zl`Qqu#d|YsMqXKr}vqDZ6 zHcJxRr|JP8PHbr|DUGq-3OR)FBH_QVcG1+r>>eF?&c5Z#PA~T9OHsn?UC}p;9m^#x= zlU`Z23*N;`E|78PNY98WGFINf9nrjS<3g>Z$7OR4EquQ2ua6J@*dcV}uAci6-aQ`T zW}(`91;ly6%XcX@uGNb&7YM1C5g5AHBW_LP=Bxkum&xLF+l%6h{*E7=n0Wml=w!X+ zg6|ppw!On|zi`F0W_1-kboZ`^EtwI}MA+>onFXAX3;dG2g(K*{79!VW+R?(YjMq({ zIrw$|13$e#WAP>ya7AnB^v|#VvoilnBTzdSvI0h8m2>~Ff zvwLtOnIGHlhV7k~jbCvYdS32#94n0qH`W=m$jj<}U!zp;Awq3ULEq}rPHZeM5p3Jb zbO6K{y!z4V_*r|qQlclkSns?UE~TEhiscj@??dIpSo;2zzC-0D?!G{LsJncH^Hrv2!4q-&Rko4X#rjdBm-8-DJcRE1Y<1vP7K0IC@ma^U>-Vw)1t%6Y!_A z;C{uT-uGIK|%bqMV?%(2@f}T3I?_%6B(#<_jH%rC42~VZ)W^j~()r%VLjf&6Qc_dbxm$_0%k$Wor;oLyGGJg(zY-hJ%lYi62 z+?I4+<%ahQr4+VlUFq7RtoCIia8kUk?4ZSXx%NrwQ_-7!V#%fYtRL?_HrAfX`U-#C z7Ny&qdTn5~=1+ZfrtGesOR@Rc(ClYxZSJ4S{ZxM~H1&0k8yjQy;M!@g^g1-;+1fQ4 zxLvJ|yHE9Mhg)T0w|A{L{+y@aVOaQnIX$^wM1EyBB`=z8b>nzhQCHJ=Q>K=q=G){@ zh^k@}bEw1Bw&__)kY}V)nxyAfp%)C;-tHRf1ydF5%h|hj37u!VUT<`EoU4i6$);$V zt}6(g>?CFi=*^7NU&i&iILDGB^3s{KAu(g=G#Tb>RKUO#^M ze=sE{&n;W}SeDCR+zS2QF{a%q-2dLl(8P62DTj;xrnT;LmcIF|4#gAB>y+B;>Sp)i z7lu(t^VN?q|7E8n$#+#3t4<>WE`Ss(r{ozp)7?f-D>z6S>)x|BFFlFxu&n`|vX zOGh_}RR2tFyf)C)z{Q_4W|9dNGK;GPaH9pqEdc`$5AzWIF+MuzMcN3$Wl18^-Bdtr zJRvI6yX$my@ti%fwLnt1*nYo$?8h@Ddx96z`^k%{-MSnGGf;{-mbPAQ$d-zM?qX;lC5ID5 zOu&n^)AwV>wQlYFv&F?MRURptLsZ_lb#lz1RtS~so_j-pW8hA8BIj;Bs9w3M6-KrgbkNM>jM!##(gMbFvE? zZ0=j#G0-(R(bWyuy4CI?`jd?FmZ`|17Mv&v@_5gfXipWkSZ`ELtay29p{Hn!gh zjeiR@$cx{uubWsp=YpWc_m6zFk2@y522E@MJ)OXe#YYLx-rGeDrPMJHt`rp5|B&no zD*Un-Q}{M|1!pXpb0-t+J2De3MiV^XrqtU`roW}8QKs}joR|4$p34b9(T0kR9K6j* zyk0~oV+Uo1;TQD}<8FtGUtx} zVV)(E!$Fg)bONm}5+Hg*BciCIAxEb5toQsRkvSbTDf~LYf)HLqDAcy6K@d`2{~*qy zexCJHpTcPCl-;|b8PuL9=;Q)4`ElY9mkd*@$>9L;Bsbx9aZ+=9uge&8N&v=?@4RSz zx<$w-NuZiQm_4I<@jlCH^%ZJY_Ec1nE{k}Ih`Q;%NXD(jcNQKblOdaTCRLgOf7bhN zz0}*sZj>oNEdqQWWAvLx-hccUryT~6c5aGZ9q5-w=E9I{4na3ruV+bQk$`S#@cfSH zkjJQdc))psn$6do!bA6eiUXby8j5HNz#R0JCt5LDET8>LHO=HgMODbavpB34$u}#8 zp#>2iXF>_26Oh!Ovu}DWO6#0)MC?A#)pQ1wECPNX&ZLJ&Wy3Bk8_dZZ5QZn<+NfSI zbrvH5X-qXd7*i=|+IV(bZd}~>Vh6Oh=zx%D1jg;q2g<3m{mV&98}Cx^T>hpGPzjrj z1b{PsEnakfXZN?rSbWm-4II^7xAyKSW#vVnUR7(s^AN?i)FvRaCf!`WLgX{Lk_yl} zlWrAO3qI$Lxdo)&1uy@cAu-Mb`?VhpDhW(YkQPUBmP~&l+wakjOXu#E2J?^$zrs!* ztg+X7-^rM^7Tly82-i?r@8>5YpQ2-z-cdz)%A(- z(E?)H$X3uMkXqWl^l;1pU8pm;MiQW0E^y<|UP;oJpI|m(R@wXaONl7qu;75jO---vVV z_~YfCfS@9D^aPkE1CsohWotZ_{rP9{&`duqQ6Y&PjQ;jO##5Ysa0mu z+O9<~$fe7^%T{bghyfhbB5EhmhHSo@xGK2fy3h6v5E}UR+U?&f&uM;wX$@$xzH_RY zV>swN&y1 zn!6%m#=u4}GH!+osWrF+z!OGcVB z;Sf`H_XbT$lJd|0oRWfq0?FUH%e)+Rf#s?Hwg$ITB*wqxO+!N<5mf%Y6&BME$g%)gkNCRe~WhKE-{rJ z>?z_epiC&qMniwCvUJ0S6KejWM)uJ&4^Mv*IWq2F*hLKAuAZcRo}7vHocx2E0?bMW z`_OF6lEcYM_uTO>8Ao%j$Nl^F{Yw%D!h`K@ibn_3ospf+tr&HR6B-|WF?&cvTsHK= z1(ZlaZxLtQl#j-jeFn9u0@D4@l#<$ewW7Z^nm z=I@oo91-!mEOaB1bvwRSOr-zE?^aZ^TVm8i0+T2}Fej?5H(alyQN#47KV{V2Iq+NC z3#8M{{waxx=iyUV6oA1_U^XCwp5OK1k(v&d?e{qA41$U1#rC@#7UDE=RwiJ7Yv%Ba zbFbo=@Y)R_0oCg&tJd##e_fL`^}CFto7b%keuc&|Q|8%Gjw*SXk+P@+w7Qv}e0gZ>0G^Y=c9pJ`&L?B3F150JpE zW61wr7iFDIHgF-iUw{&V6OR8GDV=wZ531@YNe`dDWl?ki+Fw;2>JpF`m!4i_(WTDU zgZ(66@g~eJ=+821N1+bh2?Y=N2&?Rg6Er6^X?jouebQ48vKjtIob8+;M!yyNHrgQ2xeJKmKES4p%?`xrDD2BePq8U;y3E-J4C zCNwggAyfdA0U+`?I zt&k;jBe70U*I_;q+J?T$`Jy!$mPT*UF8RpMug1J(w4*9vQ%f-vl)btLOWkQD_A#$o zr#Ja!$PqYDdR`8gzF5#ORd_hR`FrXT(6BXx#@?Xbhp~3e+XNuPvj~tNRZ)9XLOc`V zvnrY)k-@b4cN}Q(GlB!s*Bm|L*I@T=hlpdx_WLJfPDR5(NXL`fGqJ=Z_%W3}uA;Jn zymk}vEd9Z36xvWSd6LS1mypl}dqcDXcSjr9N7l8<%OY=m0-4WU^9j%z;#92h^73Am zHidhk!Yg;Zm*m}k5~k&<9eh&C)?-{Qrs^pt;6c{wzzraLJkCEfRu&MWoFjW=TiNmWY@SPz+r$= zW_qMh6qNxE!qd0H@mzNA?Wc$Ud0v=9F!WW)vHF?OvTvxm2?$|LX&L=kAl^~CK%8Vs zP|mxe^4jHz=A~=WSR)5kKLHsAO6sobQ+PfK;L**16?Z!*qTdXS;2h{pJG~uMJ_*fr z4Gj$k#n#Jvy7w|A_@yU@OXLw4dtQ9Kg%LfuDQMZG2KHL0t&GvlkMc>P+B_ev$Boz~ zXL<__IEql5wy960r+mOB-_ZD1n>ckAqWiue{z6eBT4CMcoAajKf7!cti=kjDL+wTF z#e_l(bvHFZmqu-o%We8~k-cND*G{xLPHaM1w5Yu@)(dgA0M%+EDG-qZ@1JhfHAZJ3 zB|=L{v)ib}uc%)PO(Z8id!jT5?78?FyB~l3%V7Grmx_(`mdbSVtQCDrX%irWHP|Ws zzO5anpsk@EPJduMH#C0My6MYeE2nqoAO7wiW)lJL|1c2z52O4K*YJ;t{i753U-}u+ z2{`TB1KIcCAZaP#%hi1te+JIS3;ilfbtA_R(LG6^uYrR4G+sDu2bhtw4 zFNZpcCLtkuHm>IyKH$zFwv$@RDfD5GQ(|fRbn4CE9Hd0xTvkv<>kpcx8|j6`w=|?B zG}BPj>k?4AQBEX@ z+Y7L0LBX{Iuv37=)ch;J){7f=SO7S(7-6@VKXY`j%Zr*ZXp#qCS}ay>qO)s)kH(c9 z5i5z9X6i9ig$Tg5OQ33JB3QBeICRIP6lZmZAbSptkEabQA*YolqTI(;B#r17)YVQ=vuYrH2;h?SfvfQ=KyYPL^ZGiBX_p; zZM7zhJr&s;DjsCMC?Oo#ssAkuJ!`Z52fvnYB8@aEyGv@;&G)(?r)DLnR2o*8(zG+; znVQfU>q6M`D@Qi)WZ!=nO>eQ&j3sl7KN7Htwr3I41!sW3Yf)K*Hic%pi_k%KmrRb8 zbh{|og%-Ci2kb!!98s9m{Ug?JED=jSgw`6)73yZnekGH^YDSAkd;tZLIY`)1`b_FD zubBAE-kB3McXogLWrOZj+2chjSH3O04(b|GSU6I?bx#uL4iQU-**_wq3!5v`4n`tds1H^C9lX< z!$rqJnw`JPdSmsw%fp_(GR$5b**niB2k0GZhyoOncJgl?nTc~!&62^vg<8fAT@+qu z-{L4UoswfV27y#+!o7KdR|+o|qXG(A&!N}y(s#Q@h(dW>{`E)!S}IaS0blIYn4%ln zG@n(Rh@Sa|Xbs3srF|vVYvz zqrTA9nfSCN#98|`agCJTYDCf4;j7~Te?vp;3|nbTh5eb)uMt6=Cf`vhbd^7%rDW`$ ze0KS{n?6_SmitEPWg*;47nPO9OW^B8mC{#^zZd?{yk#w;blJwWvjXtQEUFBgYP+fG zg+3j;2xSXLC7je^1s)nCDf#03>G#oAnbfq5=wKv z0vd+#00V+@WK7|B)IEuW-G$fwcAOk^ETDor6*Cx`FiFzhs~4=xBF*7Kl}0pY7w<{`j>GN>Uz=UjZJE`s zu4-*)DKSS*mWDR0icY~?2hCbI< zE|ngwD#^de#%?1t_}Kf1YY-;xk$3%mv+xe?KM9^EH~f z9<9(#E5XSwc=2#%$7Q1;-Kiovc+$Wq%H`($x>a@MrSBHju!K=T{~6iY(Aq``Xu>DRgt5Y;p86|N7aCzMONz z^BHMZsAG-f0>>kc6kGZ@SW=V$21z3$NCQC_tu%G--fKncc4VFBie<|#B-R74&fqY8 zKP8v`qGEh*XT;zyjB%xd&U?^LmJg0}4Qpm7hSD?`$7^ApmH;M$`O6G~1Nmw(hE}#> z-Klv`QJ2%~4{b~! zFz)}LvY`6vQEA}%<0>gl5&kBJ_Om(+VR|piBDs|p3T_M6F)N93)li~N)IAjgCB?{jh-Vl5G1ys0_dSdG`AWqKI+C+2p z@&JId#wv(7_KFCYe|zs9KNW+FR?9r!ZWw61FDeF}?77JPeG0Gsin|+n_rXa4-j-8L z<%R!p3cHOJx_b3!Cnj<6u)=l0TzdM(8C*lV_v>4zu#A8;?+T=1QjK+8RgR-0tMds1 zYVv7f5Y2JgUl1~V%|pw1w9CHCjJxt~>|_1uC9vnse24cBx6Q#`KVoBWMEhKK(x^$$ zQKH-eLvTclG-wIK%+c8Ym9GF@&t2xWiK^jP@rJxx(tROAwXM=Cf=1p)p!uP%rkb_5 zJA9UIz(m`|2TOV}AEIsJNsZu2LgJprc8$1yrrsc$Nm}*@5}3HlHOYJhqY2#a4WUY4 zv2yf*pv2k-`=?{|C*80OzxEZ8WNwotIpUOV}!^rMcnKtWb8H{;$d)178Y6H$3+Pgc2w(4}Im2qNHlDQa7 zhM?hzG@#gO9G-sQk_ON~7EQYVLo&%$U*#8gu&f%VyaPx$+X#bPsi4y80fQDkh_?WXB2yRNKNCvo(Bg!D4{ zS&HczhoR3_P$75?O^peJE+ui*{VsT{X5v1n-3>WkN^gB{;9xGsr1Y;8j_Pvs@HcyR z5L~8`EchszxXdX%&{4CZQr%KLsIv1djR2(~rRh?Q-w_hdQJ?Ghh}!h7z82ZI_ERwN z=*DPi+bCUOQi9jwog>F@fa$%hXH>tjCx97k0B5 zJxyMYW7?E%qsXdks->=al1_0vF7%*j$X@GO=N>! zGegJ)keYA)^Q%W?WnnYu`b;kBhBl&k$4{Z#`JjO7e>e{#N>x(5w=Up_r3C(+f_&Os znvZAdvpoeZI-#Ie%j3`o+ak((=jE@-|2M}btpbQ_0)y7~<$}g<0{`HJc_o9QgV&cF zai;k>0HFP^ou`hk+UCt;-KcsfO$ z_d;CRO{Pd+PiLFU8B`~W-9N0((IkJbdF@(6;!o#dPp$ldCh{dDrHRE%jyW6GuFS=l-Xzw*ZnR0a z8+X#UViFE%fsqqCP?3hRRUSeTj8hSevosoT_-cyk$53G}&~Q~-77bu@`eaga!PTP~ zh~THylX!|~YiB_!`4@K*REI-;Im3Qd-=0OJvwDcB0hp3{rgFRp%`~9-VtLE}32h7l zr5Vz(Sp#Q~*E>58q4r*dA#=>agdm%5&nSYLjA3+QaUn}4XSMIY=Ze~&9}go))ze;P zA6fL zkA5|fk8aqnHW97NU5UGL@!bQ_mfY=6u%|0)aYk-a9JT8-4PwoSuCb;mJd_3y1=X@y zRUYcOI?urqU&Ize%<|2`4s(;H*J{ypj>y=3-Cp(FZPj!$J&MPOrAWq!0eW+G&*pWF zI9}A9$5%k~xfSL}jf|&JFawkHq^KKHM{+UKrnIYsF#k`Ac{kor-pO#fyKvrCObj)m z5eVNbm|G(J7gMJ+@dILqKBVFFi(-^RI)_q3Ico$|L(pi4kz+;fDBD zE~&MLT=OrQDIHWk=;IZ5`-v>BaxDlSz8J89@hdhFGl^D|7+zHC$`@leNGr3$Vr;g| z&>qYf8?5OSHmqGqx8d7Fh2xF6D+X#1LJ`HjS@Xn> z18Sgysh(^eLX2%9o(OW8mK`StX_8xBUY@$Ah=>S{&U?pS@*ExtjIJ9c{r^|s zWAz9A5{h}~1=*@2uWGCp+cKR?svf}^*pa$r&R^UwAi5Zeog9fZY^CdUds=3$mv^zz zK~hhOo5UJ1zyR(vV_d$^pHspjmktBkqT5WEn83C&2pix|oc z;*{EIeC2um^J|WcxP_JeH=89G^W=aAe6tv%Vb}{Ceq75s(+-Ior7(uA(1>oMkt7GBwj;A!AT@=MyI|HG-4Ma-<`i>db@a{3k5v^&N*Y zI@-4t;1lwS1r421nrW-|W3HxkucF3Axs3vmT4&xy`-gGk*Gd<_Xr0bN_Ka>$O9>q? zty0UqM{4kI9%w-rE5&5T{5h7ImWakWW(EyA#dNXDtZ)mNY(|0kAe;?NDq+!-gk?#P z0>~?8tSINZu_CR>h$hy=jfda)hIdN=oghO+Ig~Gj@=DHEuNVJ7zBYn?RAk;2nTc+% zUe3?X#WW)h5K1oPZicOxe3avsGZLBON+jJyrvECkuO{-sH2jGE(G$qIh?*sRhe37X z7Jv|5C4qpt#u_F^9Y@<0C?yQ`V*7pZOabG!F2kPqeupkLo^cBG7B14&!x^SIh9v1S zO-qb*9B*IKDotY)U$6J#=oX~mOGN&K2EUYeM^A*;%G%7G^Jjd-u#X2_zm3zBWN5Hs zb6L72$u6o)#%glL&(e(0O)LY%dz|c!Ex!88cUr*g^?i{TQ%w_t8o}jzqHpz{4*fC# z3M{D{34*Mr#dQph%h)IeB5<+g^(Yo8jzJy9pKq+d428B7^VYWym(V;dP^gKTl|NOD zVRaOKM-1WEhCOc!!7&?S^Z;ei%cwMNq7(?grcUM&j5ekznXJ)z5TC~1o^FI?csjV4 zi3cz(e{%}t5WT{^hP)2)sU}E2TqX>c)c3~> zaZNTkik^yEL0VcW>*r@U!0G1$C+)pG-CG#!XeHIhX0iBRv#!%@Z6=0bR1vO3S+-!#FC(|?%cgH&<=tb^&-mun&*ri@(q^+C$VAml85lQ8{}v!4Ga=Awn7O!dgj z+h}{0*G2u&4K{xRD{x{^;gye8*gETQ*>!h%b*AM|^EM#Up{EVAtvG4qjsq#b=kE}y zmoLLMnEgrvjtfW|fZYFU+&rJi#v{^)SlI_IKckox`>F!Uq}X`b{s&|40nhc`zmI=3 zq!Uu9RCX#2C1uZ0NQn>;$%rVGmCY%kg-A+dRW_;Y(ITX>_bQZ4LPp|$y*_kK=iK-G z{rx@e$DKN#&wIYc^Lbs@^Lmo!y3t2;r*bUiiGothQlzzQa{&^^w$F9BbMMOFBj)<& z5h-_P_2oU6h$S9Y=i~D7g;uJ07lza{=B}zMwC$C#%HVv&&JpwoXI+S~-H0~h;W{#L z@gw3G=zE`O!(O9ZVpa(cVtBB06d7)D@7r8-!Trw%v9X(plD_+6XSYq3+#cSWimX#2 zHWEP`vtOo+B>W4W5D@3*uUF!okKn76+Brs^`@A++XPKd@d_DxshHyTmQt@zXB{4Wj zou^7?uQhzve}szq-iw}C>VNL5dv?aUO0afJBt0QxH!|_!J-9;Ea5lZYL+-OUm~lvZ;_ zEe2;GabNMPo1zC6l|8@Z;n+=#R-yi8%%)475xuFHPd0f%RuHtxL1j*&!_N=U(RSjM z^M4H>`I)bCXs!}2&EPtsm3V_7Z4nPYebmNw|1R#%D(kJCymU14@B6FnkVI(0CM9j7 z5P`~^LXs4a22i$Cdn0$6(q(e|yC3SPOAa)_VW9RH2bnYXOq;qEI&xb0UoO_(?XYKC z$nMtC4KKnU@>D59O#ALcZNr6SS)Xs~GJ8;;h(L!o7fZtt&BXo`&Z;DYr?{dkdjnP* zi>~CaTKP9lz`0d}-KiV8An6RJvWUX#p@?;d?vLecD($8ohxRt&=8W%u-ZPx2S;>ZY zc-dL@oi_dRh4-FO*So)bUVYVV%WI?6>jbh)$tJ0sZnBAq@`5QGmj#xoXJispDtWA% zsN;~OPC(L-w>nE$q1gRceT%lW_MXR^<|czOVq0424H5bPHt{X-)`<^)eQVMxpNT(X zclskMM-0jRvboSMPkaxAa#B=rt`9}Mo&4;8iDvImx^?K?2h;Y?lF9PAS&7GM7E)N~u*koVA)Z0RGKXku zxVeEQA~&dec1oQXED> zigz!{?>WF~ZFoRz;2B8}T({Cy3so1SE^T5iNl)rh1*2eQR?mjty$Ls9ey<0&OQ9%i z#qvkW7uf9R&07z4f!Ethx?eaPKp5~s^-IwL3T@;uj-3nW58^VnH9tux3@zyi?ltPZ zZF1AR`CgPUg_7BskwQ<5vxpbzc%P~CIw1VqExZhWAj2+bE4bEPC_R0iY|s-7c!@9k zK9Qql9b?5&&meF8-edOKTllJMe0)uQWbu+GAy_y#rKh%Tl_QBHG=;VzcH6MJ5Win) zxtp)lq#1i938*wg1Zdn}^5`ni)5z)mo`dzjTTG$XnSNNki0A;PP!Ke6Vs8W#x1@T8 z9X9!A2<}hl7s?9*a+j2@dTchY8U7fRJY{yuyZ?sZQJAgx9p5kOLdsXDwQ;7Qwlz2k zTD;`LX1nALAV=q~mpG^<&jbM@2n}I(fuoShC5HnjcX}aH8?=4}-crmd>b692r-n#H z4-rdCZtYE5eHr5jK-Z-(>Cr0n6iA8_B%X@n0p3TR86pih-@UK5_vYdyo8Dir0fH{K ze-4Fb?f2AB>MGN7dy?wvq!#mY__Q=m;~w!@(dWRg4ADL65CKdPU_^z5DPP?m={(}G z?a@3+Q5e_Qs#o8aA98ca(RA9`RrX4CyEKLpOB3r|{E@5f$LoD}W#z6c(<24D#nEBo zQjOo#=FT$i(wnXwJ)#Q1h>_f1zPyRIS@vIZ96xEfCsfLGzUGgci|?K@#+oCi`M+ju zQ7%XdzokB(@hO9Fb7_GSSU7X@3d!;5P5vXPI3*%-1WVD=EsqKS&trY1ya*TW*e^Tx z{d@nIedNqJDN$t@Scb^U{~4Sy_t3a=87T&O5YeBr0&d-XeT}Q}s|vo7EIx)mLtBXU?=QP@a6 zK#?3ulcoNG|6}R++fc>8@3+RMdw%Pt`p*#ae|^DHJ8wQcGr>5|y7cN!_>}KKzZQh} zq{Tucuw3HG3qc`>opq!_lGxk6xv?&2@K+HNrQ z^cV48)ILR2)o+k8Uyb`Fiz>&mv&{D@x^14NrID!I=+mpqL)FQyf{5yaItOPT8qQXa zO<+;~<$HgAU3T6+c5|poA%Vq+T9xR93G^-Dra;{&@!_J48zQ8-PDkHAFxdTmK>BV% zW8lDkIiS<*s07aF@Ko8?}Lr z`01S|{OcR6q0}t^eIQw=VsVQ@lA{_;u=QRf?Pf9YrOX1j0Cj(WqaP^gLZtJWHJvCn39{NA6p>mc)I{T*eSJ4K= z#}a$^E!ZAGFp4vhj%8%Oe_7h9lXb;g1f_@V$gSz>ca@M4w72 zIx_)8@*1%kZGAFFXHfjy_RFrB^l}^bLc6!_$5DrVY?mO#a?fXeJoiP7lkw+zvVjqa z0sw2*uR2aX&`)!dGqcyCis>q8&v^dj!qqmsi`aUg|LA^RHhVjOu|xe;X{qBD;MLNt zbeNkNAZFXq$)v>5lYkP0rx6*smGQm(6}9&tDh2D}ZHaE&?YpU)-PdWk+Ikcmg4Y>! zv;TG2Z?Z^1sN=V^afvL6t_ZhNeAI`Oq0UT&%{-M;1LOyE=sZl$znkA6t;|}d`&-$M zwU?y=_MlShGYfxV1f0o;w_>s75tZ<3pH5;1iCzU?Bua@uh*WC%t;eWFEoB=DOnR%= z?mGF7v@*Fg#?eC{-sg{hU0FvUR-!X?k0V|$JJz2~7YfM{F)t746h(bpJ9<}2pB9dQ z0IL9gnohYNNQnHp#@m}T)bkZt|LZ6Uix3Wzetu%P(vn60TY;9*$X@9bIG-& zxPdYIHf90*v`RC7eN7~bz64oaWPHUtqVwn!DZU4TN}IY=j14pa40FtV(+FgiF)W=! z_dDuS+2;sj_dG=J1tdxR9bOvCn@`~E2>pf>BL!^juakU1yDUA`qN=0Q@M-w_#Zs(t zPPuPDCyV8_G&MQP*Uw&vK;YjQ+3sh3QuetI%uc^cxWi6hL^SFyM4mD~2+s-7r>&z4 z)MBD4-yRu18RodSYx6h^7~?8?V>RLqkv-hKZ}@{F#ehE!Vi2Oq(6jz|!ia${+X!20 z%BjXLghNK=b=!*^^B#`5a@DFgeZspv6Ien_^S)B*Wp&jhow8??%}Go4u5NXS4#VpLnjmx_Ur6&sp*mqHD7o zPQ>ie>-Vdwt|dBv4h7^w$9}vxnBv@fl@W3u;nt&Wf2T;4k!ED3lB+x#ss(Ecd*TEM zaLSLaPoovYK(*Uu@^LTV?6-2k!lzquGLg1mdrPh*Dk+>w%#$9cD9Sz1dNgbf)K4aTe(c6`a_Iz7Br{DK!c$mx4kj$3&^|@5=+%F#F2M7)XI;yk=aty-Xt~Ki zEEI1!|FzU>fcF{5<8kb7fx{B;fOdmqpY8T0?lvOZ85Ki=uKW|V*nF{DvLBVffy0m6 zn@Upn>jY=>w->4;WyOSSAt~#MEZF@M=2x`j2}F7sNMObKxNTwxa+#~&o0z>Uwd8>r zd0WQ5)VHNK7ctUnVh^z)B_x2-)-F4H`%(ib!IuIqR|t;o>3tHk4xtZ^l(~7!_}=3` zmKpUUTv!d5UM0Dv0dh5BpRuS`v@DUS@4N0Jr$S!C zMa@k&VUyja^DIX0?w7KQAJET-9nk2^Aj%WoHVnfond)soswcfx1~xp!CwYBDzuaN3 zH9vLg3Pb{ag}D#FeiFW)<-nSb^eQwzvEG zkC%`|hBRGz{)Kw#H{{e22Gn$Qdw+Eklo)q(MK=+OiIxMm%Di$VRk``v=Zn}g-e&;G zNf{KOy06|?C(JG+td2J=Kh@m&Q_uP1d=77DMxVTX+A=wXol%0+*ln*RbH#b)N2@RK zW=3f#qi%FFd>DOscj4a4+;X0>ckTGk9F?#2CWVpcC5o#GBv)O2dsUhIMxBwyn308m zWLeBe{R^oBftk5Y){;X%!Z<(z5+2ZSYJ6x2c=zGE&i%in0pg@(fe2`}b|P?s;W=BH zdMQ>1Ll9#`2tk(JcCsUq?nx+JJb&)Jch}c<-#f8Sku{b?P<;YpL8#{@VoXNe-ZH@z zSLCssPwfqX_~_@iT*T#+$-EUfX@@bkR9}nS%rOLVq~wS+itYLY zPDSW{gd;hcSlLLT+!(3)L%g@pcT33$fsbZi1{sms{Cl@}tjz4OdL>e6h}=><)VgbJzlDO$wuz8)uNDtcX*1B% z`3Ne-^x}V(V$Fij^YVpUc*G+6Q=dPbj;xdhl(~WJ4IWe*`3nHI@@rEs_8_ST%kAw= z=u$Af4|K-9@UD?5{Y6{s?9Qkp>X?<-B_{uDe=})@!9tMId{X7^D?M%RC95i5D0|2h z0CSD5u%p5 zN0*M60TkC~Q)e04r)Fkb9ZV3r+r&oGZ-=Xs%>oeUZA2nlihzZ%Q8t-B4w-VCt!~aq zAK0&fmqU0dYW_j)N7!zeV{f^M*B5LOI#a#Rr!AOQt@>V=PO$wV0j%1N75@c;qfi_= zg%uULh^ss~58)*RK+{#5WOgPxZeg(16ml$eYMJ#HndwBl1ntI!b$f^>e5lk9$lY#` zc=tT%*ahZr*VJ2*nz%<*{~N|8t0Scdtn_FAh?#y;;kk?C`{N+~n8^l#;8j7s)tA*` z$5IBQQ^aPPs$YQ;yVyPy6Oip#GDZtkIZ4d?F}_I~dVK&6c;#7h`^Nm^x>@gUrcwBd zHZLB1N;>M>bNQDS^Oa%83q7kJxVrF@PyVol!Do}vuOXNjl>y_%4s=AAqkrd?x zrIHJ9k2?Mf)>u!b{v53F(MRprO=%JU-jD_EH&EF|{Md8sale3LfrE zw^F&ig67=rqyM2qa6dhl?X!3gNE#8C?=L-HN;4P5(=W|N7Z1{}T#|_F0B4E+NpTN3 zM_Lw>3;YFOLf0Tfm=uH?myG_wuJY&qTS-bL@6%fV)QW^=IV<-)+m7D34pck;mC~@0 zlhHw7#E}{NYltXw&#RNe6gf3(i!DUviCCH}AQX45a85M?bX?;`p(_8~${%?Cm(s}y z#?K3;!~bRLcR%)v?{epQ@cUNn6T85j=EHfTH5rH`hS?&t5cLpQP|*bvu~9_0|C8wm zS>Wy}0JSvHod9@r3elYfi90w~Qv41g10!P?lD-b{ed!h5BWhvG$dR%F{-2>V|JVOZ zSn0foO9!k7M9dx1^w+o3b>#j?MZ zkIse8^ImWQYG0&KsUpkphcfj#RuRlpo5@@YG{^6lsi)^02ApSvwyO`O8y8_CFy)XG z4W9dEnHC=J-%K1vo83Ij=og$unA@HN2Osn=f9Z zfq?@BX=-ywPFW5kEv1*N2O}4esv^3$m73ZJN{+NOBKy@qb2e4w3RjoJ#Kc9NHfc}G z@~^C*b}#@yV$4UyHjH)WMjOE9D4tt?>RM)Qh%U7_bLIwOJ|T8ES7<{iAb}PRY<4XB zqbtdxMU{9H6&#E_zU-zlZX-c+Y~CZ>6qy5GYBZQvZ;S%o$*U*=vcY}o@N%)MWZx$p zM@&P`?;|}$shV6O?|MVJC|r?mGf<0x$=3GVkqQ#F5T)RR4^^zSX6r8{N(bSlh!mwj zgK}5tFD^IYb*m}JLZg!fBLx2Ue|rN-&XtBqiWTVRH*QmfZu#h9%!J3v-6C3c`RDhPnStznVn)z7+GtVirm{}a0Zc8du}?}z8%i|&vFU3z9% zx)8>9;>?!;seu`Ieuc;t98{?MfXgn-o?9z}zMES@iUJu%z-M_%E}0)#&?1vE^BNuI z@;JrRf%j@?zhWQYUq&H&Dru#PuzmVt>i5VpvZdSFwooy&7cT;^dHcs+bK1u6M<8_4 z_;vkJ5dno_N>)0y1MItf ziiSg|ypF(c@yb78WJl*cY@D@e!ZkL$Uq>L0CUfJ;6(f~CD;30oK?-*SpY{3RMdm*` zbB{#kJ8>^>GHEC*j#JkhDJTKcCR-yEMB>LTTu~Up65u1w2l88O z51q&s?Cz64^E52tN-mZ~{LRHQ5?fY!zG+R#7rC91gWV&OXcA%-LJ~pT=KVG)_Oa?_ zmw&DuBb%`n$z8+i7KW3YO0qOU{yBn>BKH?};54_#succu!o7)j!g!C@2WTh;U24nM zeng^J`)PP~;UMAm)B+OYVe|OM`me_xkukT3Jky_jP{mzHmp$3>7Lvllhi5z>1Smeg zoP3wU68uH;gAdXy{r7xZx8KMNgk0>b<-yU-a>rp~V$h|E^Ag3NN-`W@I%Ww%3jM)Z z+B%~!QWfK!5ZL~g*Jp>QAG_11?wJQ|+KaNC+gfQv1c-<&x)%2S*1sN75?Da8#pm~c z7Ef|Cg5ZvoTBHDpn4#t85K9=iFZ*}-!ivcdn9E1(Q8IIH1Q{4z3xj~VIU?3Qg71It zwviXS#HsRgtQkaEnH(k#om6t|BHY^HMKWA;?K4-XPtD}1868R z-%}qpPEIM0MHLu~uf=12{fnRe;XLzuPBk~>D?3eTDEv0Oix~{4h8)E01pM?Kf-twAUqkwhjRQn*eaty> zWYDoT`x~_>_LKOu*rbx<{=)w`71)=5Kh5uqWme|fKq0Gv%Di*AoWgWem;`lQ5@;$=tQExkBqFkOlwof)Cy7T*AC~U>x2~eIArKGz+L5frX|PW<^i!_ zJpGp@$X(b=1pCQs{3~}cIXQb*1Hax4sWEV;Q2_)?dPC){XWh1tO@~R$W_1MS4H5JW z`{OA*dH6e2Md}}-zBH#^`eZ?&c-yykt`)}_DfAMEd_-(&?>nE`u^?Aa`Nwuy;^{`Z zYjHpf#A$)mh!mV%ADCk^72ao`S@gP=GXKWv6q-q`zZJu5u1T9WuU&^y8j_6P-1h9X zDE9jD{Yt!YUIPsQJG@qTFuqrZy91!@Vg(-LEpgafRR&8u@hD%&eA;{3eOhZa?(QAw zszMnPf%J$lg-pFSNPp!B_2t;sZ%vJ-Cd&uP^e&_MK)Y`12~ovM;1Q_jdUk9;BD}XIRcn6-eMLCIy2Wg#|V5} zT;KLS^g0@;tsp2rF=<8d-Tlr%qH{4m^!pAT$$5TcD!>%4|J<`-ZlT#qM5wdZG(W|v z^6X*blNH#S-KEF|IRAY_q047EB4GnDgvjW+{h(9pI-;((z{*$@2wj*F1YfyZDA>ej z3z7owl4oBYm%PJpN67BuYnFzugRFp2JTK*!He^mH1zLLvkf|oLjuLfH`H{4zkk$GC zk^JHLlOE8dLwkN*%3ZcYxY0{{LD0^G<%;|IWaa#rnF+q>abn}*HT+5el(pOp8CKcr zuJtYCGfB}tt!F-((G;ko+;xyQ(S843zVzyv;iuP96I*l=BFqvQHpp-XM=N z6P}H9E1n#Xr9J8DHXeFM=Hz?llf@Doo#)&$rD{hVyo&h)CUU;G1g;8N(6pbo@%F=t zw&h3F+jgk7a^%r+>Yrb>j&i;Hi`70`Dv9_)#KS|DAFZslgK)hRp4550={qL< zsYyM`t37i^5xDnm@$@yjDjs2$_2()`jnGHyaM_Jegi6c;Ov+Ob0|y z)$fd>#xhJr?%I$RkRPVaE!XP)>jMmQXQFt#3^uF|Dc>a+Z|2#f(^LJ$>g{bqO?}7h zjlyJqmzl@O!#qDUG_)pwx+g4pe6YvM>Dxw=|9#Wr_-`5Op2Fe>er?t0l za`aNKn!?4+WBeGNG`$Eb%fUNps;fs$PC5z-3y(SWp*hp7(9lH0wifV+S}SVxfZ$og zWbLiyrZ68LMm^N_iJki>Ft%&xJy952DJcP4Hn7O$OjCxn~VFPqLbLnS;axFnXpY7`uf|0N~(Kz zLZcZ_*2gR@Gr%!LZ~_M7E-Wnq(>8-oCzDuRp0C zJa_}eo6#uk(}1^K7U~=X&$dWFu(dbEoO;c#+P`OXUnF@Qg~ILQr@G)L>O#sv)Qvz> zsoW#U%zQv0U_~dJsFgg5ke}$gPMBbWJq1I$EZFsOtM7hhQM>&o8jSkbuJMEbtpX(n z(WICrVS?RP0fiI6*gpmJP_d(v=bTA|2%ok%r8|zA6CEEUyh|)x@la5G#w7{zdJ7+4 zHB6e;ALF84(9KUaqMG{Z5jRo;t!$i!Uhc}?pdP^R$3`>9Ps~Tv6Luz02Qh_5Kew+H-RWD#@ zRe)+(|MRPtw1$F$!h$W-Fq_kAt!c7l`mL}SBKK9eH_kT{~S7QENweA zex6VJu?+N7DccM9;R{JPAX~Jq^G-srR z%LWf69sy081r>N;VvH_{4b;_&O?f|4I(XyEqExHiEuwn;YH?HyhBC6r!(%c$D@zAB zU?r>&96c^w>}O=|3ep-I%?g9=U8QxhCY>-^+RhV;&qA{gcS`ky68?9Hl5D|Jt!>!Q z4KKTLl2expqI}F2lyDE}_12Zuj5dExS+Hg8=A}L{?JHW8Mb4N$gv5rX3Z?N{5NI7Y)Vq2DUe~E;Zk2g#`}0B<{96tDhi%c%z3W+}N+mijcG!renwGMk zY0lC_znpUL0aHn&*h_aYXy-XKB%Oor}v_Lt+|;Q zndJaTSFlOD=2#3|>FjRNjKK_t$l@MK<@P>|j#l{G%BhywY{_@@i9Bg+YP;D})O9Lj zAn%7I*sckQjk|WKBbX`2+&i?kq^PJ2i=m)hpEj8(ldytKAhqpQVxdx{=z19W9OT4) zW#wM=e$*S!M1T8c^}G;HgohA$YV6y$&$m(i@L|9P;TJE?Lp_Bq%1Ejp-dORR?Fuw6 z4tntM3x-i+SPyk)<2+`|H)>@wKD{PS*oV;zn~UJK^{wG?)CEAsOW2i4}%W*A>IwPI+cOLl2-#Z zuWvYm^fz5AY#Fj`m2#0Fb>0DeOKOq6WmF|Wy+yyAE+y7TKHan~f^{g-L=4cd;{`+R zcnT9Q3w5wIkRo|DohUf@^b|t1EKD5Dqeo-$fz6VVxeEM6POgIvC2!x3pq69bz_oq_ zSpCPN_0;GOcU23Ecp}N4U@d+3j$Vwjsu@h2$xl=#fnvU0YDBs!yXyu_41=;jf8zI@ z<4|c{Vx)6;_~=m&7_S=CYkVHQ11Jmy>FQjGgt4c{Jg7UIpcYDnV<`TsxgwYnk7YjT zEp47J+w$C(P5cN{G?7GE^xdI%!;bjsI8y9BiSRoD4laEU!d1r{*`msfNMB8Icd-O@RY4~=+1niD z&O&uB_2Gv<=jLI)2v*h{mHCosQ$5q2qyong<4VvlpHA+Bv`v>P*_eVQo$P#Z>C$K* z+c*hdi8DnLD-K#)KLsE449f~JTg_s9jryzusOtVM>N@c`$O4p!ix_dik2#C>y;6m> z2}h$)s^XP1fazq4&nDESR8?v4p>0BkVD?k(Z8|B2m*0J9nJKXrVby_dIqU;<$&e9w zxAE!5l?UifeLzSnaL-Tpk*mc)g8e7FU#bBQjuMyTtdJNq3)e6*iYgs~i^O{FPB>WRA!4iQt%FIW+_dmu zU*E{Ovb$s>Z1&9(2b()(DgGrnfEt)m_66&U?5!7S)pfoQbf%=@*{eJkIx5Ua;n^fB zy9bPG4Pd7%S<&X#qOdV0h1pIFeJn4H1-db?j;N@p`0C_DJcOO$MBm$rR`j0GgR&-F zQ%9%gLL*=Iuv;=J3gu%3+9#G|Lea9H6jjTA*k%9Kzy)%wG0{8-+x%((v;?#c$W4o_ zzT5+|>S59E(?14#Nf+e0Sy2z&ZNY-LiZ*}uJrSpMZ|}dRY<#f$=WB85%co2;Eob6+v zy3WshxD#q7Ef_~?Q^_of!Gr%l5j%xP43F0l?P9a1n{tg*EiIEsS=u%K-9~TdKX-P9 zX$0`(BDP84-F%Xe$nlW*#TdZ?C4$(<_qpzRh28=Y*gnGA;XdutHG$G7S;T`AtjTe4 z41buj`4+YdH|+)r=x4FS7)~Big%^LaBgU68Yhq9To<5~L^-CNe%u%+;%g(}Wm?l$l zKs#sw<$UpMk}z5~;x+oQml9p-(l6 ztCRH$g~@hnu_GCha79M1*PY|U`ql2nbd58{zav{?rgbzUhg1RrdHJavy#3;$ZmYPQ zN3!cIwtnt1>&a@iEUrSXMh0~avjzRu1@7a`_-h4a)9Nqy+i}>TKc#v$D>2-g2CW!ZbplOpW8WkCI(qab^7RJZle}r^Q6)g zEZ;j~1Yw9ZaKX8+E`_U_ncmITN#cIE1y)pdH-^L;I!{hzB3k@TN2lZ;6{TcSZ9zgw z!Dm8mVhDmleiXNRcwFp=Z&X4h`mL=)ZmwrpP#V2Hg?H0{cH$B2U3!ybX@#}Fc90Pr zUTL~@73_cMMF;Pi-tV?1t@zYYK>b1xeq$~^p`e`Ke)zx`FXRS+V$#TnO;|fHZ#QmN z6+x!!xnOIu08Nq*?PZE3E&>bDzn{6Pwi zKJULMK7+;^k;jyrS@;dyAlcZ1l1Uy}jHzzh`LH9!?etQcq)!|5jmbA~ZBHZ$V-Ic?+X6CW_WV zRYy)8DW}gX#njLk$|6~`%o8piW}a&W6&C5YVPt>DZUvUXfl<3_1-Ljv3$$p@fP*$%wpPOaF_2zIwxt?crl!%*Si1PE(@f|2+|e=4x*j5W z#gi&Q>WGpXv~@Qt6s|5EvQvJ9O`#0X!IMYYM%rA<_vk6R_zs2{h={SqS;W>pzV3V} zPWEgDKY%I4BRN!ubiV|;#S2d%VaWCLAnlj$czPgQXzcA@vu2H25>FZl(C)r3o;dj( z!EBH9yVF7zNRm85#kX!PF;#^1?uWr9Pfyw~J?|Wgb)QlBJ}O$%)Ra(Da|CP18ar1C zrA!<;(QGv1NQpGBQnlLM2BDKe35a~BhoQ+$<)AOyKBd6vytyjshfCJsRf&#QG& zdua8Womo-0o{wVewq39cXDWxe{Oh>QEPqbxIiG1?gn@&Mb=gOwObIC~dXXA?CBvMyBx9@hnLs(8yjJ!}Hn|r5f1lE1#P>$=R z+EC4!9&D5kd(Q7uu6y!mVxDwA8?V_4UU_5V{^_3E1po2B_FH!0-`Fnnh?7U+X>o$m z!WFW?yD|-O-feW15L~-@-wKk3On;d_`LWEh|E$!DnM?{3&FmPV6lb`2Pu@lRno~>A z3ut=xNP-YjODt?3GK1V&st_Sw8}E@z+9V|?JS}uDqVs#YtFrR7*39W1#%FfN7wU+s z_Jb1MgxG%58Bu2MsMiEqV<;&Sj@iPK)qPq0nZw}i@Ohi-)3zPl8nX6soWE|y>V2jw z-*diLx%aPeUf(`*^7oX#K6okR)vI28^31{mRLiWatVjwl*2RrE&7*`~M=*HmJ+6>? z9|CLH87P09s@nQDl9aFu;k&Q7q<1J#qcEdY*9yw4m$HhKbt2Izocb`Tbs;?U$Ck2& zKg}0W!lh4HPb?kS=g97Vi5fjDH)(t_#f~uN@Tv1x5;k9o)HwRBr{uDlyaI;$?bA9* zPkK@}HEYd{cK?GV)nyGVQD_g$nKHXDQ0Nw4HiqHJrsgjUof4B>QI0U`i8@?}9C8Gq zx9#OyDhZ|#tgFS&ABuSTw6e1f3z}h9=Fh}It4wlr={#iAM?IC9+5V^bd|YA5<@%f4 zO%96e!18opvCB&Ws1eX9r90itty@vX`Hb7^vcZHIx9pc(^m7vfbKuj z{K=*Iv&{+`Z(KG;Yb(dTl){d4B91m+ciuf6kWgN4uDKhdc$MN-Mqo$D_N`OiGQ(b#_*|Eq6uT2+3$`OlhxcwDm$y6f=-Wq%3wLt3hxsAnM2rY-uv#6NnpF|rey z)^sWq0x;rcWB))(?wxeTfZ_+J2|kKMewn0j+r7sA@1m<82{nJha>~lvBbh0x8#@@)xCQ!qgO`^N)-+f%fwk5#ajUZ>$97;BhQ7Ce;4K; zaN{!ENp)FSxTMqfE@XeTa5=B4uixB#Eop0us_NKdzruF4{rj(yN^!51`(zE3m6V1= zSM~b&J*Nab&$@Ipdxv3W^%@GN5W(K8dgJtW(29r!YaGcva&OF14KtTa2-Op(0UU1O z+dedLwj=QG8LiFcu1IEzxwUAN*iwrBnq;cADv!9V>%bEm z6(tAL{YvBxvSOuI^scJpy#H|lV+z2a0?{|t9bd6rE63Ag-evbTQ6ALD1iC;l@tpbL=|;-Wg{$|q2k^by zZujZKe0Sr**|Af6-B0xns(hkA5Ro-m@}jK2qs_{1Vmq5wTpt)dbS&ye-Nl7VY~Bmj zdgMq=E^=#*$_b6RZUvMu%;*yBgxmTJsNG_UbT zlSQLU*B;Y!MriThxRH|Eax&5{FPD!81l`}7yT~+8uLRiKZ*IfA&InYT$HS%;btvfv@R)$L}9y&B8iYn!k zWclOZH4C_TbJ_O>mz8E`;sXzL%#(5ZeLC%qH`{mkI4l2Olmd&#lBl7A(*hQUUoJrC z!QerA14>i`ULAW)_R$*w82zFqK@-J5Hrp#EKz~j?(5e_R4H_@*nEr@qDye zMJ|EWl2C26pPd$gxk4 zA8Bjq99z!Mdy6`{7dO77CS4THZKs7-amB{Q1|!e6%&2->SpGhh*~GLCf$G?n z5PWf&S-(u`e9Ce!z708iJgIxS>93s##I)(b6!Q;VcY`%|lVuJIfr)a;mK~Bo{U7n#CYPlbzVAi7 z8`BC85Bl9!9YyS)?jwsvjX-Qf#2!@D5#|eVJD4W0OmWw*)0>!@_M&>vAIKm5Rt4@g zQqCEzLx`Q_WM%vN`^Bs}yi3o!ecGTTaPR%wl9Ec)lr{B^BkFDl`Zo0~-OklD??mT9 zihS6=SVRXSMhcVq$$+D;1;*=vorgciy0RrXwhWjuJBJxSF6>GdG5l@@4!i+_FXQ16 z$tx(Ri6dvJNdFws4!Y=SjP%MCh}^i*4Rm&B>--5&&GGb=3y}tSrGN@P?cx~$8Rc>G zsKIp2m!ZX!pQT7L8gedNLsU&GL8!-5m(`&R` z0q7uXZHe$s3J2iUgGE1O`{FVn*tW1_nPeSX`Kmi!hU-3&Cx2XfeEM6Ei_aR(^p5A> zQFgG#PM;!kTAR9ZV_KCAo=4yaBD5%2fOmi3EUIAq(MHsT)+5W}w0I0?jpA-|-^0k= zIqM0^^Ae^c;e=*{nBQvvok8`0(CMU|zT1NSBiccpJQr$?noh9BCnX7WgbY5P$tz7k z-@q-KHf{R277E0)QexN!k0-u_hN%glz(12nj~wr?6%;0?-$Ss6okAfP3x% zdup+yOZ<=M%0#HZ)UKuf{H6nm5Leyk1QzP&4RlAS=7{HRQ|v+~SHAz43Pqx~2(YGx zEZcbGh+6}Sc>;>7Y_o;=5h8ZUT)dNs206|?s2Y|b)TXPeYyOAY`ubQZqW&CJ^_O%^ zfv00^tHaAMx&3V3#L0X)S^V*+GzIUp*b>M)oN1R*$MU!A?Yjr0j;*+`dTr?TXvBTb zQqm6l_<%p{zkT4~mOJ6d8H^96ym^duBhrg{$wgR%opL-Ed;Ur;yqkVZVn8nEiU>#R z8M~kL>*&9EUOuofAaAld*&OM23NJ$$*jCPa@4r~DOMLrwzaDBJmx;Gx8wdU4;^Vtc zczahWBy7=m3u9twrz$tT50jSen4IdK)|M(Kt!};VFQG7nwf&SenoDyn)>+N5d&4b! z2rN!G?WV{)FC4}zR@y>;;6x}AVAUWAR0$JorX2XOb(=TNAa;Qm0$Cgp<%t4)IR zzF1F@Hltk=q*n0BVWti&6F9+G1 zupF{G=UEUK;U4*92zcp%1%cL$5Z1#3Z;E`_-%yITsFawA*^B)NT4HF^Z}P z&aFpkJqyLoKpvpXa`y?N>Z6v11;^-Jaltzw&^f`uq)`b(kD-UeO)ix6iZnd{D{Chx^@I2%)mB zb=y&*_uOp~F z3;gYyy+p2$ZsHMQQr0(0LmAp}f5&b+TM;YT)doEu%0H>mE10ccq4#-7 zs@dy9wuA9Y&B{H)dXm0f)_K~yK~(R9b`TwfE^{6fUQ@JCPG zY#tyuyGRkZ2nD86^J)Dx;1g9~?%vW2710wNmqB%B^fKxJLB?p&4{@+I+=afbsew;y zIi}Uhnue%-H!6q$wDlAmr_0b8o2jM&YZc7$E0FAT4c~#tyWs5VjTD)-Yn@AOMA(S* z99;Kj5c}WUxn#H01)JTm366;*%l52!!=i}`-5-i~}`!6F*Z?!}GX?O~BZj#6Mx}L@@x*sYlqB_#W6wPkohZhKDfP z0sEC2kq|Kyh#*&DV>7W4XJFxf(K(LjFmdJ9BSrm;c~NrM?FnB1s}2yTTem8s9ksP$ z>O9KwLpl0p^wF=&ubkeTH~&@fqxh}r?q!;PBd4mpPtL5N$RGdfJ^}-7C$3x(WRA@J ziLRroS@plNcq99OnULT8-Ms9~xsok!?{# z+XesOz)~aBQb~7%PANkuwvOL#gs>~{AG~5W(9}Ja0T0{p{=5a0E{?WQStAiPpRCz< z>W0DID}1+-4$Mt)r0w0qEEtsEP=IhIA+hhgG;n}m4gNiqOQMV37MM}^<>w-@`iC{1$nYk(Do z$$;`wiLdTRA`Fl5`Pbvhqu|1P9Fy*wQxgk7LB$0agv8$4`_FS^}we zME?__4yvxL{UI?xU=)Z(Mo_`&;gW>9`{O`(Pn0gA@T|fO0rA>XdSxFadPnHhC)5l_ z@M1Mj+PN$N#QC$}^Avl!SJs(&gh9p!*DzbXM|TNCrR4yFFZL`q6}p@1TDmW>b$G(= zEA?iv`G~A3?_i<^X1R{3&{tMQS@;R_YN)A2bXP|A9&(!u2o8SLDmJex9v;}eu%d{4 zchZRc%fJ_t=8zCpLfF22FPLQg8ntB!#6fZY!GnT*tQ7b0U4T1qy?fZ! zB~nx{VtF=~IL3h%qIkWO+Q>YN++$@kV#gg{K zL`Q(oUQ4@Z9W%kEN6==z3(P8&93<8cRLYz1Q5a)8lh}(pAgHQE@5i-6AC4S}*CcNV z;E$(wQm>}Ab_@cJ-kjkN*Tx&*m-5i{M`P>TlTY_LpP|S&FZnKOgjCX;Cgfb&VbS5L z^2z!KpWiB#2tA5fuo4%&qI0ifqX0#wwc~+_MM3_&Qw+qW9kTNv>Dd=J zOU?T6lb91|a_`XC*5sVSqzeLk6?YPq)5d^UizNccfT1U|fSQGrAp1J3y0#bB3Oj&4 zF)4pUQd_oc;m+H>yb{ZUCR~t?>SWo(Lh91gIZAj$2muZgFGd;LJkS7o9a?a}&;Gy7_5 z4F9yx&clDG{J4Mi?X@A(WI7NkR(&=m+DRc|;6%gZ7V zDE8w0XuBBa!y(N+;*9K*^v2ABVI~pn$@e>*#&jWhG?Y%!t-zUevh5PVFS1swMc0f< z&~MRzGq$W>|2iBezw#h`$&FbK=~9oPfxP6yf(^)*0$amXcZ;)b;6AJMh&r9_9^;>W z@I%7C@iq;GyJU9iBPw^z?4Mb3Y5*xT1ggsdIvp`nK$+O@QRJ1+z3l4DRw=oSneSzl z*AC*}H3{qYNY@ta5cSEa-dvd7jNmO0P8yp)x(39RsL6^2rH#EWu-d#Dh@I^DMqW|!%!jo$QsG6(?(d3cbZII4jC!pGyVDEV zR-dq<-VpZ#CQ=qu}9lwya(&>XNdVDcjg%8Qi{*g-)epofaBl-26 z3=N(<`<`>RyeAt1HyVPFiS*4YPo4yU3vKfyc&}EVvV>JaGUKCuorTP|r47l}7O7WMCHWwq2VMfR@aF8CKgdC`>m4G%d*-US{WB^SRET!S0&C26i-f-+g z%m?ag;H1)3$V9S0$%Qp@u(BP5P&)p-Q+mv^40)nZj^TG$Q~lZN2dn$Cu1U|lCzsc# zFkG0;r&Hu-HP;%5W!)QJ{|>1}Esz3 z^w;b`a980O2k&xx^ip$!a8&lxxiBxU{(8y_`?>u&hKh+3ygy+vc_504Q@e>Kiqrh} z>>0oBT*%e2T^c00Vy|_WS9Cu;#>lg-59g<}p~*BLEoD2@PV|AF`E8j^QJS-y&ki~Olp zNmb2HUE3GLF)&=VhOKEHC1l$sK3%}i)lEB}nxxk`U9ab}d(XCu{L>PP#)IT*l(vF7 zWjLq9tlVp6vf{I;_C8nDLfp~DrjIqV(nVG#%E)D~WPpp!L5EkTR>i;ne2cFj4s6e~ z??Q5@ktNh|N0C1`7v){t42T4jDD9EJoXB##D~a9ZbhwwPUH9H8jk(1&wr^yiepAWa zPt^l?Wq)(F*68Rckvc-rhAb}*`B4ud6t#Gx>8S}daWbEnw$1XKK>UTeL;*8e-+aqi z-u3OZ3;WtM)Aao#LJ$I7^m9VrtX)zE3kbrSqwZS0gYal8jRc`_rYg6z|&@&rnFj)pnZx z0~b(J(XpeSl?Th~Sh?=rB@2o_)qcqEVDN4wUx{ztK%)4dV|9?Ye`lJ!!nV8rm3*X+ zeT^9o(T&SFv-I!69DX2qJ0ynQHGba2jFE9A=!e8I46z8sFBrL$PXGs{=F2vdvHdnN zzQd+qTJ9#fS@*oC0M$DXqci+O-E|q?myd`d%!jL3P!9ny{Wj7W2MavlepuVUT zjppMDL1E*szMqycj8JD=u5_;T|K=Z%`3z;GUfjFFuL2+Gdr1aVN zmqNlaZSChnGW_wxCZm5z0E*cC0_D{vvMEBWtd zlQ!KH%lPxSicT7~{Wx2QbyRgXD0oF#5MJKur9HF`4QKV2Qtu28KQSpONkOEjajzK~ zo*_rMaRNaE#ZPL`uYD_}z2EPt!{92Q+`OCk#A#Q)(H9BbGE0G%S8}9R8{AvRIW#1q za=JyuHloSvN<}PV@&BsQ*+WJerORtvX$MJ1a$8*MO@j7jlJeRR-dl{KW0v}{&0ZG% zmP?+T6W1Jxc8i|QNTkJcy5d`S-f-A1ZpmJ5n>e{|JE=rla%4o*?rrPC2GyuXjUGR> zLlN<0|LAvkPV#Eu?%Y>guHcG}jZ!L!JJR(FcM9m>wm2@PIkKtcjNpIj6^_2Lxo0?c zOU?iW7SM+~ZrC3!Mos~?Ii*?Kk0kZqzkd&~sbe;;tpaX7!+>@#1xrmB+gd z{rw`O&PHd+=rOE_RVOt%xb?8*y=-4u-oAU+H)`iwxZ*QedCK(g?Z5c~F;S+Lu(H@T z=f;hzt+B4s9-``>`*J-|-&@Ipl(z>XKY4XsfWzJrBL1Qe{ zQ-H$R^3})9k0=%O&$^+bX5=vvyJQX96?Jc&rSzA@@P7Mk=ESb>`-kjsQqS~PjIt?o z%km|&!(u0StO%m^ZHnMrxq5ZU$*0BLQ_kW`KocN|L=w9fZUi$?PzG#xgG`UY6Mass zV|@9Q#1iiJ-Bz@H+qhivOd7B!Ju_?*2xHrLv0r1Sv7g@Xhbd3SbdK956x|1~+Mc}| zquFz@T)A-PqH&70O|_<0ar@9n#!sSSM501{1MbW^UaW51skTRXr~w_F!(2e;>N`{$ z`%2&icM0VhW4icAiEvn1B!hG{!ADQlDqFod;f^k$!)h>cQG6*+?6K7jTo{0b<{SE zk|k*=InuBmqO7AY1{BNde!FF_2Mm8KCik#0Y}ayUASNq2nD_>t2xi!gi|>n&0)4Q%#bQ*oQ{^#~nY zl5o4TKk{0KJw3SV4;E>CjsDT!GQ6g|fVYl}vU5)c8XawyzODN^u3mdNNpzMP4g_z! z@ASdh)y6e@6M`^8=@HZ;Sv=FgxyiC}w#pR;a#nupr~2&D?sBo?yJZ#e4?izIH}IKT zkp9{a8y|~>Y&XqE!PuGYrZ0?s0gGa8bM>?PB6rVTFhT_rrHN$*0Lyo{;qEy_Uea3s zEe>Uff0*;=m7lvGPyNNNiy#=mC&**yKQBZW0?{hB#oKVjK;W*kKat)lviMC=EMfum zAkZTNV%pVan;~flWc&JfmjB#RP?ho@!XEbC1KU}WPhD1DJgbApf&5n5L(lMpL~S>PGkF{6oqA(zeFKx(e^p?U0%H8I{H?innvyV0H#YzO2zwK7D%-9NcsD0$q%u=v zilj_ihA5Fp<}nqSr;M3ZhDdD6lqoaYJkKOV=2;Pv%u_;U{&j6V&+|U-_x}Iyc#or= z_sHJ&eP7qTuC>l}uJZ(vj`YRwvnjiT#n2@<-5`|pl8oW^eF-zxrqxD}aiC5C5O&4h zqCt~w(rww={@T@QR`ikA|B#L2p(0~?#s7clUT~0NzELVehYN#KD6I^ag(Wak!Tf!o zbwe849jvEcQ~ju3dOZN5e~SJ%Gw}GB=pf4kjWeK5{;Ph+p20-vXTHy({h?(lC6vh(3aAq0LY>5E&eNdgPXnEzq|JteE8FHW;6X1Fl?B zLV`F<{35Ilx>^Y#olrR+n}b^wiNZjM3h8Y1Pg$A&?~JtSnyH^UoGHc;9);ik9=R3F zXUhGDO~PG60jl`N4=%$aeZc^PNEphcZ~7vu9uMTrl~wfqK7NjqJqUuih$k@21F;e$ z?1axRIRYCKO&&XR0`^r5oD|GA_0oNo|5SYp()T@xSG-urMKvK_2#LALM$|MI(C}v=|F$-A&(nVKmbJiMjG1XAk zX}rI4_0x$-3t;1w_((>X(PqJL1B}I|4%)2VQuyjA$k?C_ctUJmQTWc3+nJ|+KJIlo zT-KZ3d5epS>B6=d4a4)}-zvZTz5%!W{&Z#dpMmoudI&9Dk0i7eR=J;&YMNldK6)=u3NImY`Wo0?U4(r% zbtyD7I!_S6M=|tYiRUvM7w_Z?ym+cZZ2bj|Eqc}s3vFm*qX!)w-KVhvyATN~9EQ%q z-vOUl5$)!^dN6wYA|Ek25&PnL51I=>ma0&HcXAZKgjE-T!WmFrw(>TKL9_J~~-GaT55yOJANc9W&!hT%RNGY$l0+ zZv+4--X0pG?J#+BIxPUM%k`bR<*vbolKx8Q$~~zPycLkf_VO=&+3&Kv1ur;e#-6EC z4gK|uDyO6hiXM<}3p*^+&_1#o+ujyD_w<42**y#reEL2it}*@gNv{+S?tOlXUnRA~ z#HByKq(8kxq2wVqhg!5ZS>T{j%B*RLx~+AdHCs^eW$gL7Z2joS1FoL+Eys`8Tzunj(}JOM4OJ6+R9aB8 zlJ)ZbH&J7Xl9eH;4q9-gyG{pK&M93)tpS)V-V_xQ-@dLrO69c$jbEm%YB^0!lc`O# zq@U?apPG@)90_2fn&djyk&@lWn&R6hbT*Z*LW29zW$Js!8^2#_Z0g~_yg!3)`qD6C zVWcsn66hD6^w?dSaB9=djQkMjMlx=lVEL1Ab(XT&Ynh4S@|eWpozL&T$ra*p4I}N0 z!5T4^ErLBo0_fnAa1ABdkeCePVLd}~sJHO!b#2DZzzIdwQoDOyN*vznRP4LXFcP(ve21;!;#?;=b3T2C7{rUePFp$B><+ zA$-k#v1>CE`rW>pwEA~$UVbV^*EIiDngrhjPZU#RB8xwbV+Csg+g!sgRwRjR(oc4Z zompq`36r}h{i`#VL=k8S6Y#jn5%>knC3oJRQI5+7CM)`{Cx+$wXX)T>@$or|{bjpG z#_Sa3IL{lgnY)Q;E}N=G|DJWaYZh!mcm_=wA+bdxIhLbY%{)b0XGYtNcv~r3CqH7- zjC$!@S}IR!E!%k**-u<)VoeDOCOLFQr1u+lnA(t`B^#v@xsZn;FnB;Rs_qL8>XGMG zh`a!^Z#EysycHiYlY?w@JZg2itQWYX0LqzQ#SZ`6_3pscjP$EhAc#mGt&k^B*Cm~1 zo@6Ag9RbT!KR7IWX>?)bN~{&$uwGZ!s*aALpdk&mfPC3u2D)I{Dvc*I`PO+iNkms2 zju<|wVm0Y4Q_Tx}nO$r_ieq`wl;ElQsH->E!Lsp~fl9tY7)r;@!`a?Ux=DE>+Hr5e z#jT5C0gFGYjy8-~u#ke;%=+Bm_U52KY5gz~O@Xc&8oR>6(6yq1LL3-fO@T^*RQ(1f zy9cPbX&^%IGcF?v`mcydB$s&>Ba(j5<5}^8rKZi@yz?tpg#@omZN+IdQ5ngzUC{79 z7si`sk?egUTbV=1FK6E2$m0IoC!2CrVP6~YK{{4+B!}v(N_9Jk=S*PjaYmny3UcVN z5xFA{gNNBVT;|PaDtvz%U#0uFw}f#`eEP?YJu*`i=&*G#3+A9CLO!qI@4m zFk6=td>kg*gSRE6xBdoe^F?pF67!PhI$BM}*79ty39&hJn1s-@{intS-^2x0;vs^_ zr?E1A8XQ)Z(n}Fz+kK2UBuv_8s{=h~KHafv$C%7Jf7H{%BbQDnkKA{cc~0L;XB?7dzx=uLR#|?!4g0+c1^DU+ z(w`)U4z!=j(8A}Z|0Yd4_DPgGbDBFPRjp?AhKH$oxK`ZT?9d|_2SqOYc}PnuofPn` zt_DvBTqFCp!cA42a!k`I#Dtw!nTqqaj`U})=?a!?^6xvV@J*#(K_T-><*dTuFCL$7gXHhybbz~@`s{TkH*UkDF@!EB(FA?>gT!(U&wqo>5f zDSwx#Lp8be#NmB;=?2e}?I1)XG;P);DCvIsAwn^I6E2&_UL`9?u|N5L?31ulK_cnH z+^9{6N#bsmJFTEbEF5UBW+oL}M1Iyudc9Z@Ov>pM)>reYbHn1MQig#rxZj{n@tE zqN3>e-Y@|Xm_3(=ys=?6W=bX_F{woqy|>(h;4SW?j@}G8uHAa@>uM`H(jfH>d^jtn-ZK*WzIVPsaU}F6{sEeMzdT zyUVn}(Mv)9amm-W_pnW!k6~wL8_Z?uD7?FsZ%)^Ac(*~3=ii@qLxB*YZr_TFX@={} zPpvdA$$6wG^`nXMZELufl76V7QkrxLFD3rH!p?pT8WnT=lqwQvJS5Uv@1f}7M~_2S z1V41Af3h&cpZDd?l37nbjPF;CIg!@-ov;c0y%%0Sq>+b@fCxt9`SzGG)-3EjYz+f!)5#HnXao5=<8CVr(ny2;2|7+)!q_qrpJd<3=O*QlqKguSfpZ22B zcpqM5E}9{&@!sC{KcDnXCzlchx7#F#lshkVSfrZWh`1h~-5*NLUIl5%pCh@e{R@6} z!1dQcDFhU;1}0C{WDyjEt5Ph)`EdCOSu#t~lp}NVQD-17zP*c8gdFN`Y@?3c4PjQ8 z*B{8Nm3UIQ92?(zW4$CEmE@Sa2R-T1_d$!mSHJ-U-40dYE0Jf={qQcJ^T7_*Gk)?? z1ikI($I*iTO5A@+O=g{X%eo}TDh<7jM9->m_3+P=#p%#SLq9vOY|v-byS1qb1p=?z zQ$(fydD8}+zAqf^fuQzQQHec6dROx8AoTk?zlw3~L{rwVVc+1rvB{>kJm&1lsjcnZ zT{PTDBXj&ofg~xp@IFDx);|8AhDGJUnuPU^@jCpHh~aUK#@U>{}R~Pw9W8kC`dE_Bamh|VkF`sG^%g`lwkQ^!yQ2#$kUqGsH4%wgBrTr%h z#pb*_d?_UrYnplCf;yXQ4T^1vv8n>UUET>&H}P*fqEiWeaGLtOX#ZY6c6i_GUZF-j zjkbPDiOI)b7&M+5{?9yY^tMP+T8f~de*M4Cu0X{i!nK0V@)1G+d%rEI zq(Uc;Cymc>e0hyMr8Zt5rzKeujeMrGs2rR{1Xq?=lbKjC>+MFUw23+xP=G1)F_Qiv5a`@R&43HbG{{-rqUN95@6FEZV`yJGE{PEZL(y&R4FSv^_C|D zn^0~Li*h0S7%I>$PM^+(KYq{%p@|@o<{XMskPdp78s*=*3!yhTFRtW1a}umk_Quf;_aH@qx zAlEAYE&e*Al|b>lUf5CyzJ%EK`(~?s;fFw5+ObPwY+l2XZ5O36LSO} zG8NUOr#9(AiPJ%5StifAhS8E+Ro*}sRP+*uYXS|a#m37m<2@Byc|tG&ep2hGyQoJ? zTVG!a;)s^m&UJ&M6{95J3EjwhY6>X>0vX#xix)16!;z}9I|SH$d5)_VUll@xmSGme~C>S2N}U#L#e3r z*x5h2@6_1o74IHLBe@nhU|QQnoeU@~F-TUg4a0Na@iWRqWNo zZ1&Fb2hijGFWyama<0c)JZWJ3O2#siX7? z6M|(rQnL;1Ot#+jc%?{bT1;$oBz$%rxNS2O(lQmF00rHhu+(wL4Z5@O0(t-MXE+_3 z+eIv=<>Lc{%how6DtZct;ZX+N%&k6)KlDPsaht5-o+c;v_ORlj8i9$&a@3-!d=1nds5ik^C z-dKj=q=mJY6)VJDot^q1&5|%SIXl~3Y(2FIIEE6KH}XH;`Wf!@T-5U@Z8y@R12G$} zHZzF8bYuMU(HdOp6i_T)raEshH;@Q9f`M~QxZ7A@s%9X?lm@^OSK0+WcmzJ;h>gxD z*MGeaBXNr7@-DgshIP?X)xq92L-0Ag$4_ugfE!pl%nG>3i6qSp!d$O$KVVo`Fj_qM zmQ7e#3yowhja+n5MT751E)&EJ*W-9}hbk&Sgc7x8bD_QLHVSK0rzqpXJfsHJ_BL|7L<(GLcq*Oh zs-wb)arC2laNWaAG#dBOk2WLEsOLBFiCrRB!4NV}2yBgCmpj9}=LATzNmP1c=vIAl zp`y{c5z0YZf1@uv=i#bPiLptJ&iK~isR{Kl7cslU9|kRnO(chk;_iyw9EVp*9~U-7 z9yh!zlTvBWcybk#?ixtDChQi+lEnf;O!1TASZu7424Q7IY%nH40_XY{q&X-_-gxbb;H@5DJzD zoOwlfxO$uaN-3WXh)JrcTK#hd-{OPg9N;!erKQlHipj+1n_jmJPw_&Ml6$}XDtlP@ z^|2_P8?RroTGgmtR*>frJN;&Zd{?v(930ZZ<^P=QbUly0uftfDv1zdSFv+1>yyK7S zuh^)hM3}u&bBWwXLb6Fkt%;Y`!7U=@FW zL?J*#Fz^k6{&n`S(bn%|L@}3(`Srxh_socd8)gJarFs-hA914RN-x}xd&xE9bP|J^ zKxk<~sU{z6CqXy2!$?sM6mfbko*~_ud&44+7W}-mAZSi@0t-J6rm#+?)qF6rhw+;( zm_h|6Qd~Of{G5FB-P1ysXUyj(0Tr73Svz|9RlkJ4)Pu5|XSQ8IvhoakzBKi))i_&Ejp5SRpD+jr9Mq_Z`tF!-;kO+I z_hLk_u@(TZNbIxOeHbac-Pv#%Jf(&B^vHrDQAavz{p*+&Sgu7S>38tA&+Ot_fBw~3DgE_0oGR2#&?<}HW7>5!42_X49e(o$*B`U)KqsGlM{>)%&@3H z-6b;mDfj5e^j96W9TeMc!K2qk=ChfSY97zbfN@d{RrE!@P=lqO9Vn)K!<+v|2Auu@ zOdSKfyIi5bAZBu7t9@H^>_vSRtk+$QdxotbH+wdpv;?L{Eu=({wTgn%c(;=o#Oybk+7#eKefp*2cHtc z-N{PUy#uL|7g{hA-|@Qig!aNs^^354Ys4ZL`cp1Ot2(j zX;XwO-+qk3rVsW&4ziQy(eb^Z|EE;9o0fZTm?A8ozIV3>wk{3=5RSRG>4U*geb)R3 zeFa|#$~N>2I2!QIw5PW*}vZ$n?a9WgLa z($zYu0cGK`x68y6uMI#)TLF6`GMml{^)`MO-!au3vJ)5?L(Mea>YjT+=EEL1_ zs%=oQ+sx*Xu z$tC}PAld|DcBKzjhnk9h`Jd!YH=hQ{Stt&zr73Tx#llt|S+AVdHH4}$-p*BLVbo4h zy+{Ib*-K`;nO(H5jk+U)x=>niEtJ%2t4Fo|q)&W{6`nyTHf}ZvHZlY!m+#wEUG@yg zMMbJe!z8_U5+9c_0i#6L*)6S4W$A@v+oNfM9+Aju(j(EzLO6#<>Sy?A6doje6PyNX6e zMiqH(DMXq;{Xuj*xgN;zagyzM)IstOA{}2=9%rj%%np5<-X2Y@sjggtKyt|VWr|&@ zqVxZh*b_z#kLJ;HaQt+*7iKyhjo1c0_dGfY>B@7$CaI%PIKefPqP2+!-*5Bpb3?K+ z%%otcT^0vg$?~A7Z0$%5DO}0q{(e(=q6XDk=t^mkCco zjjHP+i9q8+6Omm51L-3T!6})Ut-n`~(p*h~0q`5(%sAO|FLiD^_|2Pf7&gsyGKJ`1 z?B6_-33bE*(2Z|6A#)}dg4 zRwDmfe+m&KSG+LQE!pL;w%;8d#5*|1CV(ELWM-DZzCZ)A_IHF<J+uv=tjC`_)`LQELLVD0cHGif2<8O5KpUf~gai*+LtZL%>-%x*yJY3>Wp>eQD73 zXeU$FczpKF$!=a|t8edjA(3vN(64>E;~WDs$5mGM#{mdHiH$X=f*66yIufrRSzcdn zIyX_h4H1B_&mr=dOf5s~#hJ91p^bzve>e}nN0vZd0DrjeSdM-k z`6h)~@-rWal*ti_(_7qo@}3mdvlm0B%)q8kj4?k|c?T}j)kZt$f@ZP8T0#eBb)7VZ}eu$FztgQL# znMr1J%PR0I79;z7HWA572~?s3)l_M@T+5IBH+321#W zGhM&4GQ8=SX%UIK-BB%xh}5~(P_ZEe;?v9zW%cjBLmC(M+ndXvNOo*_V^3cwNvcZc zvQf0G1e|J+-6p{i6S~3+Aq+S2fpN6SO?BGTlPtZk<8K6JO*3LrA><~uyp4aSap_yM zKNg-bN#3Y812wOFn!>DC0-(d)I}OqcQRn)_OfWdM@Qng;4DRY)VH8uR4ic$ec~noj zxiKc(1J2HxON)!)q@)3z7cY=*t-Z&{UUBl9a%e8scG@Ef`W*K}2Z5af&EVh=EkfhY zCNRWL>2d9UV6fZ7wx6j-$?JBCRJZ2i<0LAeHGiY;_N&v8xAvE?{p{p5>4efdsKU?c zU|#$!>{VLKyNik2Ci^iA2M8PD2N&>x3gO5hOpmXDXh}v;P|$1q0g}VN4^jM0=1a6G-+e2_-T`9R4)6dvTmV&zI+Js*arg~DrwO}7 zJ7g+uD@R(_NQNcrevp^RDcS8;QJVpnbA#UlRxy+002vrUf58xeF6fNdPbd{IMc%e0 zL|B-EAymvzYaWBF!!Ravi`20gf1O(g~K4o-LQeQ5G}`*FV;gF_Tzo1q`q*T+v-yhnNlpp$wN znH4}an3$$sFbRan4sed?YHyDLGYz&gS63$=z!_KP3HjX zu>44QoWb8)U{4PMwes3;6_R!A?Bu#2l0y<%hpB&LS!p;&$@*vxv6RdOn~%_(Q#AR` zZ(;Cb-? zxvzkI3k4{b{90HTv02zv5OIWx?;U7*sa1fq1tOs?+1&J{@*kX221$3AnT|!6Eh8i2 z+DG2<=&AG)85m5L`i^gM04*sb1QKsgejEkwwGXGu@2?fYu{?zoboQ`$&wxa98x+_9 zLKiV~WuM8hS+U=Jb;`*)ATRb+2qf}MoU~2nbxLg+mWRq#^0#|pc(K+)#aXBh@^fvC zApQ#Qd?lOL$cohS7c~iOZstU|C;Fj-xWV$xri9!0b7t<*NS$JI{SCnvm2GVc;)m7M z)T{=bmM0JqMp0coh2K*D5$-nNvxpQy=ecOI^uwlTX?#jp+2MU;t7Lgix7Hp%DNm)_ zSs&!Z8<`{QVyMprUoS$$7~)i|9g^AXcXx@k?HlMQ*1Wi!!u4Zs3gB}?1y*KKy2>F46-PhEKpFT# zI~<%JKZ+wAD3{-QE(xGxl4vg}Ikvn`K&p{k+02+TNXjnF*V0ab9lJbWo-<>$dPugb zV(?27574#Kyie-dp1Bzyx@Rl$NLomv!Zdl(PF}F4_<@Dx%sBv$aydg=E^C|))JW=4AIRKrI`e4M?vznkhg6~gl=r0ur_!^2Iga<0|9!Qz^zP{}Wj$NCwLHAfg48-s^lk5?8rdAYY~^b(n3-dxB`4V`E=jN zC`x~6e69AV= zJZoUJ0t`9?^Ci&m!%j>k!)OLIcu65QCn)1Yqqlm(Tz*y_U{RH4MV<|&z|YQn@K(S! z9l)OiP~1VJIHV~Ag0p}}DItMHWQo&gSqjqiNNjGlc#14FcZeZ^<;^EqOrV*zbT`Tz7U zUw=?f))`&p%ygnY5iB_~@#j`l#3bsTl|K!ah>q4_;nz)qiGvq3es%giTiuq{@%SvaCQL~20S>37{EDzgoCv6FRVlF#SBTayybuW z%1b33CPt-0xoQ?4_Z67g-si?(sPyt!WiDiiGTH2PlnTp61W|d^rVIH@|4NnNHvu}kS=j-i>JiQ)P2qK`H6pG;e8T%dg2dH!=H9J1h6Z) zpQ;#)st%0n{=~&14snDaEwHt@4kxL1(lBUBA-L2UphpVqAUYvXTtV(Pk>I44R8Rs4 znib4D#^316LT*Yu8kW*>V;b2yUdS8e26Y7})FZ{s_w7a6iYM$B+ir4$mx2_CFN$Q} zBV&5|B>JSlZlPq;njbohv29h}d8v~!X$GnCfGw>$ggen1Ejm9wdpqdGla|YDQ)ya z0+TDCNTth1N6G^kHF6OEO8Ijn7kzFZ0X%(BqYgcM`LX8xu!cH~uB{*-r&~m=uB;p^ z1o1p+7>xtRFYLw~(}fkeG7l@V&ygd_JlPphqr@r;YoWEQDKsSIG4`@{;+FWodo2(> z+g*&EK1^D~a&^Si&vL59d>3p@X5eM6GQqz>`@)JF_wyP< zPiv^O8PXZ7;Zn2-n&Gv2Aj6L=xq_N!Y)T066cPt-`>^eemhDb}y)Hxu%a?&HKGKDW z@rCL8iM2$RH6{`Y9rovifHEd27DK9?3?$g5cDr4egE?wsOebQaU+*-kZ;gjvoEtD^ zremPaU|sk%J4jiac6{jFYx0hk!mn2Es&*K>(iGPD$-_RJeS|wY>vOdwHJvx2yyfYK z7SA0NpM0!#`Kswd0|RxTMb_DSA2xUvFS4* ziWme*^e@?uEK1H*C~P=aM1nP(+h`pFJ3ISYqEe zecp|EpJc8Wem#^Z;>kiOkk3eYnMr5DmDDB4Nyx|_oFBJx+#<2JS%rUVTOhp^4OUKKR*A4kx5?L zmF<@=Uzxe;pblE~;qgW!NnPuA=Sd{W!;l^pddpr6qkd^QcyTaYy;Ce;GaZ6r3iZ`9 zWv^n&zJWKSuUH=>wQ7|gv3&4?k( z1TnT`^VUxi4re8?PgdlCun-SqtCV~T|72I+z}lo@tGB34Sn7STuRW&z)=O?SKu6E} z;bo1K)hou_q&VD3+bbiV7taN{1i(4=*Rgf{nV?L8Th7_PS;nnqn)BtS`7TmBC+w_0 zMxs2Nm`L#F`#tE*W2dD(GPJlk2i7?zs$pGuhk>nN1?{f$cHEx|oHy-30h4ZWrKkKi zci-q5IN{N7Ga#WfB%;K6@nV5Vxz%FbIlplbxb?w0!+@kd3}F(roMdBwwDgBt%TXW- zl(IHM4oTv!>0KI|`!lAZE2}ljO_Zs9{#_H`|b(#>B2M}y-0<=DIwY2h^0bdwp9wVFP^Pr#U=UvkNqo8v!o+3L}w zGQg>^-5*jAo#x$zf#uy}@eM7c0P7KXJj-`WBkYk0wlU|15-?r+v1E@D;wAE5mEwM4_%t9KFAjg>Bv;;b&_q0D=uc*g%t7TWhL7(oj8tmeQ z6#_FcbY>3OA@vS`g*Yeq0-;%EbE#u%DqqU1TlHMC!fKrt5C^)0UIm!rYR36Hk^>d^ z#;=rF;fJ*0W(@!$O&F7myAej+n6HupEbX53=d=^S>a>39{ftz_sCvU1G&b6=?@yUN zHBNE{&qp@pkX4`Dt^1{$i#-A@uG~df^qjt^4w4kJ?zAP_@!E^q*AZ}ox_CuS2$TUb z?uZ6sG?WQOLm%A1w9u{*C(V$>x*R7uxU{HQg`*d<0$ntS*^(#WvE;%znKUe;VEdNG z|+qIH9m47yd7`A!@Q@F`HC9HCA| zw4rrBtt=`UyP@ZKYYdr#ttM5`h!k=mt>@GIKnBztR@imRd#fyDM8PP>*d#Q_R9GI^ zsA5adQiQsko&WTSfH;D0B2))=6fSrvGS+-_*BjiDu< z-w2H*E%82=cq}u{G%XHw9^HxKhPy1#-wJjkyjfl;?LKo{al};T<2d<%&c}sfQ#K}V zG&pX~xtx2D-N2-QFL80v6770)&&;l>b0*e3J=JY+niQfPYBOu6?yXz1FtofJ#w*=1 zqX&&9I_^fL?aO^a1S&Mn*@BC~s-7ir9Q>O)dCTWty;0nCOCi@<3prF0a@N<5E*rzN z+P*HcmQguQ%^+NVaZ&}4(~`OJlw|o=1^sn<5fT>pFkiW>Gt>1OnSR^O&KU;jLe>`EnT}%8L@sz6qEzgo$)E}c3I#u-c z;gu{=W$`LA83|q2+ZLvlmrwIZcTDVDzuetTLKTct<98tchWx}Xf~z4De(ucb$yaT| zGaDyCKHObqBNY4?wg8h+e7^sY%WpQN5S`AXyR01fF3{EiMQaVX0iY@)i+<>i9i=X+lZ(jfIzAjNK}`Ulq;{n z3+nnwC9Z3&UAV2ZLzoZj8_8GT*P}}zdx7<{GPrXy$7Xt4!~y&E4)#vm5|%x57uToW zQC-%SFq!t9TUt$3+LnqV*eYY_ma>JVPgKFwI35}JrKGS$FT}<4e}I@i;j1RtNI2G;&5oY3i zKUh^-vn6N#VeR414DV2(I3sX>6KheqJ7W$L@|<{(8I*LlNEbN-TcqZ#KJWWAN7{e|?z+Qc0fJhV@fhS6lw%(7+bDGTt0 zwJ2FP!%$s)B5PJU?=j%GAdRfZz%(oB2%!BSmyVn=-QC@hAtJI$M3@Y+(lW6t+k>&V zS$tsMhqO4kM}M`B+wTB}3np;hVqJ>+x1l@ep%xXY$X6&!eG_Xes8_hz3y_3l2IjR7 zMm0n}EUc*5;O%4-OWSqgv3RkO3z#~cPpMmklum*crcFdg4UCLle)*o3lvI~hbn_Jj zu!+IP0m@JcFlEzTV5)*XJ|gK|rxqUexxAQW=G5@pPTSoL{Mx7_CN&6v5U10bHCL5smTrJAnHP3X%sys{~= z`;+eR{b742RIz&P=blc*wp+(Z*={=*9ijSFTahJsxh1u|Sd-EuAlOH$<@HT+ z+7rls7jE#BwIeuKBDblTg^y6-N=IH*MOFks7qw^>Y_g~Tum8*FSJS+59}rWVmMdJUA!C8^a_Oaq`Lgg z_q{$Xq>>gH+r6753m_77kV$X^C)W#zGsbReGRPdLiyQW9g1#cBQ@B6jKE>Yg-cPbu zW@XdcC30R$cS$(hhvzNYt#a--oMaa3XFC2PG(MXTHi5h}`S~mCtxL56*l80oe`B-- zL7I}vdIKpNLW^an?kiNQept}&@PqBU_S(b}dCINTE0@Q>^4&!;l|);hy_kK16c@M0 zbAu)2+e5d0$`k*TNcoXH^_wn}I8nikwF*P6Z$D&i-poZ8#$tj?#%vmCULk$6C+{!DQU~IrBxhZ?IKv{@9n0K zUOaZNdSJY+rN!2G_Q}}n^t6?+X<`|Sd9MMF>6rBfvOYj=-8V-E%AFkQ@m6W7IpRoM z%^8}q$4H@LsRQqM_grrhJn4C}uQyrQ3a>xZ5qr3q{%UQlsK)@fqqzpQ_s=K!M~!h) zz3@`DuD-qRUG=i{&WE`Mc zd+2*nEf<1>b{@q`9T2gHklqbP3LZcn(7Hjhd8kwZ1Y!xs@R3ieJ@|cseQ;#q*gD+) zJ1}RR0Bz!!r8Ag!w9tmr5?IEfEfXTd6G*19##K!J_!~}3c)eoovSu&!nInczUUphu z`R!2sG)9p+OD$gaU0C@~ClX4oMum~^r-8QjHq6s_oO3_@qHv^%LW3|WLPDCVP9}E0 zt|pkaBp6JpIQevpjB#LeC=&78Lzi>g_QFl#I1Uog4^#15FpRFeyVfk2c87oDO~~+k zcToC(^Sa3np9x-e3y1+O#S2iK3^6lPhhH?Ruk{;7&JmpTYjpxEM29fqV! z@hepQMUO+17sOMr5A$wGYeA%N;Td&oSbp9&q6BDaS;ucv(W#KTSZ+4n->K#K(0WfW zFl1P`v>)U6ady&$&v)nDZzrOs*9iyeYz>v)=^v8UOEGc@N+(bo60)}Cl0j=L=X3PY zlaq$X2odF_Lkq(J#!WN8I+2DC~Z zHXcWQB{`4TH;kdlibA7aKda2K`xUO&TiR&;8qb>zdsbOx^{Mb>9#HH^D6cm9nz5M5 zY6D03LIkf|*Kq+>|If#pC9kCZ84w~$qt}f8&iyIDz~WIayjz%u(SJ6iC~Qb3m<6pt z5dham?U2KC&y|H5S&9ND`)+NEz}!{jqwd?}0t6nXpVy{emCZSh2_R$a3kACyz(WMF zGLeA|XbX#U_Mz4*P^oRdwvuA#3jU*!PWu|-IR{W$t6ODaP#O7=TX?#sImO)ksjs{5 zjl-Q*G!yMo0zJTNdafHJ)AQ`pg0Ye6DfXlXdR_k4+5A6~HA^xOZU_iEs(t&}-gqb_wkc=dfCoCp^vdz1O>aARM*8Gm(3pE=E1LD zsVq0ZwzUItKf?wM6n_Z_Hc~IK4}&(IB8uTiSXg~@FGlCjRBcXlzGiaLHyF%8vy7bm zN{vb7;14*-*G|410!$WefvLsr0pUrgDt*6XU$|?dM4e@k&M8pEuT*vGa!Yu6hRoKj z?)`2b8cWZ=ERD_1$IJ0ZEk~8qQMZW}{zG}ncYm-;hpAT|4LV9Ng$C=3G{Yl)$sbvd z!@W*x4mXFe5b`t>J?_hT*!2hN;J2F#sBhWEuLkhbOeFL&JSa_DxqCEXkzO^V+XdF; zeP$J!2mrIAWCeoPei&>0n_v^XvnsB!yP~hp0HX!&P8Mb0mToD&A;;4uUj$l0zkxvI zOi_EteE8o04=Nd%`p;7-acQsMhSo;yv>Mi2aXK5^ERvpn)NPX=gGs*`ZukT=3)}h& zKpQ#_=!bx)Sj#=>{4-Aj!*YgGhIiUP;#Oxj+uW3XEbu2W?^zU1h<=nD!^xKB#fL#h zaCLJlY1n1{w2S|nNjSZwP`@8I)Yg^zPV-@VAZxd-BHguX* z`aTR!^}lK7tJ8zBz~dv2msgbMxjaGH1$?M>p1uhIWN{T8`+vgtrj?eM4c z@i6b(8CV9?gs9~P=6KtmGmW0X%?Hedzl96~$=U{;Xf)U>IYP%Y@>thAPeShvV1CmR z%CD~iF#|vyWKMS0mlm1>D0PC#iPxoE7?ENqU;hj#cf(k$)8a&}h2&fF$tOUb4O=|= z>v{A$AS*~rhAYAFCTg+!_TL=BpPT2gdZj>p$sv8Ca`o{Zkto_te!-QsbH`gwr;A_W ztQIYaUqMmChE z=5O*m>isH-zcG}nUz%qu1lAVzj5pjm*fa6p*Vg=VD9hnVB9!6qmSA}b`nSehwr(O= z6^nc@xV=&&%V8>qZ}dqj<~WAVmYnE0Lr(l%AY;w*Prvb5`j~<}F-|i6Wu}Fk<$oBT-S9Nb+r> zp8E>tpiCrmT9dS4K&az1oMQ~>=T`w2xH>X2l3Y;0`+WtvR{^CkT@T=ri)`U`>#ohd zzU^p8ST31GNl2Z`p}jTAl>E?NGoWbTsp3sQAM4)u zoaAs;t0@bX=hrU2O2Z`Xjt?c60Ka8xku}Lg!%DcePa+Wf^?(a=sa6_0*6duO*Y9i5$92^yR5xXRkuI}X zlzjC_>7)`)yi=gCCDIg;W~mJW4!cJIktGt$%uiD z^wbf%8tr)RS9jf1d>){cN6As$*d=8aKE($r0Asvr>uwt&mfT(Dc<(T%1i&P`4i%6C z0s;b(hM{h=Hl9@(qY>b-OyBY%JMotD!86b=dQ;sMCj)*)omsNXZ>mAHwB4%>943Z| zl%Hp5r%TY@QZujwg7uPKqSI{kVAaeKnzz;!K`n(+!o?dr>`{+{X;O>s)U5til(+z# zXz4GvOLKvo_sjCTO@9aj3l+g45Nud*s@0b(i*Ch4$YX&h(#U#l71Ftn9bFJd-z zH5jM!J3=d%`Yy)P=;gvo1@wPTrE{jF^*p3Dx{({C<-||+gTDHq#*=d{u$)!3nf^!L zzkp^8=w0MQyCkNeYZjSQS&b;(8BrXyg)7I+KjD4ugM6%@{c(yWTPzjVTJ3d`I;=+q z1yElq{u9=vV95dRe%kW`v1T+!XiaCmt$;Fz|q*%JM z$&Wp}qzA>vP`xtjbI$rdGljxhjUI%HS6z+hmB_mfRl;o%MtYq%7=r=7vf2KUuKs@N zoWM6^U{Ee+Yirv%f7_sK$y0cPeo_VWJ0WtEGNg~{Kqw0woa=!X^U8w{dr7D#8xN#G zFW@El3Gc4TcpCZG!^lO9?-!@28hKDYLg`v>g-ZnxQRpfLGwuj)Dnz%=2Qea97&sBBL)XE@ zQ`yYStaCo68Qb6w&AW-F=A#=Q4^sjJAb3|@+nUB};5S#0gR@J;h<4QnWsxJx;ds3P zt$5)p72R{;d(<6n7~Tw$NMbqx%hyO_^rkIHOSiWT-VXrnl7=VFJd}*vROiZq9mq1j zI|rcq1r-zO8HEM|SUR1vaHL-W|0E=F86VI1eFeG^rVigmmU^`Ousn~yUx&B_9}<(3 zBTs+@oWVbh;W2kR>MPsK^d=1>lvkTRTE#Ds0rk57zJY;l9mL4Bmm`ZXAO9X7u@uxC zrZ2*5{HV&(K6a_;MRcIKQ3f=sZl>*iBasBKXj%`9>IN~Wt5>^|o2))c@NW9UJ?GXI zy#Un`xt%WqCFLq6oRozV_?ukvh1R*DljY(U86eprnP_(fmQHPy|&n^xTX9S?7O(yD#Iz5^6uVVcX6P};LKsK zXjI7J*It<*KmIVQL{0%ca@aC-r`XbBU)_^{6d5-QrKUC_2mp?W2E@=@9@s8_=IVhd z%LGvEg(it&Nmd`E8D!SR;6F$q?Cf|#*|O9`#>o}b z%SVmhZlD@}(uMDKpbHw6wW(FLzKg^MC2MK@UeVU1|2!@29NE*&#?R!3Ck!d%f!^E!*FPc}TYIj#Di+_e<>#U+@j>T2 z5jh-+r^cF5uX)vZPO>?Ud$rL? zz(l60F=AkZ7iExEygrmu?%;iuJUu#pFv|6XDu6YJtlQQG`NlAi_v~*O3xg?StvK{|Wz4cBi zGxq&6^2a^Y`vg9+Qw{Gt@$g0;-~Aw$O|s&`SN5W3is0V^reoqIZ(fiCk^*rk+lCfs zDa%V>G_yZ1AO1-=zvUu~eH1t}gHA79V#k-+;eN@Rnr;jeaj#{(Wf{{L85s0|l1Lr7 z077*Ld6f_T%@0iu)Tz zI%ZP#zzU5U9p9*+I*Fy=Co`$3sUc975oZYYwzm!cacfWqU_GC(nV^COR$zLWcw~u! zcA@q2=Oi>M0Yi+&%i(X{kZOWLcY>h_i-15$l}iSUs<#>)$c8NP2<;u|SN9q^!%T}M zpYJD`{25+L<8ZrTy?+kPT6Ij#ea;d?d!-y)F>PA1R4yR3&hNva>?9aLRlbi55i2i0 zJdhL{$z`<7QxF?qxtI21YtPwi<(uI=i5?7bp-1k!OF79uS2~q(q@lNRuVyj!d-}Py zGnzsEA*O3Iw!Pu?61R`a-#|AEKd!QX(0-Wyl9TtK%0oZ6&AVl+L;j9n{G9W038J|Q zP{nqtM*v2FnmD~f{1;1qK0|Z&PLMiAq%VVC&;+tVgGk*qWVbNZ65KyvIlx}#vb}YL z)=yW0`O>Ak6+rY55S#-upiZPm2DBDRwE{f;7U1v5vl6Blo*ro_gCofr4%IVir!lQg zHy+*&=z7@2SXDvZDWprCY|E0bWqkejWZg>RC9JHxDb|%Nwb1$T<**~*CQy(1(0mP)ecm7QdV>=pj!8$I{){JyXM z_1w?vesx!_&*wePd7Q`LULK^uqn?$u}HoiI@9cNEzEwOPR)cSj)Ba5H+a=00D_heSP#1IxVnxD47DZ8yyP@%XNm#9 z3+kJ=2*tsWcp;3Bv*}gcg|ugm(}D}~9+J8@wouk47X*2V!>cEurv=MCHVm zfu-gSx$kuuP|DmGuUdW9%S=fy;B&rM<6K4{x%}6t^h&kO^Tj43`JbQ9bSZCNiijd9 zJ0$SKN_*v%-73ffo0f2dxZCu67L4ZPc~IPb>I2yl`t%x zC3VU}dT~e}bYsJGl7$JxRT(v9HWB=hcCR@onKo`UP^Jc=ATtZGLu;RT3JvQ|Y2{Qb z(&9NC+=*o3pncG26Eq(bc7v*4W>#1vj97{o*FKQ^jlkS$(4xm+wSb9_W$A*fw6lX>oj#~d2VQ%mkdv&<<#tT z8RO5gK*c%9DBsnN(PUFUZ7AP)aNRFTpv#ac^>T*0{;SK!^1gZ}X=@kWUc|8}gHla` zxtQP&cABJyr(xm2nI9glniPAT7PH>~;}d z2~ED85mTy;x&akqWKF%b)wQ!&e1k zDyb2AZdwTb8VgWElG^K%Ow7#YfXD*i!{g_y{(*rXxCbsV{p7J8yA5@gNu(FKFxnt) zm#6rK_l|x4BOe99<<8)20=x+~e{fVjx=aQ;)MURjGknv=%)27Y~MZxdN+Fy}H}7jV z!j*zACclM3lase)GOe=Psxr60x@)+qRH~Ebb!YzI%EV@KR|Iy>PZWq$2t81`PoMP( z>+p9v3*eU%tQYx?XT_#!CZOupWU&GKaU zqu$W4I6n2mT4aVnMJ3cs^^c8NFR{1T1YhW-$tU@wX>i;A=~TKLl1obyEnHFMQk~om zAeG^#qvRj6BtE*a9qK<24J_A}Uuc+H)^DiaFCnX5-9JJegAG5DP6yoQ*kQIuY_K+KS2k*x7aco zSSiFI;5I?zBp{@K1|R_P53$N6At7B*AK)K-rGmsq(8wr1MC=aoHu?)c>k*(kdL%8z zE(!^mv#1`z!;G)I=W-u7Uu#guPt8`8hpisVF2&idL-5{G89=;owIG$d*o847Z4^H}mvM3$DEXHW`YJ4?iw!moVXYjl6H;+cQU zCDgUaeDU=3Jk-_Q%}wB?ZAZ=z;aqO%7!{H-=z@l7Sz$|7UR5UQ6hd(8T}H6(A`}BC z7u2eL_3~v$N~Lqww{M!r8JEF*O~Mc#EsNKycB2w>DwGVOqn%O4!xQ}H#g8s;aT-ZU zIk@o+W^&wIj~mUbx$TGf?7v9o3~l8OnyPn~#nLF3t+hl@i7Gmo76z4__XI_WxpG|BN3H=slbeVo{PlOuma7m$^KK~%Xf z7hRss)j1sM+&~QzB6$ef(NriJdx93?%n{E&HB2xz`2Icbz@s`^RCC+qz57F-*FxQC znjvCP|0kOwYk{LKO556Hj8cnD-O*Lo_3^#(4D<4&7roCmYP*@2{EoS&s!GWgHuw_O z5i!1hT3Yg<-aV*@Ir1&d-gDu_+n4rRee=@w zm+82Vfimr-s8?M1rLnU@*v549aBKfCv(nhd8ILJMbc`Lx((3rL8FJZ@hfcl_!8oDE zOc@pI4u#7LwuzO$P$jGCt^u~G`NQM=$M%Q?#w!^V^Z*=M3oM5WmbQ1^y}}&Fjv{E7 zc%8DTgoT|%cB8^^(FR!U#Rs1K7#Xoeiqd)RTUnrGEWSk!8{||W!k8%bC`Pb5x76{S z0P#^cj1a-tEq+VAH$9mwd2&Bko~|v$AE2d{U{w%yfNh zbm`!-xu_HoJG)SMbDr*HU=W3~W!-d{<)@h47_xevL5)i_S{o;=`FD_|l>>?Le9$t9 z=`vF?h2kC3{si^Rj#+-BU!QvWbs`XsoSmh!f%p~)p0tCR{II+P3vmAH(6Zt9@YTXR zth;ns7m|znBIp+d?3b~@*(B&L4 zVg;Q7IOdt>%%A=eJ#yp5sSZeDqJdVK>C=Uxvuqb=N!MSgM`U!5gfn*M`hT?f*PRzS zHV!$aR*vIzXfmwL=Ep9u(v)1AP^#aVb-;M7uNJNIJGtsM={Uz_6lGHJ&;2lyG;&R$ zuwp^4ZjE03Zs_*4$@}Ow4`#YHt=N%2585e_gzPaVA{@ll&OAM-*WZ`u8v`$I@% zTLXpi1RyBT1;y_i03uUeV?km37DTdLC_{q#oTHg9hO(Q{$ECfrY!{122$4P?NSh;a z>GRt(a3nu~&|Tty(zC28WjViavyoW&sA!&YwG#5Ay*rOJYr9d4qgmw2sLDuiba~l! zq65Ox)L6X-%6FWVF8gUrKJ~vNimBe5po3V4+#tYg*|y(t%}*)po6(b5sduaD>Br^1 zw$jcuT3QRIG9M@EsT?ch3$vh($JtfTh2znq7m8o~(F8yi8+VE!-%0YwVuLyoMAw{| zeRKQRQux4=Kcev!6*uATnSFY3+Pj>9nC_+~;>v;M!TEI?yd_cOouNqAOCvl}*s%nO zxkSQwyvo-gsrSd$@3l+uR zi6KLE6P{!kSm?g0+Gkjm)Jl71AoI@I@gn}>eb=+39jNK7DP^=iCsl8<=1h|r1@aiu zlJmBy=gbp@gnr8?tqSeF(F5Y6CMBjIv?95zskW0ASlZLF<23t)}4yphaR7YGA>dUQ$}xSHE}iHRVfhV3gGfC z!`nCeKUX@7_^rm)myhH+MUZs9GXEIg@w9AP+9Myc9inUO#c__w)m69`qRwa@os7U& zBrS@z$rBnw73Cd^{A3v(t@k$1xvCbkO*rpvL+dIiIsCnQO{P}v_Jixw6d9m|C<~%j z9w2h+C2eO{3~fd}P&86f{vNO7Jn~7Kjv6W+$T*@I1KHcR{eMIC8jtX5UQ1Tdg=u-r zyHrDQC4ArZsT*LKUYC7Vn`_^>tW9C_{8HpNj=IyS|Es_xwJ1j5nh50=VfI{sg`prb zqKtoywuNnA$5>}$|0HaoQW~!hl!nP=LM6hvr{7%XWj>Fepepr3l9*2sQpn>mLt*A0Z1TiX`jmb27O7f|6=ipEJZ79!2@g4NS?>HknIgFgh7{(~((XKx+ zcFMa~{?($Vq^onCP5gGv&Fa~I%&fsMB)-{dvY!hH4C*X1otWTeh-lU{Z2Q7sQo=vB z?1wHz?=mUJ(1HF@&YHz{qI-OVlyl4Y*8xkmt=7(>nj>rIWZ_kcCznY8iCF7( z9(Vj0gb31g7(R@#ZsOv1S$i0LFF0=JJrl6DWW0T=1Y<~6oU%{@dmef3nLy3mal*&l zuC@jN8H-y9AyA~L6`EyLJ!L>nrpFkHdQ!hVXgVEd^^bClk%Ewav^G0^0A>ze;x@$WC$h z$|V#VV$WxJ(ZN&SItKE_U%q~AhYWn^BFj%)fpe>(+X5LP5YV`L_b&Nm^lJXQuNDy! z$)3j6qxzfSI{TfjfUeZl1s}<$u5KYKeh>N+-_-PkCND%09~~&)=J6g{w@;kNI2>>tGZLBgGC59Se+EPxugnHJ*(xN=>tPI;U z=1v8F;xLWh6@G(B$cci->Dc-+ zOeFP2JmUCHYKEY~@qjlGLO0U289(VgxE5nshLv0yjdHIapfaRqx%7UPzvg+-XKZ^0 z*;A6}b=y%l|4xAmEtGE<)0%pwBL6iOU`Fus{A@gS6Ux?i^TvSrbV`jhJ=1#T4RA)G zd8p+P`W;Qkjhlw!!$o)9>HPdWniEaJu)~r8LPsDbAaW{w+V||fQGx)yJ1UeI0?#OV z>)tn1aeR_53od@8qs~L;%W|;f)9>Ex*5|l!H8b1SSV1etK*uuG2fUx^zS-3OejxKg z!6e$YoChm8+c|bmCK;Pc%)KNW3EoRLghwRNTQzGh;mFU#sxvGeEAF}L!SKmtcX!q2t zwx)@Rm6n#av5U6P-!Wizn}rUUAn?ng!Nu~zDlps-hj*vIgf8BPCh3RFo#1@Shkd~i z5pO9sJTUC-LAl5Q-45D=Vs2r}VP)oBE&+n;q3OS>9f#D7n3B!bJYJI18~Di*$H=^p zYo9qYknQ>2Gk74VrlPj}IhpuvwsP&Wu7VJP+Vu9wg&tW_Z2zdTC{Fc#*E%iT4Vk3? zmbkK9MK4c<;i4wx+lKSLx-=f7oLWfUFki_ zj+Q9XW2sI|DNt1gw6P~(W&*?(gGO&qe-2^N@t4QNE;0%h&0NLM33L}6Q;~}CxVs#N zs&&+>7VS`Cl$DdVTz>zWL>ruHVSz&!xT_iE8TjdV9)lOC1`+`l@o?j=wDi=VXjE=z zH|+r>_^kmoso_BD_U1r+qlrKo{HH=S-j4v0d8OcxVAO22u#;@)tA2Nno4ShS2^Xs& zwAHR~^o56Jvv6BAzD8RJEuhxIUzh%b0=FnwGfDdiwAlQgAAr0OUhDLK zxPJ{&ra)-PXQ==wbqT+*&6NmY|B;nWnW?qGMFLNYtqlTf4@C(mD$oLO=ZUkR3 zNp-VXQPW|09tS+~ILqKEilm8ml9OghQ zb8YAiC1%iRV9lyn@U{^2l#-Yc-7?zrlie?{>x~!k*~%_FoXP6V(+<+v>ECoy{oJ`; z7XZbJuNd6MW;|1=rx_juN1x{)Y5--s` zu^VkR%krt1S8G4m=yeNs;~x_+-r$#pi(>QnI}NPKk|*bu{^)?HEsiL~9v0Kq2D+HQPqwqpgZ?toJ|y=l#0fm#sQi zf`alh+=X?r@?L{ug#HxNN3KsjiAF}#-aa#3Fg@&37AK<#HZtq)630HZ#6TaNERo>4)KPf}g*v|MZ*Mwv}Hln`_rYZHWIQ z$XaaO>D?D-=Z+T_8&+nR?_cnl?zv^hARnUg9&7MJ=;QH_VONu0xBjGg(9|}YxNL2x zw`BgQL!p!r>ExUDT(z`L%_xg~K54FDQO&Dnci%9oJVT-9nWX32%vKh-%!0&6o7LuE z;k2T0agg=F%>!Fp)fM$$N9fM>`rivQ3U`u_YY<8_NUmH`vZfG7A0yh^~#z)81VS{8@?WgO5V!107-VT>Nv>zoZ z=J@7|LpBQb6~8XLbn0?Zq3LVx*`8!5^+3ymsxx-?UBQ%LcI6dB@(hbKQ5hKWZV8tM zX-ygaAD67|9Me9Alg>Na6EXcXA!%uQn^bi`lPp~Dz@z_!8r(r8)Zv_}XMHC(`qFk< zRIkl^-0XfXZ97WDUD3I~Us5+hBqQaH6clE>Y*VQzaS(E^L5D0xJuF z1xr`Rsd?8rlR&c$i4-V+9QiE3sC(=~%Sm%wZyvYlVDIL6suN|7odHhS-%Fs0Q6wMv ziT*YRW2q zvtXa0eZoo|DCsh%5~?_Rt<&Hl6K>G8kM14Du|Jl-)|{ZdtMw&R%%HN9nyUx)RW}aT zi6RH|X^pvVb>$;y-vL-J5h$RbJ%&^ep?nQI+Y9UdLEOLL-%geA4|LU)Ra9O=tFW`R z^&Frr;g6TzWe*Dv#{!8Cz^5Nnv0wCla2Zaqp0-#f__KjDxKTx^hR^OU=Z@8#(kJ`* zQlp5@UV25=Hrdo_@RywwdCV(LPNvOs8=;%b4I`GvdnygWL)z|b2j4ZhAKN_JC-QXi zD+h#S!^;OR?e{f%S3kC@z`4t4GY|clX`cc8qgsc7{cWANApO$wAK{&KMbxwelI=FY zeaU-05o2ga%->6#E1Kn~stDc{T%Sr#9h+1(2F_3BgG^G&b2lJ8!9rmd(zb8+TR#Zj zsJGC>AE+%+Y{Kz)W0>HN&du#8<;|=~bz-mcQ)MRwziHcCxm9B~`Z`?jQz!2`GTRGF zawHdDMEiWD+0WjkH2Ht>a#8C-FD)viG_i4e${<;2y0SbA4KTq zm}UUY<6>FX)rr!XtKRR+CSY+VUi6>M%+Bj<^JdMtqIB`G6zSEKDY2wo~o_ zu4<(MSd8OSVnIIr8PSJS+@E4$OVkFPi$*$x*9xf9ZHJX}hBtBbUjt zV5S8xRhM>lfoU_(+_kRtwDn#*20q4K=YZEmutFPcJsNiFCSunT((aWxoIN`Uk>Kt} zkcc7S+@DqVof43oo*!#bJWe2y6iteM0oL0LZsSbg)}t;BRL_H$TL$8S%WMoqb)6@E zNi!zhPx-o$G{6pw+ml3Q8>3(OL=SuZ`J=Z;T+RcHsXJ-`T@2aR7T~l_Q`fS$N*VPP zE;N9vmkRwErdU@|cfMFpD)0I`2*}c5Da2MdYHm+lie%T7l=>^>E23EQ;HLb>+DOnY zUm1m8%6eRNv{FN^Sjdk&IHKo5Aw5X=E&@)RZLs2&l_Dl6vqrexbhk&`tR4h09zd6J zKRh}X{fq=&CaT&hB%FfHyd&cy{hQbDi?8Oas?(3Ca~VTlkjx#|N*@p2e0y^+H8}gU z{PnF3GxJF){s|%S8D(wXPC>&ZE@Mev_lq`Aw0jDrLGNaH+vG^9e^(Me#`896?f_dv z^fNwY@23Dj`*n!;=!vt$YlUZou#PvOj|GD-i0kscsXUyNdypqt^71O})kMuCn>*=L zo`LlNkKHU?-<7_!$Rq)H5PJS4=sq}Af}2gGnTJEBHs{us-R79I5VLVYCv0LTnrp~ z5i#8PP0Pl$vZPkp`kAw_zam#7;r5hcm}6t1O$F5p!C#w)7O6NGJB7*o7wm~3oYpp% z<^G~JhjoKLux~#oi#&q=Ccd*C3AgqieuDU@nApV%7$(9GDmgym57bf!O#%ga0N&q& zx^4z^%QgUm#c4m=&wW1*$YteK(&*d?EWz?lO;4+-s3aXEAW2V7zJ=hJAa^l3@1PyP zvzVu%rIi5&d30<{@;jJdymJs$7M;!LIt$@51g@wg)z_`0tI}rW6O!qTMNMjLtqR%d zjcyG8g>^%jn!}f<0=XjjtC`JtyW{H_tMazGHkY@nNY%PDPtSxpRR93z0~OW0k7`wB zzvTv;n{@Y!k@tg&%q5#uVIkWs5Ae+#CXXpL95o44gM7A!u~YPK!$M?ELi$TQOw9uu zYld1~eE5^NwKWHz$e0osT37gIT18p8(6sG5IG+;!Dwwt!a9M1koyEW_ozZi-gMb>~ zb)r_63A_;;BL)-_`GJM2d;ztRj%N@*c2RwclSn+0#8?Yu22|K8bN_W9=FQEU>2HNk4VoW4^^q{9&{ET>?0yP%mC#Ph^cCC9LcIk6$5w) z@(?G9E4>y>#1xG<<2B(D`te*1>4P9(@2N$81Ftn2NG|3ZBR$p>#U*zJV{<3X{4Ri& zECU@YbpfIKNr{*_#wK)orKEbYVzJr$G+zpg=+rODWeQ$zac5kn$R5< zM^x$i+Cv}A9r9FTFZM6WlCeKEhbhp@HPM&Q@Bunn80dcGy}K#-9vl8Mf*d;{$TB4c zU0Tr1P#)SGTrISp8ys^27}xHTBdi;|r$%byzV#$Lzoir(J>RT2V}QJ9_^Ww_VH@i#@)|T;A@MA`&zisKO`{$btpAi*%t|1 zK$4KHj?cKm4+_Nj8QKUb1_~W|h`}riu|puN{Wci4XlV_lnSS1Z55o4bE?DvjZI^v_)OOe5{&S2z5Un=_a`v?f~M8dAzxrQ(CAKSrs zdskoxUTUJrVKYILfRxUH>~}~qRC-%~QxOpnQSmQL>y2&THWwPMs%hZX=}Q#)OXB0> z9e+huN4El3`Z6$uM`{BO{+}xVWkpW6tL>2{|K15U3JTzKr(qinF?8|+wVadn z+q#zNs!BLN}O?RMs)9-e0$IIj+r1V?*Eml3tiByr}Iugq4fcwk33p zddbj=g9z#O>NomdX6qZ*YRv?M)UULcQE~Il+tTI2rl`He|CD=(`mYVLgiDg1kihVL zK0M}$Kk5$va-@%DDBr*b;1-tHoc{j1F^GE&xDt%=HKWRja_*KYL)(+^+d5**CH%K} zk)^=+Unyd~-M=keKxkz<-cot;Sp4if)-KCiLdb@6$KIyE?st)-s=EeQFt>#AT)Zt&6t@_phX)@?E%* z>0*>K&e7P|_@5CN-MN8z$uv4XJ`Ej`2eyr)k0)O$3bi4P>`q{oh<|Vyz>@a;5&zrW zEoFQT#s0TU*29w`VqDwlDO?w*Ip;fFDi=q4?Zg!g6t=^m;H7MfAzZWQ-&B$57+J9KwLS^33TL?yFaq$JW5>o@Q|7KD0gzGeY-@=5jU}A zjs%`PC~Fp=S&r+G<%pc!GZ7wxPe4=Q(W6KBd$%D=^AW$@h-+MI;yf4fA*Kb))E%*$N<>^3k>V(HOYe2rG2Fl=N z?0{Gwiv)}`413BdhPG>U^!Ni$z_tf_a{iYOYg%=F zi^)UhQBeK2PScmyRP7{U#{3?og0@X{gc-N~li|XZ9W5-{o-2QN=*?m9m|Kik>T@hI)-kB>~Yn{PqmCAAx_wX2Hrh_C-1 zmM0a=nYgmzwUHo?@E;qWyt0#2oW!Es@)u@3lFFME1Ub^V6lLh>79L@0Z1AGtLas*& zCl~x3A=sX7)&W522uB?p%3BA-?n8vVAFCxom!iw59}HAjNMy4E&;D~WAa4buB!_P5 z-n|P<$zT|@fnT@-M)tcdK3qZuoP-GGA>j9Qbj-1k7w-1SDW`)OvOQ6z}2U1{+1*R7BHkwm`lQTKcTU_nTdd$bIgLt zdb&&27=Z=s)p`j_gwlyD%qfLr%*Sc_MUVqaxOBX_p?bLk>mGN zXe!v8x#mvrR^$&u*e_8=&MRgt_ze3`HX$(qiW#p>is_iY(@z%}H&G$!r>%`;jtX@! zR?!ARaf-SNCD2j-W zwlJ;I$AdY9s6L}$*z})ixJT_|?FZ}t6!g(uk9soIC`2Nlj%sw}y%FjCx9r~(bQ5Or z{$|7z+Yt6~KK?2F>GS8zjEsz~N1*+K5VNqgMZ-k^9F7uRS$AoAk_5^?85I?G&CJZa zanNrHIzXp*`!;6<{GbV)r)L#AV^{c-0JRTyJ_j|!4s-2AP!RBYj>X?{7CpbSmeioQ z6KI9GuA@f$xsE^KL0{o&oMoUIH%L0rFv%PoiHX{5>T&vADRq0MtEE?QCDNfZdW!#M z3v-r#AZ<|6|JX0V7KZv$jT*waaE!F1v@-30d^(P}5I17) zeI`2$_;J*QundgAsTK-+ZTw%jAzSz74OajGMa_}!{8gd@(l z9m&-oO#I82KG9{|!TZi?YBu}d=e3`5={^_*Sfh+}19!?gC<&L9X(N;=KuYyZV}Abp zITm8Td?XN1%VsbeM6EpzG~H%GFw5wUruiwg!Q3qgCQx!fj~dln3+g_X@XxNi?;|EG zQibS#HFqZfW&dPWzX^Qzj3@EYF3xV7Qr&-^GunonH6LGgR9hRYeeBFXD`e=|rLX2T zrm2D}#Nor-^zNs%d_MX<89VUBAV}W^f9J>!Orh770p|~w`?ky8_y{7tDqr6S$ESz7 zA0oQ|h`ccIQPEIf8_q!^H#ud5Md*MrD#8U_62+Y5_*uxu#bIBD+FGjGV%X?94f4EM z&T~KEfdpLsI0R4NHnzfr535~njR9Mvoj)BDoQ?W?(9;(mFaEFR+XPErWBhIsCUWm* zDJeF@2g7s{8b1WW>}eRHY6F5U4ab|Y9_Ap{mD4pY6qm>M`yEUhVr;wA@CC@!G&H6W z-uo(06pa<>bdT7>oEyO^Oks-TjngX{O2VKO3cl)ykGf@@$ z;6bjVyh8o|lwtLP6#nhhpE|K$HT4hzih3Ela?I+GJCq+f;$)RUveKraToKZhA3uKd zVx|$VVvyTXk~(9pwzoSZSu1lxdF}1(>Oq^U#2@wZ(Igng4GR15_LuhywN%8$HaG9& z)X~0Z_Yk`9DvuiCevZefSnU;ZWX1lgH^Le6xBXESI7CixANc(@K$5WM;@gp(e)^@e zLM{$I)BbdV+GNZM7F^iu(Pg%BvZ6D$u%*@REo4%!;Wocvp&9X|$zM?lBUm~+>@WZc zAN1if|6kke!6YUoS`GkO8_--SAwD|s=G%Y?(0#|`!Zi4*DGWF@nXj#ji?ZRY&XNGS zN@)t07YDL~AtdEz;9J(#>&T$`#*WYx*P%}V&R>n!Dxv+9GI7ox?1qmf^ODAE(@F`3x>mnLwG`vvhyjn~|6l2pa6O$VP;|qu_y$n$Jqju#7?Ji&y8@8@c z_`#TA-n$kdfygx2sEu@`K<0woaVQi+eo$pQp_{Qn&P8Xg3Z32Ozj%bKZ+|KK1HMzz zA0Bo0!+%RU-48MWBSGAFe5NiNqFJI4Z{v5ClWWbJ25QW&lpxhJ?5#md|D6-M7 zONfl56kPlMtPILjV&VALdqCx0$F*Y+wgJSBI=^ye zw@s1*=E;;Gv|c^-Zj2{_9ki6(;BE0@|?R0-otUIWJ_Oqh3#t(k#v zD%5!{6CXW|Pbg_W#qtC2B!AXd4Mv6Jc3E*w!7NCofwGh8?oX!*QvZ$x#V?(vbHj-qN9C>@k<2Rl-ev zM*sgU+lD*+JxYQHs~J#uGW>Ls<&-773v{m40m<5%g2ylnK8W*@IP_3iom&aPAW#*H zC_vVh74lT_{Vw|9m>lFVyC09(C#cygLP}vFbrOzK?99NYjlJRioUx)- z?6#GJ5tBw4Yd*Umw6eyTy?*cV^T3Y~ncHoq#uH3W(n_F?-Iv#yyFSJD^?DmS!5t;{ zY=+(oHd=c{97zjdfHx%Wj&-B&cY;O{{7X>t!6XaR8?NGjqN`LlAv#~(5QOc z8!C?(0o-s%Bwgy?Vi}&G=N11j1T@VKqF&|tSRuj0z2(4!uk#@(gedFT8Tz~8kiQ8fF?yD0Ia~2 z_}g8Ycm}(VhMw>f9>hiEWwor|R~6^kw>IK=aneEJ`&l2JjiRTgSmX3EcA(4_&1V!j zE*gXDAFFc_T6FjL29%`0s*?(HV7GuQ&4c(T`kxKxqD-Rfz^Di8hR>84tpv;#00JM^ zT&p+H)v~QoBtG3U1nex&F`jEsVNJGz6fe)-KxAC^mkmLSHggX zYJXkgozF9oiy=xg=r%n9K}#v+J|%$Gnpw-6)Fgn599u*YC`hrGkA4l?n66Wej zj$eArdJR$8x50Q7r|ZVjm94bt9RR6Cy>Xwd;kqc zhqGf?v%=cob2@s=6}~ww3orr%1MxQ!i-1aOKnqQhj20PGl}Q}}_wH<8 zrSR4t(IolJ;zI+DrhsKj519RHRN}KhzIzGAX0+gJTAe1uuIG15BCs%$7xA)a0m(B{ z2uZa;+}dAAN%%TnYErz_Ds^4pR@=idXSK&#zDts zqQ^h5cX!w0nW5?_281u5F#VbvpTS*o+@GVlHE!pR35kZ_HjdJW-VaJu_ZS!pmTy zyy|TyYnC)4-a5!AeVJpQe|w$>^Fc_r4RNG{40%6m_Rq!jLYTZkwj8EAgQOuuI9FKK zQ64Ur)zJIr{-Ni|`-Q15bxwz-ZUT<>r33{OF+K<>c(z@D@f}4;sTuXXfyCqXf``zz z#|xmkHSkFR;akVWV1s;3o5dy`shhzZ_x{0add(pPV?G+uR$`%rkh!8zU`Yf)6}Inu z*vTD*d44m%%RIN?&RBk5TSd@%@;{xK!UprAGmS)_dL?bsPMibF($JWWamUp{B3pa+ zH2P+|1fYBNUcP#j401UasV*RGhmC8>@5l zVNr0Ufdhp#t_3%i57Lm53FqN*oUW-b=j-1aCG&Bmk7vXXWrgAXxUbCK6#BX_xVdJ3 z?&(p=H9gY{LWQu5RA_D^({iaI6T zwDhW94}N8R+OB>2%8||!-JXX+pIiY1P~)Oc%SX?~s+OONZj}q|{Ww=W99Jm;F~`vQ z7PjzS$N8KqI$bHYu>z6r;1_B<-Ja$0aZicy`Fo?1%3uVjRgERbZa{7CJ*AI$dLBR$ zoa52Oek+lgQ?E+v zXzswrm~c|6Df0@YyW)o!a)9bb7=3$@FL|TPN3>-VS30M>3MY0iI@7VzG*^1d2dRMN#pCCLSV%pt{9{1^tSb%}&cxqw~BBaEU_YIE9M-++VgDD4Ml$ zwQ*5Q16}*lpY2k0s}nwXLrDW%Mnbr2tDIRr2~yIV2S0?EH?_S=tY^Sb&rIE|iMNH+ zrJmuHdik)b;32VL8$R3j+s{|J-4bh;r4ko5FT=NcbV^)Ez>DFx{W>zgw6sJym&}pW zX5Bp9_?qMTApCVgsq{D@D+|lc!Cpl}E-hHdt4TF1Qqkg9BPug@bhgWerXf2Ix6;ei z(_0SS(B5#knO2Y>yPQTP)=RG}Zl|r@7MFFtGS+Y_N&~AY_jP1_~B8MGAG|p zkKk9DH8k20K+JVBl|sI~`&r)stQM6*m-so#t^nXbb}g+NPpKUBR1eQVzsdRFcE-XD z>yfwOXlLu61}k|0qeWe?5)eV$6&I@ubabmZFCZZBSpe?yFyW|5gGtGWcO`FH%NBUV zw5xxu>BiW_sw*1c^hm{tS#R^s$r_~@O*cL3SzTAo9MzJX>_uF)an+fA-5su>_heOI;T~w$Rc8o!%D21cr9X|vu=SpsMY%4O+^QD7vapg$<_$Q4KlUG^QVp~V@{4@ zkiC;uM`i%ZB}nxS6ZoL7Sf0bA*}pbW=$%;yTo(co8p@FvIKv{2SRq=hG?G|NSv zf8`-w@2Fwt=zp+abK1{Qua!r#|C>;EYj6B%0XpAKagkH?3JojNUx?Cj#1ao%n_^&U z=y87Jl_)_QZ(|C@W0_G5Cu9^NRH!d=6WBI+zhH~fx*0Hj3GHYQA<ahJq_jJ7W}QD0~yalBVK2H8ky^oGs;?O9(Kn*K+ zmSE~-Wm3N8(+w_F^^oePvMLMuD%*n1$l(SN2It)UPiTC??5ZNJ9P>P?~nSJcK zJ$BdCwGwDlG8`;qAd`IAG5M>2S%!)Wt9r8-PC^BY0ku7q_bV*0P>VR@IB@#T*nip&GAFd`q9^Ve9@Jxv}HX7ovN*%^Ho1&6?k8 zY2UbiKO$2a9(*D;s+Z<^C7Oy9nMw*(@_@`H6<8mTZu3l-bAOlT_CiFp>BiC|)wO#f zjVp`2=6Oh5Z^n5-Q=UawSPzh3<+E(+tXFY1m7M6RJ@+DR%oHsS+mIkrbu?w5}g=v{rYgC;@u@hmjIW@(L6@gL( zIZyM(bN)38#$nFr(7?IVk`Is6MM$4>%exr@NLwvK566yZj1!U_q}9C)gSVGJ#cXQR z0SchY9dX-*a?#gUV{@xErqbu&lpkV`e8Dn*kCW22?$gfM*3!WPBm#jISrGz-XBIzU zmW@_g&(2sMY4;||Fj)A0D(*?7bcveu$9p6>a`3g^6-CwET4!Ec8pEu3!9vn|WYY2K z{ev=(34uQ$Dh1sk$lv_!N~hTpTL*1zg<+HlmoW19`;trPV9-msf&u2%J4V<`Hm zZOxftTF_#h*rlE@vS=q_=gzu{79_!|J=RfwnAfcZ8Sn3>-E|1X;)GlQW_K63%2o_! zg995z+kqA=iQ4MDD5Amth!e7%dWG<2hzx=sv}QM>Oy)*lkJUs)ML*(TofC*s&dX+# zukz_tS4}Yxw-D#ao29GieVsYYKXWt3{_;=<^(OaZl7Tbl)>HGP=}QeZjyqSqikO*F z@0tgW1zcM0>-8%pKDy0^QJ~EgPOL17n|QbtqL3f}kC+^oA@TB+c@xn@zsLbdlVR9} z2SS5MREP&IBOq63TZvbwi*E(^QzEMVK{SU%E7?J6czL3Y@#iwu+FQ$O`3p(PM zh_9lwJA#ai;wdR9_XUN(H)$oP-||h>o$S%Rwqmv1^5XVe-p;zUf4Ys}=?6v~6vY)| z>}&-Ce;RT0appgKlS(eX0;)5nS>OGVni7ger;GCSt<&Oyn)-Dvc#UusnTB2&V7UUz z8$5NuvW3R<92%uY#8WKNXV0ERYI#ebKCEKW{AQk#{4sxwcDY>+%&KQKHr@`P;ZufU z#8gL}Gj$NC{X){H%d8mNIX_ZYWIe8cXc-a3*{BVFU)GUQanaaJ!lpQ3Jv1S=1&7un z{$o;sjIf*@CRA7!j_YOQI33=K28i(X(l~9l1_tLYlb;B^CBpJ)ss62*S$&I<{JSGA z0p&R#z80wA>vhofva0fQJGfeZ8GI~uxk24*y2dh!Csoz)^`A<3iF0c2`#AD0>*W!j z)=Au6y@_@s!!KBg5S7+JDQpt3-N7~YCQgxu3X#sEy9V45K!)L*Jt7QM_bK*io8t#; zvne~TU;C+RJ=XYoqZe02Q6mKb&3T4bFIb+u$3FDk)>^M>IpZ_#Hp~yRK^gO^Nl^-X zhBEJ1F0-kO#ZEHhOxp0Nfm=)E_Q}5J=R^sD7BiP!+@em`*Xb90nS7i%Y9n`REX%xj zdfAnl(|N)_KDQixEceV%VwrLIkafAZ&S9zO+PSp4|M9*TA(kBY)>B=6#&9&vC7!=a z>o!Fb9ltn-U)rMw$nAOh2P-{CG$~M4oCbQSoVxhnG^L=cgU$2YighE1WIObNoR}k2 zHO_q%%Xt1H2uxEGqg5yTe`)>4!-h$Ut)vCL`z03^x(C0QUi&)vSn}5+hU93w7`nCUHjuT9IF_T=WBzpq9(U{HyeUSr)m4&Uq;v zYt6-TTwPo^*Y56>r)CAOE$_GBI>&zV(KRmSD0<7wF>l{}=hG~`4skdfn!}i`dfG;C z1q0&A+sJJ}&|>N7dHy?MKSdo=9jj7_i!bX9-qvZPoO{q*)lExP_A^v&mrE*8VD|aM z?&`dR;NSw;Ebh(ycV&mzEsUcf)>IEniEH6IV3|cOtCRR}TolVcn;w=SrMP7`RjbYY zD1Wy6ah2Or%A5~pM3D-F52%MAHDRVW=`Gsb#|rK><)L6u z&r$;-LL5k=rUGZ_T~rSOmc8VbzGq&i$fqcIH^9AS17RVI&j$wde}+|R)cnus%z(IF z-jYO1o&tP9gXy)YtXg9%1|s(KZ|BkdFT2;vDv`-{hXq!!G>(2&{XXm&xAj~+Yu~p< zZumPT?sGPL0$XQ!nK^>&w1w7=X-aHBnL7CH-@POxhY4aNzyV}7s-T^VB=OJ~IrP7C zz({Rc@Qleo%NB{JLz5Sj%yN~%GrY2c!87EuiV4{H7tWj~K6;DS(wBes(ksW{sAe}e zh)}}F198akv|IVG7O#*!q5O)oFtbhLnAbwNjgs(U6wwrfhk)9gQQpJ~CpvXz*c z+g&%0PAO>?+1nRieh#9~1M4UkN<-oUdeB)=r^o_m0Wg4J&CJ>|RMHHuQND_eWzXu$ zeDj6|aU24uDkIt50+^kgfD~>wlcX zhpcI6!(8d`?DQ`R;~LfPvPTjQp)0*AVy=u{O(dQWlr!*>gRO5Y8U~B9A08a*Jol`* zzH!>-%BvMgY5Bok_0j){)&YA$WZUqboJZq!!D4~j>I6Vh&lGW&zgKf0 zn*&#`Bzc4?YWE6d*OE33H`2=bz=`GMQW2$F z8brDckdp3}Zjf&H&prpd_g%m5|EzbdSGb2y>^*zpnP+CeCcH2^@Bh6mFnz8K-p`-U zRFYe_BPC(i7dg2&qEcC8ucM)zQ@==fRd;>+*$J zLX*a`agH2JQu!-Ss*J$#bzXhD>t)bQZ)?WzF;JU5Q?fMt%RLdYWZu~+@ZciVK6a{2 zLoBq=brxS>0d|)9$Wh(1(lPk|oO25h!Y-W~6KLiXc+_NNXrsVpn5A1!$rTpis@f?( z64}=+LX2!0_v0?*^X0BOtI|>$x&#hgQ>VxU53t z;^WoX-iLtCPtrlT_xpk?)-|ai=s&x_;g1YKaze ziQqALdbnNC_~F?}YaBu{*k;U!>V^UoqRC52`kZA@jfFO7;*;tOl@D&L6}636SaVl2 zug|VS!{ykcly(As{5yF-O}T(NDtnee@?OBp;+1*Z`}B5*mcQh7bXR~4yL8sK8L+4W zN8B&+#^;_r258!1TmR+wP`-4(c<*qXxYZj|!iHwV*SnJbJN;f@M+p z4t>LKRam%3#9jxt%nL%Z+&rnCJ;y$%zyokV9xhL|sutO0K!pyEBK|*Wo9cd;qEIzOXs4 zL9;RSs{Tmt;3XAUL}$kq&`42l~n6n_i>wb7@IDV zu!MkSRy%33ct5C;fimjKZzI63G?Vo^)ui;EbkZC1=1DI844`Ma$w9z#PxJ6mP}Xjc z7=q(UdqMN`iEm!S*SZb~&i;X*&0rUt?&VMl%7s{%U* z%$MIJI+DlLMefo)BPO?}vVC(#&(B=9zQ+(eyjptH1p88d0DIQ^_UVr5{hTBTMd{U} z)Mt%UV<&$GbI!oa+6mG{QKf1YL!0v-7YYvB_1sb@O|F#V3sg%f39@s|IAv z$;Oyh5J0!|^jwFE7^nk7ZHL$9hr&h|&qDbQcn4EC-6qY5!s3nBw+8D`HDiOqsEp?M8d9qWh#cSk#B)*Is+nAFmjgg+L7BYA~lFaQv8)hE%rs@IyKMv9+&^Pdi zs^{e<<55CITD6Y{8bSP=1r*a`>z@gN6=|4`x*1)R+%iZ&uyI2BG&utIzMq>uN)5|Z zIrkej@EB0AP^NyicvaJHfJ!XPcWiXjV6r6<&1ortv2)drju(YKGB!?yskXevJ$bTZ z>_#%q&d%{(cV^jorel7zJGk*glo9mdmlzPungg}?8{|HakJ{ErbJ&?@8G zQEIR-n(pq;K3h%5!RTXK{C}Wcp>Ay(evf4e{J4Dx7q0>Ov&BJEOjTZorDOVGK)x}6 z2A(LFqzYX`EJnmp+ZJw@tvm>u0AWBxr{uH(ao}1G@XLTyQ*mn4eg00uxEpVmwb?-_ zW^nR5r-sya@?^39sKrt9XZUT07o%0KfCj@rD(tTG6O2(;Xd|j$CNajXZf9UZlX6S$ z!&rG5AH*CI4gjaSN}LPPu-1qJQRpNuLVYnqytNi&tOVdM+dkJ8}E^rqt^Mn=UXynRP62ZHSI@; zp>FM(!6xjIKb#cObmN?9hRc8#zK4+R6S$o3KLkx#rU6j&zKupQUhvqOmD3sCmYgSV zmlnd6m)fFc4$QPO1e_~>w&&`~hFmavt?>I~xV-_%`PwPCE)G@j8Wl)xm5<*G+{m09 zCDhScE~o*PsH^k`RQe9|a%OXVzz&~McIc>BLbU<(0%~IQxzIQ--jDS(7%>90a#huC}3-1{n z-^N0o(f}w!%>C!!`0>uN3zMxFH+iad9XDLq44tN9sW_4&MQyJ^-?kg(R zJuIN1K12y)(+Pt%pPzc_QYnsITf!Yba<|?>TicC3jeK1|*`SZ_>zZ(c1z$_c6J%6w z|4Dkm>CbI)8+cPW$qIJiC|q}L?m|+rNX2`%=9exNG(Koie17?5v2=V*;<=g~zy3wR zM1sL8`{JWXd2{Q4Wkj6&b?WASRS|fMjh!-H|Mj98u^Z0vQI)l7uHUo=v!I?YY^e{* zsHt_wsru0(y0dvl?HHt9yGA~OuIVdw9QsTKt1tfj_@A}Gw7VCND3{05XqiS!m;N?b zt{OkH!q?BWRqyuw)VHE5qhgUGIlVJ|dkMK?22@6n*}1L!4Lm47KZxTf;!28ssWSwb zmF^?v-q;0ud;Ees$di4e$#tB|(hfVrTfiUJhRoqzU-Hfg$LHUuKGe_^_EN@EKpVKn z!}~Cnh+|E%%%NLPI{^A=X3D!XPJaoPWa)j>O;+nlMNKXBFCVXObQ0T6!9i&=7cs7M zG~#THtbR!krgm=e7DQu(OuJDo88Z)C*^ch=d@Qx-p0zQBED0!TtB!xw)uS(miy0eQ zMm;91*SyOgH-dd)&9qbfusbU!hB)v7EatAK9_<4MHDl?oA$S4R6@T^4JJkNy9~`_R zk=fa;L-R2Iqa2dI%X4$ zB2*(ZPG$u{xDN%7(m74LDBuLjc`(h=flHE$BR;pJX}~qKz8WF=IkzMGVgG1k^2fa4 zrnqgUiG{(p@&3&aK4n3As%@@2J*F&>nR&=G!=j`!RS=98X`2(shE@`D&1z1iYLYC<7sW)$3HJx3qOa2?pgt zy0;AI^6{vdDw=u&1D}e+Z6{l<0+9%fE&Db<+!L1c|cGQ$qx;YHYmqE zyErKae^~-G0Thi~`5ypbE;)GRvTDo)PM66ax`G91+Gdyi>3IO>n{e&h)+%BmUB|oH!#O>E6QwwtuV7M~V)szz{6Ge^Pw??i zOHWB@5jx2m3k5^*MJGio5+VfmuF!n|zfJ=i;>n9Px`5M{S=aezBZ7H)c@r z#udOz+@iY9haP6hxb|}0>habirg|$4X}enZ|9t9I15Yn~k;<$$H9Ms7fr8k89ncIQ zp}f;I1a1oELr9kX2loMlpp?nDGd=k?2@2PHKxnv~=PdF8vQbb`IUi3!_i|&yq1R<| zreLmQQ;^`j73%#Tu{C^oW8kD~0(84SHhsee`YH|if_Gj3YxwmM8$)cdkaYyq3!c0)M(@MU@u?=h8FRV~ zSe#qh#QB#VHm!7yuQfo~gh7>%!V!wQ3#=y(o-rE#)!0TJ6Lu#84s8*0oXc}TaIFDd z5trcETTD?4$jII>A1ssVC&Po8GmKEZeg}q8>#MI=js7A*qp5M9N7ZzIQ#1HEX3fyZ zsD-0s9^V<7=*g-L{W!_r0(kaJY@%Q$%y_mlrKatX!0`x|Ie5kME8vMOLF{bd26)`V zOFv6|RCAnPfS0kABhJl(clvdb1VE1w{ja#;LB$Po6;M8P4>ARQ2e(h>FZNmzb_qaf z6f|{ALTxYy5T4p2Abh@0faS{d>n(6#J^}weUjE7$up0^>#jy-2jv760=N zZ@To%G`z$ki3Vy{xfPS=BN%9aI)^xizY7XVg!w%NTWj<5jEqW<$+Fs5(x-sYz&y6I zEt9Ru+0aEH!g6a$Yqtr|`7FEnK~WQa`nTC{Pl04dU%vmG7VJ&B%a(1iwVtC2^<`TL z#+Yv%iM${F<`wgKsfd!3B$VEjkF7@49oiK%o?*|l3-14VpXJ}|wEPpH_mCw05`3M$ zvRXQ^0!3QrgSr{vpm`Eq8QLP7tFs1z&;mRh9X@EeUtz=qx$*`YzgtalUXV9wps?*Z zo#{;b7B<5aWrgZ3(Zq-CwF-VE8ylPWp-bOnY z6e@v49`81y$v)74yxfuO_K@a50V_I3|Jbxn$~X3*jPV6&9Ba^(K{mmtTZ**Wp{zqL41dja|KYf2le(7W+zcnAdo=;QPfm=kE~IqGwcW+`+- z?CHw4+#(N6i#NWVbUC%`te~hk5z@c)DL5pANAWaJ7*GRz>zVBKyUr&)KYncXwn~l+WzJ(--_tTCSZ$bd>6a>To$r& z*^ot7S^UbcTDY%(3eNP29s9nuzQ|@VTq$*cdX@hI6wd)dF@Hp zG6ct}8%hZ*0*X~scc@=)=5Oty6c{Wtuf>mVBLS%8ytpr*)+h$j8A>pn$8)>@5{ivy zq;Ex~yDTTezybjvCDn|`!N`~FN9Fkcz_6BW)kEamR-%Zm*go%h=JF(2|Jq$qOERCk zsLF-!5F0`}VBds-`MW@?7Wr;hxNeEy*%F?I)h?5|aUj4<-KwrKA^kL??bH?N9>ovQ zam&B1rZTt+5u8-i$0lx;9V7N&?z8fDvvPu(1oJDhY#@-rd}yyh(EFv+Xaf#p63lIB z(UwU7nSfL*{ne|Da1x?vM10+g+Mrt%%GevgfFQ_N-Twfykim~Y>C@piB1=#c#ntmF zFaTBYgz-6d4XLQA2BTSIZCg5-_ay?aziAv__w$1KNC@=F+ejM+uhFtPt^GMaOM3&U zHVUlM^suE{UXpXJ`lI`s?<1+!3VDhj03~FR4AQKaQkw#idB2B2Fb>%V<*Tv`xFB7| zo|)Q=$VgbYRuHiGmqit`i~)}K41xcK`3QWOB$>mfeGNsV)*Cx;hMUlv0kIH-7yloz zh!?i>*RCxC#-v%gyFCXEMLbk%8^R#~{)8K_5W$y7Oi8&;f`B*U^Lh;%VF8TZwSf2Xk8fD3ilhNFrA?nwr0hdRE$=9H0M3#-OjG|=7In1!ld2Q z3+fvh+oKnDV}J=Ht9DJjL{$VyY3kA3BiXJYou44{U^ViUY3ga}$;6D*#<6ua$%-ti zO$&&JK1*TWe)fz!xr%Vvd2J}&I-qc-9o#VIm!hCTSy#VLu~HSfI=YRG@TMpIJgt(K z093BF_oY#g8?htjz~pAPRcn3_M9u5&7^Scy}sY8ZIltK96shIJk|q2Umy%VEQ_eGVlup^CfC8y}?=?hc zGCX~f>x}}$ai!~HbJnm4hTrX#>3JBEov-&DpuYOKP4;QlwkrGl0S)%wau6>dk{|?M zkYIb>RRf@~Z0hXcx&Npbf&^Nk!_wdI|B?O{mg)D3^y@r(ZYi(zQ8;_R=UL>|l#?Tz zXRCmm8)~~d)BzQI%iD9V{DX!s4M5RoRuHDPo(D}g7(;bUi`~)`V9di#lIcrEam%93 z%oX#IZAtpvpVrCdq&;M0M80MD;{TH~qx?ijQHEbl3>#nFDUalg`d2Di=M8NAw-iA% zhJyu4qq%Gors%xTFjkww-l;XHc8-_NQ&&qKX<9NJT5^ZrF3Q`i$u4oPN3$lDT)^X_Y0s?I-N zw*D7e+pe81eOm>X!EZ|^7-D@|%M!R|nicAdA7HG_507+`q{m6LWyOcx)`9@d&2I~J ztFu<_1?Qk3YnRUAs>^{P;FeTpEG^ng0XGBA4tZ{yY*dcrYeh27J;A_f*lsYneymE# z_%h5jdT&nwbJrp)ENON>^#k=k8I%E(Y1onP0?j_veCX#Lr``t;pE#zvYqN&{#7Q(n zvHlZ10P;v6-yo68q>Oyy?mu@|&F^_6{>x`dt zCb^{tsc`zXDebQXl>t~f4}Y0QXo_Nc#`o{v6H*UM;qv!oJkAOVigL$Gg~>rerG0*D zYdm|RvZiK{JMhXkLM`ejP{X!dD}cmJLM` zMfcyf#7keO{m3i?WtD~<)RdqEXwx4g4ZG9uFsPy28?R5*x}o8fnV$W{#EGWn>Nmcf zYqPax9x>F27q~Rj-9DDrYvO14ITotppo7s8rw&UHt6l@u_Pn2K%Y~gkN7>lfUuN9} zof>X8cpQ_`f_#6G)DW_}7szLnOJ!S_8c1s&U8S;*lM#ZG1+W|btc3NNX2e=TXDNQiBuD^yT zGzzTe3)Z8cP2PqSir0a;{hx>e7#}3OwGUI9TSkvfZ3qvTj45H$57GkrK?Y74(R+7z zfbd%rmbZdiwSbOaKW}$b!YP{oLLhHZ&T%6VU-Cw%3`u~)Ez=w?eR5J2y&b=+q6Kgf zo-F;6Sp-F2}y1!ok@&O(@u8&grCl=Cf+5tXg+}5143pyHn8K#Qc74YN{mv zdX@CB8K)JnTaGwUz$?hTf>-E-1g^5iYu;h|J!0UG&i&#!$jgWx6HACIx21aqeD8$R z8Pi#K9ueaifx~2kq)@wbNjf~`HDiG&aDh=0*ZXeFQ@}Y~BVWzU z)#J7t_2z>nZfBehxjOnlw4|%hWvIEh{Bs6Q7Cz&>f zUV~8iW%cdIIX!?bT~@z=N@`K+l%aF1@$^rx&mPqimwoW9`2hg?eyNRrB~*?CJq9FK z;oj$VjzRM@@mtCD)7`n!si~=a^~^!{&?wI&L`cMaPW?OIm^}p8$CS=caM2DSQxtGe z9C>p=mJzg%e8N&gga%}@Wv{0Rj!FEBDR;R1hhg&K1K=kp-wpi2$ISOH=1}fGkif+O znr2aM#t$`PcC5+u=Y2|cE7wjG3%@H>(hdp=asZWJ4YR^=iBC-?z(@@=U=+A7Ba1~a ziBABLcly_nI_OHF#>Hsfx5rNa6c2UTz^(h6Idm{#)aCKC{slZh)G!v_ixKhj?NCM7o~g?s8Hx%u zlMkT06dEH1)SNkMq@iNjW4798K~oucMmC!?7zFfWdCSG;RBU`98|yLzHt{YbtH>j4xoZ$kDO(DK1ZgbkyfI z48sLoTa?uu6cF^RaQ5Y3W4mK)>}siYJuo3P%;V+B3u!>Yu&3a+Ux)=Hz1Y{1=|H4o zCGbSv9$%e8ehL+Iwlx6~7m&>tx+IN#v6N=aBl{=7Jo1U9*nGVn=g294Ppa*fArOm^1oQiPw3~FwD2N$gY5erCBJLiBb`YX1^>vxw%S^ zGy)-!Jg}ZC|0Bj1>CrA zlY9)ufUlxfC$ruh7S4)kK56nlM8f~EVOUg5_&=9rE0Zq{#G4SdFf;ZD$IsDEiE%?6Ty`LH0>20u8=}oAF!S3=b=~E8u=LP+!hki z0}-2pU)qa(oej%F-NvGl{>p%W(L4d(+a_?Rr!oa=5#a5SK4DmghWWx^*g->FRM64| z>BAk+CsU}n;Q;kSrp<#!qwbNZu}9z|LG~h|9dl4Em6xyX6U0zv5A!)iS9IceEF0if z>DmyKdaXHxaG0)e+msV43p*7*STnr5GFv!z_epP35{|+D?6UV)0Vf5lX8{wR zHQa);|L-R{S+|G-$K7DMBLm>j58w=SK0#dp!DKhWtny}$lx2vyTc7P4s1suEg{jIrQduo_%({JtQQ9-DE)F-b0*85q}y_@ zWILw4<+{n6w5e}m)Y@F383@I;SdPGIN!vt6?d$k!G}Tjo4P7h?XbAnd_;|yg-Xxk8 z5n#HZO#8~THM9?jYu9px2oK=_pWBZqySS8qR18@6j9BQeFN}b&419lK!AY)J5icFV z7*cz-K^+rwc*9&}t?=&xI!t4PzyB_&s1Y3376hgOrsAg!Dqi*TgQw6ZI)8aHI>)Z+hRzaxqUB0Bk|tK~{T#@nY-71}t20@^lYT?7a@;)R`Q3H{$?eg&th z3(Y?T4n)_~8Wg23f%v{;&4m(bNW#PbDA+N@1^s6nzqVRLL;qiW#9pblbOA<-0Tg*X zOoe-sqJe3A^^i_iLj_j2Y)o+2{1bx7)RrqQl(bAF=V!3>b^l$zWBC7oeJqBO;?2p< z%=q?sXy2)d;IHNhJi9vZ>oDVfpgHo`awu?QdTqLmZ_i}M3=Teu(1ON_7BY*-reL$zg{$5)k@=#X6qn;acK-u=9UE0?{8>0@YUPHOl{Og$6$A7+huGMoD!?;<@PBwa=d==>~$3?m_`0eDP|VRM_OU< zxKp?##3cx5MG)$f-0nlcwx9)2)2(cvo21Va&|c-`)c_$#7uw1H-$Oz$N5|tvyAU?# zB!c?jLc51?pg-~0jH6yy0axW&pHvh1Kx1j>IQI^KP>A^YTz8#OG6bDU68AT;`IciF zMn1&Suw;#}bdxuQp(ud_G1i-4s&5RihbO(Rr8R)l)0%6l1#&tCh77fqL8lSTf8Y4? zU(Xl1N2jCSRRp%m=FFa)-7bom0YN zh<-8nt*P^r8jL&en^cA8Mui11A~)EhwyGEuq5un2IPMYh0*gn4H_iV`$-9@8zvm;J zy5JOW`f6N4f+)&LBG%Jgr&&ZJf+DTmYtZs&K0oH+SGNPGqW&UjA6GXdk(Z#0tH=|4 zu&z{Xa5Q*b>scU1wz59@ zU9O;Xya#$P0ytyjZBE6Gt8Hi`IKb-cf;`?~P?VDjGczF;YlpbB#zT=9ka5&qAPu!7 zpO|Pg%>EAVTh`RcQ0`=J-Z`aN5#76kCopIZuMZ$7xY~>Mn*WlOkuMt4yZ0bpb-|6J zTb}NeM+q=Yt_Ps)#w5jL1!d)PE#!z+g&0b@b>z_DQA9sJLsm{M8hoiK)Xe}*mqY!m z0QW!c5Dq<#3_+o709z;tU{8^U@fzS=QCYwO6&`+QqIpY$B&hL((}u;q%CoW0YPhVAklwO0ySLgSd$C^v zM?mk{@ykIsn}^Qo9K_Lr)E00*2_}P~HVJqQ!QQwoBKtDNbOxTQ6IJ zG6~G*7%??9{Dang&r3E}i&)Xc5q!vY|B(a5-gn$FjCY*qI(eM&(emcwT{xl+ds(+u z3#hsLAKc9?4O<295iaOgp>~UW)#{fI&Pkj#YyrI{q_U4V)k1~~Tr1fgYCc3{fZH0jP~i~>bnno7;7_IEyy<1BiV~Z8 zMHZ18M$OZ7EkjqQ7YCc#c|+~nxN3?b7E_5W5B8tODf0*Z5ioV<`}TtiE5W_xl7Cnc z8bsOXbxXQ`Q?+dLuYDC5mYE~pdvwhIiJH6bzY6AOHzJWjX80FvN_wy5`(LMxUX4op z$1^@#wPO7D&);C~hI86-{{UirCL0@^gt$aSCdL^jUvQmtqC!AdGyJx!cezf1JXld9 z47&qehAJ8(6jYC%9bYPA!TIZUHuPe~2aR6>Ta#$cU0w=r~msij+}bEohkY; zW8ZSs%!B1pzN_OvZWFKuFS!g`I#>+lMc9wqXBn}-m>>Gp|FKP&_u2dY|Mi9Tn|%o2 z6Id`rp6kEf>P=oLo`2;*1hf5eGO)+0!KzTgtj|3%zx9p{pR%4qt@-%I-y6i@V3y+Q z_;eEAPSHkTt!70@_9Ll}f78!60!5hD-t{YX^z$uDSv$1dHT$)>Vay#9mgI&A?V*K}e zmLDEnMiukWn3s?l%OX33lOQw`mfF}IM#0+G-FxmelNO)eR>1uVktF@W$a$;gHseeO zmglS99^n|BAHjDA@W?$ImM_Wt`-{cr~Iz_p8xul^Q*M=8p1Ih z#*ci{&e(6C=S2dMbXWQk&lQiBzRsitMCk+tbLBWxLVZ1zb)QVly%qDT1QGOvHx3)O zVSaQ|y$m<{`Z?P+XO!I4rS_)^z{sgTRdp#Y$lG?7;N@a>?!guGS9of2g>ike-xzY5 zB+q2)V*gVDKy5fU+M?Q);x(8eZ5%gdQIHk4FH==`X}5?@H->26YVUBfP^1?($ZQL# zy4$|>M9nALI!jpf2p#4jBCFA3vRhJRFd}54|awVwyrCE+bT9W7s_cu+o zSB={Ygi~K&-{JwFLO3|*a|FNha%h$mS)F@&F(LaiDduY4FHv2TQPkyk6hxHzb4H2` z*wd4s|Gzs$5BHR@f!*P%aJ<=h+c>O?TlHe97dF=Y3h)qmBuM+O5;YZE>kVz1eEs&6 z5=J#VxQ+zxL5I6zPFqK)SI~)1${VEK{;M}J_t*BsOnQrHdsp=n_A8gvaL$N04YOF- zwel9@4Kk{m?;{_||A~7{0P{yU*{I{68?%15*X4DqTCG6N_}=rF{~~h&y=r7x)zumdbyZu$Y`QX^cH(@mK(FA;rDE0Mgmvrl-~Pbp4jafT00r}Bret%eCS*PADLA2h*uH~2$qemwQG=s zt2%^{gss%Ig$@-5O-KGwQxlPhEyli1(lgBZ{ZJD91ItcGgjwd3+WJ)CK*7|l?texvyOUN6N-Z}cd4WT$1MuL|ANW^hxWFYaws zp2w=nO3Y3~C&Yg|_denh$aW+g{3~6Eqzx<&)2gl;l;raI9lFZIZ`RIPd^U|@=uH^+@3liTWN@u z(iQ^DU)+Zm{@iXt*3l{Fs5|8$#5;mln^mjtX(dlTpT^7>ZP@qawqK&ii=q`FS$Ou! zI5-+hbL8+CbSG}3<#k0CNuY{$J1Rclz1iK1y#Y=UvHlVTi4L<`sYx@|m;>aNaSwB> zyB9)+O4y(V7d|o$|L>W)A?m1W2;zN@y*-8;eUujZi=Lz<^X{mCblZyzj96=9d>d@wAJz!4(3flHwH zy^?_Y74Z2PG$BF{mw{}m3`@7tJ^ENd+3e)_G3?T}@T0?+BL@>hxw@4E3__X-;eqkF zlxn>+ZeK}U#<;-&;!V2h#aurveeh)tP(Pv5Oc7{!Rl`y9#st^_)k_ zrxx~RUX3VK>Z)rjzAOFB0h{tj{iquYGCx!oy|k#~2?stf@b}0>9mR>XS$_QG`Hop@ zUnl(oBpxwT=uit2l?v9G!TJuxX8L-Dq?b6CIc9}g-@D#DI^T`^GHK?dxZs`!l1N&5_;O1Z z9EMyTo+~|8)hW=+q2|Mwvk~l;D97=E;fq;lUuF2j6w|=gjt7@6k7*iHFuYkI!57fL z9Jv%+KDUI{Q?hb;bgiuBl@*^tXEy`*OLerDY<6e5C%XC4-|&4fI5xFr!-t+6=M-iF>*>=OYYQWumY{Ccw#Pyb zgn$E8iz_Jd9qep8=jAd6S|NP`dsQP<@vvnHk#EMp4 zPdIOfs8h#0J!{ydRg}^th=Hh!QZl$kEYG=dBXcGbZ=t9UdiL(pm`X_eqZ-jVPY;#d zUo|s@7K)t@r$r6yadG^K9?jK0K6>P3H+VZ5m#MALD;);Ob>n7}Dc4EJ@QAvW<2~Fh z#G#o}^t(ca=PkYBND`%@=rR?~1EZ_43y%x96gl40!_!6*qWz${D8)VXF>igc`3X-yxD2r^{$*RX^lFzgTSMji2 zt}`b4m?*sYS}U39A4~9elZi4Z zGP18)NjvvKVMu>Uud0(UHJ4{|)j(!FNdSL3B#W^(U}MuMtz!7%^vzrA&m3@W1cG6B z1owJhf(&pALP*?51Cv`-G8jS&IhiBnPP}wn1&?{KM?gI`1qK9nCL?rb}wZ}|6l9h5*dDPCTBO=0@MMx zF*;uw*<7a#WYJ+aks2{#`(PqI;{3~ujXhrB5k_xfwb_-7H#vkgm$eK(J6Kgu57Dsc zKN1#x%&}bV^MT<)mJa8E_ZgIF^uxR#Or-7%?QRoooPQa(q&bZZn)CjJy zyeHLl-MhSaZ5=1xw7jceyl*Qy zAC^c`qrP2gtkunsSccRU&Q~*xth!|=ap|dnj(B@S?Ir#{xW?Hl3j?VX#&HR>&#(c^ zS5Y>F4R{-ESyNkf2NtGX+U)bBA1_Q5j24sI=^IJi0b6#&6l+ao9Fgao;Km@tit?WrV=0LjCh}T8AJt^5&&8|K;JsIq zV@v4+4?^HGcvnr@TdNp+?dv#tULrB+OCg!xYt52yiIYG;9SSq)ItwX@RISGYIx9qk z%V0_C3mKJFVtUerFbdk(@|7&E#GciEHp~3B;?EaBLAi<1mX9Z~!`f~*AfGtdXSONhdxH^hS}+?j1jclNd?;Y+Un&;o8U_j*(;fBT3>d zAw$`fZ0rJNST`T5bV&V8#NTJj$z~^6g=7ze7aC8cGZ1IqQI@_mwHIvQNeIP(A^6&{ z^iqD8d2CHgm*S=#s27PW+nl@Fmh?@M*&3elm*4q>-($}>C|iG)Kc5~ASb&eWyEr^G zjel~lGQ4M{%_>L}(}jik)J$JLtL8FMjyQT%lK8haPUS73L+@-2q@3=Rm`SEqDz9JG zIud48sh!+n0HQj^Wg3YLj1$8U&={7^nWBK8O%AIE%YMc z<(ag^bFCZdC)VeL^Sd%yqkqC0?qcyv8B(-{#H>9qxN})WU++g|khs=E72Jbl>+~Z= zWDcMcJePJA%SenPQ)CVqcVdMghZYq34LmSnoj)j-XGfDw)0c>MOloAL-wHnCm>3O+ z-1Ed0k+{5!qU?5_{}P+T57s88k4N86o!G-GiX&=JR`}uV%a}_>mY`ET%&c%EN?zx} z1*GSl&XFE!l1%)V|6s$T+i}}j!#0P$D~p)$mp(W#6Q4e``_YO9m~IP9Wr2RdV+*a8 z#9T?h9LbxEBCa5tc1E#sL847Wg^E)#_AY_wF5b`R1!I)G12wTPGmO9nfllL2rEAJ} zg4B)sKuMfQu3xe_X(HJc5~Fb+oUyXJ^DQq^a(N0BLooIq$IXF;w(R3)XpXf8EoRT5 z%8ntZATZuquXpu@oIW3nbiA;=z1`T-Lc}xuS!lX+cgMWp_R;c;3QDq9QxF2n3pq^pSnxseY61mbj>n|TX{N1wfm(DVS8v%p}D){aFFBqL+`rl4h{AM~50Dp|=+FNeaUA>KKA zY3~bKTf0|b42pTwsP*Pz3(a0{10~I+ro?PBoWv5KV1MP}T@BuZo;^+ImLVzX zQIH9&inWdkzO$tpt?6E0`e8odP^e{{CvOYtVskWH(^z?+y zG_6uT$b5WPDX`L4hg3=il);^~-i40wXRY}o3+P^e%i#P=kI0hgWgt-{snn5B;~#9w z&eI#wy~$lILjDPq;aIiZ0{qj->H_Pj!CyD)y&+SYH}1%!QNXH{s!9yPVJy~dL@c4D zrR6j!AK`@x?C5xP%e{!9;kS3*px3p*N*cfG)!~q3v`SISO}pZFAX`E&{!7kWwM8DIDJ^g|dJ6$9grJ~lS*mE-p;hHtgyQ(tiPBv>dolzlf^Am;uoxia5 z_2})S&o1DFVFnHi!UiW!dI>^y*0(cL_gq|Yhgk}&0L(rif%#n4h^P+=a( z2{)BeR8AwpP+#B^{;h$NLwQ5Kuc0(3e_ial%4aGNl=pdaP+Bqs2|zt7YwL305^xNTeYO~> zKFxnN!8OjnwY<_NdFcrLKMJDOiB^_LNy)PKhx4%_@bV(9aIIRQjWLp9&qW{`%!B^p z14i}B?0(2}lcR$V_4you*YCg0o0ZVokRx}T&QNT%Nl8y<;@j-3AJxbN!eJSV*FK%@ zJY)E(*i=YJsA$I6^feG7+4+_erAJcbvL2OtspOeGEE?mTBU#z$u2vQsH`LlxEgE4k zC4qWF>&Y2LNws8rXko$?pH4g05}m`v0L_TheMU3Xl*VMMu*8PQTkh@&_At}tzLl-* z9gH*_A`n4NE|>wRQ;6`3ZGi={z!{A>I#k%%ODGZNtGW zDV`Z3wD#JNE4|RT17uuZ^x(`;tF;CMgW$YbRDBf+&ElE$n_{2US3YL3PbQ{t`t$9` z+;IiJ@O!g2WD=7O^*Sxj&~@fg;=vsGYG*Gz7=#?3a_ZH2$~+(gjK@`PLl=Q~{uejjr|B=wOE$U^ZBkgD$8F#YVYCjSzRW{w3c5PKSTD)9Fin(~nRW?iB^6M= zL<(J<9yHdGc>=ea*L)U!>jx?L%yC_$VLYj$YC||GpaT#_J?qswQAf2Gjj|n?IU-uOU=rW)O1|>lg#A#^s&UGdDuWoTrXki$b;BG28lHB&p_Ay8TE=%H7iqdwV=Hm z*lB#xg#kjB-gzR~^;{I8uvQSOqoBuGg36DxS^ZG(GlWJx3>JwC%3J^gpa2X>>?YqB zO`sK)oSd8UgW8F9&qZJahrD(f1v`2H9Sh4k2Cb4?P&ci(bo12|csH+ic6Q3v+rhrl zaoNIQtKumI+Sjv{%^w$bPIVfwkM#^!y?fonN03kiP%!vf+S@nD0GSC?-r%-In)6<_ zwT19-nu{F4NK#!)0oF+oaG^gg`_5%|v%dn&9pM;ymUG*`oE+0sGA^1HUG#UBgsolc?J%+_S( z3aAIq*$CpcHV~@=Wud!R7vDVbY{d~=3Bs`~(&v+qaM3to1a9?h?WChV_og7q>t$sw z7*)(Ef07@NeDE}8mA|S`!y;FoyVMD@wO$%MXCnm5qKurR3@8fR@ugZTS%F-$k7fiRWHN^j?>%^6G@vIC|Lr8_4NW;r|LKojhemhNF z`%u;d*5V{E2@1BvLO04=<|c6UYn}OybH%nPu!v*oC2kUErCi?Iy1<~Lt9k$(x|M>n z&64n_K~(h>zM^%4q0533wW5>4b`&L@qUaf{=tTmgAp0)dX`!ktA2>F-kH=*oaAdL52X3k;3JX7fWWp^Xdu#1#HNG7KPd-dFGr6KPQs zH+d27$+R3;`_ZN4<#JeM!ZC?X8$-}=lA&aV)KOr`XuuiGC|f^t^41NTj)$)v&V5LK z(R2GK1rgXGH6PyHtwnR-_mv^j4-EbXw-$fhoCk_g1x)Lvc`sfLVyF%O-5Z+n@cVKO zdf5FS>yv44evksWj>VnZMa7wlY~Cyok40y2y;u20`@vW%B$>~~`D&UHn}RJim^%+8 z4hD5Vz>Fy^P`UW7N*LPbSJkCo0@CM`zI9})Bexe`xD&t_ z7!MCS@TdoY32BWCFKp-{SfO(kY5iIH@EG$7jGjupetrRpYoMCDk;~8#Qv5wSjrCX$6rsdNNFHsePw3 z7IO%sh?)k)ITKjD?kDbN@_4SWHls8iu{Bm@`~>LE0P$}lY+Zm7M91R@4v762hf#;j zm(1jHSeZe~h)wlAw%rA$T|y89-P@aK>iI0@h(1``-IXE(!H_8$BRLOF7Hc1c0Ex8EQfZN5%tE{e1xIcMd)xl~WTVk6pRWRxnw zxqi{YSC%^l|1eQzd522${{B`TgZ*`IbObFU7q_YXTgDLvB;`NWRR(r*%^(nYe--Ma z7q56BH@nETL`ggUUKlr<6z70D67EyT>`X(i+{TWM^H6Q-0n`3|!bBw!M8h0{{%NmK zWLCKi3ckPWGT*#s9(*~AQu`jMR2~8bDorM@{V+BV0VL=A0*PedjRpB$Y()0pF?d#7 z&d%$*qP#9n6Mbzkl1!s-J!)1d8R{&2*WhZWp)^@;Fc{h{meGAsXNeY<^1HQA`MC{R zZ7}dHyzvuOQ&X$^+J;z5|eq-T>B*a5FvKN~qkRT9{2-VvC;^9~D*JTBajH*?eE(%mA5A6L(d=j_d zo4QiupgCx`wK=Jy&PZ`m!{{hdh;Dy=PQC*z85#R_R&pyOIeLkVjg5uUN+Et5Lg9N` zpTG>L#kU=hg24*>WSF>MODLEMBy+Sa4gUPf913oUZ9UK-VjlV@++a8E3b5@(9qKDc zbVHe=Z)$>^*};UR#WXHZOGEMz8!aAcPbELzpf36If~oA9)_Qdwbe<(_hw4Bs%&(xK zGDoy!BoX9}Z)+F#KCd_*{*?UziVDTG;-<3%uo2<;ZnP6Z(4>+6iHvSS@hiZJTHhjH zj2W6OjL*!}7S2kVI>`Tmxiw{D2(75&;Rok%e0==;{EnIf7}yKRN~vA|1<cwMOm$KKVNi34#0cD3v=;%Zb~07;FHgjo+6xJ_1Or3lA;j76wHN2UeBYm&2^&kozz6GCQdgH0U6Bd%nv$fo(0ZsVD6Tu{KSjNyITMh^&t#`2q&+L*_MO)>^*brk33 zbfz}6yAw*={_~2T9QxES{z$DJLXkMq6o4c7Tkb%BK)>ko;4?hl_>4<_?L)|-0SbRd zr}xv^vY(4`TVW{6=9;Kv@Oh96;wPn7c}zZJz4FT9=reGOXqE8) zAvG3AP&#%EE9)}p=zYM+0cGS^20q0b%N?j~2G3)C#ijh3rtBBX*H0ElYmx1SlBk#q z`1v+q&tHR#u@G>NN3!&!umlGO6OMsSlsQnfpooX{4RPp&;0$Gf?Y;cc9l3LF!$M5w zz?+DFJa$&d)YNnfN(OZijwY0bI*SZJvk!-980`Ec@BYYRmY}kHD{hUSAp$dJ_Acl) zc?rDQjaRN~ukxS>!J>}t#VaprEzxneLj+ek^JB6BJVRQ%2MRplk}#ue2yB@5&!0cx z5x<0kPAJOAHqQ&BxX-jyp=`7$0LeZb){FQ22jA;$y7B&8Ta)MY$uR!YVd_C#!5P!O59 zTL5F4x5$bRFaH9QOJxrCFgFJel^CAG4*KB?75{(jeRotz3X+vvRazn<7zhRsBxfWm2v`pFU@cz0erAR6}{FG$N2fPj=BFo0QxUyt8#v6HQZ` zW;F>n5c~-e3Kj9a}0Lk}m zbM(>3a!|@56^?5qI(RumxOXCw8U~2OX5rMbzSt(kKVBzm7iF7g`k&8P>a&f!^(5lRHS$u3>*Mm}KselwXh?GvwqAbfiGSJS0Hn4?Z#7T$hSY0G3QQT!FEO<}S^|f%J zPxm<%hp3AGNbEF5&j>!nx)!Isw*Fxg;GWoEN_o;_-O4^GXwgVGm11C?lZxak?W#>V6$+zj0c<+$end#pS$oJs>`MahhrTgNRZ?9%cbKd4i#s zE83AB=f8m)V^z9f*W2zipB!#mU*}XPrl@8kHUiG zpNqv;PSm5NVox7ID4O3yXB9m{rt+0neeKr3$7%!otk>-}$^++oB>bdh5nm)v>D2rA zGVXxoZ;S@e)`Vh}-)`4h)5sg6p86v=&+CFlUK@W&pft2ut7%lNTBS&$BkazXQn-sI zFWA8dllF<`HM#Cv6#RHfl^*VuXzcg0U)i&FYa}o?BIx9u63meD6 z{dGO?1_)Szr7C_VJF>>!34{p7g+(e0S1Z^R1R6`Z6|w`2OY ze;&pwzl7PSdQO;!>IoImO_n8yx7I-6%EW2%Ymhg53U8kagt#wI;Fkn=_gNPl^0T`z zGKUkiZN!_Ltj8f*@j9!`SZ3_q%|F8Q$7)f%} zQx2bJDCuxoHKAQA4|8ZYG>tV5vF$%Ir*uzO+-{hTeUzmCyx@RS48|wQ|JKYe+c?0CY4{i3*cUwzvR?E{Hhx;P<^_FkGH!;cLlv;Ag1H zE!;DG=XBrDsrM#jFhY2Taex6p;|+U;EBF@x%a(Iub^!sri)fw)jbhs}v0&Uj>SSrzJA zV}Aer_u<#Z(kt-7E;#jH*W*yjdb}_EWc2VyUKw`OKghL*^er9vn?+8JFCdHDur2S< zfYxq%Fe)$1Np}vikXP8rT2Z%(6Y{9(btPmK4CM@E-xV`c+qr9(mqRY1kOHKwY)H%0 zV+6TZ_Gj1`4A5jWOK3sn*EJ5Nhs?XAxVJxV7`v8(V8pqXqufDSD-F^<9c=TW_Rt?2 zr{7tyEWB?xK@f6Cd!L{qlvTUqw0ryLy%bqFWMc00_VJw=zVH3=>0BPsdvu1J^%ID8 z=mQ$JEMPaztBO{ZOI1=KTfO~i=l&+&GmF-(7gOK&88!-kDgx=}*h1PAyR*5AlR zfkrU%u~h;IcIML=KsPk~sgeK(W#;qmFF^c->5pvS3ea+TM{s>e~@%>Cdzwfp2Gm;PsZ_G z)2#l#`bTsD6<~ zq_y)oW-#kf5dL%U!1NVlMS2Qm7L*ZO`oFvE^}|Q>z&AwDExP7t;y1DBZwfY#{%^dd zr~NbiIkJ4HZ2jxf%Z~hazUANUCf1tJ{p7#7^NPYzYU9Cnk1?^wg1DV!Q9!Y%SFTvE zS?YM6MTW*h2o(^38ysUIJ{_^*5C3+f{qqTg{}%=}fWI(}zKWmtHuN=*lHA@Xfu#9{ zj%k$b+D$y*_fGQzYH$3XZ})%R1s~$3f6@|Fe28Q<{rRt__y6oIPk&Re?!Ue)VYUA| zZwgmPOZb;_qDAb;>Cf8me|cFyFZ=K8U-6uOc6&tG{;igKE;fle1jHkYEVmC!{=+i4 zojALV``aCJ#Z{>rJbt1+$VnMT`wcp(mwK0uZ@kR6==4hV19MMsFs|+iKG~(x^#=8t zE|okFPFXFv<67~$2Ui}vvZwlNxQJR@hNk6rsavDA`|xY?tNbK8i~YNwb}aZfBi>UfU@^s(CYutzWd&GP-XeqWr}ISr3txp-7Ve_X8p z{$)zc=-T)4|JVsPZT@M~Z(jJ%?`dQGXC0=G*Z=!<7*TabJ7gn*8kOEM8Kn8Ukug|1 zt((5S+v^d)(Zv&&Vu0lyIsCobRz5zyp>}BWB$eTn=RKl2j|#=90#mfe-8Rrq zq;Zl?0pRuV^E(8ZK`2UuNto|&Aj7;N1RAnLygdlX<(Sb=8cD!j?n>I5j}Iie-k7^^ zbsn;07Vj2V^j3a;k3F`X2Qb$<6wKZvaPQF4WKFJ8CP9r&$Wp%-ThFmHEA^6w?S5y>d3 za&fw?dp^G145IhM9=izgKr{H0?gY3X>qiEj37>}dhv!5hW!gZP$Yn-}%>Wn5jT-bINX zQ01m@sZ6_`b;g0VY7lf2zrXAJ{SPZ<-~6u4!pL)-7(eF!>a?{(yU861uo`SdR05tF zqlsm}p;!Z`R2xrf8tIY&Y_A-GO;4aO7m8t~8hbV}#O{q`WfP==kiWx}aU-qH7{5O9fE|@1FT&x{%^Nf$(025E%5cyx?cBTM zCse}(OzvLfa{hRtZuS%CyS98O78*LUkum8%G8T@RQEO#foTvtoWZsZ@q^|~GFjc;r zk&GYvR_W(fv;slcrcL_T7X2wf6WbtSdaK-72{od%kZj(0?(L4yF{3&VgV>0+uyWNZ zL>|r4Yva7H~^SvJ6A)w~+@DVAW_q6qOg4k*>K8Z2b2r;=YjJDg+3w*&%d(suEfB zdMJVCs$ZB>W!2UW~NLO!@g+xi$m&0X1xe^|KC0P1*@MxV)E!>INid7we0l)Z2Vd|j}$ zce4$#%eI4@u^Ld)D@|{Z5c5GLB#z8$2=2uQeYJNKP>XXXS*j!qT!H|R{-Qo8x9Y>*d>Fv4LuojEF% zzt#=beu&g7t)9R?s17;RiXFSZ^P05tXdbcA-df~NgupOBYKM&;10qocped~f?IuW| z+m?!&+cWBKM~52M<5xDNz5NHSfSE-9YbKs8)v#&8@^;Nscg$?e!z1Z8WZKf@sfGoj zh3!?rVb(f>?Xn?v$?@xVbMK|tbX0tT%FvZWxqhCFZnY)d+er|0v%x$~O>(^2RUL(aQA3K^0RrKf!K~Qkb%e%H>vrt)fF(d5?_AOpkzT2!h z`XIZnO6bAiC%%j&3Lyt@?8$shNjf&6R(BENZ!IKjbRh`yV0J>0Z3T+B#d$%HwL$t_ zrBB0$A6Vo_^xTJ?$X8X@q4{G9S>}z;E)lAva#8&y^tcJyZ0txes>22*cImOK2>iGu zG-30Wx_ti4OJ^AF=x*9+<~`{;?V=N`+9ovm1OO`zta) z+3jgyEba#QrQB#6&T&|$EWveLv~0Q<=fP*-oomJbwbdox8dP@t&Tw; ztp&<;-k2lWU3Kr5k6*Nvph<%gUruUb>ssi&D&mZecm3J|c+j&_QF43heIWE(iB%U^ zD_#ek*Pvb8Rj7&*EH8+`qMLwDuZDSY4X~+@H?5%>a6c~4cXBD??7Xky){W>+xrnl4 z?C4sCinWo22Bc+`)-T%wLW2QH>yoQ*mJ!Sz+=~UIo`(o+;%R|@-K^NNP`1Qi(%b^2 z4bwUMu!z^>He5OrIeXvosl`7uN#h&H=lPgns;#!!AT~xj$0rBegm+lYK)SuuCC`= z;Z0O}^D$#l{$Yc{M;XVR@8R?!D0l)XMgyqit2(b_#0aNk#NlY=!|?eh=TJiq4E-`l z*WwBYJPaTpZ>o2zIdcv7yVp(0li)Oj#V>_?Ty2I$u7cy5l`He2PK1Uamf)))I${#+ zkxnhw;SI3lQCEmsUF>=sXZ$`~rUV{jV z&mfcM+c}E|`iP7w5gZLuq1$xu0$t)vFD=>o`FScAMn+{l;PJ;qLtme?@$vDsyD$8F zXp9rJ5As4`ab|lR$JV(AhMLMj=?-;Mu@q z4RaF~k4B*`_KrES1NxJG18BP1em+|%NSeLF8VwKO@nE&q;cu&);M0y5Q_R3j(0P#T z0^Hjut_FlG|Kwem@B#|_~6xbiWmDkwU-6N1rsur*OO<$vwK{k~UO==Pv1OvCM zfg`v(*!+oDHAk9kl-N9mYc`wAI=uR8#uto|j&u=ZN5l?_XHwNMut%9m4F~1AvL(Kh*fOk) zVO31~w5fP5+W3_S^{BA;YoQrPHx4v~o_vK}+fl4LFLlS>a$FB@PF~CYk9jw@wOO>5 z1W1T(KsTM08Bs+jUM}lLpj(Rlhe?C?lkGs{2zO@tGhq+dQpsPg>|j*i8PUqI37Ttx z7Cpq9>yS~D98N^28xbc4wf)UfZuiUXTxJBX9;s`Z^hi z@9YL8+Ib&cC)-_5GBwec@xkn|9pyI5K~lOwWAW-o;Um@;f;Ukx*6R*CY1nH1%0tEG zgZimccSG+mZZ5>SQ8z~tI1pB5Qv-Tat6-f=Y2A8XH}+5**(xBpc@ys3_s>ekO_er_ z5n{fk4nSRgGg2&-4rz+Pz?|SVbZ&AUinm$H&Au0EL;;2XWLsZVdh+^^O2gA z%$#Fm*+q@Q;`{K>PbI!*NSvPR%>=Wq0Aql(&Eqj~!Ls=pZ`<$zM%8yleS?V3Rzjwi zKZA)A_X+u(m(q8#Z1-|oyTFUBO4O4voIowr;Ls?=zNTHY`3{XT#Dd6@ZGvW~yha^G z?M!iXkGs~z=KmQTpx^fIVisz55IRiC*o>tqCGg!6n!m~4w zu2MIi6UzL2HIxjl6E}aRFgEAao#`V+NizJ${p3a@r*Q+YBDO`f*p>S5d*zUPjT=Z* zBuZcE0KQN{j&~OKn%7M_)~J(5I(7bm;48#&sCQkRAD@nx`i>DJ@l`zgp_F3*5l1dUqqZnM z5kzw0nu7c=zvB0YlggHsmc$bB1aSk=5|X>Mn2Dhn#C}+iyzUlEa|}#>Sh6q;`A&E| zq=6HPgsQAQ5b*;O=py3UTU+ztWO`U@jkn&25OV_o5XJE*+MX7^@cw!IhVR|h<#%rv z&^f%ddd)3NLi5HX`vNo=C`;dakJ!x{hI%hG?^$FIsDbJA-E77UE@49c!Q=NDembATl|CG{LBjHwAE=^^$hy@c8ldwP12?fVX``#`GE)Q;f($)O(US<=lpQmH;oI z&ya`vo9lM%Cp$`k=2F;pXlQP*gRrZ;Hik;+Bfk^|MzQ--@NXhHQ+$yDY+#oxUp5=v zG%)=7@Smn#K&D=5_IV5n^6|aW?28#BW)K|HJ-ZTe1jGXJQv6O<@LsN@5d^t~F=Wlk z3_ImIbuwhkpB-Ev;+Uac-ley0r^zym#yB$mEmG##`X6IFiG72#^t&qzw%6kgmne!q z3YHk=B5b&^PAuk|3$Zzf+v5pzO^A%!FDqutw*pu`uAuVmw4RI0;ABcLHi~K2yHW1s z7;?`E&%P9;_WhoK0H+?Yg+}&+d2TTVlWK8MQCkzx$PCm;sHp18moN0_b-+62GAe`} zGcsTeQwNZ*$RuQT#%vW76wCm=l2r(D=vs1aHbA%mU#);Uy@9}whp0S+2DDJdnSXta z`b96Uso_HEnr6G6!aq0hFT|(i7Fl%3=lRrv=i7m;JP(LM>#b3 z-EDbP=+9n*yNHNaw-HulU#0V%T1}P&Kjq@A?_H&Pc?r7+4={yWp~|yvnzdQvQ?tZH zY`>!T#cOwPd!a#sBj|g#`>(qjbYni3<DC)cCfY3Yyfm}HV zK9sMtEOi~;5BN%o9JEh1r8R^i9YuRVtlsK5HyyF#9w4(N#!nIu3eVmwtQFbMW*koz z-w70Y%|En*wW-pOb^t=qICL_>#l;F!K^&`e4ls8T<_Q4j@e6y)AaIE+!E0^*q{2{{ z3yTa#B1XN8R%XQY(1tuO%kT%nH+t;bhfGG`YYJIy!e1~G;ispw9!;s>8Fo`I1VYzq ziB7EorZqXpf2WZWUWVB95v`<RKePZEeHPi18SCP>a?r3cy-j?$$p({pVU? z{R0RPa#?Qkn9-nlV#v)mu6vNKvNA>tYwxy6#M~;P1L}W%|A#ORs!tb-$leu~LgXU#u=GZ^~#@s3^R-m)4A5%U1X5Y-2v zh}bwjW3aHS#*>Asx4FaqCuxpLGO9`Eql#@+!-Tpote#W-IYB7|Fa(t@{z2w)54sWS z5w~neTylKj-P~4z?b~m_zY?RYC|(cHL^*&0j-bUqxbf_8wAb+$)IrX$JZt5$(F|wb+>vrTe<6iegu4<=?@ra{Tx*G)5JZne`~tYY+d1eU9z-7&G($`0*poU~0*hoSyWvfbK*;=(oOFp!2s7 zceEIG5_&o*_B9S|?d^py4{H$KN86ME1Ib5Y+bz2i0-%xW`u5J19r$@NVi&vw!8)~K z)Oj{OIh5;7W7=EiT`sDmJ+R|vS<20cupO>52L0+ne1YBYYuRKLa&)4+Yfla=PTW9( zNgo8>4dd+r^`~zKi!Yt{zyeM~cF_HALHlh?xvLOEvTz3D$8uYlZP!ZoBrvOxcQ&^? ztb5O=HK9%8ZQ=&NhF_g(qJ2M|9J?YP7KQ}4=fIrcvxr@_fPs2)NQm^@C%)>B$L^;V zTR(y2>Zcn-Pth&A25RFIP*122-yoaJiX+Quoa_LidfekdLLbh=+wY==qIpXta7C)VXG% zg+;V+jG{=bAQ(SNmBo;zNx{P<;j4TGKpf8_Yy_ZOqDl~jq*&W#bk-evYE&6fWN>+f;!D~A>r(6;CBGEiCgR#4Vr0)DX-GO$NWU@x$jIKeK(-qB5Jm}mQU9}P z4W;u`-Z2i-14>4~xTzlJ9t;*xS}~h$Djhe~1M5^wJ~E*@knJf=_$bgY4qSzJCH6uO zHQ78FX?p-b*41uS)uFaNe`Jg6z{UiCfigfL^z5x1HZX3#g6)P10>8F3+V73S?GXkw zqn>m`Ll1%mYNNAZi!C%Pp7kHXy8=2usVl+>!B8nQG_OJnf@RSt%y$cr@7E?u!EOEL zSHT9vYo;C1(t}D1;<{9Ovt>;nRcUpKJ-R7Ugv&$5{-_9RUE9^9Je@OqESf4ik7~Q>D(8O*Cf^^rcFFw^4pX>*y;TA z(@$ik`q5}CCdWG`I8(%R$`IC%iZ51X`T6+-0>lNKh8;4^{jLW!0P11vYG-g~Atk3P z5FS%B>b3X0iF$Zl7QhNrN%TU^Ic5htVJ!hRHz~6qG(?$2N1A^9^;c@|CngzUoExk68cn#m zvfsP8Q~j?7cSD@a)PZxqU#87l$;>$S?si%ufTQf?T*mh0t+H zmPJS=)HN>L@!Lhi@T}uqs2VUw)tJcQLQqa4?0WGJHPrbdY}frZPVfD!<6rOQGHz-i zsorDX8<3uZI$zv?;?P{v0|%&}$XxGMFXEcvZ=REW?wv?%HioJMrc*DHQJT#0Y?isS zLhUs?&Kan165?ymA#J?8T4w}hQ=UVwFXK+-u$2rj;b2ulHms@vU`!3?1KSv4{v!(+ zPYvOMkv1Y0bjsYHdGk1mEI6KQdE*VbFiEj-_ISq?%#@LpKLwAnuq&R1D~KuUnxQ&W za5uF)N(~N=6#zL?AL+u zLMZbl)g!*G)JGD{-Xl)2N*bxEgl6-{hK2D6=8k`%N_ed;f>f`o8yvRwGzc?3yH*d5 zI1*(YaoD{9X(SXL<)L!^T3vsgL}Ny`RRhq?x$$26T!rawYvk{lm9yOfjsDs`c&-*`k0@%m zVjcBi$k@BoF|HVewqqI=*aqFXQMV zXyb|~4VIHM#XF>W(GiUx#8PNHNUd<5MCcNky}lVJYl4mU(Gf%fEd}c>j%GzrTmZuT zk9L68I07l;n^~u1>ay@jLmW-kzrf)br~tqvZY8?_J2#9&UHB?Wi)5D;e-cD~NfHE} zgWJH1I1zd%T<0rPTSP;pez`A4_KQZQ60M>r-WfGU%ZY)SLbxjXOH-r^1<;Cw-@%;Yjg%O;SOXVGEN2sLiUklD`cOR z2nQnK5D3VW!s;CvnicFI;+jk2C{bL&RNzphFIgQC4=R3toN3>OgZ}O1DVbm+RmX~Kuz~;_=IQ=K%XOHUTyBKSKRSc4=FiU z`ODx^kX#1wm{c=VAocQq0_7A-kx&l-31qZeseXD8k-h!X`HboZSVy!si;>+-&Vl(J z{;7BtAO-a;_1P2FJkoQQkmI3M$NpX;%Wcqm(PuqA5o*Z3tj$3k7{+ z-~EPiYys)K0b{C*&Yl&e@w!Qf(B~Z3+(?~Dyjs$(uOA8V0TUvp*-W@OUky6!*I1&}JKq~Uu*2;#QyL#0qP*4*P<|JJ zfjhfE9zgQ6Y}Q6M&FAA26({64SD`GSlw}0amy9vRcP%jejgOoako!y{7d0Rf7|aLpf^*Rr(k-TUN|y(xn5Fh`rEI z#3c-VfsYxLF^C6%Hu8h;I?XU8-q32j^Ho&@2Oj9*{wl*^Uu^#Fi~ z_R@{^$$R5>+}4pE``ILv`-TzWtwMCI;CS@~g|PIr*b(Obj+}srt2-A+AX)Lu1s<;I zya?8$cCYKKV15+VI8luubd9B_HK@9S3^&A^q%ah8;K+a^g07a)uEfNu4UDR7h`T2z zEG+S=3$daV3EL6klb1kMDecHmJQj#}Ow_z}q;D?I)tVcC*J}_UusUF{WW}1^5I5Mg z0Yym)T$v8taYwb!%zB;>6aRG$AOh5_5PEY^2ulD@tTRao6jEYCB#N_Kj2N!3LkfUG zz2NY-dC5!;2YfRF9J?2HNiE&2VO+A(|{^cX7X-{I&(eEKsoMwjmvHcm)ZBP&w@tnX}+VcA%b~Yd%Wr98Bm{fidT1)yb zE-yfo;=L_kCB;t-x_~#DAwcIzQh)@K>MZGO1CUQE1X6-G0jbm%__BD#EXK)LWz@wr ztFMBd8`<34OfAuDnA+!oM!2bK=yuA(?dT&gIRQT5R*+MG%(IH&$YyW+xkPdsAiNKo zzGLwJF&(%SXCTxeP7sAeWPVR2=^rFYAYfb+Ww>Fw*U@Pu;UV%^dSkUUB7;1e7`MxC z=koIM2={o2R!FfBfRy|qUjYN;%-H052N3p#;3-SR`45&gDojD1Qcuyalli2ledPU}wg7lQNRZqdgc!8LsNgYKIdsL*OTj z?P_H}l)?q)gX%$W0C|ylO5a6i1HQ5ZSP||tumL}%N)aYSDaG-$v+ioYO*8kSJ<55KhHNvl={2 z$+0jPvSKQln(GpCCmm|V;FYcuDTwB)euBpadF&7>3tiFt&b6c&f{St!${ z<2Fj=_=pA0EbM+nYkX#iDX$}LYWqwry0XV+x*e*Iqa;zJ3F?FOMH+#@y?}0M*tMs@ z@j`X$z4@Pcc{Z}iUJg#38_V-+u$8Lp^Mz}xR%c#GNKy7@^2cAve%s45H?Hqcu}@!} zrejx~Cb=Xf?QOA1T31Y+Uyn!g6|EPl>?>E_WNZp!`)>AkZ120dIJJGPmq@&l;0bV& z77gTUzvNo>_0ZB>nUBS^_wc#-w>DAkvQ=pVtey=M880rG4aDdqQ;t^>8WHhhXJ==~ zqemObAs|B`FBTOQ6^`LtIA>lO&wy1m~CMK4Ic$tbr^bawpoukm3%eypC zQVtG-f(pv)hEav%{B8bHFL0>~k<8ToIQF~W9+&ZpM3SfaGl_~2x{ECml9MA%2Nphn;j6wzjqe z__9>6(at-yvbD99_B~5Q7brvISbe6g8Px&2Pz>fn)?!mM0PUJ`^oRr5p}RSts#-li zjd;44?n*TfRxQb@&Qu2lT;vg6o)6z88ORX>7|1PXZ2gh0qml9NG&Qk0231v6Jn@vr z5{XBx%*4dR9g%<>^a(0P;UHTOQkV|}K$Y#umm+}{FvsP)pmpbsYT+H}DH0W+_~Ev6 zB~VAwXmwu1-znz%?Hf{ZVI-_+?sX(dZ<0JpZSyVo0H z9Mq=oE#&lJVG`I0hk4jEx}0C&wKXGfCelSd3Rt%WCP(;n4pYRE1c7t4GQx0cNAXi3 znVFf@)}(ZjYzJ49k?E??UH?=xXS`L2B6>~E%Yd+yojMfsJWx3nQOGirDZR|PNyq6f z);F^dO9@PNmrZV?N?+XIF&;K5ocO5kFw}=*vMk=7k*9=7u)8t8d$pZ^V}eeWKJaEj zu3DYcqzMT5)>$oJ=nM{7{6ou_n@BPdU1>_Sqq?Z5K>|&&W5#E36%Cn*$mnQ3iopp$ zWICj$iGGm6DSz{D+7jFBn7?#`Cw1>*{JPbymRoWgt|4Fz&oAS`{A*U~0LPT_Bvx7S z!h6~Ao~Ft3Y6(R}_5e{l(DWV_m$8dSMN6wL&a72)JzFjG2+uWSikZfP-biIWwSlrK za0*%o3d1zkwlKv0O^ORn%x_;eumb*aQr2qg&Whq`?KMDF4cyX@B50zf@1~tc=$;VIh4N}VnVi6h= zvWa3&oh-W>z;~h&6TOi)7vjzg5S=Fd{Kv0GR}`@T&B(bgIrW(76<=)PJZ5NUNM$v7 zGa@O|^m7!+w5qb6ZVW~CbVx@>$H&(<%|tO%`7&-c6x^kQ&RX>TN+8h;kmoO2In2a? zvWHT1kWVNpufSYcmdx%%4lmm^qPklrO;mRNwG{jIVHYzFfB{4WA4|Xna`?AOF+oVS zSu!+KlR_Hi@ER>GloH`tl-^kbRTl;baTnreha5E^3$qu&foToNboE2+U!0IrA2SRL z4vCA~HagVDg$Q6ji_HyjsXUTS!8(|ZO_7`kSWO2a6`#tula$Pn(GkM;T&IRygHo9= zBR*w;ilpF?Qo2U~*3{|b_FISZNZB5netTy_Kx~2HYYmtkG;xF+ydgFRkXk*$ z2`Unt5m<;emVx+sH(eT14uD~KE9PB3`IO}4iAz9-p(hhoP8?X7ujQ0igo3{yl^1*l z{B$M!4)c(nMTu@xg+L(;OwgC6uVA%vB9${g(d2h=q}9I#XxOn@F%n3jxeBJTTcOa_ z#!_+(Vg`lAr)ErBgK1Co<`-Xo|3aDsKs-_rmvrn^7USIvRx%_hDe0Y*Itq-y;p8=P zsTD|XvQ;l6EG+DuluQC@_Bmq>eFfF(dVzL23cvBPc5PAZ?JWwMZXG^Tk6J;KCroed zyDsFH_xnBF-HGYowL$8B>Mm$RZROwNJU@wAJ59SN4<}h2c0I>x9HHSMy!5rAMn}!k zYZB6CZka~IzBSo!$wEmXJGl}LuUqR!-#W0;-NkRuuPK7xJ>36)gTqVjt3cSDiI3rLrEu(#nsDyY{_0MwO4=_z0Vg?eN{iSL8- zJHS^1%~98Ainu^_?Qes_EH7U+9S-jaHiK{&0mr_&h#-zS-Z%l_(3H_{T{S`|7YF6Z zjQ=TE9o-RD<_OD6kTW4E9oDL;q@1t&wNqlG5;3nW?XFrDG6n zyIt*aK6>VLri7$7Vi_5XNWEQ&Js$3#>M|^-(?s43&g-0-H!VE6fP7Qc^z?$#c04aM zj<_xOmVMG zjBZt&gi!9dRYlptg$u3O4l59+md}j#IuV030zoZ&vQY3`cQRAoQp- zdTP*I=94z)a9$lR@Eizuh7-g6Es>Vu#yK{;bH&7YQV~e|d z#|3rgnsTJDdh1E03D$}tK`jfuL|Rl7lG%Z`PRgUIo1RYvP7?U6-4Ly~e3ayl;D5c{ z-N`q?W8V4Q47;TTcWj#Ly*xT`-Syqs8y}siNpU`f+P7kxE=Z>m9gcf!t5}xP?624b z?nKJaz4>T0@cESOMPZnInEzw0~(0sQl|_vIY4gBAcVmYu2^> z7Q~-gLSaL_I3%o2#^ZF*Apu_Bk%E9i!9i6c?-lO?=e;|>^-Cb8KFVT%6xDVtS-`pX z;ts=j_(k+4-cEUk4a<`K`1Er?AuG?9&7xNVA<9$Qh;W7ByoNF5K!Cf-%NDVnp<6qG zG777G$|5q)o_qiN7fL9-otWszMOt|{(*@LRXg=RfwF7)hHHte-64(O|`gqYq>pskg zDAG*WzXR{T#MBkXpcbN<_=Qm$PBov7DT@|OhZ5b&-2D-qil3SUEM#`E>mf_hkF>WVBm2TpSu0;1M~2T->_y1 z;@4iP1ky9T&2e^A8zo;z?S{ldCfQ=@G$n>BmCFStMqH^=STXSSlyRZTPr+!C%11zb zhY90-@BqoNb+q?%#3Z>Nb_{%rEYNyS77lyl1i~2;SF5p_6ZBNv`$?D>?VstN-T_Pb zgu)^qY&p=47lCvM<<{h_LPARH+8eVRhI%=1i5qBe2~ctDiq8m1ND#y(lm2oEX)i`Z z1g7R7W&jDy*QOLV9g07g-Zi4OG!#m|hLtH_xr`sz|M>EjyxCKLH0UNlTozEOXuE|b zsE!ao565O_fI&uxbA5e${^|&^e6_{@08Xp+g+J!9>xBArRch{u!FPpid~{&ba@u@A zV_ZIdMX8*(M--3_?b!-+b2L!%B5j5{XDQhS7;p#`XPM!1$l57U4}+g{@loJvY%1iG zu;M{)pwF(uRqJ5-U(4&^W@?38omrdC&F(a8N&f`8H+{N*m@Oj+j7~7|(h)x!BM1w+ zMr@#!%RF9Am~Q7(MTlRdnJiFvQfH}O?~x>TcQoPfPCP@(gk-e;R#}CP80C18fp-L; zcO6;5Y(oASP?CUvMZ2Z*3pV9U{tT8u+jCK zp1Qg^uZ}uEH{eeSk_NEUe2JUKK6e}-qyVNntSjMZ+kH=^;37XjE0OW8!$HbGK2rI3 zX?~nZ)3h-$vBs{yhFgz}8$yUc16_=r%`@+40x)_waEVjiI+0^+_?iqam9RXnU#~2s zSOMVwmU#5MNDp?uTd{mO`c2|;jER|*S=DLe*?m}*>D1mQ6sRXoO&UNwUkOCr_P_JlmkCo#~=%#7Ws;@ z71#3S&k9pfzkzlvVnyB;<5jPi2tX1h@pSb$1o9evC^*QDO@nl@4;0oguesCQs}$+4 zG+v|@6rL_Xk`asElRn%Mj@`@B($Zkf@7Nr(-oFo>Bnlb`W;J+_%eDHd-)2GkP?0`Us`Meag~P1a=^tOzavro8ohHarF%1oko)5JF{wgu^!z zHDkL2(Fq)8XV22hiAqRN)D#jBxQ^=i6Ae**e*O^T*Yaktzc)w`pJ)N)lZuffZHNCn=iGG;SBSEt>0l1hu*U-EX%4J=!L@Q2#^@%hq5-A$AYA#u(y<%Tp-%MO*T}B zZ6{6I>xh=shDM$!2YyRK>HmMaFmTJ%0pikt!2G6D0zsG;i2#~2Z56H^*tBllI!&pR zPz77fGCbqShiyKB-|lpbs{E8l>Br8^{zQ{UPrQmJW;K0{)26J{I}lk!x1v!p2MjPT3CD?l@s=ofJ0>XKK!M2g2MR3^NG zGo-l(v;&Ns{hI&=J^{ytFtyjrU3cL0)ae|>P0`#i5{joD8bV@_ITv7G7{D@}(9(KP zNm$V5DUVtQ!XZ&mWvS^BRWw!om-AR(dSq5_05xf#u8M;Fb)fYJ59IwaXTJW7)4-AO zB91z~Sb4Au5fl#SZl~c36{7%<3_wkaAN#`{XN8JI57Ks3#uiAA*W(=APfO1Z++?#4 zj)4FeQ>8{zz_Zl&L1^aii#0jRi1tkq_2oztDY&d+G7G49L)9Oml6BY;agy4ZzBmR& z;~)%IMM|$i@Tc^&jbuF#IDQB#%f(~S7?WGRu}gCRA6Uos3JOA4(A&Fse2zraMB+8Pv6@DMgBymk za>ufs;NV(Iw}Y|eIfaQs?jRh7OYxb&ib^yo$X%e8s<}X5ifjqcM~6k^K~Xp}YB7)0 z9=fLFMBiQ!!XCMw`m(_jC5;w9f&kq{2%Tn*DL&l$^k5meonlE`o_ji|X4FyziS{KG z^Cdc(;0~$zib`!t5dTNA@toZxo z0T(nJbIx|Ru)t!BXX{$6_lMm+)I*@Y+jLFBy6pgxEI+%U6W~bogOEoA8c_!rNMT4& z2L^P*SGjplE9?a~@NM1dj)uPi8c9jBP{97qI_OMHdD6yx2BtId&<-KOQq-)3pI{9> zKv_(FYN$$CDIc(h=GbQ2i}1xq9eq!cY!FmtEUG<8kD@w(G5Dr_>7;9HZep30fqymRboBj1&U$)JGQu)mSnHm|ES?p79{S zAl?=o=+wkenYFR@3d$Yif%OqT^g~&?09lp+7+RLtGE`P{0-WKA*e?$|jl_LUsHri3 z9CJdmCwb>2r;#t@N+=7a8WBz*9q&)zvLezhB-Ij(1tK2qu6Mlf;BuR$3y@@?E|vaG zW9+{a)c(e7csT9y>F3?{{!Rbv(%)oJzx+*i_2b`^GGG2p*!90w?EZ5BT2OrcvqY@w hG%dydFS}@R>DJE*ochf7^7Pd52Ne$_?ECrG{{hNlsmcHV literal 0 HcmV?d00001 diff --git a/actions/waveform-analysis/data/figures/clusters.svg b/actions/waveform-analysis/data/figures/clusters.svg new file mode 100644 index 000000000..a76a9e536 --- /dev/null +++ b/actions/waveform-analysis/data/figures/clusters.svg @@ -0,0 +1,2175 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/actions/waveform-analysis/data/figures/clusters_and_rate.png b/actions/waveform-analysis/data/figures/clusters_and_rate.png new file mode 100644 index 0000000000000000000000000000000000000000..e24244002cc72510ae8b769aa4c218c1466320b2 GIT binary patch literal 183876 zcmeFZWn7l&+CGXp){N*_7?cSLB1%Yug@_7BHz*)TH%RNKC?KFBqNLJ|NViIfN_PvW z)B}ig@8f!0|995jANPm-VgFv&Z_Nz&#C>0Jo=07`$5m+w+CTTw{z*eaLo0dlyc`Y9 z#*H*I>zg*L!*2?<$M)b~e^{TDRM>z&&KvX|;^&PP7geokXf!U6|F7Ed?A#grQou%B z#YWy--^TvB)eRcc>oyi9<~AmVI{WNySXmpIo9*L1e&RUyv3)mfY%ByhIsbjZadRsJ z&XB(nB4}v#(MX;@qi`#j(&^+}J+-njzED;ELcn)_`0Km6;jv0jZV0%s^_>%N*)4wb zo($XGsK^5bA&;%t%1hYFgSn5YKYY>msFIRj;N~{lm^FW^sLRQGtiH>v`E%6eT~4Cf z)#bWhek?h5YgflSsLG@!amWwpq@j5=$^G&Q+mRzzuU~(Cg~cze{omd8HCk9$_}k#%QBF=y zhg-M!^FrkAWAnXZWAT%G`SNA1<5awrwY7gxP(psb@J>29!93pI*Fyfuw?RfmW^Q)& zV{@}|VPPTdpX7gX*RJh*zkdxAOQtgojmkBym(QL&c|AF4b3;$>?+vT}=gnWOghfPl zGB6}^-S~8bpZ~?X8nM5(t)|)i>C2af9P9pPAt56arT=*~&8v%xOG}D5RyWqJTPK*e zGvLg{4Kx;-b8~ZoPSc6W8aciHw->9Jt6yb#+yll@5~nvMga{mh8H+WdHs9 zcY(Z}|9){wn$!CkR=c7C4i#EGl8zF*_xPw@R1y6-(b z*JFQ3p+9J5 zxlgL^U}9pzwa_ZIzP({SFd_Kwhh@752Qx%PMIGhk&A6ENM~H}%(wQ@7aF14}?URd( zZ6Zcr<0I<7e-5zy@nw(K#OgI`ur^pQj_YmK{yPHV0RaIq^)WK++}!oO9r20@Y=;h& ztkTTcEJMA)!t`_=FYAB)`3DyweR{+Hyzlm9+@|cUTiN)lV^tiVoFYfvu_imd;sTDb z7#8H`@4%PI$heyP&s(q-LPJBz?Wf&(rlPMOjh8Ys_#1!i)S}6LubE?2+8a#!=T5ed z?d|QWup|D@pVJk$oSYKQ-lzSOu7BtE0y%p!QDznb0s`)R7#%kC%*4C7|BlP;r|kF* zcFd-J6~~l@PORA5^ubZg&KMoKtls}>bIQHnzel}#wXawJGq8E6jQ4+D>gwvcdFYS- za{)9oCgpWbArwqW_Vpb*cErAV_0D4R{{8>{ebkebl$4%ZvR$0EtoQEGd|jucqH@#H z$Jf_)&40}pP5av&+n#z(hsNdY!)Nim3156SG5Jm6-`Tib7jtCHb{qEC*OiH%KP~M3 z`u97o@pcU_3Z4D0#Y;nTJLn)j=)eAC3;h4{1rv5ueDcowfRK>-#*G`>irk8Pn8lL) zSY?L3yyPY&@a@~T&jJEivE@;IP)IK-CMYRlfuat)zTmxg&_`(WaZyoGniws0yb|@f zUfNJvPL6cuDN9O93Of9Xlnxb+BSlbOpAFxFvPApmh7DJ*U3acs)T6pG9mnoGwH9~L)l&unZ=P+plHFDW_CYHK4UC--!Ev@@Z=X=Z4kHsaFd z%k@#01D>HiW3l-kmA{Z-)F{`PYugyF$ewYt_AF|K^vIsuQ^KeY6|GV`YNW1!51Mx^VM(*Bv&Clz$6F(%BFO-82N{HDX?fULN<_)A7#FE9Ck zkB7^ruW}0(p(o4XT+?Om{kQVB_-|HC!BN&r)8P9@)8fuTilyb=PF>*s~|@ z+c&+Sl;NHpQZnZj7Cv`(Ywu)JxT>P^;=_jzHtnWaak3E?X#d=@CCj0+_sFqh4OJmR z8TyrbP218XzjPHiWn6o|dTOM-xizUp)5_}YkE)P_8=s#aWo0dAG5+!W zyWz}eXIp_&mX_O+ZH9Tb*4=fqav_4YCT~T_5_mWD@(Rlh0|RzU_EVc_it5s2y^LFs ze1W5_?Lf^Lys)m4ubc9d$r=~#JZDw;l3OB1I^=C@E~`vv!{XcouiLV-`1$iUYhIl( zYEBM8$uUt{lWdM@ou6vfp6al!Mh|;u6vSuV^y~ZQkWTkQhSi}Wdqo`6(c)%wG~K3# z6kQg_%hmF4rOr&!ni)GR=d+}Z8A{)RaDKmqIM@bGXRt8W+cC^z-0 zo^z--Bx?#4EdKg@igv?NeNXX&DN0)PP-;0-{qoYnh|>DxzK>51Vxb3Ic(nWVM1QqV z9^*Ts{_3!1{Q5iPt}E7Om-B?w6kgJ@>UGhl&!6kpGdsT;?aXVRS`ejaCsmDx=E0|m zidwt_O>T^$WHQ>4sykE{<)vR4s2HwWnkcKH5{st9E-0ubWJj^Mi1kiGb9xXUU;XgNw+_g5(bR7o{UU%8@?W!7mk`}2BG@?Y;Vsf^}b z&t@j!*w!=yp*-3k!COCH>FDT84yP0eMlIu)jVanPMN2jP;C3zUPzW1cgy=dtW zqkyTjv^3sZKd-q=w;I@~c0c{+pVgItyqAmJY2^W9dv>RL5qBAIxj&(Ark%*6lNb-clIC;O)UTMiC!nt67P3nN)m zSoj0)?yMo>QMj_~FJ^UbMt1U zt5+YdUcLI6zkk%DN1FgZ2WH3n=D!DMV>5~wqEd-F?tS~_&DE8qF*n5&EfHR9x5zLi zvS{8_=C3R-csy-PQZg|~%rxs9qA1x6)a;iE+0%kh8m7yt({$%8EeMQ z8K zG@6}wt)6A(_}yRm+lZ-v=+#sm@dC`BQAc)aZ*Q+2*UMxf^V)Fnp{Asu0|yRxcJk4* z_hp~NT=O>u3s`IXD1DoOVvvMJQ)A(SZq9P$#j9%3g)12H(k|YknB$WtPpTC-W`sHp z9R*j~T_uLbUfM;L3r*AmU|lR>K)6V(_;~3ML8H1z4<;wdNm@oh1r)sIAC*C5M}sfz zPPQHI6-UjFDG`wh6;{O z9C-a8{noh7{rmU#R0&yqd-$AF+bk{jcAlX1k4-baCM9}YgT-6K6nvRPY?c=t46+Um zwn>|yVaXRP&kvUt+V9!EJ))f1t%EWyJgP8sDjtS2*-oh&q#FF%$);Ug?kSwu^U z1Fvz@j=ZwEsLQnFSV2jty5((@*Ds3*Bx%Oi5{kOJYGHAr+Ek0)f)Aag#$~26W@UM% zNYHuqO!-<%Mz@W}jk{YHVt8~?fWFM_zLb|spq?L_ZWG_i#FV`C;Dy~)k{2)5 z)J8~*w5|WTnTwk{L$6|+Eu}@4EaN=8Bv7Q_PNlfV;EQt;{Ru7$({0#rY3*~&m!BUy zDMZJ_WahUJfV$@C?aeF1gfF?pyz{p1Rxk*f+vjGnj6;nz(FaiokAmRc(cIaMR!>{* zG&yj6hKZ1*>ZRwAVXpIW=iAGvmE%&1>(cxlAJ#*MKI(C)7L1m9?Xvy#O){+yTg*N0 zQp=~JzQiMi^jOh^>e~2gZL8AZ~}!L-X?1m z81Xmb-e8NOg^Tt&fn8U5y=SUr5RzTKDN;&UA8nKl=hY4`G6Mc1wL*+oY;^!5GS&4W}* z^;M13%*JHRcFHWah0Xk=VM238x{wS2Mxs_4KW@Jv!&tdk0E7Z>vEbWvT%!inE9T?J zi?qz5`3fU6X69mxKktS*|B{><>(&NOpz9C71*I8OD`77))O4vt=SRvp>%dlS4sAp}<3T{VZ!t6^o_<(6wR__Q_E>iegP>gww2 z1uAW#p-GLTtA8!C1>WA{qh09SI>gJNDW74an9zJIc{8Kn$IqWXQ)ZtWlwfH3>#GkI zN4njJT4_m1ELPe)*1o^L|947eFsUtVfD})DoHA*-iZ*Ypa_d)0rb(-g-LV4)&H|vO z8Hz+auEB1w`Tl8VP}7>L!au61E7ydqQLri{0HrUX#%5>@`d@Yf0;#=!|997Y>%_-D|7EF&FP`CREsSj3?~?>D=RY`D=8F{VoU3kxslfzIaaxIKY}XV z@1XZEGkdzq!+JUoFHcl)lU1sn%tUF6ylx&dnc`<-5aZ#rXR0Wkjo*e8DNbb2cUeJ z^tkc9a$EceeL);>1Y;(5`t)tIvq(U>gzLrbgwCOJ5@Ez3%WT(!EzC{XmVG=oKJBm_ ztP__Jor^STN*ttQYCJ{vn4cL-*?-QRe`NUm&6yZwRNV*In#L2kG>PY+ zPtee8-nn(_Ys@<7Z~Fb{UKgTi5{mg*=K(OmMBh*($<9uFTrEV_Ts+1Xhk(?k^u zyejGgyO8~8LlLmju#eP>6K6W}>{lk5$+Gt1EQ|#bT`|?t(h3D0LybAfpYCcpo5oNPCju`~I_+~Udj2WJoe}8JfGXhs;>B#1<|T|;OtNNPJct`zk!W&% zle&3^(K6cUf2gU4hlkS4&j%eH8c8atXR-F`@zGzZK37*OOH2D4*Dg$qj676YUVi!M z*|TQ}ADJ5MR3{T;$L!NPJZwD0YiMYw_U76h(Z!$VNOwggB(PCfM4;qCZl+TWff1Ih zd`|OAGu{5A6z8M3ok~IR6<17BQ#7aw&KaG>cW&4ya8*w)5(tUPygokOzgN&EHm&{L zip1~v;k)*Z1{cD)K}L>b^%jZPaw&S#!7K=r54V8W!^*WSt*Ufbj@kiq6wg=D|3M@{`M@# zJ%JKp4XQ)QLN3k0JqC(6WdbV4gRt%#thTO?mU6_X+k%{^r?X35x^zhnYlYxL(84%u zX!r7WIS2eIB0(3hWDUh>|CD-ZJ@@Mdhw9t&+Ro$m|3mc@;}t60L)w%cY-UsdljYFL zR~c?f;_eVx2*Zv#W!{yD%1o3D5y#1^KqiVG{Gn?*yw> zHlx|xrYFJzk4ejkVga(v?3sf%ZK6 z6oNWHm>x8+dx$tq$D-A?r5X5YHdTN8SYur+5>w&F`dN>wHOf8d-o1N-K{i2RAbLrL zX}eNaR}ImccP)^xxxC`GMty8Tq$D@ChdlF-1?UE0T*#=WPl7H2Kf zbivx_e8Z0=qhba!=0O#Sn+>JO{w+&d1d6)M#~Rj0yAwznF*V#Q6dMtqfD(Vru z$=*Ibr-baFbcsNv5rpt!sm}f!m84+0&3JQ?VG{OkoOyTQ=GLj3%Zqb+x%D4?UVr~k z1t0>ZxsEjT+1XnJ<)cn!I)(sI4A1q4HLuws{0bL52<~Dx&@>LMYZCpLO;l719o4p? z@7p80g9&OG@ts3z^Ma{%0X#IB2AY%Gu>s!f2l@vIlw=gLQ-GM=>d;s2t32_eQnAq4 zVZEI}>+Mx*j)~sMa+uK1Fm49bu$2RT-m!IS&#O_q9mdStyX&_Y;bQg60nufP8JUk6 zwr3`x*%)T4*AQwNwz4RJZ;&19D%iPaPsP?&{TEkQP}X0o2yJVQSG){4Xu-A|Y@QeE zPBYi0!h+V^+??0EOM?I{a41~4(NTVW6)4}(YUIKHj%(&dYP-&f1M#R8xw<_0hZjFZ zIZjgyGsO%p0g3`W`GjRFtIu>;`;O-HGw~YMo!`l>q;T_QEY-XS42+ME@I~9z zBoMWfrsVC7&pY<+jR&4>`6Zv4fIV+a$}P{$$Gv@h8DJKs-G!a;Z|ZSVJi29@Dnmuo zw}?zW#zfmRYudM_8ZTh``CVo>s$X*CF`-d;jY(Hu|I>5J%8F}7!u-Vk{rla|DDgA> zhaG`2@aU9mDAp|{w?iO47G5seY9dI5BbaN3VLeN+0}KMSw|XAWkEw>Mn-?hh3jca| z;NU@rGn>fhzwrVilf?`unVF5+makc}hJ$I98Ni&cmh-rHX<3#d3No}^}1qB5tbgwWN z?7&@1Q`QDJr1~_G5F%b~?J~H*ZdmZdold6Wo-f9>dq| zEFU8ib}DZa$fE&*EEM9Md2R+jQMSS55+5+Ts<282*BFGkM5Ff&L!g8Q1+8GXIi(qu zf=De>1GVSK>V^W&D3m3lyk&!A^FOLT__+`1RW|>1iA7YjYm~Qew)Zd8+$Ksk#*VZr zthv^LT{}XC-PVIp+-@JPjd)NRk$1|hgXnvLs0cwPuK%Oh&cVvULK@jnOKJqEzUbnH z=&&XkR5W=c_1Uu>rKP2DXqoQsy-}7`Nu{?ec);X%ab>=_$WwR)*Q}On6Sr>D?pJgi zYO&bv|~-YSvP9d454bBQg*iDsN5`bR;9T6p3jye*e!}$N9mS z73YXp<)TjDN4|JHualzWY?Npt5hxX1&IapXw-9Cr3hx+AClc2>>3B zvYY_etd#NuVkV$z0wmr*e#>yzg%Lg>8%JH@WVA-G9F8+-eQTHCQZL1~$0sHxrakEt z!!Wp2GsH34{wu-!wY}9F_?d)ACga^8h|J{ta0-!B_w3oD-!B!+FAHXLtZC1{^fqkF zJ>2@F11PDf1u8a&3fW7uD<#fO#ARb`CZPHe5hReuF#O@e4Palb5vF8=oIa`m-UtyE zCgl)bnCm?E7JY0*cys`3=gsa+4{vWp$l)eU^$>XdgM$-Mf>mub?d&oklFj#@>{_*I z6=~dHrUFt0=UW6+SDSGHr{5v{pvBRqDADm8SQ=gS*S5 zT#UER13AdA?Bm|!q#-qM(MB4OnT-xG7_llj}U&luv zitasS@}j3mzYlxKGPU?<*w@VgE>O0zPWO^*NuWWK_3BuAK z%I>N)>so9yVcihj&Jl9-6ltJNA&H5{MmlojvFxAOBz0qcJ8hdaa~DSQ8uJ~jp(?h= zn+7QT2PM9K{n~xP*~Nv{H<7FDNex{O` zl)vZ#C2g4Lpn(sRSZ;omBsE@_%_rqEB( zVg>R-8ZAyq8yL8WcHVGD^ZnlZVlpBDwMpuHoo*{j?$%g<@rN%z=a1gc4oG&DT{&67 zi;lx2Qy)$}LBOOqqBbakolJpS8iNpD ziigpne^g(F#`l{^=0!_NXczkBfavi6m~D~IF^w!Tp~u9;iiUmq`}>W1KHNVQ_x;j8 zckebvNNjPLYE)KBzxf2#+IKLd#=R946@gqgJaGl0#kxHfF5tE9edtSeN#>LNrZ$`Q zYG`AtgR7d`_47*tQM@D$*m}FQ#=k|C%MK$M&BsE$L=5W=0hoL`!?;ru`)8_Fg4wXQ z#3LTPx3aki8(t|zD+yga7FH@jZfGp!UdCjwZ>s{#)uT@k#W$~M9Cr@8AcMG*L87N8 z9w6KR#Y}=Y4?wUxcJ7RN$!(CUdHX9gqN~8+m-4Hi64I9E*^g=U?sZdyw^+=mjf{v+ zy<_PVAmE$k#RW$cSjg9+3eu_ z2?RtV5^y|&j0{awGhUeNv7L1YvZT$$0>`PLK``tl=(o0bQ+rYsP(G&e^B4q-QULoj|sm(+s-)97Oh`0r32~y_ z!d9ysotNJRLU%&Q4va9Z{7H^qP0dvRa2a9)1Kdu*TmS_8+-jPW^x?zVVoRr$F8ZXf zurTxHwl`bADxoRub%mO`abqnmRN%my9ly=IfbEQoNpLszRJFp0C8cq_tzH2<2^6c- zqbC^tg{RDynJ z=}+ApsCi9%8j2h%JS1#Yx%Ny`Uh5xULAfgJoZ|tvn4Eu}A%zIkvL2|0DDm(X z2K;11QzgCKatEV>zWC&P7~PLIb8kA5Zr0g$-1gvs0}23?X?+*oAGYu7>3NMcY>dX> z>Fe8k&{w#Z^1S0I`-6LzCT0fcTj|a7UjwWMGR};T*P@D%l_!vVbO-(K8cyxk&U3%q zt%*eh0o@#0592Ne91j$8D=fxVRh2*IzKK{llkkv@CkJXt8!{=>y{x449Ij(L zYv`@BB=jWJZ1)VsgN>iRC7BlhfTC19@NmEKhIN#d)MCmDcq3*-OLlpUr`i;aSC*IT z5{5mAUI_e2ye)wLg0yz@+OwyhpFMy0hK+VzadB~S#&sv61(&+`8C1& zfJLE0Hod>Qo)>KRL1AdJV#4$J$-xMa%p-h!%1$$*OYrcBARiQ@-n$o+#t~*ZuR#?< zr(L`0sev|2c*kQDI!_MxZy@C-ghpxqlqh2cucoNX{rdiW(6FdrCzz+M-7#1ra6jyl z#%TW}DkGZ502H$mi)v>oh!^D3zR+_v;_s)jFKYaq@g;<<%NxxMHD1P^wYoIo)|PD< z0l)7izX6C3KGN^5;6EJCe2VU4+_LwJEdDI^^zmszy6Q_+E21lC{4wa+{BOA1V^vba zQP_7fGIB^>g0l)sE(4hj(zYdh7>-U$rIUUEzS@k$0Y}$vd>~CnU2O!mNL{M#ijduW z`sA*ZxcZj5De{F<6l1Yu~PTBM@nPHrO1)0S(SfT+REM*4O% z7)V=^0mYhe^|RKNP6QFuX_>%= zupLgy5_}U;1Y8%ae*YeXb*lJEw7zm*=B#a>?zBfp&ji^Fj;r>VHg~ z)(Ky`3_RTkjJL_2_D?ipG~S4GI96GXdk^#QD9FmndU|?3J+$=eGiMw84|rhF5T4wiS;{0}$wnfW6O8fS&MA64CQG(|`)#Ws1_~Xk<_lX#( zplD=Ft|Gc*arJ?C-|%n(HctX73dvExii?M?<1+U>KwQ-QJNgf?mL~y>+H%y}W1&11 z8~*@*!7N?6a-{(~DH z%@uWv80S#?q#+B}gEMky?b@{~#%VOCJZZH8hVQoO+O>6ws!f{Q#?L3~F2kB|aa4!RU(tue_J9@m~AC_2jgzn!Tar?1e4j;cVcp*%hNG!S+A=|fY3x``12XAOIWmD$2 zK?*r^5eN>USa}PEn^wvKE>%o@G zF*54*QdV!Dy|@|XO2ax_ALEO1O55)Y=ybfO{*yLIXrXN&EurtgRvV4l6e!2SZVz|^mEZ&f&vHKw`K$5YdtuC-*#V#NzA0A+HuQRW)-vnaWaj)+xj%y$9vJE)inz`lO z{YOk9Z59E60HP$FbceCEtYD^#WZzVsV{bz5k2>(jjlm2TOI(IgSH6SeY|jIt!v(Fs zi=-W)i?Lb-j;A!6pKB~>$sz)srhbIPmq5W~A$u#Ls}Vw~nfa^V41wgy26-7n7_8VA z&vDMixMO9(<$;@5h8c5Pncg$k-NaW|T{N}Bea-(UG$<0M#{=BiP; zNvj-|h`Y7x(v&hpkIFNQIqqQKhF{;^!7pcf)&~^rC(EGayk*$c{*QlTr=o4Kv#}u@ zfS$*d4sCi?>`b$$KHieJCy- zY2b)7?h&y*w$|a&hq^Y{E2-+HJGznRnuMgXx9UGK2t&hGN=17sLKwGuho{=6vOKG* zKGyE?<69ij?Ucy$cYEWKb!;8Ob;yHl$QbqHd?ay`b6Z3r%e?8^qaHwHVuJ<+k0kfj zc=&Ox{8;E;u-Ua?yW7PXN+NrNR7Nu1q-`$@kX*F*%WE`$LVCSD88d#B^Y?bp>32TS zZH$-9>M|+{rP=ipHuTNGx+wi}Y&XwzY50C}^71SFww6GW5GZsK?2_cN%rvJct@8L- zKB0avI1<#ukQM?3&@%8}#X4YXngX*#7kLg?69G+vsF}d*3Lwp<9dSzti_-h}GK*;u zr}S>_Q4s?DU>6RfCdlGD8=IXR9FAf#h>zF$Hi}X3p1_6uiEz-{l9Hn`ia&gyDAAXu z!N)FuP3&%sXy_}0P=~TJjPJWhK<}#OT9vKy<6EZFj6}c2!(QKkLI|4@X3Ec8YobS^ zH5?%wfX;liDm%Ui?6{fH7*cxuSrVr`6MBfQA_4RJ@K9QI=&jz3#gA+7K@2V4#xHmb z<({lL3w=0uI604mWRGHOKp>O=29nzD#PILmCUH{GOy(&${P0RzLmT=-;o`5$q)`_w z&l{&UZP>U`7W|E{{ImO|b#`pya-4k|`KT!wt&6HP(Kofj)Ni&0y!QUH$Kp zubKbeRYN?cZ3-^)lPB}%>;V}FCx&m4VQ3mL^4ag{Qxmn%YWAJB0oN}c;ozveL(SAn z!{8ujQGDathGZ90(XT(wo;ycdj`Sef;ii5vorO4e(E+O%`+IPKDNE~XAemVZmcClFOUUa3Cm;^PPvV2uIOjg{xPu@oSZR==O)=tapf*T?XS#4gaWvb@1^R8a##t5Hcb$5h55v!Auq0_ibb( z3B8kOIVAOjUVq{A$F&_0dfodFGRVB#i5~ZoF@bojMjsqOP_BZf(XM%l^+XCSbTGi# zuN!{PG#iX~Ll~~VrcV_KM8i0MnP7|ja8P3swr0;P)IozZwI(k6#WrSgux7n2FnE`qtqg-boKhDmE@kEXl-8s zB5*H%g!tS5gxWe3DZR8n;B`pxybSiyBxyCuV)OOgs`Yk#YOc$329VRMhlW1|aHfDC z9EEvCl3Tb3{Rg90HHfY#Q2dVOwv(7Jn(#xvTFd=gV9ulXI^J)%SGPvWteWoY(HWcjz77ikiDigAxYh@|!V zN4Ay=5Tz@9_N?9L^;wSp$-b8ph{+hYyt(c!Bq~`4&`iuOG;{vIx$%@XPGNQ88?xu-uqmugYRa|yE7rUMVjMfpD*`z7iYgG z>W@W7-IK1mj1YGyr^dVgApS@6m6tlUZij8*l@=e2FpJbRBdmkJ3+iZ4Gq@`=ZMo+D zL-ml*(%iN{#s%tm9UFTjuYm~=h`2ORssV_ku3x{7IL&-mQL=hgGN{>zTss|*&g92~ zzOk4$$~t+^bi?`!@DIP+mSdsEKxS>R3E+)jY=Y=?>)d@_%|Z`-O7c%``W}5)yTaMyXsVmVGqQmzPQ6;Ex7%;kLHl=7e z9=2Dj{*zA6+b_ogpdcdNE(s-toZV$ z{J^htoLVM!`6PM`$)b4PGV{xqE5(-T4`hitoqhMALjL2&4<0;d#as2J9Er{dclC=8 zEN6AGrAfcWVKq1*VY|BmNCt;sd#$WP@C6ddQ3S|;NOx~o^;!;R#?BMBxOE&3Y-?f@ zt~(BhM$7&S#s#}3Rh2`<9Oho&Dbv87V04xv2x0zo;_O)STUomgL^^<7ZE-OP*&>{y ztFfp8`kNX`NDLzJ7zsc`D%s;%(PI{88K)a(K`3 z+>5^N-*4D`kptLc%s7SL2aP(~pfy1UtG4hd@ZnFx?1mw?7Y;Xk0Qnvg0A-`*#_n(9 z%4MBJmfRSv|8O!u+v_c&v+pRkAmWlR*S6*}<0jpOn&{5F!SV@89Hg5aw&%G!@>`Kt zC%)`|;xsdA#B48eT{>2!o^A1($oTa^<|`zxO0q9Mf3yHvN1*_9nu(BtK%-HQUO_Sd zUU|urLye!~L)L`4EjxJi+`-okYOl-(z=rqAPtE}TBL^BtvV_8b>t2F$m8rfZIaa6C z)4dPb;7rvd(&pfc;HVwzA-zd`TNnwA!;;Obw_n)eI?`R#tuN6;QkGExT5`aVtpX?& zw)3OaaM+qj>;%4>w56q`QO&D6@(XuNMSw!xSA}F}XKx!@oJL=vAGKiGzFj_iO4b=k zF_OsYDdp167HIT1=V>!mBo*J zKRLgmJJuDEe(dwo9c}I}4(?C5AFlEFy5Yc+{hm>W!he`2918zD@_Kc>+@lhCAyqY_ z!>wI9_kYA+yzFu8VEwPeo>jFCN8no=KD|}nZnY)Dx*zZIi^SA&bcXY-ujy<3=$TM8 zUbYw=&KVtUd~g4vUucHgSV_ZqywuS5QFT?74^*Jc_CibpWeL%N(rl=!eV?_Ltz6imV>FivyOYax%d|m1evi4t#X` z=N1jk?`QxNiYp<4yrz{Q_Fa3>q3na^SMuOY@nTubrSodfe%Qt3YE^Do&bVurwsY$3 z(`SLQ%23S%H4s}p=REGEZBidr`|u$I2Ugdq1a00N*9KXMQpj#?4M8FkGes*RqBA+w z;*Qb6rHXu!IU-UgEJ`7e#WsWV_6H zO-;>&8L!#??i9DBVeNA4vtB4vz8D!kQ(~T72@@@laeHuB**^k}+ZG>A zdeifj!J^p%wqiE@EZ$Ah-Y@qkPMB!>83XfrbT5tCCynmeYFR73E2?0B=%pwf2>6yT z?K1{zbwQpy&7J$`Puh=mq}#4%w7GgER5+(`>2*ex;Bew@;ae7d!zqRHM$WJk&8IeM zip^EXkoQX^8{D{28c?+OU1=)PML}7)ydQ&|KIVt^h$*u#!JZJZ#)fzXzU=)*0TeSJ6tWM=se2Ux_+V37|XOc|u5t!!7aRpLBy zVfCWR)Qtn;UY4kurt|LhDvqH%z=#)OZmx^pSj9Y0x3i3}*G^@`i-ymYM{7EK_aDE{ z>AZirPi*-h>MC=b0vr5b21P|hODH6Ka~le9q1oV}WUm^!%?*V*je4M^l?D_}M)CLD z+pfklVVqJxhjpvlCh=8#al$5GWqEAH$E-6qBbJlm(b3T{i*O1PGIge0Ei<3kQ%d$2 z1aCzRZti=b>m%82jzK$#wQ~#KSKoyF>2T8O+s9MYQtb`R&E=q)x^O0>n)D0|%F&_v zVk3NpN-A2^32%MOPlgT2Lczl6j1=2ht^QzZX)d}B55NRwSjJY$!&txP2XIJ z2FNPo$m)1o9h%sV;U(KDZN&wdB?h=pI>9z|l9nBo<)u)pB2bxSH8dDd2vU*%xCMu& z*PE~FAuLc)IJ5WD_a`xlIP&aag6MG>4N%0>%S(Mx5K7=PJD2{d5Nb7mLAKC@mGWZx zBuUZhX*i8!R4!8p`S85VS-=BurTgLD#_@4qH{oe`z5~!#zkUB+3PHaQBj_QvG$=FP zqU&1CYi z<;}iPSeRtD3=Iv%#>IKKySv}KdGq1?{5<}3bKKC9!;%zDC`D~a%%=T5KzbfF2u+m2 zuxzDhKWr;D5L;+Ha`dPN+`&|-@~c@{#hZnWxlTqfJ3J?BhIt^;Pug>3E^NiH_F#ID zysYe2yrH`H!(W__2!mpbZs!JoJqf*Zx0tJQv_wTLceOCLE6R5XPB4aMCKncpGC6#E za_id@iRqg~x;_FdW`%PSIuPjc?WN%4tBHKcR*sHz~8gKO^kEy|zl*I*i0LAQu^O#}CSL|+;!CgqH>mU{ui^UA>ZcLkQxHb0x2!lEa2{?*%n1Ef+!K@7?E5Xf#@Y*NdCRZhH{DK7 z!AbBck(rKLl+9>+%njASV|};D5N{B*pSNHhgIjZ_Aj~;2p)pA zV+E?fhP@JE^RhS>WqWZ2{G5k6=NNcW#J6rWWPaWFT%J8S|JSD@M~>W_vgM%ND1P2~ zNIuLH#)<9CSMi|oWb0+aI}kG2a?=B4?*&dh1v~tBInw2X)o{{nc`^O^nSB#Pez=&P zRwbAq?{@bMxM6a3ucrz!xuk9Rq9)r9xFR+@?rrXT5NmB~(NV<1-#Nj6>_x%zz&aF# zPq2fp!{Xc~VCeYmF27nn(7pPwWUH7M+_J z_5}Xf1{{42vT|yt<7RADXdBVlh;itC`}ia;Da5YLP)chCJC*}Prz5@qAJqF?-OO+* zVq9(eHqVEo=?MS&c<>}dGH?#F#*9HdG*_IK+~X@cf3wYvujVB#m9$;5jqDt>KUP$D zAQM;m&)UC&_x+)Hx<5Ds9COd)REnDj#QNPp$)oA0Sd=}=nzo7>V87$ok0rhbXKq{mBO0Y73CIz?c|YzeDq?YF)hoJFNy&vfe=PAE^W zX~r&KEIdm-eELhQ<4}NjmU;T(xo@;4IbODfz!H zjmaJHCv`EO)HytBF-*@4NZ zZ3+K6e!s~qz9rZ<~E7&Y5 z8$DVEl~F-CG8@LzDLnn81&@+mf^t9bv6fURn%nn2Uy728yRv1~X?;?WV7S#aZQ8?i z2oJXsGCc4qVL0~j)yru3rG_yfbbc&So_9A3#>&qmCnR_Q&WqvEC-lhkj64=W9+(Mm z)(a?80M$rP@An42xNYW~J?o)A-fWqO-jJSk#r@v$VId(QQIO8E8v&Yh>lrLgKN!op zSsOk(q+GNY1(LB)`FzR#2MpV^7uuS84>HePjG<8FRvJzJh1YqXt0r;XHKBXy>HCoC ze2CaenYr6S`{wqT*RS^z>X|(d?j^{vZ^zbDgysll?89L}Z-{xeZA33YiD_mbQIi8W z9wL$qqjq*WtEh9d0DO559^7HLxY#ddKGVgKiW>ufa{U{!qC-Pt;|)FHc|td(###5( z7UH~PIc$P1vn9DW1!_wM+ROwlB5ty%Bc*V{ z`w-+atz|-b(UV9mK*pRS6`!d`-)OcS|L;~ukA8Ydof}Z}V|Dddq{r=Kv;VBRZ}V_X zTjO1cbnqWKK^8LNh2X@8k%FLys_H}KJD`^715eb^27Exu4xss~@fH`U1B?gbK5A=f z9%mu|IPHZP8$VfVz~IJHqTb%#sYuBaitM$9*f0hRPL$N7E^7Fh=IN)Unoa>pVA=w5 z{x=*O=}A}^Gmc@@W|<>C4#+X-#0yE&lL$j($xTg7Nlnj}i!E zseLxUB_+y*zx)RvM+ME`0UACy_&_wIUVs}nR-8@3@r5rBar_-oYLU98E<|r-H8ne|Iw&|Tz~;Fww3Y7oYV128w+0*P){+)w=knq2C^sBPbo z@%6#sWS*QtP;tN}BgN_;(*1KS<)TgTuBJE}z7xi}ep?_SM|Pi%QQv#InLKFjbnhbu z0j`mGphoq^lpJ!hwn%Ylx`dP(Krv%07o@{OPW@gaHMYOS2q0?7JS}DA=6F}+(5~cZ zX=``KyE=t~S`g&Kn^TC5Ass|LiBB^iNaYd1&_~jT5lKuMYR1Ya=b9Fnep8?UssnbHq{_+36zr= z-yce33K$)S$%+9$e}uT4bUS%84YaDjVCroi(=N=f$NEQv>Iveay>$@8+tW3gM~Utu zEy@PYm8L$v41Z>e-eNDY)t{qzyeA_gBh{!eKAjgF!voKNkq+E2FodVa{Ecn#lBrJw z)XcJUr*cU@5|MTz>gd{}=-|wAZl@z@3D8`L80QJ|LC^<`60(h9)-v^L-lSOmi=9t9 zwFjL&yJp>{hp6NNqVu)Bb{AI^*mk1YY|*U>7N`u>YoNp92FH80xbegB$|kC!4rt3r z;qTsh=p}mV_HCe9uMxP`S=KJw-j1vUDG6`l^c?mAORJ5L~{p)dC7DT zrw+HG>DOXM?mltt^n=kxoXz0xd&EsxMJmE~DtHv#14wjmkLP1`8yKj;+8(rbl6_d7{xq|AMV*^{aZ{EwiVm{y@`%L}W`;C%s3wRGr za>fK(UFxv<%&|wnAtpKbIF6cb<1AXVg6_gTj%V|TL)gxn97X>l`w1bQ*5gb6HA;{F zekb}RNat6+dckos*XwqP?S+LEfv%-4eSyB3JC`oc+xF^F*aQFCNRm;eL+aYv%;>kW z%F4UcGfjxPEdfar=TO;5OF`(w141O-RG_ef6|nKR7j$VDC3oY%TJfEFnaRWqV; z2~|%A+8UWSyI|^JGMe1u|253Vc&B(RN9y^a@sPO7MZJZV_2Yc!WzDX$UMVY#j5vF? zG7gv%R*5hbcfq?0Oe%t3()-U}#|Iv(w#DN+k*-GEuyj`+tao2h*8mdL8+8%&Beh}x zLcn^d-%p^{eDHsu472Amw8?j9A20B0mTj#%B&<27_&zREh3) z3wgmlm`WzKw#atgB2&#M%t)QpnnrZS)2kIs7rI;0t*sN1Thp!O$xoXDH*gt4bL<_KjF5|4ecY?&4!~a|yN`h#XL@vChiCQ1>OC zV=a{`@BVw~GETMs@l+2X?aHP|Ck++MQ=4%Z9yZwI(~yh}6{Il?`IS}rH^rcgSaCsF zuPOAj^6Gum6ZWY7K?t2<`!Zi-C_LqztTh6Nbi@Ob6DCnwzdNIiV%I3Qj@78wD5_qfF6z`;dNy+2{P|Ch zUV=?Pc_Js^K%?rza&jp7<2EY-e#2?*=euQ~n;!@2oQ^w`9Nw_abhM zN)TysTOZhMiKO9?mNUxjn~e|ASdreHBxfbBZ9zP63 z6)Y7ZHivJ!LffCLqK`QvJ)o_og!tJG7*kP4Cp66lwxi@Y>CcCdezV~!jnd2sy9l-O z^R8#_q3Q5B$Wut6&@}-owta78A(%Jfs!iCa{L;P?h6mucO#>rH9;MA7N(z8NcSLG2 z2?<_M_940J^&t;23uHkrlIb@@deWp#=n=4Rsm4>t&+^`H&s|Gf5C)+z^Vt~cuoG4C zoCd)bhdep=1dVx;l@-d17s5Iy zw;L+}S+i`V=K1~c&}+V_CWr;0HIVHa_kC_>5T+~y(78pA3aQlrAz0!lVY_I2DMSPC zHvi5s@Hi&MEp(#GK*09L7n?xS67b&yyWj`~GQU%t;bQ(|B_coyR~dDD=ZoCO8YmSAw%Nt%_I9i)Un8jF<$AvH;i_Sl|&94#eA=7su_m4ulM20vp_ zYZQGD{zW%>>|QO{n1{#BNv72}@(XWl_1Uin37bRYED)50laMrxp6A@!OLAqa1^+iJ zh#Ouk&kr`BWAh0U0ui0fUU*;9!a1;|OA!aze-y*S0Km>39b%(F_B9aE^$JS#OCR%# zSKjPj*w0Kka|mxMiIU8UZml~2NH6#HhM6*VQDvVGgOyhD+OZHZ2k>=5H9$d}hthq- ziozt@K&gwOvNCa^D1#dk-}dc3z}@)ZRI~y`--A=SwDC5ah487BXB`qvE{wSVgnoov zj*_NN>_Lkfno@)IZz*jj$S}}9x6c3fXEGB1pN_*L8mmO#6)DuXjOq-;GA@oMunZ>) z0RRixL5~F~)G_0C*~ML5jvGajd$NvGK1Um2 zvBI6=tk#qWo-f;4ka zlAPDksjo)~&<&mng+*AsX%W&oQC)f<50s?L&pw!!mp5d`yU#G9JH@Gnmm9O#$ONtk ztFeKF2ri|clv-B_@d!i|6;%W#2bs1}KII}j@IMtGuOP2@vNf_}JXHJ}-$hp`XVkTN-;1l=ykLw?N0dPr1nJ#jy#C+CIzn!TOBkAK4IK zG|#H6ZRF~)4`4GosI9F{{)A$)FLcD0Qu-YjfS|DOAylFQJ0>X^bST*eH_n?tNwq4; zp8?Z}oiES6jpO#z0Q|rbFHxaKA0&zujiUv5uv7fdp)&@TD3n1CLiB+#KjOm}mD2B! zwM0Pgiac5mXpHSqNV0&{FJStE@h@)TNv*}G`i5lp96CGLptktsJeKK!@{^*rg-$~i zPlk+4O+88EidIs@m+7MKa@e#dCHeLFMC;0#8KWma*ldDf+@Tt!mcmaJL8bM~s29e0z z4UAXAkdr_yrKLY|N)UO76Q$ImBX@{ZXdb>0o|yREF*FHTHiW=uPI1$R#l?GI|GZ5+ z_i2)G+OMdu$Tm;^{O^BmIfFU7b33pRJWN~*kq#h;`0ZLytx-Jh^OB->HR-2!ja9|X z`7#T|Ups&Z_2!f;;n=%}1Lb*(j?i-#N~web;K?OfoTBHyyj*nTwg|^=dfYB4oGa(f58)ZVz=J6Z##pMt*7N&H=`BAbCHW!d z&oI5^UqUvoVGH%yYVH&xIf%ywNKm6Q4G;)Tc%l zDrzWJ#xz>Req!xx&Au1mMLPi3eJM$D;a#yO8dDn0P6V{b(|=z>|9whFd4f@H=cV&^ zche5&a%LIrf-20uK7ES8z!{$%9&581ZnaFIM=U(INlDn-pjY8dWTd=Ci)v+;g+Gbe z^DmdwVcBr!(=pZBFoWH9{11h8It4c~F3FB|YHfe3Z63B4RI?wJUVm2Zw$b3AY{1nZ zqg}MilUeMGDRJwfmh{>cynT%~FY*U2_t&bOYKX_x*tUktD*jZpvtqYUejrR+>Rj$7 z@HG-`$vg%ba<0P5`Dkh7D#U6Q}lAy z6$R_09R(UqXeXwI57*P&J;{UNieDHz z{S9&;e7L+i0y}Ik^oBOoL?%aED2U3Pu!|Osw2*9U)-#jm9pS(pAmSQySO(%hOi(&0&jynD@BS$J+;>|{Lg zd0Fr=vV&aUnt>pLyTvzOC~KJm0&>|(n}_%Z4j%#&Ovu&a$zPB@8(;H6m^|2*pK0@g z{DUJZ^47_d2weiNGVc6~UhRqi!OkA!*&@HLBWmpO*|Nv-MiEXGkL9D=oKC5G3*$uD z8;L7AKEwB3U3sJRF$fz zqQu_qemESrq-Ek^miP|kt6rIK@*_57U*t6 zbd`PCa#h?zGVT2jX8OrW?1K8ymS#@Y1GR+51 zf`jya&!4#!BvxRL%7t)VX-TA{y+n*liml>9#o-c07->D2Ua0S*1DUuA74l^w;2^C2 zi1vB|h(r6bC2yP7rENpKN-!x@xL{KNq0S1>@j1JHC2CI^`3i?-mewO_tha6U>V*ub z)!skY`0+UwLab#$8M`Xf2oR$K)TG|nvjEXtgCl<3IAMoGx4*k?_vm2v8ln#-klkeC)R^e_wW_$}Ia`keFAkj~VA4){2K8>b?nYQa6sqcYGzHKo;=d*GdkbcEhj$fD74NT@@Tapi_aQj$EM z2}?ZnbNdtvu-3w%%|-ess5deI*lU(AzgnMY2cQg==pF|r=Lsq(TGoJEKb}IcfcI$8 zIj3b14WBC?VH~rR#m!YFo=ikk7jdX*S{y__0-?rE!MG#7rO?+0THL;F2l@f{pN&s4 z++5!XRcj`zwWh;Tm}t-Ww$}GG{v@geF!J`+(-~~ndt9mlFbe{f3xGQ$BlR;|AvrD~ zp=h}3kz=>KBt%_>Y;AzUC7@8rs2*ChMtEzpLBY=Kcl2GHLeUWQWxn|n{jBmxi5djZ z-r#CIOIVjL&%;6zWR(0Z8B#~+8e2IGP$=aACp5tx$pKqnyr=Q*8?{0gSXirN5Mr%b zTLVUM8LBbOtG?5BJ&KFtO&K?-6HiX<4@Mav;Ue$B6DPX_N-t3~Wvbc($URUu^P7LW zk{(e>0D{%8k8*+-MY&cT(yOLjp(97CzKfy&F9JxiY$jt!sfRbPa4#hk#yxR+o2w7H zL9USr19io%y2zi8Fx9$Eb;drP!0ZOSG0@LOz-n@6q7r<>Ke%0>Bji^o{QjqR(l%RhY4Y^;eiF?UE8cGWvv2`8hWjUQ& ziY4PY?z;&BFWnTAYW~K~ugZrn-7W=e>}%olN%zLtiDIZz9)&<|X$#HRGpCJ=8~GZ9 z@j;iIn?y4Q6T>nh709W6mjPW`q~kIL%=U1or;D-_^+7)z5$i;ixK(G>w$6*_fU;{b zsLzx>uxetR7a1c?%~{c6KjSU2<{vIp%V8lHyMp9xN0q2HeZtC$E#;O$Dxt5QsxJ@8m=-|So=Sl>X+*mZ^e_b$-3CK+ z#GgX7R8qM$f969sQoZ=}^cxNXg4$y`47Y4|UZpeMw6b~LzTy4(RK5@buaR0%g3=TH z2B}@!(31%x2hTpuLz2YjVNX(g{D+zb#t7b8Qpog&j2qaplyl#Vu(vw2AJ%clYT2do zsm~W0O;R#JiquHm%!UxMw|n+sKND`RzmA3bK>i54&@R}}MT1DI5Wli;R|H+glFthA z;oWEm5q1*N1j}7*TcbIoQO$b;LdQ0vX~LeBjHr`xOOSh=j2n2bZ!Mq6Ng+PagRa19 zR0{=o`F405gZc^CqW0JfMKY&1!=DdHf>KlVNyhNUmp=(PF&ynY8ckF_q>&koW5VhI zE@&xyfP64X1t9G_d9L)fTx1jK9DJ~g6G`l9t0~;k&SHS%4PSEa=EwGQVb4R0T*erU zaIsvO{Rss@q$?ZKr9rp#-fpCPkI1FOi{VB_z`uW9F~-yxCIk7KI32u8FmcbpwvqV)zO)J5MC`o?^_){vECir~F|g9DQ|f#}(2Qm2>_kIHDs3rKjE zkJ6_5gJx8e@OzLVOqx`q6`n~3SsO!rkMZxbo(Aj4<8n0w8O;bMg8DKSi*-FAuf$%c zDvd(zU>0)Hlt;M{&68=L((>V`#icxi1 zOT)b`OcpRUD;}wW7(BBqw`ynY>CVFDy{aS$0pL&bfyX^v5NiHo7R?Oog4C{Xk29$M zieezsyC#Kk?I1!d|M3PHK7%)+elT2GH+RS9$PnK%`P#?pI>a(_rr+DJNMvmCHqfJ< z4OUZDeiVY9KD^E6cAI`GeH5}f9K$`ejH_+9!6v_xU%gjJiSjntv9dPvSstBF5szqDE z_kqujUp?dQI(PBfd&%~USAk1MO7a#J(KeY2C$elU6nelfzui;PFY?sQ4K{z#A?U)x zjRi3Ve z= zpJ@NOyHF73P}RfOIb0ks%gon!PO5L4$MLmy@3M0z2a?u2R}LVNJ|QZzLiEQu7f1IRgnF*#K+p5bK@>Mb9MK ziArTJETrEp?qYp~bi=UR+x`MVfanlxrQ5Mi-2c}@V%fECbF@ z>D%tuez*(^-rNwF5OGwt^d6~uOA3l_b+ICr!%>HENRGWjHlWx@WL z4&5d?@ArhF3^xl=g?dKk!y6p#@Uw^tS-E1xn~OPpA%{Xl5GO+1`>ENKlxy4l{7P2% zh~n|*L>dCoX@wI<0$3oz32X?Re#&DAWO-h~yQi7F2>AxI^bSl_rrHoG_n`-EBT1k|HU=l=`|`%&{N1Zlw=fpN6xvp- zq#(iz2|`HkeFUj_m|<&3%{?JV+v-uVP(TVzQ5xV=?v%KNI~*$jF>sJV!D7VVqzozJ zg=q5a@CQ;iL$uv`c+m$Q3>Ay@)Fu#>HnlzB=_jg$~?v~aw{WtbF1&rK*zG8(q%c+rfy`a-sO2c-~|<>Tko z2=;5@CUW~idh)QUH{n;fVW5cxx%Muq!Em1_endI9v&3uvE12DE`3`jsVLOX^ zumq~mR47S~-6rZ{eWVW4ZDkqi<hu8Ncu7PGwz22iJw2lG8POKU%hiNO>Otg4Pf-9vYVuIVo`-KV6W%P& zVi^7j+5Q*L{x8^1dp8zL^Fse+Lg>rwe`z9&!~e?_Qxl1oi{qczA4zo{k<8_e^`TaC z0}Qu(qZ2NW4ZrtW(7AlLsc^uVf^-c&0aFJ8n?Xmn0z6R}01Dy9T#3%I53K-bk z)wPhYdBl?k0~fCTy$-mB1M1nlp@`qMrFG=vG>d;mhdkGBB+Ub+?+N&54`?3Z@KYZ) z{1{17&W~%`^N7O;Qe=|EwV|qoI8PCJ0q6iRj z;&69#Z?6>bCMHuWg*Kq1-jtL?lhDoZr_KSCpWJqy1}VDkV?go|!#0t+D-p|Y1gif8 zwo%i0VqjHhJ5;4K3pP^n@nEd7?PL3P+(JRPFvPw7K(5V0*>y<)zj zChn*ShFa>R9H7}U7p70)NFZe|63VZ+&YkGmA6e2~1edP3!J_a^zUfpm+v zyz^L}f|*>iYfeGIr^$$jN6&eP^vAwQUXrH@pfSy<5QX*JWtUN*q%-+504~ldwId|z zmtJcjrTX0%06m-qMVfc{h!38)U5t8(qhf1zo{_m-OlMY}88oB~2#jQ`X)$&K~33!d| zp0)F!Buc|zGmRzD7Rn4ly?MiRPZ&A-;IIR>S5lsZMmx-;29T86kg69_T<<)V?(Bid zB4kV_uf9yJtcAy&-KxP zxT+9qxmr8aF9l!fc_!XrI@tx*xGEK7XO^MdmPE3{kpnJ8UxfaI^5AsjM){?~QS5(0xE zb}Eap#4=n_jDA2lo}t1f@uU=4L99FF`B%TgO(z>iRY~8LZd2N6K85}!r=rf1wYxkw z6XK2L*Gnp#^`65aogX0Sp%8Uc6r*TeMyy1itKSy{*u9-+Zo^*b{z>_T}N6p5FL)gcgs)@_){Dt90e#BVr3Qs^#)9s3&6PbPt{}&{fOz9HPsxt z>kQWio_m)yWy0iE--)YTAystFKU4PdoQm2j0kM^;0hekLADfKE9DETOruF1=YGqm) zw{?2|{)Oh;GxpEkqD{4$5x36$)~z+m{5~-6d>7ovDS?JZMMu8*-Oth~x!t<1HMnQU zVS}Ul%aPz7HPRu}d#y-$rvscE8vS8~jve1Kp@25N^#2HW_%XY1WTP~{u%slQy0d$5 zbzEgEj85K~r;mwG!P>*&Me$$fi5Yk)0BCmfntN0+0w%)*ri7x16-a-#`%#ba#I6Po=>um??eyl&e0-&IR%$YriaTst zP;`HnG-iAtvAE!0D5)i|=l~+YQUufeAw3S!)t#g@_XNCHei%)&VC1;rOuXwTTBM(y z6<*=OZkr+72ADTnO$=1ev+}unm(>w4o4B?mI1*wNUkdk#Subu>8dq+2>RmViZ`$_W z7pTsdXj+*&zm0=_rL_O{U%cZ=v3lk>W)sTvhvY7U;*S6lnSVHXqu)>S2x+T=J;h&_ zZAN26B`J_aCz0m`CZrQ9&^miZ@Hc;dCge3A&7!pFz>6w|bT!%gfFmgrg`xe}?l$xD z|7bh}Z)#IVgm|&>@gG5@i8`QQr+sp)XNm3iMBAy zS0gTy=MOk+lPUg4{kOx;-0)nk5or@x+0*eZ7>|t z_o+t3@;qI+UsxeTB(}#`X3l-$?#}cFT-L2IPTvP=$+%bNPNouTnCoXA3IPV?C~<}{ zzOEdDJS3;5+U6Y;rMSEu26UNf)qY$>Rdw)EH)=ZxIlX1k<5$f9`)^em`xi8~{~X77 zzY3lvGw^Mf(r}*Hi>Od}yug#RMjX$PuZ8XH&m4^pX1gU3Y?nq=n+jNVDZJ9s=6Wj1{7&iKsqhcf-J^S#}#%O%vN zYWOD>Z?_a#W0E@ga&GsYETuU$BXWmjyr?u1-i=kp?$r>9Pwhd~cTLjx}`cW4hG55)=yK>ClKXEfTxcQQ}edI|}b#Q^FHMO)tNF$W& z-uyM$+F+d!!JvuzFEs_$)!tZNaDs|NCTC&sl(gJLrCuB8v}ha?L6g#m)pF=2fH56 z5Iu2zsaDwWzQwd_k~cAN&zg|UaoelgbR#71&r>6UabqXqtV-~MukXYYwHQaqkm}cV50v!v+e*N9?#$3!+Ea8nlV1Bu z6q0Vhv+CUJ6zX{-t8&;#@Ny!P(;%*Tc~}blNRJTpgeqJU`U<1z$l1~!`yXHSLk1UD z*9S#OIV}0EIx!Zg;Jd!}_@y2EboAEtEb%T%oI3>vAB&{Rh<-Bjewg{@06q|01 z5aGAZpD16VR(J6YE_X;a!mmv^{$Z@qpnd8fg!kiN|~ zyla!PG@;GRH;pkaY%u#x#AZBTD}Uj_GZN7_B_D_Ts)A1|Jcs9Cp3LcXf*!FN5of0O zKD2Durjf#D$WSm*hb|<4fpIgt#2W%CC2-E>BQKm?!23x5EoyUHv=KX#MdWOtetI=gvC7HF%rBfEhXS#*E2uK+ zO4qoyha^t2;!Nv%eJrYH$X_v=N?VmpD+7Y~7R(Sh1wIHfB>hs>H*5>la2Mf>lFE^l zktxM8UfoQr;L3@cb@bR;F`FYmg*<{44AQGTR}0Azh$!?sV`ZIs#QVtj&4;ruF1=E@ zkS8V@Y?&u!HQ*YTa{Aj+LJskXnO2>=<~FmnSs=E3j%}bJA>GvbWC@zI0j*z{Fl)!?6!ZPfS#R zKg@IOOYOWuyLS)Sc0&L>OAB_v*~N@`RQi;S)r&)Tb2%+@=F(Th8S5cEWNV-AC``K8 zBEufV(qG+d4M9T=vD7w3Y)^Va!RPC=*IJR|Px>}JmhmawPR?@T;K6GIeUmAePi*a^$@+yUUe%cj-n9zaz%hps#F5Gn z9Nm5M>RILVx3Q&s%D-*FmqkIN)KfB6i`>_oJVC|@c` zdaFWbSB4mHJ?y0v(4aus%q*d??^Cx;QRqG$h{?*J_maHD*a*pqT_#I*$X9q;&8M`< zA3p2>jb{X2s-t5=J=LVY4G9r4H2E>@jBw4QlL=aZ3F?1f3&D`SK!VYKbgKWT>6UL- zAq41z+ghiU17;(xUTHQ9Jp(3Zp`QP-w|`4K&up&EFfo<^d{Bu{Ydt#y|D;_=jNVNv z^26VshX>)(_}ji%O|QV zpBsY9SUkpKp$Fy<@b8WBD9{n(K0P5#j%;Y>p9Yy{y6NO znramk?3HR(z}_nx=r3|0L*4RBaxM2gX3D6y-!V?elaO(0mjhZ2CtVmT>?#CbKX|vp z^GV~fzb`Rd@!)|-)ozUhIW?7N%i?^Egndu;i!JU^-fxpr&T@P`3iYmB#nH0Hf4(Qp zM*((T+BWN2-1B8Ok27lD$-$)7rx!Gs?T^XEK2DCdVi)I~B2mF3?G&!(pY{q+w3F0G z6IwV|qZyQiWRy|i4o{BUzb}I_aadQ@0x_p5qKXy%ri-xz&u5pDoB>7YHAJMjR($hh zbrPDEz1#lxmt4+eMX4cX8WGYz+-_qhf6j2`4657HhI^r;%`oDQwAUR}trb=$#D9Be zqe*xih=nFrH=A0;#^-28-0))hLvb_hbWSLlFC|tlX+0%d=Y^;*I&J;i`_vYy$#L;S z!3^pnMV6nh5go^ObQrI?UWWS~u$7d&0tE6AQua;gdu@}c#kw$aS~`hKraGUZ@3@HH zZ*h_$3Wc~isoUqNC#a%K;~04n$TEM^?eE*8aGt?@SsMDa`mUb0?Twu*6$kDij*z_J zcMGv(+j{?ifQu&%#tc+n*EIwHdI{2AbX9Vlzwx&@+@F8?gy0s->s6eezVzLzxnFTs z;M4xORI8?o+d0W*_r}6-0`Q7D18qCHj?Xkxd-|4q_ z>992^Q|5|#=$0W`impAf#^Twk;=T0*X!|u3D8Nc_JmKgphP=l=bg!E9Z& zo$^Yk|2l>QZuV`)RZ;u#m?#PVDXMe%bV&B?l4?y$uOk&*=i`w?5L-Cc>5YMErAxkP zsv5-f$Fn~BZA^dsJsCrL+J&-3k6%;{{pb+8-dY+Nh2sOPq+A-vKdFM?+HNB9v_twS zCz>5tiadHH+2R5;FUYzsW4u_@sQ~13WO)?M7oY8B_J5j<^%5&x|GC%k9cU@D;HB{LXqeI4>N-hZ=@@# z1P!Hf)80zTtEZ&=^ZdxxO&KKv_I|j-5 z7rQpK6QPwy0lBKc_2Y(F!J^m4tgTat)UcgMmrjY&4vX-4F%G9G{?}%aCU*8>{D(xL z8UlU$IX=yr<@V-@VgD1w)w`QCNi4=UXC3wrll?M&o3&IlQcY4Z$sKbxl4bLajou6> znlca&rh++3TX791L^+c=nlfm?-0KCpSXo2sCbft5mYm|6U%3Xaf@>gFmCwW1Gz86O zOl_OR%yNzQjf9yQpQFn1&6{iDvw9aE2qsAx*G|3#b50?WAYN)#0FF#hWXA3;xoz9F zQ3xeti6Av_hwc^7axC%>_No(8ZnO@Fa&?^zj12xK<88EA=h*yfk^5>IZzlHrUza(` zaFjLX*8B}g?UhyKW=>u;$6si92=J#r4^)FM4e_=7jbH zFngfNe6LyddPj=$)Z~*!TByY=v4Y9J!93{8KbE&-dGhYgee`Vf=i;-Mbm-Y<^mF>r zWA_I|t?EzO)f%7>a81(ss570CJMB@|{5_59qjqGR9QqR9t+U*DsJ^pcLRWp#>j`gZVuKzOXJMmsk5KUKsmD z%)w^X7z8i;J|}JBK z0ph-5EJ!=2V!nRrV=ghB$Afn`k`AXv$8d>-noS3aPyFbGre%EF)~RgK=T}mceVTU1 zJRrHO#-?~_Pbt>t!gqm(_v4|Fj|-2SB<%;OZOD4@uB95*&-{Hk(PF*&<|<>g4nD+q z#(V|>TUU#lDnHVreHX4?1-1#(1+KJT{d>4A{eKgWmxV`09z>#M^+?a^6x;Q!tR5&H zLf9deQq#zsbE%Z~0{_j(66`l>YYkvXn(mS_qF}I&!TsG~0^VcJI-66lLe5r%Y&#$sjZ65`u?Mr;Dw*YH`GZf(1 z$EYOcW}g<<(!QsA>ZX;8;Tg6=%8s%+D}n$y6*Lo(Ns3_^_XIiwpqHeQt8?H#P9=m> z8E&hWdL8gFHaOoY z9)NqOCJZ3?0tg*>?WFVycVs6}f*gjPw+Acz2A_fmWQXm*)NpZX!01TchPycdDFRG) zzbo%C4z)vRng*JNBKVPXb|y{4etp^s7A2?i8kW8T&Pe(l95qir=_eZBp%)m17Tn|x z_<+mt4T)X&>V^XE2#}Ns?-L3LM=*f~K6hXL)n>C8xcsYElHw@&9!1q~rsjPaKM3f# zA#^^x{~Z(8r4I-+LLCRyqnn}YuEccVzQuSI$#q=0+WJuEsgx)+1s1{;fKK=W-dEbh zJMM3TKIS778dp@A{T>0Q}_<6=*?ZNlQ`6qODgv024BS6r&O(y5xl(P_!LT z+Lr+?s`F0$HjHxb0l@b|qS6iySu{xWbCw-@;r?zUal*C_e}BNtNV&(KTX`6wNrI_HcV{emU5d6AY=e7&Wh9|5tk~Bb@=BON z1Xn(4iRuicRjXFv^3Znv=#N*lt&%aCv?CcpY{H)Q#aQd0Au3T;qwU{2#{)8dZDc; zXcggq{^g27!I27O6iK|KZ=HD=_dA_$|d(w1Hnhh7tTXCxey@V&&NiTj;X#$jlXf_{-_*lJwc# z373|wv4$}pW3}Rt>2+8Y*PMtOm?unP5E4~rNE**3W*}0#vBjWAShBLZdX3Sw5P~Zy5z%0=dt9M`rWZtzE}7kTrpf!+O|j=Z&2)<@HdM zk(?i?84SKf8&xhoqy^TEYua|U@WR5@+#rvkl({$2VjdUzj1eG11-Bn?069m6^Oz3>SW~TSy8(MFXOsSFGpey4mzRYX;q~w6picf zSg&n+j}~aD2*ngmhNiy2n&|kT^FyVZ#)y(2{Y85ChBjJv5rSOQ*z|OF@u6sB!Ut$E zrZB-5AaN72={g}B{eFJ}I&>$(oK}A0(d(1jvI*aYd9G?VqUQX=tl@NgC2mUSY~k|I zZxAvC|#u^7_=OT=^h(A7=dI%3lhXXndqUy%vZGA zsj5jxqj5oOF<5K9#?1JLad+{eVme#a-b$=AXyXjN~=)=c&v|pKQDjiiz7<5Mv!?SZ{vti z{?eXfhfZH|BRO;4202M5Hy@vB($G=iq-E-Mrav%!kC4WT=%+a$1Jb3(Dj`>5{KtWb z0_X7?s5ahAc5n9Y*54+ae_Z9{6A{U%%OLP4Y1N?dNu!4vte5@!h4~Iml6Himrs_hm*nNbvZ67RD~kkauR_GzC>b}Z6D$2}Tr zp5csQVndK#A>WMmfnX=SA&Biq*mykc3aO2$IqE$nclBr&8ZK{MwU+R#{)w^LN%E=D zd>c*7*^ZO(VkMAfsPCz8S}iB=i+hA^%qFJx-<|-Am65> zkHNU{lhDc$QN#8xqO$ z7=;sg5_m6bzJ_4+JR@-@&^{XoFjg>@5*jhFx4UQeg|9O3XtqRp-f58t`SZn~$EjOW z5Jt+Qd1Qed{hEe*aVa_H?dvyh-Bg9_mtB?DGH;_19%hSvk*^nUmKpuC{^vZ2G9#R4 zc^Hbf5EiIHfmex$RV;z)V@|21eoX2N>|kF#S_iJ3{_t5{qZnXx4d+u=ZPtE%e5K1FlDB`n$CJXm_;0o<-U-PU z^Oqz)w@{=UHZgF;7ST*|4TVZM?u3}KulctG5ZEH zAqcSp+EMQJ7{bB5p}U;O3@rA)bLSCsgi2ThLQ3ekfXmyzu!v3aZQV3z6eQV>Z~qNb z;&d)D4|$gJU~hQnf`Ei|Fml7QBBR@sH35Ys5w@LOM0*U z1I&)}B7^igvV0bWh^fK$AfPB;yO}l=QbARCAYo#^FZ%>aZKq{`Soj}uVU-P6P1Jl0 zz1%T$5GaETIR&l)Y2n^UT{fA7oYR6$JYrL_M$am~6BHEJ)n)3%CLoCvZ$=4y=cI6n z-T|;xbE31FjShp}VJ7h<*CCP?`NICh5V2?A?sE@#+L0ZQ#R1)Y79x_xy}j$Ui34Vc z%1z%QeI+?L_nkX;S^+rfz)rfraNuF$nKNhj)~{dBM;}I{uv3g}AUw3X|5@ZV;C0|; z?k(b!(8Op||4unkJ(EwG=>j)#(>C`x3An0O<3+;j%~sySJVk}U59{Map7l0jV?R9; zA}IRDO@Of|r?%W%|M{V3UO#ixOiKT5Y|;co!`2*9{GVkX%tzvvPKSpA430oY4-mM) z$yF3KYCXrr^f?a){|4iLI8!K+*K&KwP~k&e1OPum+1~wVbyTg=o!dgY^KODOl>Ijn zhr(?9iz4HiTN5t~Abv<=xf~5(&=Kw|-N8GHA{F=_Kp|#ULQ69~^Sx4Bl@sn|965+_ z0dQ7)$e>OHFiY~T=q(#f_~)#nu$>~yoN4@kiDz=zV{kkKSCo2;ON{~dNMVhg}D?DUEP6sz%<^Or(PqFSQ{tVZm+K~ce9!u%69$X zN^RS9bTXNCmeM7J=KD9=hT^)Kcip}&B&64Mr9=<;0Dm4@#TZR2Eh7Jd_!JBKBQg}B zg9y)p9%x{OQe>s}E0-^QAtl0ibWii@x)fW+#6Bu3J^pk3aevX43+herzTR^v)Fb~p z{D)cYqvNboY=?5k8G~~Aa^?%ov7Rhd>-Frb?b=O4#HUt!Wm%~raNf+B9Vq=pppRzAPe zpC_u4G^LZV(BqE7pDFW!QgPWZ)Crq6Z>qXm-hDw>w2r{UfgvJVBI=f#&;*QmJ-}J6 z;5Wh0G|5I89cMT95g6{iTT&3 zOu8gLbp@jFD%Jg%NpG~{jF^GX*L73;uabmYee3uPhOJ6jPhZQ3RwCC&|F1tax^9O6)XBpYrNeUsNk=P$AtE%AqAcs)mc0sdIW>nmY ztEg2^fRVox#J~&H8Bht=$E+fbv+?$oNdoQLvp4sw_StGt#T-d{DqJ=s9fcI*^`(8l zABe~R5&>1{A`qxl=w4e_A(#q}CCCs@kRHPRets-f4)i%reWIL`dtkkZCU};Qf^DDX zoiqBHa(|s14FaNeoeGV0`e2-D45u)XGpE3WDtoxeLlh!%Q8O_#P>Dr{!2Jb2oIdAI z(+|kCLte=LvR7Q<{0sDS>GU$*hkQGM`b?Bejr#x+sD8-DBOB^GnStI9b#!qOfY&oW z+&;d{=Z&7jV4#6Z zJT0ZJ9N#|L%FH{{<)xi`5@^WEjY6S>l?2uMXgzs%+&!!)!zHJm5@hdR7AY7Hke(~?n zq{!Iglq62H=uAA%@<=4FBviJp)$RfuG)me8-#^9}c1}yu3SqZI^ArBr2ysvVF zmTfpO{NZtuHgzsBZ9B&7#{&o(RBYJT=M#zU*9+(K;&pjRm6qjmha9=_IJ!yJ4JE`a zNYKgE1{k*V2;MF787{dS%)f$lKx28V!cjk_KRnK?@nwa0sB~9)L4r!AY8*h`X6tD^ zUdcPMrcx*h5j@M^z|cbw?UNMZ77#r^$i>e$j}Z_UAFlK7Rvx)+*67ro+ovHS&11Ev zb**pM#6|5bb<*?v$xF&R+XZGKzhnH#I(_#4`Xsmn@FaG;d;<~Y=r@!lRY3J$+CGfU z*$TE0(p)qN7!tbOXg$1mivIXbuSXDL zbbn?Ii%u|E5QrWSZZdUz&lRQimV+nA%e4{%*ydH6cn8P_X0**q4$8n!Z z29A6dabc@yYyP)=a>iNw<;$0nvV4W=TeYT+oGt^QX19xc>jkpkTQXv#z;iU&Lz0djzQ5zg zF&6g=^OkUQ{d`_&%=Fv$IY29ead+~%kCl}*qElKB+%G2js8A?RV4~zoXRh=`K zI)4MXG4eU}^(fS(kJsRY!- zeGls_?c;Kp_y5E`)aijf{8tWUh5;g`moFi=k()p+Qw`BZy(+V41#f^R%Vi>yr4HK$ ziN`uP-v~6`EMzMcdpueb6Gy20={UN@L1U;(Au@2t=>ZEO zQG!I(<+2BsIy8Z+N^%<5k_}fHcJFkZgM1Pa+EYDK6S?Q5$+*0FrKOcv641IuuOV)= zdb6>Zw%Du0XC|!1AD&e{;~nbRZK(IxE^^~-59nm+44;z!!08MVX%O2Uz6ArjqKp94 z9)yn9*whqV$~G!1DMgf*AMdWuP$DG)*q$oWvQLbuxN7*ceEU|Yuh*lC@8&(|aLkOX zUn{@0C#%cpxYuFXqwz`uqf`EwPh_w{cu-$`e)GzJTnMuUh61S~VoPhEgAWn?(OB|^ zSL6xZLQr%TPHev3rK(JS80#<_=eplQrrdJ(B)1>gROj0qmMS#_J0ftC@&4L>6SWGK9DimHap~gr1gr22R&GgAoB8cBMYYM z$JY0KnVOE#Ti&&#*5;0zW7RQpQySUGO6Wm~%a5n(W`%2VkAZwW_PcQ8tiV=ZZ%h{# zz5}vvk9Mnd-@G%3AlMH2GUa2(m~YD9%TyV=Ao0QzL$Nw~lA%WrarprM7$Y!&?MVo?t##YfCJ zm^FTF;eId4!wjFZ_%UitkcfKK~fi zq%3;v_9>uWMF8vzEO(Be^ch(DGQ{1OKq-H&pJ`tzxJP8$TiKZ_@gUviA_IBRWzQWJbGpUM>2N2>R>4jE|)0RrB?dgmE8WR76{5>Xcbk^iQxU{QgU=dl>5)Ceu~ zN7Ncxa7QQenD_HZr5K-UC6xY)m-prsugTqkSdi-l!V)}{K9diKU!gR(3>|9>3E-&C zl8~7IBKGwrXI^wd?{0!B-YJy}c4kS{s?i&bK0FiBm7zam=QjsTp+^UAuTZypFu$fv z8ME@xk~J&B$poReP=6$yB0q#**(Rd3dFyd&IN+J!7_!$6KJ$`UsI;?@Jkrs)oV|H- zDOM%Zd^d&53R+@(&u#VpxY2iMZFQI%wyz1Z&GmYN@j{yBheB<8(!hoTxWt@3tWcd- zP*s?jAEC#Y6&ck5k1+)WrH+GBTcxpB_BxQovhAF$8x!TBFGB+!mx^E>wEhxZTEIc& zVqA^f-92%K6oOW@vpLefwVn1YU4gAc!-zQPhaFw+v-LC$?VMn8X7rX)Od431wvYVl zoOk~r`NV}@{-W~=|HJqn`9ixDTFT;-lv{u#m7yuS=SRkbGQMAyZzk&QQGXX*SSY8W zrUsGsesB~ddm=|rZYD=i(2$H({h%2Yw^5TY z$?06$K8`YH#-Id5F8zH?o2gi<+eJg@+@VH~L;8M92qR1+$q128>OHnGEjg-KpqNKmFv@{HLn(xii zP0;dowU|wO4qU_te=8^3ZkI86-VnX{PKI=XJ}V`+a`I#xS^#1ls_C|20**o$PXIO6 z2sTYnz9TU)MNk837g;)KpYyAEA9C%1q89yBbcqT%$|%j>;l-8>R_Wo#ItR48OxP_^ z($HX2XIA*`T^TCB!eCT8yLtU0Tf!YjUpclF63$hV)AHPqK;t*OQiw@j+={I3XlZv)u7)?Z-M+z3u^J4&#vI zR9A8&)F8K$Ed@_u^v8npxD#;{J^FetJ&sv0iWKcAo|8aWFE$2Hzg4K)N`Rr25sVH- z(a?_L>m4n7TqdoUtmVQS!JPQ`BSc(Iv}`a7GlcE)etL37J^%bSj_l|;-JXBbIN_4H z0()U>#RjOh=3C~c-nG;4*xP-0Uqb8nh;gM;&fpNbT35i|IRX}H(oM|;v(xJm zIKd_oCBdTz*AD_TKXo|dfAMu4fLOL|TT2RMLHkFnApVy<_xA*=2?|Z)QEj`6^-S>T6=Qz&e zJkHqI;(MbH;Y>ikRPx4#Gir(~zQ1n0HgtBegNxaAXUj?c61 zZwA!Pr5wnmQBBMhq+cUiCT05t^4RbqSX zf8YUHkLirEQJ7{|7}T8rW1?Ozwzah-!bsLBcvLFDXM_%8=RgYFA$mt)=tw=`?%pIm7M`$Ho!5rH2emIvogKe}M zso00u8qUy7R2BCf+Dp{Y&_*P==+*fiG}!(2B|d*n$);Vb3cWuaAg;j;^+@OsPtVO& zx?8pqg`{!KfX<@d!gv4YYp8XlE#99LIFgQOg7R?udBAO+zd#^WFekqMMM_6htyzLJ zN~>Ux$I-TOjXv~ST^!B<;QU*LM{DG00x~~H%|-4*f?}yo4v+^jFf4~-xZ31$_(!pQ z+;*1YXKms)waOPSsjhFkWohI~pr$ZYco-YAz=#wL%anNq?LC>LrCOlJiSHB${Uy*O zqk5fmN8300f^Ik9012nJMh?R*pv^%I;VAi9TwH@pS_iRido2Mur$&8eFw^mv%OLQ6 zQ0I{>T(y1d2oMJpvG)D;(MlJ?*lk;o z%r^(YOK7J)?xbyK_#zJ4PYP%7E$-auhBCTn_NhP#ghDw3F`gdVi(wj6+yl^UhK=V{ zwgB`j7}s4&W>bcFNDQLB7nWnJ!*cfuym-1^UIwoL;41^=m@@wL<*k+I@-1U%v=;~0 zCs)6H8yW`z_p=0rnzDzYg6^)smx9`syG;G|;e2Rco`Ti10XL^zTSmFy-8)OzQ?xy7 zq>p#Tgm=V%VRTz=63HQVgYpX(wDg`I=Rv|PbU|luO*>Mr%}h<<6hZrZ@GNxj2TeCN zHp(F$S1}wxF`W)@*YVITz!8g~ieE`GifLpSgtQ4>J{LqqIncbjoZ&Ufr4^tr=>WjD zX3TwNP1b^&0z-d-rQr4{frJTbIuG7Om`$*ol5>CJtn1rjrz|kbYifeE#)D$PlLMk6 zaJikr@HQ(w{fid6_?9%}C#+((p)C&4oAHX?-y0Qmh36VPJ2&Fa)sd!f+^Gp&m3HAh z+UzCFZkP(*Qj*umKgThjYoZY;T>muLAG6vDMR6%+8IU;XFL!r$U`{jTGX)sQ`Rh~D z4ZJx9&kuU7sM~K~U_htfpqT94((gW?;-IYDaHYGuI~6+qknklx(5j0Yq>Hn&vojyw z5=1eCCg=f|FIWMU7>>r}@eSzcN(Q!c_5B4n5ClJ5E^=|HATnH|=_*Ltq=5E>H{SPx zH*fIPIc(9oJRa1Uv0HpdcH)@V;G4$fq;S;S+Z7*uOo@|#nU%OeAa<|x#_RAFP^9Jt zy@iNwE{jfPq`9lkCNe)ikATULc4zFcD>MnZfT*ytv2`KNk8N}~C&0*2pXZMi?EnFT zXdez5zkt z)aEdB07AH)mQXxCJ2lk`BtEh1XkY~{yN&YypcHn~Le#HL({0e{!7sW9+?GLT{N(5& zZ4Myk8n@*i%fMt49!B*|R%U}+GJ`y>PhV+t>sWT5%UpQ&UT*fQaN+=^0)Ez+0MFx0$ zI3Zq#Xm+LOt;^aS2v-@l;^4Vf#g;cPt&Nt=+_FF0@ioNos}?zz-1K=|ENsgBx>o`@ z7dqO_WjpT;r5uY_?>m$KL-LX__ctA3%#LUkzFb0(5)~CCbUGdq4ga%8+;{atrU93b zk-T(Z2*ptlK%v&>>GO<loVfg~ZkhFXj`p*nE~TK(Pwz3^o-OnuoQ`ccj% zy#cx`Cv9$rdI>B+(629vFgluxI>EAbBoh`5`K))lMX!|_7X2_`Q@t6d25imy6}nTPxq1Jxn&_ags&Dk@3@9i^ zAR7rP&T+~xR}@ZpA=<*@{h)T$Csd-hq7KsiwFQuVh}(UFO}-WiQH7Tz%wY1Noo~%+W_Co0x~Mvo?SH6W^@g<7}=dt>S$F>x{^$uIXipxO!)Gy zjfy|(-Z256`Zz=}0-~yo`=wb~Y}Juh9d;F0j-5n_3Yr#*>+fxShhE=7J5qjX+7BiWCVaNm1x>I z&-*i|?`?XREhpu$&$Aj@RW|Sp(5N4Cs!R4TF-Pe1X;5A9KTA#qWp+d<*#=Pp*N+4Z zir+zw!&_V7dans=eNHkw{G$i=yJowCssv#Rj`}7Vk+yI^r?c)Yy#uMQ)8QetO>ED^o-xTF%C>8~gAu72Lhs!b9$dMC?J2Up zzHXkuEC^HYGm%s{YP0njoTO&y{9?-=Zaoaj;(_E`5?NWU(UNZ)H%`TkbH>3|ll@ulm7BqIxH!FRnDcjf`TzcWrfJ=aElA zk#?ZuDoc)|TUdsuuA}}5EOsp?R~@yU#m;P%k}m7-;gfG)X^^r#;Z{gdA+5W`nU*Vx zcE8jyQBkF07(2C$rp;&6SXx*t10gv%F-c)zIC`{QoM~!zD}I;$g_Wbw(?J;jZrx0mA?Fy_)@oIEbwpAU7~50)RZpFMJLe@0eT7ig%p zD|bLdmx4xxU-~hfAHRJ|(?TYClmeo@;2L7Q1oKbF{|N-0Pp^Z!MA# zgb6w6+curD?CPY}?ZpKr-Z;DDgNL&+zQBh#pS80kAxZVd=_5K4ogTKax;SqZg3cJ$eAdOt4`yM4G^=H@L0Z7}mhzHGqqMR(&KGYb ztcrW;kS%>_`2aUqqpPz#Y8(?0(G=hu5oh7$Rfom_v7Gawu#dxRQDli+kId})=yCU# zh(c9nam1b&Z5x2aA$r<21wu4!+7YjGqTC~cefThIm7blXb=&FsM3d&r zM-J!IhhBMu=gG)U+8X;Fg5^=j{oFyD$AT*?>M@%IUrRhD!uNrb#&H8WKENWJl`i97 zBg4antZKVTc+1o6M|eC#fzRpfDanoQckjDg7vrb`lY<44kz%NH*1iJ`AcP~94UB2V zl_6+U!71wQ>LU5~6-b-r3%qxYOFgLmF!AFp2bnG&2!*KA#51x(`=Vl!>U}QgkWu}- zT;My-#;Q8{H6yb!ChF@kk~`U9?_Mg#^^2Kj5MW`yJEr@S_Z6cvCa1=`3Rws{;`c%B zKDdu+dMreq{iV(N4`Y-KIFCFytg5RU-|A8hNyL`bIEh!)#e%ZfDGIAplQ}hI)yQ>r1EglT=wVWb%_Iu}=nD6WGZ0}@;* zJa8B+FycoqLp)`PdRidNR*Us~SbmWVuNbE0tpwh^Pv6{v=h+2XUt-yeTxRs%$3Oqv zc3a<0lqB}b6lm|;CYhcUWuk?%_2tPW^{ltOpYFfywH|-M!6Z$h&&=^TmUUpc^b>cS z%Gd{O{w3>3isK9IPd?eeyO*iFl>JUh9DdtjsV;$sbEr={i@(fXJnZa#k3=T-2$k+v zQ=byCHS%A9854G=^D5O^A(9t$2yEo~+rhS#Wtcv zdWNxyN$Mo7=bIxZKT4Z2(N2%OzV>plE-v=yhd@K*y{+CoLg7u8Jj zZ$7=~OUX4^|3qKLLBrgzkv(1C>FK$c%%q_))(hcwWbRD_0){@)PSr~t+MiyN-q+`j z3NlXfhy=GtdG7k5N%>ZJIo(@JC}@4;(pHkjVfRjnY6oF?P;9{bxqL+H|p} z&j%2*=z+=FRN=+a`vw6c-2N1>S_FE+nlzxkFTDmopELF4M^x`Cs}1h&)LG77bm zxWOGs59xv`A8T2yo(3XjC(Nw`y;W@KvXUJwaytKs7n3`2lR8f2Ab2+g8Mu6PTHwA~ zBmAS=&26^6UX_QQRCZA{^=*eXE16<>EPv~yMn~8?Cex_si}#H`gUs8v5*HFHF~;Br zUsbT~H$FCHJAC>i50MN^B3C1B$95qgRsJv2u^&q;zR#$8rtd8M&ShJp;12l8_+p@( z5~4L=g;02TZHyvC8fb=Vqw*@`Y_&0VNW39j8B2_F&=$rEPC>BT&I|ZG_x)8eW^4;7 zW@Q{R8ecEEE^I6^Elli5lq(xF*u@$dRr~q!WnJ5XlOzpVH`9v!tqXdsowMKn27Af3W5PSuN4*F=qH|CTNw}rP(bio#Q|igxk2mL zttaTiT}(p2&!6NTc8PklIrzjIax`GnbWJ@uzsba=eE}a!ip@P*VOf7pZm^|rxT`CvVq^7iJ6&X!9bkO4~f`Q=5 zRXZQRdLWxryK&%%5%n7lCQ9vq?wO^{tE(fq( zEE_?0b2>3ir1pbj-#@CUaMQ(7rQ2gwjD(uoe0h2*@0?J@3gqenwXmRYz?u>CGTYuCENa ztXNnZCT|7Q3a6dcc{e&8jpF$QuYuNeJ%?e?EAmv^Xz2frWQ`sX&^1>A&1M2Z<3 z@+m->)!p3Q!=%C_XewN)uN{%~TSjiVDw~&whmn!NcC_*k>MEh_sq&6ys59ec6&BWo zX+sM(Wx2Vz!V}&k3v+-jGtIw;`@!|kt@~Z{92QMh0Qs2-k`@IARQ-@*hXJ`W8?pU% z7Vk9AyK$OyKQnH7D7~c0Zyefq#)jf7oIo+E+;Or}M4WV9ehHfGYN&qE3A*N~AWn|y z`74&KV!sF?)vsq0MftW@AYo-8!12-wPBpw<*gp)m$+6yFrZ9hc84kMw@+r@wUS_ZG zv9Z1!c(NCcLnzVFxzPQLw;QEDW&1_LI<0fnAl>MJw=&WPV^h)i+=_cw;4bX~balq_ zLjoXv@PCkpkpkGd3rJWzY&TwC0qrCOheu>Spf@*X?^3&Bk0!U4`;gMJ)W-7+?HR=jxaPcA@^wC1l+{ z?bAGqg;n?U_|L9?L1jCUixlzc)Py?NQ&&dlq&y!?4GF?G_7Pn{> zB!p)`ytoq#7O{PKbF)0u*|{Ncw6fJELmgfdlaolVu4M(y#65ES2$B)SE4m1^RnYPC z8afV4K{776`m=GvR2AzZ?>=K|Vb#o9O+zACpVOaM`c;8{q@X{q3#|L0$WubpFR-yH z*hf~J)U?Z0AQQXZP~E*yll329f=4SwbBXh|upBp}>n}%3Wr-!27MxsR&pfg+RI(}3 z8jSVaAj+o4KN@li_J=AUYPBm6LlTWboQ5hyJz(5Ut!Rv9yTZh7gN(Bjqwh&!RGswC zZNLzMd&ZQt#f$oXysD2WP$XWwkzJ~R+ZAQ125**9t830K{T&3EF9_0gv=1a!HmUs} zC8<|&VMe{;Hn$lysQ+8%c}=?u$ms1j9Mpx`>A@(ji`beg(C!R&aE{nk&b zSlGN#?Ukr=WMH9Hf${=q4eGB!DlB(E&|_?+FgdIml9uwS)&+}58QJmMcVtj_l^oYI ziNuNkFgUf!4|zEf;?f!RKA{GjHiEJ_J^|`aCBIij0ZzLY$|2FPFW#e`AKD(o5&$gw z%(xKTNZeCI;9g4%`0s)*qW~%QcuTOO&@=OBy7ZnKq&_}cF_)e4V363;*D%x&n>we4 zF)|9T7b~b|ENt_!jnQ4a)AGmv!s(!&U_-TM5d+>?J3Lprwrwe$4d^9}JwzmVCK`}7 zH|4RqpD_FcEw5itB>-x~Bsd2}v*Y>gSiQTj)B)oUeRbWkb_I>spj}&^bl)+Baj)qu zJmGc8sQ$wd%WLov2gMXZe+maM18AoUu*-W;mp-Akf0+%6HfWRs zm9;ArB%DDTdebf#b;$KYwX1do^o1YieV*rtcL54OtseVwkv$B&L^V?=ga)k-B!F1I z88p|^db*k9Yd~MtM&3AWVw|1s()<9VdRr@m1(~mec0nr8_8y{8ALbf=4%f9B_ zg}Qyu9r-D>A?%Myu)r=~$d)4%RsW5z+wQuN-^9jBkG>5l9QG5VIY8T`-VRXub~oj8 zYIj7}J?q-Mmihk_gsS!dcrgG83eqNu2oI;94i6IjP|*q=4fXeBl$8m_8XG)u0VND* za2*esMYX?AyzdhcH31F4sEo4%vTdxtVWrt#?5d%OjDtgLIhqR^73Yj~$~g(|(0_uaiEo zMP{K!0*ry*lYshL3y0;X1XlW+|O9o^JxDJ@ge-otJ0 zgm(*3+5R@Gs|36+ahMhoOj|&lY(at@Rn`%UDkodyLqaPILRJHk4w~8b5Xb^tCDKyVb9Gz7NaiSWRP*MS*e68zvIi3IddeAig$g#M$O@=X;cPHr%Em zC`9`K8SH{-V{Wnnz4p>4s{_w>)tx7`%7n}|6?d*IYnwrcrQ8HqN9EM_XM0IagW1Rg z!~!7{iKd%0$&fe93hyonuYfN4jolv?c9X!WfU&VX?0uO!7$d-icwmUpg7{2ud{KWP zG%ofGKEjcTf@@R)4od`d5a+(`i4}CYj_lV8)QZ^`Trfc7&P>h@>%z96v60af%+!3` zTQmjt5q0omMz6Z&KvmXkWv0t&5%RI~pYXx~7pcoDVx1Ap{=umcPFeBjT~#Q9(;ix? z$Kx3Tpz1_*Z)9EnK=vp4%?S0&7l2C9F`NiT=eB3Dd^zQUIj{s#UWZ_=Y!%F1-K~q3fP)S8Foi*q2Rn(_?L2lg0K=$80lO@GIR2-DA_X2c zGS+~C>58@h0ig@}*$oAeIr9|VR?^aXb$aKUFW4Np`gH)^5f*g$vreD|rCP>*z7NMF zbAu?C#si}=EOAno3GS+=$}4oJ1;^@?D0_1Rux0My1i`aAAU583CLh%>pdxS;idNcv zmtIa7WI{-i4R-*Quj`v02|vLQD=^8T|A#NtkE?u~ACA>z@J{jbD zfwgruadJNvwov{c%U!#`%Y^(N9iK-<9J=>q`kt-DrxO!9_QLxT&wl(I$LR#aRdBS~?AO)Eip_Um4y1FGCiMgSSv7omg!+!2MC zyx|F)gBx2@vlP?e6^a=`9%o&loxT&A{<#6F^m^`qWY>V$C5?-72+CimZyC&RYi;PZ zJ6#VncR{Ub1H=O)_lsh&2lPGmH_pydfxu7mR+(f4V61-tMz2x<12}y+JZYrvl-Lz! zFFp0t8*eZuY+8>Y0uUDFjP?NjC#yiHHof@NZgR!AUv(n@nIhNCrC`hNiEy%XC7PkLlSJ!VvtUpd8SHvV&RFel zJgCB1+1lEA(|JxBo>~XGK7?Yz?5$2XLWhy|EBM+t@Va)8vuoQl@j!GM0LnsVRoFnlM6hrYKC?QLjZq@M5F%saF6%es1Cm8j!tlEG8BOX^D5 zq&MYr3cyLvu+|$3*(}6qbctrw>8`_wH;;I-+8sd^*7zOME1VsM( zXu-2Xq=aK{?5{=#0RmQ74Qx@c?0+Kq6c%F^f7bfU0QkJGfHC^mR6A!dCQ*HAv6mC; ziZyr)2FcaJm)Ukk!76nT)sTyLs#Q6u%W0=G{CdV=s(WpRbz)GGftUHje`Mv%pB^&a zbgzk`<#w;g@mV@=_p`MA;#1&zpx-=C24U^ul7sT8q~sGt!6C;nXTMR7Wje8|msY^- zjn=KMx5S?d)*9VVJY94t$Zhy|#W%e@BdE!L`v_G%LG&-KTp%SN>yg5&+af0D{$UwZ z=QE<;mFxGaZfk@DGj)F?uvIbtJw;!y*&X^K_<1srk4P#EDj~nP#$Vp|D2^Zhxgzq} zcf)2$U?X8(Z2iEFZS+ArJ_rMdC4zgnKdS<(GtPq`$>ev`bnf}`q4zatC0L$Bu~7Dg z%(-*A;OyocP3OsyOf@@8^_TZLmZY;S9A)iI(*VZ%+nQg4IFoeA)raC!{=O>~5qoim zj zW(DpKIm$eC8CI-tyoe=r{C_aLFxH`BL{f_R1Mt$CpI@Q}t~7MO1LbrUiYUd9a-G+G z|2&VM+G#vAVh|l-zw4=N?;VCs`)!D|j(}Acn5b^+OaERg1n_I{%*L(oOL6UAhIo6c z1>$al2`Kfz$2wxbO~wN@+cr8>dB-DO?*v*s-T^N!q68pEgLqEsP??Jz0595wAv@O> zz0js$C-_Z$2sQl0eK1g~QfK8CnD~{Pj6d1SP8?-UEpKqe-7YLkz{i>r{tNnb$cY#3 zKKGbZ?pazp%VQ(z)DPO|bIJU1j;wfop6>=_`Aps2jUGfj3hUf%u>~5^^m$~krouU@ zl6@wO^KNDPI|pZ$%5^hK-lV;lJ~d~A*~OP{3*-vU2*RP(@3p_6cli_+jT)R#)GHTH zfBxpb*e=h1?qK>*0Vu?4G1Vp>f#e(H2|GYBYGQ2@Ko*Ft0NQNdKp%}~i~OLKW>RtY z?-B^b`-icy280Tx=rYD(A8KFg8&l;pwvwAX&KO{N04w=n&m=xMoaWzfZuCy`G`due z9eOCQ9yok#3YwZ!EiGr&KF~-HK1ft`M}O=2pl=}}!;%i$`?CCFRc-owwvB9_T;Nju zfxLv3H$+El;u(Etme0Kx8C^$aXvzfJsVg7q-1tW?<<*!&$jccc@yT{ak%+Q|^zrEB zID9OE_9t0belOuaC{AzghOA4|2>q zZFf?G#Tq{W`7M}>rvbJn*?TX;AWaCy7fFuIJbH~fkqD^r2h%IBwKSBsr9l?dIc=_- zDySYrZetXft8(oPFfx+ciAahyb2Rh09cuH6Wa4h;)Zf$&kML-}V)Rx3F{RSpTwN7< ze_rGfY@xrb^&<#nI!BjSKO0@&VP>L@rj|)N*A5ZGiTwp>@sicJz8u)3$2N2QrOM~{sw}?mO;o|7 z1nwV<`B*`1KkB>*aicU)b3t-MdpzoKX^?5b(xU|s_rKDhaRWfSrPx^oU9yu%`1)T6Tx4aLf`|i*n1Ji z3jF@!sw*GdWlkUV3Xph#`eu-nQ;`h%C$3hfhcZjQ20dBbVLH< z@s=<{0b)6$=AnKfN{N_g;52xM)C^DTFrkRhx;{6`~_mBlu6^do$ z3gu$x-@C3398?c;++zd|lDHZ9{pK(5JyfW;M>Jc=nzJbC&nm_MCygWU7U+Z`=9loY zTerczy*SeNV?xMY3|Z%gQHLd?L(76PjXEE5ulN+OKvaQ%Kyenr=88xk72oGK@Oy%| zf}YxRSu_NhD?DbC1cMQ#s`TZ#P6;P!b6T+Ig3TVLMd)#(nkyUs=m9Yda(absVlO{O za<^>Du2byk8fLODKI;TbnebtJr*aG|O|O#YmYOU+YE!JiEt zxs@ga+8lKxEAgA(hBDs|)8}4%*WhXd5!-%(v!B%P?_lZ_;%oVgwJ2?QIeJR-Qw4Zq z2rC?~c58J zm`cCUw*!h5_db9b$@xv}$%6d`#!ViTLea|=oOud}LadVGfSk3o7-}}f@lO*A;@*-7 zX|wuD{J)Tg(7)9J8s(NzM9^8X|C@CmJ_XcL){U}sB>Lfqx2UyyBT zRk=)M?F_}G6xd2JzB**7O#IDSO&EsB{cEM$IuHs*b3iRM%)kUg9n+9=(V8&!{9$v* zhZPK?27cekjz;0`o%=s^3Ctg8sDBIJa-@AEhy4t8Z}CxUxs zN=O?2@h^t>DYX&$UaK=vS4gN#v3=2QyXC@@5$dvsFaVFsJ~_q93C2N5*bTpK{+T*@J4YI24NH4UOSnRNXA4vd$hy z+?(^dqRlec|Gf-k?If7}dUKkO%l7HKe0s42wdqeQaSZE(Ty?C|WAvewn%HBo+_1fQ znl7qAN`5MDSpb=uSeY}-?l%r|A9`h%Vla%z-GIq1{61% zf{JWOqQDg`&L9p+DG~#&8L&tr(pD9FZSaq>@?OOYvmFi(;_~$WUx65uVg0v5^-*bM@wzqQpRp}?`CC}Q>u4A$+ab>VEC`K`bc-*iiC>7 zy^Ifwfw+aedZgbnrwah@oS8G70|T$1L8)PJEiIiBRx-*Kb?nlpQUBo~vebXFG=ExF z+CKjt#64Xp75?esyV;ImE#eM7E<8$r$A9=wT7H>dW6g0CqP?I;V4y_;R|T)I2c}OA zFmt$&M&{-kTsjgPN27D>?Cn!?0rK}4-Lo#+h^GdmIK(4;@Gr~i9(`es=R**eAw>(K zO_y!&3Z;;`1T~(#PvMlfHgx0DQ)JQ53j}E(c1CTllW{KcCiz91xq6B(i;Fd(e(?@U zCQaPeA&zFh>^&PojIZw0=P_IO1v(|7euWPcLU|W5ECb2U1jgMj`{XuxIM2DiO2^Wn zKqiIp$Hn8Np||!v1~v|-sHoKwe!C2)H(i3-ToU>qgeT^M98eCX=N!7Q(xLdanep8S zzDp`7j>@{Zv-D+mZlBWp(l7eUj6qM|T+rQkrVSc}q?$i2gN1(ZP;xskJ>y!J5Z3|q zM-J{w91%Y7zyry$1LI#N4Ek4~^C}Y5AJH%-DBPY=`7xAo2l&X)cFSu%2|gCj79P(T zx9>RrOel#IU{|p-l1dy z01SpWe;_mhrXCMkEIS*&>|X#H@9nWS z1CnbEZwght<5p`=`sz6pWZap@KT2}PS!m9#j@lH1Si+CS!ainLj4S1Pg(l>6u%mPLj1pbwpg+ze)7Jj``lQRw@OcQ;+Hw>wfyabiuSVlX$5oi3Ft+G4_5%?FuXdH zH(dSOXoaN|z36%N53^NovEEp|E7S9nn0V*yUZ~J(2^=tph#yaDsXJ-(7oYp<@chJY z2vN-7-%K8Zor4wXBzPXU=Jx8Ay|ce)=U-Fb^biHhD~uQ8vho7=@Ty&0jk%J@#HXF8 zJ);lb)=q=jx|2d{MYhrKXODd&z_?)z;EXW*AD#X9z=T-^CJ7`qlN)8@BK4vhzA>%Ru*N3%9(+*osf_Ie?&fcxyj!@$m78y7#Rnx zz>$B)`a7C*-!UhftVahBrcr(7-~T$q4RcJ`Um5jNexJ{0a_hWaTHrNirI|cKA>oOh zz?HD|lKa-MsAiLQoVSkws&nn<6ASnYn$Uph^XTVDG5)T-rd3DL1MBucQdB~Ngjmk- zyFY6~Oi7r)`^srxA){~#$V1S$@yxNt8uf9!y_^YePOKERYtzBcY-Qpegn=Us?MP2Oyqd;W0x^>$Tp8{p5IMHT=Mi2eF!zlsLqUKwZNwU4SeV_rO1F z<^8=K;|74CsBCvlIleRSZIsO_rCpb5=Dkn1r85szbp1QSt(WS_7O6h{EfZKOR6;p< z*Gv%hW~R3R{>^Xj|4Y>|N{xQhzq@Hz`Mi>$tbn%0WE)FTWoO&z{F^DJ zgJTQtC+9vdrke`3=eLakTC&hv;Al@ddr2TTtE}bX$J^~rHws3Mcb=NPGngfquidGJ ze>DG@*AqY;#)*!c85ZUfA&|1x9(T}bsqvKLP#5Z1IR1p5YO|^T#-7sC za-`eWsUHvj`q!K*8Xs73SZRGohzJRl=)NCw3h8NOFb}kHATAXUyzeS@6<$`Jw6u@T z%=8nVg*I#Y;bEN~kOMVPg6|+y5+z)gcw*mGRnl?bb00C8tu3u~{DG>ZlvauLYXh({ zO|nWUx%Ae^YO4iq#q0c|8eb^VPCYBe=A#&X&^xf-RbL5@HCeBCW4_lakJNtcXV0hX z2h`kg!@h4D7LzQb8Lc_-IbO1FD32D&UcGukdX?+8q0T!m(b+lQ`MD$Gq$H9rS?SQr zoQx>!!{k!nDFM<XrZ ztmk;&>&2@RUp7yMy=_oWA`<+Pyf3kBZov|*=JVrsB8t}@E8De2v$kl{(IrWpvhAP9 zva$6pBEo#;x?}x~{UtC7Ao(-2(@|H;_@S356QkFIJY_%m_vzG@+S~TGE@^sxTH5^N zh39coTjMQdmWX2dil(x%spTWeC|hx$F6pEVI?`z2f45vJs(88>y%6_ede#8E#X zkiI;?NJqC`Dn{KaU-0F}1Hsp^7TylE#Is>vl#Atc);`z@9+*JactV(rNJbB2j$&*- zgX|{x@3qtrNEn3nM~W{qEF8fdqCNhD;u%90$HJX2hs~`%&MqYtj6F%_k>n4m0z4=+ zflMZ4@;o779X!s8Anf+|2#AVeUj2Oapv65nAOEGE2I=7d&Cr3oY&j(Mr6!Z zR`Z43YL(mSRWDY$^mDG=R#Y|*t?&!=re)tB7g3o;PrLn6bF9w|vxn)~`UAtlux(O{ zvHiSLM>#$m)N|y1V{BNI%+u{}&D^0%n1NY5bpUhF7$J{yFZq-T#{jHoL6E3-u8G0=>1A=772j^ax)B76WO%B?4#qu-s#-~-bm6=b_>ppm;S-|>Am>2E!q$rGDGF1p=}Nfg(K;t(aN zmdFrvc;v@yOSvmxw^2!lGua56%R@H$l1Yqg^pPdN6>t`HJ>I`&mOw^`knr012~kn3 zZ^64igP&ZyO@S3~WbokTvw#R!xs`^+)se9B%n;GU3bEsYUchVTwHCgDIgC%oz1WLQ z@sGY9zvesWiZ3AFExN1~tY~LjqB>ijB&YHrFITIb!czPa7z4CU7803Pjk>hv*Q9rT zB%jLNdzkn~V__F?bAH=dx z*`lFCxJq~KoR4$*N?teUb%wY}UX-|tlm9XZZg_*}TkX~eW_zYe$>WUGK6Cmu$g$O4 zz3|>AYE>+hIq*z~zqZEL>pjPUeQ_RCz5FmR6N`)i>)9KJJoyEZXDK@SnAvVnjru2D zAc-%5qfSvY=6;w;TOVLe*!#6?te>72pe_4k)C%1Re-{>VqWvBqB1D0dQ}%fc9Wmo< zn`7YC&=!h64s7U;h;G#Ql#7W~SPXOPE+xaQv(9VH8{+<&M^9A)w0n9bior7^C3!f` z^sNI#%N#T879L+o;~1%Z4@P=qFh+`aielSc%!pDIMHbSyE!-cS1^lCd1K-Q1op+ir zej@@;d37)z1}NMbELO8$i)({Qzu9uMd|DN171#n1i)vG$rKik0Cmx|2l#I*c)fO4< zP1R+2Ph0A=O_62AA=!AIFh=YNsvmg4Bz&(Azg5ZlcFf5@Q-LAHK%LZ8pU}(31dLKe zN&{tn6YN1Jl|x=|4s~ywc!7VE<;ioo18+~N8&*A(OlWEi>Pu~EHGr>QmpPuY=A3X< ze1@a^y=ZpD$tq=y^*q1u$H<{fya=M|OG2iGV$DBwqt6rjh|AKeqCH7SD6XRU3fC_M zwS>G(PyYZOP_)=hTbl}*k^4f!Pj*2jYUj4sSt<~r@L68Am5aHE53O zU)=N>BUtT_S=(T(p%*GudAZ>CEq%olr9Tcw8rRfm_6~-Z+snMoKKF14rz6|h(ZN|y zz-7N@(D~$98@(HEPG|;&O5r?|sd%x}@cmoq%Ijr~(N#ai%!A{`jvQ7FicoiB$JHP?N2hfEcYO8OU>MKx8bfrpo6FLZA6jx?7NN0m;08zlUB zU`t&_=hNJDev;}0dreWt6%Cf)ZaidUD055S>s7s$zf<9k@*?2FNG8?5q7(?O#$-FHr=Pw0i)kbbeF_fEI%Sm2oK3R`)IX$5}GB-6Ro(cX)30j{4P(J?jj!#h-eks6d12NPMo<$d z4TFtN&JykYIVgchu^^dq>gN$p{!?nQtS^M@E8+PRy*q?|^kEzSraqj4BJpa%41d4m zk=lxJ!|D7=9s*5YUf~`O+$f>5CJON+i5Y%ooUmbdji33uzuUWd93L+Rv)i`=?T%pV zyEF?^hsS(%mzlY60J4n~_X2Nqn3ySrl~bl1%6vghu-`)@O?!x6QvJzUTDl^BOIH0b zcFtC7~g?bD_ac zax!{s)M>UxJ6rYR9cAl1|E?|N_vOJ{=mP;k#nf~pX!Fz7b;@(`r}W)??Q}D_{u*S z%&DGmhmS}a)inPBaOWIbp`v`8?3XZZyj6-qH@T^m?m`3EhrK(6xkZH4zP+(Q5TU_~ zB`tF}h)vS6)zNLZ@c1LG1A=Ck%a7j->Q2bi9rDYOf+g$q-8gR^SdjFbHiD1lzeko= zY;PE9(~0ks#6H86BKjzD{VYQkOPwxtN3-qK^nkx_p1KC+gBfBRY7d~zBJ|rWoGHtm zBFr5#VuSd7-W#ajJNtR^-BTfCDW!=_&EH%@82c>s+2O&1T8DA)%` zo9u)>P`+oRXF#C3AG|6yJ{6q0mzv5)M0nU_A_?2B{(O!M7jE5pCh|mq+7D1Q}5f_+2IQs^wwCi@=@Ci8U z(^-O37z4u`1&_RF!ieH^Ss}$K(#!jA``9;LyzN5@Uq76${u~m{lJnvOq4&w(8!k8H z+xq?YH%^LNy_$<8N41J=%?Bm`-{l47=4nsJ2Z%h!2Bs4RWwv6C!x;JK_+Js=UZXw4 zPAP$p9CYi%2snfLleO3DYFtvrjUk|wl}{%GKVRXtdJvmRTdHTW;RKMP*^nA=FYVWac{H%YBzLN5BJY_omk1&FeyaTR@5a(!dU&7vQV<>k=AnXTQjI2^-H-XXM1ga!8|4*x1)BY+ z31LUU)5Xhva5ItdwhuOViG){rBwp-?Zo_&*&b|DDAw=3GwqLliBGxK7&OiGyPOpobM#HlE~8FiwHY z6^Qyr-M{Wx8(E4=U)zlE=Sm#NpLpQy~YDqnw%fAn_rFuo=i7MuwPh1q5uPiS!qD2m5$UOUwA$=Ym& zLR7~vi`n!f`LDYPPSyF5t3NZ^2ugS#tN30(d_(Jf+ha6A5i)C*(;dT!;{I(^ntQ=4 z`^)?TrzK+pA+A+9#?$r@p%K<^umdO80#EIJUA$5-VTND4G2uP>1%h);zJO;T*|Y2x z?C+dSz0UsiiGQC=hG!NxOfpJ^E`Sx5*0f0;<0}MLbiPd)e=l^{avt8{?--IZ4F z3l);T@8H!FIed2l(8H8Ux)IEkx2#cP=W*l{&&b1+7XQ8u(`(bc$n2TjKkRJzZA_s% zQC#teqpjN|>bQ5*;Qt1w2`wT$AOecOKN?p-co!?7kfPQ zIw?Pu$O->itzEI?`Ng(${k|JPMO_6|iPwQR1#Q25a+FE9J->4hN??gmaa(|fO3hcnYrhR}iaPi8mJCB@AUpNxa{^Q5p{Pp9! zMc!0#8Xw9;N3nOX=b_H8XpC8vL_4Vp9DJmxu*elN?q4D6qAre$dfHW@<5VyIx}|>1 z_Lc6e9GKOKKgWblMA&xr6|>}j_!)5pgh_dX{Dny|zh4(nlqO97$EsZKzl%mcms#Y0 zc?@$uCGXI&e;Pr;3}y}pM(~ePoLiFZKBoEr3?m>~)e{F?^aQ$|{Rlq!*Kv|LPsuBR zZY%e`#gM}Q`;po9hh}qCymlmq1pY=e4}^c;rnamvU%o4N&h>hsAYCWxJ|~S&$qQJ9 z5YK3(-E61G%0K-!pDBr-^!(6I0mXSfjZ^njwK*LUp85UtNDZmg1^Ic-ooe8CS4{da z&amgN8^)ab%Q$k&B>5bIGs1`h##zoJlUDQScg<}iUuB4b%MYl@Zt7D`^BwE)ur!Lf zDE2sPYXVGEEayJjy+lTiI3T-&Z?LtKr=soWv5#L#kqcI&#XJY}i;^Qd1G>zs%fm?| zq!1pnbgeLvUDA$exBDUSGG*4rDC@C<@@bXy{s%Mmzn}F78@IoowMT+%bIo2riGCoX z@UH-YAojHfWKIKaWLZ=-BNT;plz%&rgON0u|3}zgfOWNXU!X7u1`^UJ-K~OjcPj!? zf|RHrAl(g8ij*KI4T5y2be966l+q2-4NAv1H+bs({`X#==U5L%etYe;=9+ViF~>ZT z{$W-5A}neD+#@P}pWzyxh&HMD!3Ww^Sg<18__Co$+Q6>w6Cn+Y*Ej_80=3>n#DY7&vRoV$-GcyPXKY6$nbc}~b z&{vgjcPeY0tn@Q)rVq$^rBnKM%#t1F3;TZpKMWg?^u~+05re}fYP_}L=&JLXgJv2q`P+&Fa5*+S>O`t0lo_L*vraps9XXGiE%|}0WEvO@zq8MDwI<+ z8M8dvna?%;bw=~qZ)0BP1>Fqf%_+*csNJn?8uD);@ArKtVbMMT3jYhz3kuw=rJ;#E6^vt|fJag79-mEV>{np^y0^do9{jCA@o^r2 ziX^#fF)u%DI1BG=CLOoRE@4&(K2?p1)691tYB7Y_oB#mxii1u%huN+S7gi1iB z@xJ_QD7En<`Z|*m595&L6=nHK=AliqNa3Tvj*mB-EPw+dD-cP{*=vaXwmholZnl8i~0?YrWyQIO7 zt_@!!Tl8JSRXwIvi#dCb4Zm+EJDjIg;N)`#y+o6eG_r<^AW?r{3Yu?Yf6{O?xl*gW2=*$XiFB zU!nVSGlNXeWRP*>+FS_7a&|M8E}un)j*W{K8vKHk#^3Yz(iW)E(`JlW@&EskS7c=g zUH&X)F(*B@OkQ3d@{Vo5LxyvL+R&YuSv~S>plqOjzJB#{1RsQPmLV<6NX%7ah`_=u z6G_dDh3xn|9CIVg3%dga2P|_AQIA<6MK*39WD3_+$9fpcn#_cq?Y3z@>NE~Fj)X1bH?-W{%iCPR6Ve}OkP=Vm>!XTdfmzXhWBbu=0r_d-k z34K~GRjgTc6gUcgUCG}mdk<0T)<5_=YYQ!m=KuLCNV1C8ttHV_7AJj>&NgFH~!Q6#@a$>V0xMF`PYq#;ztCx}JuH?3ADN z;o;Ky1tf8NRsloHiNJduZ>P!x7urn8Mny-{ig--&Euz^}jsO(%32b1=;=v>7!SRuC zC=T|;kun=JL`JS^U?A2Lhm;giA83h)nc1}cfi`SdsUiOLr({>kKXeSW%K$#^HRAA4)RtB=hJEDmO745hs9;o74%Eazor7Y8E*L+qw-i*-lF1cK43)OE3UEnF4 z4W;--oZqZ|1IqdTlj{uN&;a%`b+#s5B@lIXyejB#e1`@YPx~SLu*{ z&yb&;}UzZ9~rik_!_{gj3vEaE8kyTB z%34&}W;pj_`T1?{mQmixl6><{(o&UkCf5T&(^UTC{|cG8h8mrH8J@!P)D=+bO~RFA!l-H+KX&zraf7kNM`Fm-@NdkHv z%pOB8rfw4j{^o>Bmix;8=ABZ}K!vw^(YC>zg(@_b+$(sk+=?IfVk1hO%=MHAb#%BbMj*-a`P2eO-Qmo^+Jm?ROcpeQp;HBk@a8ar`{z3RuUM%>k*#sxa z5ynnHe3C>$2o(I2lOf%$qVbW9j@d*A6p@W(9WO*-FC9(ibWSwukO^?eWP=2pY2ULg zvAo7#QnDW0|0^xRoH|s17p5a$I~xK)_v~InDzhdO54L{$(!|jBo?1f%Kvh)Gj>{a! z(JPYF9IXOnQe4C(c?~8&ux0-i27`vO^LJFIza|wyuwC2Fdcazy7 z0RJCaK7MNWagaYFK-}-h5%^b5>vDF5jDa@#MEsSRTSV6LH<~T%=5H8{s-sRk4Q9@C zKIfD-6y(oV^Wv-kBS2ljR0>nqrms?NIJfO-AJft$TlCdATI zaMI5HjRaf<)`E`U-caM0y-0mh&_VXbR}yz2&`u3_p@x#{Vo<0*))INtUtt96*tSoG zWSPKoLV%O%^gn*x%BaUw@XDQjJ!GlwD>iM@K^$aWPybZmEsfY_hq$k<_M@SI%l38Rt2%^{v6Rl^sKa15zk@hI zTuVc&pz*-f63_g{*S>XcQ|If_kB};dq}7nMpRG##hYDAFC@tN^ITuCZO>Tc8 zVM*;DFT0C{fHaGfdVq|*QVrR|1fTuQ``$v>>V zuf{Fql|VZJo69`nc9`gT%Kcjk6HKRU7wloty4M1uNfCVr0VUq@hk$anuPIVik(OR( z*E0z(RqhzOB^}kzZy8NX^Y_!k>Q{JrOmc~XH4Npn;%9J=ja{=nt!E|Qp1_X&X*>+O zZ7J$aGq)d?Q?-X6=ps;A4f`a?*V(ZzN@);2{;$S>Y_($!%Id!vDB;TZpqJ184+RTt z*wiByHT>nn3vdG|;v6W^N)v>TqItuik}ZF^BPfb&@f(n1{0}XEhTNb%(2lF8u*U5| z%r;*g#4kXpA%Qo6K0dmCr}8ddvTxEmSm&_}P^=ND%STz@&Qj;@AoVMAo>VLX4svUN zAcpoiduUv`yi(ffaT4I5C#02lU8a%QHvQa|A%(*0gDaB2nhKv>`VTw#X0R440HgIw zjwMe25>Od)Z@&6@aQh{M*tTw_=oX82+c3HuliP4A6u1og6*Ak2(H@x*qH<|0U8s?q=4+;w>zC4Yk^6vcc$ zrT?O$dEdD`UMN}r!$J{B9p|n-F~25YUA_vSVgGnY5L|V%d6xv0v;L*fOtZ( zlMMVef?j&-Fsw>rl`jS{AE6(N#Mhny)Qmc<&Q2d%LwHN;RAE?XwZjIEITR75mPQ#u zw2Ioc&EG@;L~53ZpkLqeL`NbgUx1%v6x9BR4b^b}`#TxRMlivSGuv!u=PlF`%m7|| zO%xH5C4w);W4I>4Fy6I0?F>pGsOYTSq%$?nYJeF*GbZ|2$*oWP5@}xZTK(~` zw@Jy8Ov#gth%|btYK#FoM!7*(S3ozNwD|}Jb z@UM10GNlh82Ldu8=2Ity>WvF~mAeO`MS7kjK!HX?J`R%b?@IswNX9=^ix+6TyJ6`F zoN@$n%uDU6D&&HcZVmIg>t_npqVZ9l3iJ5pZXv?mYj7`tO%Wx@y))k6)p=PR;r^q@ z{{UkCE){MZZhN_zH8f1FO$uUu(i z`qA8s?`Lh;<56{=(R){IsaWgd9mpc~RWJZW0mABX{xfEY)3W76rej-^aytrL@^HlB zZ))$Y`dteQ*FV&;h;W1bziMUIbACb0`TiR^{&22|@9&pnwSB3xm|=jrBpb3G-+ea&qdvLN{MJZ`1|hO zxdP=%M(I}a$44J?_YTQtm8ICZ>(%>EzGc3DRA=2sdq)qgN%Fh36J090D#Bj?(kkD_ z18KQVpLcP4ps94Aw)1oz+{GhMT06) ztFH@x$HF=aC-ejB_CMF+A*mBzz0l8yqR-cf^@4*^B~&ngfxN=a{6NLzEz}n1Jw?nK zveFT>+fH`5N72-@sdZ^pnysF>XUh4w=$DhG9w9-Ad6bi$Fcr*;*ulvv&A4N(T|_g7 z=z7(fr21kO%&zM(qqq|cf;^CLfeTy^xNyoAQzEfJn%-5q${_{AtM5R##_j=|K3Mqr zt&$HsuQm6iw2C1spZiNHpl9lPd75_}IE;H}DGvMVc1SSA6fSA=eD`Gd%7=Ocz)BLK zc^qO;R7sp3>x@yHp8fwO1;Xac4i9QzQLBvunHq0ewdOAR^tYIQJ<&-zv+=6H{Vezf zk?od>MS&5R^;{8Onqq`76lOQtSn!ZpNa8 zy^l-_fowylXo+#tr;r8{DWTJO!MR;z*GIz>XN5cw(8X4vUDud zhi%fiXghqui87q2abuCNvEf7}p`nz1b_;=88kvFJ0Hdd#f?hU=yf!1_yw@h5*VE6R zKXXoflJ!c0Fo=l%@dQrpzYn&E0qlGrNt&C2T&Ea%H~;a*B` z`xlS4XgYDJ_z5Us^F3XBI9~o&&~jfqh#5m>!HEl0R!PHstX^-AltSZ91UqT<%98j< zytNpuy3!%M`SrD7`&@G8d*fymP0au+m}Bp}^u9S+?be~iTz$R70gPpk1yPo(tLta- z)h$w9t5K}LWOpqU8k|=-VhI1^*BA=(pPXlVd@{K~Jv= zYu}rD_bH4`3dLA>fwKajj`2{*lO33K5d>(V5!js}bqK@RfOF^1Bl$DpSITcaj&ko> zU(0)0s=niDI5%Je<&vvgdhLKO7CCUwoIUhG)g4(hBj0QTe27O=rQg5M9(_brWU6E)1*zeh)g$icj89f!E<;ndjl2pG3+Kng}2p-UAk&LHzb~#p~B)PLwIxxR9E! zvzrpQ=v6Sauyfx2POS}+wJWqQ<2^NCd9j#=|3}@Cb*k>TVyoo#4_}%b-k6CRt4lqX z=Cp-q8-g7Bd2>ITc#*p{pDou5re)BcrF@!4qQP@M;(HIDW!&fafOq+*p`V?oc}qd^ z$epe;De^;B8g6FV-<5BIf>POHDKwG27c@z9`|7Ltn*EhVq-UOvjt;GEhq_~qqhmQG z#n8Z~H$=2|&RfOE$jIK3A5My@@0}dK%=}2YQ{_{C;W!?M<3QHMRfPQB;`(Sn{LRP9 z8^8T!aNFM?Wp2zhyRQh~2h}g`Xf3rsKka{G`O%XsQaypYGu3H2922u{w))2zRs zNnz1}v4IF+G7htR8(`QQ>P=xvi`2T?nT&%5E-nH!(587GMwWfpMzmH@&yk!9Y1x?C z?QAxB_4E3rwm`4Hn>xq{q#=a;eOHuS9Zpearn|wbc!J-pM{UtSekNDYZ_ap`>q%Q8Tf^{bnDU&A32-v!LQC= zR~$?_Z4LQgB`54Rn0l*y6SAz>KkrNmFpzb?Kw=UD;j4<;k0PE#R%@PU1dyQNUk{#b zD!RJC;97o0Y^VN`^~~2RC_a_v&o1B-&h5d}1Zt#{lU=`xAL|toveVyv@YOJ_JXrCY zh#mr>8kkj)X=CLdHq9OX(Wcydt;zsO8MGs;f}HQ~SJ^I&i`Cu>0-b5}qjtHj>YQeW ztN0X}Ad06gNWmyq-fo%x7wIc1m=YsS;k=RWd4q8YZkkip_`&%P_pg`*`#*3`L~e4` z0}Q7?4I~jum5zA5O5U6WJ{-7UPiJaj(F9(fsMY$HAfKFR>!6}0J)CyhCxuW3=C=5? zyWgzVAZ?3BJt=@#P9s1AsLGs0PIZekh|BN6J#bm!z@O^umS zE@;CxMbKL4*q(r#tq$?lLjXS{gd4us9=8{q`0d)9cZc;A#5@ktkTRe#jBdO+Ijftq z9bxr(C&$q8e~Q2VFyo4cG01sBRn}h@B&U1>K{-95U79b`eVl*UsMrU7pKU9EXv* zKGDz2urG3(eWNnNBu>WA%Dk#cyMD3+$RooW*1e4XybyW|NC384eccB1inMAIOh4e@ z=fChu(I1&NXI4zA$Pgza)6m(8djtckFikoVKMi~|vH88A@$1*G@yOevK9J<<5zs1=5-8K)UfvJ&5fJAVVJ{M{FR;MyJUB85^nymK~7s$ zPLlXCrJrsBPFwDkwGo@e)jH6hA`)(b0MCEwWX80&|HwRjaSb16mi;m~M*n!NlCc^) z(#Fj)WN{%k%a29=-?6FriQS0`MY-(y|CXL}?-|MDOy2OI0nO7&*DQP9&$6JkID<0j zV2?zC$|NOV5TA#dKAr28LGtXW*aeOU9$rYsT1cXgOw@yl%F1 z{gT&jEiZqh^S2rIWncBi7dB`c;-ghjH3Vw% z6X4(^zo$Nf>Gl7Gj9>MdqgM$e17VaOu3$M34`Tu!h)_7-s{e5KC|B6o=4NM_+dJ=G zp3TmxcE82rk-V8#FJt5cS9TnJ4@s>sMn*oq;3_nIdA|Q+B}VLuZc6ks%SP#g(za8< z;c(D>Qi=>AoDg0pML`s8TlH6ZhjTHyp2YO|jZ$vo!0 z$uQpT43Qf3Y)4WUqCk#HO?y!%d6z}nWW1K^Ai)l+MBl=z27_#?iZ7qw+gD3G_+8*~ z2VcG6BE?6`v}<9Pxxrv4%xDlA*dRNvTWtNC0T18=%6)RkS_p)lE_WM8V*V?65T4DR9=E+0FG z{SrJqLdYpnkJ?#f{C=TwBov|Q09Xthun2V!;QT%`6l~=_Mdl2)<`a%e`{R#kl`{yA z*Df7WV~~8;WlPYqb`mfg$OjsZZ1#qfc>CUkQ$I2NySffCOt!{qCQ+%70tw2#}9 zd_ie!Td`MoRF@R4Wkg;MBLGjt4;3H;Mq)}}UfWIR9l1#pkO5z&vR86tzh9H8 zIqX14kI9NWHf!&^`0q=g3vaAg*wm(eOBQk3R~cCKd93^|5Gvkr-0Kj1=AA)fnTc3Y zyRKK@_SY8gnaH*CZBIqo87B*zIv>kbw4*@j^s-m(j(#*AaAHuKi+uKepOE#}QbEY$ z2W@?3P7W0Rmz`X4B_$Dd5N0Qy^_N6VvRZoW3sWvR7|I;P_`Ux+IaLBb>@1}Yo9nipP~ux zFo0WGgi-$~Ae6c*p0&*P-?3ezJ=$#ZUmHpB1NsSMM!4$VWlP9Th|#MqKVK(7ay=6h z_%M&cUY<-w=ZT}`Nf^-F+UXr;{IAE z%2#EL(tcBW2I_tPsz>%FryZ&%CjQCw?L)iy&T@%T<9!hy>`iq$$%;e1{D5amZ=bB`nh-x`(h+8=fZ1KrG{TyPZ@FL z=G?Z3#emC-Wh~m&|7qu?{}Po4JT0iV$hx(whlK8Q{a{d=W%)ZUybR3H`;x4}e4i9& z1Cy{uzF74Zl15ot;y5QDR|LQ7FJ>5hF5^CdX&|nwjHAv<^zK$%z`=pL@J0*WPU~$? zUt}=uTxJQU8hk-mlz%E04sdppeC%k7qjhsS$n7RGpGCKyG*G?EYGUboWqiS=fx zOOL(4f4%9t*RE34S_3As2bij1D#Er1yKV{lwa=jd7OZ>b0fUKPP8Pbk@kzRX_UeDyUy)HGZ&7UGkHWbRdmNx8* z9r7&Yr8IOxeB+LPYShb>f@eWz9mw0X!VIzzny|NR^9xe*LywmBzo41waa}@grB^qa zF&KvF(~%{biTwsV$R#-!Be-nqwkFMril{zA7mzjfu;8x5Ngvk+hR~e|;b+4xz$yIs zkp?*@`Xk;rrV&Tj{LGs8x|NR0zC$9rJHaIS&NM&0!wpnZAfvmJ-l!vU>`7W%JlsdvNpQj@2`Z~4Ag1dMC~&Unw` z^tlVTQrMW3l%GXnU)9-!hb2}w9zzq> zmyBIPw@;EMqgc?V>OJsJqCVv3KYe^-tj;*9N&ZZnQ}_USoIBpvT2MMN_es1EpJk^r2~ zIQ;JWe0UsL867HAG#s{|lc104e0Hj$SJ=lUzJT$qsrL4CxC2?DHp#{l=otn!*cjSf zq3@ETuVqp8a?l@$;!N1mMkE1a+`v`Zj_%;a1^cB;eFAP~ZhJY?5d|ri_|`0~lST>* z1@lye|8%cmU(}ro2~fCFnR$Yr+x<&IpDM3ZZey&OtLK)M zq&+-Dz)$}?^hnS2AFX1abD^Wb{|2Un9NgU86D0sSA;;p*pqH%dxe}|fP;4^Zy2an2 zLo2rBYe=@)%9Iq}ZG-Rs>3%(^6ZqykgaHMCeI=rP`vL}js@IR^?|R&{go0T z0$d)VlG|~IOO?LQ`RG|si^wk_(}dE`8x{6%3N@pQfv^onlk`5|cvAs@S6!kIg|0rE z+`K23B94C3S4*3pf{=KV-{ra#6Md}-<}Y{!TMRKpuB_^;VDXP;H&?wGz{_&#tY6{C zl6RcVN=W2DzkGu6Acu!pQ|%i4FEEyxsPjSl(6=we|MnR1Cn)^ESQ!O6%oq=~ z<>}(%=MRD~YTmuP*jLb;0UfF=R3;EPwJRO3BI8vsN>@iJ`554awi<2P><|NuW2@NZ z;R**f@Shh;pNbdr^6Y*>&I2loiE*j~2B)8|<2#=v^GRA*`p~tQCbjy?ox=0}cCriP zNRjpl+GyzW;%;V^)>{R%gy$8ZSF8aD55|$Be&aBs#sKU) zqRPqP;jIs1H;$0-^!6jS12#>8z;TmVX6@FmC`l&ZvV)*szV??ebX(FpRNA;T*~Iuu zu2i(XD95hdxoxUffBdfZ?~*rMO2c-A&Rk}<&>sDPIfehup!dd#eC?O9nCZ_X{6SI3ygoi{G zw91d%E~|lpQnt?tRG5>&1_$?ldIs4{g2!;AWt@l`FHB3UDWov(N|oUtWul72%Zz@o z1~z(>$hgodP2j+Oz6PsI`tfq+x3e2 z45v=AgbbdVll+NbWmUDP5XfE|Ee1T+I!vP>E&fXFKkVSMWA$|U*kpBdDvo{i$j9p? zZ~Cplm)wtC&sgMLAY5kL$$3%#Q^gcdQ+i!|q<(XTaO=ef)j*wvr2x_BCpWjtChSwm ze`IN+4nZS$05x^s-6FzQ#pJH?v5X=NB5Aigy?*?Np0UqRh;5iXblr88&EKymU{lyk z`*zs6U18N0eI+UqR<$FPQXL`}+bGbt57b43&TEHZxedF#T z_#qOTZ_P|4d>=ZmQUBp=V(-$oz<1w17CxsV&N)k>Yi9j!o$a1Qmd_`_vWM2x2~K6` zw$qTVk&4C)?NgjyPuPy1G{90I>EI`mGhi9}4Hu;H(7Eru^1BA^c{KRXtYON6WQq#b zwxjzOvts0Z;xv17ov{S2qral(sB~a^c_^)W{)(_siIx+P2Tyt=PMbx$r8f)52H(t%nviK4pz}{7T{JmiQ4B>$1*aWVF*^keY7NL z>B(}RJ5M<*tgDEYua?jp+;$ATQRBXpN}8D2n;YmDqbas~`Y{lk5AgL{>LaOVC5s&J za|pz~n8L%$FVarz%=)^TSWTfnyziGxPik8+sT#FrB5c12yYiZ`(}n6X)Vjw&gK`1! z(Ua8I*RS()6Q0QYqN<~#W00QKHUM`!_S5=t>x1LN+T+>ZJP8S#!Pjf72lp)K_rE6{ z`NhVP22Mf3b_r76nODW&yiE}b!<1Xu%mIWP$W;4IeYHUR(}u<6D741>a}W7hqfMk- zvpGT2+Hk{Gw?OHc%>Azlu?(i|!)b9M z*cUmW2>h*o@pW54SIAGkiF7*f)Z>?W9-V~<iv8h~(f54a_bv4*=QM;I(^h)cddr3^bY{!auj53{bs5((# zQ%0iPvL0sFjlCf=u83QVO;-CTJ?36#BlFwe9+ovGaJ<=R^0Ma6#pqqJ{K_IiH+NvC z)FJ-E*oUa0rp|DVBe}$3?T{GXbMtI)kMDChnad?9DW=TO7 zIh>qH^H{ue5={+OMJq}7C&6<2X3J)cpQ1_QA0L3-g|6A2FYk)qn0tCjv9gM;aGlL~ zD+TP1pQ~o_jWjBMcE`V#r>*wq3j)?x*ca2&(@m|MJUE-pifKheC}<-x3--d7k5@*k zhi2V~o=KmcGQRKhLDfju?0lA; zk5Taz>$S4R9(Ri&X5{a_THDaC{nK4851%AZejBp>RbV=QP*VJcRy|Ze;bZulc$_S0 zGpE{`N52YxCo*jc=jjwVH_&F}?YKLPil-^wdYV;rhUj*Iq$OQVKP_wd{wam)P%da&k%Lf5rD?qNKsJJmu@$A_%94Sc{ z_W5g|;^(g>a(-dp5}Nk&qH+(mqBLW0E7812i_iYR&uoQxpb`J^$7iujJ!j=`lVvg z0#=7CSaN2`X>HLl@2Wt1iGn;*PVjs1<(Bt?bsS?LQ+DpBkBA}%ad~g?= zB^*m`nuTUBa8okMEHk71*MNCK(43-m`d^op-uz|!4R3jR(v_?Cy0}TPb2W1s*XQO; zlk)P^vdBY=i;9x-@~|f+CPa0|s9+?*Q=q{OaGD7S2yEcqclFRSp-F*hacC&uu7yJ> z90ZnrWH1YjBkr4H7~h+l9B*y{_}dJUjlw5Gyy)l88v~_T2I6ZDk3IW>)uf=HYhqQ_ zlksrh+_Ay1zc%PIKlxMK=GnNT%;41dbLck1DW(=uhtIcp1I;)jpaF)|o9Y2}k)TTWX+CwHE|ld_eQ+sVC`?aL4; zj|a)X48R`{&AF)K(~lX;G^#kxF2|@l+iDcIB=v;1@W@S6F~ZuneF%T8bs_7ElK~+O zZNlYuBH`MP}QQ zQ`JP#M?nyNh6VM17)vy`pyi9?A-_nA5N9;6Lfi}P+2yQ3f>ZI=>ao_I52g?3J2p)d z!m}}%wKd>GE8}F3KESjj%4PMfs7YUSbjl_k$fm)Vc+5j@tE}Zo`0fW`T2&#@hLYsd z4Ou!h{eJ9=cgz&6f}jr@ePVxP?Snm>p#Y1E`+&^^m^?8 zE?QmEi=1MB%cf##4;YY{oSNsMrKVE&aU42If#;T>XTjHPw>T!JySc5(5tRHtCiF5jW5us5mmfQT<<`u%MH#9y( z77|`tNCY{jUshRD-uTNrUxjY5BmYdt?Q6rCWP^p~AYgw-S?PT_WNIt#kd6JJ?7OMD z-KU+TWJ{Eb3dQ7gwacq}k&0<>3qM72PKr^cWIpOBA(7^{ea{uN&aeBPRS|G`;WIj} z33+TU;iD8i(n-x8S}#p0+GdC%bu#HUP*i$&Bx2s6e$P^@Cu$1{%75TqOGcR+e(D&| z2pw{$m%+^!3q}qqH+u}MD6u-|s~V;S`W?aeIDQI)a@+LVy*#8L{9Z>@jW$;2{49XX zQ`OcE>JU37hySW>XVXC<(=yZQPk>^|F&~irEs~A#BgQ8ar?Aok96=$0SvOg-l(f=?&%k7EAF=F(l}^IqO3HE~mZ2X21LyWctQ(XK_aOI+n9#-n6zq)jh;cC&d?F z{3)Q>!;?bm#Q?8&Yds%g&~^9P&Fdz$2Cn#~NDC4z?FKsB9+R(cwqLhzd2k~sZ+T%j zFR#6}mApmt@Yfx3QTP6d9ndo%9ePQ*dUx*%SX@0&R8;I79)1B_@eO9!zE2_boT@8- z+8KM#fPdcVc8@1}Vj;6(&Eves-vx6Q?$4Pv2xXKa`v7_EudO>+cbwz+wS8d;U^n$F z3rG-ednQ>EF{k{v4P7Ufr_FOR;R42;)TIW*gn- zhIg$3oG%c4g{{L4%R!~ta?*U3Dvozq>uM1C+}xbCps3jo=99&MuqCQH)W>VlKW;C~ z#MEqJE@aO0DD2*~X7K)6NBTMdUTc7`zxIj503pQd!D@DGGWa^JkPw;i=NC4M?lAdR zR#~~d@a!wVuB;Up)Q0yHs4x;u%r^-y+tNyNSSmgNDM!>l z(rkLIFAa}P%u~SJ4FOfczNo6IdRfd+s__IQ}Z6D-gq`XuKo59wK%TOXp8d>I`Cj9HtyV8ljc$J&wVWwWR ze^ZsDyhbC*jfm_?L)L3P?Vn2Xv9qn2?-gCCj7oiv4MC6c2kke&wHdeA6FkLy3vU0; zv<=m!m#tC{S@ZIsH~m(gZn6fuvGCmQd>+2}8Skt|)3@|ObUJ3{xqWAMvf-@FcFevG z3fl3UHUBFT`S^KFcLja_{(Z`RSR>qo`QF)ZSu=(d7~CL0;Wd{M=w4AHM3VxL?$Tf} zrr2Ir*l<2E1OBr@(=OVj;c@~PUm4go1> zQfStqu1aC{1xOHbW(xDqvyshx;@i0Mz6Fr=Schb%$N4dzD9$FjZQth3JQSLKjG2h)4B zgc=F~^a3G#sGD*g;HGX=Jq#?(p^30-Tqg$&)7YxJKhefX)yo`S_!2jSKVL_3_ruF@ z?WKc8JT26B;%Qx`Dmpp~*1|kIM2{ao7S%;GxCS1-UwtlVc2R}7-GIL}oCuqakalaR%L=PYWzl$@g)99>Aw zedV`!XWf`l!wbEZZ`U0Lz9?$+p-*jld21?g+{Yf%?}s8r<>LcUX_Uz^HW`cBV9Gqa zlrrZwtQUvh#c(Nw+S#@hvY$&q7GIdl_x7l%d9M30Zt8O%*DqMiz6`LCGhHsrz&Hx$ z8Fm}!IT8~}9rTuF?1vXSNL~$=UHL^W&tN1qD3z>sJK-5)`pwQyypY5!uyDDTv28Gl zHUnQLVB{}+5_y4`IuN`7E5&+t_eSQ_!f?K%w2vtuf68ps$e3JFz1ny0KF{yyIgR*( ze&3B8cVQLrXMjIX|9VX)7dj4exTW;Loaq|X{fNtUFCSsVa*;ntM3Qax4q2t#Gw;98 z+#hauSZ3Lt(7*Pv^!?AgW9qLvPjr8LO(42<8b@C6VpXYJx8lCP(Y8u6J-vNSuPMxQ zxh{>*iH@BHk7)ZrLs|~mUc!C=#OwZ|fy+*9BXHS`^m*13GvhX>Cf9w3EyG*EFMz+< zdug6rYCvwGi7MG}OQ*^2(y}M|4VyxANH5X9Wwo{6uMEZW>)<>~3jjj!RUZEDJ4Dw? ze$?GB#@db!GW9e3XIYRa5-L4;@N{ef3uE^~&ztMO8zX)6_WYhb8d^r9!eb>_m-#Ho zMfaDuOpA5yRXN+#dBONH1RJQT7zL%8&&Gyr#?^M-Cxd=Kr+4Kn;=_#|{U$yXZT6C+ zxrMdMl68?w_baNiH@L#p_{s)VqehVo@BYka!TW1gqNJ&foEg7fbZiqocu)IK34?U| zreD@Cx=b|>tv8*-%%|5@X!fDAT78o&3Df!KO4J&HwaMRW2k!)_VMDF_v;jL&Q|)ei z@y7EDiu5x?lH2WpDg(Q3YNM|4cC*!A-MB8%@jj-(MSAP?S4P65kr04X(6V9fhvf9@ zNN&tGt@GjM#Di7Ai0$6r@#MkJS0X8F`qY7b_m;1ABIXy6hfnN)ukC>vg#tZ34I|?@ zXyW+<<383wvo?9jYX=ScA|@stKK^7+v81GA;r&n02-mzcRC-DF?HcA&*p0g{Pm(dT zV)ns#o5rr0*0db78(jDF<^RBk3MLLg-Ejv+LgHDEQEzY=n*DlG>DN@%Fd8087LS~R zEW`UioFgfFS_W%EK+2Ma+w%lo5+pl^T}Y|o@a&a(d}Q{d_auI4;$}DwS9aggmmH0} zmhEAW&=KreJQvCD?>@y=?>f)^+LCx8hfQ${e&?7w5O?X;P^Yd2e%Ewx?TNbpo+`DG ze2^@;R!RgI3!GfeMn*@K)N|NFrB+V-j1lsM&g=KZRz7<@>PQU1AYkMtUtL;i0*+#` z84%tsd0c{g+4?16_5^!2!j$Kz#!y*CD_1yZ4+?9{&X#FBMg!}PZ@Y6!RI8>O8hQlT zn_7GJ*jAtm@Iw#9%C^?dISP)#j-%1|TnG6DWbpB0#n`{)z8KE)Zs+U%mHs<)mbOfX z$RdTnyB|@b*(#JvQ;NB1sQ_ve0jSaTv5Vd5-Y2>bStBb`Nu&6)$g522*$p6tE4W1{Snr`tABs**r*#n zuDuC+eQE2LriN|FaRuWX>?=VHjI0~7Yohs0imXtM;3v6KzAJUA5Z>x;j*&f=#frm1 z#@qN|^u-m~mlW{B_R%6xsF%hk2S*w)0*EfAYHe zaJZ0c%Qvk?uuSAlf6aA4MmHq7GmZw02}0zxFz@8BjO!=ZX(+{yCL8 zVE{z@btn}N2*`UW#W<+LCvjZt&d16IN{$Xsyww}X_@{c$SS-W7NZ7CAIe@*%-X?ip zpC&DvU&4p(q@+hoXK;8ua-FtrqYEcIiN@lZqr7HUyFI0 zQt!FzT&=%43z0xI+2)7n!ZT);FEh8r*Bc0n+9c0?`%X$$xS~P>IB0>tI{wV44y7ma zY^5z7HGv#MwS*+&Qr}J$ z{_G0a!B1V(ZnYU`x6`d*OUCT2wUy)S<(}GGd|0Jr`WlKOg>%~XuE2`MfM~eN$`kq(Y zZE98)|7-1D8o2Q1%#5#VL#}movo=L!s5E4!!LUNOJ(87oWy7Q=J>u(kGaYyLXDwIW z1ooT}hUb%(J~FuxM}E$4@1qA^%Y&KOPw-dvE`~_Jey{yvXU92k3ItGa@CM2W@MV=1 zYyeKPnfh$hou=S9{B13w^#M*ZKyp-00Py-WjcloM#%lhYiJ|@ae6rJwBl}tK|gt zkw@{@4@rDYI@ZguwE1@TIRIn?5?1E} zU!JD*t{v|=&JNC5GjUxX*j$m~;Mvkth0-PbgAtc(-{L8RWGMp|(2HKuPS3S5{T%MJ z;7B@7tLkKdXiK}*M8^|=DaMB)nQvU<4^;M|tqje!dKQ)Pw2E_deUYJIaqmiKwi4Yd z*M*zhEEMN!mnWu_r1MYF#8U>1hIrkW7f6+et{(hgss8&BZRL?^RETI*1`20LdctpfR^9WYKJH}=b?`hlPVgq>mx(S8-Oem+Q z7v3LBq;y%>R`ueFM&&-qTQtAbdkwRGJ&yc*=JoU+MObF(3^>u$yia&PkJ$3v|Nf{l zpF0gp?vs>~^5>^{2b)m7SsS66qId*xJY+vtm=adI0n!d^}; zS6bECT|Yn<(PFA7zHTBxnJ zfQB2mIGgXc_*@*mL6RM4OdDa^-^jBf=(zN{k<&`-QU20sHQ8$Iu_!4SSxVoc5yxc! zi?DKfU=R%=hK@)~T!}1(O5c!IsD|J58&BWPgA-GIi^P&JSK5Nh5qSw7$Gvh2>#JW| z!-eKee+-Vk@Y_81Z`8l}$`OY#3GlSk8}*AE%2rKLR+d(wSfA#iaU}LNxJy!?aDy@h zJGs>N<<<_WJ&ze)s=Abj!;H5gTZy97A>8hWejqQ6B91aXpl?-43X0qZPZBr+!X%%# z|K!`wz+S{5N`*2egG6NndoOb#Ho5Jq_q_T;1BX-qVbYuhsDCOevFZ|$?PBUye|UFI z`C8_}OR)h~?JM6HTjOOvF+p)I3xxf+M!69XUvzeC>GJ7l(ZNC15!+*hCzDysPW!!Cge z!Ww)CN1eTM0#g!l#`a2>V`5(z08+}-JhNWwcAj{*E<;d{S7pq<*aX)0l>;PJ^YH#U z93rKc{ieO&a}R_YQSpZtlo$mqF&XIR-e#Li${Z=CS@bWd2J<@s$0so%tCS7f6Vipw zJXYBd&WKKSWw~LYbQSKB-y@bP0dIkL1D*-(THXB{aX`cKeaYU!&U8<|@XA=Zn;jv+ zNl~bxa@4*XvVw--dk$`Cx@nVejWprTKM>&=UUqQOk#6`SwNM|?I+0o&)`lS(Gg*Ak zSP8mbP$N_P|LA%PsIIo|3zUvacQ-1cAl==llmY_MNF&`yNJ}FiC|%Os-DS`v-67o# zZy)f+_kZu5aR)fSaqm6*xA)p}%{A9tVO!u5-q_fhtm>N|4?a&|D9jwFnrklV1~HiL2|Ug&^YLjZyP(Htbw|qUv3GnWn3PGknD4 zUKK!62kuJ$g|f2bX6GyVsolZ4h>dBhEyP3Bn1^{2V<%Qh;T@KB71zhgTLB$rHz(K% z-a?h1Oq0q3?IdNMF@lZ7z-;qt`zg_bfQm!9jLR*Gi>*m63(RVm;IDGQoNfnu0J8ZA z32@tU%mYnKiIJ5M$J->8xqYsztv$Hiy?beql8p1*;+&(H;Zg9@t>ba86*oe3H0 z-YcN=`+4UE{K#Hi_Z|&tiN~%F)f~vc%lVH1&zVwNOA1P>+Ugs?X|dmoLg#W5)dkS&i`n%+At_{hT&<`O zd=PD2Dvt`T!IFVd29>|%7GCz%jmSR&_v6&%i~NT_#OgQ@KJ!1Sr^IGs$dGYcA!s+5 zOrSI_svv@aDjEF)2&U%9+vAS7Lqdh5!%RV`ZRSdlVS!kvBeWK1*nFKGAcOM`##6IzFe$&+AEw8vf)~>4H%NZU=H6 z&;I3E0hpA#3xdiKD%vao58Q!3PP>)oA(Voopw!^gnXme&(&Cr*EKqfTg$d=JvF33+ z8hK^#dpJj1y=#n-k&!$sluCFeoPV8wlr$*kW!A#(e4Aref$F0f_Y6aj%fD{YXyW!-4+(`7B_Grq(?1hkmpiskx8t(dxA!-Q% z_@ihN%L*nmj@Zg5yUs*MTd*SFc`v~jN$cbq_Wg-8xKaVxkH?}D1l^#djH6QZ=!v|G zS7@^DO@_0Ty1&`JqtORF;nmjjtr24npFEK^HO*<;15Iak-R7sy3=K2eO3aHIM#K5f zRHdZ+hxW#_-9WF^wpNO57ib{`d^={qVq|2bTK#y`cQF47UnZgA$aduEcYqwlfM$Tj zv8>op14vk?=f&{Ag@*!LEiQjT!4~A0$+qO zCnA9g?m1;$)8X4+e>EaH^IK-5=Q zLzqywsSl?~{T>JeyTCB*733ySUA4gNH0?knK^r+;0+^0`^)e(uK|#voCg3+?KAQi2 z#Owwx4oDaZs%C!gon6W1jfiCp@scOA=y_8)9Teo}KL(YYfJLcv98aJ+sxSQ{mEHm@ zKPZHfVRnK13Ln(CwbemU(mz1<)vD_2Cjj09A;-&fqg^#K(u_Yq+IH?jY{R6lQIPo8 z6!Y3Cs6vlv;*WZNkJ+ZinW?+t4`f4`3s+6I_jg*oi4kZG72(} zW3E9=l{RXk<7!fTwvb*I^4#+lm3xAQb;(I=>%aeh3%GSBdt|T{TVTqOJ+a~>AKNz7 z?LmwTRi^Fu_(6R<;;hNpaeHTX7>ly2%+50a3x6sB`&WepvIn z9Y5Z#KadArd!C{|uxf49Wd#6gI3gM$54o`IQeYP>UT}vuG^gtOlO}uTAMjWLU@+CZ zwLk<<9xVclL08z(kUXG%u&}xWPo@?R;}ZFu7C_`9ALIjRjPu-kWL*|wa>}TP2*^f7 zS7rknoK>hCSEmvO)G#AwkG8^oO-P3pj-_AAko4|M1)b9wnoOQ0aaU~&50CG-9=&T3 zRGq5X%8<6JvnLe|FQ|jEIQI?Vh&VsQy7(yldQ$At^+62G&>91VkvzE2flc)zMupWs zQbq0(nGn`U)VLJ#aPSQ~*!c{yNM}~KWRixAZ#QR~Jgci%y++JBK#F1mmEs`ASFdbnBb19V`M;{s#TZ~fXW^@B_0JuDDaNa>DRu92YYJh1`1E% zeQ*0}>{b)P@ev3LF9k3qHzs$c`@-xOnFVyZU^>vl(8>F^3j0X`B~ zBk1W}8leF0&1jvA&Lgk5Qv2$)=`Xtf!S!@2UwKVl@D+L+D}-OQ1~3zR=kOl0?HD>X zY}sdM2`|8&?_{>GI~$V?M+qz-c73hxCZ^2lz3QCq8bb%t9V?l)V_d^j4-cMguzi;J zJ?3&3i=eMdRA4{oa>bWGyyv_9o(F9W1TZ2hDg>Z)!vAPvEWNDEuDXidqOkGY>=G1O zoLqkZMIt2gOslP(SUv+G+Zt+W1;r=%@YiKV7#V|+b~G8cth}|qF9>YAheHZ=0^3ky zJ2Y&~6Saj1zJqyzRF^$<1y#R~M?g@vGg!j}uWsAjQ- zs2X(LKIByZZ855IlXgm=CU1Ioh}Nk}1KCp`3|Ilh7E7aApL`LMfRi>hpoavtd6cBp zg5N4v7{(i=f0QyS3}OU8YH$FR=l*`W$%t`rv&+ixATI&y&G8bw=`P`$Glj?Mr3lIH z$0Xp&l7M@1sA);*vV@}vHiUdQuk8|wWz90-B`{1814bU8LuX)Q#1F(F(5eV4DJgk+ z*5^6%DyHYN+jdQtX?&T;(qnr1n5Q_Dl-nTL`vlOvs^QnguJFZP{+-(yT(=qpkTU=i zX7E{ni~u0j51bn8zSf}x$Q_-gg^^$3W?;}zya!1r-^Pvhm+=c1ODgCo5I;$m!l)+c5-I9ixu(Mc+uc!T;+0ZUW+@(HZM zPw_kLE@n7qc57;X1?r3fmRGz`j`xdMX6M4X!ypz363t{Cq6gCYGp^Ex$fA> zEtPS1U}ie<7AUblNPy0EXYfC6bAD*rRB+KrW~IBg(BTeC6DflL{>dAeAR?~)*wNlT zM|E?Gys+?YY=xSM2?M|uFs54UU8R2!2RAoAIa>4u9bxd^lwBVUKmX*D4JJTDlW|+N zXDg*&mQv#2oPowiKsp$Dub`N+8nVSh+#5&^ObqBsR?Z&RyPsh6OJi7w=7RM0%55;^ z>VOJitK&Y(t|`!mUtf=-o9NRfP^SOM|3miHN+@LUYq{bcDBw?h`#w36_imu}2i}Vh z_%%az0JrfA%KuZH6Z(aG7ek@1E?DAXl(-)xOiWE%Kp%EMQRDfyEc21!;kgIGXQ+_A z8RIWt-y)RKK-?w@fA7JAMX+JpAqh@V@+2WcWRKKJN6E2c7ZEA^LwfMSk#|<=GMO*N z@B~YhlGoV*U&gx`F3&_e3&)p$VXPZ5Uh1`r=pX6{u~{G zys_G@sJFP)I)s18mKW-2eXLpC|BRoU@_tm$yc)Hiuf->3t)TUxti`j{fTz#!AG2L{Z}8cXWe90^U3Rl9*qzx_|l@ zT~KB*jlx9&jr^9?+xPSWl;;}{=)Os!@z501Lz10`PmyY7u2!ohnI)y&nLyE8RM6o* zU%nAkm+SjJ)A~}|Ldz(;!%Xz8IYo#O-W%M93v>(AguK_=fp@S(O+YU)zBAAo zD&C|-fFXcD-5d-V9|JAO-nX-jjg1ncpQPk`_SsL!^`1}<-&BGCBe2^H?|e8Q-B213 z`Iv`?I9%|U7!2)Xt_M~DXdYV0?(P<%9;q+jV(HiGzb_;-(^qGs z@a~;01ntHTFTJ;m1ZVpCv;#|gNUVmUsAuzGHgPfj%g z(Cuc4rc#!mO#B*(FsZ0^n3)*mBj)pMz*_(LGrN`@p8ImP&U?j0tO!Lsy2XK~md25z zP~(7Hd9|?<|9hxO3^E;qAscP0R2{kpy;e+6z452Hk_R((r1+(9*s7D=P8_T_YO&l@ zyuV9$npVbSY;dqkmHw%EI68;Oz6t=03VnqW>cq=8QK*r@o(M3YNM9^$z~;zA99|-a zB)VE+GhA!Yto`$!N~uQ}L8>j#`TK$VOy*u#9#4>@e#nRCyC$Ch-v0Q+5~{~}wv!+e zLrE_=iElXe=0``wpZ_i!;X>OjX;&u^9r@UU`V$EBk^ z_4@jH3y_N10L>ooLY`~&L+dx;0C5#KMTh|rcWY}aHh@^|?GhnW!j#<8_IQ@n^GKBh zc6y*S?G*4d$kQHx7Sjd)!M0*R8m6)Xz``Zd~UQk3& zx;~*o*je1$pp@ABi8h^U!GXV#ln`)n?J;iZEKNocw#XgYCKr&4lX+A5O*iU=KhRyt z{CMQ6Ot4x$@uMzAa@=8)>CI+-^VA?aeD4r0NsxjOyRQEdOckV58D)fmLIB3dB6LFK?%v2K^E*xOy{e)=-C2JsS1T;1^2s=QL zMcgKx$|Z!GN-^C%rT(5b79r48LL?&mdf)kCo9tZU>(Oj5=h|em6QF&QE|Ryr``$kB zqFXY4h7!t0PP0PEFqMsBxcImm&~n(Nf;xpDfd<+u(1;T^xdE93-94cQ^^_CAhA$9g zU{ZXiy;eLYotCSc?F(8$l#v z;2Q488Lwpk&s|T}`eEE340)V_qCySiHMzqa!$z5CUmi(BbOg;_dT`r%p5U+v zLd3_9AM4$TZuvlgXH_J7uY(bOegGx!XH~!EtN%dDUS7c5f^rGepT#i2WU{R&K{CO5 z(>7GSvlF2ADKJt=bG;lx-4m3u-fU(U^MB>!(w%M*lL!eC`A3HUSaFfK611ALOy)7v zQZ+qd3V$QN=i`aCA{G_2X&nyF*wcTMji%G&z8}dHIQxZ5JFm|UhzwA#xGVXz+5G9p z8Jz_;Az_|mKl$IcIpAGLz&+ILFs8N2#-I$en<<>11^FE}o1qB=V17zf9`erwUOaxM z?RF^1&8vgRevSnICA~Ct&7b^TDSB>X%QswVQq`Mv$AEQR?D-SRJ+dA9q-!agnc{NS zC?w2~#>qJs9&iH(qsGRHM#gqS)Yp4O;c;Cuutohbt%l-gwg#z|XEo;YR1ROpAW3Ar zP7q7f!Bf!+)b!NwkF^!TWOq_2q^XsS)fWT9VXvsJDZ%X_A3oI4^L_!hj%gp%x`AY9 zZqBa_exkDm@aH0L%@b32|Bd+^Y%KIkkW7COV0s5q{Bw|Z?CrK;r2~iFX3YleaA=|m z=mFsb1B<6}De*~2K0t(g zAtXN5G$VG`()MVT7|8Cvd<>xu9%MfW8!UD3i|f`(+&58!t+=9QK(VWhR?re!K59PavLM$4Y=8y zw<^YNQ`?#v7ZC#L$r~ZS%6fq5IR@bEQBYAK$IK*;b5mk;qyR8RMR$z>w2p&be0)%7 zpWOk9Xq?ER|05p9)F0?C-2@78;{#>KTp({x1r#e#2KX|JC<6W4|5iHqRdI5gK~tXF zBNR^V)P+5Zb}OdVcD-y`4rLHMvlcP#Q;bqDN&s%mgm({BA8|$+$14eWNBU_8qT2s7 z!Nj=YNf`JF2FO~)q`d9j5{Xz$PF(PN7*}&*Ud2dBlJ*8g$DZu*^a`vfje=*TFI3a{ zgRy6t1PS&km>T*5Ky4*lc-Kk7am}V>3Qql*)9i*Ml!l4>ftc=J-}rox?D>9&Ik2t& z`|$^vf;flGg2W}TIctY<1>lHUCz_fr9lj7LO)2{34Si5>@CBS`ST6D}%a=LIP>(s# zuwHp~LH~+(Ki+Vqo^D!3t89_=|d74z|I!oX{kdB-!lxz->%C zZ}Ch>rRU@Zio`9cbl@N_n7>wJAGJX%b5uteUH&O;>5=n2B|^-~m)5{^_8<{z|6uG* z2RrUi>BVrT^f6Sj*{)M~nEOGk#`tH-*!Lecvt6md0jcbqm@e*;*>L;)1I|^Y-4BZ7 z{u6G5E=jYA#=XUWS^=(kZWNdt5CmXS{6<4LvZ5OmW&vP#(y|VN%Hx#gw%lN^4xs^1 znwa5ja2G*=g+c$1_$%JHAQ6zP!_41tIaX&sKU^zzgom+TmezYJC;AQTHL{=R(%&*G z{51s%NGtMOF{}%G0}(mS-a*6&Ntup^+TK*L?*~XaDJu6%vu+LwpoYJ`PuOlN3SJ}fob-TX1A`SZr^lWR#PT=b0yZEX*Rnn8 z!eg~;?Ec-2tkw7@C_P_%RXzR!9yF26u7QBG(0EGO8MieSn@}Ka;R5! z>UG(aYRA`*bT)j1{HPN+2H{4A*74>RvAS5{DuXAN$^My-M#9*!SQ>c%Y(y zM$$M^H+a(Ld{tpo-~Nsh%v6nqgmU1+pXrE*hy}GC%6P7~-Y;?xSXdbBO^>K2-}dzM zjF%dsLGHN4#l?ERpqXTm!a&;s;sPFrF?i2#G2Ds*hf}NQaXs^g?$P*Gv+nSq4@UGt zt|Rrn0Ud573ffuw+lStu!4Re&C|I%uKP$RQs?9d`YEk%s-jORp{K0nL#gTxo^IzCC zE)RE-b=%sk=4)<#h1GM`?M~fTIH_eygWjL*n774zJVkVbktiRWgavjh?_|`LozXPY zvC#E?@C?VuR#Qo4*q{Xzn7n(<-5P=V@1OpxUDz(@9s{DA^_-`mXFGv%@@7>LZ}LLm zk=XL-&l3+nVMBr7+Dcc^3%sWw^aJ`~!Ko~%bzs84d&Tv9;%+8v+IOF(TuA_MBTo>p zPLP|OKsLMOUX9V6kaUgcS*W-g zZC{aY?5~KEk)eW(v4>-WEgfW|_X4gnsnEvl$*N^FscdS)JX2I5CP3SPvl_nRQgr%) zO~LNq%7;pKTTUKh+s^Og%I3PtZVs4KI%o{rjQ;no6EsA^Z}|v&00e~egqH1ipZ8F% z&+~_p#l@xZuGO!RC>!?lT8fCA1lf*6>Aw~IcHfrJ2QCMDlmBc&0Bd1b;^>k5FAMMCtm`2G7gF*f*h+9UsgHp;`KA5pSMs+grnAC%ZfUA{l~ zJYX|IVq9xa3Ipn0TLYIjQ#`%vGZTh14C--kksU#YAD?!|^9yJo!(?n3akwAC{=P>8 zbo08FmaS_sc{WEqj8%O&>86s~6S(!&`$kj56v4q%4FRJkvr=LOGh24{$RAi-C*5FR z{wO3ZD_!vPX9BXI1|T1Ap632!D>5J?FEK6C>U|_sNA{&xs=1>tHMFEDJofdRN! z!03u7u7ObpouK93-!2})&K`Pb+bDYG#`mKC=FBy@?NFgtvjZgvQ083IVpsG2V%Yl4 zXy>zVi)l<8i$Uxwc(LXxnpnWyB>UNImIO*bkoMD1GR=DB#bsrHOI=f?n;R%euciC? zX`TzuidCQQDuea$R*?kyyQLIDlS(ct$m8Rfx}Q^*LY)J&v|-dv|K~$fiv%O6P2T9s zbYlS$at{zA;svTFem-9BMN^@2Ff{rxz$FWMgT`f9>n`mPJSRiQ1%XUcw38C#oS*Rs zQ&e@kpiR-T7VDiR5QUlVEeMnwA?@@WB02G{1gNy zBKuG=w#V~a7npM-f~MAana4J$k^*llAc<8sr2`#3k#S(C@jrb%CgL0H1(fvDtC1g_3+p9o>8pNu#?qWJ5 zl4|$Oqu8P2r7+9!)V|$NAd4(5p=APLx*K0$iflJaHtIgc2_eiOk`MD$6%#|b$CYco z&dx7CWU@#Z-yn>?E{HH8l&Oi$VN%=rxxb>Q z=vof`?3PJF&Y?&D!o@V2=!)uWmh}A_GiXEMs{%vaw~DZvDo{#heYHAaWr98~%$60x zN;KyS>WIz^Tb_`EGY0v~u%CE@Ld}*}_Y*+ZSZmseJk3VKOYGNM@<)N%IR09%;J>Yq z#*tOb@R!8nhk_=mJyxJXgomlUtPa@jL=vH3Upu}-(@q;_QZ}d=-&$6!1Gd_Rp1ltH z;QBc3rK?nb&B~`Fh?>SUd1>s{0M@C5!w~hqa_!a9h43B=vAti@YirxqHH}sOETHW# z#=%BA*Sbl&yK``=r9_kZtc~}5hNmL5R%^Bo=&KhoK#k+seIva+UrEe1y!&PAlXEZr zdxs$@om;(@Tu;y7DW2ogylJ+=aXAr`$uTD_*9MZL*RxCksuW?CCEd%{7H=~E&Y(%l zY%3UjnH0!YzR3M(*7y1|R*FLM%F#hxdaVUN2T`v`qBREnK0{N1IXcy{_4AFTGcJZU zrPxH!WOqb~>P$ zxt6znI5kg2DIvwU+a^BVnBNlK$^=B$}WRBxPq$t{jAGSjv%qv-<2E$}K1LwFZM!`a!}3D~s`c zn#Oc8_D|Q?IdX4lPS`alKAN+u15PNkk7cppToe`M$gsFZ*SP{o@F}9cZ|c?c-f!fw zLl29w4sisQ@!8Z#bh9{i@$iU^o3lp2JeaRGH7xQCNat!Q%D+(#!?V6nr?0fCe-tA7 zd^US<;fhl$SiC*!S4jA1;YA3Gd_1aQ;JJINjb3|4J1h0=`$4ldbG%}h>2tcQIFnJR;aPLAZR3H# zrXmZ!;Xa$)UG?$YqTpW{ZkP3>b*KLvkK?w6!txWPopIjGvi+6e_jgjWup;I`NGp>; ztf}^#!#N}#8;4k3ezxC6LcY~H6+7$ONO0Z}paW;d*>wpE0rwk@=)*=ZX2b@E?Db$bZb_^_r>Zb-0lB?4(|9(Tc(etfXJJ`5{&` zBHE&_>(&SC_r&*Rn0~aS9Z~h<4j9im5a<;>dut(Sr$nQfOySShfdIo&#r+hs%jFmU zCioMk>B$oa=+V;haicp_nSeihv>NVkl2j5Xx`CD~@=0tL0Y?T7YG~Ob#*GkqR`0-| zjR&npC{u#Q8KqxMl{|*tG}XR+XjWfx`1G-k7P`6X$4!TWGUKzWujz}*@a?T|8AvE7 zM==v1m&PY(9noKR-%2zqqu%hPh$ZJcXbPfiSxu_4?Dp%3W~h^|c|rDiPvuvU8x_A` zq~A1c1JE7){rHb%|E50#RuPy^zyca9S3BeHN?DA*P#(G>yx~gl@BD?Bbsuvj|4kt4 z^=H>CDeYHZ>^f%5ncIc8L4(cb6)xg06sO^9e6HNb&inUE*4 zywMJ9CG!Zw*tud(a|r#yfxq%&!+n#2;Oo0ho5yB+Os1j3ovOp1u1Eu72^Z>~sOo7i z>(M7~uL)YQXDhvo2o5@Pu{K|r8*SG!G==pzSmT#5-=`uWlq1>T5_Rr`H_T^Tlc})& zzpsSx7b=r>y>s=mTj@9reIT6KZztdS`z^oxz@dtJ>CkQrjE$)SVtF5taQU3qlku($ zhrPc&cNC$|50k_->?yn6#a|cD)XhWP*X2TPX2()7`dz;1+UfOtM`pFV*qcd-;uJ)E zGci2{jILxUVE!8L6~4~Kwa;;B z=0HuN?_PA(aY5U_vDw<9LwEmI;O~lxNZP?QTtA%%K84fa!tgOY`C|u$Z=caP>;Blj zL9cNJIt!tv_cd1)(^?IJacqV>@0AZZj3TQr7JC&{?66^$bdE>}^|wdw0vq@*Xdh4P zn)X{h#S*B)ex@xH*jf+}P#~3w^5b04Xf|AH`?4))7KI-;OuON;?_vaL{ z@Tj*K)~=e)H}MS(2ERFAYhfjWdj`W=tIU)i=p5R&*q!#LY_1Q7!NQF5 zYv}Em_`OK=1%XFzXG1vXEst{@KO!lO$&N{fzxXn^y9A?usEv}H-k$o~FKO)K!HIXT zb3rDI=~`&=tYAq=ClNEd6#KFie{&+ZddCVNfU*uCIdfLPoo#0 zHs#h+VJQoTNYA?C?hKC|CfOa6aB~yy=Y@$3&{4PiLL75HNnw}u2{8|{UQgBzKi8fq zRB}g6!>;6yP>Nb%2QPKFwT&M%;)3zlqmz99?|6;z{}#OlOj_k3b+UxLHm(G$n}P@N zZbF)Lb3!g%>1e!`J9=4O_>tpSPF!-pa$b;9b>^rQc`TEp&(};e*3?51O$Lm=idD4W z#Dm4J?GzK%Q`pt=rI?}xX+wUdg1dQnOepT$X?DHuw}9VqujAT+gGo%koJ@{lS|zV@ zEWMp7n+4KQN~k9LxMua?OZMxlGeMcRHkjWiwMP(ZunjKZMZFoQpE%HxQV@>wZ#Hxt z?YS-)_lfEC*6U%Qz=}vtR~Ez4Jjpx2XWW=+S@_W5qj@_{588A%12sN0w_`*2o_wAp z8`wrAx9qXtp|F{2o76I1IbKv#*YMhZ{Z)5SE-KR0(x-C(HOmowib&gQwohkzGI4n+ z9jkTsV7c^U!s!UH`uwVhF1M`cnyybHYO$oigjT-}5p2_SuQ4jjGZpFLy{|p6@K0ch zuQr_S70?+De*!T_PL%mm{X0d+#1~hqc6F&%6jQz2cb6oh;OtuQToYQdSX3L_-%%i> zSj*qv8|=jFoLQQUq~GU>YH@YC62l6A2L{kvx~uaHf=g@lONR(pu%-#`rB!+coHk?b zB3zg}TdH0HCRd+n+$5P>k=z$Y2MIULci=9`Q{tb~FhIcBW;ON{7ICVDx62JnncEVF z*LJHWwqSnqWs9<^@%bGQX=4MZ~ z^p0qR?^8Rp>H0*6?oyK=R4NlKrP+#VcY8&=%C?@i4k|AcIjIp~RvvyUE_a2QJQpdX z9l-l*ES15Sd6;HK7&_y3Pp=9(YN9cMsEDK_B2W|f&oldhUzn&F-Zv7VDnc7~Z%>Fp zj~Aub>n>^Z4sG~N_Toinu5M!iF~B#5MV?0&I`i+13DZ&*SU|!zOqTCpPJ!5QD6DHW*7@tQYK^(Xey`0UbsXAPj||we^*&!vym>p#bYaI4 z;T0h$8QhuK5vO>LzW?GmcCDZZUoqJytFXCb3>5&9!6mQY;)n6qm>+E*+>fnLAFi*D z2W!t~jcwFQZ2QdA60e`SvKE8a?)rH4iaS_$S1rMF!EN9<;~mczl3_ zxsVhM*m8+OQG(<5LxQJ2dKxjwFk>zf@eHD~A9i02fW70G==?;NAw}PV(#TSnGG;)DG{9;#?s8Mz zLrWPTaGo<0)I(u6hO{Hk!_^a_Dj;+60(weyy%ZDT-&fFv z?KG3AX zj@LOoNpfC51@1Ta&AWaMpp#c}rwbh&ivMS9rlD%Ab@(wLfzfKhJH~X|sR`RN*qe#( zoB!xQ(5-Ppc*wNRzcdbEsJ@U&HnTxRHUss37GIl*=jC5bQp|0h>gXhU$?C+VlEcof z{>%~b=N;+lMX*@W_EyLWlgzE4sJfYzmWkX;@E7wK!KwF@R_ts*`Pa%82Ca|a+zJ_V!l4p;+;}v#!4)yT_KiJa)xgp!nll$2W|P7Z zL~d5DhmRJ%+%a6x=OKmb*R3ooF>VB`en)V0nR zWtvhAYg1|iFEg&%CU(hPr|t;jug%MOi$7Owv1sr_-6vYBE!UonIy_|=Yd3lw;pn>r zOT3&(g$N6d|b85SSF?fgBpIhT^&y#N52t(uc!Z$CBwjEijkB*3cQOk zk%zG#OlD#OhC6q)q~$Xo82pa%?2seUyw7{d0SDvS`x5)_z!fXuCh2>aYG zB3I)oXV>cC&S<`~s%Wl$zbnt&P;wg^WIuufM8m=}AKdS+2o@_|7kT}ho6KpC zVd0>NJ2&IHFKS&5Qb^y)h2o#HH>7??*B7v-Lq@3voNENLh}3T>;~XFvv=H8!X% zIob1?7mC2m))B9Yd&S;wM-BRATPe!mOD2aOxe5YjcA@8AI8ceS>~WNHQ*TnC>6oEH zws3quCH<`39o0si=^r*Sz9ua8Q7q;&`|c51&v_GV-_XA$`g)qiB-m1-t3cSBM8qi% z!zSlGah5i`dy|rxEgvZ_TNEtJ|BEry{LLe4=4134?vXj<2~?C`FB!JT54NF1p3Bk0h)8Y zmB}iwt?LA41~zBQv2?(vOIB7k@WY3e04k3_Fj1wcxNq8NHgsV@A4UWM8+?3o);#?{ zDSm$L3alxyFOIi-x)#?l&_HaisH|+Ax7G#b4&uAqP?Ldur!JCx1^|NHnoY8!f_D_k zBKvt>lkVcs#7Df{pIaT>%x{Hom&%Xp71tRG7Rekj z5RBJSV+{$Pl1k+nG;g@TbKRosfhX9U$G#X87@cn3_;+~1Z!7H0a7OBzPBwtV#MS;~2nOa1 zWMpWoCPTrnyuK_0#o1;BAmdQYS9?!pSxqx{1uV@N9z7D5mJaCKbH6yA&l0{e?QVGe z`t=_0Jf(QjcuEVvncK+`lD`L-p*#=9-E;tVZ{&S^=;+dupYgKO}en81s**W?gb zULP_>7NE){QyetqZalhtWZkG7=FenBy)jWXd(eaWJd?9xzRqe}{EX=(T+$d%9en}2 z;?IX>0!pet9&6J|(0ATTYuI@1+)fr~Mx51F@+{=EZ`F}z=iqC0uSg}y z@acC?59FJ@0KrnYR{-d*{K%N;0yJg%%u)AO1+P+Rufm_giuWoCTPWY(vv<>-ZbJJM zC7mjy9zL4?CYf34J%cL(2ywLL$tFz?WDEyMOY|KdGHz6+)_OeHq&S|jgJNcxaVm@P zOfjM_f|6HF0}%9~0mSk70|~hcWHfO1D1nVA0k+Tv#@Zp(Stb|>1bHjI(sEGgzgS#Y zfcz)H0iMjF>u+?w(5;#TeMCMpc|+^gU<8aF7^QGKk{7h?ogw%^c5%({Sh_&hrkEFC zbO-|-Vr?Is{>Z$%4$@!lKRstu3yB;gB> zy15@61B_wvdL>vDkm_e^Mg)YhmX!KXv>alU9xh`5Cf~v=isQ>uOwm-Y7x;R`HM`At zBi0YP(UL(HcOG^~>f5a9FfYLX^VsD~SHb~f1ttGlt9%evGmJfX@{6~o@{c|r{_YL- zk0L7Nvv^C2dBXq&Lsw`>oJiRBMKN%Y0k-sNSlqmb_)pp=&SCU#hgYx8WsJlJ$n&Pj zV5YbqfMrTH>ZKzv#$$3Pjv58H$YIfsumIb5sFR?2A?OixP+DJ2)B^?mkzAFJqY(K( z8fb!SPm2?)AF|n~{IYpbCx!`)40}Il3xKmW+G>r*pu&Kd_@gFh}ts%7{R zCxB$i%-sjPgj>y@oWcRY3T^_!G0r%;;xEF}$YV*!3kL%Xc!aO_!h!K* zy@FsG!$Qm}?G_;MzgGk`d*goqOVo-Z0sCN*)EWRgz#xcVBNE?|0#c)V$M{SkFN^kc zguN|AKpm)&@yf9M{lm~Ur>W>PX^~M>er6$8jK8SlsHm0-yW3G{J$9?G^qwhUJ%6Qs)X?fF|C zL3BJN;v~u02ld%~rq-Ze;msMLo90jObF|7qJ`)|SLesK*Q~QBKkzn1e^{jo_21+oC z`4s%>djZcCWZk@O-v>YY1p-zPOf`z+{uzYui&h zvR->}P=C$fN?K8pO$Y;~^tuGKFw?2K5eo(+YcRd`BM&ED1cOq|yV~^Mu(UjVw?HF$maSv8np^Q+7P|`l4(e)pQ0-eicrk6&)rZQX4L%)s!N@iL zUZ8wB(AEOI{FiV-Fp$-Ek2x?Td}C;snwkpR{0mb=$K&kYlqEMVZbmp}oRB+TP*6~@ z!-gsYe$Y$>Xd(0iA!{C7yPxU_!A^}N|E5Opql!Sh%CTX|%^T4k0+XV3=FVL^nmmFy zzizmZCOouU;7oh_^~BcMVf!Q}Fc{9t$uRn^G0hr~dK}kj=;B2&?2K?jr+(~dpVq`ZRI&4eIBz{!G;}aKk%)H52~6TpVa|!W?aSo zAz|U<0~d-Ku-0^<_@I&}J}NkJ#9zYV)KVNOb!*`UB~EE}Wa2;@SA~4t(hT}-8O;-) zG1njfABjU$a#U|GaK*yC(ss$ruYmf#Ev9Qnc20r91$d4!nuB>)w6whUqYI@D{0sD? z@nKWp`QFQrG#OZ!wLSTkOONcUsD$e9bZ$T@GE4#9t9~rctqx9BMJposG;BKsHuXAf zM1`TG0k6sZ^v6lq_NiLP`li3F^FCi&tFE1>GNZNq$3vV~GXuI#~VZU*cQTX=p+Bc2*BeMorQBbu4KR=>m zHydPG{?L@-a#7*4pJd(0R>gg8FB{c5qZa@!PlJHdid!=L_S#%UzCKTtNKAb12@?}@ zZ->g*&ej%=Quy6z@#dHNa$kI*C0c0mAe)?&%PuV~Jpt1saRx+C(!4++f@jbc9RxJ$ zKsXqY#4oVQ%1NkmzSztucrw*{{HVRmJ+NeeZjR=kmHfRlH%%2fWR%9F?ke4N4FITp zmke3zNV+0*!yd<{>scY$BY0zA*Xqvm080!%%l@8yNTF9mtdv;x4+VKleXMsO;hvQU zmG~8X5938ct5#QGG5(r6uQI#pd<${_a6eM3PSrhp(=9_)ByFVce>s7~FvzSi(fgMxeL7J*#2i@(CR;+`2g;GcuIxm&!a2k9UUE;LH{vTtQH;& zFmXW!GpmkxjjAU1zq%=to!=5v^OQ{lzd^=5qU?V&i6zV-J@1dJtlN^#7=41RdJEa|B zC3q9G#CH+Ag)=`KhDs*(0Y~!3)LG`{QPwsO2cx*)!2PO?s28d2SM1yGMdLBsZt9V` za)+GlHmGdsx9Ji{hv408K@0L66LCRU#75jdG@Eta6+gyb%f@}ApZ1g@9S1a6t{mgO z_KAVjQkeGHOR^Rk${wD7613ocyDx6Pprgv-6A=*=$45w|M^^Nn?k&Po-t0d+6MhWm z^_{uy@!a0k#R)q-^mlQfI0MYm`87)B6?p+Yhy}>Cmgq0%GGbvwejc02B~Q#bBTUU_D`P z>^Hg%j)Ny!xoYIq4tz%Swfu~WE$2bUuIZ6KQ~Y_^K~CV!kRrXd?w&6v)48xC2qTKG zYiT7hbk!6=t_CC&N~fw!KyR^NHReRKu2}3x2L8NJ$DYe zrlHvhES3RNLv-HR05}AObV>jx7Qo4@{D0B4ik-O;Lhi?2Cs^E456b4tXJxXi51B9% zvVS3Ttzdv`2X);Y4yWKDX`I!g&eK_;(1s_1e(Kz_KI2KT{7Ys=6kSR2@L^cDt= zj!a*|Lx^pRRdQ@WVrJsVTAK^iigT;At*H(NGxX-f>_vwY5~b3!w(t5+C6>KGa{|Wk zm-6k|dwK9!Fn3iQK!O>`lkJe zot=GdueO%&m-!Ku(^o|X7#PA}$zu($3piX+)4cGqnnYDV=6s?uwgZ(~mGav7JsuDn z`@$w=a5;4!fZ8cYsja_72kKny87UJkOO<0`B*-Phyb?R?e4+mQ1K^-xsx+?6r9lXD z6=VEzJUZ7t`6S)c3d7eD3nm359xL0;mVJ!vfFdjbq85Pfde&i9_7kpL6|;zx#2t}rE)o~O?GU?aID zGSd4n?|{|g`mIb8AJyA+SBOdq47IQ=Go8ApL`B5ekEsiysrVI$raKxKf4K#Xt|oxG z5MXM>u72qO?vAqJ%lhM}(LjQ-XC-e2Y1bCr`8zPB{`tetYk3js- zixspsM@dDrja8hyl#|Kli1?;C<6q5u8!k3azJdI=i6+cgl0N=BM7Y2Ln`k=`0Kje5CCF4IAVcI}24b6wfqXMfl0RS+uC2@d9 zq4QFtG&UX{olC*yrbUwhNNu2@nHzkzOES%iS6va%`98YmAP|X98pDV27eV4OMbl7K zBZBd({(dQrTZV43pG7_ZSEngEydQZvY)&u2v(lN=LxpebkvuM2DdX~e$nc+< zZ3LdqI29)QCN3i8Kdi+YtGp|JiK5(WL;=F zT;jN0P2|bon)&+m>yaoqjd>Iet%N5Hc^Ee9Q>E40ds|CHE~4Dr8mrWZ71(W}QX>l$ zH;DRH7tVfjqD92>W1jW7Pjk+{N^}Z|Zs{tF3tnyQIaW>hGUBsE+`Mg0v3RQ>Wh9QTclL5@A9#n%#CvdoQL$pq1F3T*BO?JB3M4yh(M*RvMFM2#qcWJ4Mr1_qD z$_ECDvukU_i6%AQZ9G_a)-vrJYSL)C_Fmz?S4i{j9}7$`CYkM?_V_M4(0p-#w(4K& z22Ev6M<0cBKj6zMndJyh?sxxoZV`q?q6q25FS%xd)D~N;(6|<-c@CxzB8AjYjg`C= zS6BhM|7Pe@1jgY^vrDoOz%l_e0Zb0=?Vk&A*hW05uDe?@IP68CPLckvOc%|(acO^R zh>dIOO^QaEPUvEPep};7R<$yasZ*78jWUl~o+GnVWM58Wd8~(`sbnMxk(Wpp_1K|# z(;8OJkrMOp7mOX29{Sum+9Py0kpJ)}@JlFLx-9yv0x#BPh{K~WtAGscnr=I#=kfp&oEVnb>E%G1PsEc(aG zKJOeIg!Px2xNWK$&k63f7#?DT)t|rr2Aq2C*1+M|duWHG+j+9_vOEdw#3$G&MuI(` zK=NkRdy8v*OaOU@CwiR&1YF@x2^|8C!b?Tz z*7hL1OKHt#Yu}gF@BY9@wg+7)pB;Op8S2!h(~p8O0z0zA>R&m@`9Q}CgTeno7nrQDEc9WTgv)%e-SH~*Le{WG z&_}ui3V!yxN?kw4KHB(;X_2nKI)-6`X5wk{X4hYRp2SRbt6QcxM3hl}mBpBxQ6k9) zyPE%i`!$Y#AA&W~BQxDVgbmRz>1ONh5@2V>!x(WHMe$HX*)Vro z6Y*58WJ=_Z@e+LT2})O__WK^tPscr+EdZ$1D>#UTo-jH#aw=mODc?_q>reE*fXq zvb4%eo_ZVFC2HtYw!ISN6%JG7k=`G=Umj8&E{qqxKW3(k>kz-p7IA3Jc$*onk<2xjeL1Chw3~LzuYh1 z>;>^CJ}GH-UKhv>fspUFUkI3{CM8{_E+39yxk6tT>Ml^--~HR!lR2oAfS*EqaDx>~ z1JBEj@(=6|CTbS#KQLH!N+Qtzu4a0V%l=BEJ3TJahQ~DurX(_Qa&k`J1`IyiFgVpl zfl-4DX|)S41=ptXfPZsolqjlk-2S>3Qh*8r+T179qQP#qy2pgGaeQlT+@7#wR3O72 zrn{Rp%4|6d+@5Dj`R=hsB$~q8$->u*h&5tq%c2#p&r&D-d{#ZFNJ*uZGiz!zkaS2h9f}RqHySOeDXN{EqK3=!jiDE3R(%ypD_hwbuXoIgN$@ zQ!GEBnnc_c5%!7pI>ry~KWXo^f)xtDkh}B1IPded5^;6&Pl~nrGWBV+m>=2P-b6yY zNv?LO0m9Rjn}?>`3k5{K()Jr`oc_LT9X^anc*B65B7GD*FoX|E_n_4$|GY4f*g7!* zj?5CZ!HBy0Xu)2f9|ra_6BCo12R)ynhmR%F-qloU-907|spJtUSLgYF4AXu=?vFYI z1tOx~ApLOxQ50o+!QM^CTM0MR)w~`nRbw6wN2|K)XySV7?B_Eg1D|Kl{A{n2nwzKI z7)`aLc>{7<*qm#m$avHJHZ!P?P-84bF!CcNx)tUnGn5pOxf9 zRkY4SK1kytq}AWKb2wvL$FQlam^8|YWow|U^QvpQKc zpVxx3`V5Yg1zE_ZOLEb(rUpu(0#jyv^XqCgt6KFg3%wWjed*zMWDmPxzsTkc1op1# zrBO%xXeCBGdCT4*dqw`a%A+4RmpnI2nb+~RUeDZn_q>1{tMo>Ero4XDM0+W04y5e_}sZLq~aVp6Y5raig`jKE+zp1okxmz zXq=_VeKDgB0gmh>_n!%YJH%Y-^rXCM@mdgQ&`wK@kM=9%eTQzpT zl~Lmkg2K)Ipd^d7M8rocx+EF*S4+`A6XmkID6mp$_&mj7XVC8q@v4dBbOz-0f~4;q z<7TtH%sJ9hW?x->;`0^0)R3~HLeo{@7t04TgdOwl`~QhNxKXFH{?f$mNHXF)(2}X0 zjkl?&Mu5&6H^#eOHnkXW86kEC3jXY%jFwO)K-Qt+rG%GwB)!C<^L}y|XARQ)FbQ}c zJSj4qp|k9oS-<6rSf>~Za{1;9K>LXt+B>wj8Yzo`z+oTK4BP)&%hf+DlgHLP<)QBo z9#a46=<)U5rd(}(49}IRI~aitZW2d;-}io|>Q3cslKYmuDAmy&ubzA4_}IDQ3bP~K ztOf@$lj2@m8r^%0cnZV7LUO~vy3dzDw#@4K%#iDQ;vy#0fXR54^O;Y3AFDc`;o5)k zZmZe8>ogSseuOP(-~jOTZ<&-fF*y(I)`0{JD!p`GxNZ4}ETom_-&zpN&B**DbdNGZ z`@C!!Nc>W@W~H)alx?dAuh+lg^yt?8%wAfOyD4EPvpN&WI2tcKcT}RgKii0qPR&~) zkl*wqS`$)<-dM*&SLk7>XJHg~BFMK>ALfJPujE+GN^-X%{ir zc{8=cke*Y{RPeueYi`kKXAI?21L06<52^_OLL&9qM#7Z0p4e)FXk!jU8{%$PczUgT zE9&jOydb+w9ZNpmz95(Ls*vabZS`H=f~yR?H7=z)K()=Gwjp099_+!CLT6_=yzSTf zBj7}C{_Jg^i$c#vUvE#~m#nMwceC(x^{-cyI%TU(--r>~Dcv?BOQfy)`QrlM=-7N8F z0%~(oUpnK9zZ53V9rjfdpuckA&12tOs_vpaH33{2A@UHTH$fQsI?0uExrsd(Xiq+P zQ2=``LzNz?OzQ#v4(L{rEb)h{Q?G!=rTO|7skESf50}Neao7bTHYAr!w$}sBwb}UG z-)ik1s*|*HQzT0}O#@NiEh_jmr{Rl-h9;|B2-V#%5(gfOQHI|D9}qF|Aa=9S3AKI_VR$xe@|m;L-cu*~;fW^rY=LZtrH4vslG5K%)& zBlSs(d|*VSo=bC z$ks*MkYU2(+MkJNrnGmO|47JM%!mKr5Z)ra>MohhD~Oo5g#RSSF6XzxDVR7&t_Fm- zIowP={Y;>B+x@E@uabRK8=AOb^8rpFFwsI5eDd&iax?P=13iZf141+`(5*yTU!PX> zjc@=2$BA=DRtX(YF|#yubb^BD-0)75Uy{_&Akoy+3`}-F4!VNH&6tSqq3abEV84H* z=b1I>72;PGyg`Zn#rnJ|8X2#amN;M$ELH#fo*b0z+y1J%S*3ZO(OAs1U@$o<&lz=! zZPz2x*Mp9)H4A-7M?d=FMWYYi80Tew>`jkvG_@rJ)Vy|;K}K;ST*E)0uNZ*7Nl{v; z|Gg?QGhYTHkW(PN6mrbl=v+h-M(mT>kAjH6fYw#};U2RgA#4fAY8ET@to3ZGu{$os z!^LRT_!lkjYMhIC8OI&0rPQ@QBmOp(*frv?;M@sg1IppR=kEh7)WV6*?XCodAiP(t zgn6G>BnZ6z5r>c341>+*_T66^Zipnt0c%^dd~hLJ_QX-iZAcmSYQ7Mnh1F_GnR_2@})5l6bEUiM`&)q_B(K% zq?9Khxtix@hVf~E6J{)RZ@jsUnAFTKaEHC&P&`*^P2uB#%-YK z%<%L*Eo`1{MG56(p-Oc_JS$Vz5Kcr2sps3 zSUwVU_$YFB2^MZ*c3*1Av)W?(v-$;7Gwiut5ck^Jk6f=scKClO8qv=_SN|9nm?Qk( z#ib6RJQM0`Q?Y|nx%1s-8F0}Ze@~16U+?_tw?+tRehRvNP!1%8;z zPqKn8DX@^n)EfyN(h@qDl5i%wdCOyrf@GbzIE>ZPTUF}HXk&6hv zt7{**9EqXV0bj+@!BR?I9?yd|#OAk(&3a)|gunV6-ABcDzxIr6j$nq%+ug!`2Zz(b zZo)}`RD7IO?A}6(&44z)wKajL7ZvbaS~EisrPcCwikyY2hC)i+S^}GV$m)`QpkamW zY1RFUupr2+Sb_>a192*q^nwiKxzor3$WQ1y?{>*FlV8yvlxWvICIIVau=y?#Gjvy` zYlQlBe;ys6Zqe{J@Sr^Zl$vXv0{-D*zk#SdGzcHuSVA{l3z*)}74#;&2?eR8SJV&)W}6sLXnCFiNS;CCE8 zy8Wd9+xz1lkqR(dc}}~&%A~vIE^1_>5s00Gi&v`5(nC{66hAwCt{EB$29b`;myb73 zJSW{E&p#LT`6jm0KXL)cp|DI9*`@CkTGz`EiD5|*V+8u`MxA+jj&K!@FJ8$DflCuB zF3Zqviv|RWU+lh z+oHF$rzwar&YupLxjpRSGKrybSX6B@6#xBggLznGSPPvOde`;wr0jlNcZE6cM8BJ= zM3|<3&KrC!vA;acE;BuVGYTR*ujHH5thg& z)Eue{ao&x%mX`)xmC)Hsu~mlm_|}~$=H2+jE6$&m)_Yi&l+#a#{-5y)>{ey@eO=$T zB}+g2)~Ec$e5e#Mu1#9C5PO=#%MqFI7j|k-DkII~=;$~W3)8|u$q8jBvKq2ZPW;xT z3;f@pCm>8{FW<^GtTb3PKu`lMEv^1ydp2Z(_Rm@(iFp+E1`+Tl<~7&6_6A378)=+;4sH+Z>5wZrk>rzfd?pBA$QPS6{(X}7{BNf79 z#foN?{jJe{1=)xxjFcW9E$7ORii0cI0T@9QX3{&?pEBLQ)8(3-|q2ZUNj*Se zwM1G3H?*c$DjU1}pW*?F01w@~VgC6yU7Qrw%M-8U zuTv{mloISvw7$@~X1MbsKhVnIKm9z&I#vve%q*;|>H*q=qkcw?B$@sEl`BNRoHcCp z8A`D4wZ#h%fy-d6I9RaR!wT4qJyz194n zXirD+fzAyJLr;k_zTvMvK@nJ(k_hFb^1Tz^-Ilwuad~^`$PIPP;DGYB&Rx^ICY=m4 zD8J5IOyg_{Fo^e^yt-5ig^v)9fiwL(iUpkP=&goE>rjqQvSj#iefCq2zgMJK4aoM< zcB8~kr&9E79DgJl<1CpzU$)+P4H}@*c2g7JU>X2HuM*FH*$6=cS7y_*2_K+fF}x*@ zwZ2?>2uTMpai9>VxwtrtWqKoi)U}Y6@Zz=8W9@Zv=_>SMUk^R39{^MS3ayZ z-LeVfSIh}HPr-zt|A|tm&#e~ff@v!U*DmSN6~5d1e?w(C5GW_Ujp=Tc@c`!nUhUFD zT}0j6D&foi^X?tY$j>yj&0laJoF8KOgWbzrawVE^%i_i?8f11zFJeJE3`F1Z#0|dO!WQp;R?7rF?v4RD`tRNA zB%?Nc&+N~Yw)C`t>VP+wg&qD%6ZReFD>*zE-sLcEZg;f@Qy@U;nRAZk&N&wD2fGyEtZHhiPI6<;EzQG}y_uXVkoeCwyK5 zbA`0`En2GB+b_XKuY#GbHAn-94xtCk2a+{_je@Pgyj^?uzQWj@0>tZ%3f*}{P9)*M zq)eAaKt&f)_jlg_IGra7H!SW32@9>yJExt9sqZSIWeuGudf>_#lkp^Pj4bP|x43J->u2maC#Bbi7LhT9cioewN~eB?z!r*hVYQ)% z#&TA4(z$h{BNP?%HFvJg9jVr5&9tNB_|y9AsBNUYkaIQ}f|U zJ5NDRX}%)|d;0^8k8@I`1%sYj+2u>6gC!jWf`git!#U|r_SVBrqjv^3jMO%@)5%lc z_SW`hZFJ*n*56EeyoopmSpHSJltTBf7@!nx?R4*X{K0h5%m@aU9#4!&(`cl8Os zU5u#^SE8^i4Zpml($LF7m0WWN&B!XhreANaP$Zgiq{JTE)GBxW_wCpE&xvY3SXrZ& zHOQU~-DltU$&##QTOW9Ehm~kFOv~UsbgR^*YC}O z^e}bs%gHGzxbIkBssxsmiS7dnGEaKu)2C0=(MXRDc3Zy{R7h&wPplYTauI?C)@+|Q z+FH;0mhsS3=J@!((TB-TSM<`$d}j$S>SlGbLY;ceqJfPDzgp~vaGk_v0>O(#z2ByZ z=*2>Dx`X{wy3&3q{Br`;Wjjp$Vb|V%kE2^fE@x`?uUUOh!>Cd$9_r`tcX%uq0zNn& zaycvx2}J=xvA1BHRX2ROaHw;N|6><^SUnF~51eZaFRax-+0+^9mmv*Dr=8YgKTYP1 z+P@}wM2T9-NlSkFpqK!D8=9o6Q^~vXuX$bNP9J7&P&9_`bkkA2rl)$1){wx<#Ol3N z_=z5!?#4AS?L~ut@6YcHVMtf?Eb3i!&h|}X5!BBw%Z<168KSWe!}53Q?B&NO7RnKb zlfF%K?8j||)jjV;y|etYxKXS9UOis4s+`ca!O^=_%t(JCBCqAq^VAq z=Dl(#%KUJMIgMZKVQxj~m4^O-n9>xCmvr)x9z5!UD3tP z@lF0f(e6z`w=y4rolnFlwaRdDYu4ATeyJu>D=Q`r?E?Z*fikKmx8Y|uT{X40N>tC4 zsHTa4M)}A?_J9CCwO5PcV!{*TImM3;1Diwhq@T`~s6v2i}v0mm$WfRy8l@NJ~YipHGE1 zb`}!hI!4(lT9kyZ77LuW@6(aGrDpR$9=m17w$7$)|(64kP7RP7+JhDT>H*q-o{DYr6i^7Nd#5M0~|VYcl;k zJ!gL_!<$K!kX{L_i~TU}k}-jQGfu4t+aIk8ADA_^<*rUPyRwSTDY~z+V*D8fSWm?{ z-%_KGj#rvITrj|t7Q27$p>5OM{yb((@`%0d3t{qA?pxQZzdE`mi*y$WGEF>bd>N9I z+i%QefYM%gbCvK7iHFDyLTtnLY}f@(ZKc{yTk5`M&_c=bTN$My_-2rix!O)wj?F~)#t=olDq z7L|o|{=C%R(QY~f{CK$OQVKkPJqv7iH@#0qZu_HRY%LU9k|rKk9g7U-)7lZ^M%?Fv z%NmYpqjR*XxS@nuwKjQ%lF2`J_#$$P$v=`Z<*e3=PRyrDYG>OS9l|a@FHNbjk!+H4 z&c&t;#oOOj8}+H~$I@ys>o-X;=B+CYhz8q8`G8Z(%rfZuS!~mhOK!^q!DzzbRRJ+#TPFtOk?DLbGv=tTH^y_<}vB0?mkw z?psYt@f5a_c$9kM(#dBWee^%l_IEVE=Jrt+t3-b5{?V^jEVs^gKoz0P{37i=og8kT zE6saLE6cjyUoZDNAELn|=m{D6bI>8`_;Qr+BX6hLsH#4Ug7Il_)Ga~JeL0!?;zhrjIy1tRm~pqaJ*>7#seME_O@cAgtZuKQsdN74EM@ixBcs0l)4p6Y z>M+`CqvGK&OVyH6xz24cjdPD(V?v!uxQM#t3|`B-!~?#Hi&dITmm+=sF1f^O>; ziGxHmg5CkADF`LybdZXz@dc>R(vL&1;N-(6;MQ`4#_BpsuGobcD<_&(l+bJ}a!ybm z^|&2S?mHa{4{x&w#!U#>Q7#vO4^6Wl}g|8_%Q{ zxy4Q=lFY%%H4nJSquNf}onXkkH*+bn6sf4FtPNZ4@(8|Bg_+$H{PEjrSh!svy9t2a z;F~knSZFZfqYLdOyj58f!PkU(7N4ZFYL(!_r*;O-b_0d~hU32EY@Q4LjiM5oonNz@ z>pfUv59Ha5R0keX##?HD1#9?yoATF_71Y6Zm+5mvMly@px%`%V2|K+Y%-s1cgWfYs zJwExQG)3A0Pu}K1!+7P;*-r0hCHkNz*rcVEi%){`=%dV~@37sY5%g{A*qEeSxnPhRZr^)Sa^vr>&4qeHq+7=v-tK>+Q|f#6 z=EvZ{)sv>#8aDIH%+UH@2Y#w zPF?TfpqsOYonxfkH=2vC1UK5a4bT|o9x>#9R$ku#L9R`VLj@UmgtyM&0sm(?LyxpK zc15gr_jZy6_)P2bS+;qYs7MI!x4pp&BBkv}+OtdA6|uKVk5Uz?rcCFGYY4y_xC^nK zQR{b~FTL*0O!kj3)b%hJHR$t>-H?P7qtVK?=p_|HhWis2G`OhZEm<5Ju+S{y&%$0N z4htihVes@oeWHcjD=uRU`3P!kv|(c!9l@z=uY-#)EtR;}O?-b@hDOk~%2bkFNQjD* zRRzyd3=Yvmd|V{^#jmGV3R7&7-p*4!eq2%}!azoGHq7S3{vAb3X`ZI#h!_EPG0rb7 zF?y^pU?sAlC3eVqt9PTGFHk8o!L$smO5GlxI_z_dZqoc*N^ZZ#@_u9g^0K?`{vrw9 zcdMqM4J|z9_3JvLz8U&#m?ga*LVe}BoS*4V|GA9wFU93MCNS&7>?V=biZ_f&}P)51??PO#*C;Pwkec{Z`en>gTkCR0vF zrH=tJZvtxk>AgNZ{|U9%fnBbX--Y_T(BBppQz7Me9U~)jFNDR9_U&P&QROt~md=uw zthI{NY9cedLYTfVh5i`ve$rLC>mU4T@XqqqD>a#0=UFYfNG@y*^ELGK2l!88rIPuM ze%Z{*y0RGwXX0JB@vKafdcuee1rEeD^IbyW05q z6a04gW@r`0-hYd0j8Ix0Uh<^KE?Y&N;xw$7@2zf}aY)X~J3}O~&xMo&GxGEI9+{x; zLMyyuxD)!k(3Rpr<)IO1P8bIh;iSBK+DT%@&}8;V^ij(Z+pM0ADTR3E4h{V}<(1!I z>2oc=R&<2%LTGF6b~Yl8A=B3#ul_gNGak_J7N8vP(d{A}FD6KkTy;+L9qFFmqJAn) zn65J#a%++;M(g$@c_iX<%|52wt(N^(IXNgU5kNl=Ho(tLFIZI5C#GwPplJlzDqdbN zLrL1Kif&dJ+MkSruMrymF@?{d4$cP#jjm3%tN^I^UL>yTD*HMNMa0}1^^!mug8;+5 zd+YkE%}pl+(nhA&UbJkY?>Q`SyzVSX z;bi}7CBJd@`#uM;;QG6r{ycZBV1q!DwBhGpsZ*sZ$|Z?*P(VC#_i2!E2cDp?5OyT{ z(v>@JNFG7lgq-I+M+uz#27gLfCkIA;m6RU0D93bqs;K8zelwaY1hf%KiOJ}-;t4&F zFO7=nN_(Qt#YFFWzG3Q+CjDn(NKbBM97v^h0jqNd}CG3bgMHrM)YN_5vD9@Qyu9KmQ{zjEzzy>MaRyt#$ z@JyYWgf{B=)kH~UJ=+o@95?#J(L(Y!k*$l_rVkgI4l0Si`qD8zySAeI__YXKy|bEh zdTfV@ro0J?W%8E5Tfrq($eq={I2z#3JbUfkFhHFrRvzJKsU^2FPdpKJJ53(;b>iLk zwR6N6g4)#-rN!jtI+L|I_s_}m_m|k%sNAe}@uF)W&+>aqdpL@V91F{Ux5UVsgUE3Q zDBKX##IZc5qu~1Q`Ir2R9SC_NdbGdhAuW<1Eh<)e;IikmCED0koX~3<@Z>HJ6*;F~ zaB_08I2Gile)}9RY zTYNUS^B4OjH}L10N@%u63?*bX6`o6t=1*kdyV(4=8D%<*@jgT&g?&vZHTmX~ti7Lg z{7R;0U#RN(*N?Bgdm->HF3JOE;0hyCFP$c5_Mk$IEiY zBcbEMVhh1vdr3M#A9>Tc{6y#F<1?-eL;-2y0c8du_&6KPtfCW_d3h~+FTs#R*632? znlO?pDv)vKWw+HyL;lZTCS;%l`SaWVrl4I6aX?V_lr}8=Pw!2gPP%CDMp>Gq;CdHIW#;}6EcFQmonpt zY|X;^N?Sgd%$iRnEp#Y-sJt{wS$23Z6Rgo7J>&2;Gyk&S+?U%LZY3&@yxI14Rp!M@ zDPCx&kJ@JkfL(O5&m4srR2G)!jKTjOw2%^?*)aZuWSBVdBiX|!yXNSY$If2ws;{f# z>57UI0SL03dz@q^dvh~)6CLd&9)$pg@KdL9S8HpU`>jnJTf3_CNY+eo+Z*SR5Qu;f z%ky&&c_&FsvCT0rh3{x8ka+=qQ4ya@F#28h_gZYN)f=nrZ`;^k+ve>~Ur2k7-=y*; zV(4=*F*v*f*bg$DrP=&Q2moqlrne57hcy`8RCMpglD3I%ka*sTL&bw#R1>dk88684 zZh!B>BF~G>Hh+fm=oRmo%3Cp$mGMzqu~Fz3TBwN3{b^!W6~C1%63!p(8nxG0nVD~z z81G_e*ciCDSGd||hHD9ya?q0=VEOBPE{I6g-MFeUw0ti(9l0mf4TF{!(j+k3f3n0j zb90EBy=^(}x|hrdJ={ERS3DN#?Ce|)Gu+33L423VCT1@&2Uf1R;YOTiVp^F_IUcWr zU*-Z|g*p`m%Y)=hvJ%woci*?p65esyo6Px>z72H^^acaWm9w;uPWG)SNL+i$@rvOb z783*WN!-`T$DK*5tDl1jk?(n$3PTxG0qkOUNqg`Yi_t4x_RcpYEeQ=Ey%Q&7In9cJ z_KH(rtoEr$Qb-2_x4d7V_O;5s!Y{XsA7*Xr-3!c~x?|JVsf(>(j!O{#MX7{!C)3I{ zW64`olO!2|zbta_d)v?uvk7kVaW2t);vuI&t8ExYwE|rkq?6Pga6R>Wl17I8>t;PN zFFH8PWfuNA*cvrQ#D^Ba#AF!98R$pl*{$0q4II$kH`$kb<4YL3a1kLyGM<@T^ntIg zS)10pTc#kU{&a@3pxWr+s+(xE(eo=K^6|HBUxvG;>oSg!`h3=N$#ib{K=7Jt#eI`* z_OEV)VU1I$Jy?6US1u9$8HJX#bGOyKEWCn|!uI59R$U29$b;bNSZ;_`k50YG0rGMT zdar$MWDo~4GxPckbGHcZ#1hfZk%;NdL7PUeqb;v-(2-U_l_~CoCs2VJMo6^&@9Z zGi$>;yci>;HmFnDSuHXLO)gP=0JA|CT9d!ipZ)n!Pi9veH1!=SOUB8ad-n@|jdz)$ z_i&RH2z28*z4<{lfk0OlfKvXq9c6Yyy3sQmZe(O+3=$IbNY^Q#6nrZ|EFkEm@$0kfzZSMk=}|JK_%teOv@t6rVN?a86iI`3$hII+#k zeyn@FuC4qKzUp$R-KfWgJ`wXy*_lr-T5{^;Yb}C!^`&wJb)gsVp!a@} z?{H6l{s5w}(n==>r?-b;9stcN+)O4MNGrshbQRH)W5MAkWL8cmdW1k)yp-5;=4i0H z@K7I80*6l$Ano%b-`sR_{s$Ub>2TzyPaJwM;hFU*J`_kUV(i`f_r@?q8a?6y1VG8v*Eyd$<8r#KQk*|i+pl-=LK!+*FaJeI-L3hs^HdoC zy0pDu5JGaj8o$p!UXIo;@Ab+yvpvnd1>ul++C~zax#_Kv(IGFK?ERzBb;@7(yt-y# zI>|s9Ow74SNK7y_e;xiuEx;qhbHm)!ev-Vy67Ib(7`0)&u>AB@V$ zB75>=ZHd9!Fe+=GTxMUN`5ZUR#1XP#JkR}*wzE;)wS=?X@!cc&rWLzImrEX7icMQQY%md+A8X1} z=x){Ni@$#v-q4J8$i-F@(dlf#Os8fvWeb^?r>kN_rbYg=hAxfIUzzneVs4$fnW%H z*b34n_fm2o@siLjJvMg8j^WQlc1Re>tBdv5QS4Vb-U&)>09mQhWbb_3UeV`{QHF!P zmyx2)>Tfooi^T7i2`%-rY~r$aV?l@rnMy6)$GSO*Z2^_NMj=4{(X-7u8;u)(#iOGY zi*QJvAug%e+e!um@!ODxa`yQC3HH`Uh2e3o@)^sTo+(Vjm zYt;31w+yYb0m(HFEA_+Ode5c8LJUTADabGYsj976$2J%ZcXn{9%DEr^S?t;|YTUM{ za4Rj}w&R{WuxNCR34l@N7C$<@`9{LqmujcIaTa<8QQp7$q1H14<7}H)%!t3AI$Vd9+cs}5<=%%P;&G4DbJqALW3ZM zi@$HPSWLhwYt&A&+Tn0lR&=v*>F0qvTZ)}O54)usv<7`xxh5aCZug`&*8;1|d6Wz| zjG*0^6*M&9xhyVizU}@IFDCEvN`vWf!VL)?x{HS2YJouTksCh@Ed1z(nRLtyB#f?2 z@CeD*e`F9_!3hslvvaRa1H-6jk)t%AW13qF{_$4dx4Fe-YU0_n5hoIe+^a`OT((lH zW!qUze+3F~C%5{RsI}O6HnMhm+>Ru1B!@7D6;s;b`qhGN)5%3G0FB?P37~XrZQ(Cm z1>HpI0Z4#0Sy0;F=K^ONIo|s@PutNR3BLjNi>Z%;yc4D`kyX+c6S7E8eERs#fu-^N z0=FWL?b})!+oSFujaoWw7z#?zCG_vGKH$}bW{h}^Jqe0{PUX!zJi8Rv|1m7GpHmbS z!cn&KGqZ?G9y5ipLQUtKRaaZ#*a6fq@%qqS{=qY3XHF{Ni-t4+~L0KYY}Hc z@FGs7wBSW-h2I2+hWaw#1xH0SI`-)YLAM1X$Z+ELt*9aF!`bCTXnf)n)G1s4(84(g z8TL8s&w6UE`oANT`>M!da^BR)s+5}Zi4@Mq#<6=ILQE5a9;Rosvx~2FD`pnJY~H)E zHyjijdIH$Y6|nP^(}#pHb^zDixO)RzyrzZXnlyparHWgfe8=f7o8rh^e99q;?VDk- znCgS~)Nl==pYmT}x1j@fDfs&uC>-+4^}jY*07=4hzZj6jTrLmv#s|cx8xXN%&HQ8_ zA+en-*aN_mJ#8ca{=dvF^`ACMfvkc4zTfWh7=!E<5lbP0Q~)?UzRk?H4ai{{0S-HN_9wPavz#6>F<>fmHI9xoS_uG(C=UZ!(g+K zjhEYPcaDY^?0D)}aQPHdO3hfQNwuEHN8Tbe&0P&T@+;BKZ!F>D?NM}##Plxsjyh#( ze;KZkVo78$jzmybH7vX1h~(I!%&pxP?f=)5S%4}|5lTxUfe0~K8YzeEro)s%dmKqI z=Me$vJ=B`yn6;3HQ}dxtAvI!)8mi|)OtW~Uc^iC zW-JbzS)u!D46)6_7*ww)`8K^g)Ez$J#vTT`{%^*ta1LXkW*oEzq9O=0a%tzb;pcnj z9(~a<0`|$TB#VtBpnb{?O2b^=VKnTmMd#Q(owj@sJ1LbJ+`t|%RpKk89TglX4h#14 z1J$Mf?!T7o`u?_}L{DGec;(?-Wsbv)=KPO*T)-$q=9!*0@9xi}IkPu)?POJT^ci|Z zAgZ0>;$ql$^ZrFd!-Nt8Y7NX%h;ZN8=@kWaJodPlC1?GU%P1DfMO+#vkj2%eL%NXSmLziu_OP*VJK%=7fblh0k58;{_-z`_Q z0SQL5qtJe0KhdGEB6im?I3IS}5KT1Os~lPe&kJmTBV1d~}-S7B5Dm3KaDHP-@-+qL-@bIagop4KMGF zqiy~65`*9chO;UI;WIh(>5}#KQB06wstbH}pa-Td+36O7Mr{FHB`u&Gb&S72zJDB_ zjOTWL#k%{URUYmW9zmAkZ-Ca6se~F3;{|!yvf%4TZ?EH){bTjf>SzXTGc5Z%ZC;Cu zG+4o>aW=#oNo`D<-JHq6hY30_(je#!GC)pI_4gG4I89CZTo_^_07Zj`#UG$vq8TN) z7R7MGYhp2V`5f`1j`&wG`Q;dQ7GKV9>FMM&XlYdV zL*DQ}7vR9L$lQx0avi!=W6|lb=|fO;{Ej=9J%O$;(aMgvR^%_Tv$v3$*Wi zl}_CCnC_@giOgPyH9wHg~>u$Y}|#nT5kYAY6{?Q1(*n_Z`6pyPcQu>}5PY4i;VE2K5zP-^4FN zB|LWB@wr$NwDt?mCN_)Am)zzOlPx(~RD-VmQVt4BU}~sy3W5Si+_Y-eo2DDVzL~(u zrY=L&z`}m>UsAUA^gm0fJz0uAEJgk1P5<6r?ZOKG{*Un6@GKJR z>SVuxEEbALWbWKK$8R$d4nqZ~?&be5Rd1ScFahOxQ){dIy?ghLmXOZe8kBD;*BvGM zehA;rVchDomWsP#;KBH|AUS?PS9DFhxtcn+l5Eg(Dq{QI4}1;Nc9mU0Bz`+6_$qV9 zntM12#~nA#2!B#nEZGQhBzB2>g-*UdV48Rki^+*SV;9|)!b4&K=;sncNGBQ$UHt3J zC8wdNq>5Bc)F(AH_3c9XO^)2hJC7~_Q`jcDM&PtKG?RAoq{Ha_!K6|TfEZu~ z^v2G6CFX*PoUti6ImBDT&W25!Q4taKyBl-d_r6hbD7|ji1ufk)ma2X3c)r z5sn{8F^o}R&l(9>z3M(Rf~NDIOvPo|w`(wtBn5M%aw>kBB4dhsa_J*W_BdMm@<1Z7 z*MSS(?G+!Iv`Vu7sE*@+upt@DEQsVZ@{CNJCGpVmG|g8iEXeo|Q2R0FVhT8cq9I%2}!^i2|R#|c|Wh1CY?vb2yfoJLCeDN(>sDG8JvLKCFS(40n3OGG9C}m zy_pmue?q@!<4mMDChPJhVQHVYx*C9tE}loX`vcU%{r}dRk+$zG8NX0C8tv5P8?$VAg%H1aC%Phqic!n z@fVj1A8m2O-JZowtx0P8BTeF?;XBdk`RwPHC)q1n?t8sk+U4 z8=j>4u{^4))aCaruZ*Re)17s+X7?<9ul*_4q2_$X%e9PALKWEq7M5ilkhaXzc8WN5 zJZHFjZ}y>5pKbTC*Cat{?=xV51#fS#Gd)iu;W@NmsWX)TB;WMLE_&Mi8h`wv@kkNT zNGXv=6L{bs$6C2IKCBdqjWBKQJ&*T#5z_EE=8ngRHOLzc1Lw zcg@IZY4xDpLN)Q^JmS$>0SMgAF3leqYO6P4H$-{ zM5*F!X*)@6s=&D))`ZtI{H60a9n?kg$~RC*iV->g4xgA4r|kZDi`Wnq9~?d&uQ@T$ zoR2A_{jbG}R$k!0-}#P9=a)5{Ol!kZUlr|iM~1J6X2|%R1Uj9e-moIteSHQaCv6>^u*%p-&_F@M;#{3~ zjN79$k9c9n52*sYFBa4^2 z9WKw!&)3B;DcDZ8Gtvk<;PLVCSv-7L_x@V!PX}RWJ@vN30_n9J4uik1nzz-F5`Q5p3$sCmPY~k~u~m+Cw5TiK{0aDCZD+gZQh`!p7l>6VrQ><*{+RAjqnZ1` zFyE%-fSO^D7`$UD5f8B)q*^O+YIY9 z$*;Wa!vU+o?*#}O6L@`)D{pL;vfwWz_3a}@rsR=_w3|5w3OaaD!2?8qvGK02_|anC zQ=~a4_HAf2K{B{V#l0{M46BV#Hgw zhmu(*Sk9Oy`I#GBX84LSqRnaWUrBf2;I;oP>E`^E5JQ2G`NJJaVYn>`^77 zEaEo+3y(bUes19Xq%yVL3GiR4u!hr#xuJ2C{Q4!=mbe%d6-8vv;@2gzROW{$obKiC zNc_M|=?F%Mb1&%0q^_>+T~=1cphM{fm07hWV8@Vm0LYU&EnBaPkc&RPqvLf@F`!PB zrxmwx|H-eu4S!U>85gk|b7)w*PO#{5TIe4p(D4X0xvOLM@D@MM$RJb6Z@`iOO{A+O z&O%c<$W`Os6_Kc_E2$X0n7h@Y6D0zachh&DUKz<$HjqSr12MRlD~5FP$W-w}{OHsT z$R%po8BBw(1>Sy%Alm&ae*iBBtFaTON!Z{bM=4rY zl#!3m(VK&s=GCiL%P{l=iCI*tlAa_`Q&S&nUXW?z9lgEK5$06w$Gp5pZ?8>LAonK8 zcqzvng@=73JagC*ei~?jA=M%=wb?5DaIwhrFAo##SCB~pK&lZyb4C64>NhIAFj+lb zr@jIm4-$j15x`fC`;iVVkN;|1ng7BTlef;u?23n{RBVXKB!70(YksBwht`fKWPSq! z@~`zbu4+s@F*iw6`|x5H{S(*rAH1TZVbn$Rc-N2rLp`*8&VYnfEn$9T6TEC-@fqh* z=cP>-cX@gFxQkSx8QK@=9xqGHk5)=dTP{JxDsuE+#d}nC2*nXhMiV2O+2_cvup0q9$5*9J) z|9riBmlF}iq~yzV@;L-_PdzP9;Zu1YU;vH+!2IOap0p>ABO6atEGOp|nyHaMhv1=# z7tMD8#X-gvK@~h710S44vd^i~y9$yLxmTo+D3JK9mO#kq&C#Xe9wwjPleZ+ItcdrYjdncy}7Zve^ zdImXv4TpZG6tLp-EdM`ry>}qi@Ap4`mr{y`D3T;8kqX&cq>Sv48OaLSdo)OPB9*;2 zk&)f7B75bw%ILOkvNykT-FL6|r|%!X=O13ZxbNrldS2JL&UMb?JkB|DWlpn|7vG!o zOWy$F?cX3E@r^xa)vbu3rWtM&!lY;y7$?LqSyn$|%^$-H7tbhMe@P%{3_*Vn0!i9! zzu%jyYX4N3ia)~Nx|e)!dV2at&_92Gtn`&VtfQ;T`^y&zK)%Sha457)0ezvMXdDJ^7ucWAjFIn+wr}mRtg9y98S_5e_ zdy-1)B+|FZYL-0^12vnmx-R>RJ@oo*hSb*YVy_v`mnsQjf?r`^5$^*9|xBID_1 zU$)#am*kko3pQaz| z?pcS-e^VtSxtu_W9)(R_N!aoO*ouIwwID zbP0yEzshRd1u=oNhj>VY(U+rbqmOwhV`P4Kyfik4{b?=MG3r&V!SmlMvp}*S&XF&e3EEzivnSG+8+~hnI6cif8meD;U zHYKN8gjY^gE=14z-nD}6DNeX($M*&`5QG}49GG&h+8n#WVf$N-C0ynk_w%p7s4Eqe zTY4Q5^7FV0-6euN>CTElA64QB`NeQ0W`5d^5ENAlOLBim+2S}yb!75l`V0hs?}QtS zl?oM59C(c1rA>wbX29yo#i8ftZ{Rt|e_a%#9Nz*!#^DXFQw^>)^K zK2GJ7mB$!fJ2}_DmV5IqZxqT8T>9~h?ARBL7fu9CLvSbNCx5W%=p5@7s-yrUxZgP7 zH6#W=o{VABNMBs0d1!%x?Ig=JGga~Q5?(?|NrmH!V~y=*QiV&`0PS{~em#6~zkwX> zF8>s()&`u&$z3;|;+j#YY<-$NSoM>WXH1eXf{st8huBd#A8PWR|ED5D!eeM)wMR)w z$qBmWyo`yN;b1AS#ob2Pn}Uurx6*F%fvq7Z^=V{ZNp_E4}cCu{bvsijo)}qTpP__56 zBu}BO@r#idNBk6iNa8ONSq?;Slnqqc2D+$c=tTi`%L&zuw+wRTT&&4ub0dZi8Lm=aHQYpvQxzll5aU zJE;bRcjo|HTQm<=oTH|EcgpH*_CbI52724)4wY>4r1@eeXO2cX^D!$P(_H{?DWrg-oHfN^kOW1gFpo&*wYaH zB^)!r@unli1nYJ;>B@C9x<0AxkjZq5cve^S#g-QpF=IE5^n@bKmxFV zq2bXJC-y-aBk*Rg@$x1@TM1Ox0$>xwo9yiFcF5fqr?8I^a_`_naJm>SO?HWwYOPl9^`tt`q< zGd%ozIz_}C`BS~fz_h*{7@E__n*9ZGHy_>bJ$N&1$uMV+j*V?x_L4|wSHjWt0D)tG zU~A5E$2gs2Bh{t|0SIK+!Syfq)}!pI&MDep-qTHAIutxd=gOav(oynQK5<@Z3V!*@I=xCyvYT={$L7A=!O(r`7kMD>4f?%9A?wPY!a9m@KGw;tI_et)Y zm=1Acc$n7~nmbqBp}}#&YF8*kwl&raPTM%Bp2_Uoa-E+u4QQf|}# z@e18{i$YKYQWMGQ)(>^kV}l(&kU<`coyx42fb!8#70H7D6+_G(NMX&!|C%{>h}3$* z)KCcl4BE;SH!>R)bB{5vXSq`_Z3OS4pyRWC-7K0Uy`Z3TDo-i##;@OzR)?^t{;8CW zjg6z@1%*QL6#W;uN`{bnKw~Fi~Lv3JT^Z&&CYHL9Y1E?TXK z`}z_j?-d;d3oee7k_bWSfX@pN0hXntYzxVnjM#e+mlr-AA zeEo3|f}-%_uFWyRbdfw3^G*+2VuV-Qf<34fg-Pt8_>LFkzD1fNPrA&OT->k)rs6}k@Kg6GGn55*USj|}e6sb*$A5@gk%nz9 z7&KwqCq(83Le#lyKP2@Gf$ScrD~ zegcyuPb-aY-0=c?;M zeNFW1nW(Q0#$K2}WG4--S^i73RYy2)y5i&3OAnc!9`b>>;tbavIY{1U+gEqSQQ+Qf z)irIDAx!j&Zf&fjs4&Ot->4j&Qvzp~n0PW=_*E`$q#xUq;+6A%o)4r+0(?srbsP77 zhf7uU&K(!wlrFRQj=ek*H4$LJGhM#iJT-^BpBPAaACm_CrOl>MBd$yuw6%wTqCj7K<}&;^8}ce|3nN_PxoT zVng6}tjt6{37?vOZhGAD z znk9RnewU=dO_N99JVf;vf*;1%=Lq~l5abh=wfFZ{DuXs5qbO1`#2_#EaZ1yhLmPmV zsS2&|g$`j!?XSzOaF`oh0-H={;!K!R;nzSJMyIzzH4sm%G}?jU#+SFl zJLxfZiEQju@?9mhPrW0}qqP1_|06I2|F`D~0~i@k+CY71B|W{_B`45{^~>E;6~P$V zOP?wA7~`SR`cerV+W4(P11E$DMhQ7n-pQm63=A9}9~YC8BQLni4i#4g`t3U85#a?~ zgX0C3lE`8u-ABwMdS>XpZ}Jdcx~%sZOZI6ntewcSi77Upu)ixd6jw^PBjWOIP6;KU zBs~Xr?hkiFPtWCF%4xhyR1Sd5~~dP*8A&hll6>hW{^f)z_J?pnmAFB8xsB)ZY-d1{p{uW@cX| zI#TnXcpS#-MxwZ`?r9W2@ObWo{0xfA!~o;Sj?mjvZ__^jf6RZ#R;_5+%S@?IduH2p z_Nc*iDcEiVkKpeQ3Gta7s)Wxq4|z6(PB-Y^GB8MJ8M%|mec#pp-iO{tz#R&%Lp5G% z18AR$?yR){+;Helt}Y(BSOwM?d@HUo*7c7t+sJ$92@wW+Fh-ox@kiD?1}=I9qwL#i*XR3 zoCNc|f-qwpKgM0}*ZCf0k|=U?b1QEd0gIKfPb&b5r#a!jAET!aL=1`>i5x7h&^6{K z%GX24X5`Q&Ddd8N_WU%wC3($`4A52JU7=)IuvjXfN8^KYmrjbe*K-ikbeD!Ex|@qU zx&&I2f^7d)NAUg*lnIQu_GDR+;O91yVQ2P>1Ru70U#)H&_xkngxV_I@09N}9=E|R6 z&lzMYUnAY#niAXvDVGwLqTlZ~OUB~g5S7QD%xT=*t(kMTrd|VOlGb|3C`0Dg#?W;9 z7w%?!Y1z!z`U%@J1j70Mmg$Rc^fQzCygqlwvx@1ejD3AW*rui?^!g1A4ZC`a6B9|$ z(%dWVv!1P3@v96XJpRJ}FDrWakl>+9F+o8`B}=0{n&3 zO3y<%%ImkaB4=MRwY9Yoo(^CNJe@q9F@A2O&Tz2Y`3)x&vIZ0SIaGbGAG6W8bo|=2 zYd;}n=0}yM==SzX)ds~Pv?*fm{ujSY&=NyX*6nv6f2Jpu3J5Ch)QA-D zc7k=XZ-AYPf1OZh`|ncv2>ZZ7PE1bD!$?;XMK`_gkmhfEhb@hGXt6jJ*l8%M@)P77 z90su3#R7UD0t=oJieDW*?L2xkO4zk~ssuXED+tZ)8T8n&sB%SC@5wVB*x}Mz_bJFD&wHa}uO(OD|0kVu($Ma6<}8#ap$ z+4lRX$^4#9Uy_;z1$(~@_C~mgnA@{E4>?xNmaSa*oHN?EP|&4b*Z4|Wsz+-%=lHew z8Lu~Y%Yad7U4W1ejsJyJZjawLQy`oK5xM6NVia}S{ zg$gDWGHrO{wEgDATzeQt#cm0%L6^JQ_Uqvs zc^(qYGx?@ViFvlzJnLzS;_5f2cg6eqazyqG|Ddyc5#13KD4)sD)cck&GE9x+P2bQC zb^Et&K7#AmvfQ7yL;x&dv{*GBt$#TOK$GBYp}A`DST2{vaYWHLy6?1;ey#n`dUvq_ z7`3!LPOmXz*_QY5Ub-uTOb>pSKT(VlW?S|&GOxAYsLJOap4QB>T`=btq$4~pPQ!%v z#y47ioBOqE5~Q;8y{9v;#I9Cf7>4rEegIcoq+d8YMPHSZ>E5cgJr&5KGvCCyETcD4(`ea;HWdj0x2{k0{4%zoeft0({YcF`v8}bwzExpT&)G{2I_25dg{rgUV@J_~^X-c%XK5YJmls*rv za1jr$g_2B-bshZ)EB7g_j%KUAB6eM;U)}`^G0b9Xne>`;3knr(pTy&-uWZ^V;v6jp z`QGMxlPcZgnA;(tSs|2?8;&{2_mIu6D`xxr)?%56Ux{~c-KQSVC3ee=!LIa(aA1vaes!v=Q4izMGFS$T5Z1!~q= z-A1FODqilse@XNG!`!@--#%&Sxu;t_EXo`XO-!9V%PJiZ5V5mXPGkF(eaoYXjX~&2 zZ4eFrPp-dH{8C0DEQ;*dd5CnYVb>(~%GL(aN6zVvW#sw^f~jMQLu;1|`y-?>r!QXb zBM*=Kq@MRj`B$~o@p`M1am^%z8DO~~0r!D(@QskO4R#GmJaAhX8)G-(o*ruGE2+t< ztP~m9j1hKiZ+3o-`PxVjbV&#Nsk-yEweUX_ll|DO3sRc~QnBLkaBoTYS7%TxU)loU z?ijz9APEy8*ALwiEcV!1FOQBiorTJn*Q{{IKhO(0+>cT?M@fqlhM^|rCvY~u5n#&f zDL0-hOUyU;<7qVDiCs+7*^(2o{kAXBXmfB^&+ECRx$n#j0oc^;+U<^%!|Rs_&+#%i zcTV!wdRf&*S%EF^n;QE{-acWLKJ9#eu$lcqUy(&4-;lZ>XA7mi6aU5^E<=fdU0Zhr zkxsQ=)#Mi}bJ)3MJ-s9v(3WfYLY<+6ciUx!eQuIzrFLAsxH_+AM{zGBQC_k@UP6OJ zw^s{n34Q9bv)OURIas75NSBpW@qEv5SDJ7aPIxMKAAak#dA&e;b1vG z#Ip<;@GPvoi`{IG|mocZAEC0BgA6kA7gla5f?&<2{f9fw8dxyr=mzzD~3O4ubg z2I{eI%7>EDvJ|H&34=M)vq|a`YL7KdO^yb0cEiSFFheb~y}1Hn58v0Ed-*p1eC29} z#T#+vUx9AOFHk)OQyehSM$iBZu@PZ>7P;QQ}Ar$3Ig5F9?f zl^H`q%RdbBVE;tLps7QVz4m5xHMJU0dwsbTLb8AFTAz#b4!J7aE($nY0LzDlEufc7 zOi#a<0xfjXY{B=SXH(CS6Wn=x*iBz?1NSBA)++-*TJl_$Cc_rMR6sozP;t%J4_r{* zp#jmqv1`Dxp%HX=ShYNVX&1$T%=8jQkQj5$*O##yLy>_C4{jt>3goVsTFKXj?rmH? zX>Mle`%WnKAYojJ&8n0MNlkCLE`azcH#5KbhPrkSLuMt-pKUxIZ(T#Jo@9}(23*Bi z&z+5Z<(`+f7DRV!YuBjR?o@*-G8GlIG{UgM_xg%njDttD?@{ZyniIx_sbH7zaW8dU z+)1K1K*HRfMg5bg8(AztrxifFj&pEha3v+$6Z*vsLlw=_t%I)1(=Wi^s)5{&ScfKP z$3Eww-uSK9wndotkid9cfI0Ng$ak74!I9cG18zDZtGBLP%e}KzwX>3yxeX=<@d^=z zCzL}c+H*GoZVvHVeG6r_?ov~)0Y$l9VGNhsdPi&!3_nT7_S3F?)pa7vd08{q4kc;& z@VORf)AF**1N62vgjI~SKfwN2{ZS`!JXmDiqcjJa5c|w?IE5z^?smhXWxH4LFYKqfmr91XT7-_B(0(M2`X?c(v{v_%%cDr z1OfOiiU@86=3sHZ$<_BNrIZ$N5{OGZme5^#7cA+}h@QFn?fZNv3{OXmtp=M9PK)x4E+f#8ncMt$T> zdn)E?=?H_VbX)Uk5%~4&n8Ehu8i|K{Wgsorc@(~^29x+#K&+HxHPprcV%$u9X<=_A z$n-GOb9RezU+#U1z3}D39-7iEhNv?;a>yu+a$kK5 zj!KaiFX7F7xOOfw85u)pZ!VExi{*03XlPn`I_;u|VQs*RT#u#9xx!rc>`@73=)YJ*EZ&S3^idyt`& zho`6_#(JQ(sK@Zv^`2U_R6W{4rhN=g_Msux`-B`Z!h4Y%@IqQat zsnu{A@gzCUq`!$}#*lP$_J`P%Cvx|)J?r4JdT{R9Td%WA{wHQ8xXyH181_x&4SVa= zdJ3+W3k^Zk9?iRzgar9P;N=FW+~#M#%|8|?yD- zsBRS0{ninPK7dhHxwRkTmC!o)E&!|v>S;H8i`Qe5zCzoZdW4z2swg3W!5qQH?jlj) z&3E{Jerp6Juix5~Gu1d{; z+LSH!v+Oly@OZGfo_n|!Bx6JSKil;BBR2FlUKMK!C*V2yN6e(VYd2M{1S5w`oA>`v zfd{^p1egDho+{;TOxzg(Y^dvwt$F^+J1WBgpNuc9l`GSyRetRsH#OLL_HlCYO10mK znHPFnW7{SZCeF5&4-Fn7yW6n)moeFX!W->nBD~SNcXY}@js@opClbP41G$?cXNG#Jzv^41;NqR)rW>{Vc;c2-+@1T7H z8Jw0XL5@i@3f$cmX){ElB!q%+=am1mWbT&q{HRoW0uz^K_p8BOPvHLROB&s?g&UO- z|1Brs_M>4TM=+nRDyis2uV7?()a-onWr#N7r$_3V+wn*TKm*VdmRO>LEoAZQJ|o5jzXteCMj{&6iEqE z(ps5awQhs!QBRJJEOS~uW2I7Aph@(MWV{^={|*47`1{|Hnevii#H#*TcX`3fgim_K zqeW5lL8D7#mwJ?%&Gp*dT`hNR;qu#~UG{1fwa4sTpF0y)UhtAm0Vlq{zvjb6#bM%e zo?ak)8`enW&eSb+GLyw;TdFI>Szs|l6HFBdQ<`fgCErA`_wZHI4}Wnu0kja~PkGG0 z%I5iW5pJe`6^(ejm>?2byfeN=dU}OD8ef^Y48A|x^7(m(_{c>mB+MSN>bH^;vmO1j zC3V6Z*oc3UO2}_LLHsBDoR@{Y;B_zQf6EsZWoOYXaQ9W7U0Xv%?MYly0Dwm_gwKn; zJPKMuzrL_|*;3*7Tyd+sXKg8kn&5|r&9^$$&Hs*?iXM%6on7bSgpO9Si3G28g= z&bG9e#7g;8$?P6C;dV6S#1BS3YKhj<3$OAYRRX)TXXBxn<&ixXuYWNke2V-+ICv-j zT_Jk^%3}c?2@Hpun>Xpytcm=x*;FSwS_+Vm!bL+xyubRdn0J>XL|?2=W_2GBA3OE9>R(so zk1*jeis#UR(7axz;JTl0HI*KN28AveaijPvgnywQqY-F7gcxJ564%`uX@0RbKySJ$ ziJSk-VZx0Hl*w1F{e7caaAsFdnn&?+QD$tD(7<$%sR9-tILrh2P~Mk$X`(T;h4z=-81de?MuA7%RxAt|!jK%#tOeiU9^L z#!pGurc0a2A$t46a}5qYB@FA+qdWi4L6eMBe#L()N0hY=Wuow4;#SeTw94|ZCy@3j zXS}%^Y+t~v5^SHW(T8=lC|0)2<8JlRkk$fcUieYJJ1Q)>+q+g69lT(UB8W#(aixeR2hNiTYTaTf^@t zxyK9`4C#Y2@p#o|q3{A{cnPyn^3a2^pl4GAU%4rfW=C#c!vtd;V=chXqDc#(BP?{k zSms`QAGYxdtQfj%t`o!%=Eye)6zxuF1zNK-JEA0q?FUKrI!o99-l?zwOt6*|_Oj_Q z7LEB^+dc z>WQ{O4(`gc_oWnC!Zuib|%Lau2ntX0s?!E=qgXSvDu)9=m!Kz4KnUfgJzfO9P=Ujbi2f zb&KVO(pu{)`MEP*t(Ea{5};{vnm*&250@{=aAI>PCxLD#5XpZ#+9 zE@4<+-0+A%WTNF z@6~H!)J9AM$u5-`&#!Pv_oWc^x8KzM7^Nj;@}2uTV}E!FLvO02enoMhtLPE~_Mo;n z8DRit=!nNn4Rge=h<7`Bd($@*V0Tt@C!J*53mcj(vy~VGP#i=$OaICmdF8oDmtuKY z?mORYbi_@D%w*AxLaZh{YP*Q5@ov3+z4!E|N5~8ilMK^aW!9tiv!PFze@cZu>T{Pz zbmVTSi4nF076>;ifFVDMR{m_lqhAq0Mfbm#j(2KUcU&hCG5;-v8U^@^VYFR$L%vdUK z3FoaOl7+oVVE(+EbC;I9)*MUwLf}`NswxlY9}JDaM20re_^D|=VzbeChs*_#EB)K#vqowEkWQMn{%gv=i1Q3gD8!d2UNLIv}?g~3doQd*2 zJ!VIT2%>iTruOlJ<uc85et5Dh zrJhvC2vKtMFZ`wJooambrV$f*>0vcEn{bygMskF&+V4|cKj}X%81QmpAIU_<=OjV@ z`H&oCwG7~6_U?HKE)BCzawAfBRf#<4Q103TdQ|@t8hG5EB(tgGFH@E@gY)1lT6rhi zsa92TUWG3Ub`>vRgQKAOC66t2-3@{z{d5McU0A%`<50IKmCMvmAL!VbWqq88m(XL% zj<@UxPg{^BN)5{eG=WEsCNAeH2o_tZ(c`aB9AMHBBtqD6;M8L<%$L==;)04g!=If5 z`#BmPUBUVr3Hh5p-E*3;;WJU%4N~5*3zwshI_g%Leaf9xK(}d^Ju&mGXzXnZ(Rd}j zjpm@*sKdvs7tH)qday&b%&vzwY4+Ar?P-uY_}+zzM@x znOVt$ow6IrF(7RXeo`f&{$~_R8dFXxT-J(BcAcS5XVoxTJ$ZC_B35qbDdDSE3EECl za`KTx^-#t>`0i-7pJF8h8eCgTw(wy*Q%&3P=Y>dIOuD^> zC#%{nj9q4W?(zx}%6blT+)#GUW0x8EQ**^`aZFi>vGjKL;@-`)#QzWtp3(2A6pz>5 z>p^(3S3AL_-b0EtFqwdk)cl-#Z`wFFD{AHIYl0uW(X>Ok1*on<$xL%@?xbz5^7bj> z_kPKvLyuIPE})BD}XXc%6XgfE|I zA;rpEdL@_r`AjrHBlnVew7cWaPiCs^noPA5uL`0XNv|zkgK~FpjbA}~)o;)_qS+Vb z9x9Q{Oa}<&>UEjRduIF?P28=r65|a8%)mU52HUCXiD7TQ($5Q3`DE*Ox}TG`n2DC( zx-44QJ>)CP23>_}91g>2zBhL?lMWVwnnUn)OW%O9w=k*JMOOMQW8#}WCLS6=MHM8c z+`WZ-TwU{$52|Opq0As!^B59>2ZoV7k#hJ^dCB?f^@eK^VsgnM8%A^HrW z8Q-6A5j;TGid6T$u;jZcX6p+g&lCSUj&yf@u65>O;`lB~wCqV0&@4$4T~gIwDSMEn zIqI(NBtzXzlhab3QhB#8U%dYOIY1RoFUPYI9`*N2KKaA4Dz;zWQ=~3Rw{+j9xA;cR z_CbaGULe6VELKo74e2u8LzIEIO~Q$mF2@-B?(F_ds#i1J@&mu(9+GHnQD}h%Ib~n4 zY?algAFGv+rAxMY;-*fR&t%vCW|JoS*q3I1xl`ch;Q?up`OziI(>&89aEUshp>r_v z$Nh}`h0{}+>u&COl|2txb-)EJQdU*b6Q2GX{G3PTo<4@OZ=FqTZ?s%PUb~`=@zAd{ zgI4+<^{N+*hgxM@WR$*^$P;&pq7c%EEWX=!bWTzn5WX%valeCnD80pmxve z?-}x18OG868A5Qki*+g$!9KDNBolHbn>=q9+1DcHx665BrdP#rs=%%OxBGIc4bjF3 z(L!tS^y*ZCieZiXVe0jhM#+LF0OfAMbf>gu?IV6>3<8Vy?ybxW%n=AYP>H<; zf!qY37XssX5I%%}q+e-iDWtV(6L9^-Ht9Ok)ac`N44!VPP@Q0X(ivhQR@D$DrUjmq zWR^}D4|JrfL49`(pb%JFZ!ax1HTBDz=MdM+8kjJ(C|rrY9%a*TkprquO6W11u>xTv zLP20qUTU>y&;sj=_Bwxhj1=;>#M;`u+4kAT!uCG&F+mB`H=1WfoN*$~xTo!1K(ha` z$1DLLVo#prUx5og`zV0-&=?nqdVPLcc#_nw5&@=>?JL0j_f)3LJ$`4df$@{p}t;KY9 zxSlCE;6GG<17EB+I8$oUmaqyHm?Dd}I!d;d`$jCRT>C;|4^riVv`gs4Ut*rjuvHc} z;hUWLAltd|kRWAVgAni0Djsw(M}{; z(Wq7-dUXowiVVfAtV6t$2FMupZVQn^0VTG$T4|B_moyw_S9VyPmwSzED=#PxuB$ko z??4;1;k6o^udG*Al2?<=6kewry*)#ONEKyZ41#^dR>6&z%Px7qy+-d>HAV8)8H+5u zMXl#hSTqQNKCj%LH$ZMb73ynZ=kU9TvKB%G!|%*uP}vM#T#gX`_(fnp2w(mczj798ENJVw_C8ZI$3`~pxCF61;MWC1;w z5D0aGm9VK?LE+V!6M6wC)|qQjWRv{i1K0M}(2lUj_ChRfDGCMIqxfxyA%ET%7=F0> zEr^@~v<92}6N)F>y&vbhQK?&l|mHYFa*}^ z-;E)2(>EVlB%OqETF*xyV$;$`t026jx*5DPCpugJ&Ag6(B zIUf^RycB_CS3c`L>rcz|pc;a|)FZWl{sU!>b-?>Qi9&DvP(N^PN^eJC+g?hoWgZ>sp}2odMQG|!SaoP*&r1KVQxgWhG20Z)DpQNEiH{E6pGJ`0B1G`TITY0 zXKO`R=PoZV1FucwsOZ`^1%rmLi%(0dLXKPwQ)N2&hHxIO6n|>!4iq#1TWjq8(2Tya zw4awU1UkOx6UYA+C@#l6R=+aTUh$ao4=_i2D0X`>)e!hxu7Sa)_&HI!Fo;7Sa5=Uh zb?x11KTaefd;c;NV~OHbKw)`#YXZ(FveT^VYGQ0B-x2w?*G+Ry)TDGShCBWyh2 zW^)kd;~refajZeoxC-UEPWzv@5`+kN_)0YSo*TuU{!odc7R9=DRXv9i1BX@%#nz5Z z(h5M_pTlu(IxKsD(!R@z)V96w5S_1F3$IG#`-iMYjQV1--eexO7iA*6lUL<_GNpMa zgmemO+*n}OAR@Lpw6ozUZD?p%wG4H)M+lms1^ABEumh5HRy?;`c3yPc7R*k=27!X9 z1-8gr>n2FgB#2|x&PLVjN@aL>_?*JdqJlNzaiHHBXDJuJd}!p~zlGxN6D!*r4XU@s zfkpkG949b7yO$ zsL#?L*!&bGJCFud!wW67KaPgV4#&98+$x)aiWLrSKS>yT;Tc&i&|tMmBYPZT>WwZ6 z0Kw!_$}6y0y0Bc?c>NSa#&F`xVz~1<=bN78tmZ^cf~Sl5)S3p!qyANNFnk1+*wI`C zZ}{S{=jvAyY#GGfb1K&-`F_7KY|mL6T&X+(JP#7AXb+q_!-$rET|*Ig5PsgDUW&zN zJsQ+2DW&P{Rk7UA7!<{1?Zh^6;pBmDC^rW(h>9G7cA2~I2dSPfcaKJT-qr0pjr2~x zQ!oB0^fJ79^+oBndfhjB+02_s`hasl#d+j7TdRwgceqin!%=DM= z3(wNeI!VjLiU^-}Uu+9oKsuzLuuuwkJ9jov^Gj1)!O5rX9fR+v$j>G|%phY{ML;54 zG*^K=*$vc>6Iw+NZwZQqu<}fxShwkQ2~@WN^#`Wyv!d{Re%gfv-~Zx53=N8gH@65) zWqoM(c?LO!^g!Ww0h-vj&^RTe6)^$2bTLVeBSyu@3Ahs<`B-&p!bH~Wg0$u>YLD;B zu0&&s;($1CoeFJ?*7f+HYQ*QcqT&j6W8>&YU&tUaG|6c!T)llTIfOC3ySsZ8m=sYC z+vpv2oAGRz0tk3#Nk~BPi6B%=!xX1Rxtk@+CU-qinCJ&8HY4>ApmEsZ6R`d80a1rheFnJ6EvM{GPSJk4VuhFWZR8w!Y*Ep zisiS!78KZm0L*o&DAd3~HWL-w$Iy|g5DabI>Ok9$!13)5#Y|_GjKN-W=63{+4=wK4 z3&}eh!v9Ikyftnq6TJ0QBJw~ZF^&O$e1qcG2|)8Ohb=PIDmpc z_<)M|SwiB~d3isiY1T@vR4gjju0e*GaiLy{j07+MAKr1@b)8L3D;3Z$z!vi{#TOMQ zBEI`d>U6zdlT$lGl+Ai}cuqS5v_&qkeNOM7G1x3T8gkvB=^gh)*jU;PT~=Va1T27P zn%vnSBNLxsm88r3bzVt5+}XA{(G;vN?qn#!DPZI_zBeMlcpoIE_n68Xn4r!s=DG-qPL*5ZfMjy&s;+Jc3( zhh^N>!_@^q-#xbo9TMsYl(X%$#2`QT`;u#w9Q$aH$ohC%R#w0HLom%zDTz8LPjwVo zC8$&f)R60j6cA}ub@e)s&S6B#VG80qi*(Uy9W)lpnjrzki8<%UmFmcMbgExzb|)VG zaRq{t9e1vZ+Y|i=FYu@nMv3lPq;mK&)k1>jgbdlqr+QFDh{$lVzkbe#>{$!Z{>z<+&Gx0943%j$k)-!}8Jxr#EK*%RCMD{MS9C&B#0iFGv1ziaY z^oWY}!Z0Y4V1i-d zxfbF10%}4=;VH&$^RbB9^fqVzWfSD98$}~@As&A`X_Tl2y=<63?e`X0Xw|N{-I-6% z&TirpJtZNbuIp@s7TXjj9YAvwWhCTdKLD$Ed%dSBCA!5(EUj;5plk$do*S4N>mg7% zAD)XC-_0#vZh%ZoYu($oZ`qL`5HNo9QPYP@!n^Fh+J{-f_TYX#U9Lw z1*|v*LnH`*xQdk=1+kd!FX0+-1JyCuJYzl!eC$#Dv;k`D#fw@b2bha2#viT$2JhRh zN-+EbLCJpBw)h04ERG`c3=#33NQ4F0?V{Qh6VH4^ktU;zsHDgPP)vU2%XR$q3Ghs`c!U@OTazTi7(+`N>!$FhYAWl z|H+e_2s9oZmTPZh#O|k*5`#UTK7l1@BOu7N6Y5g!yXmf3HO6lBjc=%DK&I>KVbN3I zpgDs{Z~^}gYNFLbE1RxeYBnz5aBUP?LW;l~R6gN6Nk^wbS_F#q1hVE4&9qr);XCrG zfpjdG0~Iecsyy6lE7WteX@}OD9nrz9ImF=e6d)GWaW<-Gh@zA2CisXLMNV{n)ptX) z;g{Bxxo2AR7pcWq>trN?g_kwlhL6RLb78nWw>N=0iS=q8SGYM2G|d3ylRbyU@lf~A zNK5lY>{Ya2P`GW{b_~kQ~NK`7DSYWKA{j#kR;ugonSaGJ=$ctKshu zB^=QVp_s?_k26mWUiLlgK7O4<0N8DVzQ}5#?QxqnWbmi6{KyFJ%Nxgq$_(qRw?_;k z1FhB`9n4qUCuB(kNLV}q7mRBGeplNezM8&9yJY}m_$0@P{7n}(XB-dXwU7{;tV`A&gK@N2>%A}6w2tYN5J-S0-Em#xa{&}zd;CJ0Kgzb zw8O}rc0r7dySuI1HK3Ata$Vg!OS`L6{oqaUL#w(39TTUD_BxFAt#u`s7H&lXbTW{^ zqmIhcz@84b9=MnqMG3b4KwJhdJ)&Gf3CUV`M?+}nO4tJkvLxB?IY2rL!l2N9U%6G>2%9%S9 z2P`Yserpt%D8*U~Z2w}|W~^Mwwvw`6`srz{3rv1Q4}}sqwP1hojc;+L1M^e%O2xIy zm8-)A=3viIgF6Uq*&=$%#Pk~Y&)BVdU#N2zb$ck5YXK2D-^ExI;zCGkfGd!q4<$pC zy4g(FJN~cui#Uz_v40i|9U&2Pu(`Qd*mb%3i}%41RG}r-TtN_D@bQ-q z-PxBn$v-#Q%r15)1SbXwKx4X@k}&uxCn7=eEqv#CzWU&*+cd9;Cu8|`5p^H0YQkT@ z3o|AMZ_Q<<`g`&SjM-VREVlyAngs_3kwRcE0=akMBQC~uU0V=LCS?4#8*5~~K}Ru+ zV6cD@GRMG@ag>lytX2&qPNdf~+Ph%cy&|kBm>D?yv>PfRGmLo0fEO&5I6#?LYp^J9 z7#WQn>AzG($PN-w@!HR#03KsoXTRd>u4l?>w;-O`dIQC9A&NqSRN*2uB^J(Ff+B=< zdKlxeKJgK(H$&Lt?m1hrI}4t*$q~8&dx}q<1pCP!sRtluD>qw#li+K$rve0_x~OMo zYDn-~baY#9B^$P=urAS2SUAa%f3}@gNk@xX_C(J2Zys<)D`ftqlRzi})&q#l#!*8B zrYeM|lN{nZV`YrPLa`wONDXZp90a;3*#E-^^;RX2(?*jJNfC&i546-_AnGgdR~a?F zW~@A##Ix?TwY-j#*lU_$o_SV@_hSZE@0}c_iNA^f;#9CC_r5%XYzM#Q=H{>k0P)EJ z=>>T}BIX?&E)M{&b*?MdgBzSK&YaBb>_8|}bQ!tm6m3mD$QbGHc?POO;j<#mq?jUz znkm~}i2Zj)02il%^&quOUOy2K#@NUsq1V);g;dfYFl3UWJfTn!EPqPHVIbN=A`lx= z9xa~R3v)niPiiSd`F+qVbyNBjcsAD`efR?P#$*M1)FFs|GZ*lE8bNE-zqCLIXDb2$ z;*%I6OPk`lbM<12ZMpF7t+eP=oQ>Qc_ZKkv#0FxUnzrdLzKw zHi0vai?$~aFh~(dmaYS6&S(6AC!9Si)d)C2yyS7P8?tk4m33jw8_!Eg5$A>Fq*F)1sjVwcrB zpVKBLHBv9ru-4dGCq!5DG$bHgR}bS+I70F>2!VVYx(ecr&A=#{i>$9mRgm7)kcCz zN1mGGNA|y4^yI6kQW4B_8Wd?x$wDbJBU@0*J~^xqnHeKnW(Hsip{$WQ!22Q`bU-ji zz;(%f3Vz4Yu(@W`A^_``_D-}weM7t zu7OeyY}xD@@6Q~+qI(K#`=*<@VD55Nf?XB1^l-r8L!xCFzKGzY=S)CdWw|$386Ae) zSMCa^No~xOS)pEsV}?~wv zwzA0_*KZ?p=QRHf8#RXoRmp0f_Q1K(Hx^d00v6SdOhY?W#BF(!f|smKe+l2m>*w#! zmK`1uQ3tt7oKWkb?zF5XcuZQS>{`WXr_@xSiLNiy3%Q1W2P(OCBv@286{Q|SAJT%I z8K{&rGLahF>@#$rR~W%bYXfSaRF1Dth=8J~1Ue^Bd$5K7}WpfFu&L zhIJ%-klVvOvw*Tu9<;+VfF51#qtu)?X=jlXN;@u~tEAs##e!@T1M$%>a@K zN%ESt>lHAM&>kirYzYo;sh#aDuI|HT9i~iGbk}PS%Q;8NNjj+#kqpc=WeJIECQnHz z{Lah2Q@z{w(b`ZO{86;a=?6Wx)|XIX)(vN8=j5d?U%spYs8;-S!x)Rqz2xNNi&J~| z?zP_8T9JmrmgaM+6Vc#_K_x=}uqA*^Yaz>wt35L*3G$U_Ue0^M4nQ!tlB#OhOOFut zy;9EB*!tP-C5||mDOujyr=lKak)E(#SyP6@v-g@ziM=}}?FCeSttPt=bp(oLW)*Cs zC=uLwq;x7Lb9qp!*fJ2IdVm{+*fi}up?w69iS*^c-ai0JTn0Nc(xC~B7R6N9qfIub zsHtl-jiaeiLP7&~)fV0=(RF3U8ce~NN3jU@g>)bql&e zv+|B&*a?`zEIbo&fS9E>Ax9_%jUsf8LpRnSup-s(dO~C?5s(QE=%iNvt+%rA0|1Q% zD80Pjwk27+1FAjJ2s!;Z6wQCu017|c)?$Es3c&P4f8ptW!AiJUlA{Qz-B_REYSy`6=N;nR#Yi}dNgobmCxOXg6i?skepHn%~co>o={*lB!c!@ekFR#7$V{zcGFj~zNv{2`{OWajRV8(igHdLKt121__<)D zC0{ELzD&b!GkR!eO^)s2#TNi`mE{D#JgTl^uXahR=u(P8u7Knm)Dx?Ph?V9@3<9d) z1?c;>SOkc3g)#AUW4mo&H~oVHvYPa2AeS(-@N|XiN)XaK@1SZ&;pwg=fap7yj&h#A zaNz=^Y||OXI6uf<6hzrO2>ciwbAEVCOg`(%fX0Mq`su_7Ghzr0(>rpWkun)J2r3Tn zaXP+Ibn~4%v6h)a7H^RpR;y9&GDLtt)yz z{P4p;r(eUrU$XB)U7r)HiO0~DfE+)83}Cm6mH2hfDBtARFvSrYIgmg?jYGE z^M!GimjXTV-eUKO+P>AxhO6HLoSR;LasAxW&pf85VGybev`J)>>KtM0DGx0rIgW09 zfPLU-EvfH{qWooU_;uV&wEQ|zA<$TjMIp+(vC&bGvJoA8J7SZ`&T!M6P6T zSS20?p<51GWF=0unC~@PZ#Ztr0>eMD_Nf@OjFiigmWfBhOx zh1TESzba3qB=$S^*FB|vh}zqKcs0s%zJ3k(fBE~%`uVt3JB;HOFlH={x_;of+?LIr z+t*I-i5M=sZ2t~{0>RX4R221m{g=KsurZt<5STAx3dPF5lxS37)xB-A=jFR!?Hklh z_y}^mSq~Lk`N_&Fn_53@`T6RSucJ*0GUGAA^7ZSV-pHO0A>)3)W@%tnzM`j%>-4l2 zC6#g6YmO>@KKt3Sd`HhKoIku`g+M(*E@aJz=_xa!grc6D>5{X|re_QRKla}}<9~eK z|Lps@_ald3rG3rAB9orCQs4Q{*3Cb@PS5Y+H_mTly%CVVskAZ|NYB?i&SCG4A@Q)bx!jzP`NR{5~wRuV4SQ z?^#rS{c<^JgV$eYT)O$0=u%SCCVV1kcl62c$w=v8=S&`TQ+?R;6>{Sj%U_RS6NSc&U-;<1 zvKIcgYXmQ>sq-J(#l`18*HraC``v&4J)g!u-+%wUKmYpuk;Jf^BziSpO723ZoT@qf z`nKo6UpM~KYoK{!v+}i_HhFKu{(g+2WtLMCIvoJkUa zdNJFUaJ`tIKSVfi@--?ur6t4o$q>JGcK~&BXFqp139azKectiew{WINV&stj2u-`( z)4pQF|7yVdSAylge^>Ir{-uQT|KmNBBuSSxD^%>C0M#x)%X*!M9F&3acaKWxQX+4I z!%2z8m;)NEMF;;HAO$<`T2O}U#Nt&QbcvpVVNW^?fW!npO#7Z0XhhM$tku)gQ-F*5 z=f=hWfa!P9_pH5dQ@j&E+&NXJw#UHebo0~t`~N)OxtG8F)uc;BP%c4Qsw@%m0+1Q% zcl5Jn_>Q}i^CAt$5~#rjGA~Vbva5f)6zrxSapW@ES>W&ERh0x%F0J~!UP(XH+E|qa zsmXm_48bJOWC2jm06iKB&e)Zh8|>}JIJJE_4FjA!@!g;M1!)4PI${XzQHU}5V#)>4 zq^;G|)Qs!e1E1%z+L#Qt<;VN2#_0lHT00WpF7rKq2rbSNm^Rs)yAx{q{pUU=!0TSa z8FY}}P?xFmo#o5HL7m23y8nj=@Q4)^HV5}j7Szm&xxb$dCct~1ytpcF0##OSTMS#l zuFm!}qERsBdX+Vxm-*8drPi0cyiy77!GP)$LY{7WMgx#bXot)m`!7F!w0_VYIuHCv z)$2LnciY;J|L&ZR4+?-_7c~yjN_ute5Nw!$6kdQ+GF|KR;A~HT2seG+{sV?J-~O(4 zCFSZT7(qRzYYjwKw>Lv2|IYYo66Ti*%xv+L(}13jS=3qRk56q2U?;WWvT^e0ig-A=1kNd)B(vaN#q_`+nx^MjBv)WZ!PF6=jCyeuBii}WtSf0TGgmBnY{s05mp znZO`OuR#ZQ5Q3b&U+RmMMM;7X=NF|f;^7oUpG7$lUg%2FDC^?*Mf`B!NnZ%v(MCUk z?Y0SSQHF4cpk`jx#1kUJQ0u(H!Y1*90 z^!TBGG7T_Zbl#K^Bn!X*hh1{n{8;VSf`z-Do(C$>wRu*jAVdw<+$Dl;F96# z2TzXtj7bBUVURL7^Awh6 z3_{F@(iG=Q?rYKRs+aF>(pA{~;tI7FmqY|#XwejKsG;O_g#LYV$ay`nZ-~PotU2%# ze5y}q(0!Nzeb@wUm20vohW*TEzbNgFL6`!#x(^4DMy1CQ*%+a6_AVHeeT13r={>1ir@ zDdrHkUHawfwob{VIRE6}al+#A-UB%2crFL)DZn`8n4I%LKM#))6d+x*FSIC1GD9N3 z$>THY%2kyP){KnV{qhW04oknK`hd12Dt7V`a{0Bf*;+I+PVLoSc5_`PfnQD&ATUm^ zi>DwMIcj@dXD{<5Sky9V$Bw>*X1FL$SL0iM+l7v^W+Kv4aL%KOJgwpnHH;@nk7RKq zq1g~_qy~1cS1*7p#nTGZOgZ9PapZ&&LFT@zDMdm=BUwlrDGdMmtIIyB$JzK8!{uwx z*u}GroIAyyRzO3?XQ;OCsRehCt0aHkpkDlq%bFT2C$07!Zn#1n(MI88wUT{2ImH&j zt003$=*?9qJg}_uu?DTIHFl^aQW#ufM<|aRdgc_@C*6Nf!JBJtT|9P!8gBXhl_~=B z@9`;*@H8VFt^!U&usH)!n7&@t>LIu{G(58G`|IS%+&S*cK5NuMGAWlIE{vNAt-CP7 zsh9a-B#n)L&G8F3BkEJ;${{+lCXW2%{;`gdTBs*BJPZmCf8l8MBj?sLzn!BOJ(VtK zo?=AW#joJSG_Ft?kS~K5S<$VL;E2}l1iGjk>l{RG3mkxU-hl%L$^rYIF|;oTT;l|L z_MLAZ*xtoT3^s^?bc&-BmO1@h+Maj3yoS0UO=r8|D6HxTQGj5xJ3bScJiyskqmv*20iDnD;>b+ct58mz4SJh zUVSK9e5DZu6666Sh}n^vhYaTmq+4Nkzfs2u5>Y!~ydcN8vf&>58a;L-9=1(y1C=}sr>912ai41#|5)1W z+J)$3Bn5JhmN|ViK(z?WcVTB_C2K0-m%^MPEKI=yUus(U$S!5t?Tz$TOBWJ;mR>kD zpmVUwm&^|s&q!}0z1lPrTXJ)Y{0aB%U5^<@|e(9~0_i_Kox zH03HF_374~SfWmA+60?ZuHX)Ta(CXK-+=JCri}o$btiIYy2b?mzfcFbtifYi%7GzzTMvZhZ%i-jz6Aa1d+2 zmA8hO*`jW2Y0H{IW3Aqq50EBRuqWguZ*79WGXP6kPBg)}!xq;rc+Br{-+^giy|AeXkMwGrm9 zyOXnml+gicXj(vLmWmQ)*d-UG8)ud2v3np zO3G@dO5$+FUdaFCtR#}-cAYfVxL84QqW-e`)OFkH5&tYi&o9r*SZ6G#IoawXt=3+U zQ3hY|s91XlQPNOF>OG&{+dmo6P6#;`!{((tY`8K`WF5``r@IE1QLbOwrps`);K$!x z9(=fYRx&X4*Pp)yC+2?Za`IV6#9IvIY|WGUZs0)q!Z7GI%DG8n0?+Z+YLS64C~^ti(Pgt zaJI5Rj#vP_&N?ejM$lm}?kGxK`I!4RIVEFShl+i@8{OhjYwHR zltk6>&X4aN*+S(`RxSV{&@EU}2&%8vl}07E&9qigQ&XGe)GK6c<=&Sp^FS|eskZKe z`*05Wto%o}1tA$PO3p}P{-WjM1q&Z_L>ROqa6)b-FgMEoflU zQN$x&Koa^NIV)r)N$XW+A$YpD@laX^)I}RxXWV6L_VmIOtJYNlg^{}(?xD-VhkzTf zIS%5RaA3J|X{**b2f?#RybG&P zejJ7TL{3z2v{o0Ve`)8{{5dwRP+@OLVhck3);y%D1~$2Ke7|+sv(Wj_2Kk%~*? z5v9J1Ls9Sqvk^D%+_^JYtDm})S(9!o3U$x8JtegQ_41#(f(~`HRs~B{7;)AK9r3tA zN3=bXQ5|HA>-%3Ksh}?%Ey+w0_}Jebk9!qDO}fKxgU3bZB_JWlS<$r=%YMepnd!pr zw)apCYv?!RM?rY-jZ5K=UG-OxP~F zmEiS5C8s$B$YvPI5;r#VSO#P8hOg16et<6iOKpKXQ^%6ePp3@5hRAmAE2vr8sF*}4 zA2p+C*_+f1Es`L=ppcVumsux$yNVGxBocw82P$tFWP@V;UdhfpE@RNt%Z$Lojh)0g zg$|2LL(p^2wRWmVzjUx`O~hge{f#6X7+&@M{p053<|N^=VS<9)UAm>T&u#JRZuMJd z)qkAbW+b&+_Cvl=Kfbd`*K_Vv&ziGOu`-v9hpi*6Skrw5@Ppv?N`~xMjI&t9!E{TI zE6Zt&52I7F_Z@;9=gPgg5@9nUW%`82vr%RA8}$89#kc!b%0eZfqdNEt)YGo?X)SRO zMR;1Va)HMFH9nNg^>G@bnTV%m87j&Q+hSmFEv_U&7`G0K*WqBEL;e^(EB z_s2;y)&IDXk{g5E$dQ7;6!keXXP)8Aqn6wB;6CTQ3-q@DM@TPBQLB%SjaA^hXc~=} z(Q}5{GuUxVh4QsmYTX?VzGSU0p8ZYcw^vehW}(J`%y1%~g6HxZXx5&9{|&%M9S=QN z<)`X&6I~21nhNft$P?^uQaObREy^iu{-D~+sK*&&m=p@yX7!Sy9iYN+^d#%_Gb*Fx zmxunla-Pkd((Lb4>tSy=>{?z&K1vVI{7i z34U4TG!6G7swyf>d1;6!OL1w1P~(?3746-Wu={?o{n?-XJeiwyS`e}kuh@!t5ED!^ zUCOgBFunW$H`}UNU7)Z7aW2%MW4)1)5d|_5&spm$A=Bu5eZ2pW(Ib0n%x}Ek#tq9| zK>t*!@A#i(B1){zGK@-Yq($;;thhnfhHA`oAKS-e&CSpu?fVbJH2d{MO5LcRk=Osi zL2I^fG_Q7AY==&)jHcf;Q5J#_Wo#Epjaokb#bF@Cy=&L5eGiq|V)qrjTZk<5*0jxiTAZ3e>fBz*G;(lI0wr zepJoNZ5y|Vr`<{J@(!5B&C4;-(4!-iV9EXlO`%owHbKtf#`~6BOy~mrvkD>EDMteo zQ8A)d=J~5hMe9a&wFX;7CEd$f`|KXXAjOtxZC7lY=IxE`vMy#oT#kdxbdR$@;*qmeLv`psw`^NF9eE45Et9jlCU; zj7e7pZc7I%=YL_wym_0j@%q~>U0U7k5fG|)LFy%@DTV=yyZu@3t=TnO_z|OUvYRQW z`K8sT1o9+V4p#)m;cutUP3ib7R2?Rex?YeF5xQapE{-f(m}L#$9~l;Gf#j*WFZ8j5{z z+fVzC9XsYaR&g$RW~2Vo`}j|icf7Boqw%5CsYAC_wxlK`;O5@aL?o-d8QpO#D&#_TzqL#HtlMm!F)VM0S*bgB=Cjp)fPEi; z=sv0jDDYXLgaj?AUBbnRD0)7o`oFt`nO1df^6m9ifLNczK22ny1+P=r0m|fkTid4s^5|E_U+pT z)CY!ygrutI$61cT=GmCA8`Jn4>XT{i?SE{(v$hZV0J<{Qd87YTAr94omeIgMJ!B!k z+XaU|zPqC85rYrad?o-u_3^3U!9N}iI>Iq}d`zhv-uYYAKFW|ep~E@Yx_D-4P0eS6#e$2p zCzCl1{v$Agv)oomVTB2JMpj8N78JB1Y(Igpd22->BB3hW28>r>sn21n_(w-^9xz$7 zl98u?60Z{xX@JBq*=ti@^@~@Mib8AF7dgkH`jszfNA}sI@27moCe^X`W|7r*kl zc<~}(yfWanQTyw_36z>j@i&~^mt7`;ghc*N2>AuO=OTKJk}uA$|gyi_Xbd$d{z`HIs$eHJNk_y7Y?h7s6M!x2w)x_e3yV@?1o7v3 z)dLk|zcvI!KPCOtgx_;<1M#^PuB7ebqP9hnrG~mt0-U3cdjeMuo%IN+$+&kvVN&ld zV77HujB>sD^xM@r$j`a!Na4KYK$`P8j}~)mups(5aE##V_Gf^;1c&df6RK0!tsjQ6K=l z?)knvzuDH-wy;e?W{hoDB?TgQ=Iau^HAj8}y1WX~YKcrEsr*mjsHs1=2*$ ziWDJw%c2Cdvw9+*0i+PHeNvIqLk)^hq(kvL{U(a#xP1!+uvg-HU&gXx@UnJ7pwJT; z=FaJhUi6u8Fa8M>h)$SpVE92uO2d*cn6Nf5zIu$gtOV9CK)tXvFUwHHNV~cuMEv3P z6e}kyOPup;3;Og4DsH@GlyM5}?_;|94RJY{*3s9c(6q@W3~;A~2ndv(=z9IYtW&4Z zuY`;Hf%Qx&TBm4?xaN~vg30Dh`rU2a_YXC^*4b{>HV8YLkvR>9+TI>4WMjb|Q}h zk}O>M>q|F0L@5*7*aT{;TtyyLtkeRWLx9sKUX4#PLVHX$&`f-4hoH%*$yi`+&{Se5 zuFjrrt>P1`d~4tUtSvC(?}xTGM1lhL2|x7HPd}kG+%)VPZ#A}7%dPUYplxHq#Wt*KT(n-=!T#?d7O)9ZHgfCL2Xh(4WLgD zQi0*~(BD~ceie8ea6oL%r+A_=mpcz_2ePwK50Ai5SJFIKC!tsf>-@Qr4t2uw7{{JJ zc*#2#Pcim2-Z_3L2SBbX9ZWx*aq><4K`U3-$CO~oEVi7)0SabUurqfq==S@)B)w~( z;N0_)gfL7uEI|O(&I{h?;}us@tyQ)0&>Sg&BUI**Kuvt3n@9wNB|&}L87oFVV;ZNH znRvRokNQA)XuA)C4)e&9_>zD)lP}zhgC~GEVxD7-<02l7a}-DPxIs}rr|tpq5og@A z;7+?if};lOOPx_@cP#1dXpAYTLf7F=j}D87weI5y!-Yrna;dx#*pTF>0A7%K=d41o z3=;qp2@5A~aUx%Upq1o#P))nfd(d%fS>pO`OTjqI4%{-5?X!}!>spn^ak{*EVC}eT zKvm|vfcutL^kRT-9HB{dcnM8(uMdO8PnJIG5{u&YcV%r!+O+)qSNL%5YnRD&CadQjmwCn zC|BY{uhS5oWPY6k(ZfmoSgW` ziD+W1-^rG&%gH(K#$S!*OgV_EY`1ElYi!*<-QMIBdO^3Z`rNzSz17R3o9pYL64%rV z3lDcS?yT7^EfRkSa8E_;yEQN6?fZKPy*`Eh5l_M$hVI|qS_1yxD52Crk)=-=r0dn=+8AJ`T>SiWT>G%AlV zAYy{HSuPC}LK?oCBUm6WzLEG&%T70OP6q;O~s&82#;5X^DG<&&Z2R7Bksmi~O6 zE!CTxW!N0&CgPA7j)5~sHh({~kSFv^S8LUrvwhI}_+NsI1cFRE$=hIVeIzLO^-Fg{ zzrikd3G@Qxl>MOY`GB1|b@=JSm{BqT5B3RsJCPynl0He@Pfjq1Of{glM>#i@sW0ZU2ct~;IyWd-0?maewJ`!0*eYKI} zVHR~-PCG~;r1W;MuMA_)@k+su4LiF#pS~(ROE?K|ornD%xP%ZNM7NvsE}1eB3XU+W zRr>Cs%iF)=7YNM%0?;`cPxugTn3W38TjhxJ1oAsV_xSY3L-e4NpL4LguS?L*hT`I@ zX1>z&>3}7NSzHE3_qxT#-J|f@dUbu&8%?@9HBf#@Tw*4zJgKlQ1uSkVL@i@U_XT|E z(=;A8M4b{6qP6Hw_M}#+;`pC3B8N8-JEZ**CV?Ty%~_9aVRf2$ECEZii2iq)sqCIyHo>ok z$!%!BnsaB^6&z0HC9)UejFbsl+GoE@eJ5{)I&>pUQ_O9735#$ENaSVgaH%XJFzEWC z0KPGYF=1Oy2SsQwTwe_Mz2rHr1l{fvbY10mI_WL9SAYmT>xX(DzBt?UYWuz zjM>dNh2BXCc{M^VWoX#zXvX2esMQFk!eekU z4^Wjf2cQDO@@1LEc?&+F(kEFn8jceztrEfjoDhU5Ltb;GWruih%{|N9nQhGt6PQVs zVLN|1G4JRkVchUug00WjV|NA_eIv+RhIRCWE@?ccjMHyGCMmAtHULWT8Xdw17y}Tc zc#VR62?k&>7WrZbqPXB|(s)m-h^QosF3uSPEI$KGa+Rs6>Buo-)&f4@=|7CG?Ei;x zp!Z8qe}DaYYK!&#_3M23zu(~Nt@!`+78xwp?s4e|Ny0))L#0y&*usqm@o@_vwXxiJ z1Ek|7%Iwz=450Dpa}$IVg2hf0v8X59gN!&En)&PJ;ip&Kyv-xLplC0qqzNL)sS)gZ zr){{B`E*vg6On2{tQK{QC;&(onRnIH)JRU62FpR>MoFceUZEIPEb;HEwb|Qwpa~H3 zW1bv(E3PuOK1tjR*DwEv`->%0d_a=#Tj{+ogMO7YTByqX6=$YbD zm-mDlG2m5;G>l27QtivJ(JzqqDcOA(3byeKlA7dLUZ54{AT35!YjGRrd{3PCjX-c` z4BfSPX&;cT&H{E04u_Iu8if%ks*57>807$OG0GJfOvaDi8T0q2F$XbgA;OTghRo2L zpD4~lcFN6p&es!KaqfW( z{_V%TUn9@U&FELt3xPY2MXddw{t@;(dPP`(GPXb9x76qMd(E?34lCV&o-P}sZ9<~(bCSadeN~kC z{xp0A?e`c|I3ZfeF2dAtcdJ>9b9WbJnoDz@+t@i~w_`!8oAgBUiOAeN^U26HgzIjZ zpi3~pRdBAB1M{>h`9$MP?nIs!i$;t>bKU%hz}8ymt;{)NEb=y{3^aI|Q0F zIOnl2f^f>6*CyiA;Z&31OBjx0VB9a*$yA5XaKZEv@6sT znr0X2m!#o}y}c!2Mtxu$xC>VP)culJ?U!*M&r_l|LxhyxQLM&WOTT7TToQL_cw66n zc!<_c%fO&Wz(oiYeLuAx(1|~viJMyv>d1PZJ1Xj15e+y59v5ElPIX>#%g*#d6ubrR zT16(<;h!!=9sPkGpZ)sZU^#QyV813`QCeu&cvmse9g$sO%!(D|SR<4)fdQPTe9kSqnjUr|m36yIi_ zyUGc~ZTMJ~yi3Ra_n%VWN82dmYkAJbQNnL|6vz#0lhErdyr$PKynzdXaSo)(++L*Mds5o zcrb)F#_M|n!Xc=AF^|Oej+osW?NHeo9mrq2D|X*sf9y!Gx5lRpG;+$iK6x9i7sP?s z`@SmD#%7UACT`{!1_{v9t8q6e9l48#LJW_t5>$=eDs4c!%o=^q?368kKO4#U6aoRI zbe9e7^>~=_S*`0zb-F|}(M2`8QwETX8$c$s3|geKxM6|U4&YiymT-DO6zj#Q4De>Y z_AekT8^=bFK%HC~F8K$D0)``TnqNDZr}v45j_|G-$5Y_3BZIGZgTrQG^!~EXPrZX<5}58Z5dOlR=d*S`=}O z$K0uQ(4gd5y=rSCQb09~awRkZ=U}#MMsZE8u83U%;+rj9KiD9#CGP-G=nk(5H504E z>L7_6s<0vs3*a%m7dW2P&^YSVo}jr9R<-Iw zY*F|a`m(KgBFBmylP{dYAYz`wQKu+bn(?G}zoOw0<2e@r>0bh(S#Hu8ej)UV$o5Qf z?l<3gONv`i*4v)&HARx?T}FpP07fj7gnLcL9t#T#!g3aAh+R`=&YESVQibk)IJW*q zJvGi_QHg?tn(Odt6MIE4CW~Q_;c0K+bbR`pjaZE7g#aL?T+qll@(P(~3UxO^cRz?) zt~;(;#o&Xy=#j_Ko4$R|9U9tBj4oCT_TdSEMI~d$Tzo=F%TI26rB{CVqWh9mQOOfj zQAwVd3EK-|;K0ID95P5rQyZq87X~A3m_&w%kJ5pW7O^I1 z^?+HT!|j!9m>=bm?YPgvj9P zh?%Do%H5{JS=**j0U&3^`VrOqTCgt19f+Gl#b4~d)H|TEi39hU*LoVrSaqU=Ahk_* zMcPf@w`vs>vC+DXiCBWH-aW%k)OlE6djm&WRc+%6xq7E9F zb<$q9tu)Lj5Jzyi6-NmN(ap-RC~BlSRb&?L*}+jO5La26)1N>X<9p$u_wmY>|Ne5o zQ3`pvQx3p0My_tr8c8T$hG_*?T9sl{#qaT`?FPdnwKAwFfO2DCBeekRhHH3pIXp?c zqwk@)aczFC0}4vcif3k{I?i{9yeexo{f1@f2d9!c5jpi2EscE1LSu3h(qfGN0-tj~Wa-+Ddt z0B*}_M4_9IbS;3Cthi>v(T~fijvK68dq*g~3dk@kzp=3~X1Kb7>N$qmHN> z1z1`J!TDdWQGU9_MIlz5wBDMk^<(bQ%2&5)@2OvY$?>~UgjBBUP#L#KrLotliBi!R@JNedjR&@to4Sv16B|J#>6wUO(`fYv+1pn9L(+fGbyb66qp`jlL` z6-dbLtdU?-xEdx$8oEc*_zErmXP9h5Ze~{S2Uq|+N58q9TJ+% zQ`N&?6kXZh>I9dRiTb}v5F_Cg6pf1F;WATEMPrea1KmFZ8Nzg479~?O=fw~WdNT#_ zaQ$$U7@m`EKm`^oH2~ZiE9~lY3wxcCJ?4(!!%t)v<=m~f)Mcw@Os2on zdi{(qnoE@_0OsBVhx97FB+oG(gRE{k$=b2-OEr5xu*?;^|x84cIu zkvyE#1ukA1u^8Kv=AWQgZ)LoK7jCtV>97R9sb8LDW=?M>IcwSprfGwoRqgpquQ~c# z^EeTOsHP_>hTS*wn9JzYBjMPr0tJ1Xe_>1eN2+6}>|@E+d&SEgD89D#JIwI|wwmc? z+J=kl(M7I>lH|}4^x-xL*4}mI%N^va3G;(l~hazx_ZW%~RYOy3zA_(rJull)@C4i>6D`lK^-=E#m)WtaxqJri=jOFM(}-P`QO0QW;+)Gt!GIR_ zCPvh3Uo1$IkZA9uzPp->1wsEP=+f(T9UEUN5|HK2H8k?WE<+Pkw>TLvIlx`N*bH7a zcDCl93dCSJRgjS6J9BCde*ObOMV4?eK3s4(D(5+2N!o_bkkQoZds=P(0-h2T(Pssg z0MT8(DSdzeBb9@liOgQKu0S;+FmNVBm@>oHO&!h^$nx~i5htKAnpJZ61?2r7BDjRH zhs$`XO#}wX66v!aYhBdj7ZriIkbp!{~)X z;$B{M-$Vc{b2e3cR9mXJi69Spi`snw=9a%#w%>EK!Ljr#xm5a|DPg29+F7`My^fKQ zZ?so!`rU2$#{(0#&YoQ6sja2i=D?f*g6?vD7FH%^TnV6%mxXWf zmI|ACcACOK)T-U%j}PqrJg<8=OCMUPVSDAg^Tp=0`6yd!Q*~SG*#=C@4L|)@%{d8l z#*PR3e#*Mrr{5rrqUnYhlCMtaP}0!|dGO${`%ky_AjquD${RD!=-Q=ZOb#{ksPW9+ zJq1PPdrM18@(!BHmFy5%zirvP`TX5v27A5s!{<-LuRrLWiRD}l6<9}A6vFgXI|I}T zvM7!%9QnU;QB&Gms#js#(W7?ixI;LtCb#vQ&<#rgv}EV0b+vnHLKm2xp2!cn_v;6J z$e9O(F<5vu)k;_u`4Yuq%{kbs(hd0+bDGlcZt`u3(Z=v{02F=J?ilgoBymB&G64HLx zFpK~v2B-xieJIIXo2)F5PRAnYtP?syS=Qa!a9gXTAX~>o`8q*Yc{;fR-zyGtqfg%j71DKL-Xay}96ftnXq7C2^ z(gi5I4$x_pj*gb#?^Stp}r(t2ttEG-GENm zEch(Ef^!GdZT@~ciZiW~2#wZlhcEIFl`oqM7a(X$*A)y8jNcy)p#%u=VUPrE5H=vO zu)d3{Aryzsc)buoRfu8gdC*uKSBi*QASI(P16|(5=wpE9Ouy75fLvcvURs1w!a{_m zGoTZln`#pdD+-mfs8-M)a`b~e>vPyk-S##C$ZGS95{@t242A&N>wAMI8K->v4 zL!S!|Rp(*=#ySZfrd$P^HAMOA1sEXsXXh~~yNc0g2}zVX%Hl>;f8*H?U53^X>o*+b z$MBJ+75V4uZMPEk*D^h}IdIBg#3`8~q$XLgjdBw0!)&9(2alY(8r8bx(YNKiJECf_ zX}Xg&Lc{;?&gioW+faHB9XNWn`941&J&#kmL@9YS@qy?O;HfNCUyv236k&!EMsCxA zbz|CYi(0lVkHTuryS;X?7=)Z;U_^{^lzK|a9ik4oqajGct8Q+n%9g|R>l?@0S?Kb> z`pt@e?;+}85&S)(jSLOP(aziik5cTNg1b`>yzN0vXc*ODamVJ44UUXepkzHe_b0@j zeW-y0v{Yych{t;Py03*69nr~rlYR6QlYHjg0Q+u#y)ptM8T|$U&L^LoyC4w7vm&Hp zNqhh*f3E;`@&H`4lq&%=y743~63)U5eO#L)k^xSnQ}${^#p`)uz}0yc%M#G{b;3F# zJg;2jko!jK;8LfM9)_bPce*}D&;crFDerFmTw(jD@0iEv@vX#39n7%=;i=gP^18YW zLkJv!DLGG$v=E~K!NE}*w)xcS=EmWYKVJB|Ay~DFa60%=zowaY=m^V?%>JEo z-;B>AnP4JYa#EkN0*d2z@S=}0EI25PYRn79v1+nn6)t{ zaCQRY)Qr;SkP(Oz&(h|DmoOpCe8Li<;tD4!LFyiIbi%nKwiqrl+cge*^HvYmuO71* zTm7<;gT-4&$Q)&r5qBv)Io`$v2>n3m6WVM`>eU6n2+omW4;j+^ZAu3wxl76)fOpPq zpLzp?H~Z8Gtv42tTr(UtLXk8EM(cjrZu$gofw&T%&V881=`p6w)Dyy zM>)M6wia3FOI^_+_i|P7?M*}rYjOh?#Da6?5eO_2fEHG%Hb3MU9`dRUcYgY_M*J3I zb_)}Ec+b`ze#O54>cdk-HVJd60tkOmib8^DY8hrU>(u_7fru-YmVrtZfy3icT&w~> z?bPvUB!HKzST-I-I0PWEC}h*UimIwKo@m#S(cO_TWA^M9Zxa1lUznA_#P~&ez8Y}E zC77BPb-cxB_fCj3q>Yh@1qolnw;p;=$ym@QC?wQOdYy(&ocp&7a-4G+M=RwMae>kKNSfV8pr+V~BrVl>QJ9Er5}33u9GQuJzKS7fP_uh9 zIhrD`MC4m2Zmi~kn1H_K5wa(w@V=@lzpa2K)HwKWj6@Y^W!x?ty}fk^hkclcs2Nf^ zaiIiE=j=!_buQQcfdUm&lX3Y9cAaCT0fQT!v~U-983!V{ax{m;-QSL=ZYoW0mLS{G zdUa1tV15yY6^ZU-2_YUZ0mXAJVWRg5IwDYZ#O*;qjFYTm6>VHeP65QE%mo=;G6=$Y z9qBV`s^} + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/actions/waveform-analysis/data/figures/compare-clusters.png b/actions/waveform-analysis/data/figures/compare-clusters.png new file mode 100644 index 0000000000000000000000000000000000000000..026b29c7e5b29a05a453c000bb884575872da54c GIT binary patch literal 292264 zcmeFZ2V0fb7A=e>#zaArs0c{0BLX75+ffk&rFTSnN2+v@($;%hysHlGV zg^Frx)6YNQCxyFWd+^(jHs>T2e#S4CpY{I4pMSBstZG9=rE!t`f79-#=g;DY!nP7B zw(^z+whlVh`c&pRwpM1Awr0jR_uK1R+ZbC~?B_jk@&qr(ej{63D-kZPe?M@-(%O(K zYDLPn?p)bQ^J4c|Cw|*=zn$lL`GC*wz^9q_m)2r~yQ8EfJthb9Ty*B2 z7dC%+a%(=ZFk8yW$te#5{`Z#Wz+xuK*syvf&cyU+fUaI|M^vPMkPlZD;o^BqT&bLxV9) zCj1-@%zml5`ub-e!JZ5=Z?djg5`HWoZ8UkKdku-`J?g%*;GJJNq;y zCdS3ZrEh%vYR{8RfwpR=sHiwD%gQRdxD-rutJfb0dnKh0e{jasPh&Omts$gm%fJJ^nd4Ig#?8_{kyG8|o@_ z&a>`+^!4jk#;}cO`_I47^Nfgy*!;r}{Sy-tLkf%}XuLfg6%{qqk!!;fEbT3`<=?Ni z{y?Fe*Z=&~7jF$>HH)GF&-%d8YqsxGI_^Ch^G{xvw71 z)p0tIsQHlz@3fnRCE|72Z6~MC?d|H};o;NYzCFp$&)3k@?Em`pW+cbIkx?v>ELT84 zG#>d$kB1G*_19m2U6GXhG|MS5E#|R(8q4!ovRJi3KZ3cNOPjo2Vx8U6->@ zXcw7rS7C5Rt~`D6@Zm$I^nb(qoeJJy={(zEKddNcDJ_?l#->f1>^~k~u(Gqor^-AZ zKhC1-?d^@Mdo3lu|KG>&SH^2z8?JlZ-`lIpEx_CDD?)b0mji}8!5m6;dAYf97ykO) z+OFUHhyM=w%tZglNc`_duBa4T;o#=Je$@YyjB5W5m-g*cJ9FQ>5%T1gc(mIWQ^%D4 z@0{HUz2)Gb?0Zmxqf~z&U(S$hd$B%0e}9@XO$`l&7iTt!>i_!)Dq&^(1Ybs1sa z(0UDNXQ!}~rOT;Pr)bru{{7lB7GDPjj8Dn$RGXhsHtv< z2NaD)`Tt7w<)!cQ=kYk86gsl|{`0F(0*mg^8@yQ55WMjvX_=XPp4>Qa_8@Xi$B$o$k&S2y6Lr|VcW(@K%@J1C^7?vtEiJ9% za#4RGnkdG}9T8s|ij3FH&wjL*Yhoydit0@G`3-!*IMS4)zBJdYZ8ubN0N)`qSRK(k zH`+{M=!Xv%UdP0gmzPT|&I~Hw-MmF1UV-h|am6b*fHm^6;;-Ws6FxUS`ze@;O2rR{ z7^5*-Ut1Ni8+m#{QUScOwzDGqJK62#9@IYmVh~sorwppvS zd!ozYv`J@PR$G>743GZj77;tDkN#hKd-u@O$KBhya|F>##C@$GS*tJ}FG2n_0^;=a zv|nIgAfmQnx}GF?kN)yN<;M*Cv)_At$|)2|t?Umdi?ZzZ^W%IVo>yZ~9PxnnGY85&eSBHz! zduLg8Yw76d*jN3W`)<0woZp~=E~A%KCNx!7;I@k98>_QdLj?Fmi*EH^#CSe?(+3+4 zPfDLTbLZf}g9@2O*F_EH+{0bxRW*y<#3|hBYss>blC|09?U_zyHaJYoQO;(dq88(|o$L}%s2WGOiM|>#(x|N6*z0rJ zqA~aG!&)zTUOs$^y6j2-M_h#aT5A=Ck(qK_5-(KS5GOw#RJ-1quJ5_DFllM;vbM5F zvyJ>O{Zkt^H@8~8eNt1RYUKHcJJ|U7`P*&!k?*oh8s*xv%^MR{c^8+K)VSrBzbw}j zze2>Iq8dBO!y}hrP+5odOcF3en#Bf;u^VmrR9!7A?mVv$amsb~ufN{N;^%11vr8a< z`OB`OE#_Ch=mcUxS~Cn2Zk9YUX^ejsS$~$TxS&RTzpQxJA5GA>*GMM)gMk1gt<%d+2`11V2cjUk&CdG1+pCzBR`(Vrh0b zl3CnoD5u*kqg4b?|L80yCpTMri6stWYs)nDuLK5Qeu_hkGm&84p52yf6I0oIZxu&x zIMU}7SPAJMZ`JdMmg}4%4Wm%aQTLoFs~|pOGAm<4d}ap^95{>P-lT3>__{sE zvfaFMb$KDdb$R}|pk;Vx6LQU&3A@>$>shAFGT0&MON}>!Z;iL{&rNn~pI-TPud~@> z&b%e{Y?68o_Hc$CPcUQHj_DU92;m*QWhe#*4;>ZH!-*}ybu7!h+HQ-l+j1;Z zddqy;^{=Yz++c#K!LOwPN3xo=GDi14+xf`LOJQN6)9&ksUlJ;FZ3bn?^W|e?6mQ;q z)i|)_hSrrUk4`O*@n%_ciYRwF`xLMtOddFJz`k85BM>_=9#hzss&nsrldOzPQ}`nPM32zO_l7m8>pavH~;`Qi`O4cNGY;5V*XeJ>=)<0zQ!PSJN1NC z!O)QHld>f3Vl7OlwJn3vLOEA)tZc-o9ir58?Uu!HmwcEJK?Bb>U7CMG05=ttPz=U8 zGM>|IZ_DuLufMLRXccDOc(<8kkV`hM3!M%!t|LEwOmdnVdHuuI9YP{BLcUC*_Cq0- zMb{DUn8F?@0)!=Cvx+#)#zxB5{;_5IQ=Hm`F6ZhESp2q1DN*HRO-&7l-A)qs!`+sQ z#TWbhoxc9Xs*tF{y|}zwjyM4Ln`blVeN$K0ZlXh&N$mEutveWN!o{6=?4HShu)lx* zz7L@cL4B|9=Wu<@p5K4>8~!f$`br$acf3Y!`f=st#J6wHEPns~ z@oyk|p}*);q~; zrt|qJn@P=!yH^5Fj1MVTo2`7G3O?~G0gP5wso}T3{-T(yp^B{fgs=**k>1`z{-2_7 zxJt^(Mn6Ae7qK4;@@5i^#yQi^i~=jX*VVKEjm>EY!|2XIn}eJX9la4&CC)@=1zV8@`L!= z_g*A)rGap2#uEYp0hQzvzgc5 z)2?Y`WE7qJ)ucT;Ny}wQqA~V58T&bq%YA+K4ID%gIUQ#Pi~(F|n?n#=NNVXl;YMb4bqC9-&|!-@ ze$%FgmNeZt-~>bG!mlNsrXQai7^#hXh<(VRb%5knntcM&cx>|_A2GjiyG?zr>e*(s z_+;a2slAxHLzBhpMai1^2HeRy6pxYm7@t4>_=9@k)XK_A-{4>jKA3>#I!)vb9+p&2 z(Q3p(kX%E+nTKg-o}JX8i(WN|-XU46KjfF^=iea1dxoH;n?{lS?s^=UD_&4u9 z@dY3<`u?rw(Vu@_TV0ytEWLE$f?nS86Y&QRAC7+bYZv|6E?U}wp;@Z8#^dcdvNHpf zHnt3{0RZx!{8`n#MjI0Xo02sXFjxlKpXsM&XB7Y}HoiaTV>NMRlHGNGg zM|BmIppEdvmp+bstXAlhr9)89snyx~W#v2i3s%^wC44vDQYEQoTpVx9%Ai}v#ygHp zu5S9yZ9@pVqv(n#=+R5CC?>|Vk+%AXR6qleUt^K0vu7HM+xM4^OFM2b^)zn;bbaqzPzY0!iH(Vz{P{YdVDvfRq@;0zA87mc4pA15M z^D}m3YF(Obv>dT1MN3yY^Bn?_uN!SZ%rl~8BThIt^ln!WuAE~QaKWYUg||3 zIXi2M<>y3P=C3F;s(nSXZRbv9g?i{0JBS9$2DZnz@9GKf3bhIhPG%d?H^ zx!s(s*_dOg9g?{EVVA5CBn(8ElV0kXM!r{@wo*~u={0Xnm)Iv@cG7EVW=8(@?KdXP z$>#MMfQZr9nW|pP-zYn0%yg)zMq3M=b7(nKz6|lDj{$NlEe=Lhdgtfmjrhx+N^5QG zPAOi?Ln6?pvzhuTfyh*Obd)0U_u4d?b-byya{2b<9Rd24O%8T;jfj?<_5vzJF1eM~ zm{swIJDBRQT1;UV1A?TFns??kj@|Bg|A615;aJGPwL&Mm!jd}Y5-gna;^3A`x;WTPb09koE-SpLs=S*i5T&8RJe(k?^EdU9nyT(Nadpcm2JNMY-3*!$WP%KKJ(2O;P`}rY`8$t1EWs3~uZF3Kd0&r^)dk7q?;LDlW<*{O_RU49)tg;Ek4{0pg;mxj2D&A70``Y;N5+t z7cO2j!5*{!d~DEbe)A(*PLrG}a|CDsv6Hr=O`Kt;-MdcY?jQYUS9BD)wvVaYxbdQM z`WTWwgMgWleTN6-7M(0OHy zFEMj_1)p-wlL-^i$Cn<>87qdYk^tJ_!43ADEidr#cv*ocbd$Gi^mc=}4wK075eDMwKKaB-lhm)Ep){YH{TI`}>caK7INboBTz^c!lc- zyL%WJIb>z4IZ|ve4TP#W&yUptn2^+qq+VWGd6h_5*AVrNE5yD4XC5Mu1vJzAo0$$! zw*)yKzK1T^0!3;T+`f*iponxl(N&m$9haM%%cfoAGCehQz4n#F9;7;;gwd%o7UgT# zo*;%Xt@4?DMapW+cSza6Boc*8KMKK$02piQbj%T}rKRPTpMHurYfX>WD$K)Ci7aDw zu6QXNA!2t0Sh^Vr+ito~5(j2llcG?&mesQ7Vt9WDAWLw-zg}O+xxPN#a#nX6BEBq@&q!h zbb@k9l~sXC+D*uQ8B2NKwry#;4|gz&#m2@S)6BD#6tw8L1_%wwkj%HcyZbW^Rk?pS zyh4l&6QR%}xqTn-qb&1wf${EQZNsY2#qz;!93J-l`_B*o6dZ8(?%h#%Ee2ZsetkRz zBraIMtmOp}Qy{`Y?gONGigf%MR5>1$PDzy=OPy~&UPmScxLdQxMKvug?TU;{0Co}1 ztpcJ1f{7a5wvh-UK-KC6YRfuAdn*L^CG4-2=xR8HS3LJ}*{j^rHR#V?T>$b3W-?qC zU-;aaf~ZK<$5vESWKjHbro&)3MzGr74NZ?A1OVyd`}e>7x;l#_P+Q`;m$$GBTTvm) zL@}cmF_JHTxIRIdYrHjsm6A3;-pWv^RX8i>p<5q)b-8TV8!O8$CZ+*t zrU9gf$3+8h7P^TYcI7xe3lv45m(#*T60mi7b93`eEmqm^hEQP}B6wu5C?P)C_J7`k z?QdN9oZl}B31Ap%f?|?d7DuwqhoRzr;DOmT)0BRrwXOdZI8M2*xop|8Mb%u~^klF! zVc1G3T1j9IL92f2vY@&Uw;%cVG&d$F+x30)UEbmd20-MhJp1u@p+Bx*qZr$BR_X_ zb!*<;y-@;xO{pB z=m{r$^XAP8*=DNweS~7QLqTq=3KON#b($YDjxnnkZApv7bZ`QN;CW|}US?O_!4%B1 z?CR?3G970OIMp&QW90-3iiA#_khyj1R^IKYSMy`7k;p2NeuO_jy*rEPRDe2@6cCc@ z8jn+H0@AVmeGxCmkLgE-Djy5|<(FR&18T5;vcOAS=Ngr#fdW7eNeV^yI$G|ywz$a7 z?lu3V%YEIIh=S#&OyW+nT+4JJ0_JrHDSLM9nhAUp6hv3@;lnX#IgpOXq2e>D*`H+BSIsam2FkXt;28CqzsUtX5nqI`*Loz-Yn~Az-sI#KJ%esK@3R}qLgLYr zCu_`nYlzx|iblTc_3w}nOaUke&D;QPn-OqZ#($90O0^x9bN$})uythO*M0jEK>bV+ zcb^NGKVO?mao48{eEKv>_SE79LXS*LOahu)|Iu=giH{vV{Nbj~-tWzBG>#L!xfVA z5v1%Zj_D%T0`vu#G{ov;oZm+lH`BP@cDnBqW2H^s$KRNQtuOEzRMY^UH%4CCnLnYk zI^S-|aN4b)^#`+n4<#kWNIV2`f_1+9?a;-(#R&nFTof)}z8pQD0Y=VeJ9JHap~Geg ztcjQ39f7;(``7KRfI!%RAML{>B_)@Tu;%a@&>rz2Hgx0qiJ`MD-hNwN8un4m_V7fl3qzf^Ns)xRlmK&mO0Z1rQFJA0- zbaZTG+c$$sTjQHsx*@xN?ksSWhcw&Bo>FkLaec7JZZx3Fc~abNq(QQHeJ#InfdBX3 zetSt!Q9ec)7ZPG61@Bh;#`4pHUEaJzejUbO~aJ6cA%$OoZF>Nb=TDKfpKm zZ+*Q0?M200%dls3Gyy2*b4f{wnHSI!wx{)6M8xaDJ2++RsNtSKDe6tE{dgM@Sb!I= z+`Yz3Dp*uhi36>M5&VqW83tFqlh@8x9X@~}U2PTV#fp3T_M45~lNx`J? z=AVVm3nRtrt0|2G&Ou2UxpIh7*KBPwHJg^PQ6c8s49v1N!5Lkuc3+E>3Ov!Ow+8jV zZoF-7?U_>(QI72rpn>p>Xw>p11Vt9vAQ5 z0kR(LVSmn43~=bNgDD^RubR@VB2qO?`ISn7_d~=HuKht&|Nx18FFAc@Cx55}wNJ$Vh4-LR??t(fo zR^$La#BYeC6oZHFr_;ZDx#8J-ARN*@j%TX;MO7d}amv)kkC!30w#u~bPx-qlrc@6R zcyV!&zEnC?=sJtbx3kHsb&aZE7Q@(d^=qrkNv9leD#20@Ns@vmvc9?h<3AC0)U)1v z)gcKV?|xK0L{m7;y8lYT-ZYhV!wA=CBF7gvR{{3UmF}}t>90Nn`4W(qx7|P_rYS`` zW#_5yZ;#px{)B93r(llfawycGU3Fv>shET zeYv+2z~mXn>14!TB;e;d6+}5TZ{y2nEERV7o=UQ9#?7dLF`Q%tq$e8PfvT_ssF*Em zk%^G}@}LP>(#-(O7~>=Y9|nY_pVR7{7y@Rc`XUC*9E0#{I#3a8pbH4f?=YbO&~t^9 zEXur@6d_)U8Z25p=QZ?}2^I3~Av7o4ea&&p)~yNPO9WQ=`T6bMwJQ?))&wJ^ExzIH z<<)@nJco@xJkpr3P6r;N428TgRp&gku=5YL?+t(=h*S{?!E2*1hJaflP`-{h-vEuM z;`FVKy-Z9=PoDhh8FC#ZT|{$VD4U9qPnMOpA{?->u}KoZ;4~NS%_#f|5{DwlKOq4n zb1_##q6fpBWq@v)oUSNkKtpn!{=`b#3j(n*gal<-AMyDh5-p=ZF-aQ7Fhy>Cy`OE_ zogCq|Bnke*Eh?*~_Po@aDFLeg;Ly`?h{17`hdb51*unkPvP@q8M8gn^fJ&;7(ntNt zqG8sDzyKPsF?c%|wLmAbXUez#w39gz93psi_1J1HO#;9T&9)sovULrD>$6OiiQMz( z@nimdyYRvmoq2IYNP}2K>SMWi)&|sACe;PxMS5>%M0)7B*hobLN?@xSj?}0FT9C2{ zaA+J96-3u3h?9FzGeuM&T;cTE_ejjqO(9vJyL0Ex5!j8yq&gZmR1wVUq4@|(NfLP% zgiD%j)YJ+u&pja0A8^pnN8dw4cgREz_H4cdXf3lmKVHuJKo>%R8mf)i%%*XkH7FDD zTXug^KDwyR5aWZg-Ef-2dNt}lh}ynOfWUHi`sEeJ&`J`t5c+!V7- z3SlC4)^my`^sbvGFgajD3HbW;H@t1IqO7g0k<^NV6Ach;gaV4kzB531<=?6%XgSq} z9t(C|%eC%b<5mKw#v-sCJ9ZiS0D$372xn&Yk0D%`;3UPX=Oiz(dQzjVbexUt)7Tpr zG*Eg>f!zG5tc;aHhjJ^bit*S{5V}2xZroYqs=l3;qXsn`YSG;&mTH1aDj|zimj1Y9 zi~e^tb6_zDjzK-T|Df7;W1#_K$Y%aWukv_J&CMyI>Np#*zH$l6@b@u%fL)Ij-a;UZ z)AD!@!O*Ld?(4kEhT+gkiJlFWwzVx*6*K~O7E{4B`Wd2&j$R|DS?w3fgz($Kg)v^2L z7+3MiD`*`O(5d7-X*nAT9BoM1eEs_>DPaZyf74T@pp-X!yV6}Sg2?GKp4H4j`|}=n zS1gMbqt$XOR(+~()Ui14Cofe;2r7;QK^275@QSVYqV6Zy?II6msss{ky`phAc>JO| z@=D>_(kS$SrPCWP0}k_yQ(cLa%Yu0gcQY`UKooz6!WInMXfZ4mFi0Y0J3ZTJVyRTfm z+K3_xpGAidzgf#Q0(6i;W@oBT6Y?TZHQ$4h!v zXat%=fHYCh=<-3RIV#Ofp-V9E8hG{W(Zw#S2kzk0`}jn9@1Fp%#$VpvRfF#75#sE= zG!tKxXmPIe!v_@(nr(5wRM5y9Fq71RG3yg)Wz6*m$~1yHVT~x_#w%;PHl7@S4)k2; z)~hg{&(D$25>V_4_AW+#cu%3s)k$#;Lx-w;arPbo9iaKGugAqPQPauY?(3aa9je8* z!%yn`(Rz>F-K47^mplzBiL~oa{%dcZn}ZTK^*>Xl?nSEO!*qmbGEMaKyhM7c3=@MaCpBh>&>^t1ov59fuRel+@1fC^0cH z1z#l%1!C{$dSJ{a#Q66oQW@_Bpj= z6y1wzT~d+jvVk#;prGJYU@|C82D*65px44vWtx2#yHGh1UmnX4R*OX1e9o=wp;Li_ z$~z{|e+*dfWJe-3F<#W6_?F)3m#dL$y@X+rN?`C~0@dBXX*nvvNHr+C5^;{}Fwk_D zXOYmT$XBC+ep1TE<|hQ*%r|LyE{oO_8AEUQ^SR{=E7n3_{8;B_rrM7A^>GjlzD$L8fgIIy_hZH1EZTUs!vXXVGh*2 zL?1_9GIVs4!t%`m=ft75t?HHt*CvU?2#t*=PefXDI-W)3&$1s^L;5;HG(#A5rU$E2 zhe#m<5Lqu z)o1viV85|;5OklCL*1BEWZ(=HH3$#}%xwk)*$`<@LrcjZbIE7cauTRj7Dbk3P?t=j z+Jj-ITtz6OLp>UQYuHz9CpuJ-H9pt!A4S+Ek_M7n6e_N9(DGo@D7xrH_Y(TbC^Sc< zitjz##&uB~dv{)T50x9nEJoi1Z3s`IIXdiPTH}@MgD zW@dSDRTKIeL17uaz;L+(KlY#mMObJMQwq{7)bZfn{K3`LRetArvppOtHD(n+DKz=? z;zJP3Jd)a0S5{_GvPrP&d9PYECyN5&HDr(U)$au#5o{5Zv)|;>GB7-6&+pjs#KyF0C$rhfZ0`1`!RwXpYgz~bw*2XI0HGjWc=x0t1c^3 zWgfkx#4vw0ckA3(YyH==35fCgv^bwJp~xji3SFzWWo2b42kD1>CQ2PEJ-Lcv!R=MY z8sze9jS=M7DQWP25M=D(vvd3Q@~M}cfI4LJc|6?Y@9)nKLd2NV>lN-YEs0(7_T&IU z+jB9;bP~usX!ebuu2X5P{H+)VAXF(?BhI1A@e)#%66!4;)by{ueY3)b{(PnNpy1zy zHi7z==eN4fR0uVeMr9nz~iC(v#N<{xFV_4F%|>RDK?iUqgd8vrhEuVkeFhC zm6TKyP!9BnIaeJf8aTXz9~vCb*aVNucPpIS;|XkQ6o@#~qE5n*U=PDk0R+7uBGlrC zV^6O)A#EIkjteb5y)6{38DC#tVnAw)k!5L2)>J2e5&Mr*D+ec*YEZYKRzWUXWVp}Z zk~d>5Vo-(mUJjLO*aHCx33f#mOo)x~3UN2>SCHsPDpG9ni@L<@cmb@gd`b*KSQ%Ki z!W(7%qh+Qo@)#kJVHvA=ks~Op#F{{y1HxLDmU<_(P~7b?odUzF=6B}F{e)D)VLzaW z0wi{oNsL!|G^+AyC8EiXv6{%vIz;Pz&hixPiSX;sGFk(OmlnK z03wbDeJPz?KxO<1%{&$Tlqw`GY*PVI=3Tq|d-=zV@lg-uYx);qV*qc~x9@;W1&GhU zyXkvAG6?a97?fQ->aXZo5sI?jhF!s)vXh3UGHclvvr-QzKu}A_Zd0v%`>T*b>Y?86 zW@JnRw;F~9$<6V{`H71}o{>4mxtM%Y$!#Xkz0Pk^M1)i91F>^L05C#;fVytzt^VTq zF0d&iQbJA$>FC)bwet`x#o{v+yu#sSu{CG?h$!64PoPdqyl9TwvFgV}NEif>H zvV6!Gy^kx3s|U?ORs!DS<(WXwq>Wg3bF0_3x0FUy|Ct@}0D{Z&+l?rQLmU)PA4JWV ztPR{UQ5eU^5oH#f8C}U}h01o)VT=P6WoMq*~6fEa=W7GG+&7L`Im4O$g{SD%3({GhiL%-)64kO{w#_ z^r77pQZLlItxR1?NExQak%&HU-h-|bxt-LxA&#gH0zl!&!tQFvAY}ETCu>327qTTb zg2~%En}~G=CJ{q_yBq3%9~KM5i`OLfVb9g~eex$c#50C3ogG>|iRak4q}&sd=-b?o zs9Jw~pFJ^k^djw5PcgtP?=jlvVZrApfr)~|zz)=K4I^nlI01Y=$|PcY8RR}^$tfUt z=rc|8W+?q7V?ik?DJ3#It%^9k8M?5s-_(hGeaqD1+ZFef95Wc76bCD|e-7X@ow_iH zkW3)9sQy!Nv{Dc=U;w9jG{Q$5)IO!cwV4gE6v{LN`FJGKc0JO$A*2OSj=F5-%7M!U zjKbC*Qh$&E^fFi4t#AAGf?RY;f`DA=jkA=5%5;#>n;yN6{f}NjDNA51N}KJDg#;?B zb?6Ybygaf&D>Ne?qGSlDil&Tq7Z;a^S0cGG(C!@g36e|GpT8Z-gkbIZ`Lj^86Yw;rKHp1;MNN1!)JN4R zw8cBOo0_lD+5G{LDWW9dJx{sOjIVvRFj-v8th%d~RETk0ocHP00@P(PbV0yVRi|!} z07fk+bLh|^8kS=Bb+-&%uyXQ(**3go46MgyUO^sE8!O00Bov$Jl1ozKC)5d)Jp%#Z zH6iHuUCBMEthCf*tR-!vyVyN>A`=q8ow2F;c>zWk4725rW;>wHL%F4HJFqH`AV9OO zz1pnpUOB~pv|K*LxHG+B4{J(+0K|brp6Yk^wpMxrh1VTzKEECZk=&!V>GrD7A%I%o zXjKjmMldWLhmnr=0AHwF)yxjpXE`reAa6=RGgJ=d(Z|f-TN;smK?|BkY$yVMgRAr4 z^&`21;q^!!DcC0__%{Sd&XQP+Y^kJr2=y;gbcOdAq~r}%xb>F$ZuV0jW1kGdhvMPG-=??HT)g&dJk+ZtK0(f6 z5c!;-kpgC$uOI$$oY-xE?LYgOJ;ewWq&DzbgX(Ys-s3^fl=71;FiRs{h51zxr!Ai? zVtYOjRXP6qXZFsUJiQ1f8~za@?1UtRacQ5T+|xoN#&lx;ZA_D*x(4m(O(>1dfMrfgieD7c@on^_T#7<)IGpyRF7tpfU_R`r(h024S5fj=jBdTq%+0*71nReo-KCn$TSvLHx1| ztC;~hkF?u>NoxXQ3gq5o<2nYBuCh7Rc8{tOUFS>hjswsS0nGuG9!{(?J@)kEb@7Vy zybp;}C+J?%gxR`0q|_{!h^fn}LWOnbZ=sm$v1Kn1!slBS^lZw>q3|<4ee&dn|DsI> zY=R~gLEIoQG?4L7dIN=naiGjQSQX|OA5sGZkh`)J`R4>&IBgk*KH$vcIO#7xdW#bl zkD-&Q?Ukp;bSg7Z0{XH);L#ALD|3aE*Qp4Y6FwOzKVBV1IObEYxCL3Oq_i|1cEZ;1 z?l$KO0Xx7=Uu`mV$woQ4pl9%yy8Ul{Yc1+?^YcnKZz5(Cug-^DZLS_A+69?lNO-*a zGC)eQjB3w;1g7g6G|8g{f>cicCH)Q)Qv&gIU}I!rheHoI(Qd<~RiJ{})^i^HM_F|b zXf_15I~qxV634ZR3Lvx}l!PmZ1dB`fT>&V%c#KDPvejhB1sDi)YsK%0W{ z`+(`&HH(fnFOlJh2cfpMR>Wq&OD0?_4%0CZTz|)%l)Zbtqd$zPiCOsQ(TkXWYr9p$ z`fj)p_gV0?z0#bGK;$JJ^j5RA4$>V4K`0Du6gLG7u#GXFQ>zPc1r_L(f@G0M zyamJoVRKqr9IT{OldQ|1EJ`3|ilkjdhn|5~a}|91L+f_W7D@Mli=@^HZfJ~UQZ3RN zf5_r?jQ~@)2Gygsvy=FIM~nlgB{*Vz#(U7qZJxE+#l`quK_rqZti7R7Dv_z8fR%}r z0d~ogD_`cx`H2TalbJejf*sBdvm%eI`F2HdGtA)aNhD2a$K5;dZJ!Ggo-@JMJD@>^i-Do_DD=qChOs zhM$jF3#f~qQSf-;Cn-q6cECCrz0eCY9Crldbr5VvBKiDEK=M{+I@QsoTT;tAyxmqc z^6e`JMhESn7ZDG={_Ug|SVH;j$5b#O<=(-qmmtXyvpZ-3J16JWtvi_;&@B;*WJz?! z;OD(4-YS9HS+iaCeikSMA3ls+}V{4LTz7j&?M;pz%>AfJe-ZJmt|GDWQ zaW23uMRj@i&^=Da`SK-$uys^x5ZFDT4_yV0GOmg@K~I5exG=p^*d_I> z5iYNw-Kn@}!1svdH<*$-g4mr_Qq15$ajA(vKj6vdv~^0$E0hGTo;RL=lHi&V!pO5&E09BEF8Agsc;KAQN^cS_uS@^t30g1VGI z{bIFT3?C@Bdek9FCF7j%W$RyL2{s!Yfx4mrrv%%2k87&${iP=&u~Cyvu)qzaqDt@Jc89mxDC`;`cY175 z_Tw|IJM7sR5hekiLrflcfr+(7y^HpfT}g=Mtp|AZ_H6V`SRIEoy%z2wV&A8{L3lUD zuC@P6v+eIjQU->2>@!m!J#_NqjI3ZWo8bXU6p6{|pQjnc=k>qaNQKPs&KPO7)Zh zje>7sEXX%)c6Qdx^{32PI%kb6i@1cx3GCWaY9U!`(l(UQve;ig1?P9Gsbh1IDl;7+ zJ?mv%g=GsG>+3AVlV%xdI#?mTkjuhm#~vMgaNwMb7Qh}a>GpjCQU9HaT%ZqMe zEYim*lQy9c;^R3ar>P<3y28M>B2bm-V z*VcIr*);PqQQ8tG>T`Q?iY<-ot=>h0A`t z_~aE*Fn|k_vx;c3r0M`rF3jPRn3%Y}Qc#FAjdaqG?_l|`gx?zTMidj0iA#jh+j0%M zQCJXKUnR~5I-PA^U9Je#aCJU8!Q$RrRAoMGJ?J9D$a?VLxo+2mu#zbpVhmnOrs88d zw9vB6F>PAz{$B)98%zXk5G(oezfekKRIFO7HRFXZ(SAr+z>km^uh#WjV_Kb42|^z})dWAVhV5T^VPtT0=g zq$ZAlC66l63{$l)lX=CBq?V&cj+96Sw?spW^yr0Oz+PnxV%)SM@98$ho#R7i`kU5LzeNW8wt>y zC{v`)jbBPBk#-)VcByaB2~T=cQKE(ZavpuPK5M)&csgz)$Z9z-3r!_@(8QGb(R~Yz zrX30dBZ9Q;sO-UJq%BJv_xw^!@K|l+rBQTvWDBv1i)*G7&OaZhj<8&^yQ8YAN>t>M z^BQpDJWx7JdT!yXlVev(Ocfdg-rxO8=Z#~maKoRuyPHd^BlXyRWQ4z3R|2yti8Gj0 z|BrpOh?7?}Cohh@;XyHA75z^hHqhV6<|7Ri1YW>39SQD8)cfeo2Zl>Io-T=+?z@He zl==KYAg9wlq~}ec=BsInkin6`*c2|rpgwIQqgWs;vs+@KqUxi~DGplaXhToCYXLv-h1wvCX)jE6c63m8Zx`)# zm;fTB_YUM#Z|V_#d#Y*8JalSKclW&%rsYiYcCgnhp3n?JA0tk8&$cw>$)~OFP~W&b z<<90bdmb~86PeF_OE`FjLKY2fdnF=X%io>nF%i|ELyIFHT9+uo2zNwxBFa2Y9j%Z7 zTzz+&t)hU^j?;N-zp;8pHqbesHV@8svY|pfsVy)L-)d=xU?-) zG6`J)$5zIM5acv~ŃR&!LOD*Js>Ve{un1Ece_C|;<>j@mGkye`HIG%ELt0 zjD5gUjg{Rf^s0^b>9a@5xBC%QM83E6^UysySYBBT5QM2N88;_~A>?y-UqX!*-9%MV zL)!4iWTCBrA`Axt-^z{lA=hbWE=*cf?yyIB>XPlHvsHF?GB6>fip!w*(n<~_nSHeS zKW^PB%I9`n3Bx8K$-{=+E&;R@(pA`D#I+yU2kJf_e>i80d-3Am)M_(CIPaeC;Fh6J zKe@wrhRuY0E*bnHmCiggxG>IPY1UZ2nLQR>VFvG=^gJJCD-T50oA@nuhL|a$j*1Gf z3S&27_W9nueT&UW>djwUPfF@n?kbxe$CUqcIU+Ewk0V^D9LVJ#P=2&4az zSZa;AAwiko5*03XcBu&0`C#KIvoxG%O7olAt(@3EZ*s*T4}*QLOnV}0jz*cS$)eHW z)XKN>6k$Y8(&yh33OfWHnd^509n+>rP96`>KrR?cZ8>=fr27e*J+RZ z4agkddq)%#Q|r(D)|wZDgUH3K2D8K}gl^QDuWzyhm5(uywv=0Ai0jcMXv4a7 zdoP1JDI?IHMY6hD@+f#Y;{Ypb*~rDXLwTJoBSp&-8A1UeA;j1ue0Tz8j~7Ia!CaHG zNDT49HUq>aQ^Q*=773`waHlS1bBRjWIbVT3(pRB%R#uw* ziY@x9Q1UhtG6eA<_b;$bndyx89X#!@iRxrv&chHV!Gcv5_X6=ZfBalk3twPDaW@Kj zl|9PrtC|)T$sRjdEV4|kP==@3xm!{W6&&=cb9$%1Rumi@Y~OEOiL6FbwvXSW@5!5! zvY3CGvZU30?d&H`RDGkmZe(;!Q&alds|&y2j8$35U|*vt&O)sM)_~7YF}~iGk?}6| zVX>SW;mSZl{FLhNh-VBh`y3P6xH#n6jXlQ|PL5d}SY3SAgJ!MJr?n9PxJE*2HRpG> zW`@^3z|YR5mGOw!i-JYX6mPbc<=O*a-b=Zpau)i{f zOKE9^6E8!;LkG;{98Ab6n$?I+R^3BjggbJ(NY%lENwfSJdrWHT$@<GXAuK#5zWJruu}2zYayQ&iFmZiyXZEEmtl@U)$9N= z)fkIG*hx7*q?te6ZPke~Uk4t(Fol})T7s+ zi5%XrRj7;i-GBd|Nro>gVca_-BLnWClUIXIzH9K`y*`i0Cbdo8P|}_gA{s|mDLBeN zA5`5|*lZBGqK+@q5gmMgt>E@8%HwK4AvU17rz$}Ajd0#SgK%n>EG}{GVoD*fT}ZRP zUe*g;obfjJi8M{u+abXvWxupQ%d!spaxvVl3J5(}LPhZF!V+CKz_>o1QGF`^WpZ^s zJvG`Gzjc?Ik@Ag*AzU&eb+3sjX*5+#CgM~Q#1T1Y#92aR-Q5wy`Euvr2${99po5a` zD^m}doyWL2wF+8hzXK$aetKf(Pq2XHxMPl^9?)&d5DXVf z&*TK|{>hQ{eV8SlAELvOjK_F93@2qDG|&Y74qvz?v_)=?@H~X)J-c`7T@hPB7rint zfrDBPDJVC-3IR?+hqDCq1G}M7J*X$dBj2O*5?=Ct)0FL1f8UoUJ%iq(Pq@s*N(M&| zqEQU~p4bbb&7&^Y!RSI9EwGCJ5<<=W}vaM*Oqc7x3QRTUKtQe1^mEbc4Z+A~R-_w2>7G(b#PnyBT8d|BAkQ-#8j zIU$&v;1US?r1ijx3TgcKGP&YHs0@vNq$8`S$p$eSkq#7DTjq4uP@bnQ%Yokmsb1aJF0t140<1Kr(R@(J@n9No8nt?2CR9BJkmtB<{Y zh!{YOr;xG_112WS5GyJik|^LvL{F#!Zl5KMn&1%zDo+P`dnwHwG=JX*5Ofrh0{-qw z(ZCw=Gy{*`pJ2!&Ez-H&u{g}dB}>$HpcitD&=9am>QWF2Rh_9rZ-0;6DTGKp(+Jm( zL%Vqn8y{c8*V~{gKT*@&Xm0)jwXXr@2t@Hchb0~w!%x=p9m4V)B%$^~Hx!8QfoO@ona5$Bup}K{;Il2b;j}T9|$Aia6^Q3v7fa_+$3Y|vcVyIK-{iDcD1*8D6 zkcX1jwF?*SmrS7>CKfkg2(0F>^urTfi^Wb14P^{r*&YXhnFx3FUkj&7_brP2@*E3F zJVP%ZGS}htNcUpCr!CxZQK(0b;AWL3gr+3>nRq~5QuS8mz*2WG68Rv-bm$1021v8B zf4K7mq_50R1E!JI*4D(%f;^#GEjHtYyB&5W_`nEW3riy!dXI$MlyukP?ASn)kP)4F z9_$@+Dt5*db_5rgysS0P>5RVn!`8NfwaU*%EN7N7md7h^eEagwBP=^TJ-q=9=(y1> z0;En>Z0dgFJ$3RMu0t4mv}sh!ZBbt_S)-LLjSyWV)jm@T(hd)cICkI&A~VOeTb%$n zv#<}u0u3#;vF^iK6AtGfCKS-mY>3yp!$jH;alOmHa$X4dIVt6nq6!*P_AoOi!{0!> z9|#}{5aOU+CP5N8&dVzg380Bc66l*{60$mj&YJ4xJ(t{v+jCOXGL3YaZ8GfDOyA%C zWeG%S7UVr1W^hn=zGH+0v07*h|mqyLCaDa=TQ54i57=5 zrp?LxyjSaq^g}RyhY=}!67x1{n+d4VE~+h%YlBdl$wI?fh@dSOuAQrQ8Lp=Jm5B6> zh0YG>ELQAN7$hB7Js0SYK-E(6R0w06=56%@R5s+NKVvw*Q#x8V}s`& zhf}Y1WFZDn(6}X4N2z%w2eVD8-L%{JczAeb-*4v{LIP^WAt!e#z3GC)JcsTWQu581&QEry5F-TI@C8Fj2?Bp8GjRxe6@?Rk8O-?J)r$gC zJp$MZ5+s2`0+9(w0R^%KuA=EaS@H{dhHLj(7U;By3jyE(oYj$rO7ylVrf7AJ2E487)aCvrLPQkTN&{^=N48H(i4pnGd!<;!{MnRzxjg zqF_d*6L(bneY2KdO3Gx`Bo}18>nJ{8Q=%(Rl3aoV?%RMqs+q6|&Iggl7{}^xOy1f~ z7R-33XJnW!r3woQDiennjuvA8xr*c!%p@(Vw@q2Al5rIpPK7C)j_dU5=ta~S+$jV) zv2nc*<&Vd>YlfK0H`>4S^rGP2NocpoA8)%@j|bX)`*M~PMDhHBi4Zq*sgM#V>0|Dz z|C9rFuf)ZR4B_8Cm6z9J9^;XL*kCq+#7CF}Dg@+odU;Wk#$1qS5j5kFt1@u38EBa? z&FtLVQ+c}c8V-6%@>eu8I_&a;Nc|h+sIW&Diu4LxWpOXm1j6l)?_907Ptl;#I~a ze1;e>aidgsbg}^)dc+%qZt^cr3ecm<4@i!l-ggH^vHQQ260a?E5Q29gM3acF^=|-d#kRE1Hm(5=(bbQ#Zgv>ms!$ zXios}!hbyZ@?UA_c`ne?)03vxt3IM=7(&qONi8ggB2tJx(jBV%2L3i-Mx#Z#!FjSU z26`w8tnsP!zK89`TCQ6b&INRIbc|_55?Kznh)5T8-Cu9V?6LiR`~o_ioQ7WqlB#He z4IITuBr5DN1Y$=yxq(Lh@Zr_g>D!>GN}gi4dVpAiLj?D(jmO1=%i*W6Nk)u%m!W?d z9f{F2@eo7nlQpn9Poamml#mPc$Qr{iOoWa%T42bKH)5dhwLYuvcD#L?6uO`!26UPt zlF8|odetI7(+rY8h%V4N`0VvO73t*i1Yf2pjawMpmSl_ZT8Iu?xm%TCbl_p zJ(AALCx^q(CxqJy$-ddXyB=?VET9P4hGtu4RpkgQ>X~uQpR{4fp15O1vu)sYAfa=9 z1jAF%Cgw=`gJH4L`VvI&BeW&qH$4|n*{wsyo<&oYuo!w;JV7B}12-aTo;uzznd1&` z^ItH6`cBI99}`P{uyIG_qoY9nWSE%3rzt6xFZ-{fH;&X@h?R$Co5KFtKzK_(B$svm zxo>yQb5t%8z`}Q^yF*SF)MM`iK{f>fg_YmdC=|Xq5+@Pdc{yB=3A1y5P5@FRC$&-- z;^#0Faiu}LfHAz?q*c0-d#ndk9ZchP;@(E$6Tw&yf)LQlfo!mFT~R@W4A~1EU99UZ|K=Gb}|B& z_o52-rGY&Mx|#&`h!i9*8P7#a@>pbNL?wy4HCO-GXhjfGKo-orSwgc72vI3HxoUN8 z2IsdH;>`9ArKL&ICWRB*x&l?jf|}$7Qsf?a4x(O9oI;>J^3DA6NMd}@vmRyz65>d# z(pcmxOBs96=G1L*t0>D`e0>0^9R|?WC`vj zhKYP!+axb9NYEc2$_>OCmid3!d-Jy*_b&W9Lx>_n3CT)>wT@^T<3W% zgGB~7ILN)e*yP*aK6-jqLXac)`cRu2_dfistb7F(i^PY!PPMV|D*{d-f4_TlEcvdf zUL`OnOvUdayXGD=4fg^+keT^>?)iuZJH@~QIgg9*2QNB4QI^tf`t*-=g~ z?TNH$oPtL_syai7B=;~yV*0tdDNHfmhI^#rm-lw@O=F}zK~E@6V^Ri1U8<;W`<|_e z8__g9r{BNKw2M!dK3*Wzr`#KZ#;A;qa`4aczV%2%XY!$i~k5 z+l7D-NYRVjf7cP)$&9zVceocj859yjzB2N*tazeg2LCXy)A45kd(S*DB}Dn zI!5y{8}vLqV>%hb0E31@xgTf~;ENuD=CbFncSW&CJ*nlz1##k#@7wM+2?o*fd@1}G znIem>nv3!(3M-_AmuCY_DV_qioxSmbHJIaxwSho8B8|HHpjMs&+4dW{ccb5xReM*- zG@9B-oZS*~U0ht=5}%r0|EEO!rnpjw-S!D*y9=Zx&Hy4Fdh>enRT0jHsp;6YP*oK| z&U{jr(Cza43$sqW+&D;7y-1Uicxp{ID1J3gD-_e|gJaMTvKpcMPiB=Cs_>vQrsB^p8>9C+92cahvmp$Z*^utp*(tNsinT|x-N=F;=Ji-w?| zD4^+nzdT!QHDN~@UassdqX*Pv2SxJ1y_r?%Gp`AhZBf8+%tUY)^{6*XAQT41kXzjd zme}4rpa#b5w5?PFV0%l`-r~k6r8~`|oXlCXVw&hs0&W`oWvyJcfC_*ihBb#jeEfKr zi;y2B0O6ZUpZf~?h?^>;5ph-O(WA%gO@mhaKH(7d^1?L1l<~}wJZW0<+nd7f!r==E zV$w+8D5fry-0e5_d=K=rALNw=d4l3E)47{uv{xH-(L#!aip)JvFZ+~VX}Tv;*pR%n z@9Q$3TDr*-n@DASB@-fXk0-R8!-FArfj%IWyx1E^r%IkjkFI9; zWJm%=-4mu4)rZu55JQ0D4p8AkCy}{@;yQ#`heSorU=m_en9!kx8)s~6%cMa1XujrE zS=k{T5o*wJGztZ?mOVYl74Q9e;KODN{e^Kte`w-c5et7djsDKX)fM1&6bE4%U9Ct! zkV(&!iT}}=&j<4s%HI|FIt7mQzYaKjs*^wZ52WA6ulWlMPC$UE$aTRTY{6kB(ct<} zZkS|;8gq8n?cin7hQbIB_db=T&+jTPx)B|0!r)6H{FDlpf!N{ffvHyegQ=bO3%-ED z28~|mp8=si&7NFqn5|wfnxW zJ^S?eXqR&lXj$kHa#%=-Vz)!{EDk~3RT0EK4{MaS6vGwqUy>P^AP7K_2NM$P{excP zr$GrM^CT>?toc+zu~%t)V{>07)F-n(wSjy@YJCSS&k7knL4|AD|K!O`nw@cE2Wh0m z5CG^74vaPw639+E?+-Z)G;Q{$hZxkWUuiayTlC+rk!mqve_OV`EHmx@_t(h(W8aBc z^Z#QxiPfe5W1UGWuUav}|N9*j{_nT=zxRSW@PE(6|91@jf82{Q`yxrb|NS~~>;UF1 z`L^TVDCKF0wo6>XxLhMhEfv+*J{l5d(L>StF z)V*WMBm-la0Ku4(90MEc`i&d1u!KaJ0Ixy^r-os}hKboP^tVHh_D`O=)3K$(%Ai3I z>BWbPky1I>p&)?REF^;UxHvnH-XbaS!-w8MK{f6}okk2FE{rd6Lm-QV{uT(^YTHbq zJ0oNOToiwCD#SMVHRa0+p_4NSv%sbM;;{@0k3^{~Xz#?fIod?wNd@?w@oWVHyXSpt$RX0&?o)=Iy@c>9irVsx|AX4L_CKP_(401en_Cl{A>N|((Gq(k>VCV z^`NC%%l^Fw2Wb78`2Hi;b$*^;C_Jb6d__X)ZlK*yXR9Yj#f%H`Jv_#~zr8yOPF2F? zbXQ9ET0J%$=b_8>7y3|J&@t@b875Guv|ehW{Q|)JaJ1(H^ANFu*H%9 zX#~XVyS|l}0JuTe5*^7rcl2YnP+L;Z{`oOO$}L1MB2lC)8W$l${J7reE5xN4XmV!k z2uBNn*coOocyeMAE!%B4KT)Up)-N+=2ZfjfAdfzfK4n;Qj?1#tt+o&+#YYj!V$e+( z9h1ONO#q3t6-Q9M(40m}lZ+o?&NhRu)RXUv`oSL@$J}5#WteCdp7L}OQZ}`#SE(;I z>v@Y7EyQ9~JUs^?p%fqWyaISNK^Q zB#~LB-&OF);*$=k`TbSi<|j|{9tRT;HVW74?t{!i8aUyO1!7JF05Oxp%ZoYu2N;kW zhKhzh%_QcDskxN)|1j7Wm;y0aC-C``r%y{0!c11uSyN4;Sa@v&%UNQ5b^jPI-2k>I zoWva;yjan1zUL7!gJV3(uTZvH&DjdUK-B;A6Ve&ZD|dBumG?@<74zI5iIpUs-aT|O zQ;U+$Px$w+E)fz6ywb=|Kgp0{`G|28GsHNMm}EG?81%}1ERFOrewg;A(<}O8qwwS9v9P@lMQww$L!2-ZQjSCLhPq%-{FPkF4e3Hf zpGe!NGb1a7IA#rLfxeA3EK`X&(4+3r>8N3r#k+%e%w%?XF0PHYV~6b-8gv$B!TUgw zpP#rU7!L{jR^dzr3Sz{|H9~vOQx4jsi-Q-4X1w&8bj(|1C4pGKqU#W7s_mjX2gXQV zl|3fsdV~zePtkmp>O#99HI>Fsy>i>v`U|<_i6-&1*;P!UWVS%QL^lz~*ZsprENN%q z(H(yO{=K_@9mXnmp*j2`9VSWSM&$+tVpl=?Wl#3Qglt_pZ~x|h9jxwx3h2z9?ga)S z%0|geDrMpa4Afu^-Z>TCKKRmvJ24BwY96&ZqTZLyU;@;`j`~t#&gs1(Z!l3k;1&w3 zDNxoJnQz;@JBf#c(OEA%?PRSIj|Pg!&{yvD7EtI=P3`8KPv3kfHYG(DsqLM2N%LeJ zhE=4v0l|BI{)B!_GC2+KsjvBi(*6W4S#lJw#yAH25{x`I$bgji42Q<^Z;aTMty_=3 zQ@7%$2MB6H3>VSv(%fXq0MWXMOJU3I<7!>*jfVET8ha3Ngv!YsaWZ%Ys(YUSbKPa1!oL37 z22K%%$^5Vw>PKFQF^Z-+*kPy0Se&v>AU1J=FbWd17X*hiJR|mmD?`a)4u=#Js_@8Y z4Kqt7Z8Wg*%5Odp)as5X0{996VVOnE@k*u16+S8mm5$W}xf~Io8i{3_;Li77baWR) z8Z&kA_Lspe7obuWgwW+3uKkFa@!xLE-5x*hy5VfiL}7yD`mNRFDM0o%!ZffxAw##f;3Jo~r81EKI1NKA}1qhg|?Qwff> zR_nRu&pms;ug`^B9R*Cy^*qDdDHTRi?|sag5*Ze~WwFmOlVuPl5-uw$Jb5H;_9Ffv z2`_u%754mzoInI|OLMPZyH-HfbTv8z>k%}5*s3P0|MvOUyuuor8|5;=Y(tuv>h%_b z_=Qcu?e3Fkl*`1p3L=`+P%;WBM8HLg9RKm-mF(tHgrJ(Z_N_``VQ)E9;@iw9lrc@4 z{6E;L%(WTqoF@cWO4Wj+s*gjd?bj-28>KE>LtLIViWb> z@lC?IU=B2#H}QzcBJMK{leb$Rg@r2323M?P66Ivnqfej1W)0Vz{rk)P;%CIZ@AyPn z{()TxN)I4Qyn6oJ!DtbnRnzch|1Ew zA}gb2)Njz>9ZW~Vs7y?nUX_*>9sA4dcaf1PvQft9kB==~0eP&J>i9(SCN&BnR&$3S zISVz(a^hmAQs(RH`-Z|;Z1<)tmQfW5^+KaEPN{faMzJ^{E)5V>x@t zN>&oArtIm3mG28*3yU?hupjImznSZS%Jlw(<*qm`t*O=H7(+Bz;wy_2v;)MG4hqim zD1pIAA4?|;|MhiU6f;2E56eH})@j_ci^B0>Xrpa6w#$wgNIlXVJkd^*?3yhE?ZQV{ z8ld0~Wu=5{+Qr=Ge&+}Oo4p5E6#7bJ_0$hp{_(tus1m(JmQ$!So(Sa-^nZ@gA&#@~#J1}H z8cJOtvy10ZBnW}&kh3YQJH^PmFx^JX2w*N8^P3f)y>yK9mLB$Zwe0Qf(P9mVx@dns zFZAEr+Pz=Df)_Rz07UN?1$-#;l8Bce@4pxkNAGB+Q1W0Bz~e=)_?YeDH`8vRw#nDI z9;72O);zDlBr|Z%3G7%>E)$ywR1V9 zwd%6TB5GIOhTasPVx3Qrms*4Yo!E#12LsyfVB4vHlQ<jY~Qm-2&IzX#b**ELY(I)fe@)(u5(M>Lg-VlRK%V{FkT^m!Qzn3fBY!wwrx0$ z@rp~0B;6nANG;e-vw9DI6r|;G=`m|Y$f_uDdl2h6dNb(l6S!~k<+OQHVx0}}t3~(W z;fcg9xBaqK^YaCNkU~vN8c{uvcE23^6bL5#FP%q-FtXK+k9eH zl3G2>;rIF>i%XGvu;uXVJ|53HJ@;9wiRcGGZF;zToqf=9`(#qwQT|i;#+|*UPav@; z=}pC#8N>YW@{QsdN$d18x0p#l ztxq)VHqJP&%1!(HTSCi50x_#3;wR!6C1iCdiM{b3O|In!k!kE$U37V18hx+`7zt>{ zV7-l*Oy;chEP>)a%}Jx*uj2vmD+gfpUN^O78Qp5XGxOc3q30K+@1OVi=4P@x)Kl>j z6&l9nfz?6RpfgdD{zpaQRKKwswvXG%&11kj9YNro*Ua%}U)*u#$0K(!{5(8Jy?Jv7 zA9f;8XUe)J$@cuH45PmPVtS$_;LTmKpouP@fG*+%im)zbo zpyzbnVPXmLiJIYYNlGs4ec3Tt1XP+c(_Az1Y1;_1qMcL(+yZ`w}ZT zBF2Qg+E61pT#~m&{#%x1Z9S5aLS_Mh+D>65n=1eyY97VFDcr5z1M1q|fr}pSL&XtZ zheG+q6J+N?aDt7(Y;h;Mcy-_2S}5O;Z6DFHF7EE)%%c-!=_e3D<IVh{PHp&G5+3E z=`Heox^s$!icNmhe9|NHr30XQ!Owilplv#Zy2tXScVhg#c}>=>Tc`j2(qe)r`A3K0 zoAicYG3+~FkrRPBP4)*MxO`oux9M2+YYMzaXA-!k=fW{{XxODcOc8BrFDkRsKbFZ{ ztFm$@udXxK$5~m%Q050&ogYt9lKTt$@O!Pld@$P~?{{>KM8UMU~ln z;K!eS7yri+fE^%t94o=acb6Tv{Z~&Knf50I93i{vMTCsAzrkoNbN@r2lzljq!1Goe zcF%{0&-oR1OBj9A#pjF(@O%4aKl(p%Qc+eun*4ajvE<7GSwTbNRrK2DgE)mzchBmj z92ZiN7tvmmys#^QP`2jf&%k((2JG&E&0$8okk?UL^;ZpKUkqYZXSn^1mhNM#hP75^zd zYT^?C{uB@F)QT+zpTzbY+=-rB$He5(HiMcz%wPFDw*j@9Jefq1G6^7|5OghSMd;K? zUf}Z)PJsPO7ZtVrvp$>lN|rhmp8C-U7zfF)H5f4g!>S|QjAxUFm=!$trFLLu@Zo@m zE&_?EytVBocUA{ z3R}bkf6BRrwrnbmBXEgvI7<~ui!KXfJnv(6rTxXv-~p}Qyz9_v907-YmT%psciP>F z8v~8#_fW$$@z0?C-(#mNvPV(1CZsOw1wgl3-ZSc=$sDTJPEonYrk{nJdr$49T^6*N5WU};_#?F+Q^?!s2 z0(yP=K?Batmm7AGRvSTbq54W{~$J-=W`%Ki{V_qJR77{z-QLn(bO9vR`FdB)eZXLw6XvkKc&KbzWudgB@v(W+DF{LtwLJ6BkqAuPW{WOny1B9g5+i02$YX8G1>CAovNM) zBmrFnut-RYhAvQO?>~NvthR>AGswA%BYjAM`t&F3WH!T}E{zK$RyMxyyDkpo?cW!N~=p5p*O=YBI#_h>= zvHso0uL%0qaQ4W>i>1^Kz7#A+GiT5v;15!^x2qMpya58y1ffJoh4U-^eStHeN=@ z7<+$yZ~eazqAPfnZJa&E;@{M7-(Ww-3ZeY2q$!>g!?SQ=bTiF(y*D0M-^vSbIp&Q1 zwn)eY`G)@f{#z}B1yf4@L+kS9@$tTBtR25;TK_I8t*pD2Ux{xhhwCHXSq+Kc&HMQK z^P9J55sYz8EZ8#{u_4(d<;3+DVw+^rVJ1asQ$F8F4p_;nSD~b}&i(thBw@mk%LTO? zxoAMz%#*=f^9$meSwO(=phpWlJZ__~07L*eYQT1{0a4M>SWN_ThMw~ys$e3T-_=Em zyXg&#wZB7+vRkxozX2#Te4&N0kx?v&o7;nwHZ+>E52|KmW{z-m?M}7C0_aVQ6H5pX zjhZwWK?(KdH&W0MD0M%U4rW+pps`NjBnl?@N4XZ3F=Skr&;Zrr%x@DGY(TFIYOOW-hMf>Ofw>x=y{=@ zUbuW&adJ{ClIq%x8?V5n@uVNZg@1%+6!6oyy@o0iCQNXHoONfm0Wwm@EJ)3 zQ&LtI21hA}ub+RcEzb=CUjy>vYPx}f#WN|Au5f)##+MY4h|?L;#vfL@(OC)!oJJ-r z(F`}QOW}8hci8QAY#mHI8sP+xXsv@~*bClSBmW<|C^7o(8S)w-zlOeZBMCYY+n&Y` z=BZqyqFR#GOw&kpL^;gNOaT?wN`RY8T_dF}ZoSny zTbi3I+Am#dh!C@WwRQ3|m2Q^X((kNWo2Wf{;zSt;7i(yL>8`(98B9tx>D|TyW?Qf6 z`4@T(ct)*wsK3H>YKu3M=ac_$+gATUp?Q(Y<$K#Q{;h${=CiLR#>Ng2&KgWrUn>sfE~eycMXuYW=s4*_%%d){F0!Tvv#A(pq)y3CIfeUud(&L(xT8Pdj4_HY`rg)^r1y>YE6Rz>AUB@Wz0rXP z<2G`1c8QC$CNR-~Wrn7q!&hOE9n0r%yZ?`xV5)m!B+RTk&cjjKQFqb3#OA`YzpQ3E zicbkJyX4uu-8y=0&E1L>iadr?RuNRo)fz0(12Z z;Iy^;&`wP)lsRF9Ys$i+^iFcpLLSsv`^l@#sUBap+zyPV+|K`F+^I!)eLhZTSXgem z$IUqEfbJ0+c^2));eDQd=H6IiW8(`6Cxj3-5ZT_g<_lk=1 zQh;mSxU<^6Y=?b0ztN*=i}oMNi(Pas=$zZ@z|{SKcDa1cr(F9mrx|v3c5M?TMC)jDghdfT zcy|D8SswEnq0vR^yL3vKoV@Iv2Y)G#H`up%bH`K0)}T1-+U!honU?pKV#$H~*+8-F zWc!~dc+mSfOTl%9iz3R{tkG5fHyyuOz4qZYvm;3Znybhq;+f>Yo#+XW-(}Cq4RT1{ z_%zcRtm;u%_UxRV^b&3>tti%-w{5!)A~b*4pme({E?2$S=i9TWFL{U7`-qLL!^xQ& zNfw>Db~R5^=+yC(!!KHu+i+%cR)97Pqu(;#G0$s}N@G<#b7mxCD9N`u)pl7^Zm?rPslafAzU@LuH(h zGW(nsD|Ip~PY%+lvRSxZ?!e8%7?bWA;%_Jl1kVLu8Nai2)e$P-=Fwd%zI`)iPF?^K zh8X5*;`(;q76G{Dg2gy`?miAY+=1e%-NNFtsnctEPDz-<_^&};r>)m2C<9**>r6r} zt=779cdycYi-s$yST)5UZeCLuzyYwj-%#P@n^Lq5pD>|mE0xBfW4w3YAb$2ZVf&D* zlVYFUHY+R3Vgo3ZnqX)0*(g%KUooX_yhLbM))~R9uk)@k34|+~;|tr%Uc=kVN&gj8 zo9B3$;?K0$P1@1fuF@E&jbxj{xJs2=&kZgic*f-zLS#SBYL}Z?2@uXnUFcy~=)E!7 zU=czDeaU-ZlfB%)S-%a~k$vDuC173dRN z-hA&3cjFs!uWc@`BWUR7a42ee?zN{9z^X|J^~T!p@a6%tdEDmdnttIex>XQ#+h+H8 zNk9YPbiA~-`3azy{1u4LMsaIZ8ZT*38EhV3V3sW?=TS!uTGo^* zTK&n_9izMMl6@yf+KlbmLU-1wR;=_|^{o0xU-$=7G8rKqTY2W@7qB_sW38>Ai55M4 zxZ5S#+E;J1oTIh6aU5~zDNNN{(uDne}Goeu}hg?7OhLhB(sDs zGkN^y_wV&Ob$)b*KVeQ1M+5fx$`3}Am#$nc#7Sz>m>^NgV^SxsWsSlC2eQB zAr`~7b+Fw6R<@Gi<*p&KzB6`;wbHJjmTarJzM5vK&%$SC!YQE6>g=>dumG+o#)(o$ zhOCiW^k(*@x}^x&Q;)VNr%_u}|1nW(1JSshTE}k_fmtpxS)v$@%e)21)m&54W5>;| zeFN!*EEF4MAF$Ha!<$zbEMsmAr&#?|$NkW^BX(3Z`0{c8k`Loe1FBRZp{t)+0i@Es z!y^f%fDkJwlDl;8{(3_o{~?3D95?a0I&e~@@!s4`9oo%Yddr&X<~+s!ZOAg28vVNnseI6`y9!#ZeAaDG zlL%=A1jc+kcDqg}^z~sn2De^5Kun;_jK$+*l)GK}bo|uu8MQt?mKmZaGWmyE zYHBWDG#}s{5{hfYp27LV8O2ZWu!>f}h1)&2+2+b;Gg#?Y;_ii&hNA1lghUi;ml$*8 zX?6UzWpdIbGL9Y;o6HSKlaoBr0B~ki8Z%1lgfO%pU=6|E{^-rlYWB)4q!sKO0XnV) z@2?-cz=&-cOrmn|&(VWL#*?V6E}xw5`Egu!IBq{9anY_{Jz&u@P1@`J^Y%fyX_VFE z;QWN3L84DEWQe_WVoLU55P{$i#8ubmTN>or;6p#3`IWVYWK)>pjfq`z2z>V+5~r7D zUukaX{fQ7o#oq2r*1$>B1#E?|y`r;_R33^}_XR*(ux8=-X>+vIZFboHmx9>8kdKq_p3SH(yG1&QxW$My#HxjyuNH$C(C z@m$i37n+IMPT3`nHj-+qseB~5kLJ1=)|%93=NUGXdabV8e&v}jCJ6`~)W+S<>)7cJ zB&@cuRSaN9g)vi+c%nV~?BD~FliVJ3a9XPv36QrtaKZ>-fX;o}S3!MDNT0~jw^5_z z7=$l4fe5vPFEx1_5)v~0+0}r+GjUnh7OBt>T%L#F2=VZhxZ}_S{Yl_^E%f# zX=bmUPE?I0Jn@(`$hj_&eiFeFOIlo?uhRIuWAVtZA=8paBEZi70a-*!E7ur&K2AZU zip>83Xql<_aj#R&>u&om+A|$C>HkxGfaSp!j70kRMNx8gVF)tUpSz}**|&{5Gu+_n zd9<_xs-x;B-k-mE_3AlHuTS8#KJ~T7odZg!row4DWxa*^-ZEa6Dpq4KQg#mjI1Ns7 z*BPwQRnCO@v?)+ZZ$=rngkE!n=%A{qs&I1V!pM`r5W#=}4m7uG*#Lf3Gju#)VBQfX zx20W+?BNb?EhBvee{HqeV?b!=rcKRgFjfOpmw-%3cjE0v&90h~w0LN~Wv%_uA z6Nuk=crRIE&Nu6=zX&wICo9QXr{KIr#!~Nv6?Og2-5`qW_PP1O?BL|*90iU3uF6#U zYxp*{F7~iGbnVY*FmSj)4MMLxH}d^(vuFOy(;6}DGDk!^@^wdE-?-pWDccr0DAg~> zCC%6GU&5xKhmON04R1J3;mxeWcB6r6>yO>rhI#M!^jW&+Q)0v1ly+K{PdZ~bLnNW|9ycI>B@*k$C^nTo^tv+=>nJ>gXbgT&9_0ZC5{ zpNk`JVbK7AVmMwE?da*ah0a52&$&+A(Y7l0dXBLgGIpg&Hzm7XQO-T??99#{0tC5{ zbo-KYT}8gbv~D$w={pd`rGl<=lD5g&6}=w9Pi0b<->O zh!M+UFEN)}4X>qhmo67|ymhu)%KOdZuSWwALc147I&$qDqEH&0^6d1ozVeZIz4!Wf zaJ%osSYVm5Uh~o+*XJWGnhvmAu%d7HIz8e=&JXfUuhdIlKwY~REeyYTrmt*dtvLIQ zTCn>q)WJ?)G-|r;P&<@<#t@6T`8&MC9U(Ih0cc#eBnEl9MGH3;HhY^;;FiAZlRdNx zNAyb5_7>*mHl)3{Ky*mwRb1bGkUGSme$`sj7cbVQI$y=s6am~_+wV=u4e+~44Vq|n zJ8|)5zo9K`3o2u;{VG;cNlI<+k$i7u^r6-VzQk?)wNs_>P+D~e!OeM^^%b6+3+h0t zG0NB1h=k_0z_?*i@q^5g*^M!O8T&U7`fj-u)#Rq)eIwqx9Ud|)r zd$A2S1-tE|U1N-yLX`*}0!5)=>a+-|y_Yl!RS?6xz~Lo+4jwgpcwIc>HuAvZ=%Zb2 z3}|EDb{UnL^P$Sx+;sd%i~O3ppFgPS`)>CcK7L>iZ4ciGQ8&lxj!sN>jwr}w*y)qi zlYWAw;pZK_cWO_nOFljU!?4|BpFcq(&{$tC?e}+#?hR`P zZ!gs`tuvI12QGRRaID$b9a|$KR{<21ka>5p4QguHkI$c15gh0U!x_ZPJmcG(z0PLb zP=cT0F}np{G$~Ncd7^@9N}20$-+BDMugUPmcPB>%{4iSF|I76XH*fF#c~eJp&Ro^K zSIaib4tJ{lq`fU5S;cwdg;&9AzeF55)C2gj0G_bIdGezw9R@S|-}E)UUrNIZoZvib zlE>70W>{<3yv#Xj(^G#$qx)8ef*B69BobeM3S^%>>hk=pWy?0-=CdglTER7o$e)c^ zD+;)E!vdy?CTVxw2GCLzJY=Hdv$gO?cV_9ULPF{>jOnd^)&QaFv&1|bnjs2nP&W(+ zOMvU7zLUb31o51tC$^l zWldPvOF(3c4bcGBB(!0v)8b*xy4oA_n6vwI8ylK_dSc|B?UkGRPLB_@ix1sk9lSnj zruksY3x6&RIQq3ulesgr&UXCT{JO5P*|!zxdd*J_O-77z*>Xd+HL8Z_95eKfV0;#c z1vh9FKk+wrY?w{7p5_p^>*X^OgdgemPIb#{RL9Rh`NxkRCYcYPoeL_C``WrIDrAeD z3e%IUt&*$-s|7HkO;`nwY_M;Ig7o(0=Jg?inCJfFL4f&gVuF7!(P!87oE%D*I!vAv zHZSw-L#rS3_h%1)Hm?tl3~~ySH-mG=!5J#bTF_250q47H4ed8tGU{4hVSB|!^A<0T zwOku!(!0&=`E|nU8*c2@X_-&G&1*_CbN74PZ9ducZS3$^ZfBz1F&(O-Itm!78U_6w zEU^rQUgzGu^I|^}1eM4r1@}&moWvlbw`o{>eEj9Ij^!9zwZXhZ8edW~O>QTB{T9tS znCcEVRA+XJWTg(ARqCu>sjrJs2E-P)b=>~9^3t-IGowlp#={ZO%{mOx9LRATl~Fyfr9~9^P%MVr{FOxc2Iq4nK9ww96e@9X;vStVOpL zO5B)xNn@_&jSgGzYQDmq&3-j~Gy~q1eu@iUZw2_l1u0T2uChFMftOE~pLJo7U#7IX z5J!M|P=P!#hpw34L>(YM;#Mc?b?e!efJ~jLt|9X@--?nt^7LD_458&~owV)qDa$~$ z`T~m7cEM&bMQgSqr9ZeMRMf=f9Xkcm;9V>(?tl~QdB*znhi<~!Ll6#TrI*+BYSklh zG$uqU%sc`ravCC7xB$^U9r3ZIX@E`I)=>G@9ED2^n@$*yraA0%{NTWt%=rJ3T=UqRM4%>5{C| zCr{c2s5sg#MASi>)1gCrZtGsnrfKd@{(Yk8?1&ZTR(!j*dh83$_U#MsVWW&yVR3B^ z<{ygHw|4h$2tsJk^Te$dz>_kNfm~UaR686L84_>0dtsmKvF(^)w-gD_{Tu&8e%3IZ zU~X<*-_4+{^T^_Q3W+UV5Uhv&lODR@)w}e{!}T6tzu#$U(eS;=!8-jub?;XGeD-bi zBk!A;r)>q&qv6MDHi8>42Z(=pbk&%N6LTqiQqnI3kJSC%Uu`IpSGr9#>Z7KRU!)h{ zQ(pP6$P~fpml?AW1rHq{J8E$j3uXjv|-+Jhx9Tmoy53{cOr^na^9n}oT>6dux zbWc4$>wK*Rb#t%O>qbCkzHl)!SUImbXsI%}<3aL);T|5kVpiTOWiv6Ss=)2o+JHUN z^LzH`)@1$$^(@25_dI>fv%hqkbn$+3ewS!qcj;iMOZ_vI161}5-<%Vo(l`v6T%)WA zmxaA`5wt00zP39x&Y+`x{?pqjF=<<`Id`8myVdS;&*-8*rwu-4gz5*jJ{Gv|H#Yxa z5S-?qTnhd}Xh~<{%|-g6RfaaHAZ0zzCg;|ziD~8d8m%Nu+WGo8_xU$r)+J%aUc0{9 zaNxkSOBxEH{)$)s;#=)Hw_&Ki{XAu#`T9pswsq6*zj^PpCGS?ZG-kel+o4fFl^%xN zJs$EK{4V|rCCO`g}Za!(IuNz|Li<@q?g+2!c7FNe8XAQO`Z1u6I{UWC;b*x zRufD$IKRjX8UO^=Cx-yLYMXymopR*1t}bMAMD;dB+ZV?enCRQoLtAC}!; z^I-nhUv+N(qtdu${GftzhKeDyx3PeC!GG?}H-HA>a&T&MHDxIbSx(CK+aXaVJ}Qmv z`p0M=20{R~pZ}m=UTW+joAT>@x@3hrU+ZWlr*SGZg*mi~`qj9$Jhn{kC)6tk8X`eC z=bVFq$O>oMc~fc9E{~e9(0ZHn*j)gYy_fFYNYnQZblW$($%$fwn=ij@uTH7^pw61B8 zSJ&;9f&}FR74suC5r3^q*55?2?#QLY9lQes(qyWtwbzx2sywjHW?yQWHRz__&aCq) z`q_`}^G100@Bc-s!Pu^Te-uWS2D}+Haw|9!`O19aB5uTW%U+$Y2Qf7;v$9gf(r95; z$}q-U!$EH|AXh{gdDW$)&Ba$~&W?=U2V)nlVfprx7J~{Bf7PsX7_0rJ##J%Wyz?-K z%!<{>Q%_pCR!r7zWyAk-OA4nivYShdVSah-@Ew(-b1iiI)EaGz{Q5~DcD?5JWQES{ zY@b!0Xkn<^%lvhx$kFDNcJvnW58hvUdc_|T0e%=31YqlTg3Uqp!$vrU>7`6EvGIt0 zaMfbOmF9!owic&#@ZLT(z6K&^Fx;;>F;MaB<{7+(GZ_NNYL`CI(h?RYuB%5o>xaG? zp+=W+^@a1s{LPOZ4coe1sa@_Ct3%y8_4rtjyv6C{?lxD${goBcy>yhq$FU$fdI;6) zJoj+r$f&6GI4>}_d_TK}$%PW^f%IR?aV>6ysn^3YFo~;qc`ogj>bLWr`?}vws(c49 z0E?YPQ*^dV?uA?406!|WDzucr$GF+Etil%@5Zg{>5=ZaM|JGy2gNIvs0C_F{aWGiC zm^S|os`#;2>Qi_JacKkTEtnGgF3&XR*RT1ln4zQ4q*ukkP8j+ zvjSR~zlN+I1}y$oiNl;TIK_g}`#*?!qruykS=RqXB5y!oW&9V0CrW*lsw|8Zu> zllv+s+q}J9>fDJWRkPfvTjaG)eP1?ENKc*FzD2^pZvAQFENG#ZxMqM%UfbD`dDb@z z3Kvhvsspp;Iy;vz+N-FjNdIy@F;Qo2Pap5aiz|>Dyldal`ahJLpg}DaOv}OmCbcqP z$4xhv(a_z! z1!`FAT|Be%0gy$6L#fx?4J=SCQRZztapJ_lEPB}y)io}jaw-QOXrXlGx=E)OlUh89 zUJ$t>)nbQTh`-XjH2o%Z{C2N-68%-HZlQL0qn<-IU0aU^xc=k5Gf%8Ue^qc~z=Mhe zP_Vgg~3D} zSy=J@VgKj_j@6x=_dvXBl2x8LbfC-iR_~!wZCGG=P`@~MwL&a&>)>I-i4*BB=3li5 z(5DEpHZSs9KFsw~qom<=s2}FMObM8}T)BmkN7Qy6hRWp7y88a3_$y_VTawm#dU~od z4PLu`{m~cm|Bm(es>31@%U=6~M;C@Hb5gssz88CGPxzGYnA3q_B*)@8EICLi7num( zMtoZJ^Jkk@9qYHcX_ge!;_+IhDOqs|h)&5W_ zzYX2cYC@J_qU}c81J};L$5tGB>mO?!$(GBT-05U$ss;0{<@=VZsufpi`fj~e|5GTA zgX8V?nnEk;T(qx4n~`INI-YCierCn$*Cp<`N5(yEsIWS765M**R|W^hauDlherbI# z(BRj=21@dxHlKX5Znxt3Uv;b!&3~>-PqS~i^!^!#+1cur+tR9Z%o0myEa<3~lsf)E z-;Ave!{1I#&8daNwEy%`3p_PJvF+HHc7g6_$}iKpbuAJnnWAj}fq=SeXs>n;o(s?J znv=~I=+JX`>*BUgbJReCm$R*ec3FMz4DFUpmA0;PUeKz#UDu^`4bBa9!ezZjQT{C( zqUP5rMWYMyPrpw#+kd^!kHlH|ZA=$VNc`||J-;IZKl0ldI{Zqmnez(ft1Uf>VZLvl z7WbI@t$1$H*n^WXS+tvb`gV4Fw@>HnPX*PS%{M$bv(NHHV}Fi%zs%`v;ihTHYByg` z2H~WQe-iF;_kP)V$6?PF9j6WO|}ioyDupe`GXS=ANZBB_xUl_^MHU*5V~e zA2v2n+vaIiWY&Fq?CK4z^uy~nRcYLAKw_-x-CylJj;E%++lU`8NVrWXAr{_`}32z-xvA!0u>a3A3jnj!NP8h?zQ);f7FeNs(PQKH)pe|gwihCdzF+-Y1rq( z={W1h`DBnylNSuScrb9fQPn+%2Az(qW%R5>A#nDoWv`!U5H53;X0%GTu2NzHVu;Z?^g1 zgVv0lpet%u^_PbZWAy2!-aW$uf5Xtas1{8g6N7~$5&vLr)8WHbEnT`4;!5U=`P|QS zt$8EA53%f=ILvQJ@^r0F4;GI&zWi15d$EJx`EPUPiW9}X>U?c22|jhx{>6;h3@z1r z``u*#nDYa?=B>w+By08TW#h(_a_zDE>w1PYLJ% zC(9gNaxUwCscXg%Q}OY|3m42oB6Yj5Po?5hugXVF8m<^CM>4MKktS2R?D^pJDTHt5gy*7Oy+`p3bSaA!lzV%O2gNP};98LnVD=3LZd!v~bx zK_Fa`1tndE$FJ@6(R8@~=ob+Ibk*eSGZ+2c_Is-tZmW9C20}VpfAPElZ2|Wt%@ybL z)Dvx`xF4$%X*RD%*xs$Zw=G>fdgS#e)!jE(w4nGnZT7j1|H3Chh%`PwT~@60!;3K* zus&n7d3Vgyhv@3wEIIbJoB=>^n3=%B87Hp|X1<(~*&BI{=eaA^qT7B5R$^Z7_tgPl zh^;&dd+c3?V^#hBUtgD&&LLzpNXyd%Q&OxnSzT8*sifrYa1KjneOoAK^~ahZW)Pas zw3(CkQ7@N}n@k>G4&IySMlQMi5TaH8%)Iz%$-Vc5UQs182M@D?>jRKuP#!g(#Ru{C zT0C5+46xoSdO_O_4WJNbTs^~eT%yW}+`M@uwC5KvK5_}0tAU}NutTjv)1sJGSy>sj zVZ(;}A2a~F{I6A^MaVOC^~yjlk@JI5hf3oH{myp%QPH`3_wKW`&Qg-k)QjC1lOf}p zku#{uN1pqNoaD)igWLa(i7%K#OA==rf-`U5U$dS7ilbCCd0fdf8Q?wsK~GnvSHT}- zJJRl*H)Wt2{K4^@lM~BW2>=}tLs&2h(bXUL>S;`bqLPy0=4?8G&v+n0KN5O!1s|f_ zQB!Z#WR3ILD=(}X1_lH|p)WyRxwY9dmDR__#_8g2nEnUL=zea4!_SA0OP%I^+s1jw z@P~1iES=g2wFSk4{$t;S>sPPBAL?P0V+FTVP34UKvdx?Oeae<5?QG0(cxRD$&!Faw zVJ4$to@5rr+ZI^aL#n z+&T9M_-jGQ>=8qqsD0KZR>*3W`phcTm;wi)wU4HKorn>~zB&F(Jx$pcasVsZ(}TB)b9RO29M0&s>)XtKZu;+5 zszZBJ{m>sSe}wZX->o3*N(=wd-foE{!L!(YylVM|+bvz>egXrSJjOydPrZHy(x%My zPJJM127iFN(XTuJJN)G?%Kf`nS!nxj?DuI1V`pa4Gv`(_Km3esgT~;)n_1V~sKEwG zHf9`?mPBDd7rj8xC$T`CRPG-=Eje$evggQQc+!{v8N1ID3M|nf+X)2Vzf)$XB*FX-m zcjA6eN&iFGxyU7bZ#%YwU8*{WV9WP+p|cby?1?jTYt~e|s@jvlJv{xAKQv+lPmT|a zKRrF&qe^SD<-uTomB!9{7+JiO6cPArd3kS`q!ZFUgFdci0@>(CIFl?ui`2z#tSzZS z+uuU@cFXF$V-%@OISOm9>LQ}(vgf1C!O0GYacp1>xV@V@rIruC==j*27`7W~M2#7l zc+SeU$MxCFLV`cMHu~ARZCjmP`Nl(yjEovB3^4WkQXi<$b$73U16vb3)pUn^+tP2? z@Zq1b(Mg5m)>}!9sgza2*wqNbu5#6r^HEzf37|}N1LAU;pJW)L}NW22vVkl<1KuWAw6qZC01sd9+ z1m3PmHRrv7l3M5ghya|YVvhxxbMUujPPmh-ZX87yo(cv?n(;B=x>WLR}#(#vz(qN6tmSA|VQ zCe>G+_2FzCs>Gaf2?)X@a|d14Cy(787P3Sxlmt#hz#6)a#rxj4YkL%pn7kvwvbPGnHy%u9d8PTKqGalEeul zJ~$BGc5LDEEpcYLkMEMD;8nep<(l7~x$#OE;jlI4D+)6wxTV1jbKrBB&%WWT!7PiQ zAvJ=;h&RP6DZk?ZAsgg9#}0A&gSRrOL5i@;*t+JW`OTs-jo7mo4!v$(V;?&038$6 z(2{pv$Luz6Hyi+FYw3I!AOt8@!#=;cZ^&tzZ9{9x4K;6(Vc5I8sZ+x6gh1HP^w*m% zg58xInFM|FT+QD>l-Z#${9p3w#}$r-qX=yR_TB(|5!@h%AZ*YnnhP}_zVWt6mCOrH z)?#Y0lV|}x^C;R5Ug6N~XfuUUmvg<9QK0qOHLq8X9t}AP159rCAj)XaR8xDor@MTh z&!79v-}qu&^8MkECWj1Z&nv?CxVxa$uv}x|`v|L92mmG&#kpMb20J0te7~-6kg2{; z`Lr|0J$LCj)P*9n;M?;jLhq&e_l5K-BDuA$p9M;NhIMiL>$uo{BFLCDbZ^nTRQL`rxOKjyaVB>lX{pQH^_*!vH) z7!nehUqX8^Czp-P#n|EkoR0`5346SEyB4xyFog{Wp79LwPF69D>IcED=+UEh1|N9| zW$euvZF^>a^^40*LVnfr>oLV=42=YTaTDBzI2=US)7pxlCO`_6M3aTVEJ-ZcI?*&o zR(EG^V$4M|CVV9L=413q-go1j#c#=p6+dx7F=#;60!c+|{CP@P9MoMV1Lrf7=!aiF zkD?)FEp6!Tx*6H?RL}nYGFH=M$<>l$t<={fe9x-S>TDbm6MH|0d|Ql4+~02+ zC6#1o5$0nX@7=Qo2A`4kS5zo`>{vKKA_c-;j_*GV{TRGOW%wkRE_UkKQwgHYMF!`d zENNNIZsma4#=ONL{e6Gmz4?`5%W1BOrPH@hcK zPST@h(;TwAm1GG74J+loU zU0k9x@L~v=ePb7UHnF1J*|)WB>L|r#K{Mp$IxnRpT?xqc#vzlaOb`-oNknQgC5r|N zataC~qK$4aHH2i$tZ7fpQSlzv``XauYz%b)u^VB>}jDniMm60!S|TQGy}S5-qpdzaEEYHe7k0vyqlKBtD} zSdsDJL<{|bqT@tRjj0@{p?|CD2?C}(c(TrRlX^|okMY-C>ZoIA_+x|ZP2OZr_})40 z^nT$`cVB?v1^*FRAx|XkUktQ2&}GTHck8e^F^ezgXl&eu8zu>b$I`>*(4TGyU_@~C zZFT8hAk{et|ErKVDF(GZ_xD#X7O+K-QYB<1+GchKp4~tfbtyNu3j_d}?!u2+vd|DB zNhbq?`y~c<&f#?CL=$MG-O6H{ZpA9R4Hc`~4_%?jez}H1IwyYa=cXpwWOQawynkA9 zBnzG!Wube?*I!xfDA^L>+$4@^?1$m75yLV z$1z{aU%Yv<7H3B-dKvXLF}h*@)dWigs}bs^P`4P=mR2rSD1Ew_CajtM?wfD=;eav; z>x%4!7iKR*gx5gnRTrW`Z4q|wEN)Oxtp?8DN4hzG`SQW@^_A+J7al1b#Db2S7;K5O zLrjC_oh4DkQ&Ux;Cnzq`YSV^(K{>=Qaedyn7VX+aus|tC*B(ItP;C63DKNuXriDt*a9-4ff1p?as-J?zR$Mo^ zAKVA0%?z5jrA>a^oqtTEfP(6LiINhN2d;5GauYN4Fh=B0be(?w{OQ0))ad6}e;?TX zj(+1|f`7(+t>0eHPTlf8DFXL3pHv{S4K57;pb@R;&#b01X3P*iDRD=yr`el>)NpNm zW(|81tG!T45{dvjkKZuF<}klfZ&z%CQv4!q`?%}&aht%F9Vk?VI5wvwf~aNGh;39I zAhH_zj;9z0QI7i~V;wm^;5+?&n>s;2apHT3F7=wz_YaR-gInp}C_Y|@y_Ewg#I?im z6IhS5=9zTgvmsv<>`w$L(A7OYS7xamoE%OB?Qgbr{A9&0|Kkftn`jT=g$Sv6w&t&Y z{E>t`vg$m8O>mh=3uJluZ#p||4Ebzx16vYOxJE|`2=$ocSp6USeli=>|7tl7-iIE_ zF_C94-yYW=H{06lunCUV9hGG52;YjTIl;El9sNQWnx{B=f7f<*HAnzC+$oKY)@y57 zPsm07A#WEQU(^BGW!IDM%O_RgM_{E46S$%BZrxYc$oN=69g)fscU~1XU4a!(QByEazD=OMElicrC zX7|{6BLm-so6&;`pt;m0FvO~JWC?)ZWlDkqE+RR9yyU6Si!lE;&9FXv4HhbAA-( zjAd?0_tFd5~~zI=B5EKV`#85i)PAGvaX^{aDYPBNJV8N09fxIv!?dhDP%+u zAxM*8v-puFXF?P)0pIUWXAG+M_yoL!^Gqu3_ z-2P`=A@p?3!M>`XVS45MojZ0^5V4#r9{!v?{Z|K~y{MXPj=D96)gDUMI4sH9F5nsW zMug!QQuNjRTREK9N?Io-dt}_y6{@>#-ZI<CUz)La=z0b)rR~g2>?jFtl~)inZL} zrM%t+X9NA~D=O{>V{x@fT}btEfl6Tw1^9DL$MRV%k+UB?dNiPSwnfd|!?OnA0;SSe zt`WU#FnKZLu!v_(t4iugJ2P!e%LRSDPnc2Bx>!)qoV+j$zH0%VDA9l5 znx_-w-3Cy4L8)6-8&R<Hxi|dN+k>k6F`XK?dH0viHUFU8m>Xe@Q0SRFbJsn`uanms<{wj!sF!E zc<@VQ!Ygtyybf?Ao*4AsLF(9#|JVs!3Zef-^ZJ^QM6|>L11JO0FY#Hy!!nTGM}4&H z6;cFRI9}lmm{ZoQOEyAui5DG*VElU`QAm z87&6@Sdibd1RH z;3A(lWSEgd{5WYjoZSkW)8oN|!@x-qT4m6`JkwbZsS6Q^y9^dN^5i1py=EM#2OI|T zaZ8EDg^SMHCoKpryDxt{6uOLmI_B$>Y+IdAn(SYW%~uwIT;R}uAN#&91|9v=6=XF& zEbgyl=~z0Rc^DBk`CpIY>kD@5{QF{yKZNb_TyP-%`I@qanHI4ArR&ZAdslc~5b>`U z{qG0;FK^LbZhcKo7lPVda)(+(Bs)L6uHVU4vO#*_oA3RDC)2Mh{&D}sI`-aF+fdcx z)yh4GBg4EscSWU|71uxO>WX-N$|8B25nIsK)(y1JSDid1YEryIcY~$*Z>!eHpE)Cz zYSm}eJhR@Tk!sZ^oN6#t(#d-G(X_a0utCJW7-54PZscF0oDGy;N&Y1VuQD6bT`e38 zdp95f{rqwD{>D|yRJEvVre2GmT&{Pnop>rMO_58~>T?svJ((aFgOXh5L;zq9zw+X>iBM8(8< z2S@}_MSZ>Sk&O@N$ene${O;ire~uyFA8S$j&#g*}4b3CoZiy_e^#{AM@pr@!81Yn$ z@7(a4q5PwA*aE1xSF-We!sV}CiNWRJx@}p$eEE$5<|5+=?Z-!{Yzj^*DV48bK6mx> zFjh9>GQu5CjKX4Kx}U|GFPlI2>JX~}wX47X0T#tS4GxY*0Rk-m)GO!kY6$ImNLKdO z*jNFA4O%bHYO|APudLjFNIn=S_~q8e&f#}E7aqd!!)}EQHD&@UR;&nvqyzFX+?ckz z@J|aQpMZ$<9s8Dh;lkbHZ0KDQy`5*CkmWnNb+LiM&mbkiLD+oB1@ea_`b3Bs6rS(M?{Nmikg3-rM)U|x`|t!(Or)wVj?$0b=plSy+cqp`vCrz)Y~eCt zw$OD8H+Z=Fx6tL53K*$$fIQUWG>rg_CIS@yq4LMVH+U*Qq&*S5sG}4lI`WL}<}M84 zHDO3B0DPW7PfyR(YjM=`utAUMi5PU*#FI)+-dAMUe$RdQ3jzUSV`FRBSLmF^*2UMF zzAYWP?&8IZ74R^T{?ycqZ@}XwMfiXMRTey=wVfT>Npd_^CoW2Yap9E9-e^+RZyt zZM6T^(i}UIkLsD5FasfsTg^FYzgm~Cd}(f%#rp(&h}4pMasT?YYtt&qMMc_8=O>Ec_YJG?L(H>LKe`ptHI^ci2A>(0 zH#xCV*>?HelQwtS6kX=wF;G9%C3CR-%W77G15px!^UtRwKaosw^?E92Jr!bFb8|BF z;+<>pbvV&7O;?us;ZR*~#p{blHHzDx{j!!D?C7l8j$HIO_8cIK9Zv_6X9 zo5qwQYmCO)%rggeDe@W1$*8N#%JTCI95(H^vVQ%+@)RMeqQLVkiR0Y^iWkq5lPOO= zl7`BCa&&TvZd#u~c>Hdn(DG0r0e%4%=aG|Y4EC*4MMjeQ=f8XQ8nM2%TBV&C${nP= z<)O<(WxJzjF=){j^J`R=%CtQ`+s@?8&L1 z4kz0CX=FkbEmXV>nqk!6D(rt`{!uPFMubskZ?qua{JBbJZ!NT^WSX-i>EPfI^KfC8 zBN~pQhf}`LyL=WrJn&%e>cg^ajCYR*3W6Xct)<&sM(R}JjV_OK_hAI=3)m98j-f7mbvM3a$s}=l_oX{fj}|X=AkTxeZ&5nMS%8 zYxkg+ZsJzjxQma9r$jDb*lk(dV{>&+y=`u?O_Bf}{Ks;%a5#2`oUeh$Q)LPl=>N&Ki~Q)x{MF3=nrRCZ^eg`cKw)g*%zPg ziqWiM+D4(Q*uCgV*vmv_@I80QdZe+BM*rZJ^^yKb;h`}c7-sFB2IMA~>ex&3^S?flt#LO$Z8hdm``6e4vN(SBM)U6Y8L3A8TJ>(@`~tV4T>^LOYs)Bx zE0?-5CoaLu^G3a#Y{%M#$A#ItH0Ci+iBq}w z`G2W}xzqv_%KwS>@qhB^<1t2gw*ML#0h74@4CEv^LnCvugL9tHUq|$s~UH1 z?%0(*)ijvBdtK3WyUbQ*5KjlA?2sfx7|QAF^%7RZ3j>ib{@QKoHAo)g5*K*AsQYyW z8lj=w<#ZqFa%M-s9BVrNxWRItAin12y&k2DJ{x7@t-1$Ss!!#(x=dF|&8RmT-G8H{ z?{MzZ^3Vz-jC?MPqHV3Ur!3;Ot*rT3d6YX3f)nue1#V2J7E#8owCFifT0`VL!gUZC zsOvIPlZetH$#M(;V&jfF-DIrI=3 zq+94xN-GsDr3mrewo7kz4y5kAr6`H~(^GYBGj-z$bCU__PLO3VAldcB zuTMy&f%d*ZWoT` zx!Ezg?o8n2AE3JUjx3K}D7Kc+k)1Q~H0KVKpJI&Lw$V8)m}M}`*nh&gG(x=#eUhwp z`{rw^AFjzi^92p$ux2kqy4$$Bn+M>G8eOPgdfk~;W+53tCe%}K;6mPl}C{Zjj4 z`}v}~4JkN94ki9wJ9!5Y=KMfvDoN@daXKZ6o@gToq$EXMS>zn98i3s52WL@PDyw6X zWu}59Z?l%}!52xx6V6|(tB%>UK4Y2wN>lOqv)GH_#pTd&*Sb}Yw1a|zhWyK%_rzz7 zHo_BDbP7Cpf_sC`tFwh$m3jG*vDJ9Znl((8ad<+6{JY6^3JD74KM-o(Ix!tOSJVq# zNd`L3V_@MyDOZP-*kn7{6gJEavCOTf*S-Ab7bMFBQqchY@){3D!&bZWpUm3Ju=r@XvU@j(NZ%h`(gy5OCyU3MzE{QHtwN@BAzI5AXhuq6 zh}dSg9uu?$7q|hj7*cIIM~@ywYEp{}G>ji)=p;5Fwl^ltwc(uKgL*yC#SSGYC@{no zjF^V?8H>0FC4b|ib^bq4r!rqoYO(@JG|q_+eb{(oAcWsk?F&R9SJ0IA-&z~RHpk{G zBd~ygXTl|4k+}VBfH^c!o-H#?EzF4-$|$S?WkJWw^NVkB^$yx%kFHJ4i6KZw=u8I@ zpnV41!j;0^e)k7dIkYkON>YYKpC_^@e2W_O2q?_HF7^#QKxh=L}b?tHh=GvMGqq{HkJg z-Me^!h+}NBQ366j1<{ftF>l72omyWcm13|QM@7cc0F`&97cSg~(9v^9c7(|3JD_c@ z`hL;E>9a?R1B4g_fKbfirG`K8{nI7m$fm(aq7J6JLuO5#d(=Z1eag>fKBsRA#70q3 zUe0s7YRx5x@&xKoQ;NrItkj=xZ?MZ~gG_vl(}sWX6GrRTgJX|P6Lg!MKAvF*b-n;=C^UIqjaiEqcnE{Sp9hM^H>iNu3W*#{xDDI+Qtm_dRtUQ^xF#EiAD(xU~%VLj((Kgsmahqx3wi>8qZ z=O!(1^G!B?BaYgv8?N6+ie0^ZW23;Cjisgi8Jp9G!w!Kn!LT37mZ>*3| zpnjmw8P9tnYGa18oaM*HMn-D%uxeC3oIBud{xXSX#fl^SmloSd{)YTY-oKC&6H0#f zDhgn;Z9<+iDzmC4YTO6=?XD@qD50cCMXvJp)r6 zLOBdIW+?-~Z-Y1S2ZWXy8q;lA|M&jD=jhc#$^W!ha_G)@an5uxvZ13EX|%S#`NU|98_ zBerz$F?Z1J+WFA~962<$UQkebP3lDl+3JwdF~9CRq5RzJs%@)i1>twjA4>eqG0WE! z7f6mKruTY@|CBG;OM95fBcP`t$8GLq2jkthrI*ai{(0Q(+G%(afmRzZhvU++!FMA( z$f{%nyh?iKAV}l-B--;YlTfrx?q3Gc*3{QIGyOJo*!m^{%uy~mW-80{h%^eugxd-& zK1>7vw>6&`j02C`!OrLxr~_}6o}PYNph|U(?WkeW-_6Ln;kVltv3l6l;r@D7{ir4r zH}E8PcaNzziQcg!TODMlarHX@mc*BE$*qsXjngO=gF5>y=hz9Bn zc0z4bukoP8c6^vB-ME}0*Aeyf(p_SHqkPRk7fc?KMF#N>va-oYor(o<3$k}=47m2h zMEAsV>m)xLaLkf_hS)v6GVzVX+7o`!V5W`bqa+1JOEii>c{DFB%#_w^dsn^veGI#9 z9;=u5hBEPCB}9s~8t&M1<*SWh_(WrT$lP?NK;7NEGlABX3N|^UAV|Vga;Re`omLhf z;wG62n5;f|w5(cuX48$h-fJ*q>AhH;xR10q!|)M7O7N3bF3=%@3|b-432P@lZM0m5 zj@CTYk!&mh=7Y|iVsg`@b~ZV-(#cBmybZE#G_|Q4gr9IcZEUJ#&Xr9;&1wcht8JAc zgN}6>X7Qw`73(Bh1Ojiw_2KRW^b(uQqiM;dYP}=Ba?hK$!LGw_c*H>}3WnLC6NI3J z)3eHgQHf1kJR*rWd?pqaFyN?c7#((N%=2Z^AUrdV=REmxN2ze@{eQLBlrEz*$$dB( zDIJbD1J?Tet{{Wy@ATmi1a?e1H4g_9a`LuyE$X^|ryk{k6^Me_`S-Z9?d$nwQz1Ob zM>5}&Rx{kQ-?=@<*Dky@WorWVo@FfKximfTQm8XO)XFkvFFQc07#l%eEkI}@=jm1! zsTX{ZZ!)Cm4m>o6;ps*Emwi4(r-LSXLG!lW-gfEPgkv%aX4(%rwTSioZE|OB#E{g5 zGV#inD+M)8!`&)wqQn|yO*h8niCq>s5KQONC36Kv6H9Fx(!+SJ=FWWCF-b<5P?L2P zZV?3;3|YgWl??3&_Hu4xm2v&K$U#xa^pk%JJLTjUzSCrLveQQ~a{QCAq`I97id#F6 zzi078XH8>grm|hi=udsq5nv8tGN&UOGcAuel(rk@oayQ>h@Sm5{=;3$`DD_P$0|#<;5S`i_r4?SIw8XtdNX3Ht;uDejy>2+AkKQ2Cs9U5ld`FC)r9`;ZEL% zO}W;w83pd?$rAnr!H70v#1nlV41{d{*mJkhtDmwbaGOQuL6~bALSb;KhJps2_YS;i z^?dX7`s(la#Tcom*gPdh>k)6M2AS)AGG^`3)~&Gpj}w#Eru8om4`)dhMEO_+!s(FX zpDU1>9kNGhv+oe_$ES5B7Hq$VFp>`$Ei(i5V;L>Xn9yb@F2e~(UCY2l0Isas^7#0>pvK&BS9bGni_u`@S55+am~pJNL&2>~gkY8ZjmExqbfJGCMk6 zYL~qcb$6=&&6$&B`<(&R{`$xkk9evx)dP@%9!J=&nZ^Kucu(V}eXfIJt`;B4vWfAG z%h*D#d4C+pQN=s?RNkD#f~h(TD7 z+RSpqVXCOEw*Jt0%%696_Gn5%Ufkb6&L4j`bS(>J`(4f- z$~=M~prdy6A76Va@#KAMKzya*!=IAn7PtJXtMXa}7GI3=AEKxKgSwr?YyLOHN*dz7 z@nlpJ~)7tE`9Z-@N%=K zl8rK}_kHi;;o=$Sm!_)^llxpDGBA3*XyraGo(I3WZ6o#aC9m(N{l^)hWRF)6CO_Qs zyC~afh3ETD_-I-9OWpPUz~&S8e7nPhb7_ov^HU6We$xoQF3x!^9R4`Bg4+%G=DWx_9IYYKTpYB)A0u)Hw%WkGOo3 zQ&Z3fBEk#Ik3ZP3PE?~ST`$M<2pJhA%N$CrEbC9Zr-&~3T`y_8Z|*4c%l;L45y`;& zJ75wPozT+rA?SSrLQ!v80eXbU^&yO%P8iiE;?sMcvlYU|8@{WRxr=~!RRHVVjGB?+FkVc6AP*9q5Lcy6Js?DNJVdxgg_QCa{i3vOLA(P-nXv+C- z(9*qfSby}DUpr`>r`0xyKzMSGE1f;Tu_pE>u>~Ke+wy9DS@atyd%URYrs5p4g6*<; z_0-iYO;gNL0_?JfgVNwjsKseUUkE`$Yd)abwwJOeIuuR~gVQP^jE!mU;$u)0rTYpb zK~?ih{>XJ_1z0hS{}uO3gXMhAZ7c%Mzz?W2ry* z0Lihmvi69_%8l(d;M9n%D2`7`<|Ym1%-^Zs9e}g%JW*^=x(!1@Pk)Z?m^HPWKKsWl z@wthzme!QNhro#oHk2o8krl;_`0}ZoD|Z(XvK3)&=iOUTAlq=3VEjmyBdt=6x8ipG zwpye=xoS_K9oU(3CMG6cqg$Dn0)HfjAtq+9B7J^Q$ZazhWQ-ZH_}InTtKQr4@O*eh zk31#!_dqt;&r{7~*?wNGzrq<1fMw&&QFTFZ*b8`~7!$W&@dO;+$H46dYb1el&vnjC zhXjH*NCR#6T8wyb#dbMUO_`H53C;Z@ew?R#&nKldB}R+4bBLf^q@B~T`P&;>3LJ@L z$hLDhGH~iq{>LBV!)J`OMClBk#It%SCx%zPyGh9%6;|*_t!ZfqAs3t=P-H3>-aTjL zb58p;n(g)9#tG#K7l-5VEBN19giBNr?gaGP9G-$Zry}u!mxQfX?E*r&N5$pxj&1Q% zr*Hc<;g**JMjRPyN{m9}Zu2Ggd0u!k;2uMlI%dvCdC9G|A*`SOX~}fX+}PaDF#0SL zui|}E0c1%MW7_XmECNz`uT2gC!5wOof>YiPA=*;{A%>0pHb|wK{{EoWgZbV&g#4wk z4fd@zF?6(1$K%cq--zY2E~{LVpc@?O*Sh8%dYNK-4GT> zs3eDxSc9N3;QJ16koN?hV&7!hXc~P?{Z))j>jR;I%Y8@zR*I=A+U-PmW-%tjY^4EB zv2!Z9qbLoe=gXyp1t?4@_?wfT7yZp6nsG`O4P`1XApV-I`}0#b-ArY-vGFpHsC`kleJ;Bv8Dgi@gfBf59%k@w56PmTjd)|MA?d~v zz1moZj=n;?5~`*M!lC`#GoNbg)gTIKh<~#;HtxI>_ZqqQnLX3Y*37?~PHcI_!O=7g zh?{SrS*qRLUn65vjk|mPB`Nkz`5n7CtTl9~^ptvEv}+uy30pW6pZe+hI&(KNoSWDL zauBx~w7*;9m&c@sE8NAe3}KON9TTW z&+&dkf+CjeQ@x7@Z|-BQ(347?-&T_eY0bpXJra7%R6~yURZsAy?NZw83aDL-&xN@a zD$~9`+jKWiGk*mo_z+eJH7>tls$V7>5K>pPXL*nC#eOn9*A@_b$5W)^iJm^G8|Q$; z5U<5*o0@_^3U_A&EhreC=<3OB4=Nc;P~v@pk$Lvlx0D##3rsm@UVIVT&rDN#G*L|< zCS$Lj9G98RS<2T{-ZxEF1579c3-G8evqM0n?V*egb96s2#ADh}MyxHM=hX2AU)}f9 z5!-pww|a0xkH52I78@elNLst^sh^lgqTm`Vh;9U6<4%Y>{0|x(AtSac)VXjR537gs!El5b$Z z896!g<;y9jj-%y?+NMhI@P?>Tq&}4VMv_vYy^m=SJpT$cqQa!jU~a@<7`q((z68}J zQ2-yA*1V#k=}i+dGBON|j74Dly|KaXCe{lYI|;k?bVJCDHdvNdrxp;Yt1bISew`nU z;V$}-Rm_JzBRXG5LoETWf?-xJ9o*jG{*Io&o>HgYOBFJ{G_$Y z<=2%My0sA^I>$o8scI?~wExgg!fML7d#9n_$kJZ`ji=lhwkd_Y^G4Jr^&|-=;nUqs@EjJc6VsFYjqMT+%QL}6w9 zZlZsRPwNO+)tLz(t^{_bop}??+sK9s1ILmjM)APxiK{oy4A@0inDkv%hH*@ECCG(g z^}5agX&bmo#9*`iq<0&lcOXUBL&EwPd5MDP4I1{$*#ut!E@J3AOsny>DLapKRxL z^T(bfgu%SAR1B!*&&IlJTd&b)b-k$6nRnBw`B#)sJJG*@El!eig5INzNTY`R+$Q`s zmSSU_=tav(fU#OQg8OjYi__DcQZ13!%VVO01L$B4J7t!^c@h3LPIk_*?6E8oL*|rO zu!VG^)o6n;tP{VS>2sH`1Y|WYacRL9isIH%#M6kR&7ozg*$));s!oYck+MQ#$zgx* zVy9U*Ru!klDoa4l#z+(5@bwx^>f|%c*oj;k$(IG@7G*S&KdyoGVBV;IWt13dBJJMl zdu$Ar#*F}a^GnOzOiSm+ka5|7l8&3hvt3@Z?1a_f!`7bFoTSQr7V-^L{?;c`EKA>F zmyhCZV&s>?H()MJgCZjdASvm6#iYgS=2}}eZGCto{1LIpN(hu6wB=^-)R)c<2tB}v z)bU3?)g=f%2>;~wL&($83AQgFUv}|)o)PbxhEhV};(>&Aop1-87gXxJ| zd#Y3BSevwmDF>EmG{+K$r{o2%gc3Idih&EXl|HD+*Hvjy(|opk`v<*}%=7Lm7;{lb zbc5PSpPAjz)=?sVGeDeR6kP#`Paf9?;y;kQLjxO+7C8QkC)O!a5t@grc24fCUdUg^ zAGJ8Nuf}w;?W`}GZkd~MvqIvG=!Of*!U@=dLtsk(%XBpu zWtq@M^*I6oB^Q{sA4_SLkJR||BHnY;>RXxx@as(WD@wl%LBW@aa(78@3%9AyczJBw zooM(n>@|F}g*rwU%3@5PwXf0s1J}A*csx$vm399i--K-+RZ}EqGc(kRDy*EW`ZAj} ziq?LBq4;DCF3Pf%fuT^WWujCU1eaJ)28snc58X5P1bZrKr*`j}wQC11zeq~5Vth%T^uHumjpV5-TbNl`JKz%3MtVG97P zi}8rmgHr6$rL2+Kpi&9&LRJ-r=_6xf%^9gFwTRQU6&3_xV5&s?*OzlKwT!JuVG;L8 zV1~6pm^a`&AIB!Db`Z0FOP&9_FYPI~&5)6*J?%A0UP{WjO<*9B9NOe1sXfyEch zO+t(4I(A2La;}7B3MGvsM00kiK?b+iF-!8aLf1o?wf?WNNQ2A!#xrl_UKw{%>Iv=p z9PX6@PYZ8Q_S|2%^pBg)!iheyCr{x(zSyC z4vso&L{xv%!%}lr+hMe<#GCbyrDpf@itF*vc-`CeD0T5Bna^j(dAaWaQvo7@p~3&Erq zouhN|oJkp?It^r$hBr|-8b$hN*GVD;1bVsW;w93z&jp;9FOsCl<#B9H#>jL&Od2k>dcJ)rj}icH*}f8P7(=NI@= zZoK-2>w=cx(mIKsiMxSxbjAi%0{$zCqh{2`*0uvaSo1ggq=rufP*G?ZySqRB$z{md z+$JIh$&!;hSkluYZx`vUmiSOR$jD;XshRq6cwEnPihBxf7j)R#Mrg2~Js%mEtxVI3 zwXKhK_fC_INZ?cG4rws9cr@Y!gu=ffL^wKcVO_l0I`@Na?jbS;t2DY|5S3Zs0S7N< zB4Z)9Q$z8di&D5NCH2ICO_smDG_w^>XP06|-mhlVPITq5n=Z&FeaM<}q$p3iW6Wlc z!j{s0g+x`8a|nL9>Jm&{mwboL`Rj59CZ;dn?BP>$W%Rvba_kDNdSZ5l+ok&`AM9Rc zPYW12MCumNmjb#j6He-}q=qlw0);Za(V{Y>zxNDz2ndHdN1|RQ1uCXJxkWQ_)>f-v zyvFF3G;c;M>uS0lg-Bf`3uBRj?O#4GPAa_ma**UIa1DNPZ!9I-+ry2@!lwf^^amhU zIV|l2|I4KUb-Its+-8TJQp$)`DwH!(LZ+6jaA%B)i&--qRzMTv{(S+san+U*W^USl za6YLD%A*-;f8vm(EuO=@y2Bd&u<|K>As?#2InwT&e!?=Vk@d^u-4Ij(JaaSf{q=NW z^%FYPLnfyLl{sFUYiSx~3*oqNwt#euUN{*} zTID6p-CNS8z{IHpFj{XX>)dXf&nT{Zwx?~Y-&B+_1(R)hW40|*ibd}@*H zkT5nKE;SiWRIZANT_4TJ#c(t})yhB3V*8#}C|UGf1jm+p6Ob7C6S+jys}|zB&6}Y} zxfgYAe$wC+6Xap3cZVD)$IRxY!ifW0hQHCd3A+soxjlxmpQ8cB62m;ic$6y*Y30u; zj?Ui+54(38IWtZ#BeiCI)QA20LwAW7UIen-c{ieo5YJFG*bPH0=c-n>;7;ST3}TKr z4PYRd+T7%@`nc1*4GMkYP=qA7&Ge>C_QWP3CZI{*82dT7oE4OHXOS{U{UO?D{s^9? z{YT09q=ue#6fyOLI;-Be*By|E7LttxShg|z-Uf)6pVye72rm2q%kn>I+98`RBhYrA zv6R?cx75tuy1V_?38zg0E(FWGM0=i*7vPj%0M95qBAMGo^A)6XC6P7{=B08W{L{)F z_Qhv-S;mnny7)5!+*1BMI&1&yzrU5NlT;z^@=~g#qGFS%s9I0=(a^3hw12sij@;MLwy#M9(t_P344Rz*~##?XC<{{qt8M(+?tCsC?|C{=nik$pSd zA67fZ*eAt;KZmJn&bL0OJ2x6*98q6U(Nj-xQc^J4AORqgNT{q3hS5pDa-`+q6Bd2~ z3)dK8xR|=$Dk`yC8_g4fe3zuqqle#*aj|f(eDFfY|GW!-VSR60$$374pwL}Z?7Ys3 zTLFgSgDZP#8>1mN`>Os(=o-lGR!q>iPRJ=fpU;Ht=oBR#%G2+(2=Djp4|s5dfT(Qb z`Aa5EfTwA6umq@SY4yB+4|Hb7gC6-KEc#Cw+?jkIofwOl>S|SE-*PH&yI~pbaVs`H zeIMc*u7FIj(^(M^|6O^%qQYWFPEjWf-56Qlo7VOkY2DuqJB$r@StRdV41>0f1>i&V z7%71Tv`lT_X-!ereDlyD**fvji-=V}q~=*gf|$uMN?THq7@HR`qBD;`-lzX3OiYda zL?u&P>MpL_2-OXZ%jaht@tPD;xoA=*H?bVvy>N}ILHm)|!-dP|alySqBj3Ko-IX5s z7MfUhb@i=82jD}@KE7>#JXyna^vf}#v>vWWa22>EeLB+{81`$9l@}R8N|&NmY~!n| z{D3+GR8lLFFsgGuQ78Uz^2cRr;&oM<5{x0s!55np^EPFqtM_zY)INVTtDP;hi3j~m z{2k^wN2k2M_L_|pN-sPa8MI_RdS$a@vlWw6Mp ze6G2`ug21+Vr9*L%hS`_aWZo&ol*=S^U{tftvw7%7)HF4KN_o72znYE)Eo%%@m$^+ zc`_!Vy6JH|D}9P6Z?67v+|*#ANGnx@v+GX#UvOD6e?@YaK&|^2TW#p(MIG=c$Ab#9 z+k<++kES#u4)Ti6X4W_Ol)k5r>irn5-uEn-XJ>i*{}PVczt1<_iPyX^hQro6S&%1J zA8&hj9`S-?HO|Y|X*vXgKVnkpLUb=OT5ohJaA83+Y*A%l`bZFQ7ZVJ?HM-CgE%fr|{DDEvCJ6y#FM6l#2?~?~Y`hE@3!QT!$8Y*rQ z+vo4_X{cLr@(qw<4CJWt;|ej+bt&$LfWkE%hRZP~Se6>N%Nm5=zLg6%y$z=#(wyd% zbJHQ1+e4jAK5Cx9pPv$&No_QYDLLuiK>H-gfVMFq5%g<>WHLw4YEOCIC*Pa~OFtQT zT3j^wD{k`=IF;)?w6T^;2kE89yZ=h|d9oCT}d@?nTmz)e`;pY-R1u9uq8cdRT1u40b#}rKHCE)FRcA33SpJ^B{?v*BWCdEv`4yB2b`Zt71yq9D|Met>Zu6TFn_S-ezhfhNwv8BzaJ8Nz68}v+UA|4 z7EQ~jBZ7+Rou01dKUdABaM92xVB`qndl_JU$p`o-x!KCNG40y5m&PWD@nNbwzdpVk z)JeBB%-oTDX2wu(jaO6y$`sy;Xi&n>=kq4t4uzFhx^MdJFJ=L`0wCw+wdRGbuZ1pP zojBgpvpu6dw1MfVA0Wk`(H9g-zclV3V0+oQ9b7}S$ULBsn;lbe;rv8;Vr5yt>?3%; z*1q?&?NwEj#m{PP*fXKEXWsoE;HRMx_)AI`*m;WeHU3RV5 zUt$YycVyb1rTDtPk~om*!P2Dx)9Q3-H=OHGck=F$BZ>3e1D=D1j62abh{Ql(>937AeL zVDPOlzf|l9-gDH(!=&GBt6l@xMmlJ2QnO`MA<{@tN^ zAd2>09Gf6;=hE=72&k!fG@!^4d1hyls2G(kmSr0wyan15=Grs$_1*pWP;K8P-Xt|; z1LL%F{?}r#_MNSzsu$do=36Urph=GTX*}ze$f;+oysZ!4=dYGt#NT5Pbl+D+79OOx zOr4r0+F$;?^Ygx5X!Gh@OcJk!6nJwI_}b6xgfpi3g5?wQT;jp~wH8J4agQt$A5ORg zDNt`&IjJ4kq{Fc7iS*(!*Dcxcfow?V%NH7p{Wf-RFHm>mi0Z10Iwyf`52`1H&i;Bd z0&Z76sp82^sb!cP?>}?fRv^>;@ULho2@*U?jrcKs#gC}iU%`VzTwg-UviZjwT~<)q zTarabciu3xNOpSCr?CCFau$@8SD0#+|zh%2W)D zi*|D4&^FG zo6zlyZsNdc8waJ-q`Tq6oJS8GkLS7lNz#X`tt0W^*b2QC;`jp2PnSXk(s8@0+8!#Mu^aWhkqUVowIY z22jG{BSI`@A*p^2rvYxBT#XKEU2_)Ka@G`VJTDxr+3h5&L(ZAgSa!%e3lGi1!`k%K7a26!g;YUnP{JkBi?PTh}`QIrw9uQXzKFybFf70q3=1eJ?Q+xg{hd2p3p% z&TRy3*cS{V0V~V?TDqv(txm&=p%3}zamh88;?I5iQ-Wb@%(-rvMIU~-*f@{X6dume*r+1NHNYjT^0>wCR+L#;Qwag# zvMv4vj@0_~Z*XKHy*O5;sOAgj)l+G0nKox}+z7MvY~= zGOy;k=kX3a3TiNlrDL9)(XvyN$l@$sL*c0zjeUHRdf(4(PqF7+Y4yaqcnm%a5tSN8 zRs}V4{^9YbK?SR&Pg!dfp$%(#O1z71U5KxFY@NL0ASRvizsFd|UAo2YEn0cyYbKjQ z=k;(k_5rOy=rKn5rt}op{j+zKSkv3;99P7x3>`HTjkq-d(+%w^S53)2LEyn{-0OUf z8cDI1viqfGY{!i<{u5?CmX1d5qr@?Jnc%;$!@<5gZ)1D*{SOmODM5bM_IlM6-x{w6 zdO8vPrRh({}FfeoJ<} z@U@K;6N{;KP_034uuA4;N1bGE>q^Ta;6K6V-#|I`?|7w4JigT>)Y;uEzPZ+MUZHY34jA=sl-J@}_L z$sPfi*wjX8>6vtZn$XwujyMlkg&Yl4g{G{DXf_emejZ4cLkC}of2YKt1E6D5n*&QH zMLnXHZ#NNyXz*n*_!=uHn%b}lUd#rw6QRpR(D2iQon!*95a+oR^q0%eo+_G~jrFWg zou%+(Vobw@^VZhFVBSpn-k+kygbL z(!Gl#eMF-g>8CF`JHp~?5j=hY7@#(U8=m4nKO!ScB;s2T9|L3)=rgo>AH%&Q1CUQ! z3I#MiA#b5ncK$|{*@mAs0OtoJ#dwb&f7WoJgS4R}Q1*@+P`+N8Yg%fDA8k==$@hp} zX13UEg1glKN$pDr_rOo?eu;Ya?e#w#YGU;l5MBV$znU5ck-M=3DJz}~y3I`ylDNu* zKNY(PZi9yVgt%0HXjadm1CTkQ6ar3w!9VerHq^=cL=5q1#JGKeswwl>x2`+>P&FoW zA}xrivS@ci)6C!U)2|9I%D*(M=fBWO8iWWr*U-}LF4T;k1eqp2)2&hl_2yehQO>H3 zI)SmZ1kKt>c6{4}?I6yBeJv2;MHHsCZ;rrrqH`O6Pf!Q#EXNUBl|72ox#^HOD-sTM zO!1Oo%asm);|}BrXy}+YF30Qx{X*0qcNSY|k9(a=!KPEph6YtoRlG*5E}+$_@ua<5 zZZ`k8E!0NLvWU$$sck_1OAvq=NaFF3JLVMG-AG6m;hcL$CfC*>%c=utut1Vy#i8P! ze)6$I(_&HuBQC8!_46K1v88^Ai)KrHir8nbbMTK&1$8C0Zwe-|zzISq8v~FAhX`3u za4}cL0YK8z4Zch$*X6{8@cy9q3QRLX0Fql}o)GD}lMP{}vcAdE#dY8|3lX&;0h$4j zZASlRA^^FVh*CMqe!MW2*iYcWVEdzAe0$#!oiYhg^Q)ae_L*Q-PvJAuQz36k2_FO4 zuaIsDTsw3W;NopO(uLTB*PCvV{+!M;n9fUXx1Svj37MNTnCsO%9Lff)bmAR-_RFK@ zNT&~Ue~`hT^^Q3*{I(HZr|plWsqq&KJKGB2tX6>YFIY)v5l%(&=OfdyVTe_QkZR>r zJJyN`!1Yg%MPi_mkq8ggLYXx*=oWU$BFpCIJF+g5qg;)6xJWhA(t`x-oY5t?b}<-3grqz0s}lx*@_N#-IOQA(bky&h_lYU>dO&1G-p=yN$*FgB$;U)<-wGSc zf}_a^=N3|VI%Mj&FzgI~i&LJjgLv>gy_|o9kVF9W?WCk;Qd1`psm6lqBS%K~L7ft! z)v|24%YWo{K?uEAMy12}J8NbKYhZg@_WVw%f6cL~KMcv#`y~f^d!OP->zbOfnmRMo ze_*k07#I!>4V5S&+m{ma;By*E;|bz%&3ieCbwFqw0rmo4wFHPvU{S%A9A4rfW8c45 z^&6${DLVByghiMTf@MGfzG3Ug`Qr{Rht_q3*7i%bG{+Du`jEN3mIS4|bRLc?pEDk8 zZf$+uJMEQICc+oZ_qb3=C*XF3-=RUy_MfW1zo2`_^^)$xzOP2wx>t_>xE>!*r{T zj5x-tFzG0{-6cY#^V68K@*Aa&z_GDmT3xL?m!O}P3><5AzgK1R*Gx`TR#WyLIrdz8 zc#D69Nn|m`>=Vl;W`fc+H8-Lw#Y9E-yrJeaVt4%OvwIH@|C3NrHd>nnTEOtkMB0n= zfLe~6bK$>5|5ZM=`He)D!PNO0JAt^zA;p^M8nAg<)l8Z+*RB-lzxeZ&p4!$?Ws|is z4h>xRo%SEPTCS4O(!I5cerrIx>|VctG1OW#j%STm<1FIdPy7|2k9y6&{`#x}Nzi&P z6o(P$8V&W`xiFwMc7D_zk;t&y*YZmHR_eu~*B3O)27=n%&*5!o|8X~O;iCIaulv~0 zd_ZB}K(9s@{kg`2d5rY?6EFCjd2kQE+;TmhHxooQZp|c31wktZ|e@jG`!5Ta@B)!f8${7 zS*JNqX))VAOacl1ZzJMxtB{ph;`w$39q79}3LHRxdN!WldK*$C>ob4MuLM^&zI)+_ zi}0?T65V+_TWhV1-*3{pHN}swRdCO)8xysAXAbM?Ne{UPf?@5dQ`Lk*;Se1~7Ojn% zFk{Lgu|D|MJykd8q~3ZIh`!o(ywK$Ok@+_<>^m3>t37bdeUs#|*v*e7gEPi&y}N2O zEuC%mF8TDY?RyJ78aL`AePFJJoV>|Rq~MByI{)aTx$v_#RC-D8j(Vyg{N1m1=&M68 z!ZOa=SX;|a_HHoRjm*Q9kSb2De=zc4qlyX2*0f)lJO#ve>j?}29G)~uJ#bhHa}}e` z=6~lsaP-kx9cr6x-#(gK)6)8v3N9(AMTl~~=RKFd@fEdZb1cHV4WI8~o~7} zHB@gBsd@85>+12-ni3R>FvHfUn0nKrYzh^Pq70fE*LpviS{!%nEw*etwfT+bn*Gna z`a~7fUR+6B^H@$7&mNv{yCMFp?S+IYR#=nz-OPi0M& zm0={7#Svm&nhS$019$SyI6^Jx^eNFYEs*S#-KdJgyiRbRUU3T)jzy_yq4SIOq1_9e za^U+t-y%h}bB(EI9<1K1P~$CA$-CyTn!sHFE^pJ%uQn*;(R0RH7vg!;)gmhYP}+_B z;Rsq!B9f(L-vVd<3`LfTE{G9x5RV*=^yr%Ode#+JjpTY^t5w4AN`Tx_HhYjxxb9IW z45O9=C^P9qYM~8FzSJa&a#1cleSP9)fmE28Ki~Au8}SsQaQ;|HtOH>wHa~~mi<5e$ z+@g#%C9WE+dZ+3yeLSA!W2#bQ>v8|Rm&-O#@&g!BeDt%9V5U+n11fk7Qd_WkoIAOm zL340WNOM=ruO0#3DN!zrbVF;5;7YVe9AU&Jp{W-$p%1QXc^VKui%4Bb^i76O!VHUSn#iUX_b?WIXq>jCqX%%>fA|pjc`;9LLoo}D+LaM4t zqEy-0JNukFzD@9 zGHvreD0>fhEZhEn{AyC6gd$Y--jZ3_nb~9u*&};X*%{enl)V+%A*IZW2q9AT&JNM< zbI|?F@AH42|MhxxcN<;Tc^>C+eCGS}eye#pYJMDW{E&ymPTzm3w2CX=%Kc^QD=$~~ zx8-(`Yg8EvVA=>$8I0LrAy+J3G>-kpLc=n#V`Z!ze|f^LgBL zuM%b;dSQzI5!LAngtM=$fVvP6ECI+v;u2F`2xUx=WyBG!D$4h`=KaZa+j(o|(hdHV z9e@Ah!vGTH3`k)3{N;<_w8f4yA197z#jw-RwAVocPX7yg{>A#`S*Kt(k2zgq@>`MP zSgAFaRo-z&J9}Dv?#=Am<)p}R} zO{kA^<}5#+s;X-BQr(UNgfuyYg;qDFCz~(Jo9#qs_xFOTUw}|&L|ZiOxfMQ`RbNLv z;Jo~NQl|oP0VkZ>$_&hFP()IONT1A!Y=3>(i@|v6muj=oWBF>cDM(hNhbXJ)5pZT2 zD)wgIY2{D3__bQyLcO=G+~p^p{tCOSa)e5Cw=w)%Spi?)Fl8N`SXY zW-oub-eqs}*@Qa`hj{%oHcWR&BltHrKzt3FY;`JXEC(XWVv^h!tE$)gw8CG>A6$kP zx(sd}=euo(QYSt6T!m-6o)P*hsi)>>hiB82Nx`xuZW=jmXkTnZwxZslNhgDV-F{Mb z*!%bHHh?P`+e(fzUv)BaPNn)yW>z`29Zuq(D%Y_OzDbU9x?%&Yl}{w^#C3t}1m5?d7AR^uomELn8&$x#>d@=Y504Wm$6NW()jF zV?WUnJ&Ip>pg=wxMxE6f-r z#C9D!=3a1Q#ugWW^yk_(LRw3iRg;a8Qy+N6w+wO`in6Vn@-^Dg8u|piu`@I@0yUp) zK#LRsP+S}x-F2W4n)&gqAu`OnrC7;@{%p`R;Pziy*DOoaLgI93ofi%(eYm=+Y9^Ww zs|HTLwZ4iv)gZAupT_oY4cu9h_VvfquEII&^E!752+uG|eU4b^HcYwH8caO9>>=fF z0m~=qHu2FF`(fOZkHkqn<`ftOcf`OR;qvuu{0yp$j*y2>qusa;xsE(QR{KFJTn}$H zL`79K2IW97Rmj>6(*{K_pGNL12Sbom0LCi>GDY#Sva%+jKZGzoE$!uQmnJ1-)5(su zzS{G7rZBSJdMGWhSD@;i#JdX)f|&ZX^MpD?niVYrBL(#g(G`ism3OjP6g@sFB`Cgn zKy(=6Q!H}RH0eV;hbT-$`ay1jds3)bWTxAr7kh836ZFY-B(udYLi%>H&u39 zzi_(+k_>ggddm|&{YBdhLwnqypqLDYCWiIE?qlk?jW77ecI5W?>*(a&dLKQvJnnM; z$>v0BvR}rCyy$vvJhfR%QpN|4Coixu@%#_cwD7Qx73F`glXtBOkzSajY$*kw5oy<2 zV58Ljq@p>bgqsFj7s;uhKetrRU6NL$*;^bqAD9aVu=id1gwJDxn^%@|;1n23%BnU| zYTjc^rofCEsr+-OS>%B44?(Bh;1FSD(Jv2qzrMm4RtOl9F7y9|(y8aZBPolF9x^Yt zo0P{2e1BbzhNGt8Ur<*h44=xX!y{S#URw#nJK!sP*~I-Nb#CQzW9M)}(`tspyyxQHqKHlN=UZ$_LKBuVq}3O1&zEpVfb zj#y1>_SE4mhykBH)@x?M5p7|23y(4qTL}IHo1^h~+rh-({>9MYGbKclJZgKvEFNhl z6**Kaq*!Y4ydF+w<-39uOt*E4pTNfkrAPf$a)M~~EQhReaZfD$-vSAU zvywJq;kqM@G!(^6`lTXK;2ytr3A_*^6$<-+d(<;ih8VwreQkKjt76|JpzCO2!4@^f zJtpFGH)p-5G9+1r{jmR%vmHz1bZzHnfOd{QfQpS367wi-%Q9a(Q1A}G(yw9hMp zZR+I93Qs+Wp39u6)-9BCE|GeIJKdnp^0jd4Qrink&VrFmE%*dDT99lRpMu||3jwcB zU#5{{iH&ve?)r>#|J_AjR5^^XO)D@eGw;(b5}D)STVR3C?@3pZSQ;tLu@flEsWT-x zL;?B82@#Q|`|N)V7kl|XyV$S6bka>}=-@gE3e`D2?<>lSv-+rrjqxEcmatM~(aU_- z9Rp^Y`Jv*bmN#vbfIc5=(b53xr?+IQ?$9*nr#`cwF& zep01p>>o3evQoO;)H5k`J6Y(e&bPcnnD}crJu1}i-64PIA)!beV~==~WOyv{Eju;+ z0bb9C0UjPKZVa`fg8+EB;=tT}zZ1Js^c)PD-8MhYl@93~@Ovga8Af(C`>BHuJ_R+m zG(oR;4&kqvOBlxFA@&eEUQ?+1ahk2~N6?VmF)PzEE^V(oR3OQwmjXLN4YqRCq_MYV z=>?~}q8IV(i@DsPWfg*OwGxN@8_U8G5lOcNlydmcXW=tB+1Zjsa}deM0DE2!M3XAa z=h~WZ`Zy3UXBz;fX)26Ytp6H*9&1@YA{BWaL|_|6Xd0ytrAGRaGq4FwZlx9kre5rf z6FVS(_ldZSHZo8gHTkAI*I>@8s=AGGhKrtSin}mhf3XYYp@n*{b%Ex%5TQqN%gdca z=KeV7#s^mGPOV|_5`5Uv&bx<%Q)}j8j)>vsZ(bY-3A{4xf>AJo9JtewiTRwdSb9k$ z14+TbPzCNuI6y(->57HgRZ0+weS(oCT_{I-cP~_YErQ9CR#-rVX^6dhf#LT#M8|rN zzU4Xmp>V3t$@q`12KQubQ)5~Qj;N}WST1qJ)kCtZ!XH&r9TSrl+Hp@NiMYNZdBo&2 zcotHX7?Lt34cMj_`MdA>vL8bXs}94Bw;ZAG2zM>zt@FSV)_NPjueV43>|t4=ECbV- zBy%YxPsXf3v*zW)SC-n$#wqGhyf`L`0Myn>|6qa#vuG zWTjk5VH&EL{-A}f^=9_qtoeL=NtFeDDVvPYJSnD&Bs;6LrbyG|Q}!obCPh4K*d|JO63h6kFEniXL#^X%B;j?TF*`cG>XS^b3B z!_>j+`pksf>Q+{flM6-ZD0x|p29yhc7gRkV?au`eJPsBw+X!(>=6Wsxk2u!MRN`H< zF>ziA6~BpYDA*8n#&d-Zxfq3W$M3@>3q>Mb57v5qa?d>hK z{tWF?(E3;oa)U@yjItVN)5B(IVPd5a;Ppi!st2YVL)XEL0})GJepoK;#TYZ<7}gV* z<3#5k)#`aZ2d~3$S>?`qf{Dx~k*{;^!=q8257Y8LY-g>k82@`=%eW0~l(l4VeHh+z zuuZ<8Dz|XObG_GI519UZ9%gjhP|Q8<26sW=r~c)yY=pe7fjR z^ACH1F(91qPlVJeoC<}w<=PwY?y{u5zFCzp27p`bIj45*ul5m!eWbuh`YtnTLkXc& z7LAm3Q<0rQGu!yYzc_Z!Pa6Mw(M|SUChR!9seEsgxtN!%ar3|How{)GJj{qh#nQC$iAa zxtW($vlfpd8le&jMHeW&6o@G;i$8pR_RRnND3b;1&V$SGF{4nLIc$4}GvULtA@Zh# zQRzQ-gyH2&P}G{~wTQm`m6{=&1b5YV2lu3>odzxcLh<;+K2{9B zpqzLdp+}E{jeBy-&x6myNF$=Ie_+i0KDvW*)39<@K;YT6@R8!0{$C&9Q*1($uljP* zjwbdg4OhxzgWH@|TK>kZA#~9iUa{tVHR5U|Zt)ySoQC&EVl!`YvPjtpIJK}5Qm-HP z{Sr1DnQ_yxT5!YG5FQSO#^LOf??6tPD_oJ?GjpQoz)8dHMJ1Aysg`-foRv{;?KCDj zr$eHsrBg@~bnwU~DlAptp?U4SINTr6GeVhO>XAVG_Xj4JR*W_-Y-SDCxE_R9 z8Yv6d@%6MI?1WnSgBbL~F*=;XTUFM6@6$p|Rn$1IOjrlr3a~);$SgWi`^xk-R}JsIm)A;zx8_WDI>sbeK4ZI2rra3!pNm&V zkNk6RS062W(=>P+Y8~l_>g0y|$2~*>gL_g1Wltfeug9t0^^AhlBog+k$k!+XaYEi> zXw5pqc+d`rDJZfndzgsVk8W50&Os5W#yL{h{m}yvU4LV#$PX?e#f|TS*)%0?pcp3| za>`&}7JiNH5KV$ycv0(pK2?J`>uT+c9Dxo%Y%uJsC<*I7`d1RBVqW%CmPu2Kjv@QQ zHf?W#Yg@)E#cSk6Xz}acasFRrpqJXn{DqyONR^_+5#6d|Yq~ei8^)Osf=9;t3<|NT zP`57yp7QGuFlE=&X#8ds$+SYb^w}V>W6#l^A{KyB*o19p&q!7mo3zr_rUBa!&2?`L zD6U1?!BbG}T~Uo;*~aeqhAtVS;&1RIIHNm;6$L##7>LUep<$*BeZYflEZ=Qse5iGy zk!waJQuqb-zPFbj!()t8`O=@;#nxJC2<7*d;HHW5xF=zoGuV>DCNY<2@PMdUnpua> z>~5btY^mHA$Do37fD^!A=>Mg1xx07^T{wo84I;v>*A}-jqYn#9_9@L$IslQWIY0qo z=+Ootw*Sky)VA46!7WnXUap+qt^%7iVa!#sTeTmjZ&l4_B$x@nD#x3{#e&V!U~UbR zFs4!VUBrwYt@@Ao#qWM}74=3EH%+5Mq}Z9Vyl>=q3xO-#MqI8zk?=#Gd-&(v<3OL; z^VaOC#<;gvP+wrNlw>;vr%g@6fk|=kSysapjIy|bgR1E;E#$O^vlT|H8@~r9my1D} z(^z5w_oNy&Mp?N+`O}!zCgYq-B=vRdiDRjhSrA=XG!(IxEq2ay8{0<*i!*7nz(->A z>7feOU^GonjXTc>#gt5>@}kDyE^7!sl)WTTx=8`MJEQJQC^BRNKm9zGmZtqbx+hT^ zp7q1*U(WrfZHzDLq`a=t!6=01Yc_}TilcOlN%?cZF@N?La75H!Gf`wmyug1^23Hbi>tNCLBHTNwhttv*JU;7CA zz%lU(vNNb{^>5z!PcIA3&oNK(I>s^0|JNy% zB0h}?qxgINcGc%L?n!JZrMKnW-gmXzckr0T2qywk@m{4=li#{>kM_#JIT5{SN{FzF zC-`oe@o}`3a2qz_KyKTJdeJtyzs~z5MwCm$ z#kJj3;=4>O1tH`suObLZTn9ody^Fv;d$H!S6i%7ra_GZI)7dmkH1KoTu*boc9(f?*MWLrV z()ohY^Z83AB{qyK&5Vo6i6Nzt^_Vd6UR8SYsZ=lZfEm#JTp_NSy3-wmz0JQK;pj3kH}QL4k1$iT*NE?1rj z0@f_6Hfd@iz0!hinj`hm2LDSLQXG3<+k}=$WZ%5OvT>!Ccjx!hgV|J)=ejW2wm}Mk z1P&8r`qKTfn464HgZf}vT5{}2Jz>;A#%8tnArI;%0Xny02T1WCVbkQK%O%QIBiL6j z^pOgCe30YDulx_SC0==_cb^9Ad-z{cWLh^Vhfi5Zyi;O47ctN;w_k8!ufji@hv|2m z;0+^diZFWuT=l_CVr;agc@9MFU4~Qj2$?_ z%<43ZwW@*aM`l~>lSpn|gvAfjx?xxQQtW<0l$DOczj z3|81Y<+1$y3{lrWXaqg}`_`4;j@NFr+oX)tZ?>2A^#H|B~ zg!BbLLhi^gTFE-rsFrDf`S$@%t^jh%8DMeoMGQco@j3_#P`6%aqgowuueY~16Nu<^ z5N7CJ?KJ>iz__p*fY}^IT&HG!@4o(>jdXql4wOq%>-DC2pHNzqA(UC_T^pHWKf`hFt>nJOF;RxW? zt6?g3ebf8*rW;VP5c#LRWsf!>mfVd{8Sx%}8u><7o&PS-C?ar!!)p80x%&G@Vyef@ zsGfGtO(xo?fs{<949V3_q0J=d_Pc*Mlu9K8!f-&tnZK5=w`(rjNGk2@TmjE&a|X@B zhYMW(^!5G`tThT#AS>!d$hmt9k!v7|Adcd>Mu!jDtl1zMs0(<6*7&fYudoTv zBRVq&#Hs?xgLbN;7KDtY6)kN}Ql6VW|5)^3B4|XvgQ;H*QmOXIokitNppd)<@PQvW ztk-FFA6}zra6HSu;wX9CZ`+$?p>1k)8_;`cz{n+ubVcszwztsWhz zfmlj_w(Ki_8V5lY<3$s7l#~t-6;%KH{;14yfD>vYGAUDL2o(URpfwnTpMy2I;Dofm zh0*MhBk(MROC8{1L)3_m+Ld3Gi45N1C)yTIaFTV}6@+Z$mx!=+6YH^}^zVD}?WXZ; z0DlU~WHOHbuzOHbP8Wsh{tMk+v|2-k}0Y&e03*FNK2Zpg(z;t#2puzvkb(;}E1ipE4-FuItsf1Yu~dRAVUyhTEo@BD~cQdK!VhSe*I_= zy|{_CA8eu2JH?-KEKo>>85Q&OB=-^h%EZQ@27z{r#_~J8xQb07lGwr*(`so5@B|sw z`;T!h(ZJwowhOvUe2jp)s3&;zehs<^nzw}3qk&Av2?2D{7hfnrQV8TE3g|iz_-h(K z*rl*3u#P^Io?=Vh1X7`@J;3FL4ZoMCLTI?MeqDiuBO>6Af#mP^mGQkNPoCgIvaeO` zkc;F#^PmgTY*+{4cbDwVO1>f9PJWM{KOXPc0MZG5QQC5-4;HKtod2C>Lu6Mxrv$!| z^j7X)dB`!U3k$pEkdp2Qc%`zB62E@DRQubAxVA}(Gi}4S|F0i*?k0@UIvi*ee;deWt5^mTm8+SbnP`z@wtH%hl`2=0@-E- z5Fmu@?hNCLPoYS{KE8*vInwd4W0)Z=MH)gxK{z8m1scq=;Ms+Wih*e|7cG_O;%lJO zbO33zOZ}g-%w~c3s0+xK{RJlh!BB*IQu2%MzAMnL`G;Iq=h_E|nxV+Q^)IQc5zTFD zK=#2aOy)Hv}A^f!V5`>U%1x*HJb@BZF{ zpk^9@r7M%X^JW$o`(Q9sYS^xgrS-nt|{55%GJDUEeeXN@kxk+G3Wd8&u2SsZf+90 zT+TYqpM5$2(;fb5N6{NemAz;S!|iX`ci=wDXa9ToxQ$WgARLTOgXl>CVgtm4Ye%2$ z&6{0bu7<|$pWRPh)+hEy#XN|QaC0&VHNg{JC}C=Is4!?ajuy5X(d-$-4M)0p>w*T( z%u!XIJ^xcxFis!_yLKc#i7r`w4hb$k-a)|bF!P$MtSp09r*ZqMOiN)Pp_*c|cBPeR zu-b7hJ{g+%5S&H;^b4|z=!YVZQZN;}_S<$#DfSgo5#`KB_Y^{xV^`bCeh3Xu1+#l zs|MHMIo)jF9v#cuKL|d{cm8YTySf{79pF|Op!<%E#J(n8Z!Qt5=;=L&SbQOdUJAJR zdSOyNJWnbT7By2kT7?5Bk$x8dD*ldG6DyoqFrYWy?^T5cK#(q9GzS|6@HA`k=f}vI+n$<>0Qg3dIZi9 ze5?PL-vG7_HBE|*Jx9*(U<$|ArGZpJXQ&wG>LfT!f1PbqpP(9ZyRSQ#{IT=ueBblE z?o`L;4zudsGhOIwnO9tPwa>a~4%cTG$7fOImZoKYVvLk-W3Tc&m~3i1?o1+q(7uw6 za}gP*SSz0$?)}vZG(p~<%Gq%M@uYU&oc4KRqXe?hAE&Nu@-bRIV6blssib7bx~| z>;i(V4+xW)bUG@r8*D#!D30}BF$0Qb(ZwMsvO|~`#@7hxWWblJ?i-fv30zZ^=A<3J zwpLYjbcDwDVEej$=!9yHZHaB|jc}Xc`~tuP94@=`!J;R{+G^&5Is64*wXGipTp|3N zsXsgYASr=j8li{?l?pxK@!@MQk9MNS$Y`o_!j3?@WgLp=4&cbAVSK3pJ!J+`eu|%o2Bi^sI-KWSLZ5B2DDI|4Kf9a zrtNI+?QBDTjjTtYHDs_EuKxKh0$$*V8W7`EdxO|l6PaPk-z z0lJP+r^A=GQDTmJ5gN(ZFqt4J+zXuv$OtRB%x?#3+aC_ zIO4*gaZ4Mu(O+c`v;GC#ko7<|HK%5-?X(EgtEpp-h(yATv_BEMv6@kH2`{eh6LF#L~I)``%7C50NN|7wQarrbPs`Q6v`{zuA8MP>Y{TBapAXf^Y5N$v?203=F8Kne2fqg}lVt|#ahjV`4l^Zu z((iu`qt0Ue+PmS`_~xdj#N1s!P}$|#lhn>j{;4<(yff7^Nd*9i8+`5k`|%D4ndROz z`c>l7aO|-^?#a_JIO-MLbrh+F$FlLr`MIs9j$`yWPXt@@T?Y7{o70j?o$*WDlU75~ zHUkAI!vaM6n83dci-bshD0lOw3r9GbPuBw}rCj@&umUO7Y^I)&M6|Mg^C+1HRF;c! z0MGm^qqE2C^5HFE4KMcXA6a;g0>7N`F!5f0A**)Y)bK3K^u=}*z+YUZt}sxf2bwBEjhmsJJ+Q^%>YAB_*Y+Jgd@bYml_ONPp$a&ji`KpZhN| ziNO{O&(DhB?dvqoG5!TrQ){%_02!EFE2mp7GkYqT31`Ci738-u4@C|@j!_!?7ggVu z8zuO6d%j$9zStV~P{g&rr$e;1Z2%zEe}O=cSB!;Xr9&fkc(TKC%kzb+p1h9V9llDk zeZ=#mXVuEiw@D#D$Lv?A#~y&QOa|q$iPv$}>%Im#Fsn8T`Gt(QIZ8%Lf$7bTWj7i0 z6o_(95ZF|*cet=6#N4Fz|KeQmti4!7Z0z=qt)q;uFQDE60C-|)6H86B>BzYDh;tzx zaD6cv<PBjW2Gz000_AHm5ShtTe{BYe}6sZLqO=8TE4L0X*2hiJ&`ew z;?Jij1jG(>KL7?VSwSUbK9Z=+epB5QJ*0!#8AKE)ToGW91Cf%&gZvqxB?zkc#`gf9 zV{6Wi(lK3( z`_mGPq-IN0oW?q62=a~4ag_eS6>SQ+{|1-QnmKz&U%Hhrcp{UB%d^eA<7tAz+eMufZUe0+*I#ZrkA^5mU-IXlcbj#p z*@u%ts~t)+*kJ9ChBWUxJl%b*5v!M9ar{czIY74OCu?&hg4@phCPwXS%&N8LY zvk9Hs*8Mu?ax*j)FjH}?iOP_$fK8tcQC8N}RWIb4RR(wy%mW-ia3#B!8y|kmebZ?S z_#1gJLv4pT>KA5qXZL%AI&yQ^=7;O=(X*t_95djn)ONeX4CrvX7Xz#AOT`;5dw*qg zW1#{i=|7NuwWJl3-~Qa}46xumdCU(2zQSmRV&ZXk#5xiiBv8Vl#p);D7EU(4ExJg0 zsv%Tw-u(w}^tajAjGNSU+E+r~6??HZ<>7)0s}GcLf31n1yX36-T7lR$M6Y@C_{Tq> zo0K1#9A*C<{436+GmAEFl%9e^4B$epKUE&BMnyEJr7@OTDTDb!R&2C-Wt9(5+YG#o zCM=lx8<`4r@3>o+oL!wqceDY8z7z%6zm&O<=AR?#sGQ>?P5e6hM^6`wGv`8RDj9%B zexd746FUwRVt^pr`yI^-o~~lkc2yTJ654XUh-648t_0{Zz)7H+Uty^3+QRYr zaokX`RwQAreA^4zgk|3X>Ne4Dp8?DLaw^O5uBh~ISoX!v{*b^-6=q8N$1Qlo*F}Yh z7cLQge`9J44NLHr^6rTuudg0e+5WHuMsDgfQ(vWm5(0DQY1ZYHh(m89GE6dNKQx%p zP=P)xbTH!t<|cG*37lT{pXezz<@=lzd~Xg7n$)j}(xoZ}HjQnMVqMqJ?UMo2DKnO% z$Jc&TDS+8e#lpfuL$}4r$-A{MN&6AhGl-y~s_$B?L=FQ(Aa|<5nLyTKZ)oQ&ubJ`} zSm4wH{btXYd1`7{o|)fEOZtsmqueUCx#Jp#XfgGl2#?X@@@Rbk5PMH<4bPy>dyjkj@!zU%2e99vbL93lki8##xi zPfM`$C{#ap2YbF{hjr{?h}ypu`oNA#GizmPjNO5%U#cDgI#aip+3?MLZNTVr%Qkd% z^VJG(LVpau=keGv^O3lo#(qxo5oe9C^YnKv03MiHN@kLJs}`kH^`-B0UMp@xjZ1R( z`}x;hP?rqDJvkd)=MClgwepHuIT$ht0>LRp9hYx@B?}+f+D5C3Qao0qc46?U9|_hU zx}UK(#q61U-MbFh-cKj}6u%=)!Ya!(Vi0E-dR?1%O5;%aa>1_H>~V~&&_6;&U$bT# z{~ef+k|ARXm{C=L$4K$P`s7uAFr3S$(NgESi(v zw&;&hqR;Wx09-7fb`eIEzli;8R=FuR|9G8rfUo~4c3kz%n~m4-W3*?19H#iM2#!xm zX&T|nZut}a6Qp7?LtCOPWKjCKZaN?rr1;u@{+=Ipx7Bv`{QY~XYIfe7t;A3!mQ1p- zoLZnfid$RhZRVIBu3Wty>ml5eIL5R`l>MEQOnc<-cPnMF=n?bx$fkZ^_lqUbH|-J8 zBF1JI51=TeJ#qgj$5A~a(l#e%nOLhrr!ojOtA6cim>CMhG7m(m#q}G~8k%&@+K-eN zC9iMQZ0s%$`j9$Ch~fJi8_I?-lysA(0+9a8GhD$7P)3PS?hdplK_UbJ{Fh{rt@!*z4xzEVp9PnZ^_4#`DY0) zCY6!j2zpyrTe?u~EbgygARAk*v-#;23oaQ=Q8Wkb;g@$AL;Gv}K26pUZJAJ&Xqy^3 zEOXL&m0yU(CD=TdCOuK|OhJX=Dt`@0tkCj3w}+1dn=K~<1B8YI_;^(^yer?ioVk;* zZlRxV(bJP+FjQSo^pFz0N(vaL9g;_o<_SF^sF7T|cUu9wvLL@JgQ-D?%Ru|%$gX)R zg%1pgJ+1(0v6s4fu>mvHl5$RIPuP0R9a{}^nMQWqGA$fypI9%DIu@2aSA7*2$c!6f zD0$%!h4(10l*&>c`&KmzbJ*FKrse9ZhiDj^@Or8pCG8(spY6G4HeCJCVX06olTwPM z-d4Ln_ME68uXyY+c!ct5v;i}jfxEaTooH`qkkJqe4iod8Q*Ax^u=B9K$trPdP=fUH z=0#^pO8Ylua@KlJO-$6oIId@0kSP6pj<2&XM-CsoZsQZ4tv&>zCD&7?mW#tZL)dZH z<~Hn&pG~#acgpIJuvV{;m0PWT4ENe6+V0;XX|{XZF7IjY;^E<;+bJ}>4Q1ZJal5KH z-5m)XivP2?yfEfd{x{PuWX&3(ArG{3PLTIy2~V-8LHT zjESGnFrL@#(cO$C z@+>@ypKvP6pexo6_SAAb}#)!)qJ2ab~uzZ}94@riEU<6RgLtv~J>JJ&K^T?LZFGqrR8| z72J~*_Cgqg;u~k*zl-5i%>7*YL|p7#>v*H7WM4YV1pVbtM!D^^8Z$UqbKf0p-gcB- zkq9>+{#?aVvnUr|^eCp|@!*&K`N)IA0vkL?>82?jQtJQ`7b-zeLeEgjo$~X$J0vyT z8vcr#EV{+W1!jgjQ5OQiZa_WM$n18Rd2e)6V`Jmw`j?(U@4_=(Wnt$ZtyW06qfM0v zo6762GfjNVLg(W|hjixL^OunsdxDp9+m~|WVU3s)!esUqbwZyh$n+oY)+&z}{3Pkt zR#@s_1viQegu|zGk^LhL|0xP@3~k5n-xnLH{JpocRRN=oh$7`4C^I)M&ynysnbD=D zq+CSODfghzs$(x3RluCD{yb&nGqjm+((*`5H2|IA8VRBC*|jQOB);ko;%+;&fBsssfdyqa+pZ<>Y~bCMuEzU3n4+DBte;j2)be~MZF zNU3ECbZNLW8`yFBp6hjj>~-rYy`Lh$)2;pjgiTzFv}5xSmw2mTnPw=+F_^u=9S)p% z%R^31-s5HI?k-R?clN0I(&w&%$6bI*u+_0T^C*zn@qajlhQ=jwMcQIwYK;Hafo@Qt zGDRDBf>Qo0?#Y-7!h~a*w639;bMU=m8IQXJp~%x?{4M1&Hn0684)CUjgolsqToXPs zTFqKC7uhypYGZ>$VO&!B-?bVu47@OCC~XSx_n)MpR>_6h7w$>ri%(f=j_N<51*An1 z@4fGNP0;#ur<#zns4nY&u6NyLiU`gt9K(^ui>(28qXi3>8N&&%uI<$;h6HtpVEiXW z3v#ivY8P1sec?B=xMT?g;%uBqkb&fEdcZz8st`fdAl@qc$whEMbFJKDpfBQmnWG-s zN|SLSBBz=ib$G15G&hElCh7z;Q&oJiYb$NKmBjl7`gl{nYC!rbF7(~2ZrQp{8>oCU zh>E~>`fm@E$yJo^c?AbDUxMSMa_b_Nw99Z}PACrkxl^I|hE6=;FSCyHI2L!4C?)PZ z(JA?}512&_y+WJtPAjj8V$ygiLI^B-o{@>oUl(dEjyMZ$tHt#K2NPWRsw73~?VFLl zs8|jBRmCQq7j=Oa`OeTbRrDkRC}_Z>PBc|%7VgP!Uvez`T*@s6?Aoumxx2eU0P@_; zvToLY#$pM?4k}iI1DoG+lE?iTenme&bSfH|x4*ov#=7&=?HQb{SI!3f)hFoCn!(GS z342W920gan@g@)4lU|`go9q#rWc>CQ#jlSSH#E!-d;AI0^i>ZDd zkqlxo#%ViTFPphsT>(}s+Xr0|dVP5GQ1rdTjhx@wLF_5S_pNV4)|+NZIrtt+lt=3u?vT52G?bLx+|@k6fq~6R zgmfn){U2d)!nSTdCjq&CwR-lJap_uAPc06=a#nL}f9K$R4t2(- zetAHksXGp&rFs8zxFiCOsC!mx6kX33X1kowZ>C?AdJvJAI?VVU51kgUWLu+`Z(PMM; zjGsu5bnd&LZ-+Z^!tR;oG;^6W5mzeEVjBi~H5kX|JLw;r2+ImC7T2fO%nYBthI zJ+!(%-=6OnsDe0SSz|siUT<&EG$!KP8>Xs$j7(%GIUP0aW}iKFB@dD#*zxB z+MThRy_318-T8(SM^h&;$>eI`T@+D{po3CeTx=Hp6+kDaRDzm&0q2*fny)73`pf3` zhRxKtAd*rA&N_9WNnSkY=YK8evoJIJ=J?!wIJyZz6=IaL<=f5M^Z9H?F(5|eoF%w7 z1g!g4J@DWIlFqHt8mchbeRB_AX-m((`S$U*C*my9wn47Z+%M+8W z9-6+yim%7Hr^Xuhj^o>B`m)t2>?R4RJC1Q@@NY|hr~cM#yXz*%J4w)ZBE<@fSA&&~ zt6SgQAC}7f66jvmWE-AU2%WlN($TI5dCft6_)DS)OB#v-TEdSnm`WqSXS={8YAi9)M0Q04+{6vs8 z=$&xQIig)EKaiWRS-64-%;>B4NIt|!`yrk>YUMBNz$}3{Y%3Sn#o@7Pen5})*$W%C z^i0keO_4I*M$;;3?ZPfy{zqKbq|b`GDBjrl$u1SC@b{y?syn7c(0{n`^zMUGU$^+r zzuv@7zy6CA{e8Y})e(Ka@*MXoF?{@l`y!cr#HTgmiH}tqs6Hvxy7Vf-iG`;?y7y`R zfvK?@;x920B6a@mC8pJCR&%d~{Ta(d*Gry<7KuheiB@wZ?X0(9Ibu2deD9iqUr|1e zgF(7}EU>rLH<6AiBncDCuebAGe@DF7j)k7z-<^Qc;Twhq{;;thXgs&NZ*gYk8^Ab{ zSAIs_y4Hfk<>oX6!VFRA!*;wmg5l{Zyp#JNt1O%|2bM{>M(|i-6K8ubQ!{I4oI6VG z6X7FylkBIj-y?{3l^CL^&q%EIXY~HqK2qAIsKUruy{QPn&Y2yeNP0@VymdWDq#)@a z9^Ro>lo~S?6Fc{+<>OO>ByOHg+ULVj-9^KnwR_4G;l9ps_45o2_m99Rnd5W$m!3Ld zh2*!(ohPStldX^XLe4y*3l|6=V^?X$X5c~n~2vfDWi+pyzFev!1E=dHMqZB9*Tpv6mXaG(1r)L<_^*C)Y?FwtQ>thRj68jBPXt=B|#gzsiPJ8hL8Y%i>v%g86sFEV|j{H5;wpfG_h2C zIcz(iLEXR(VHq-PAz@)W`GOJtNJ-HW!r<1iOr@Z&yTe~60QbZV`SoB~8vS>@y$L-R z#MV7JIvU+MH$OiPc(2OECx-yy{0^Cs%7&Yd5qB zH|IWz*|rywJg_rowTH$x)?F80r9bNb+V@_l!s*BMP<7=}7%OD%>R1%W7M*c>&mju_ z4aueg&|tL6wkzY~M@6JLCnpdoYeZ36TKWTic(y5Fn;Z+W7|>Jn9=!@uDz3nOCB1Rw=m>X+@>EUtPw!zZfJSW>v6=V+81I!PsF!=$ZoBR8(lN-lv=q1KsQqZ!e z{#N1_asCnRf($4lLW2eI9PNrR}t%`GJM;cwJ3I? zuYGTR4l->#fB|*>Kr)m7zLAhjZK+2=k|%;2FC*1bS=yd)b7PtzP?|>iGz~~~)9fjr z%=oT>TW=Q$LLW76+I9njA9qr1S zmCw^haRPV@DX5PV-xvuta~9Dg3n(yoX{F<&JEtYhy3k4pK{lo``Kn>25=JAJ(0a=4 z*L_3Z_lK=ZQ!15c8HtMRx7zxu?JRFEd{OXh4^mThq78ppek3QH#bU^jZIb(qB|d(Y z7Z`amQU=8}QE-RgNEv>XNo>BheDu(e1io#cKdM1{$Wt4wWyI6bVNOr#4-54}tDU078*nxK1m#?tiuB{_CHQUe|L^O+BwN zApQkjk`Ha3Nr&OEFg&DcAJoy&!KbsS#OB%}^AmFT@VV+$Clmt+mOC1?xbYMrr!5L@ z=%_EwkwGOqAq%d`@+$p9WK2;FYf8kis;5)VtVVtm&7i#0@57q@c5;@TEl^^nto6&h ze`zINmF1IR&joW~uOQfQa$&@YIM{L}N;8eq#niYb>8>qqQ8i4uStbMqYF|Gv`j!69 zf3x{0PG|^R9XoXV_;7xY?>!MhI>;V&vn97CxgLgWmEHBe01?&x>rt@N`Jx6u0{sMR zyff;O33gie`q4fVp`xPl06E4fV>WjZq<6IS>h+EQl9sbyn^u(0REo-viy3$JnsWZR z1Mo<`CCeE3Y(%}6z$;hLQd!F- zxjE}Vb-7gG5LpBFGS3DElKlD?WZl9+ak#&u+Z(X%Nd$1DU0^xRJENv__rvqrXUV_q zwa)Y1O15BiG*-`|mI`EyX-gqcZC&r5_gD13sLvZ0;5W6uG+!!{re2u1(>Z_nB9U)l zm~gz@%=WuT0`>jGZq^h-JBN&Ssi~BmN#us3A_aPKA}i>Z?ygpfIe*pnp{&P`IECUGc%WeRT&W< z4;R|_ob;SYrUyk+Q9j<`a-* z3dS(;?A*;SEDS~Z>qvz;IUR63Vnz%JUyKC*p)%ZWP*@~)%iSM>n^S|SbY)d>vn^vc zPCR#47IINy?jlV#k?}Zm-JYOj7EiE3_FB~4^+)A~c@Mi*k$?FAEYTVovn~-|i9@!` zXtA=qWnpf0e!i7sG5{(T(k#IoKIv3rzRTmJ6|*{rC7G^B_ihK4q+PQ6VHq*hKQ~nh z<_o>B>8ZJyAO*_L!d=%MRGjX9(G>$4xVTssv$!t3p}IYYN?w2tc10bfx*vXQKYosd z6NrBdxjw>T8LU)IF0GNl_-;Gn=dnTY5z4r*|Ih%(#tgsYalX!nDV}|TiKuRyaFsJB z5NqAlSX6C_4GL`j!iD=V$;7@$<-I*KDusrd@BbN1$;4O4f`{SvB&d?rn{L_CZKU z$Pa`=76i;YnSfIW$Id+r3||j4`+;V~ry^r_3xY#y}h68~WFP7N>w72x(Ss(J4yG z6|x?7a7Z^+MX&ysdZ$i9Z#AdidlAET@yYFD1vB*yIt32?(D|4uFj-a`DAD zii{&~@!_6KI4G$$m!v-KVwNM?uF~W+$*T|J-@W;=@b*i8L@ieXbaOUN3@^X);vrE` zSBOUk=at|vPln7?0>!0p^`=^yQbfi%eO^{I+MOEft9Fk4v#mzl)ttsz^R3+K`}=+G zs3Oh{VmetP9@4*O_($7#a{TchQIIh|(mK;fM#gAoRC$xnrD(@)ux#3@v!syfk;PmY zm}K-~w!%GmLMMQ9p^r;%*o*MmS>)lXaeCf$OeE?wMmnbJButtk`~BgPGv%6Dq68JT z3SL^<1Cc+exYyH+_vJ;^Da{!iuNxts2kV46Xmpt=;8AWoy*TmtW)OIYalvC9`^HMl zXh!MgG(UX^71~xMKfjo&XH^mJuQ%OOyPL1hOJR&TfHjwH$43*Q4cP$J(UqOipMDPa{eZPuwj z+pfzQ`VVEg>5II}LRU0%74!Vp3fdLcMDbEs>~`E7z4tpP@M%&|5e2zftS34T_E+~q zIw|@7tyySE#u`%51bYdUa;Wy7@8v6$U`ib@jA|m@|(w;8J5SlGgh5p}oH4?srG(KprKp&|5D9TqPQ{v3~%2=su z6Q)tBVt3zbdmQ)t3o5YRn7rC33fULI`x6F9`dY{P-gQPp4D{-`j$x{i=0BIh4ndHD zo3FI?lr(#^KQPjF`LfZ6(`GUZ?9BUDK`9gd=Xy$>eb-c2`edK>^z(D>i&tw2p&qW3 z=nfNIK}3BzOP@Ji>n?{tzi_VLf$eKPtW$vfJg@f>ek4Nc_vz`FoEz%-NPOc&= zyPa)8fme1RTNJ(QY46LMUCa5STSDZHw^;U=9=+cx>~LElhs-w=6Jgc+xMdVQ35sxK_k85=ZZM!#opn^JsJ9;Vrzbd!1o?>Z+$r)8eTj0 zy6>}PyE|SoUwGQ373d^y%ulOKh0B-J8Mi*p`A@&!Jr1pKUn6|>J zyGi>@Y~r(lX2qhZ^~bg^9?o0v*es9w{y)aPIxed;+8RV^0O>9zl@b(?E|G5OQo2F9 zL{UtT2JqQC1-?Qv0^q2_F>3mh2Qv(i!uAA)fmLqDG9tN(*n0ir2!K{h z61;6&KF4ATT|Rr`Vkhq8L$YrH!KT1OWs!-B+KO-lzWI`g{psXq=o!O6RnBC&-WC4c z^3xj&<$naolH(Oq)pCmpSCk}V(j;Kk?W>M53H2c(jiNFo8`9r02)GvgS2O{D4oFuj zGvm1Htmbq~T*UVP$+Emh{<2Pq`nJQ)#zrH7k5m!1-5r_hnsl8tLJf@lzA9ie@P`s? zT2zobPl~E#M42{vX#sclyx6L|zN7&g@0)It@##A>%>%`J-wb(t#@ zs4;v{q6zzBoU>#R1rEp~!>rd5h^vB8Q2iNj%uw@&4&GH_=pt1mJPpba~bv*pOf!7HT*r*!A!+P6Z%*C+4Dw3#Qrm2 z%)lg&`Olzb^{oNEee|d|&JQ0%TseU9$xO~4O8l;5w-+33(mC&msxz^R1x`)zfrpcs z0MjoethOwix_ibAV^Zv}0ADA@$RVf0^yJ>Ox%ImegRG2-4>Gux~WV%EeZ#n=Kx&-_;X_(7C7gzh5fi9g0Az!s_K`@n0XHB{YSGc=R#lyi?llox z=G>GYqJm|Y+CSt+q!+9c!2+b8x_Y&9y4CVEAeAaN|_;i^cs36c!`yw40&Y+ zCE)6EwXfZLLlu6zt<+M#N#uACKA%1$qRE|5)z~QTy=E7*sQ-4iA}le3E}UUm%)c@G z$B`K+w&kmBk}Y8iRB*sq>Lq@j`bwL$P6dwCqPznUFpSwinABgK*qCx$SRurG-Ki5nEtl7eDC#A`JqlX#>itLz57rX4eICP*<#rOjYc1)Q{uMl!*#c;-0 zbuer8jSH0na+Ur=ue8s3V%bPzD+Byw-WV$xGGj!-*h(sk;9I}fT8uFrD$LBnL=Ucs zd}uSxE(k(lf`J{z1Hp2LXPIksO~_V%i@3H8X7Vr5&C7}kihp8f(r+QM9HfS6yQc++ z-e7qmx_919Gz32Zq?idP{&H|~VsS}=-99D4s18W}C5bmC9tae3*Pmu7)h4ZjL>dSr zYKPpuNX6wUYlkYD+TSWh1PlK`a7cbbjU*%i_zR%00-6d?=idfc54StDRd%M@W5W*5 zawkzxzNau^cYJq$6!GEhkW`QoN2ZCD@2`t=H^|~G(-W8*0U5XJ0EnX&N89ZTmejdX zxE;$b+(7c9?kiki5wY(;3Xwnn)!-g%+A=nEafyYd;gnko#rS%mw|)kVh95vEL*5$< zWZ1=P|0-7B$HehV#N;w-t+VSkE0qPJWazqShieW7+LT0}8RdmGQ3==%zM2hLH&Z*lZ@Yf0Rc zw@KZLg`03vc!!%=Ruf=Lt|3vqeFF}X&Rkc+KPNH4$@%=H2ckE$GX$@=Bx}`g5HXx+Ga++zxKjM zTa}Ec70xyKP8I0DdD|LjM={;F%8(WOb>RQhpHQZBCtb?t=?=T?=f|YP=~)&CAnYG*s9`x7kTuL2tj*7|y2q~fFAU;> z1JG{30+bKhCATJTCIQG}SWsJ^52dX49tv{a6&k_kaSRzGXE|ljN=2O zWsu%Pm0=dei&oKJua2fFm3TRzOGSI2mZ67}4qVNPl*c_u|G;151A`LI;)NSV6s}YO z8J~Taq_Xv7yfMF5{7kdz9s|8f{@6Da%9qeQvF0e~es*R4hR_g^8wrthCJG9EY`>4s zsfqs_;l=ZBD;r%Co$^_nAjj^hr_OxW$JhC6BO$SNPbujAHa#Bd$&56}Ah2oW7f*g6a7G8DVwSFdq= ze!hF{LDl^ANFeBgJ#&t7cq+V!s(_DP27M0O5;Yqg`sl_7?Vk|HE#f~G71d6<`NdtdEa z!n@_xv+w9spzNvK4iN^G29;5mO@P!yMhQ(K9VN#FJCN^<9+sXyjw12h1x&o1-v#7? zal{f|VsqKWlnV5?Zm7~Z_ci;y>tnL{x0rG;=I=UxAGO$!k zdVxvuA2xFO1|!h4*lnNy(YXF)U4L|TOv}t9us3(V;w8NtwK8`7pYHG(Igo$?^|EF) zd4*{7J#e&jVH7XiiR%?kL`C&BVvD73P{(=Jajf$t=-9>l43?5!`%To;SNkfA3V^qg z`W;@O6~>I&Ga~(RrJkx2`rqFEa9vF|J zQGyC!papb7d{TKk?k~AglmGz&2{kcY5MW)ZN<4}rRiKEx(DF)QG{FfWbj+Ji;ZTu~ zLf;lRkQ!+tX!gZY)JTD1j(4j>s{HqDWY~%e;(iM`ZquN4v{_b_as>!JOXNcF{|Hr7 z$k&ZKfXHm3UB(2c#meX@O%D9#m%sd=SZHx>>_19-f_1kAE=oHIQeN`)%UYD#yMn73 zo!V`yLaq@~9hvc`@YTQf&MZf=&kr!Fa`Mo=FNUrj6>ya)Uw{r&wh%HrhDLT)5r8rX zN*(N|;yxM1=4a+`E4r5?iE95|h+)t5(K=W56FQ>j1aQ0wHi3qkmKm}C2qgdxl6mR` z!i*0N{NcG`R)#1*U~*fMOup``VNKjvi5q#rMasnRVSrj#{rUq|Ccj#3syvkvi^QKO zJ6J)$j6g_x3+Q^}atc~Oy|)%w8Aw?H^5C1h>;<;)Ma&u( zYA5feTzc2u1A!kT9XehWX6Ou25O53qR*^%Z697A26XyFrP=ERw=&8HjYiZZtl5Pfl zZn}URX!z)|+gc<<@PZ2{re4ZmnUZ-y|C7iSI#vhNF>!E)1wR@F3E2L2;mxmNC`c*#;{Q1>Pz|2 z9l#gnDF+NZ|9U@jWUa#h2pB+_c_dWk195}0g$mGSFWx4YCb)}=_}&gohCbPIJB(>$}$v2L2r zHh0aAjtQ<`i|Xs^=$%PJC;M#uzuXvPZV4U$+~T3UJSGs6n3$TGnelNFPi!DQTf?{^Jh+uQUnOY>GQE;f&St*Bv^-c2~~_hGJ^gAk19<(7{=-v4B3R|6+N-4i8R_|bzR3fhk7Tp<;HX!5H4TRsjnrZ!+9xIAG~Ph2*y*2u=X#@WTsUJ0l|NM zmZnt=B}`fBQDyPZ>JE0h_xr>NGvdZ!Jm^3i`U=Rlm2RYWEQ0vtC-lnSMBV)p>0I># zJBVrlU&ZQMrf4qNb<2X|e2#%ZJyuVMt-4u8oiJ!fNm?&+rfXSk!ARBi;CbBZC)83n zz!igvHD-?QE?O|zio!nx17d;je+mYA(#b~v82IOBqMGWV2pV~&M(#edD2gO_55v5A z_Cy3M7-g7%w0u+la!oNfC~|UkLJo-eOzo)w*g2|D^eB;xg;mu8R72)JUFwR*Ue~nB zk8X`?&K#k9)%JlEfJc0w(5oR8xs}}(uGN#~6{}RKrI$Go{K!P|^e5@>OSY-r6AfU8bm;?hoFPQ#ZQt(K6gpxn+^1(PT) zj~&SWK$Q<3)~^TxvK>gO$`Y$U*=buLjRgf2bgsHw^bl=^Q7{ZRUpp+oB@(|(Z&d(b z!FemKlhZQmN-3^UnozY_ zzWQ0dvF%ABrYZ*94EyR80cfmJ@*fh1w|e~^gfIjdJPGtM3kKKu1mvot8#vIKW=bX# z_P+uX25xR@f=ZLWW2X{Y=36{#Kn-yQiiclXY9H%do~|6P-CsOjFnr*&VfoDpXJ*%W z_#hh190BF^waw_w^Tn1uX_O(m<7??kv=^QP?^2~uP^VvpV*G)lcI{$eg7U4VhYFZG z$JF(&7c#Awa3eniusdwd*k-^FW8cC>DM=S-fWhc=wjZH;v)vmCGq}Y z;=qdIoQ;2YBs=0rb$301S)~3u51LmY^^KtZ*&{Ri(Jixb5>I$Os|Ux8Q8@t!*{dzb*6K*mt({$ zf(Tint4eds)pDeZf{}@=MOUZeBcViVs2jTNNGDw3k!-MDIQ55K(3v-YHH9nCHrLyV zSe;bGDH?|>1=r^#1j&oFK^ z#vd!AUPsBP3jF@%fc&m%dEil9wR}jS!o6a++4nKI)tq_>!wy}Og#uo0m-X!nj6ZCp z*v#~=`JKqT*h8(=^X^>;<4O^xbKaif{GKJgz%aQ$~f89 zr_W2fqK;L3r75b6MeobGHf&3NsZtrHK_b+~3D%?wjxu4IpqZaovYcBuL!KLWmy|)= zelSHqJJ9hdm+q&mpq{>1B~QCiRJ#N|w1drzOi!Kj&3x*`G$Z?yCb{D?#KM-0s@I_6 z5F2|+_V)){6i2<^Q&m`wRmp&X5yJ<@)S=bmG{=!K+;h(n8w(-gReGw|m-7Vy!B2t| z;}5+gYB7I{*nJ z7Hs{}&}`k_NR=#$9Qxkg7;XNGw$%kb+i)D(JJlSXh%~}NAAH{$$g}RWr4=^B`fmiW zOZr<_Wa{|?!HG}!oF8)FA(SO;WOi&g5Mb@C6i0O2g7ei2&Ay}P7**RC{J`y6?oe!l z)aBa!ByyP6uFC@t#|_2i{ccBeO-Nwi#;$~Bd>4@v#xWO&#QJInHzoXdNd8}SXW}6{g$|{d@#5=p1x*bf2da+KMob zN4L`ac5nrEafyCZC9tAW*{a3ILTk8kp-WH zdJ8*Q(g_RIzMs^Dn_d++CH%-G?(0bs)e}QhyF->ea=ty~C3?C8s1rl5+8c@NmQ@7O zizvf*t*qsq3JFm?z?5mOaIu&XIq26y-kb^()b2i<&Nr9O!F%gWD7!^DvA1VO?+aZ> zyVL_EE)&5)@Jtn7{WRPKK3lsBjHFVuX~#V=I+P1~i|ZBn-m9U6q+(>MY;8b?K1d5q zc+)32_nnmXlTK28_)*hd-K@)lxc(cOTWKCHG1uaNxzow#s^RbGaDAgURk}MxWzD{Y zit$H#kefwcGpptg1aw3@Xw?i;6eU)%GfCAj{&1N78ajM#psA&`-WCe8)D#kEN66Ax zv>HOU{c#A!pEJCe>~~N+Bm=fbMexgVfi&MsV;A}9gH2y{$sLQ>&pOcNk= z$fsm;te;-HB?y%2VqYFeEY{*@ds==#ZvMFZ%r68UONBAhR%AFAcjCsD{TAo6pYtqb zS73gDh87;@wYZBfh{-$Z5W%>y8v-68{LPI=?RN!s zE??Lu^Ebz(73w^sh>%qw*mB@da+He6{}>vZcV zjn8%B+RbfEGQrX5m-vD-a*xNo{5b@_O~z9Cl?|D9mu^_5(KnXxSbWMgK@;*dvU#4O z`D}x5+K)Lu7cAnoDE}`mA|BM8-6`=j&ib#<@=R7qxswsSKd#)(P0E2C zHEE|D_6pi*5|-!FjY%r|V02AkpHYw z&BpZ$$+66P>Yc{jm;xR%&7=~yH-FGVFT?nQR_3nwmj|V2M(N)eKD0b1DE23HeC?wJ zH`#vA*GT{C9uM6Q?9J9_zr5T?Yh~qoOf~Ba3_uS(PN8hOwYA-Y^r3}M@-yz7MyAaY z*TpA}y~TlCt8t_P1;fuRevs=J(4jUPWh)$CF}xoG49KIcCGTq@kd-R8`K~RoO8;_? z{uoqUen(dQ>`K4+wEt@p5c!sDPaajD9tm;g)kJ|g4x3|FMq+MA744``t0Y3~R%kf8 zNBV;%c^o97XxU0Tn+c5;D{(+Ak28 znYMF31z4Mle2C)9P5eaahi%^-!39aFcN%bw(c|WlzXAU_D0x_aN+8{1axYcr>(^9; zyUNNq*kMIhHD3~cIfU{6d#Ail-JrKWr~rR?f(|T>zlF*$E7U1Pq-V~__ip4@dn)w0CdND@(v~i;0r#yCg5prh|+53Kdy?h z&4j~p7l&zf&Xm#k={sk_g7b-{993j;g?{cOs2KLPd(q&Bz9^pWH<2{q(-IhqROS8* z-khJ6JnT*)8_*PY$)GQlM$qWG*4oU10p6=iQ({R@&cUtAj&ifL{*??6Z=n^ne|oAX zV9_wnh#v)vv<2p4+u)!8`=af~?R7;&*>7|h7Wr(i*DI@DMVL3dy?DJ&iC$d(c$rcH zYAcT#FBR~8DDd#yM)O5O7B9*wO9I)^y`U0rP;G8J&D^5&mHKC=Rt@3IuCUK&PI5}dQfC9hV!xo^V*Sl=4##wiYOd=wGq^vM)hc*qe`|T7>}rn zTSKUe6?lJEr%X?a1U&wP?hNE6oHr`B?>$?1xFp|%4DLZGlgvb4ei8W2?-klW-nWke z*&dS#_));lW>J)?f7i%Erm?y2M@@C=HCL0A7GMuu7^>ljC~r7usOK(JR0xzf?lZ;L zD^nOyXYa~B2Gs<;PtMw(?126w1tYDn_nlI5hi^LRyXk&on{T{{1;1C^e)Kd9tW@#r z`Kk8O&7srk3T0c^YKyvY(iqNgf#^5 zCu|w^M0-STu9VdXaY0jNz>Cua@%S3SKmEGrl9AJul*ly* zpT;5BD-zf|i^HTLLnVj`lagQga_XlBs4zw`b1v?9rau99&;WYFAzEcWSTG zCtm4JE6(S-($qMAx0FBuwHZfn5Ok`pt2;M-E_iu7V4|jMd2tGw+SE9^W-?b>Exu!^ z(+;+)>kXq8=X!C*B_2XC8_@}qG)>)6P4kZGF(5+fPosa6UvM3*=9yng%g5zIl>#r_ zCxZa+x9|LzNPeg6t2lc`tiVkA(v*(YBguDacU2J9zXnJNM;Z#oc-_{6awR_v-nQ}; zR_(pq6YRTBbiN$lZ`C0-#^aVaXq**v%lncD87=?!D)N5ba4!H#`C{e=)B>()c@t{+ z?rhElTYmn9)JmSg*W)_bdaR-LaLjn!A4Uqsnp1fh8DyDND^hyy_i&^eE;{?dn_>J> z5EQC;Uw=d56)Xz+SZ6T%oy4Dv-EDsBZiB+l-LD?shmm*Seg=9CeiK5|q(XjDqK2@} zDH(sSK^YO`dGu0Bd^1Zh*PKq#_DMT$(dIg@IOa;6M!v06=4h2lhUg)0gUyc|>*Akl zkC`1hNX_bC2g|(oCJ)^U5SUHhkUh^w8uwrb3U$N6rN4tOc)jZd%fkYm(cOpK#?cdb zN4IR_%PB+)kB7uK*s-T9z+>9Xs{edU3Yq&)U<)wJwyBDIJhJ_vcbSa|ZNw2$pTy9= zJmE*zcDYfY@M*uy%2^oArRR0D{|4p{H3TiIPZ%gw1+V&`aFC_|iSASjiylr?GJdn? za9|n2B2KviwD3R2E1pGLz3G}8JiQXz8eS^UrunhnyEnXc3$`<4E@t6a6XO!CSgp3D z7=L7WOnv*TNKnZ%GpRl}tg=m&lx_ZWHcw}*n=@!*#fIO1`}kNJGks&F+N$c%D8e_ZXJ%tU*C8Q`B@CG!#U|z2~6!W(2JB)&w!UMjcs zVrT19cW>is4%2*SVnYCFsRW5%Y_T8j8J;SO_$N~=rrwC_0wD7_5etT5JHdMJ}4d+ma5n?<>stA%M;d5^{yHLHz<#J$;D=KlgjIL~FMn!d5Hpm_m#Ip&U= zXejUif!Nw%1KCfyIpPBWF(|*vpUgVPo&%Qa18{dE(kgHu%>?^d(I=~7pl@9~y89q_ zeyG*eINBW8(>r*>?cjXX*Hw4d85s2kN2>2r$1BRDSSjvVHk3R%ywhNFrLEzSzS_kw zKi~tES)Nc8Prykm#2Xa8C1PO2lu_}qq*9RZOuL_tVy#vM-snZZ706UJuZCBz@QZybxzCcufB*a0;KX& zZiMxFU*9pFM{I{?v~_Di3@TZtT@u~pDQ0wmpzUI!x@J;ntderAFyl)SJ$Uuf5_Tr2f-QJ|&apAGvI1h5| z3{NL}E;5_iSGBl?$BSRuZqjb=GG_A0`4CXAeCFqe()4G+=-3kzlGi9-ZfOz}Ln57( z?ptv0haU4@#CJCwre7P=Wn4)tELWMb2Y3PSYc}~V__p?0L+?udG@xd-cNIBUVI~6# zVU6N3V6xCD-(PUTm_B+rq=f5PxIx*Pl0ciU`fSkvgfq590XhuZlU%QFcLQ0ln0rY8 zrSU@2KLUV|S&)gAm-m~c-K5FCSB)c zYL_c9RAFlsQAUl3WG8nB3X{R@0wBldX}U)P#(TNb)36i`GM5tD3bc^Y2s_M*mGdUG=vui_DnhHhmwUw>V^4t;{O@>|33KNcv81O91aMAe zfq;*%<5SgJVTe*D(Nl%bE?3;lBFB2I+LOEJXV=SA@_6^*7j`3le_-{H>_P||f5+Xy zjG(1W*wO=VdZ{zzRk2#QYoHeRs{GH=>%Wq9K;>$nfGz?*QLRnWBU*o4xOAGn7Vb??1+BTN ziqGPBIqKEI_XA#aqM>dY`Vc_W5b}LbJ1ociYbx~rVb(VgP7|S1di9}*VM&6O+f8Ky zyc>4FfG2($gH%2af^jD^I1u({uj?^Ep_(0>IGG;zb89Tel&_Rdqtw+Y%`0QmefcVt;rL{ryM>q5W<}s|I|e-C zuUN}XUV-7SNb4QlH6E>3Qoj~PRP+$@r*ENneU;R*8|MJDF^v5ikt*XeyA1#C{T;Qd4&L$|RP zxk7&#GODB;jVG|HFK!4L$L77y30a$_19VD7YVYd8*{l>#^s6dGj$BxYFnivM+cii_YLn|Y6V#d1l4JW6Q%9vTcojWjTJO$wmI$+@#G z+!jyC7P?;CJlgv0J9ueKod1CpY1q|-OfBpq@#FE8gLc!!L4ppNO>gK?(1z1U&jN6< zTT5Koi%!qHF^x$&#Ne_|AF}?8N#Jv?ViMI`^grRwgO>GuxoP~|-@;D(8{eF*0Ivv6 z!J&+hX&+|AAl|bF>_#NuEkH)mJC|o`t6#dF50fEWJ&n!JdQ~^g|2=uWHLJp@zpos=kf}<6rviQUDcW;Hc)QXV7*h?sRHJuOiTUFg2a;Z8V%?H zDD2Nb-<^){uQNIOGx}W9_&d8P3IES1&#&Nix|5jAnDsgVXTp0$`Q0S4a}Q2=@{f8= zvhFo@{kOI?!E66A5d)gRV_yCMR+Lis6IPt?$l(uh*Z!`Am|yf)urCQ;zB6S`ojD!| zDB09+;xeNuMS8`lSJq=QGzZ_8V+En9fIc z3bli4hyEit46Mm>8W~^T44fW&J> zj^F=HL}UQKCXuQULz;X7NBL#}Y#w)5FHa)wQ$3>RYS;MVC`5{}(#+px?^Rttv^eUNiKifp42l z)rHhz?AJ507sYM!Svk4BMM{T^zTzXLns>ot>L%K`IO6xVo~6Vzb#CjD<;*wyh-`qHcHHX`t`N3Lr~BP%p||V z0#tw^VFPL$2z46VqM%7{OQiEhNKp62ql+I+O-0)kRtaHY*mB8y-I(Wtn7iPIDI+=Z z+k2+a;dBEj8H0c3KTNG(WY+Mt=S9Z=SS|K!4BfpG7RNdG@>%6#c z^64wUwHGIJZH+CO=TwED&9Il>1e%a-K%b6z-PWQhD;l?$FwxSomWSLg08M?6p?7YO zy_H6;S}^7U=Jp(c*a|IXA7&LwRJF<#g_yo*TS>1v$x$nYq<+X>9ALnv{M$p+u=wpD= zMo>RSsHye{32nbENR{iR^(ZQVHT+Y;9;jn|j{$zbcI~FPnaOp_%KJRAfB^?UeoDQZ zvW^vh9SxnVzO^_@P#cXLMtn9xCZFD;B`buH%~t9K1#RSJ`I`Y$fF;x_u(_<8_$y)? z8N;1uaM9jGg3OdB3Xg@mtNQw^t$K8zUGwc8#f|;t5Nl2;@Hdi`}hUrQiq=7++~{AnpQrz6!WreK`J#YxF!dbNdX|b~UteIFn^bB%sJbupcOeJJK;Aot7+{jM)M)9wMe!PCy(zid z8&rNsT4EMV)G8tQ*vpg}>#>C|xr^B8;}UYUdb59IQt>1|BMnf9o^EpA^&qMB6?A~9 zPLo*pAmtpkk2l2#G^Pc5KQP*I3l;f;)dO7zQWX5nQ&X3RtKu4D>Wno!?H7xjub8U%!cE0t)GTv zBl(8u+g#TNIyCc$vFazm1=b)tgavMX(>N@x{MAP!NCZfqzz^%8;8BiaK4)0B!-k3j+RNms}% zuuj7TfMNmQ5m1A8k^nNeOI0@MgQzD_`nBp*-?+7Iww96yRL`ey@Is$8v|H&kK}Hy6)$4 z1o871zmxqJr1xF(dp)Ot7b0B<0X|GR8CE>hxC4YHkw39ww{bfeLJH`XI|zD|yNiOB zke2`xsK&kF7Aqx^0J@V}*{G@3w(lZ^kBFjs@XFX5jmF~2GNI9M39>B5`AA-DweB+BO~o?Mb|!trMQmTugnwK2&* zAR;XZ(wowt&8{6XRl&K3zVWJ+25n!a4Nbed;jLYz+-G&~ymoy{gF$(75~A2xv5&Z} z$mm{|%Pz$3q?@zvba0T07WX^Q9|j?*7DbIpJ!IAvdbi@chh!coZ#ekF6^BO z!?AcFdOu*Tf>|oL=ozdg&ml?f$sqKWAlU!}My>54Qqw8u%h&8VcwPgVWVW?kHyKDa zva<^ZQ+5@Z2*40;FzNgC%~aizeK5w}?)1^(@-r*r1S8j|9A`-+FB5aOut$lc_ZT zUKk|8sfSL`;tbF7I10agUqK_A$1d`k>qC{yM{aR=W?)aIY#~}BlSc9=Y5tged}4x< z2+RECIcVb=0!cxMYFsB4Sy`Y^U5ugwgSg*({zYyrcfQaDYVl->44`iW zLLC3~bs%09bY?z%Zh1(!T2j0#!rmvnRWZ6r#!afPkJH*r)n3lDu?Lrx*m}uzX?-#~ zC!izQ0`O~ENDwBWT<|pO&I-ocx(kC(Oz4Z^p^dvdU+d+E=2voMK}VSlRAwLvBa=z0 zO?@;sr(1&#D8sP1@tKOPkk6DC3zSEoP4Q{8=it|p&d$!`2*G1qP~o?)9x^sRKLAZ0 z71#?4+4)vbvIlhqe!ibD|6H21;&1}iRuzgYrc%zQI^DD(ucTX1m-P6{gYp^KyM8|o zi0UF1WBXhE8ugrKh_fU`w6&-)9xBaz{ia_q-P;l`ADQV=-M#zJb+7mlzdryRI_Gm) z+1_HT6?VrG=-+jpU4IOkq=u1uJ2x9 znBWe;b3mj@2X&@xpxzV_X++P~0yTQWWhWP^w`__J61!!{>y>Ag&8;um4y|YDWN`pd z2j|`MHq+LB%}oQX=2uQ)XTvfGba3_yJRNcOi-r}!8`le=0Rh>p!GpV|VVi5pJ-SgqQo8O28z?^{lAb^~Lv3cj zBd*;^Q}s0a34M0_$-sB%K1{er@3a(FFAvVwE@`IiCmy<6|0A{2X>$v(?skIEm2k*O zdY}4;LM}(s7l_25%wY8vxaLo4SJwOB)8>zY<|n^i%f~j?1H0p;YjACDOE
    3*40Kf78B2Lb<~bPUKQ zn*Zaxx6<7A&Wh@4?1ss%Kg0n4PRRNnd`wsC>sxD*?Z>*OI6D*V4(2bvw_W4>zj zdn9KrUA`C0-XBP7_9oeC!*iYEhs~NF$Hl$4`0551pl)DpUj!C!I22VL+~Tgx^UmNIe!Xc^>fTU?kzJHXUsl*vG}%YwNEv!9QBa8wgqAfplrnU^urRoI82J%Vh&bnf}b~ zdjFT554gitGyT&0H1r-PM}n*Jrpc?zvTmdo_f>6Lc`Nn#-Mh++1DC??{I0a=x3xER z{&egnW!IjF2Z!?{=8~BC+RPj6_C0(*Yol3VBi7Yy6|!-2_YppWp$ixXRsA9Sq>s1v z(}V;r&FpKZ#lCqANzU{VuvnpymM`ts$=x1SBO8f?qcj#qtFh4k}LaIjXG7?RE~ zwB(+^*Ppp~G4w6ta!T{E`FiFxTexeUp13D7Cn_qcu}#n{;l^DGh3dXw(zY-^n|giP z(g_)Kad9z6y>5R^YMlh`2Lg^O8wa(sli$=k^a6 zSrRV)2yu8{lfpXHW;$=$_}~<}R;tqFcwB(2#5pZ#&rNJJfHOm@^rm zb?x)Y&dyGu%ZvDBZ$@|U8I-kIUPw?v9YPn?yW!HAg{@<}A3hu`+=~0tIJTH-UKSt_ zAY`Q_4SRq+Foe1xG>Mqkmocz=>Re-?(OMldwYA*fu3U4B7D1>jPs%YM-^UU&9e)F zx4V~9(phH`Q(3QnJ?ezvEpAuI<87F)4}SXe*Ro)-3$lLPHs?GmE0vy|OFD)nw>if^ zaqWM)xY@3+hP?$0iHw|_^*K*aaK`Vw_iD_q&cAP&I|ANAh6=ZpY}$ zn>)p2W%vTlO`A3u7C&NF*!qjN^X$uaH&<^QN0W*0-W`;Dn@X2w6W~`LGvEx;ogZ8V zlNw9|4qpj4PIq$;yMTa7dy!YYKcB(&06NMi2doRGos@rGam?F#;3KaGi->RQn*3kb zkQyl+Z$Y>I%-mRoeEm;9{bblv8P-=F?WLY-jG;@vFmBq^gEqs)EW1SU>5h#~n4}ch zm5FN1_;|JA1(nRsVCNa5oUw9|Nb1PHp(fb#LFi*?;87IV?M#Lq%OZ0Mm1# zzJ0rfPOc<5p2-_GZlvg!F?(v!xia5eFbRr?*h9}EoKh2i`Up}!$;AUkL(LiLFD^^R z_M;YSnQdzXCL*|J&P|bl?xJgQg2E#ug8Qqs+i;CqfA9PId|1(>U$LxbJNyR z1Xj*Z*_}9Xf?3ck@JoBUtY*{G6Ke=@-Pe#DjbA1>O!UnsPT?YF&^;H4eW%hVj`gXl zij?gf9K7;2k&^GRv{zD08xDzqbBQu>TepLX67(swB?@Tz-M=4-+H!V{`AslSr&iE0 zaM?Zcd}%+XFCTd1gS7`Rj+7VcGbn*&ckS90IduN)*$Dih(ZbxcjEu}7%_gd*NDlln zS}RmD`c_fSN{r(uV663IlX-n>j-#w*3D}Ps)A2TM@a1dd{SUphmWKtCVG1Cz5^7!r z<9`g{<%O?)x!IeEGR?8wCq23Ba^OC0FI;HGlL%OK$yE!0GpZi%t+pwk7kt#{*xueQ zpj+s!oEIZ(KYCd{fIl|7bGe1pTCxucBBG*&zMWIv$M~jlltjccf~g9 z9Z%0X^rbMaUw^vGsk*Al8f7Vywp=GS6YQMv>FyA}-V#AP=soyJTxe#ZKN=pFiS~Dx z9HCC#*j-&+EudGt=}KE}iv@Wb;)`=uw{G9|i`S$Px=S>eXJjGS_GH($Sgoq}xxpYXG^GIrxcl`M}@ zzU#86emn`Io`Hede!3->Wl&GmRL{P4RmBfiS=E!b7yh~4S~5m6%ND`qM8+!ECyc{9 zXTn$grKwT+J~1&(L=}$u-0$xW-AVFvH~Z=n6H&@|rm^B!m3cuLPu|=M^)$09>HBzi zyy`0`G8eIQuFQMb*` z(TtCYiHVcN?~dS2tzNx)W+1s@Z96?Pe!FMQMO?CMfAbfFC0AuOTseIHJ>xX{pi zoCIHV5*lB+V@$At4_k z-eT?1a5@8P=mD4Fg4#h;G-Wx(Vm0C!;@IiKPs+?n3kr^7hpFLDIeo%mdr{G%d-m-! zMilfZUPiId9B=zVTotsw1=lKq#ZVSYl3-Ot=K6dRt$E*=XAVs;K`oy6rF-q1&^`R2)Y-IaxoGh9<8cwBRP&!0jvdU zC^5k>1be(XvY(qgRL0+|ptw3dUG#nQ=urgdU#3EA5Y>|0{d^ANhSlFt={WFy1;ye3 z@d%3xj@92VMdiSID`@o|7upRr>PfRwhJL3lX2+I~y_G`}0pF0JQ@pwHa0hWDg!oJ#riouy;*37D;4JVuLg`d{G6U z)SCIU(b2InGL4c$L?r9C()xNefP;r=X?BcfS5Yifa9OgE3O=H)8};eaMcFZb&7jw~ zSUMYas*#bA8?U*!`7Jj$bzjayhpGDCS9gNQieaNQR=wa{RU|jl`*SCA1Hr@|V7{E+87A=R&hfN6rs^ z(zS{L%PD6S$F*nir1ZKA3k$wo=ssM{>)zSXaV}tucQB(iv1n5OrXAei@{$JizMr8PthOuhVmLsk+dp-6>G zd01M4nO4K03r5h4xFy9?GmFRfxZQ=v2{|tQ%PLCxzL`WP{b4$^RL4Ajt_0ukVvibL zkq%x!z4vxX^9mYpSaBV=E@}k(Ks}gm-@d|w#KV}kiI-UUs-&5<@VhKr$5xcbHL6kH z3Pmq}EEh;tdTBDR8a_{7#< zRQV0Kc@q;;3&au>yt%6b*u8eyd|EnyUV(|oUiQO>>+XQNXl9(R&&8mbfWovZO;PXOy_4w{ zvgv!|$tq^dWR5&3(u!iSBantTEqW?<6`TWpDHsjN$;S*p*MiZ^xb*ZR)z^~s%L32* zOvz{O$zx0dn1807*J@_^?d#{hw!FNDoY)&%;FK74h$kSW$x6!4mppOuq)5iE6jza_ zi;eYR$LXfOePb$=nCaOqJ9-_!G-?Dp?YuXgtK(9H_=M4`Zb>Mgif|=1RF=SXZuhNM z0TTOgumxoho`rY&IF#L zr{rq_ZmwComVe&6#IDUrt#6C0tkvh&KwWu@0`9Z3v+)=z1BaTQLqL@4lai8>>fY*T z`gYH3+jyMfo-T^b!7g>GmaI~!Z{Z>3F5 z7l_U0<+%`>k72-G*t>5ZbK!RT7b_^CU7?Es+eB;=dX0InB{6=7`L;p#XV*N0rsRW~vs;vKPXG_(&tZ`RS#aZ7S{U#q9D&#`l7zRtAf zd-yS9<{d{YLLYK0qa0a*dkS`0urJuSZl8QW1ZKF97a(bKZ1Dg|&fJn9T&gbG46Keo za`)c7>fcw;S$Di!A0*+T)zHu|Ix#`;E92I!u~_YR$El&rnZ9@xNVno$R#IH=g)av5 zSBCwufM#Q3L=f9{Y`*}E`OtEn)~gPSmME#HAnJA=0;VkFVLSXrRS}l;Yx8q>Y0E3( zIGJG7{D7zG*zx1??eKak3%{0a&7JAvd|Onstx!x%%%)miP$&s|25-5<90<+W%x3r0t|grXF8B@ZR*)yPiMZb#z=t0FpDQOW+mt-zg$;0nZ?eoozeR92+U? zhc%K!FX11=i{Y%EbIKBw{D}`PvQrf<3uovUwjZ2RmOFOr2F6-NVMv4WidAd(PY72Y zzs=B#)+RrIZN2ou>gqGe1{JD!77i5=%2WY~4`$^9F{h=M(k{z$LrAg%pm9C4-M2~Q z^5x4t3@r`ucqmi_>1M&a+oKySx2Fh$kbdH5!@?2Rd zkO1><-z03+KXc!1IMNxR84 z&>tBC1E$s2@ZYxkW~JotXrzC7-b}rSM0Eyvo_xJKvw+M2^%M(b1P+6+McF3Sz1}ix98^OGL&dGwgRZ&e`|B+ zMrFlj2a=;q0{D%dvY&}M5{tdfhrQi}%LItnQCrR-%<=0MuI=9Z6D6h&>93FN{Jq4) zL^QpJBJZlOejEdEdk6{5kyW>l?cr||VVLU4`W{{7L7Wm2c{0O-7M~=Yu)iEe-fpP{ z3Acvhr%&bSq@E|J*0{|{OUrY%;&wY0R9BUtGJ8X6+z=B{UrlyGOs&Ck;E zY2r4J;UGg$C;JgZ$V8c7n;{@92nDWGPv{U%0;a0MMoze}z?}d?Dq?#eHw*`1qX?{( ze7OR#X633?#w4zMObXxYxZFZ}X?+RvBi|mGb3e|#N{f=&Cn&_Biv%VUw26$9F;C*PMG!J0JYaZA#i*=Xpj2$jLQgRmzG}T zcC)IgN@gwrj%udkp&~zEch-tyE+j@`;@)`-l}>_UQl>hUu#9LOkZIXSQObeO0LG6d zjt)s`NGJZ{rSrT4vdD9g6IvLuQfjyCo+SoWl^gr{-4>b1LCwZ{>3tpjiFtL8*w4u1 z{E>xVInyn%*c%Z?p{U$iFc|hg9`&igN_i8{_FNT^{b0Bp|z?OY9@xHt<| zimOT3B6D(sDWU0PSbhPP#6h#oVT5Nv=iJ^e5St@_(5pZyDRBASFUT;Br$;+yAY(KU z=1Q^bl$oBH>4StletdX2=)l8Bp`TcFZZXmm%51L9K^rKFMz`_Bm@pVWj=n~Dw9QR2PH!Dg3iv)3?+kx2sp?qe7j2h&-CRqA(U1T?&Fz@Hbrt8+fo=_ zAE?hjaPx)@Pl4!!2xiO*TimQxw@%7DdqheTB17NK9LT(CL2wp)L&}F?Q>-PU%P4W1 z0c~q)&X$Epv{}nHy}Xi2qdulSKYxBO2g*K@@XFPTp|e{?S~^yVfiiTPq@K+hfI0Fc zO{U!^av9v`DIp=D08#rFtr#GzT+hJFe~Kq(+}pUGI(V}fr1%YRIA&&4LaSnfHh5G7 z3Y`HUQ=k&yZ$=#VWZ2+d1ici|DIi(-_N!N~`gZ?BIZKZm1?>c+DwJI~KJU_O)z z#ze?;j!aJ0!GuVDSs;L$i3}d63+*Ckm^kix?s3;20IPL8Z}#*?rQpHtlg3C^BdIJP z`Zsf(Q|c1bUq%`F10-6Ykd^hfuR2*t>vv1VAf%HZ_sNsoQ)jU^);1od>DxU7Qn6QB z3eh8#mO*3fi-FkicFi;O@pdxNgT(c|yS+UeQ&#-7STeB*6gDp3NuxcQwTyVGxM|@Q zo}s~9`bd+P#6k=yDj>6qq|O7KghdBC$OH$^b#JEB{5Ia!2JC(s&gJP?!)!)F@vk*wI1eH~1zue>DH?G+a2DZ^U2(FLt zzl5HY_Q5t^KR+cHtr$`VD6TKqg{lGZT@@7-Mv!GUZ$psSu_Ht|@jU7*J_Vy`CiUe9 zZM#ah7MPq`MyW-z9|11+abc0iw(k4cU@3W>Jm9ajksiACy^W89$co}w8+vpFNqBOn zRaJPZZv62_e3^g-qG}ydcAh6?`kCczZQ4B9UvEIw$;_s*L=v>UdHa_Az=1L|E(r;3 z1Wv1K^zYxlkJ{mi)+iICrwoZJD4(t&duQf145e{D=M}ca?N83Ra`*|LTYRnGZK&q3 zelrMPYjxqH?s|CGoYDfJWi#BW`9#qC<+ipwmptSxab>fkl zm?C6*ro#~Q3vnef0!#@QRqeq%u&A0;q#D(5|FxMmCTt|L;_k_#P>$?CECeMQKsE$< z@n`7&fvj)4?>5RO4a6QS2fZ$+XKTZuDz|WVh1r!#R!dBIB`Sjjj~kNOee@=OeTJ>h zP;%isX1Fr*>AQo9JlofZtjHL7F@wuhI!cW5UssEX*_2&i9>ll_%@cOk}dv`^MozmEf77Ar2Mf$g+XAPYxR4*Fi<;qD-e|^vvbGr2O z^v(zK@$!DKZo@Ut1y|$LxZYlJ3zGv4XZjkk)lGnx8N^sOQQ1p4K?%usS-tHx#9z2Fl zu7mFO*RJgc12P)uW3w=4@3ECn3f3FdpPijei1c14hd*Dlrnv4RueTh;3l%W{X`z7o z4$*6sIvI+=qBLUcJ`AeB5+H~eGr;&-T@1vuG8{s#6i_%nKhF}d!?jnLVGfUp+P)3bhMrsjlUr-dh%ruMaoF!lu<%6gZq;taj5|sL)7;#W}zroRx z(qmQ<$v~EII7_*DGgMxENOE+xXc%UTJ zs#~GjoNF!9!Tc8*s*m{$JYSkNT*}1k_G8GLx;^A5k{OjhHV1IHpvN|+&Hs32qGhegS{|ejDLm!sEu-ug{A zI&;`~s+N{7^rm6u^U)p$_^JhzXA2G;=b8D;L{;*vvA zB$GHRHkFkW3$`D-s0yb8(d(jg8X#yMte1f_CGt$P!q!4_z|Rs(+z%b@2W>A=D>4y^ zs_1rHzi3pRoh^z|K&5pVP^+Pl0;P5%&9ZhD++OE*`}XaYk8kg75pbHZ2LGmdZ80!# zJK^`gUibx&g3O=c$j+-}b(y;g#)i3Yer|5Om@{$zufM*&qXINfKaZ+vcQ^{KEjIPB zDD=9GREW=(davVL$08hI5aLvKa0tN|vu35K?;#wkX+3}|tKpqT{iJF1B5dW1%etQSsE5S#2cogx1YNJD(jnkt5 zoMwP?JBNq0hXVEzxk1zjLViCQAGoWvV7bhPF8@g=&GaY~n9vC0SFEy|LXqmp^Gvn) zd<>kxJ2S2&k%KjjRR)QHoXiNqi5b)~>Fd7%a6=GZgZ9tjR6Av5??O)&6Nei|!S|8M zCZK1UhT{rK+!k094)&o!%U^AcL*{N0C>F*OkK$u*Z*)iug6yg?7^PNdCgOqFbRzUs^rpD@L@G^DxA>^ zZEzz&<7|l0hksaCIVlZwm7Rg*tgY98bc94`avXzV9@vIhMS{#Q@TdHu{4txxI^#`3vW$00$k^9(!n>KIW2eCzUw4w=0Ql$1q60-u4 zP@b(qmJz+Y$>o#qBxh|_qZ}9$H3jD$w;VxS%7dAdn*$E&+#r>OdV(5(R8&D?t)gd+ zAms>9;0Qvsc;7yOfrLxy1&UGw8xd>2IGL7b1ky%zfrCQXB87)6SSOKy6YV&}#ak`p zb#%f=|1IicoQDsqLbFiIsHPDH$g%RLpZ0?rgDF)b)}~%*I*gjid2k!-0%@RMXmv-! z%KT#O)sg~5w5kw^c_`K`8iJdMYE#(H#Z?0vje^N0yv{&rV?dd$BO)TAhh$8BhY)*| zwJze{oEAuhNh|pPlF@HJq68SK3Kh`tF*2Qwq$AK03|5L#DD@;x z5#9~WbukDZ3h&htwZureNs19?Mwi8CEfu8hq3{h!Kn$y6?kegej>X46-bbbYw^ zW2%XoiXV~G7++dkNePVuASHqZ%*J~LA9Eo$4J)}%F*pI-O8OjK8cIfCiwory6^bO` zA_>-Qh6*B;vh6`-ByY~78hOsYcU zm-Jf?y;-KBzFR;bHBJ`)Ub(Cfdm)|vAJ`1|TO#-%3}5V-=stM0#7b6@7UR7|p}5Qe zfVRwMIVFx0hz|qG9Xfr~2tnHOvdJv|YbX_EbJW)2fFejfnAz!jp`-VG(ITbP{-f#P z3o2WdQ79U+Al7o{CoiBHrHPp|4@t2Yc`{0MF$jE1SX~*{+yus}JV=D3^LOvu`MeUT zr;j9FTK+V+5G0!CQ2QX78hF+?IAeBBPFX}yQX0bs!j6jodX0fu5hacu+j>Mbg3E8* zSU%X0d=dkERe@v_0*{0}dbA0Uw-3Eg@{J1U>NbtAMk|^YFzcBOs@4tgoAO7}97Xohn`$v#w;Q##1r!KO~ z|MqF#PG0&yKdw&*w*A}ZKR5AXG5)g>|1Vdfd#R*OzH)yS+%^drGk`pV?O_qImGk%a zC&D#k$c!i*qvk3A;S*d2vOZ-%=uNDwTD6h1jwe@+4ju53DnEqe3I7vRG?WPLNJc^7 z<+dmAZSc?W6u zy)F-tNCdz-gKUXf*=|xB7YP(~FMc`E8uUO*^8u_h6<#Eco7UO&b@49~Pk&D2Zm*#q ztcj4`2nOcdx%C%K;U@_N`MK7Se7|cPt&T^#)Kh|E2n((3NSc{9tE^xWah^*jY!L!) zBvBLL!$c$H$WIohLD|NSv#wqJ>I11&L3ySEkEo&v8W5lSpMH1>*EL9K8Z&L;dzlfp z!9>UrkrWZ)hKBA$WrYLvN~HWm7WcZKAm}WwaoqU0^(vZY3T6K1^^T&4IQ|eHAALIl zo;pH5ke19F=*ytOivW;0>AU2K;@1D=)wWoVc1Tx$d(5jl!0_`cdlG7)d{eVoYQB1O zXGzXUZZ|X{C56BG8_u{0I=hP zE;2zaL`4Ygd}B=eBT1XToav_o@zN#!N6(ubhyFg=C*2d} z@xj)d3q(kT9QzT}K1(6&T}g>7u*T_g=N^NeuZ7ZSVyNW;O2G-<>WT<9h~7s*YoP2@ zgXgvZbBAq%hfzb?J32D*0Qe4s9AW5ANJ+&3PLgaDl^eCaHY*ra0M5WV_9E@7#Z|4x zdrlLjF66!V)6Bdbv1w3H3kohGx18_)BW}2YDGfylx({P2i0W{V z%D#WU66j-)nl@iQ9VN1Al7=FwhTxE?1%v7VaBU2Oiac4WQSONbsObCpxge5S@&5g3 z1qDxH5aB1ijPc(W?-5jT+->a#C~T=H`yP2=dIlT(4DfIU>q7u!M0kIyznJ4og64}K z=^F#1V=+>;^*5y@5aR72!fisI7|sE%>P zq;&N_mZD>d^>X_|tTT!5C{7zTY_JBYCeuAlGCsPSSbZ3X&~cQ3NsSutOEnRdvy8=g zIR%9}G-aEU7enCBA8`o|wVgN@9G^JmA0{qv7MwoOsuNW!7(}1eVGx-F+u`d>kJ{vc zQmzL#PZI_|Ief*tOh4IlSe8^WQ&Hj}UrvZxuC_K!fBMysW||OvUwM*EziRb0WG>J# zobMIIA0BcCY=2%gtM&$a2~xEED8*a(u-+7g(n`v6dn`bs`q`lV7={X6a)+Nde(b}T z-vM-qI#vZ4M3S{O(lgXc%fHh9BWm=NqGEl|hwur4^`AelywO(*0Sxc$Q@8tn?Q6@e`%l+ z|Kna{{<;^P7cX9rY9&-L!dykrtCM6>?b`@c8<{9|r=q5_CZ0nR3@bS%P?lP3X$NAO zAWNO>7sro5Y@(N`O2tn|bngMs>I>GP*o{_+T;*9m2#ju9W9CFJ(kzAsm-0X%^*raC z<(zy$%s~s)5j10D=T?=0uL85G)#t0NYco zC{YVKSk4O2x(pQ`G-bdIu-kcn`QoT%=Rg`)=eleK;j|FeIQQ>A1;_LN%n)$^km|4q zTc3g}!o4{8yD5Ovn;@YS>0Ku^E22qbll2jEz|d$E83(DH|Kd zK_|ocsAynQ7`ib^3JSuH&8q(9;Naj-cT?DQAO?zt7&LL z>|h!RyRbXCDHoKp`E3Wz**gd?>>Pp{X`G*i&lLdOlSOn%1w}$&Ggdsy=R_EJePzLJ0ZSI_6G|%M9 z`Q~j)X;jyxvvl4*>_o4%Xj#kffDE4&Z?2_o1=9kodS{dl}vrO!s3z=&aq&S5J5zmTR=2@MErkZoA&&j~pKt4jiDqX9+Wj(%>arm- zN(IlMP;ao*c4XYXJpsExz6Cy1&Yruh_WM3m`GMDzj!)0dLa}!u4$$+~R1dxhr{-}K zTtof}HJ^6ZJapbGs=vVw4?yd3XxQKl_^&fja=e;WI2}%=J9hQV;o{FTWK=_)?t5Ei=rAzNYGLV7*FGyzt_ncA;;F(|j@B81eWqlO~2XyNv*% zlvrjYqX2EwQ~Bzk)&tHWcUE27nKSl^8#%bR_)FVyK2)Fd8CBB2rBg}-X8L8`Pzpy{ z{siF*)G$7c1&kSuV^EENF*x)CF&XdF*48HNIlcpWw##qt2|}q_Zg%?-3rTQTeD3RZ zh-Yiq_}pr+C_%jDs_3TT?hKeXhwm!^K49lv5j=eL%Wnlb{-X@5Npg-VRob@x58=1x z=I2XNwNC)#JXzRE^dL|FRGVdIE<0(tlKSnt2X+6RS-Ud#1ej0>7~1Q&l8)|) zmhK~PE>TXT2?qKzlS22cBnnbMjVKp@gwU;A84F4R{cou)MT0QoQfxPx1{luR*Ces{9GrVg+mttE zJ)8S>Wq~*5YDwhC`0``b661cfqn8_WrfPZ1l*r+2wz^xmHJ+O? zeX0=hcua2=nhu~#jt>DtyY~_TS|b!Xy*oeb*cud9o#SW+)E)%KA`QeSv5C5zY)70f)QA}t2NKtbbf@+Y;Zvo^rbi0V77vy0Q%;+(;%pETS^vUbWm8_#LR5mi<>EIJ7MLc^8`{U_;E#O zravHtTYvrZDvta8GiyK{bYaQJ%5ttJ`IqMo2`ZACYB6_(^^o2_09fXhCXo)g(jY_q z0HPf3Hp*qk-uC#yJ>3ke8?u52y^syCcthm;lA)pA-?(pSGn`%Z7haPi2#4iq3>DiE zlI#Suo^kT>o+gSm9Njj77{R%FcX(Whl?eeJaOJei;IgPCGE@F2A17Rt7Eb0FN?-m z_91cHVaiC82tSABtRB>;fYedqg5ty58i_Nl?=z{87|Q4SN*Wr0z4z}g#f*VM2q;bu zgy`z(P5?zVYHr)H!(4a|$~3Bwk2ZM-jcwW`O=^(x?W!S2b&K`fL50G6KR34mDIh{vMVd!z_rCIkdbAiNI2bM0`X<-}@&wX;HkAZu zW1GnFP$qcKcz0NsM7KXke4XoPigDvLShpIswzUvhdPjeM|MO;Wq)Vx#Bz=K>0&VwG zEY2f$Mg!d)$aW&3`0j(B*OPpA3%0kF;p=5RJtMdwH!p!q;{-%BVicT{$*7KS2n#n3 z%?#(xD&X&Jb+HweBu@|{)IcUsFtdFZ8(Y!AuAW_wQTaS#?Lsc++W!}I$ZdoY3Nzvq zG?ei$>GPR(D0vbkFp_|}DyNYqA6+RdKrzeg82d3lCi>mTAPpfzvDKBB`}zm6xWU3e zr@Qy}WU+B;e(CJ|c>I&l9U2v3%=+W?ezF822*pEju(QASo`;(y@+GvgNe^d_d0wg! z9->gzJtG2vmu4+-5I)7?5q$@|+9n2@)PjR2+idxne=067ufysO6c&r@*&_`y*4AZ6 zM$JR|P>urnnexLj#GrY|lpv3nKXGKTe?R#NHZDXm1k&7fi?zSAGxE9V;E?m1pT0fX5pL-wEGyk_k)W~cL%2Nv6p;@ zeFUwZD*7OaoR2tM$i+44_Y2LW_y)wGc4vG0CJX|L&u`sRc}b!T6iSN|DKGu<%SFM> zzx)!4Pzzch>o>SrC-f#O!>AXgl2Kah1CL=lbx36X-Gha5Z6Tzu8o5Q(AHVrL@bT%q z??mG@sP_^Tmk5shy%9+4QM2Q=(L_UF3Q7nd(qzqZr=y6{6Uf+xrp#-?aXjI!SziDGWl2nq*Bxa${(gxZXVs=>zm1l0T@N&|(y2 zjXH~cqD)ZLBzjUc6d`;&#UPf~8SwgpYrjNz^-b*R3E1EKa0uSLkzG(;ULH|h1cXCr z>Q?_?e#H7I#Mg+%1w)x=(1~hhQ#v0B&>b}*u^@E57jy+f1L+e+DfkC=lJuFy&RQzz zqf|<2J0)WQK{Y7IT(-{*09f;!pMDb}i+TnJShDKvxUIg%)cBTd^bsFE!@&Z*JZ2#0Bn9`L4>myEUJdDXPGSH0dLyd%qY{JZKHU9P|SnVi7Mzi9_Z(Dba_wtZt0(|Ot);Vom?s>< zP_%LEht_8(;043#iJlJy2VXkP+9JUrGGE(vfMZlsF5*hXP@i03A{uPi8dsTLK!EX) z$1BO@EX@D;EJtc6<8%;czl0h1Y|W<{(mn$1`>_4&!LfP?kXZX0XsH*0vZ?^`LVsi_?`@cgZTy1jp3 zz#W{+p2?w>rgjHN7|HlMr-0L1TCAvz+IpEF%-^YySQLe8iOw#cGAC!El9>nn4p**R zIhvS@XmawEOB0-vP(6;etKa&jeIevQA=7snT9RK;V4dMXN@rn@?Bz z?}l04yM(SaF)BQPNVke^&Mh_-ub`5<9|?iq-s&OJX*?jC4jA~P{O zykLvcsu-}P{i!;rYkAJh%&^u&6!f@0P(#f#2PIIk1s4RoI-XzVo8sc*!+~@9XHa`4 z2MDhSPKHM?G%?xs)p0@1TziIu&Q$_~Q_a)OGI9@7G1YnLBPyPjk4h?=G~U z5`ZFgiBopAw&ZwCM$}*t!W71*GhTh`D?XKcZRATfmEj4mu9V!9!v_+#f+O;Pb#zUX zTHL+)>#tCTv_2NKx2&7!>gtN2Qaz)hqOx0?YHJzs9xZC>>KMlVJdYU2-aT`%99}VW z_%~W*ZEXf9hC-}Lh?OGFt8B(>;3UKX@w~M7cuveoO+AN>WYeaX2ZTjL#)Rw9Wb9q< zywHnLuy+vx#D^=U;*zRIr)QLa2TB73;DRpHivZ-6|JB*WB&v>r01#_7ddRye#ul}v?I`A z^B+E32z6LHR_Gppr-4%&wA4?tvP8f&HMGw_-ivK}>7onMX%!X55Y!(+Cc7MKKWc}> z$Hw+nw|<^v46BZdi~B;&8Y-Ud41(J4W467ODB4S|qIbFwu7d^gJ5RhVDH9Wul$4Y= z@S$IxrM2D#MxD6UqAo2heff}oLf-6ky+i&-07AaNWuKp_sjWSsso5g2-~z^%JpT=- zc_^;U-(SocY|N|RZVJ)oP~YE*?|KVbd=KPcSoCAwi^VnS@l$k6al$f4F5 zGAw#%v*OS!ttk&?fw(s94ViPJB`}BxMeUDUsSlKXdjq8P1ym`71?C;i^;K0Hz#Mxa zE$9~01(SUmJK*`L{l8v)57)c96rk2CmWROOyPAGqk8NP3lHe51r5Jt)&31vj z27GPZH3*~@c%)(z5=t`{!Gin=vYw&%yi@>2(1+EFA!q1x)gSMi#tYof!NFV^_{#VF zZpF zxwn<8dCVtbT*_`z5^&ajW!s2~(H9IPy$kYB3i9>e6=>5bMzE$uXki<3poWL<#^lee zqe5h;pv!lc`4PDCE?A=?q@uc@@Oh!Lbj~qAt5*_w8p(kGm+(?~bza|e8Q3b}e4QN2 z3xji*o5E;(g3nFKF=s)Ku>b zCdE0|>bvlyS+{3sJlTC&M@Pqjwmb=DX6C11VY@uH3vGDz?AeF9y3H&sEWG#vOs40% zgmDtQs9UCEboHfIH&$N7Qm&i$Fgu72hP$L@Qj`jND+H6Y(6WM;ix?eT=ni^%`jJjQ z?Lt&I!&6fQ7Emx{!h;7wN6l+c9*8p}k8){cAA#p`>j-RfS#&}^%h%W6-;P*u6|~k7 z%)HpNWlPbUI~#Q|RfQK$7}`$-a>P2hn_WUsgyo<5^)Hcv>zj;!PH)_>^je6exV~B1 zFy!Z*SAX3_{+E1C1^!dM@SlJFpOvBfXA}Hen_!- + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/actions/waveform-analysis/data/figures/cumulative_bs.png b/actions/waveform-analysis/data/figures/cumulative_bs.png new file mode 100644 index 0000000000000000000000000000000000000000..a77f254ab79944e32a12c68bc943d67717b7b697 GIT binary patch literal 76892 zcmeFZbySsW+dYcgt!}rVuUk<<#6}SXL^>5oNhtvV5d>-J2DbqQVW5B#V$dPop$Hg+ z(v5(0NjIE%1HQlSjB)-r=if8FwYNiLt@S*2TrsbC&HK5hASXffHyzdA6ciLxQj+H` zP*D73MnSQ$_^*xl%{sQmKk?U})@P-Z|H8}VFa5jt_vY)8>edt#m&D1Rbvyk;&)}E5 zHewfTlq?Kv>~*cKQkd!5TsO6_F*Ulf&+e*~wULGSK8}-YCplR5U9+*d&d197e?D;1 z!pe{}cuUM{3W|LcQs>SnI|L23INtD{oL?TT^J>^#TyJPft6A$8$8uQn0n6u*q;t$y zWB!UdDyA+}n<(a$WFRH^*Zyp;?Rss+<}}5Z)5hmthvpsTn074>x@zDgv~;@8RjZC? znl~aRVSdpr`6A1%br|mNS3y*>R?F{ykiQGuw~NyM&tIG@_(s;^_v^+Mwv_*QfggWR zV!{5;D}&;Hzy5nQ{&(qquLQ;an$3Tgg5v+P%Q$3Yt-9Qe*x|m2P*oWjndidWsHke@ zCI^D+w_ncnVc<6|@nPsIJ|`i;AGPAXGZvSxtta=qq+f7joko)WJtgDJ?Ch^4B@(Tz ztz)C3ikC0Hr23nh`OVooRDT~keOkHe%Tp!%p{Akf^>d@3NYj%%>Pi_(F7Zj4rjh)8 zWBEpPwesOZhmP*wf9A2x(t;y{kjo4sySceJvwG5-{HMX+n3$$NRzI6`!h>t&r)@iFX`|}2on;yL z?WzMg3@^28UH!zvp|#*6S%)cC=Qvu&T}=E?6Sw*#~VhW?n{{l6(K|YtM{Y0VfyddTPk@o9b1N)GplNTM>X{j&$S7>Ie}Fg zs7pxi(|Azy%Fl1-+c$5Hva>60-n{v~uWwzdNuAAThgh(nvnpo!y*1a_c4|<)%2DaU zg^A(p5#xrWt5koJ|B|A(*9N>AIz`gDy1S2T+qTWo!QoR=ljgtw{>!ZJvS7X5^hjHR zMc%CVan;y|MOWBMUE4owkPTovb8FMKH2bF2YZSO|T${5>>_tT#*U6_Esm5=$bDjDc zQ%yYTN?&lxC*;jV-`{zx#N+0f_SYjwX7_AK=*L}YJ3lr@TTKDZ9jZT zsU+mk;loDVrGaw2E13~@`V_Ki0u&3P7cT~QY-2QMwkx_%EiEHsb6sL}BqCEES2M*A z9byT5w*554MMXtMRpGL7y??EK=9AmnWdszahg)QehFWu*-UqL~N71ljbtX49MXSa= zr}}&6(aSXH7HvXIHYgiPXVs~V(@eLSpE4tBU00`uwWj)e>(*y4Uc89WEPa@5 zKf=t#rD{Li{JkaH{%JtKQC3z~M@Prc_^9L9&qx0L{xMA{_lvG5y13+YbadEs7E{5i zj_=ziGCS7wBt1Pnrs?Y`^Omf)$JOF{r-quaKz{hGi;K(8k&y%e$1(j`XU3KJO6aco z=fm)qFZUG&ym@no$!6?wi7#W_+klu&FBh_eL5Je zmJov7yfWQ*?AWo!WJBLHv!?LH`RU_)d>Z~IwJsPN_pk4Cb#YP7xUT#3gr+K4Cga-J zsCVz!vZt?Zlai8ZOt%Pq_3D+)kAig!f=2X+3)Mi0}H38~^?O z^UsWzouy1dLfZL@Q!mmi+Tw+mW<-fMc++!NdQDGED2JWBqnzVliS3bk%B*q$CiktDQt#I{#Ms=>?daN~YD-r>r_5 z>!@k?>;?nUOdDQ_dT#BT8STuv-hPuT{q5U-c71vz>gMM5gyqmxrsmM!*fpOPhkQEJ>PL3vqh{YJ`f*t1IS&1)gK`g?v^sIZQx2c;DE5sTKG z#-ytc$~e82_9EuQ(Qz6tbXHu^)8oAI@vjq_X)*>&=~Ia%dzCQp$!6<{&n<#_On3GQ zI4HEaP6xZq^)YGXy9tVBO8cLTJ0kl$QuYN`_(uIb*nBDB<%Q(hSoPOB?u#n06uYks zbac@@AyUumBP1;vtWc(9wb_Sp$dzkq;%Fqgc%ylABepXXd=(MUOlGp>&L zqn#xtA8v0pTFTMMck6G>onP;sW>R-jHt>|#3vLTJ>%WelfNQEg*ma`%mDrX$9v&LD zah!W>^KA#~75VK3CAp9A@iq467)i;=sfG%R&QGW&R zW&x3+Cp02q8_XIhz3cVnCi-3@aE1rI#(<6M--W5zV*hTGdIhg00VC;= zzFFtJDK~~BJ-0Ec`tB8s)tG3^bxyY%X^s2*gvn&)S9|oO%%mFIg9i_C+6~rIQbjh8 z{Aw?x6Ld=XP*_+KE=!*~T1*ea@^2Y?v7M1I0jbM)X<;_YWj0CF_~XZq*BVod=H>e)<;AhMgoIO1=F4kKDznCa12aYJ)=89@46_ z>>}pUS>jvQkZd^gY#QN3BiX>4Sik|X`@N}k+DZepaawcsPP1cIT^B}6$fA_-mWK$& zkln%^jGNNpoTdh&nlr7N62A@}JbYMeByT>x?_clTIxdQ#u2bsIoZE^@N{$N%TxxR} zm-X-nhOei)oh5yn;X-I&Sk=u?M?&b6P#9=&K_Y50(Y-R+*Q~d@Ly$7_SgktBcp7rl&XY z4+^Y7bg7O~VwxOjYl~k`Kh1C5?IkqVdoXvR@_e6=)`%ntWY13zQL?1t?VQ(S*KWLlf}@rbvkhHAeCOU za#Y7{xh0oV`OeeBTnuKG^2o!?D$)9UZaw9}PD`^r!CaEt5kt2L&4?_{O;*7Z_NbCj zEa*H{?aAmC8KaiK7b~Y>-j)}4=GMl(2dsJ5C6|C=ylFYa1)U~7{o2lD)R1KxgB9=k zrn^y%&+6x0jWpA~>Z0oPo3=)3W!q_FTD`3@maar%sE*U*_G~`RZQlIt<(XTj^*{Y5 zf+gN?LsV209oyv_s<9V!ne+5YeCB>Wk&oS*VVw$BKm?J?vgvy)I;P38OYGdaNF?TP zyP~9;{+gJ{%JZy!1^=$!`q{m&@-Sk*I?T^obc`f^^>x2t0iWa8o28jfUmLxgoSf>H zXVyndjL-Ij4%8>=(SG?JtIkoCXx&q;5+N5Hl(fER5u*s>GHdMZD0*O5!GNW~KkCgS z{`CsrwGI!L3A|DlG#&B-xXZujN}|c|JV9=(`3p&++DvNXRzNWN=}i4`mVgVB19kEw z+$#0QY3FJn;=gN>V=)R8cF)sxom2rN=1Gw=FigC7`r5aB*xXWO7v$p84!?e|aKB^M z{qU#jXwhzIDJe^bIAGe|q4YMpPl5thzwDgsuld?OZDwp74daPlUL0}X8b>CrulgJ6 zTmugCV8{K{5D53Qel7N<=X76MpzOMCZ?6UulPxL_U>8N0Q?atL@-Q~|_~@WSb)Ktp zFt2s7IWKbSWTQz!U+?$Vc3%S(JBz)Ql$HHj#z=Sw5B-tuIo?w-5SQNig)95$p+kov z4J$%u8^0fUeL+d7CP7Eovn>LUs5W~fF9yipvo;g&3pVs?Cq65>^8Mj{QJIlT)vqPC z5$}1g)zHS>=JFb$hCj6%pkz>+EJ0PUVMNeAxG_OCT;|P@!Tk2mTi11vsM44k(_ImofQYAAQ+3N_s=-jz%rX>^ zq9#U7p8B||GTaDo>VUAY@a+8jSKvy--z>{ckCQriu|Ni5Vq!+)-DRo_9FLG0v9`uj zgAHj5(#veN{mL;O&Q?D^g=N_eEKTz7I(g~h($Z3vb&n58S-rj2%vy8Qg%>B3vhu5z z7UwydoekK{n|T;`tv)K7qWTJP>OZCubwTW~w4cJG17es8tFUl>{;)4<41(t7r$_4G z8`L{?=rKMoar04ZCrJ;_#6p z{grRe6QBlzfAfS%{&{@1?SN|T^3psVzn$qu_gk?&PvnKZ-`uc8rYH|7roSOM;ue2W zK1}ndfIu@Frtabd1Hs@9cYS^$@&5h$$4dfoJuo7Y5V5xgH9vmT>A1&XBaX4Kly)zT zs3SJiv}NO?(VFS;%&M_7b%tjyTzDL>of~~n!sl93ni<)h_UX2}+YkQi>G6LwMdBQb z=W5|qARGj^i()6dJ#Dz`Ij2(KsjGWhE66>nBIFHuE>Bv+jk_vBb!NwV)KFMX5SvH3p!$2;HiD;R%!1uVCIbYW(*y(sWvA`( zfk&UaeaO9-c!iXS_`|x*H)XkR9}mw(Oo3TDCnH)V=15;f(G;S)QLz^-pUcdn z6fpj(H&Rb_?%r)^?Hkw24UYH;t zH|Du!BThshW(P*+8rLw_#A&Kw;a8ZrZ)=Q%A-)-g0c(vx|9`dC@8 zW^;41a=x3Z?MSN@5~Cc4#A|WyLyNo@PrJ_9AY}IfX?dhRdHndaQRN}z-7jg~%lU{P zCZ8Ve5BJf@6YaEm@ppp`_NK<1!7vyKi%yr;Xe4T<5y{bxvD$oCAg& zO^EPcTv%Ar`0M;v6yDVl@{CpTT=@%QUrCZe3Y#qW*E?nBu?y$O>S0+T{y8iikOcrP z_?*Y`RUh3nApBf^OoB`iDu@dxQ(gl!1PvF6Yrvjrz$~25&bf%RsNl1QS4Jyc|MNdF zCM{3={NBKm>4%^1TjagYhWPDG!`|`ldirf0ot>}cg8BN8XcZ9C&4xLWUm(l0FX|-e zOA+wIz-J?Af4TDvS>Xh2LBd=7TAY~<*|R^_`7PWCLw?%o&`G6KB3u)xD2hB*^DRuY ztFu!tdI?}69IO0dnEN=rkV^(OUZ!X(4cor2TTLaUtuMc}>8sSpvWYq(7ZfmDP~5g* z)24yN>9#slXEN?;u^Oo;9kfohj4ZP3da#j_<|XhsU2!)mB#ZpTv}de3@hBO}s}*zs zusM;)PiSQ+cYXCw&y>ej?aN*(QgRHY=;_Eur6%PQUzbXo`-#$N)6~c3a26K zM?x*OIp*BGf5yhgpZNOvB1V%;O|@6x;tMXbN~TbkSN=L~4cD_L+4YKh$GX0HqzVcO za$5bAbe(DU9Gjd>owbitj(Ut}8VLsD#r;q|+h`ylv*=W(Nn@pK?G(^Pg`V3gzWMB( zc5rlzLKvLueeEk#v<%S9RX4XZKLW6|zc6EAc6^}8B0tr!$Kwwm?cRZed{v|&(<~tl z0J&OU;iUj`85GtAtXPxou^DU zY}i0sTwGG3nHnRnx-#nVGHwq`Fkp12^zZW74-ejs4~l_DYGhmw`||9BN!27NA%PmB z^yDvGxR7GiCHSg^xb1qQ?-aSq-bTbS-Kn+ z7Dg_L{V}B(=Fb6sT1?vtlWd)nK>67@==)sqdv=Vj$ZL~b0B4~a!u zqbm-7^XA&eyW6>H0&xjlna__8Pquq9Hu?z*nl+|;=co|Sqp|O=K32$}z4s6p7Nu|* zcCRgzl-2Nl*%L0|J+0s5fJQm|n3888` z-olq%eY!GHPl5mxEBo}t(67vD@v(r9%=`8guuVmTx>X_xo5nwF@ZKw^!C_F!=4EYd zT?JpM2@~DKWYcvCwfy&Yx`i?$1&^QM!q*1t6T|J&8!{|k%W|T)mmTW;IW!da>(?(z zMok+FiitbBwLd8kWU`O{o!d@2{6O*JG&?&xvr@QMOw+@O9;GS0VlPD`C9T?9un-jC zZ$Nr9aE|=^{G_V6c4>qJYR+rl3gT09b8=22#iyFLG+yWSLip{2v9qU&z83^YuR_5_ z)#*V=d!>e*wYIl4H(ND9+iYd|y2@VEMK^!-XH}Dt@zQO^Y=)+^zdSnVnK##eJoVc5 zvrO_KDd*+X_^a>kS)j%4XIO$bf>QYlW%M|td?oj zHBqCc6D8rhx33uGlI-)-QkYBP`Ige3?#uI`QM%0b_V!eaLYGcxq+CC%R<4q2tdcw3 z>TLH_Ez8D;Fti9nvfSnfo6>S}X-=EGu6}*ihrRW%B#09!Aofe}E?k4)TR!)t91P*A ze-M^XMD?TGD(@=_q*Vt%qQ&=azf?l*)bldU(ugi3=kSo93BU>jX4f@N&&0%k1j_Ks(Q2o98q$!R4WWP#`HS5K91#I2m!_(%u7C`pQ zjeTVWk!nzv6K@6b$i_W{Nq#RdT~qGxdDdKghqfjsmWS&5_wS!u7_S(b)2NM6tEhhY z83@Z3v~6}x8RZd~fR|EFj?fkp`Us$<^x1lPc=p_{!fhNWCSPx*ShTgWb(aV8^Epq& z)?^x%2N}_f<6<$6FI8|9n>BI?Q&-Y z*ffi-UB0}7EZ?Ktfu|t1U#GugSql=DSD%Y-ogazt~`$A7mebqtPHz6TmZhFK*MLT({ zry{|=)v;uM=1N6-V-@L%JnyfKivcDxxZm<8DbxX3vwId%$5H7Kf(coxF?VVal_J69 zg&7E+&&&IIdPoBQ^!4k&zrxdFW0gwsf>-%MWfHK&1zGQ?OtS09X5iFqddjKxSr z+r(y|woErO_*mS0X9)Pfp@!s={i$tE11DT(yZlKsOfzqZM$o+mR-R0+)qUAD)vT#j zH}njsNkw2JhR6IzkAA8)rx#xMbxX9LzX?{)=`?YzkVjr#-kX76wL)OrYe$w9mBjGg z3-OnD3klJz{xK;B*klawuQ?Coh0L z&F&EZ$OMYGN;CcCctU;d)UBW3JyA}c_G)^kd#f*q(E9`reflJ6)|{be-Cg<}1XK+w zFixY&b3=`()}Io0Pje(s=BA3$ql)16VjrIl+zy}ROno3}uzTlDeHw&J8c&yvDB#tA zCRISf`oT}Kd*tPT681dLhhca~=uxVL`82`kqw5qFaTD;r~hI;C4l$j4@^we!hNK>I~;XNG*U7eC~pagr}$dj=tsf7 zX=%pP9HR8Klz%qoI;$xvD)tpSI63j@*Y~&~ELk~FNgPK2*DZy+A~x?keE2YL*uj#o z!TjkVAUr*5k6wKDl7tqTbn6~DWvvYI`i?&dT-0|PO?eq9%w{rN<$_lqq7`^F`Q zG*Mo(u@ygGmjPa*5B}6w>~~VDvHG2)_|>{jD@>H);9AWt!|%3`(F$WDsKL3U(Frw6sPvoxNf$^D6O|8mf1V<}WX0@5oAIG=Mk9<28!1qH2>A0MeBP8t5q)VJvvAFNKAL?Y5=OjOw=6IstrYkSmR8 zdf+)IHu~=|g&@GkclGYi|MBB;A&p61XgcaRnoh5FZYeONk} z0~{!$a3k?CqT0IpKs~@Os3?_~?uU(iQHrlUbW0IDg1+5bL_tbd3{t#mwv;kX88frV z^E#^d>ULD8*r{aX`WO^A;a9fp6^Mj=N1-P~P&jse+a~)SnsT~*4ugp$lzO0Ahi=Oa zn!LZcfsW56Quh*&NVt4xJYqC|*zvmKxS;6x{LBnZ@tg4Q=jG`joC|3T-L_?Q@bAXR zuXC0N6N{suc&CoIRGXj^8ny>bNAx_Q|eEr z0SLdDB;xyq3WX8^hFGz29ah;KBG?niO|{rh(Um|;f| zNPuKju&mDtg?9|TAABe+jt+iyNgkS3}RIZWJFsySgUp&dQU9 zl2dP(dl8b59B@Znj^j9K=qhDyV-$)-nP&phC4ARoQqqL5&u~X+2=) zojZ2C2A9YGHp1&7%AJkd_L@3ZoS#)W zWtNndGXQVM_5PGcf$PKor(OGqoj;<5HeW16%QT`JCn8m|<$?n+%aC>hLgM&XwacNGHS`P z1*eo2j!rdc#*iTEPgiR-_2X{fbV{HzAIH0{EuW&sU{Kex5Dq4^PtZr4#ZHf-ThOy;3hM)s=O13hf;Z{Uu;DG!Fr zzOX@+)hLOtmm7`Iw9X>Gf{P-`|O-v><8vR7mqZ{(dfnvR{Y$yL|Y)z!#xNF>%mygWx6 zMBCidPz>g7jQV41T-V@qTHv~Ov8PT??!y+Uq9IJ#xfLnpm{K@T*uenZ?hxyb(+S(R zZR7HUq@lol%Ua{W1}*v+&2;ndE8G^XgFnm%OG?lB6?B&-p~hCQ`1;d zKd)QAu@|*UTAG10YKWRQQaebQshMV~h_1pOjS;tUx1prYZypmp^KXFM32TG#g%j6l z=l_PCJO`rZ8$tksYGFfye_)GfQoo=dtBw%ZvuhK*-$8J2dV#B~L(~lVM(dT4O}||A z?zo*e`}pD}EUiA1*NGLi10_I<2-FE^NgHHYuC>tp;NeWR2K*dbD(>C8C)fLNsrW6NJnGL_@{)4|kU5lGSuvRR|{tnM7so6w2`xA{n4+sF&-} zR#KM)AZ$Xg;f`gZ+H{T}{NGXN#xcML4%>y#sC$FI$rf+exRI_H_=qp;$)-9^zShFJ zy1MGoqrfE~Mv|Q_7gkj%foxSJ+J-zAM*wo^ZGsaI%Ov#btsgAHq&}6DFtyzI_4B7b z+8oDFl$hIAjq7OXPmGOSAlif&)f2A2-fzls7=1;mnl`t2S@6_#XuqGjr1$gFqiC({ zv=1LX41OC84O(;xoMmC>zx|YUCl-`6*{J^B#WLe7TmiB{Xnv4`G(J5>X5mtix`iIh znrX2IHO2Sg#&Uh@Lk_g7}mVg70upi z+B{Gc0$8=bFaU|VA=SXCl(KPQx8TG#QP9`9gkC_0mvj?I+^i`)4X69`YgEX+XRz*T zY3{|?i|kA`k1f$W=V}gXM_2CDX=@!#T4+y;yS`OOD5^O4qEx!&$jG~M)Q^unhZ-Dcji6+-*oKgO=^>r)%xiD zT7BdPjws;%7Ah*+>r7MQV2S99P22KXNKPl5LtB0uTY2O(D&0UjjcYJ~sC9R}PK{5b zaPpg>EmX*6fOM@&b+f)7HEQ^-?oo>~XU;rl)4dtRz&$woryH8WRUS^IEDkRiE`2s8 z$_s*`X^TlK0YKC4tVBjzr?0R%O)`pSCYu8-D8j3!iMs4z%bHG-%?~gYcJusxnY6r@ zTAW4=8wu~E6MdH3y%D4WqGXjffu#q11scVcwb(g#|Z4NQNZBj}*Lu^MlF#-(P!*4s?ULz>T@QvfUQ5 zv<8;oxprm#$RXo{<2)vHFmGeof0LQ6AxN{Pga7~L1z>pgz4qTlw^*H=D^o#ecG zJDAY&hJhs&86LyLF8`K@dT?2^#?o^`@s1X;Br>t>S&1n{kSK)#DDI2_<6t%NU!R@e z@H(azAN0ri^;O=yV3~FI!a+##Fg4+t2j?VPq|U!b&mgR+bUQmO=`eWKT?gRX2?#C) zdr+;3R;htnii(C!1TI~Jj)d*PjAg{0?aC2y48T{6hDlH^Wp_J2gkY*4HH|zsx&tNG z|2lr$87x^f07PL1BDar}TSu;KyVJe9$fA*Q?NQW4 zlieoJwmKFDfOvXA$CFe8)P;r#vuBrm3Ni_SHc%s3J!h{=(5ZvUj-k;rP?r^DM|LgY z;0b#RQN%pts+7KqM&DlkiwLl%(KCjM?zAL~)58*8yXQ&AA7G9+z0`3_6x4fa3*)u2 zgHG)uGSdIfrIIY>P<>*dvMJIWL$miHqWA~4?({Y{>o1B_e}hEfy!7K~Db?|ShSU#_ z3Mr>qAa2^Ubq^c0$!7jcK0n+nZXJI zGs1{S;fY2aN87wI;@?cUPwprbSH z4+tH6Nt!gnoG>UM;7Hi%XEt*{RiZI$8Stg&E}yu*5&{_5SI=oUyhQOzs@yC%V$=+J z);tT5R1$v?CGrL2W2#OcM&bDVq8>bNJi(;)p-aO}-IQvgreujE65at-mmYJu2Bra- zfMHgNd2_|HumC6vj-ny+&L1-8CfnX4oSZ5nxzpOu+OCQ|M#t=gj!v769)LnTx_msb zn>ZwT0~)q}+y&v@1t@2=tkGSQMaLW~2zlF2!rC_mHXt*|Qu(2pGO2tc1GhEc z9BM(_0I?=@z)}iRslgHrKHG+E`*c64H9wqq5yc*m-nLHYL)eb}lu{anWKbD9wx`K& z{bcX=!t38P=Eftpnb`TTb)sSk_tb;L)qL)+=WvM^_g}Ew1@)vE`0LZ!6X-nw!5^ftSt9Q;0N^W)6bX19yoO99Hz%f&5v5uPUrdo zL@A|&GN^uPAWjn#7dOc028+gt_K#A@O)}jE+BMm?l)Jf9zT2V`5mplY1o4NtMj_WZ zz{Zk)TXysc{mH7ZdS#U{o#W3MB zh{lO6yUJd@eq9r<#a}2kvx$TpSxzv}DuqlR50k!@BC0ZulumIXUZSE8M@iNgbdZDS z6)E)qizmBZSTs)ZJR&){@qIXA3+aNi^tW0dAUG{APII^%Dgh&0ooQ{T6dDRL{zD=CL(EkZE~ndOHh zJS@RZkd7WG&ye<_S`-D*aQ$!(Tcp-F%9>MpC=tl}gaWCWgzqXrYe`tU!g?^Ih7T%a zH8Zla2MF-OuIdgV!1Ep{x(C*8qG-1c&0gNai;h8ns)dAqiqp!jt?oGkZzQT@a2mzc zk0h~*1@3qL&w+;{N5s(pvb3dN>0puiKrLN&_ujpGNx}!;sb}o4@6@Raq>+G>JBhAE zq-jHvN8O<#M~vZ(gjgdaZ&fbDWNqPM126(3K)G zgY-Lq&=qE`*F?ohPO}i7LfU6S_AWF5P5TxmYYZ0;H~w?OhQ64DyvNz|?$heg0GZL~ zv##{Y22+fxs!3gI^(lypS!q+)`0`gS4g}K3xNJ@1ztI9ul$+?3Y^l6>d@~7W*3pLLO*603U-3aOBS>oemwydWIqwUgGwN$HM+`!H9@P9G$j|r z69(`Ixw2Un#IsqmXhOaQ(e`4loCPhvcqAPY6t>|V+n~UDe{0ivSLpUDVIusL0j303@;yDj-)(O@tc^!fwsg z3T1-iunCe&s!iX87Xx#%vwdNndn>`*R(k8Locw5@T8rQ@sHuqVuD_En=_VZO+QQ5z z{Mo<#>|z_BwhT^oC7ZAkiU3?_pBClbpJ>qoJiL%$Xt-VhNSO*zNfrMl8b>H-INcT; z;&k$bTEeKLK)6=|Na-pupq!Eo=2O9ul2ftP^1wZ?Zr#a55qGt48Cs%0ljHqR_#Hjh zS8eXgS|+uz?5?tB&)y`W0;Gwi)ZL&w0D9yIb86D+?BeQL<=Vg8y7f3YqoCE_LSOFy z&F0W!)|l~$iE2QjXqXo>Cnsl1y>rQ%iQ$$esg^KkM@gxew=`!GQBB&3(5Mh?d1070 zuqn@5CK7$rm$K*CR>WbZV-OD;11ks4)j#t>whjrG3pO72*)|0hb$wZgAb%l$;GY{e z8siuO(G4jX)*3@-Wm~0G=NovH47)TGol$uiQ@0SMO|ahm^@*WsbaLj|wa zSNV3R*{l%>o$${DCx8KsBf3UdS%cqk@CZa59pczcON0l!*4?Lb!Xev5v%xY;UP%X) z7)Gsx8p^DHzzuI#-&nVvfKs9WJ^zg5JKQSnOFR1L`D%B=|=$byRggvS8Kqr4PEYZ(CS%ULvP7Ch85~z+rD0cbhUo2?)!0$Xfc*W>qCJ z{yI|a0*CYm8ipj!oAWlbU<4C@nf+LzzG5KRfm_>zz9Fj*3At?4Tho1I+1z2Ndh}Zw z(Dw@HXhmh6@19TcXFvcA2q7i(ub)ly^caAjRep7DGwCanb}JHkm8(T_HkY7Jy&&le zUO&wJAZ|J9PqI-3?w8OGA)Rqx_de1n$Eg_5xv^liS|GN7_JitgN=jw$H$>wDKkA1j zP!*ua%uTvsJBo%>y^^gAIKqZ5__v}5yKNWeY{?hV?L>ehXoq|c!00&SPQC(TcZm?g zSm7WC$yiA4lW<*(`R@uBuRu z?43!jufK@XGjd>O70{RkSf41!fQ_Rn5nB@nsk{{VmvVaRf`6)ML*;d*r?7W}h7p3) zew)b>vz2DP6hR)u2bb)T) zk<0#v?Dmvc`UKazEnN&1q?+NmS1~dpG&Sq86z#HX)zY?aDe@Ed^rR{%mAfcJd7!(g zuB{bUQc^n2$$4x{q_}lFWcnkFO#4?(UY<~h>r{i347UHRq2TJFUoSm`Uv>n(YWB;G z{IyO&IpkQ-ksar9WeNi~^!7(iF3?M7ll6p;!5n_f6M zco7Qdl=Sox0JB$_nU0m#0?P~IB@5lvO7g+C$<;FbR!`tDS0mNZqu0jUZwN1WfOF&@ z@udzgj`F(@W~BY(ML+A2o?9}K^Wz?LTs|AD4OQe0qG4;3Tbldwk^@?>ojS{tI-Lni z{RtgE-rqW0_N}drv2DI}+Gn-}FW6tzlUjNX4V*e(kVpgR}O84bycgFSW z*LS*A)z;dT#$tff$5s!6D@WSrjR#}s?>8~BG%PYOFpN$nxGx5@<&LU3Qiv~cCqixHJZGmlqY;6C*f?4n3v*`_JbNhLa@$-Tk1;x=#(yK~I zYGbUpW&54oKJ#S|AT_(q4<#a^mktjN4SCa>XYAL8(m~J78FGhWAWM#HeC^AD=rb5N^}_e%=92{1OiE);|V#ZmIm^d1_Ij3pK~4;TI`eG?FzW% zcl_x{`-%}xl1?&92UXI|&0M+Zl7KuOp< zv+G$#_j8jgK>a0?1LU8dx~xiE!NiqR7Hg%Zm$&bl`~+x;(DNi{o<xY_Y8? zy6Ug>?58c(Q?hJ%%gXltFpG|f(L;o_ETUHXh|@c?ZHvS9oy4y6fUU&Jh+3_)WyHgsc%qM~F&u#}y^;6BJz#NIlCtjq5KfxKOUJBT!_IS{Ta`I3*Ei(Yx%kbd*u=fga_ zv1*%mL*$ROwZhMvkFL5CemwN@|L-4Gc)>@(me#gV*5(D=l{3_nnwt9PYu7)AR%#p& znBsMamVI=-iD>DyV?&rg#GmCiL_8W>Z1tl>;Hb|Xk6mbm3f=r z(eMA=@`{-CQxw!2o0#ZbyVh$aoDdW90GXLdawU+1VerNSH_S?fx5dT9#nOphT{PFF z`ulU271$1+^hFo64N3L!KR!O4zr3io@)o6&{?_0O( zu=w%DpKD%*pa1v6|F_kMlx4Wg_oZjtvf-+K5xqr@WpzdVbnZyev526@M^*YJCMG`m zx-WFrqa#JQ$L}pI47s_v-;v!AY`@pn)1XeYLLY^tTyVO1rloDMea6%MF3P$?TN#A}y14lI}09dnZ;*c37@ zvAN9@G8O}=GrBMJxbGctDB(XPw<1L&*NEe@z0s$C`SL!Y+0XLDV72;>9v%lYD8gAU zq4p2Onu3cHRf)jUGv)SqPd*E*O(lTYkL%Pa0f9Z~Eq0nYILHMe&9Tu$yAlO_Csb2QpeU|N7`^@r z&lMQWtZ+R^gqhWf(gqF=JY-SC!92dVKmzKp4xPW`^6M6(OH%{Rvv%TP5#H7ng52gg zqs24b-1)TbD1OHmB;S>n(w)lU zKXaxUO)SCp7h~n0@kvWfPEVJB4bl3Q6BTtVZz?rGOjEOIbD7{!N>#^z&axBBrHpq! zxR+;qmmNw~nAfhv_Vk!p(903G>Fm+4ZLUYbOg-Y0{_HwrqVoW_^=1#sNlR%d^QV%^$RenH3s&vvSQ69##Vys}A;OSne1`_7n#e%NOCjEm%SYG7=5*deTt`IMtXa|T|NMlQDi7I z9%xy2``kHY6_p}qpin7kRVOU8$ophyJUPp8s$6CmhpV(*eynFa>aa9q;m-fWdF@Is zn~$1#A(?C6MKoZK&l&py-ydMlhbY*f*|tuLfGd}ODxbE31nt};Jagv#IL^A9u9`oY zJ(zUU5YN*%o3k`G5ZLcA+l3yWd98n zZKw|Po!S7PcB3#l>9AC<=X=%Zw^R77f9ri<;XUKR8JGE{HXn2x1a19f7JDUxnH{)L zGF*g^DSR5d#z7K^ZuSr#3!h%wDG^?U#(*1BQ&Sl@X`}~=0+B0#Pp+GkAU6&3r%dv9 zsi>#~wmFvb_UsgJ#*r3|eA4S9uM05Xxd~_rhy&u1j z%WPFlYq(Q@9A~kywG}flF_9WxK~YFPJF&N-fcy(fBg<~h=&K~6B&@cSj!sVIfR^y$ zuLXt?2MMWRGYbpG=>;a?*)@EPdsp4BEapK1?S$sYS9tb`Ft0(><*eS`UYh9~<+t9* zrV<#pmyeH+Bi1~@|EKoKkb#e250qtPWuwmd)6SMPDr#a#nhb^)7-IG)M%SI}9~jVs z7~p$T6MuK+e-TracV#inFirdMs9K090ywJ0uf}lXKcZai`AynINo<2A@_;5DS zzTyNd2zJ77n1fUNp+>|ps8}`x(lZB z*~IW@_XrrEH}C(Qa-zZbRPW%|2%q<- z6UPGQU-f;LA5caid$Wfk1Z(n3$Tf^tE)B3B!A(Mpm}%M%1fhRz?QF zJIl^OL3fLnhOd3LkMLQikQgh`estEQ-M}1fFEtVZOL(7rP-2i{4O?Ay8YM%bqhoeZ zMcrGOUGl;mPjPwNx{|>PCQb#b-F3KntA>BC*R%JnG6tzmSJ&@5_Lj;AiRIF-*tE2i zR&G>ByA`--7a6i`vnJb-Y5I9nw`7&Xzktw z6CLD2ttNDxxgQ?g(JPz&vTA~U5iE7K*G;t>C<281xOl#J(c+YP$lH@cquKOVo-86*D9?o@! zsQ*U;C}?S?)d!62NH9-E`8qw_zPXO)ej@bHHw~GBZ7xU+ufW*=<0O~;>u*H8jd45E?ASdSr6+P^%2acQ z0ACr@D9 znV*mEij7Umk6F+Xr}Bvun&NVjern~R4;njOE)1Hbbh{<(3E~uPd_jMqiu6(21%$x;Fyw6Q>Y8)u&!U*DU@%`0Zb7E-6vN-Mj`Zui>G$_SJ1q83$omokc8nE%gm z90ZU5(ZJgir1Y47#pryxK1sHxmQyIHYsH^wxbSHcxJ~( zq^9izcp6Mop-@5N2lfnRdN#0y$or5_`}(cS604B+uh{Xze!*!Hif! zXJufw8UqzVk~HexC#oC$p#bNishV$FUb^|#8*E-No_9lo@|<-J>}81Md3wg#PZIa@ zR)W{jV6B0=;%~$8)$G#YT|Yvqx4%4av2LBn+Y61CWkBsX>mghwLbkzPu{@Ws%!fye zT$~VepHFwEzjf=DUI@u^LK9)zs9jgmtO6gl@k*pM;xNdg!^h0n!r`PdzdVKa=q&cD zl?W_XEH6|5TW`AWw7C1a&;T+C>^eeS?*!;$7p4)g4xG#a$& z$6X*cwZsEnLVjH$Tk&H?KehJbaeDo*HO~;Mz_V%ZddH~hKm3d0vei*Dne`(sJ^Uqt z%N@J(dBQjkB5hd?rPdXrmT2>K6yo8bfxgZMEgk-oS-r11L*@ycfEL1Q$jN_jGXetW zK@Z48M@w$UBUk%eLC&CBS;E;`^t-i{b#Br+3Yinq^j-tuFU;?g!b97!>nVH1JUE{n zp)=>29Xh=e!Kss^{$3q@6H7E*O0?`-RDMnR+`U^{TbqHWemp2&c`{O!tZIVZIfwnX z#vZ>=8@WSC@$vxHIv&d3Vtj*|alXE!1E&b}+^iAwGazbPK|1Z*+<8ty$$AmeU})=@ zAc)$zg402ujQ+T_tr)yT=;gl`akpbosz8fK|Z!o#S2l~L` z2;s#(%lsx3OhDs;mN?TXGZSCoHkCX|=(Zh8lVln2VpCC$*jiBi4u#A`aM#Le{@pr( zh z2mmHn&B=SWWycCDRQr>UoC+ty-&Z4ovWVMndlw8H6yoUt|4eRKrs8GZA@)_zbS^l3Z=Tf#X;|bcIx??sqtashBW}dz3`Pp4tqI1bjeB(WEoJ`X6 zv{^rHZs{N^_NMJcNBQ05*+uQ^?>CU>Jp=stAK|4@-%gZ$K9JssK~zP#b*nfM8y;cF z3P}i~VUVSGELc^7n87znogxbc5)QZT?WH~HRNmhHh_aF`5aw1=taAK92?#xzV`d5| z&z?QY=(v9z|Hn%*tSufzIOSTx`$u!O)b)FPo7O~7t;;9}CN&23g{+yv6W8&72hg$lvuU&?HA+*AcuYZ2Z;8YAkh)lPPgx2Jij&hC! zd4^6iB!p9ePhMy;GJewk2T1bKD$FaO!55e{l_RIRJ?b-z#Yn(VrdYiq#gRh~Qja(r za$SA+bNOq>9k1r*Im*XK6p3qW^z{#4EaUF&J_XL*_&0+txeFelzkC)@L;1k!b@pX) zzDSoa)De23empdj_4(GJ<4$q_U9@kGv3AYykx!ob{mJq?7n=!6{ZlcC`TQDVErF%T z;YZ*0SFbDwSrTSsMe_HJpQ=LEI;W=$$N9u#)F4uXfA{|-@wqHco&g`0ySqBShnK3t zTveaTun(0{C0f?puVzQWlvY|}-v7g49L?d(P#6QEQbAyK43TWvwF%x~Em~1}d)}^u zV&=2v+PQW3;!Cep-caNYZDR|yXmB>!VTwqHwVhEC(Tb0op+$<4#HjVf)`9sjpUcAzP{hA{W|uBb zcr7$PBRfh_6}Y-wGTSA@#g!x?|FX?Y%W!D%Aj<`6evKnNoU#g_4Nnb3w?C5U#upX# zu5SFx+rWk2zjHj~6Bmp8ntGMPP|@TF9#Kx=v$hNYV^drwQz`+D0<2cQa+y*+j&pPc zlipcf*8-YYPFkH6xaDJYy>_8`J1!s>usXEsXOWFQ1{-RJ@)aw>nmg7h?`utTC>s5Dcsy2*PM|;^6cuKNMD=u+4TDVV(!i3YR=pL@nZ~TZbG&Y zvWrxR7HL5VS&B$1H7$;4k)>!o%rMbriKJE8Nm7Y+GcDT7(yB5=g%)Ywzt8J^&M}!8 zpSkD$+`rG`cmB9v~<+^ZC3?@5`Lm(aFZZ1g+pr?DtV4+Scq#kUvae zcE%a*owZzk-L@>;cK6o&gAXp@+q|5zmRr0OoCqy1_yLZ=%}xB{J1b}m@9wzDY(rk+ zU+WB>@P(kqIbYqt&#`UTt=|=5m3+J>A-E>8I#z1! zdH0g{x0#{on8Uro24SuTdTLUDuRU0xXYxb7pAWfK)<^Z*TbYmme`eiO;aMvF{LfP0 zFRnBD9m_3DqVQt2pK7R276xLvFz*dgDZDzwH5ZoXpaH2^1WzA9Fp#I0g1nIvlVT z>3s2m+|nOs%&p9*@k+*;`-ZN=cSO~A&-o3^dPj`qYVvYeK7W4Bu@CqbekX)I{XC^p z7G2=l#-bVijz>)?kQF`7yp-~Z^!F!5oS>7Os0Z(Fn#k|5yoPaYa;^!_%nrMScm$SDo@7a@Wy5x=}Z(UtV;M&P+Av@vARdt6E z?&DHHtGExlVbDHlD^Cp7+=%6NLznnSO?|mt`&o^yj(K?wej`FyRY#Jk&~))#L}P6vkHT=wH^e1FkluD95~ zYTz<5%!ruA4;7{ll4J^2&r>gFmxe@08npO%1RNXj%;ZM=V|b5_SPBmpm2v0(`5HEO zZt#Wz8##vCnS01tXf0>vjpG)@cfiOrsD^%a6C490enk}1KCn2qgOO&_SjF3iRdeP1 zo{&EdisL?lR~`;Z6W_nOKpQGcS>hwzWg=O0!p`3tb>&OispS;(~@ukaW>-G%zmGnoA= zh_~z0ebx>f8Sa9@-+od08BjF~l4hQdbN6m}lOareQ%7Mg!ggl6}d<+Mk6nw%kPGknjT@VQr+eBfZ!+)3HfX;VnjGWm-23|Kb1Qt@DH9o<7)zeCl5KKJqHuc;*2$#V^y=5;xr4k4L9^?{C1QHx?hN#HH%EWP=d==$ zUt{I(A;hv3=NNR+G$hn4gb_uaRa1j|WnRm0z~E}bc1VtGz_1oyq=&+A~nV8RL3O)ci$8Y`K%b>JEp z>-1;j#9#V}+16KY&z-#Upla?d-4~Zvl5^vva~JsR{L;KBY+mGzcT&i~`N?WodtPkDx_;t|^9T3(xbYVbm>2E6-Oat9q}?W@Pq`0x36&{){k1s8g1gDH zy!;qzqsQm(C~2V&V-_5yL@39M`|ProuGLu^nBg=m8Q^IKxTRxU%P@@D$=!UjO}1~R z69h|CgliTvVJP{R8#gf_341E(b!KZhG3~MW~Z!LYq7^8f*%=h z47MQkhmVF`)XQy5aLhkcYYdu@?c>9kEX#^_^u`yz1|H!JkIs$(KL6%T10}A1Gg{-G zC`M+Z`~&mY8-{a(^R-il+ zr zytYN|gOZLU8e~kcDWrpt_pok#shxH~d)FjfHz4`NwdaIw>#3Gul3S3y9p57nn5(83 z=n2u(R8;OqQyExA1^B!aHKnfnN1rmp2-tUiJQD=s_8G_D#-y1&?>B91`1S6+%${Qv zQdyIBpS)qsx#BZ=>nFMN{p*TVHqL);8nNNp{j94GVh+i~9>~mFdSR`eOjPY8{jzUo zES1q&C@r*gX@tN=Qxyjn>-`+flh!7eejBkUQK_Jv}!*Y=I$OW?t&_U{VXhLCwGm0LkF`r*}qOmWTa+qd7BTSu10+z8)yJn+GeX9>FR4e^40*+omDG+e=$VIWvkqz zDzBd3bb9qDg{3f4BNU^_d^)N``X_=QhBn0r1i8V^*|ZE|~`QC*gt8AEYaKK7kOUGh}hSAvN>ZzY=pe3l>H>(H5L-~qmQ zU!Ze9x=Cfy;8AXaN3B>yiS!iUo|!5u^5%Z=VBbxg=eK`V98&S>CjD1?TW%=1SM;?- zAI;U;z8wi}DI;)qH1&F%4a#l-u7Veqt-JqgB@HuujVi8h1&&efkb$D83h8?#Ytyjd z!%@8PsC!l~$*NbK6t;Y-BPk)_0n3oS2l{TJz`xAvvd*ean=~Az3QdeR3hmiePEyO4 zFSm=cx)Sy9VJa#}e(hPnDjS18MP>AlVc!VLOIcSY6ZB?^?JMh}xxGmJyMcK2Sgo5j zW_*&$f7vMP{2Ryx9uFTr^lQzOh+UWidfl|vh2rAwFe*jBAOrzEFMj6(@52Bwn*;kD zJne)^uo@~sKg!h+fj#uRnWuEBq@-k8>r`p;9S;576`r1sb;jWUH~R;q?~Z5+5$P38 zXmYn|xrtMXvXx_7XRJ|j!NsyZhuzB7arYlAT<%*i=h1k2sP4%!7IEv~bwDN;W%r`a zb_&cOt7tnRA)z#s6)OP%%RO36phgt$%ibG^5-g;-fSrB$WmQsY;5IF-WCF-OHCZB; zOSnqMPeaEbXseJm+Nb{Fkol|n#5IxeV~SHx)|NaJuMeZKP!^dR*)$gkYqoi2)9|Qg z&z?Q1dyr}OGV$)+g%IZTY5x8!iX$lim6Y9?wC*-m1K6N%?k3hKG@gRaOY7cLw4kWO zOYX_BL$Z4XM5E&`^ZY8y@oZkI@PlIW@}y)ChK*24Xl(TZy>H1T05ttt9b_Eq%)ka! zDes!Z_B;F3kDR(yFEZbbGnuUq≤qSaRf7l<5FnmSa1D_H!zGIiObu3*NtfUs=o! z+-Sbt>P@WateKVI{cJYL`QhiO6G%E##~DoIu}rRo#@6u^9tDf$a)dM}F0$`$hK%tA zRjcFXty{&R`fXS7l5g*tF7cVD=y1d+0ycd<;vp7nay5SY=G=UV(}Qm>sN~!}{dB~~ zz)ZT}xPXdPsw&#r+T?BIK2ZIwQff2GeST5HrX88ybTl>uhz53OaPZ809l#Rg_MudE zDhFd;5{yKLzcg^;@+PxT#IM2OTC=DH7W$nK5BL05&-d)Qq8S;=(SURV`rNe z;3YM8$=p#{9P1keN8lF)D%)IXes-%%;9pnVU5-?qn)j&yT%+1#wui8c1UvN39Wlt< z-%4h;X(iNbCeRcT{F}_TC(P4WASO1}m**W>jwk5u%~?`%`(~|ibHU&yvkCmL*yQOM zzgCcbmN)q*98MNgdlRaJIX;y|9=GS+X6FnYr8j3*kNJI|(cfrz%McV|^m0m84x6fV z|1rc`PJunw5cv?R;&^u1HmY!iL`E)sP+Yg^Lt;mYBx68fH4Ase$y)VNbux@ib5=Os z^+RxYR7j!YWZjanMRWpTwN1f$-V6)N)sg?0Gj#Zcbh**dN2CZMDHhp1n!# ztrwN&YQ%;_ow!s-anS2lOrfex)iA+9;=Xd?{=v)7M}S*r?mm3Xgdz`Zo9NVlasFBLr4%h9`@ z=B1+G)?6S1S+V=Y3Jg|RP;JWDhy()gJyla2)884`?<2!%X43>Yyx$slI^oK_oZ%#@~%>`KJ!=+>AEm*Li@@J)z3T>#bp(-9Ra2UXCk1klIS|2q_f#$nLQWD8 zj+aFVYIQ2FZqLq&fBg7Ug_*Brne$T9#!7(w*v5N~))sBjOa=9Q? zEdUK~JZ(0%`*JY!MxZt?M#Hc&eR$UCyzTnk;lO9#+R+X2Y+EsAfWv<(7$z_oLsi!5 zgy3elw7spDw|5$VT|yva@1|e~Vx{j?x&yI>prqh7aoJw2V8=l$PTy}4xfSDQJ*-aL zxHvG2Q+ebEQymqRL(-uiUP}19zdTX?;HEIjjY6+I0yR|2E@BOezt5^L$}!Fdn-P(9>I`No$~=>4$x=2|jH(7^t7LTY+#%!*Z%RvwGyI z#O~NcSIpui00nzG(v)(9%O7ELHii&xQ&gB^Xki6ETiJEl$@#=egOL`8qIIu;%&i1k zd_o+1r0i=>M{%yx1dtxmHw_k+-@1MK1R=fsD`}&)&RU%IM!~++B09z2w)}CXJkKpB zl?PY+EWKV`y}1CC=$&Mz5}*-l|67Ae?eCs9aS5E_PdHPh4!I^2(;v zVli|B;%Y!uoC+FMQ78ikAj{V#%V(BxX-SE|zocVh%g2u&Kg72T;%>Q0I4rTx?#XW3!r18O9d-8zwg3por3l3ze)&lj@ZPch zK%;)Vr08gu1Hr;liUd#P(D@r5&Qf||#w$WQ*^JZKQMo^Td@^F^HMy3mc0$dMt^(208;P?miz%~#donIj+_j; zo&rsWU7M#I%3CS74_X!uE3HaNKlxL^C@k{h*`Mcr-JU7|IymK&;5=mvit4FsJNjO^ zDD6$jyX!pw7}A&9N9R6pd?uJQAdWCXS3tQBSj(lxVBZe$q2wEV>@OpNg&NT~z`#q* z$l+oW^e(zfCuq5S!=@h6m~t>{@u}>RshyTnPjv+L#>T{q350WLXM%%>zGwiZPUZ5K zMdWuDaX*mv!jWkayEjL^(G4DdSME_*c5}IwHL$-ec5AHAoNTTK;z_?&VACWTz*$gX z?~W*D$N=qG6`()OTh8B5p3TNl0{mQeOqhQGGy*5%MC=0nf<~KuZ2#Cc*5v3SYFJRY zTBIw_vVHTjd5TS^;#!HkwacmVZF03fcEO{o7pqM@tmTIAHT)>|)mdjAo{JQ!RUZkp zU0Gn+jeu~H5AAQTO>~7A6EPLatIBB*!@z_f_>vzR5-!s~TsH8u7y5-F5uCD55xVV0 zD;;NQ6x$zn6gu}7Qn(+sn{d;o!LJZ&^Z`okk+u}YKF}SY4gO(WTaDD<(^V%fnC2Hp zN<0arM+*A*lXTxN&~%vs1r&F1Kts(30*J4Qp22D z@A$FNeqa*({S(XjDT3CuSAMPz&4pXdLCme+0Id`bC5Ecb2lklcND;yd$&7hKETE%` z&Exh!(}-e*^9R`R(Omxn8S||X>$g2Zgn8d~VtCY?z00NBZmT^MzhX)cXgKQAiVOqU z+Mpj9(n7fu%-!A(n80vkH7vVdzI@3fqd)}c@Wd{Wbx9DLfPzlcYY+K`N3uACGzaJ) zd$PfQ`7%0(?})Z6?94OW(DCY^IyCeN6_?zNaqmQg~DU`M&eaG-y|>oF6^ue zq3H>i-htiCw>b;mqzaGd0&UGy@S>~0C9sOCn%d}s;4B$b(~$Uh1-OPPkOmlZ8(q{d z_g-8vxLj2PdBeeGb|MbN%%|o1Rl@R`TegfL>wqvsb-aQRx`2kG3k*oJ>6W<=lW}lp zy<<>TpDR=n=sbaPTC{647L%8T=4TZgX8O2GWK|Pn1Pex`n9eDiV0=SH4QqqGOm=+-#urit`-q^Z~k+LV|zg<3g^Wn^TG zsn->Sz;Y7?NfMc}z+~h~rU0-$#77DnXGcMF!gvT%O02~ZsJ3yku6%I9QT392%*Y68 z`XO0Xc2hIN2*`N4z8bplhIMa4z9+FKGcg${!$*bRO84DG^sY$o^~C<}#5AH;sMynC z3Auwwu({YIo^7ytkHa=rLOqiX2$Y?B^!B1|CG=WORaaL}Yn`ZIcgPP!A?pGib_&9i z;gRnG79$743{~!m<_&~GqofxygbEE?_4KBsO*y#1?{I+**;ace+X!p+jmc@(;D?`_ zk2m=Y>RZ7?sJ-X&){JtSBDaKzT)hD)>}c%oYa{`?D!_J6b#-+WJ+d|?el$4$M$ie; z)X|wlCss(*r7cdIG8VGUu9cO)^v?W*Y=iiYM!k_}NI^@n5^76sWDV$ZC`jZZ!XrY6 zD>yV%oSYw2EL}c*`a}e-XfRoNptgDQcW(dpjaRG=PG`DSwN^8e3J=50JnRf7o zyQhnb(DsX}55?b}pt+bnWR-C2jPvQquy=|!%)*|{gF<35T5cLq16U@FLtnHPu+8J8 zw^&z|_wY~l^n3be`ph3)!umdChSUHESz(mrFj5_TcnZ9l$Y>t$tT+pqneQ5I?2 z%RAI??L*n~=ri*mbJ3emq84ZeW_KTpK}!Ng-6YL?;CwJ zo-z3|i*iGF7h+va+DNb6`;;A+D7MDjqPRYnJ#<{!aIwtb2s8cTy7Y?5{j=$T@;u#& zO2#akDs2C9R_VpOC3K0rT<&P4jlbZfay@45*Gz4&Pr{Z?7!$nVBA z-jXcV(3|_}*9#rjkFBNQV%f_xlV+oX0ZGmAJKr{${`UUnk1O~s)5)&?e!jh~#?ucw z|D2eeIg?VeQ3TCm<*75qWpyB>GG>o?{o1SA@WeA6F_)(wpujGF5 zSy72#YqsvQUG&1N+F_@k^T|l8Af*G(VIs;R7m!xOiRbBvGtp#79LKX2J$Sbk&8Q1+ z7u%L}+?=}oVjIKKQy%mcvm9XZqU-GOW6o^7&yxjr&fP3nhc?q>70tsY@*RUiXW5S* zV4nYxv*7%)V8Q%T8xC)r8NYt)d*(Hnhnye7-K}OnyMqUq>3D9x@;23(j(dN;IOo|s zo}FGLyJDT0LQ^<>nS1C|#|7qRe?p4Y=yzvOH{^>k8}k*<_3zHGvVk?8Bg~$0LQKRO zq{Mhbm;Ud~DHB`2jGl?(l-x|{0p>G*KQmFsmcBYf9vGf>${aDJMm^*ac zgpIiQ%gy5r@Hg`}k)bjlPTyJ@N9OZy?NbAuSp(%f+@$|JcNOhwzcqE|#U!qOf5*&h z+aq2+ffv+V%@{C{%r}@D|2w0?bA@egViO8gjrXa|jHitBy9miYt$~(}G>LheKc7X5 zYD@=K;#hS+>F{aE+oao2G}Ozl9seZ07Dp9LJM?+!Jc6?(NVMf}P?? zi=GAWCT+GV*+SPN~(D6FEb%-g?!qfmVqK7+UXw*2yuRXykKE}X>Ie|?jG=+_4gtZrf!I5n5*){W-Mj^S992!-1(6+rE8xMgGhAsGC5Z z<;eLjt)OLa3KM`a3pP*WF(HDwf;L!dVkG80yJNFQXC_mJXRWP(Z$X`E$&i+w{fvqBf|SN$C*nBGEREb$#Dv>Hqnf@Jb1?JLW;bw_=W#E? zikXGcNZJ*~pVgrXT03K%8|}3UXWwUl56a7#5mmSsY12>T1ilknPpf2%*I#(O7E|&S zXM(=;diRAy{}&FI>sp?Man1c+q2qF1{H1(=9xurA^Mo@~b7m3Eo}u@+KSZjmB3~wk zjh+2Pq{?wz^R-Zw8^_)H;^-Tu7|46=MnOSM`N)N56`8x%b4j2jKid3HzY3itjk;xzCYEco8D7UpZYevj3~j71SI zY9A1~CiTywmC*g@i;a=hG5ilUZY)D0AZX5Viqx72K0#TsJ!WR7AQdByS}vtSaeN$4 z$-=7pzm9aJ8i{;)lZWVn1?%lwkH4?2bwRJRWYTunfgI_Vox<7JrB zc+z7)k~K9A9I{KmmW-IT;>ajV{UeY?A><4rK^7JDb_Ggb5BKcb=Za(Z5s0N$;rrH< zM$Q3ZhVu7r=m<8-5+=la-XV!4u@l5yDm_s$Ebf@Q-eh56V^sH=kj+&BM#*5D;jao- z5HV%ErEn zhA819v|llX3L?o$h>D4+Uu_JqDb%-30aMXd>}I$W(kF}2NAL&|c$LU@?5abJ{8Y;j z);ZgOCxZcoswsb{vB#D<$FbT_$~a2nCh_R?@tb$RFDBG1QGc4m<3nnfxSzFmV z+!S)NboWPSwle&gbL;z;lr6cW3Eo$ea7X2go+Y zH4FS}Oi@P!rQsyvKK@c$yS94s?Fl=P#nZDXHXSnDyr&qb8)NizY(gqy+#&vyUrpaA zESCjNE!yMyw`U=(1~^lW3t{L+qL&IKG%$@RkbJI!8jdkl?MX5vPN5Gtn`Des)#ZKn z)*a|QPUK0d(3S-V!^Wt#?O~hPU1puPav0@!j3HCQWB?Vr_Vhqlgh{4Yc_Izn@rzKx zXoCDy8WqpvO<0=(l6BBCvrU$C?#zs1LyUGZNsbxU=3VKp31lzvkp&>2ieOBm9BWsT zWX&UJmNl0bk=~i?Z$FK#1e4fcX1CBUl#r$L)2Dz*C{mGNSJPQfhc{uzN%w*l)X!6G zc2KsIVZX{Gc4iZlEXN5=o=s4_R3c3c6)trd57#p1-lC4-B(_JA80>gt#O}qnl{|td zPXB`Y;Zi79nJfes93Ae?wZEdPDRytjK%$6|WGR<|z>_=ic?o}{A2X?na6eSO)l{2$ zq5aiHnX+-<04tO*M<(2^ZRo218M(xOYuH#ORRy|M^_mq5Z(}~(b0uU#D`9Vl%89gJ zgJuN`Op=JovH)-#2sjFsu@RDq3h(*31N*^O++|4W15fkzZXo5Hq1sZvy%Ca-mzM3@ zJ_QVL0F6*=MCCd`7p4n+G)kWOwIa>hfdwi;wTjR_bRA%Dl{xkxHn+cu(2eIE0D>gN zs6zFIst-&Sef!RxlPQ57*5!TS0xi0#yAe63Q55Rg<_MV->-I9+G}ItU@5rr-0TDUm z&YgWXs6N!u7M(a1z0lvkbfdC44Z)7MBTbt=P<4u2AUdDfFB`@(wA!MzWeg$?6}t;_ zUoaaw$K-p9xEa3Lsi<@NM<}9fTIAf{Yp+m)R=-)o8avQ=CGdNTrAwD4Lj&|ugcIZq z(@0Ki_L2|8n9d1Yr;?1)*Fw1T7O^j584cwCwWEIkFJ%a2VCB04h$$hw4Z5CrkMTW>)MSl7%3Zz3OTu;d&Ps@?HPGFZ+lQ(12=Q3HAY7*^&C~PpnumD9HzasQ29^)?q^7v>wq*for(EvcyGLI4U;zyIO)@*+(6e=m zo%?$H3n)$gsH4(#Y+&(N2pXS8iLE|zJCdx>+jgpynun?rR6^HM(X78)d)u~`NTFf} z34XLA=R20@-IKoe+|8fo^efy%F^HRucOW1u{3u4MNWVfgz7WO|D!QVavxBz zSy)sD@#Z%SlnmuVV~CFo@eRyGmBlNf4F!Q^jcjbu6U4UPbs^jc1ez*Q<#L1bD1tQo zh$*s*PL7;9nbPCGj+9^M0nH0p^cM)Zn-x{fx=-n)-|Md|Ryko*!VvmAnaRM=8*Ho`%+U9>9GjlZq1s zDl@y8QxPFJgJcPuBxd-L4KE{BR0k+)b!ha%hrrkUnhVeuZk+%m8mQFW}^^FV@E%josj-CM6!I! z(xa$1F#93lB>=avUlswNpHoYSNDApnI(Iz}w0p^Sp>0D6_+_fzXIu6q&`91JjdIka zeY17?n{yKTTEnW0MY?y~)sL0V?<8mzftkb6Nm7N6SXDN7j?pYrNL#%BbrOSOV1z!T z<-HpMWG2b(Hzdnuz&2KoLS%sBr~tmXEpNcVN9A;?BjW3=-;j#Kc9@NhpG#@KuliK8>Qf5;WGH z*H1IRUTuV;Bz?84cRBBVd2B*mpjy{2V&6W^ zT%R0g7`JhTu8sA!BvnH>y|(r=&#agcZ8=cT5Sa5%2#L(0JobT&$6* z)gkTg)-_#oH!^ioqBzofbH)e=?e#S@_DPU@#?zW+kxQN^aRcxnzLnG%hA|Joq$XPJb!SJ&3nP=CkFMeSP$vQ^rLc_-@JTzt-m8y%*$)F?KO9p zvBT>Me+(ZJgCL-cU1;6|VD#-rAAcEM<(=4L>IYoI9Ov#|hD$Pff|j<-K@!<4XQ|gp z26<)POEYx*YAtPTuX!A(y%*VZgW_Wfq7f_C23etr*Fsu0mmpXP(BAdh#y-IMRs%0?P~JN@ArhEF?E_Gq zZhKJHVA&3cTZT>SrH1tjom&9N5^pZ0I3m3h$j^Yzjl5Y~Yl=HV?n^yq>qTiqVA~&- zrce}9*0;N^D4gnzSys*fMK0*P<_Z72+ldct*phy2TPUeV>7ppghy*^ zlL-U_JoA7(j$+mj{}6H<`WB8uEK{HLI_b@wJHfXS+H<3qy%flq&fSY!obl*5ZK-+r z!Nf{UW6R1K&`}*1UA%1BGJ@NpsH>J=F$JxyOkltMLWqV32UY<^p5A%P!9C>0`uYYS;sD@_Hjn-s zb_sMyT4-r&s{!G9*B~(=vlHDcFnli>5L(H`0Q=M^n2+Y;+3SAFS0S$z%=qQ7+j z`lo*=0Xid?s)i3U5oMdk3b0xXPCP6Sja&*TG3H9cOp}y6#|Tm^ezo@Q3!!;-ceKo? zW{P81;0c@IW%I;^UyCqywrj>t+ndwg$0?>_wR+g3_(uVP6x4#%xT|rdFlLS z-(l~8AQY98tSMAme?b~6kxQP&&t*+SEmYn;ONAZLPM6hF4J4Ssq3t*Xpv7NKPxZ0O zOU<@m+1;$|0qJLcX?;OKrPWgrgc@fvkLEKGB+@~ve@q5?C!Mk5NDsY7zkh&w7N zK)fy!c(mFlI07AA2!znDEv+=34H zfR~hv*hE73@4~g@60bo5HJo6X>#id z2!I8NKGhn+21~`h+)7~B^rPX&)vbEE6Z`GcI|;A<`>KMxULsn`r=YV@jNf4!n^b^% z1B*j}J&LX+jY#Wf>*kr-+_|9$zDpXBpn{v}EiygWf9gPTFLxP-yp-OiiV z>C3LU_YM`9JPw+jyYc~x$_#n@_;H~vMU@oCy5=N8A*i)$&34ig3XWKHWi+@oIduil z7&pRcLAA!9r&35N_OstnHmhvZK2R+0g>NT) zYjt$;F#_<7_n@BxokP(sU-UvqgNwIw;Dtd@gn5=4NE^YM1CN87NotkoIzX|=zxF?| zY6hWqC|Pm3Z#TNF5ZUO*j4mfa*QGl<^)&~!?`afD_;`ZA*RJG_$D=9SX#k^~6>7_H z>?F)HB%x&R^JEvnrgn(44~rM(&CddV+?tSi4!s`?Bs+cS5X->2KW1@VqSN^p(i`6M7Otgb~BMsX+%b zzXGk0Wau$)%zEDxN}(x*Tbw>CXdu+x7rG0_juWBl>>@@X22p~oG z2W6ckdqt3?nSr_9^+Q=n-P_(CIBT^h%S3zQ8m_~UZJBT3wFnd$ayTT^Rd7$=_gw>8 z1jt(^bXHGXab*8>`^@^Sfn8cXLE$Tq zoylYtl=_>MNcWTSp3~~lQE?~9)l-;vX~oe4lg{yDGE-zBSMqUOBmqlUG-0H1tcXkF zfnY3IzAdsac{1RMn<*SIq?cj4ywVZFi{INd0Y(_1*|iwvWFt z_s6Ns+wH$kV~`PaEq<1?dHLDpsWT)i@+MXZNo?c|p4|ZSz<;bS5=7Mj=5t0_;xPWu z@}logCD)6C(<}}`TaiQVz>ER%?hYiy!pNA_|GKe58T2#Ldr+d>mxpy`9m3B4WN;l-b(iDMz(X+@-$D2+}+;7GeOktr_ z)xc>@z-*j3%blp*5ANKu+|Q2@Ge{NS%-QQ*B|D^z*Ykd@tTdno{r3}fOpl~F#uajx z_U;G!Y{_7rM; zoIzaoi~a4nmW(V{qk)yAOiBwQj(mBR;|xmu9hvbx>0g{l77!~`Rkv508@uyiLzW2x z$|N#7?DQN))+JSjB*MAJJj(TS~Nvtk~-_dek^Pm672Dv-V zcmGA&wZ^RM!3&p_LsX#?YyrH=ilCw**^>o)3vo#w>nycwJ-fW5uv;szg7<1 zdppeCRO@z;<^=9ecNEqVRUqz}h@E*hFEr(*xFTxsa)va3#FZe(#bZ?shw33huUu z6&Y!pd@@^pOWMsHUwYvrR@HyH;r*X%FicFQmGBq)0;`LJl!E?{IAV>QPZltS=j7(b z+OT;$Ymg*OM_C^kosvS1FjsQw*6p_TLt7%>p!8;EJp#CC3D zFGdE6Df!&Kz2NX6-cl#s#VJ3bppk~mOXaa)(_BbEr?yexUnf?9v_1#jzTGJaLA)(0 z_!HMkzhku%2f`!jJ8ZbVvhh+;uqGt4Uz;??>c z)z#IR))BZk5ps#QJ852>2tyRQ;oNlt;c&+LF9SnvfW^rOiOhEg84WFF5(J5QG`AZy zZGVPZ1*iojYv^P<*S`Bl!Z?6nI28>?aEc1Li;SGnuhmoeJH5tlh#_y9pk3Z6QfJP- zd%wwvYNzTFk4ekuVrRqpR?;dVrYe7qSX$qrZwGqO$1{yo(8yV=)E()I8BDJhH8ttL zyf70=G8v(g&c6{$IpyPu^@5bE(l&66dSgYWM=H!x|2Bq1P7{Qg3`Y)*fC^MPc0x+V z`xVpoj%v&u)OBrPm9`hiHbnd(@xbxC)ezSH!sI@8qntkHn!Cg+xH9@Km9l zod>W+{mqTdoepkO<)u?SrV0~rIS!Q#k_7VZF-qHvvKKM)7`EBmPO&#}(s)wi)U+?ARD0$}7zf}06FKj8-#rInGF0szEMeZG2~h{a zEfC9bT<=CQCvg6UMMXbTfCL7k*}{utARD`Oy>R36SFff}myXjp;38$wshp6(B|RsMo!E9HG`Nw$a|+o}|J_J&O9;F&`2~kISWE2&PIu2e}!7Q^l7k;WbFA zMoZhaH!T6u2pyfd&gFN6FEA{8D6aF)b_i6B=3CThi;i1AVQ$|i$^Ip4Jg1d?kOv}0 zFP*(*z2m!(M228KO0mPxI|4ARR_n>Ud*9r!Ubs7SSNw9)nmDA0q+XV#zC%-rDjO!~ z3YPqw2wg`DB+SWHB-rQYZanQO5p&aXEbkzyY`UeSs1ZFzC6>!0qe6WAr*#F;bO{a* z4_DJ!P>fEhRW#i|YB(55BTEMKh4q`}&TrHCZ~qCg_RVhrp8{Wd^EiL!YN^2Vo@z8l zoJQ#!?+8$nlhKrXNurJ=aTVi$M$pe891Urqh|K#&R`w6abMA#@U(B~qp)Q)!un^~? zXK@`_kQ z&=aRm#*=1IL2`@t-t>^NO|{It%>jCc3czHihCbCYnV2PUf`L(M#9_NhFa;2qIcq;B znzOy7XHs%VV!1G?r@)SwI2~-M&9_F#ZiU8tepVYzN}hBSB>tFsf?IyBbmQS*+V zTroIq#c8KlU5Q_w30Yn~HJUSxP&ij*1HB+#T4wAacfGcbnr~*>$cS0RHLc0NvDpJf z9CEN2f9}w5`izsD&5)T=0slMyCUSBdC2fqyaTT}Y-YEy}EErsk4_ zYCCSi`uQR^g%MR~Z^Pz!8;&^&lBsy}NiYl58o+lJl-A?*C-_H!jt3_x#8i2D%R9jI z6^5mLI3SJQHU#DBk`+w4a_fuS2TSzFK?Wt1omJ1t)G3jzbeXk2C)&Jt%h_x0ltLv2 zC>{AZjISE*GvF5rZUJaH*O}EO!;OBHnP~3giLev;~6WfD-5qq z#Q`~yrF%4rEp4Oi;b2T-9q;e5ua6>_Ta4c_G?OIYS%LtM{>|!r#gVkYe4RMgtS6!U zu#^yQ=|^pgyVhUPaG`dkD37!r)4}U8(rDV+-qR;>9}{IedQKGc&NVlj9v`2tKjZ2a zlr%9KL^LmXYmR(w)2Yo4!N0qYewo+mOsk}tw>{4=X77~x8U+3|$MH8x-&2_=vp5i` z&$RK{dik(c?&o!$M#7p^O8H+@!|f^i4!@~CL3ik=X;Vl`4b>UAnFU)DViq7ng=`%X zB3!vfIPXJv*0Z@aOu;v!bE7F7M++HDTWC8B?tF&Yp%`T<}6VA;#U)CZHcZb{?b zKPZq_;0}p3e|w0KXS5$-r6JormAK@;uZq=~oPLznbM5O&qVAYS$Cm2rmUeHhYfq+) zhg_j|1YkGG(TTnF@HiT;{_0H6n&N_q1U5`e4%Kql8zvHkDAQQ|4Qgs?qz{7%aEza% z-lIjJk{74lVx8Xi<@ujA%mM|}Ed~Y#2LjM52qGyD$|R~u;|ywj@tMWYT^mQjDp)+c zA)a!1XpgsajF<(rprhw5(|>qZ0an=r808^3VR;*K@NUC4H?#8W|8(?c^^hU_RVlkI z5M8=lLF>PlsRJQIYRrXlV&L0B(}ll0Qn3#GfP(zw$&-UoNTX=cyBUqVpu3`m4Z7H} z{}$0}AEL$cTl4mYvL=J12X%mDs5ziSmL3%9m$E8F>hsA}^z zGfvCz1#9+~G9Y+GkWIozNaDQB^`XojPMUl(Dd2u)C}O5XBPD6N+{TW|y6K7As z#VEQ%-*3TksvTn^+*?DGUz7=bD)`HGff~a0^%R8v4`twCl>nBwL3;9joh=1N#G%f6 zTX!?W`VOXZs4-H~- zPfxz-_pZl00byXzKKE7X2j|Lj?LhVr#bYEQK)qzpDe$nIGddX=K|F?{T9K9pKuc1n z&m#^2;$6O(l8Gx$juLUoiyc(^_z%132<7#{&PGu6q#mtlh<#)HDu8t##2_FEa?wu`ntz1Sp4P}csjyfN4jYF4ILHL`bLw&( z|Hi5zp}V0YLpxy%Y_id&0*weOp#*lCdK%4fj>Z6BuYLMNg+F6mi?J{K@?R*D%68X9 zMD$hgW|pdkl1K7yBJELx=MFZ+Q2C%yiP0rkWC2ej2 zYV#|p;)mEtm5CduOiArH*D!0HfAtIL-qPy{nM8aCstlqmmVKxl-216GR2~GeK=ye& zt2gDZvUjXn`}M+QvZw%75pYQacyy-UXO4e-cjgmt4yc7Rwe8FnouS(%<>s-@{ zj6o21rT%$G-kepV`5}J9kL9GBl}45TB}&aA{*yYGRT;WL>VS%qBsA3n46-{Z!8V~k zVH)APq2+W6o#|6alMu^>SPvxPv%zP{9BK?kWkxh23Y*mo_`R2f?L~TBlrH&|IAnOY zmed||P!u6(8uTfyd+@@r;{p@FDB!jhV6|)=!0`M^9fC=D_G|yChQegA(aPZqWEU$a z>px9@3{1yS$|Y#tUu7^@!#0}@<~ZH@Lk6Se((g2#f%$8yFx)q2KIa>pS5WdnAy$f) zuuHmv%dpzSz9<*5hJN?=*`UA8jtqQ{|L&KWjI6Ad7E^AoYYn)}E1a@4I+2N*KI;z~ zWXssUpWFf2Malsx_gnv(aX9~3`PuY)RCOulZH~PcklGz~_sgmaYswh@T=#p%%a6Jj zyHG^YVV>VlS5HWb&pA`H>dJOQPUW~E)(bz59X&`*`OI>SvneZW^pp)V=5BGl7&=l_ zW5HlkvC~zuUr=Lbg?Ow9)@S20%%NRQ1o}#|DGfwZhdk2EtRc9`{xZpc$60XUe z_u+m=V-ub><9hf#>D|-h6Z8xn@(gH23!_RuoL`yjZ=9C#l8Rcwx_A&a`C(FH^IO({6C7 zxhPy;$iT?(J|k5AFJ9ws*UTC9coxgoqxzk;N&-LyI(O{lZp`#{z1?+kSEHss(`^I~ zTr?36TcC??d_sM*(8a|CUzjLmy5>Ejlz_^7$N&|XzhA$!%#vdCSFoK>VnLTSQ!_QD zM;30yse?^--MrYAv*Z4eZT#zV#(Yr`{;v)lvlu4IE;#V`=54E|Cfh%+`RU^^)uvmw zRg5;ip0$>5tS#UFBV%P2!{luj#^>+Q_D#Q=I%65P#RFcoZ*}CLyv={K648NG^#5>u z|NRUMxbV|!yU@vN-=9sL)2|*mXb}qwU{=L5KRcc$er?R(CH{}RHZwn6zOFS{p0Elm zIh~TTPk0-Evca4Z*3%v8_Uwf_;ui4zm9ogdQp$ieaAevL&a`cB4rp$x$onAoa#9v| zF>?A=MGjK-gfBG8@|tw3koUJv1JpMDzuR*DI1~Nbx9JGFAC7|Kl)XClv*X+%Xu)b( zjK5#pT-3yWMArHNk_g{-Tod3Z-agtj{;U;H*#+<2s<|)1DyH9Rc0Me48ol(hHxd;b z5FGs%w$1_X@n6`J$^Ql|{qvgS^yA_!Ter0eEZ&{r_F^CJ4Ts?FGb=0QnnSL|OQDg9 zy8IHp40VfDumHye_z1TluG-i5zIdYYf~_Ru#C#TwKJ~v3D6r7YPm`)PwTPz^ErU%4 zbHWH@JrZoLZD{a-$|<8GOX7ZY5XC3JVUb028F-5`Ti?$iNxmacSgQg)(Uq9p5U?`_ zqXwkPX`K#=&`YH32+oj3(1&$Lt!yzW7tuvv5E=o}d#jLlUgXSH5f(OVs!XBt%OfOT zh?O%Wk6+cv0iAwDKmg+kx z^KbZ#$yMw&*J0GK@QR#qu>9IP1XyMg?^X{nEwa#+H^z@V{cTF-Bk?een2tEsrconh z5-g-n4yx=G$gPmpZ%31-v)|h;pUcY+zqeEPc?oJT!~|v37)f!FV5xKl1@xJSM3h0H zgDcTGVUqHy?8Ao+B~v*D6bmal)`s-+WfE)URfIq6C+0P2jRse2@RMCk6lh8}IQKS# zP655|sYXa4yUg;CCA2){B^GqKPNlq09kSrW_%?mud~q5`EyQbgb=s=0Kb6kPRizbu zHsEAA_}8pHIpP$iNU;qjLF{#gd_3~k? zxqj{19LvXVFA7}N-D_KRSUVCN#uXx@Qi$`?a<*XW1Ll zKyQl=Ct-bL(_+B&n=qOWUv~}~Hf1!dv1d*8Jt(guagZtzTesz-udY@6GPKT+-s@Bl z6B}EFMiOF20sz;B0ziIVUfvyhlAfe89!&1mYZ&~h zsGJD+B%-w0FH3}jqMXl#3m^K74Pah9sMvgXIaTKg%ke9y(Sxg^E`; zlVc?13u=nu%Po5``Kr0mC429jdlj29L3f-&BPv3_|9q81>o<;1kP_Bt>3JU5cc|JH z?IG^H*0Hr^oK<**Q@5#8V^6poTpD(c*YNBfZ1n(fNu_pe;JQrDgU-=doP^T??? zuW#hNSWwFfP`<1ZI(I*bz}6OS(ry`DW-}z0YFFpVO0^Y0Oi|5M^PHw1pvwQr2o+&L z%J&{;%h%mso!%fmVMZLfi_eLT4zt6Sg5jY~DA*YEQu*iZpva*PR0j${vhwxO`GMaT z@AkF87X>2sF!X>_VXJW~Dj*bWgmk;U6Pu;F-v8}}c;FmeEv64p# z2!kr(kX$jWHh4_Ysx`bf)36(?Sh6GLkXe2+$jle(8fL6MIZnaK%1W}h%uy9Z$Q}q4 zFX+k!h4d}aa($%vWm)Ea=#p|ez$!dt!kk#5BdX>OTNP6s3;iS9>VBF#c-b$ypQ`jz}4maVNC+S4ow zn#p{-@~u1ag%yU(=xy?rrq&SDX25f0#tSkBU?&VPtu(t`8K|}0UD%ga zu~p;2Er!!gx*Ieay$#flYQyEFw>IeV=2Lkx{qCLj()E)zwJeRjanpF~C#ZmjY2R-m z776L&dYg&yZnE}9zt$jO;``Pf&Day-wK>A;IgkyNq@jY{H@Ko69Gb-T7XyC>vEne-4sIuWO)zG>3sT*rokP`T-uDUGpSV!=<6nF)042|?gl+xfGI z(~bwR_Luchk$(`YZUHGAYcwTEg{W{zRW$8Z)Xs>gK==8DpB4eU4i)C}o3Smy&H{Fi z0>jb7)_V&|jU>a{gmCe3niV|X>qqZz-?4LJ^A}&@q>uS)$W1oGup#0CbGfw;HOWo# z^^quEy>BWdqNAy|{seTaGA(lJd(REfBMJ}hyl7)`pLd{4>Kbd>H*0~y4I2-S5h*vhaUuIJ}euXX=>hNaL_JE4aiIo|S zB}RHi_q6YaBb-k~#5IdweBgKr0`_tPy=acJPdFW$H9RHQ9ngV`b>-!I5hjn_Bs+t) zz-fsJBmqu}*%l9ruaEHM*>lo$V}@!Q4i@A172VjG#*=_C4k~QB8X_~{zZM=zKvygi zJA>`SEdzqWXz8+LtsV6Um8TFPQ%g(B>j$Y?CGK&pw$<$q9n^odcnNKZwsz7); zg{@Kkxx4{nc8;^5rLfrY)uRoKnZG={rcMl1x6bAopB<`RY2xD zeykrfEZE(Xk<%{5;pK9tBSN|zPa-58ejDynQ78;+CLmZc0_z(aZ?!Y_ZQ4 zbN?N}6B9J55I<4?03)K)O}lLgD~9fN+duZ8TAo#RZz0J9Fz}|{-EW?rrP9*`$G!X& z+c64p37GAp0cz2&p`DlLW5Bic|DO~HTbwDYz$8T#8nU1D=2ywOGXO4%La6OSIVF z3KG{~gbzz|%rU4s;k<_(_G)eN0 zQea6BPDEiR8L<5(F5Q!tde`qUHH;`n&ye5>Y7?e#a;ADBwCy>wC6INF|QrRuraQ51mC6o^0q;5wfmW>OtGoDhgQ4H% zuMs4*7-&c!w5>baS+{zm+-%5i8Kgi~Oe(NU7-eGhcwQL88u4AQ`!vJ?(oETwW}JAT z0XRYnkw4bM=}2?y*7HwJ7VkuK`kql-hAA5=kG8n`GmZwtQ(w`Nx0(p&DInX+97#p5 zm#UuTTu7zqmo4oycFl>Xfj%_rk985|Na zi_V=Bmmk{m0{s(^gb|{X0Nk<^WYmN%T)4K+WS4Vq>jso@rRJTNtJ_x4Ilwf zMc<5&Nb#07e|V%d|4~-?znTF5N7>@P&Fv{;i6$i-Z1U?w-O(rg?!{|UKWDr}W%7q= z*q|yDZrF7DbMkKX0IlTzLY0r3FFyWzNki%~FVy6w0(n)t|JUA^$5XksZ7(V9y|Yp~ zMM$-G1C2`|GNh!U%tK~L$y}Ld+PgFvA}K0U=CQ#LnTn7Mv53e}$P_YV<~uI!dOXkj zy}##u-tYb1zaD>Vw3oH+`?{~|9FF5S&+|K2oJaXMPj^2LEdHl}=DORC4DM9bZ*Xm3 zsR@_T&AHLic-rn%;L?J^|9Gf7=e642@IQdL5+3EvT9r9K`^Kw;ImGwuQ!>BzFF^p= zcrJI17}qiWBVu}Y+5a;9OIGUy{rtCm@vcXhV6@-n_~F#jH`Rk*`Ue;vgCgds0RBrG z?+17L)v^3$ z9=s7?#K?0O+~FOE&tpH1z<+~Oics-=Ed`=BxkKegF2$~XkTcI+?H?E`8s%Rm=a@yy z=*d@{wM;iXQ9Hx`7v>ZC{vfBsyY|1QgWMzjm+7E?$yyO^>xASt#^?J1nKQ;_JlGPi zV&l$U;Zrt@_|6K19{>M#GkW61zzaLW6HZUr|OMC7r^M zke=zikuTh;^#SmssS?k*DSx==x`Kb{G5*i)=znS#36V@YXRT_s>Q4?1C$Z?vob}(i zD@qka52v44zxh(U%|FIJI*W=xOm9Tv6j=%rp?!5s8SIW(P zEW+dY1&IIodVF!Kd)D6>SMqtbHRLYS2LEL;82iGi&rT(J0a0x9f>?fK24g9NPFDUp){Cc2!dYZ4bzsIONgSVrtZBu`( z<`YBeTf$gg<}%;ppxepm4w(dp#(zrLiH z@K@AdWNR!V?=^i70rCG>SL5aLzJ%O=^s$`#*Tu9S3r>D-p?G{x^ydCIR~~5r{^QG? zk^P56i2UO@_YgWKMIq&Mrt?bm?WKO&465-Oe%}#pyx})+*nqVsC69OUsM2STccIr>vl`wY@3FHq9RiWlIydb(!cgM zCu270Rz5z(SFc`CfBESr1qFp0amSOBpxuo_7SfG+u{f33kHcx-EeP)69J3^+!?Lw& z$y`J95!}HquiozkK=fEvS83-&e0YIoetB?(Ed^I^TTr+H*GQj6w^(Q_CX%KH6O3C zNY}zeRH8j=7?>w*GHcPip7;9`!FQ<@lAPSy*^a7c23!Ti;g+ADQj7ELoqBIE7jPH| zlxl6VUiyj4m(Dh%nP*}MZHnWF$#zJL@+js_ zS?>nlLnW-5>pG3WSf?B;M9kkmRRo<_iOPfRWp@JtqR_{x6HUp|`G3&=jUN{8GO4C_wW}L zT~t<8Jd#>8ev_^B->#(wfFg9SU0(vamho)Za1iUi*KH;X&3vNKu+0?Ec$6>-Ya-G1 z$q3MjnnklEwhFzo^1&@%U;WG^OdRii_aqv?Sv2^)SO|s5a**Tu@qY~I!al&cB|g?Z+t-+ns)5J?Tq(`Gv=rl+TE(9EkF zY=;VJgjTLulZaM9cY^B%0P4kn+lQq7*|vANH5mLljMSf(kFWBa?74FfG5j?dP(};O zBM=1f*tjN@;g?W`8V9Dl2fM8n%@Ub=FojeGaJ(Wo_wAET-&SevzY6|e9Q~U!oW~!7 z>7wR8_3`mRH_?@{LHu1TjGV$~ReTj%2y37|fk}7KJ>J(vRtD(e*ShFn{3@;k_ZkIUnvr3{FmjhT{+%r$*y$mg+7 z<%2Dm7A`ab^wC}U;PQtcfQY0anY_aiNlVMer~qD*Z;$&#>$I3JU%rU8C!#6hs_mK) zTU6uNlQbTmx>|HRcHRxOB(m3!dEsqMaily3l60QMxy{aum-M!_K7d*v77ZOeOv&F@ zS64f?r@zK{UYqg3)A?hltn%x);H6iSprO3`Ou2uEUisOsSH;C|rpAYcZq4(d?&02H zUd`$`&KbLQ@3!(>gp0?WEGp3hJ0u&pOG;c^Snun_iwhIAGagF_B=`pg#=>0Wj{))_ z+KYGz0np12fVq^?F#B8PWl<4Z%sfv9Y5 z2_7@l#k|3gMdns)vnLVdz*1B}@NyYoa<68#W9mlImgxHzj|^5L8Mf$daOVkIj)S^V zhYoQRo;-Qdx~+KmYm=21-%+Hq9Y?Cu%(aeotHdbmhsY#XAE3;>^oSoJ1l~;QXI#?= z?tr5Z<|PcpCYoyTU}WOZFD>V*lDd+T(lFY2auhzZ>$fl#dqO`9OvdI@>FT3B^UP-p zzlY$4j7AGO!zJK$`GY}F;0t=1*FAhb=;)AY-XItm9nD$z%(mCWI9t%XJ_aHkj{!`Q z*3|r7t3d86nlEL27X&?O2M+w9KNX;5@hB@wqr9`zh<-ek)dOX&?1eau(ZDY?H7lB% z^&mx|d7iCLc~#~3eOd5b$SaI0jrwr`ue;P0ZO5@GnGIkm7cb>{m}RK@xgouR_7)>} z!OXoj4boW=ojflLp{N-cNmhXeWHx};QLBkl-JZOfn>z`8?N=9KCc2SB*?Y@pjeDKP z9_nXd!=+Wj>OIo`3|Ji&=-zgld24cRfh4CN8eJQ*$16vBo7>=&8nf@_40@<#W|n|u zWp1_Axe1FCSXk!qU0p?PH$qYxB-rS(pPzt($Y9KBy4!`MV zo?4brL)3YZ%YvfReH%7xs8eh3d?ygA{wREEYRW9$+*bD26)Vi+ ze+YBYdRKqzfFx%y6GN$Pt)c?#+8!^xY{#0kdc)GBtI=X?{u(nNMd~!?pV1d8AIS$S zfaQOiR)68bg{bq<9)fuN{aVRgxtrv4=I^M_3V1Org&_wE^%v?dj}z0P-(wtRT8*HA zt?cJ4?%+WY8?kw7`0!7}spsl(tYljwWp2&A9{%Lp>#=<1rshvfKUR;NlQA}P7;>zAMMU~G^_SFdeQL;iy8FdNh?VMn z)bsHJ)5no+b>ul+;)?Pt4Le!nvigRh9uQcGpFf*v^~{Sg6x3y=-gq?h3VJmNN3^sW zxQ>fa{p((u(O$f|DH!3mM|GYl=gA?jjb6_nvUsy-`&a&IeYPk2S3X-TeXUzy-tNvb z**LTGX>M+=@%vX{)MxUkw3D{7_qgjHPL9kE8dw8VqwB^C}n4Z4qfl$IL|R#;fE_!Lr|^YyEBADRnUgx!jTHEEqN5@6Xy`;#9JRo!v;w ze7E7vqqe#%^5aMA=jSY;_GB+UfBrn`{N~GoTU26BkeAjL;O?T6=9>uH6Gr*@Zw@Ib z;UtK)e@)r*OeI0Ra_+Qfnci);>z;3nPF%(#SBzEKNFPHiV;0}bYj?i8tsQOu_W`1*zw z6dY_YxvO&%XS|_%UM8ndM;;*D{fiebm|Ht4Ledk{H2S)0;v3XzZ+`i5j&8554NC=4 ziA{US%KWGAXx|BOvUp8V_}C*#n43*CKm~qEVva`iYGnmr8mpndl=aVA(5$OY@3kui^5gbI|j$BOSq9XUB)hv)rn}_bc6lc2X4h9a!lCea!bKfL50xh=^Y2T}z^FBM zuXSfAvG#53R?iwIz-?`hPqpq+%2!7UQjJSOkWc`Y*p$5iS<}+B;%3tK$HwgGVO~wy zPFkc#+xIW`@QYzyvsie4M57G(V+cnP5qB-9eV6N&n=}1YD}M~#P?cIZ)H0C5s6wHW zKjyi5_qN#GPG8M1ak-s+Xms>Au6bMRJewq;_~K3BS&T45^GK#sS-&yjv+)vQA;H^sBLna-MbdD}@$sb<_#T1J${)kz`4l8J&h6so zKVC%9x3SPqt^NJUV7WHwWy~{xJl%L=_d#42S5#Eca!$Sam4t|BWt>qS2q%o}gd~l8 z+RAXK(-1ejqU*ZFgVBwe)qsvRXVBx~MI#J-@)$@-;THpeO zDSP^g?f3Z2>S#5w%0;x`d-oEcZ8AcWTO?S!%dpguP{#5iTR}dwTN}NW1*mA$-|RFm zW(|$8LRgnhzsqBSn79TFmDdQJ%d@_poSckwItuNEV=)b$obUG*={vNah9Yk?Lcmi0 zQ2$R+osY%EM`Z5_J(6&OpyPtEGnOBA=y=Z1TA_0iKH?KGyLRn5R;wDTBn6@2L$YB> zj;@_yDI+Ue0|C`p^Ttfo5SOokMfz;}_U+rQlc|E_ymZv{AD#nk85>*20RK;0Q%q`P zpy5-JkdU}ASSOaUUOL2WCIiiLv_iQuK)@bElw7YnZ*NmJ4>+%Xky=U0J%^bvG@VY^P3 zunOrRJ8E(sk}bO@tPJmwhD5y|x`Ve6*2XSfvsc|O8E-a$!q*W{`5J!n1D~@k2vaSh z_k7q+a0slf0$GTUt*t}DPXtV=6;7Rsa2)MR#8KADNypy5Qy49KHwqS8L)Q*i0OmGa zfS!Bt>C>m%Cpxru+^$bQn@lhU1mXU#+aEihowp-dPb2-6Jaovzw(osxqE>o06iOt1 z-JzG0P+hHpFemQ7B@%uuU8)AZ0*kdZ)uK@oKi>3_9}uf+L)bVmP_#DHszYwgK3DB% z`4BZEh*ecptnBPD#Dv9QD2E9GZA8nFcsyISZ7c0EpJz*2*#7~IRB-ljop*&4o)`as zNB$e;`)hgrZ>aISmHU4MIH&G4VVvD*LqikzO#;smY!3wsTL8}?$?$FHRRcPA;J^Wu zbPF8;vpNO%&^HJNw%vZ+KKzz}B2|C`RP*34%Y7V0G?LProw$uW^+R#6-2J_g*o{W$ zQGs;q%WS_n+{PB=C{L0i5+Db*iJ)#asN3MB(cbt%@ZgDeQ3GVAc&*C>moH!P zii_(41UqhM7)8>f(9m_4JUrqKd2x`$TraUu`*q5?e7tbRRZ-JT@v zjBu1i9D|Un3NCBt)&m60nP_;!x_Y&SQEqLQBt=1V!=_E$5DHb|oDNOh*9hEonsjD~ z2l_(hftlCqmt$=d9+R^R$e{{PY<8Jemi;5#$(c!Rps1;aWgOcz9v`f%ti+{bjm03$ z;h>#xH(kjPRbWdt3hV5+ zooUxk+;T(x&2NtqcpKz{Jiluh`U%r zq0H5Ki7(|5Y!q+{xoEljTNJq6+}x<#qUxCJb;?&LoB9jS7MPi9zNq5qJ~pMk=DRo` z*=;%=O~A~Io8aD!-~_kmWTp`NFNMAuwbk**cTU5I3l}aiH8Maaj37P(4>-ncuUD^H z6$Jt0aS{q|+f2!;gH}+$vhB!yQHQF4sr~!+!yWyB4n?OOEGCvw>~r;8$E7fpvN^?V z*7fMn#N=cTI#E@kj={{ShUW4Ug=W*O0?eeCX3;^i!MD(;CK1e*S)b;Sf@FVU)woTNP1nE~5p0Z*#65 zgr1L_Pe}UVriTG}7-8yxjJ$lh=ssNYLtw(&b+hVx>v5HiA1<-+pKTI7x>#^S7eq$g zjnC3Qbgh?=&VR$Cz`SAeX0j)*UA_7!u@C`2zjfyuuIAfJ6dup^;J*_K>A>S-=|csV|a<=U)1053i?uamB{v;5WL_%kmrQ zFzg)BwDDG8ps|J=mVF%z2=vZRtZ8C9F`9D`z`?4tsh@xTnfyT_wk#Mph82^|EukMgAg1#Mdc(wT&ibBEDMhhUf z(j+`6O0~`5J`ISFL(uF_5lbYx{T=t=7OM`IS_0foc4lTK)3W`VH8AK+EHaz53w6se%B0d~$N@`t|#feY^pB zl7fJH8VN+k#0yIRq8u1}l`~2VTEE@EN2x}XRlthTbUHdZq5*>*g$Y+c5T=4djI;-M zwjz?yTI4pvfEi7IfpeQKWv5Aywr&^Z-sVUZB8F7`d?ufs&-P*^=$C^ad{bc3z{p4q z+IbL59t(sw4sA}Hot;@>3K8hKpiGOPqDAXx5WjR{do$b_k_6x~Z<)V$a2QRgwV z*$A@UEzmo6WdcT&y+eE6dUXwiq~4^FjcET$LP?%EV~TE68Ns3Hrbex3I6}w(09Dl5 z>SR4V<)~wdKoE~vZQQug7#cIQY4SOi`z5Q@TVxn5CEJ}UDDJbMRl+e-LGMgOuz-#o zdUAE6s!$p2>a1>!LM#ipUjRvy=r*pdu5c-VMdH3Iuya^ha7t2gW@nt}0*#qAbZ|1P z+}wS9&2Txxqq(zX@cr?M_2%IeV$!GJP z>9?3`Cc1RtCsHF9gZ!JL5Se@guDZkIL+0k}v%kiXp$zqI6<-}kX=OPv2-MH~3P2A$W&`1}3v%E0lf(85r zh0G(JmHFpn0h+GbrhX$ji{c*MgV7OiTD0s8HFX@mGkYDHkpN~Rfu{b#%v`G6gzk=} z*l>d*BLdn(sHx*2Kbrm*L{<%x_-Lk3^&RTp47X{?OWqYzUMo?t=Y3m;116?Mp={Mi>`U3>Oh_lx; zSBTb)utyhhLl4ESigglaEB?k?4N+!E&b6Z?{%etPrtd@F_p^=6d}=Y6>R9a*aT_JX zZuQ^x_m4n!$Whq;v~_8tHC;BKx*LOk^h>c%;S?NT_ZPVP^#aiFU};s0Q3zA`x@_gj z)9g!FSZaY&X|-?w?01B)o!W}Fl*;e~7kVg79u7fp)iDK3%krIH{8I0(L66*zPuIb^I#Bm-5gpw1ziBQ6=Jba zdz#4Ue9&shs!|fvu%)PHg``X9$}bQC@w_9qnTo)KgsZnk{U@Nh8KDyFeukccsqb0t01r7f`Nw055Bs7_~v}kD`=FtUz9q>~uL; zM`iJ}D3Br><}tctu2CNK)m zB?jplG#0b_-agcq1Z%6VS+T7dk+tRh%P{d9Yr*G{xU!Aiv?(itjI28F?y|;Cle&jt zkcALZGt3KXxs{g}M52V^8E01>_uu}3hy1iX{e3vlvUc|C-rj1?&RIxVwP!ku!VK8fIo^<)o!6VWF*uI~D25e1pI5-c27C$;_&Lz``K$ z%6fXjh7kW#&*EO%1zcQQYA~NN zpCtl47oTKpqOjV5QN@vY3%Z(>jcxSuY!U!j^VFR>nWxydBD?9TsKP@UBd8Dc7bQf4 zX5%?%)NEB!UM}c)*~8=078Y_)l8`ra1NRj!Bx(m-!O9YG#4o2E4}`68Ns+m=1vGRJ zZtAvyGrBo4n};6MC%X%7ZkMNOlC}nHRce-@z5P>U(r4_sYLFliYI7$6j_|W7M(q;Z z+F(-1vh4~0Olm91r6Mih>6mjPMD4$XZWmw(6&iw*75n&B&Tz9csPgB-XNX;$8pGlp zYsC>PQ{{#&_CMC_Hk%Ec&(gCIjjNG+*oE~%l~c%Xac1W(j`~oxu!w>4j*OJS!q4~p zFh2fKqQxAIVki%&>KZoyOvD6-Q9|Su>^fn5c(Gu_Y}UkUPo3#R-~k?wplsMGEc`AY zlR_~?hNlF^m(SD5ajzHlaB+M>!nQ=s)DjvuE31Fcid`h(9xQnI(iowua3N^fa8lge z?ON*S8xj)IH68W`tw-v;-2svrwVaj<7ByynhCY1e@uqJ@%W~G?d9Oh*N z{=7HiNtVQ;0SFjSYkWaL!M*}uhKLdbwDh(Iu6Ux0xONAUWv%X@k#K+|Og|}xLr-Y$ zJ3MTy^Yq+vnl7+skXhN6Z?c?6OpbWZ2#;<84`3LT(JSjGX;!ZjeBPhSr{bLB!iK$# zCpamrF5qT0Gp%F0g7$$Ji8@cxv7Jcp9smhpFNE?&04bn$$K09ODNj=uOs>TvIK z^CyE*q5oL*ZYaxj52)qCNDjV=jlqvjI7auupCpK-|CUU<{Hg$UO4q38f2}uu;3;8%ti{fEj%SHKH4;h}yw~C7^0W%6zcifJ@VK?G-FRQ-|K^h1I z_P+J7Cu#K(io^&=kpP-wC#)f%tpy!tH&Q5uO3KO*I)GY8&3X6i0J)Z7NGW@+ZVvu3 zR#1alxO?%@_i^Sa(unWMhAJ*zzHAEW56PKoP7ks0_OHv!iI|XiUoMImH9(|X%8H*= zWp(teeB<%XRLlKi;aqBzjgwA)8WQ4Sr5@Z=)MX6*pshf8wzy|9bf_f3Zt(ds%C!LO zSOTYkcIMX^Mc@eCj9f;EG)a2LMT}c97{L*-Q%#1|83OGADRd~`PacVR-}{Vuv~Tu) z1OlTAMq@|YnrYvgqxVJIf9watqKz_NU2hCk-wDjYDL#xm()fKJi-%$MO{k5fijo;g zDjn5BAYXKhKATZ~^!w)?Cvrg~Dq(;^Oc1a+OlXkMT#qO};m55!iLeamHBZ}`_EP1Y zkDc6a=q{XEOpY#})0roy`WFkYT|1=57R)3=p%hCi&YU=MmeD=@L+u4GfZBJG;&rn# zk?9#YR!{aLw4o?H_Yia?!c%0i#wh6oTlc!AVlG0HK~z8>Dz3d>fQ^7;McC1nS3Yw^ zcOfhFt9SQ;hyKx@jLt9)`8UuNKywKX@Sp4K`qN;4pzP;o+B>vN87ZRIeS9ivekMu> zLQ^3@kHj+JOaj`jK?<5`RCxeSQVHHh1w6};LZiqU*^_hV03hkmxyqR{%FcZ zY@WgDhR@X(}0Bamch1d z+m1mt0+ucV(@n#XhLB8IGuJiSxSU{K7y|IN?bS`$S`sLZX*{z{gqZD?K?348N1S!o z*-xEP5|w!m2He?rOCUh{%0!Wn6CGjM98Jz+%RL;kIE<0V;HbL;S`b)8Q1V_}fP^l{ zRE7TB*_=&s_c{kghjC8B5fk4{n!9~VXavA^@)fDW=AcQhZX37z$grcd<8lQd;KEr~ zqCW*TjGq2OS%mn5TW6M_M8pw z*Ce0rdhpPpZU|~e#}QL;URf ze=I#OP%vXrpc6zwgUq;I4PL|<=tjx#br}(-yU|n5w1w_3(oJf%P*?9dh*VZU=Qtv6 z;PxAuH=E6&CB@0u13hTFMboi@^az0??2_V$FcJQF*pEWu{);)q;?XI}*HtAH8 znkux|P(hdPqr?qR##gRh9g7P3GV3y|{z;BG{HNi`86RNRja&wV$;D_8eEKLp{gmLt z^_ABZ9+OyOxjeO`vu^uV`x4oqg_O428Y~0D5jOizojF6IE}9&Uu zE*GVu!uAQ=P!u#Xue-@-FCy(^YWQ=I&+Fv6Hj-PX^ap@eN6HOktA~YXPRO{JBeQZN zkUW6dg6c)Ljn_^w$HKj4?)HIb9c#V4LuXD}25M+-8`$seISW;GTA~F6oZf3=+*EP$ z8cY}|Genl>>+4G*AAZh5H^>M&TQI{BsMU@E}y9F%X*U^HJK?2~M+YVU`C_ayX z(6x=76QE7eiok0Nq8)vsC*_Dka+Nzvk?2$XrYiy#P{G$%{pJu9wX)5*KU3TTIRs4D z3qOB0$ARbfYDU17R>MR&Lhx^-eIWQ-&YK@Rc#+`guWM^-2VG#6D2r;sBo`y)W-l~2 zc@ol+9xemy*Dn@&E+e<}%}~;e!r`!9r_N@m#hlSB&7?NzzJ3;xHnh!B@#fpSc2yMI z_J;^+-u1DuF&?C+G*=t}1cdELu#H4$_%h_(@=>`F!K;WzZ8g&^?&Fw~Y1y5l4DX0)g;QGQp)qsm3T)CIPomIB%QP%|0w0xDg8I4KEOIc2fMR70F^a#xHeEoG@rEO-w6>f9 zhLBe6+Z9y9m7nNHm`SVw?W(NMV>{tK;tr? z6r6=f4Pc-Qjm0Puub@bHfW*SI$a{@&Aq$t#35T-M(qr_U`^2(ua!_vU0rp;nXjL=` zcjHq2`U2KdS1UypOaeSOz__$$uUm(rAwDq7kY`eth}gEjsz$cs)K;qg%tm7=nZpS zztp=a4a6EwzL?%51EsAD5T2F5LzIGqq1#A>@93&I91_tV9`$cUh|cRXZQ{*SeINnm zNLGyxFupgpN8a_%fU?ojt=Ja*x?Sn6p!v4spIJ|nYY2m=g9oh#i|P=J0^2=zw1-Hj zX>SqR95rR2$V7oeAyIJ|pDh&Fz-daW>@}B3J<2I zyc>;IQW92CLfeS5{^QR-sjbLA(h}4Vej)KRWzPkX($<=vyNOX^KUPH^toUu{RJB{N zFOboS?1ce`6BhzZ;oa3gh-MkjheeX6GS7YZ1K73!doBno(clz>ffS)cFcg5x%lHBS zejsxDdziR`)mZF6D>7UAYC4hV2Wbky9i?F zuMMR$;lP<&x2h#5z&meDC1RNS;x6^Hre}6%k9Jceq@mp;qOig*R~)7BsWpgB31!Fn zvHaU&cUWcs;@_Na4`qS)^sw^lp7Oxmhmo*)3;^19DxJIJ?LtE8AQ_(Nzb~1T({moU zMDiI=qL_g>!nF{wmpj|vN$+I$Ik&$BMEp&&fBnVncnt2#{~YrX6VHt?r+iV8FN9t2 zU36Mg=zd0obK!Y5l+Xw#^h+Xvg^y`p?(EEgdfzj|M!RC`CL2%Xv+S!z8n7)M02Ut_ zC!UEiwRCE|`j<^3jA~n3G)XA&a*qLQi7ov6DR|qnB(sS8?YH01^2gE>T0eqEl;F#5 z2Ff4$15ZXq#v0&6&K-*>Eu-+v;RxVX7dAWfi>(oJOpy>EtPS1HOB~Scq7oL$SjF-_ zg0gf4K`GY-o@0B&n)anILs@#jd{i(UKHna6K0y|angDz02CgqCrW%KPCmCVVAaRRw zJ%9$g@(NOn>C|7Q;vNxx7Kn ztW!-;=hGW!pwM=Ktm zLr*i;^5PcDykYCVXU+#=D-qAx6$Caz3E}LQYg*SR@KSlw2luONRk)9&l(-j?^Jo*D zA&Lsxd3O@WwE=($>BQzSK%Oi(ag-%#<_zux89sb54l<}X0M0*n3PD^b5P;Q%x3_78 zgZbmZ4b=+M>2v{*5iSU+JWL5nMEX}c)T3)w2GGUBsmAm|n(JVjG?hz80X1h1C6g6y zGs@^J!{2)q7@1#gu3PZn0?JJ7AB&b83kf25y{^lM>i8IIS@Q3&`z_Plj-BfXpJZJI z1}Z7Ts)Hk#X8H*ZmUM+nF(_I}w?R>uB6J~x{&&fK(gYkYE1yW}{DSR2{;ZQ>xl!H$ zL~{%t6GtJSc|b^aqwh(a|7h9K(R_@7bv5>n;C;W_5kSdMwImH)OYDMB}$Ln`0aFG}`1HO?6JPDGo)6vrtPndD7 zbPJQW34x#@w*k_H;DrpBgrF!9Y(vYy&x{buNmLt$< zDkJhB0wo<32_E+5ssy4A4doV}o3lu;fXCi~%}%Trr}!TUah-@oC#9BQK}-MJVN_xp zUOvaATa7sWim(@nK|DEyK=6Ut#-U&a`MER#-6~8LN(IU?4R1ptr6OmT*&1-ztiS&1 z*Pl(|>Ri=2l*$msaJ%-?H?5iA6?&d8UaJD%$hvCPCIF`!H*CQ0FUbk$bw+T`cm)J% z_zxrMO94Aa0RI%Hyh$t&DbSw4N!Fgt2vHL#w@-P<^c(# z&jl()B8)J&HmC!87my2Z5du_kJ%t7Ci-5@xC1iBEJ}*AUJ{OzB1lwb9bTmC%4fcvK zl1G^YH<0K?10XJTN`M90VK$gt^zbl2!$W2>3OE=ZLG(!6Bqb&FZg77O2-QkZhoO*O zy|zMHq31N(uhh=H_}r8McPaH37wxu%nvypcN^?aPGKIyK74J7S+EN_m7QX(sZ~;H% z6T(OQ%M))cW7Rk$d3D+F_4oWTZSOx=?zDTlw26E2y?1i$#24qWV;xTAA6$a-4{f<6 zgBW2WkSjK*MJLlzqoX%>k2qGFq$+hRFgsomvd?GjKG##pid#CCNmvOX2dM5D>Fnxy z=Qn;!W@BMd(F5J&!-}ktLntg?(bL_14KYR`ehJUc&b~-xIANu!sreBe;5=g3D)9m@PtO7bwOlAV z^>?65jolPA{0IB#%C*G&;4D!M`8ODTvYKqy5c3?d|Qd zjSUSAoM@1D9uKqg^XK>BREDwKyLaziN5o}jKaFEj+0Zcg`m2VXp3hTC=5SN4KtIa92@RZexL2M2l2&dNO*oY z&qvrkK0(2+NA>9UB`FQHK&%XmjEwSoFhbEAAcw^`aB4RnY#j{!mPD)L!d1p9sR{CPfc=doqTk{{*daIaajMv+wto&FBP$6;R(c4paf z_bQ>w6jwK|L%)CO=rFLb*nv!GCHXYKLFyVBS8*Li7;y&P<#4K|7a0@ z%4I_|5BlrtNK5qa_n&{B*XQBiKhCYnznA3O=J@wI{Iw1 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/actions/waveform-analysis/data/figures/cumulative_bs_11.png b/actions/waveform-analysis/data/figures/cumulative_bs_11.png new file mode 100644 index 0000000000000000000000000000000000000000..bf9af3e09a06f5503a1deba9f559056ac5648952 GIT binary patch literal 77064 zcmeFZd036>`#!vEwqYx6n}{THBr0iEAxUYFCZ$1x=0O@Y+bBZ=3e8DcY1TX!QW;X3 zHA|W&&2#WUgve*&%FyW;b{SY%T@zqu|DO*W zHNURU9=tv#oI=?}kvMZo!7iw;>4vN4*v!IEtw-I~qHp>p+b-Am#kr_kLm9&wW@X);dToX>EL09$ch3AjgI;q$4 zP4GwNB+Sg&Bwu3NvI4{X{dyDCsNVGZALQ>hE*nJ||N9q5-+U!&@%!bvo+IVIFYx^j z8Z6lVyfP^N`}Ntp*n#fIP$elTsQ?i=TH5OA zvEJZs8?WSgF$o$Kdogtvoe>uoj9PTxN%JcPE6F|8bldD`( z3$9gF3j6o%JGguIsmE6Hvp1N89VeMN&CJYLRgzxz)Fvcs)v!CY|NK)cu^93N5>DK* zW0vBH?uIQ7#KgUJ$l2Ltgt*M#NHwaK%%7i*iD~#_>9a{k+;|p$qT9S}TU4!vgEW(% zO_e{FzFO0UrB6KUUk*O!YBA-ioEw&LmlEGq$1S}}siXaCIrxYU4Gm#9p?Y5e+Iy6i z-gY&)6-G;bbTtfhna|WK3+eA!x*x^WhE`k?TIukYrFmoE=;a>}h+x9+~TcWtV1t<}&Ev0xzwCCswCIoH8@yicX_hWy2g zqXXH4Ms-P7Y5yYsB}MTr4|pkbo=j`+=r}+}M|Z={?n6Vv<(oHevR-)pW~I)=U`v8| z-qhK{O0f?MwK+?iTHpOC?ZNYLS#C1)yQd|J- zUz-nJVMsS`5oWPkG-L`zS7bTY?ELWMi?p}!^ee5#JL|UweO=sE3gzM4Z%;Ydp%|@j zC{8t%waL%8Hl9B!u!NnTU*#FQW=-7XbgP+hQ?k~zwaQp)+P^kzcp4ZO7<0MgVYclc zD-Vy7?LcFBQ?~6BKfi=io8LV3BLZ`!>1<->=6lW)+8%)Z85;*+j^ z76>!8eC*?sdiC=b)0RB-M~@x}T>I|&&p-dn({~OG#J>=G5UpK!-+sC~QZe03{m)ga zGM=}Uum}rlLh{K)n4Dtf^{Y?VHA7a= zGYHu9`K6iEy%2TZ&^!^K{`I;fsyC1GJE2AhvQf%~$MMh3C5EkX%)s|0PsJQ`C({g7<)Vb54EI z)dyd=J?3{J=EQC1HkxfK)7H`9)_%YC$mKLCz4`R<#NwUunD|(uW!c9jAsv=GJ5ShM zXmOedcAoBLQO|c463vu+b~NsQbiga=KpyI9-5uC`36X`_XQu7j zqdP+!WcnM@mCv2K+cd1&R^rb!J>FoR>Ns^>J@a~DPw&b<{;0~bHn#4r5QE9i)Ru)h zPa77#fB*7EZcNMPZBK%NV#zi<*vek>^vGpjKR>@P$Gp6}X!%I503Oq5q#XT8ryKc0 zZN%MPtf;N5Ucn=5&)c52VO3274g$g^R=zZBPKg6E%>)*2;3}HL?ufJsMeAQC$ zbTGytUM=&*pX;|6l)n(`&a*Kb8X1wlwVJjnTJf-Af<{wMZ-4thQ?_chP25v9l^5`C z*8TenqkApeKSgXgqWTK9!K#|lwNht#v^yMulj*T>H#0bNB)-)Wrk(oIGsmo}7b}GwpDoNDn{rmR@^(lta)4d7R zDTeZ6-Id~hBF0@i7dJzqPD*t@naS-=131j37IvYscgfIVXOyHaa4A3kwHt;KOf z+RZH(zMcZxIii`T<}EbthwYCn-sw={6-*s$)_?2Asbhtt6gcu8Q@}tlg$vm>{Z+~O zWiGTwir&BPdVg<|VMhl1>dV;TavwCF(_GBvZ=y=rDwJMbc)Komw!5z`xu-ERSz7kc z`HJ#z@i^hET}O|~FgyOb3Aepkd($)j{JC>qVasDBTxDG|gZZ}SJZH#)TzY*HA*AB= zx=lNHUJu#AD+tut&TAGc_FxNtPO}>=W7R9UyUGcp=K z3-YfLMnYP;8be7?j8XExZ(d3DL|P1KU(EyC2-6RBQbOYU{A=L2OS;2^nRVCKQw46c z$;QnoI|OZ{u#pN2^K)FsG3JjSKL&8=duiCU{%P8f_T?x)S*KW5Jyr=%*r7y1 zv5>=fl{>TZs~F`3fmj(;vzENLQ@2)kKVZ+hc5WUh#&a9jSt0w;55G3@7}jN3$6&?V zziO>k7P$WNu4+@5$j_ZE- zJCZG4|IetXsO=nAT$N%kX|d+%6njno^pTC-nPHgmtF%0$b~QpHG_;Gm?Hg>x817>{Xv*N?&nHf2m$8vNs% zsrXF~KYmLpRmxwxHfSQ`J8;*tLhVH3ff<6_*z;$TL^W8H$*q83bkkXS;w%6c#(HaI zNw}5oiPOkcMZ|yIAj4+pFXED?;WVZQNX(Zaqo<#E>A1nyUD(_b1xMuK<95Hkv+=&> z)OxqdX{d0kq=bZpT^ulNSATko%?F_qS3hkY>#6?SI$>&L6b<8vUzi(o*$_u2t*i7K z>KFirxpCtD$_Ruznm-qLGIG1j&(gGCv$a)*iAfih`f-XP%qd>Ke%;MT@BO2_;#GN0 z4#E7EMP~fStz-4Z3Ef@g;WnTB<=Tooy1lq{=}1gaNoXt zuk_18w$+y(2)`&VU!9;S;@%PoNK}(Om=^=&?_QIM_l4?uG!mZ{YL`FUEh;srRuwKz zN4)2)dR+@|i(@!KjbLgAKuMnl*PcD6!^OSRjAi!v9FRUX*0K{bJ89F_`WtbUKYzd*H3mU*GZTZg z@D2J+n{-$w07u8l#hDN7+4F99HrxB6qG;JrVYlo}larILfKZ}UQ==t)4~DtAQuZG> z&{Gj{o&Yr%{7WAe*?{t3bYh54E7f;J|rU2es8`p62G|NG~9slq&@n4Y@i$XkL* z`7q6cCr&hSVCs(cFc1uGfBQ!t@wac^KAt}z(+MLY2@!j%SN;8at)@#HHsTN)TS>?K zpbBC`bxSrr8htrEo>eJ!vR41p#fy*QHFBf(ihCI}q?wZ4X`N`fyK(Q&&dz6##z~xG zb6+aF-iQPN?xNVCwx$hy3E-CZKX!FTa~ZiuWu&Y=pDgx(R>x+bF^WBJ@|{&Fpla?^ zN1#!CN>om6?!uTQ+_=3gRC8*iQyGQjD6x5@3);Wv=m?&cG7WYa9P<-$NIM}UBt2o1 z4?G&+{4V!WqBbcL@rRwxJ7uAJ7a!jxOo3G+CnH)h=0JB@;W(nZVUfo+0msSLQT7e# z=F0FNR)tqrSm#e|U=ny~(N^St-`dhrK3VTeRg5zGo!hr(dpltV!xIzAiQ0uE`_S&- zyMXamzLfCUymhO-rMG`mlzilI{n8x;8NivjBc*~y)zME7)G9o(ZC!kUJIjP;Vw)WX zg-pM_K83vOAH}3=(_bF}@Yns3B{ZdHf@ANVJ$ssN(z>{~SohXQ1M$gP@`iPM2{cAP zuFrGIMx2O5%=VAYHL7NH;05wo3gmSgpyikJCBJU-i^q0m@sO|bDC~{rg_}r#~EPA zp@hh1bF;Jas%y`GM&Vr*Da%|b%acDl{Fx*vq_D9!H$77}AG&yktR9vn@}K>ZepvwE zLIHdhFS@r+0K!lA#3V=+qJp@HG9?_KA!y*uSyk9mHJF7X8abDc7B6`1;FnTQ*ZufU zjB%5XukTBEGUGtNt~vf|9EjhZ44gl1u4JV9(bg6&6D-h;M0)`--E@E}IS^T5yEa<+Vv*`sa-zs%)nCIz z+uPc7qUQl7s95E|0p7!m!j2i(c&Wk-3>>>YZ!kG0X?Z2ws=Gop%PQ)COpxEeo1&IK z*R1KCn`o&;btdJa9IKj&(n0-L)8HK2mIte87@h;4Z!hXVg=C&Tm-duhGae;FY1IWS z0Bmj~@+0b53hketrDw`wt9E5Cm#On@NC~M3Bi8-(idYwpMu|6{Kc9zv982}qkN@wmIg^y?=&BMtr=zy%D2Hrl#F_;!+@wX$4ED8@~Zslo+-W}e#V`I$k0t=$C~vr{9z4d(f&H#*(^0MhR2O~_Y58ZyZe z<^qtb@fMl)Gm}DLtydZpMLwYW>M6zxR}Z%z>)BRh){u5Y^ugB}quTi3FZntc{BehI zlRy9bb6ZhSaq;EU7+IyoQICA#b+Z5iw*8pyT>;yHzT5FZG4M#$jB8<^o*pr-93v$p zP-B#i?8S>0Q?9p52KJmI5GuvAfv12Ec}F_rgbF}fieW~A?#IUgyyhVx4g>s`7kdv$ zOiP^Du0S$ot=l1$<=Pwd)PXcx0$^1(L8y{F6G*okFTydL)ri#850!Xh! z!A9HWMzc-3nv=bzt2sAYDM7<@arxT61lC43etyQTEG6Zk)ri^jk86B-wAVdvy614J zLHTJG*^rd;GRlJ2zMsqzv9+{Jp4qS$K8HmAAP+&$s*R8>$Pjg@<8#}O8vv89uG_Di zdA)tKT3Itn+ zooIHj`K+8}Wk?uW1R`l(GlWe^8JRTuH6B+#Kkdfex>*p!i4+j~DR>L6LGZ1B%X|)o zaP?Ubmhhy~dzmHPR}@IA7Jx)u;Pq~agxv9fFPBRq+mW29AwLs<6$s3(t)G~jo;D&| z<+XnbjvV(X7q+0n_SA}0KHBMG8EXz{=H<}-we_e8gY8(4VvHsGrPpsbI>3jg&G5{E z?3o_^%nl+|uQn(CI>;j{mk<`&oxpSrxdZ3fb9L=n8tmB~s_fpqdwO=HtbbayCPule z>iI_?ENjrV+0|cY4oLYum+(2Tt%%S^04*g?S2Du0r+*dDaiti4zLjF$(#+9O8Z0Q_ zFdkc-sb3mo$S{J7#oQR_Q0kQNhBcG$@#f9R?2bRN21)-c6WWFV3=hwG?TA9*9&_^M zA4mHO%gSWo&1nwJ`0loWq}J~4?uX%`^GDg(q+mAO9u0{)?%=rf1O^eM^%yGQ5|vXX zV;}ZJI*{pcLmg;NrQMyKB!PeU{JHn0$i(n)g}kiLRe{jB`&-$~7+|7IG1miB`r;L1o=QGt zGgQ(Gi!=Q&@})nPo~%Gvfz|z z+EAkvdJ5E}9552oW5I(5KUA49ip>7HCE6p{0ITP=A2lf8la-bAWD-;=J2B$1DeF3| z_`uGK@oM}9glJZIQdwdv3DRqaKu%qn>1E{6GOeja;=|+j^hu5+bW54gL=eexC|{n9 zT?Boa-FX5a6DZ;;!^Ee<3Ey(ZZ~X-CiE{F|N5gBaTiro~-Y0nI!-sRGjTv&59VO); zpsG=UaT`{g>90?<{E)bHf-89}H&v7oRRpgG=g5TrM))ju>VtE7TQ_gkWkASeaCcmd z0$v$tQV}GqFZ?9CQ&tuzVMjnd48u)acL(3KH`F$^V?Ia;-9Tx_Jw}jJK;~2 z4+#k&lwiTI`<*-6iW+lnR7MAZVc_w&fd!8HWOxL`xxAVgr|GW!Aq~7lhDGDZrLg0KHhqctY&AZiy1>_Z*R=6U)O}De)`CCeX=HC z->7)sWt0~!97O>uGQewe!=Ji~e2=QvSG_)W_G)e0bxf49ce!Sl5_F!;Xoj&7)MGo? zY^~aagmDO61)DO)ZQBeP+PcJ=W)$Pq>Z-O3KK@=AaqeI@yXwcS^h?3doV zr9RFZBY*=16mBFwMpju??fC}q3o1%6rsH9Kca&VXn^p;eN6^=Mb0|o+7l9P7oGPJ- zQ^3ru@;na8y|^9KCUz_txjqI34pp0O=ZROa?XnunkO);aG#)WpFzj&cVO&sjWM*=bq39)*8c>=J!nuG!-{2F($2(dT{<+TdpQcZ$pXxI)k9nteZA4Wl2`vqDyn?VG@PUR%1I)Zc#=SnIH}iPRpO}xeBi?oC4&wQ56!mBfe2Tv>U~Jd3iYj z%&?7~>@Dc%RB;sfi{Hi-nhjI27Oo}#E`^>C9VkA2wzrSf zo|YvICHt;0mqH{V8Q_lEoEsygp(~$B$1EI+GS3*K3w6t56UA2-b|Wy^4g_gQHRs$= zPrCK5|8Dx^ghyOz8P`sc)=rqHyVbAnr$Cgb2(8jR!nKkYBeOQ3bD8)mN_TZC%oCMp z3~4gozkfezx*j*{1#4P6(c;1m;DGC&f+1f-@Iq&&U5eM^A;OV-@!xf~&^KFbP@@HL zTnE^B^QKMV;PM0`B0Vml+*wVx)5QLR5e8-79q}wE>(`*9o)`PawOr!Ueom&Sb!0+? zgUvkh^YaVV$jy7T$zd&iX)ed2laDw5^UsT&LiVrDKRX(L5(9kT3s6r5z0M1Bw$ed- za!%8u7MILX7i@m*Pzpz2C_**)e!%(*hkUKn!uVsbL4-R)7QTP)o*ZBsZWjl#g%}o) z^V3TE%;J(#Cg2U3uAj1KTv@6f5w`$T1^-c%boG2wre$%*2@t0DJv44Q?;Hw3wlL(^83moY8hXv z-kef;#-%T#oPNdLpzYnA^=^aK;*JZ{V*gOmC_bt8Xl_Av9e$!*p+{sM>#LLJHm<1( zG|!95$lxn5)+_NNoOO+s>_tKC^aog!ZACu;N-^ILJ}ll^B`7S=4mGG{k|8_6#1uz5 zdoW_+Loy*JqOca1Q=9U*)bbqbIEu<;a~6VQ2Iw6QLl;0gI?i*`hxqyHj`EwML5K3l zuqn$LoKhMUoodpIAwl-p_L}SC-|zZQr1(1saJ_C%{tlPC0JQ*G7TvC1$DWm>#Yov7 z)yOemXzMFWBVnxVHfH47=eA5DtyGLtRRmw8?7o4C#~YHx49IypfYbQ(I-mnd~W)2QY-W+HT$_Y4+R|Fdb+6JK9nGY{CJ z=s;jfMvsQYZT*lNXGy^aqFZ#p9Xy|yxH##Upw6-fzeu_}PY%f!4Ww3R>)m}9LLzc& z?z4@pt*u7jX3|6s>_1Fv>Q}e_V@pd5njfL)b{*v4z!o0FWFD$#WG|^b(8C7*2JYyq zLLXH+&?WAgv1+90pEm zp9R$@-^;Ix(hHTu9ugPAthKeZ38%wtTCV_nQH6!>@@44*zuNw5yNiB@^KnZ}{i_H& zWRk6K=!1$&^z)KM&Z{eK!WggZU&giFM(BDVR_Zel>f5~eg!|}sAn=JGz12I_GOy`U z(~cBxMpihYl5_@)TMe4D*6p9@FV`pE2TWAAmE#zx=btg0h#j@cRngMYQq8eTB-TQ_ zJVygW+w^#U4CZcx`eQ>}d*4Kw|BBbK$BvKf!WJr_AxzV@0V(B>Je4nOub);&h~@i< zgpG7`JnoP*ym48-+&Hj8i$3OZx*1iQ*Sxv!yIEgx$!Xt0ZHv<^bWekVOc-?f-zk}x z#FF}X#md!Ps8!O^^dwP3RKJwiM9R#|X(n>$D(p}lbS`!7Pip(>HrhG!63CsfHW(k3 zxK69!SM1~&5ItWJ0+^Hv>Jpy$H;E?o2>G&W3WGf}80{(t!NKhTuCf+UGwAC!kBn@_ zh0525ZO(Fz%&o!F>autoSyVgF0JNNhIsq+dy)2967P>DyoW)vCkZXO}y?gg$y55i1 z*RTzTpl^|oGkhO=daR;mC7CRE&FD*sFLvJexlw5Rn+_>u3qrn*PfYN7Sd1I%e~xES zxtE=tO^`TZ6)U<#j65b^LD!|=c5uzl17o0jxKYXi4oVZfiG#C#zJ}g_IM;-=o;-2_ z%HiIG;7iRnI+?(M?P)T8{P=NIzKaVA$%CIaMC)!978Z8n)bsi$nOE6)g0Ow@%R<68 z50R@-)SG1ZxIsvPT@JDPu@2M9E^$;NlyTIZB-8}*Q|OWRAA8*jodMWhdUg#pLX?Am zP(*3^1kfvLeW_kZ2l`?02=J>^jql%aJ;Jc}ScAzOFh|Gu-Q?;r9 zd2-;|N5TBnb0;KgvXg9)nZV_PklBl9DA)S#&cbxEvZj+F;RGR*sK^~hIlf3F161{Q z@jTi<>JmSMO$atzuuQaT&JcwEI|{iT0({`Ip8bfrH~6b`(VweVZ!ZEq5(x8IQ_C&T zTu@tETQzhLxCF#Vvi+5U%1U{Vtx81Okmq;$cvUxz}2=Is5a*f<4mKiRe!3rd=7w0~`3oAeeb1KA)v)5k>`pKgOwaH&^X z1#YaD(_;5t783wW(PyyiujeLHj@QgL>*3ptE!`!!%nn|W3^{Q_st`(rrnkZ0#Bcub zCyfre2z}^S_QRQB2%6qN1%^OLRO8wxd2#HD9L6psbjS3mfAH#9xz|@t1)sQatjQ0; z89q~ky)iV0`BiZpq8=aw$YZM?@7JMMVP20GC8lXqDaVS=DJlBtckVPx7Y-JBc$M1R zVjKIR1W+~tn2nnGT@%$V2+QhUV?X>h*JitPb(})}ASD+{{DO5%5)i-GN-~kDa9P+| zFM6J9?AyMft>^-67Q+uNVRcYyKY@MXv4_J z5c^M34m_O6=gh43m9)Ug8aX=9PNj}q-Mrqj2ptK9Y#UQrCIJQFLPQ&f{)S&xjdr2| zjNGQT(BRn?2ZDB5=a^AkX4r+OtXi{%u?WO$ccrYz6UeHx`g{+`6M*QDvYOG4KcoZR zL=X|MgG>xzNp!dTo&l%BtSAuwEx|-OU=+x2-f@@>Hs{K8b%dhnro*5^onUsJe9KV; zksPu-Z|caovwn5M!ra`|R(a4j75F*LjQf{9lY@Z6Mm4UF5Y&iAM4Y3LYi})Id*P|9%>x*D{1FCY$W%6d0Pa0!D>hu}vIQk$eK z)kkla>my%qM1J?z)6!aBV;LU-OT<`Y(vsIiaysE0TJl>sN?%Q&()Hi2Y5)U>T5;Fo z*vM!Kx1cH7LIoUpNY_fV|9AVSIio3D>1JQTW*5k$ z_R)waF9?d>Rzz9}0Gc+Z#WPykyhY3yl2JUfSnX*-5neSx)MXEwmUWUGzJRH)n}GXY zBxOC6<5a6TNO&im=+nF|^&k}xB`ZA%EZysU;;~r?(vlP{8&Y{=^t_1$bR_b{C6`7f z)KU!O3RZ++D*Wy1hR`R}eW3n_S#wSl7Tgda8IlNJQt%4R^d zo#(RDd*|V~Hea4SrDfz{D5{E8sT}gmIElR$o}bi_Pb6N%>@wT>&FvRE`fX3Vy=AjF zNzS{si3Kfh7+6xF{vk~4%5RCN8;^N&EF&)z?`RR9LngL9Ej}&>5~aWo#hnpg9IQt6 z^V1_-9*30UgZ@~#veJ_uEVI^5I0#7|CdNE7;GCojRRnkF=!G?uY~wNQ_e9E6&Z5OBNKueEh&^}?E?efT(-Zy#HN~J z@F?n%@m6DKTW=Kjfp`ks&X-gT)P;r#t9!d`3Ni_SHc%s758$j#(5!{Zj;Y?=UyB`O zM|KV2;0b#RQN#@7sx;nnhF_oGLEDrwyz#WDjPaZ#v;Vaq5*4YlzLw`@sMr<+%AG~ z)AsE~J$|8m&q*nN{m5Yks7f@3O}*ZXyrrYp7DE6N=h8V1yXPogNtK%g zM~s?8&zf)c6|MMMqC~!kd`#Qs#ViuPThxv3r8}6^ZggpQ=^IjwmE|pvM5sTY>e68? zRmC(Q6VT5pHft<<8s-OO!9g@+UO$7(xxu>Y05`YdVD5y*)0V5EkI^wZqN&+pr30W4 zk1iiy>>4idF2A~s@3%m>cM-~2bxU;Dq|q_Q3PRrYld$&n{&mO<(zL#)ri?3IN?4Q@U;XXjh-xjxF1OEY%8SBCQ zW^sbRq1vYuLOeKz7LmWe#Sb2vSY%$I?Jg-TEzNrr_yK+U^z&b0_w3tu2GirF7euXU zqj_x)qLh5X7pQ)!Ax;xJdsZ)_11uUh+CTEe|B~s}ZCjRoOSqUx?%|qHW7&n`ahrR>Q4%t*zWa>ysc{nfU-hS#U|) zi(ta15RDU?wtRUJ9$p=KskiUln1_mjSs9I7&|l(w@(yhO`LMM+j4 zw3mzM6=`$;i^n8u3^a2ds@WO1ssTiW6yh+KN4EV~G&H}jz|aNe31YJdu}j!6vjQC4 zf(sWdCFWUi)SUZSSPtWuLSkZ~fW?p7L?n%`jrBJu%bpmzO*-u)I7R2kip-^;A29Gd zJ~$Hl%!(#c)HmdlC=@;d_M@+)Q&C(Hn*N!Fy##8&W7c2LNR9{Ei0L^o(P&Bi0hKHj z?Y651eyw1-pseAs z>OUxxzMPSr-AjNMc2%nn0iORr;XSZ^qlH^F8FupTpSuwRs9Heyr#SWOnySuI@J6Ca z2B%R}_2?W{@r}!!|2gn*;J{flfGn&T7du#_K2T2A+PZV+PLlA!cj_3~?K*bsB55Qb z<&L3i@yetw$*p$ZfdfYHMnbF+lD9G!VzL&hSTBsg5KxY4^QQ_*ef$)Tc}HROs9O~F z69J%VqV^rqAi-9sG_|#;gH7r%4s{%sAPE_L@8cdq=#gN<;z<`9p@8p>5r3c~j1*aVd_k%gSu*;%RTb5L+%`-l>U zB-bi#G)T(|J0Cnl=I^YXldk8m;>C&+eFnyvNxyE)y!z z0GZL~vo7|^`ce!lt56bDiduj0LmD&w_FAi_GSWM063M6w!2TkflGJVF%!b(g&5uA* z!ei*s+ed&ffL|ei1WFfQX(}smC9Ua)PnH4QYl#aN9ul$+?3Z%7HZQ3Zi@cc=kbwgP z4(x`Ymk75}a?x+uLPb3vE#-fVxE;~aKYsiIh^Y(Z3Q=Mak3fqEs<;9=5tETW%)v2M z!!Dp)Z&8>9@Twx+K&ZdaExZ83qlZ2Roy{8#4lumS?F>W`pk_-{NW=D@>NQA2djHG(sh2FB3^oM%*Li+~BYBeDUozuuyY`sPsla&(}nL82)P+EG#}=FLwVM^=$`A~Y&Q zTV4?632e$2!9t>s%6#?=$D%mQWEkRMBVc9!>2FUxkgY?gGQmb8UUcJNQCEHm5fUsA z^k21lwGoaX5Z#cxevKjY?L_MZIlQ01=>y^G7gnrT5rEtd!|)3`p$AkfyXk<`2OdF6 zMrNiViZCK`RIe8YlIGSaqCqp_trj;F8ZR8DhWXhRTEM0CCYK4zBe(@$WRH0T{XY_r z0jmvSpWB0}*9oxo-X_}?>q$9btPQYI@+bt#f%U0Nl(g=Ds`Eo=v7PnY9)Vt*fN5Ce z6LKVHFn^&r>_HLT59A0Ck7VC*FfZ|ZDQSD?+7)jwrayS$Br4rn$fkyC2Zu{ zC`waXigO0gA|RotUgcA^zus9I2a}D#F^LUvZ6*^oY=+>#&i9}_i!^hZoB|TiAMFZ51sH`uyD+JOZ2_a7YLy^@ObiiNe?>8| zE!^NBUIkMFM5TfX|3lTlZWVGki>xrREn(IVaSNR|L3q9%a$KNZMi~5Z0QA~KNdIsa zZjE5~*+h7_Gye^=7*Mlt(>oxVq4iV#mZ{Yl6R5<|p-}>2OefjFzYxeWhL{z7?$I8X zxlI2sTKx^Xh^3Y;R}SBq;TMX@deV?XYeM(yLrf8WKBF;P9hZ3<m-SaImykLtY76WBB7r8ldP)frF zE#C0!6piI#%5v@N$e&_2!!l8RF@rGKfMJpl zOHOCOg8%*ZUxnuEa@{&Zq9#H7fHExD$8)HV?V{OW zktHjyiAoHkmPZX`+SBWdx2s%NtR$e6C_v9YWh;kU#eHf;ADx^hBE;SR-)17d+J3_B zH5&90h$_a&VE_rwqF8=Z{(xlRdi$qt=*qsXXU}<#oKl~t(~AR#U0--x6c9>4SjI!v z(t|du5|Q!Ol4=(?q{m-BByq-!zpe=*7zNDi!4h>B0m=5>q7(j#tllr|xLRjf_myRJ zhpqC_Z)rgH3!tM#m36*LKFObceheUlUe%=Rh3t6kkM!j)SLpy|Y#(~|tNuwO6VnFA{g4Jq**aF%Q+P`RM6u{pQ zjSu{&2bw@7fFe_8$-0dw8d7zNH!$G{8@k|M3mFLL6b6wD3Dl94@q?)9p@= z)|_&Ebn#QdmDdk8v3Rxd6|*GH%_rtn(g<(37uq)St#f2*eeleXwG&f2-Da1$M)P!+ zh54@D-UsmdGe@62pi-#@Mn)HZ-t=(#zLNPaZ?j!^*9|8prxPP3T$O$}rYl)CM*5Hx zj(bH#MFu7&QcNrLa`&oxkDSjRJzwby1EG3<=3cD0&-DPx-gguh>E>c$Vyg570YvrY zT{<|e@Cr;!F#sc*de(6PK|vktT6tsRiGF@yq|Cj-mY)tqN{RkMq4;S?F6jj6iTU3H zLGC$Yf-X!VRLyAf8wTMBq(!x&@{<$AqI5!5@Acs*O2a!az$UdN75RlQ)Mt}kWsp~H zg(ypEc0^>sa<))&Rtzep=P$RdUbCicre$G%W9a2XZ7~Tvy5l76U%zh}9UiVzF#=kP z0GRUut>z2k<~jxj1{L}O0s>xs^c0HTo`}Ws#jdn}jWti?P24SObXl0&-;j^+GTFhK zf8%|p@Z?*%r)=mRynMMtx?Bju;iHYfKR&|An9*dy!gNB3EspFL((*R`y#_j%AIZ!M zlf_&uATioc8ZI^-o}cFC;VD8$!+PS3p~dGT>1R-N=sC>H%(Mj<$KQi$Z0K&8#`TZ; zEh;2fuBKt#KHaMzv>WB*pEGkU3v+vgN09M~SVX2i+5y=_<_zMrfCmz4q04-y%g&)X zfRv(6;fc&cgR3a6*CUok`}QcPeZH|OdGE3G{6 z!j62-ziu(V_vCG6P}aC{HD|ouc(A9}EN7_5z}(!W)&cA+^<%{1nKjBuf$HjN3mhye ziWDA;V%WBg|HlZx`~$2-Aq0MCQPW%08%7oatZUb2!%}!g!x02 zq4URqKX)Rf2}P?tQ@2rxRnH#3lz#*!v(b0y%qD9ie`nAp*sxBcMKROhv@wv;n8=@A zv5?pA;W7F4a7v9rImjC?zG$wy=6}&GaKz^ff2!jA@#6uz7l4UiPfyQ9yzTl}e(@0p zlwEuF zI5OBqwb5ZP*8;L|aqCo^xvoF&-G6Z*yb~8&eYfbc%rOv z=wk?KcAh8bwT`Q$Xg9xjf!yd^tJ$q}`-wvJWHJa!bv8_2GYbrOiWDJtl`pleQH5a%bEP~UMx+Q06cuBxg!BPuG2X9lpN24`jox^_CqszQPoTcL`6Fg;M{ z^&WGK?UUP*)#1V?|EP{yv|e%-g=JU4kFKkh_Xt1#b75(1@#DE=TgQ*PRxJ6||9?Mx zQ>};c=DqV=t&0%OnJ;*iS!SxGq^Gl-TgOH{_!tQ?w3Y(jlc;H+u+o>1FeR-Zs zp?4&L9eF1x%)XiSuOYD6`+tAwg6gI@?HQ8}`^{K5^7?O`QH!!_iAKTtBHM18gRzc^PbQeJYR$qbTXPi*>MWo360U@HZxRwqN5h}F}&JPU!0HV5& z>PLFA1au)X-$BGsdguqd(FJ0Uj*k8Tnq)D^IrpYJ8wbcQJNwBS7wSKJ1HS#6M6rv- z2cvN2ZF2Zo{ti%gLevCiM#cxsb6w&?;mmUfONAyHCzC~HlI_YIntd!Jmkfz=&>XR& zkbjxu0XKJddGSO3nDCyX*?mbmM@@2?a87X>6agNC&J)@GCCm4A^*?Qh1c?-h zC|isG93UY1@dVC`4Ry=92w?nAx*MUkn)DHw^2z9p&psBse)*2=Qutzev%T?bL;l?5 z9)|rRI673syfDQ4Z1l(;&AA@sHs<+OW=Woq|efxc6$^ARgA+q~^bIpsG7~_g< zK$Le;!WANG`Lw4mkBM?s+)#)1ue0LfZR<5BPoMbpW@S{kZwWNsjvZW~_pq!l%8qk$ z7jDh_b!YN}xbU!7GI|^D>-0mJAUm>Avu&~-iZgdQJl~Tr&x)4S{ehW2eGx{SrMprR zDk73R_&Yp*^6ZuKDo1`*bD0}U&U(FZVe^CsAWw2lQNC1{bogKe8tMsuQ~4&@Db zn&W9i#d2SSfGgSpTW0mpqkPrH<+3p0;_^O5Vfji|4#?N@Nw&;1PyB$T7~~-TVfKx@ z_&!kUVf#EN2g8q=%(@_8-4h(h*n2(mo_QC)Ro4ZR=A0=%z2(Whk$Rpobd;8c=Dohi zOkGC%)63d8Umw-x+eoY$xmm2trH$8lFF|TDhQ$Onpig|%e*Vo$y7v%JQB(f2N>3_^ zHhOq^7Lqib@$>O{ZSb8@ZBl_K%=zpc93F(=aT{a)eVMIpjM^v~H-*sB(J5Dj@-I*5 ziI}0zKg54P%oP(9A(61|-rZNx(f1!5%`ymh{G{1wqDgtQ&sSdNo@JR3ua6KY6%RU> z$pW#m{E^^6-6Wy|Bd<@M6-BG?q@<~gfvjF_l)pnTG^U}ctgNgIC}G;j`b1ng_Rk4jyDztOdnWaHdp6@tlD)n}7u6eM~Hg6=D zuRo>oqWH%um)T;M%|gaVW3Z{KS>~W_ED&S13b~+H%hmLIPQbct3|2NaMIg2IKPL~*7CbrRbot1|T*aTjH|+LlK#g79-S^Vc(jNCM0%YXL&AvR%chrt<&7aB6 zXC&yBO(TcTI_PoFzu$uqb=qLPeL|i^rzGOo9@${@n%0%I*tK~+?jyn$yj&H0c@BJSY}}DQBACDERLGfC z7S!rTpEgF=H;AF|VpGfDn4XzoIidWYyQSf7Z@}>~0z^mY>>C;hUC8ND0SZh>N%1wA z0D!*#lqV}Y`+OQvz2ij{tt}dp>*|+aS}94jUAVSmXYi!Wopi>YA+GOhBRtnB8fop_ zqYbr*SeX}m=tH~YgfcZEVn1MDsI;9@Y{?=%rck)V!qQo2|7uc?(mDC@I8$LVcewlc zr#c6s8g2gA6cD>3@ygqO9}k3>%%j+r%tHCG_@V~#nsSutw%^4upl4RL*r4)c(C?22 z78l;tU%RP>sa)uxEYnK9)yn;!#f^LZKB*#Ce#^TIB2gVFE3xw!qEp@}h z;eROmUZ%X|LqZWNyPjDwZ|xtOf~seGczC!ROss-tahfF?;{RSj(fdPWg?>d8C#4%ojc@T{+hLfOZnE?Sg(EOy=N$_?#zB6R&Dt=$sy2D? zjcX=ZJn`PA&1HKS+SF3nncdIc&sX0*X>K}|SGAGC8W8#~mrUkUo&%p3ZRw=yo#v2( zR<;pdoHE8exWM4QGY1$VVc=aVm}K_=65b1al%z+x7s)moL}bbI4#}%9DK~JRuc)YPI-KvXc=i>DJ;_bU(TLt*i5Lde2cPUN^DwJ8T;* z#L8B$UM-pBkTm7Dnw>xW_Hyfs%j%|0zyb8 zWkc@URR_bBOdLHREJ5_eBDgbwlI^xz%L4@FdmCmmg>-4&$){ zPjm;tJh2Fg;P}w_q(uj1Rs8Lq;o53BWT(%{7a#ObbJXlvOQ8>Q(sDA<$lYU2^WnYw z{9vP

    ogW?n9=(HsGj)H#m3Qcgdl%KUwzIWkNLbLjTB-BNnIvpXn|pV})o~(B`b{ zi^Z=P;!uhCUNChK?^#P9Zeww|XYI)%UmiPmu2Q~m1H-n=&XB_&OMw~Ey6RBQDL!6) z@S2n~z7k~BK&|4W=*9L_tvD!>KW?0_G};Hg(gV-*;Hq@Gb9y(5agEVgJfZ4~)o*m< zyE1~dxz%aVK@&A&Le~^%+Mw<{l!?a(4hhk;YrXSd>F2xs=H{@pG@hdw-~XL_<}&qc zT^Sl}+W|E`nzW$8xHKA@oXjP|-|kytL%jNpR86Xd(`I{zWB!U=1D|w3EnMsK%bj$7g92 z9gd~$VYo1Ev^71#i^36p$dn@tS@|Fdir>(iyxoaWxoiVS4jB%~pYP50f>*68gX?Z0 zST-_eF?hHR*T}d0!}v7ei>{KsrRV|6`mI&P&)5Zpd{iiuLPVXg`uh6GZ^gn}G#938 zSxx}(EKFqJK}*!p10Kc9E+@zn2S#TJ15r~`qZ0xO2zB(;ZWFV+Ut*MBdaa=Ria%s} zp$dd@8_2SI2$So|@(KK8Ul?XD22{!m51E6h6=HvOAZl$2Df8!IG0W8a)qLFJlc#od>{Z2NcpQM+18uuX*-V0prc^KykwzGu+}i6_pujg0r0d{@8RV^_mtkyHU6V`(gb z{=?OjE7O>M6qsvaa=OS4Qjh~Dn0M^(kad}^TqIHOkSazbGBJHm50CdG#X%3|P@Zmk z=1fXzDj~->+WW}mDJ3-h>wDFW|DY)Bi=aKAsI0t|eA02)C)8u9T0waDQ7Sm-0hIc_ zSa>`! z58n$MWaq-659ZLB#?AvyW@rdl)T-MSssmh?WY3SvE*y6rQ+65i%O@N!dFkDUqxfx8 zidWkPeE6WJr(*U=6fgk0^U#At^tB$BEJGgG>)|PHvuz6LmEVIw(gEA$UutS#a5urR z{jdcVNKarniBmrL_sa3Hg5dC^oXCcMh1 z$h`g5x9@Xe`RljVM0&{`OMTFAQ5+1*X~SFLHt*K4ysyolAG7;$kL3q|y%+QB_cffy zjt$4>=S4@eI*;(Wa1kbKkv9V3+ApbGq}EiHqj?1A%mG0*>UA8KP>;L~uPYVYdlxsOH#!_J*vhy|C> z;Ug);0wilO+G;-#Mmzz9_W3W)hAIy~T8e>yy}lKza?QzV~byLi|%0|m~C4Iyz+^a5Z$ zi*Mn7tdEw4{ZMUiz7@G2fG)UKj=cN)-SVufIExJHTLJ~pZ+w%oG#l{I@WFehZIyc% z@KJi%B^KFLr-G!YcYOWpdw`oLuHi41*q1kQz5g?Q3Rl3=J>SrLkK2Ng&MeV2Z)nPw zVlMSWr7a>c&m26XjQt@jUucs&12j<*?;+B3l&R|QJM*n z@)hO(Mh*TZ?)Lq<@_h_3Lh-u4G)3PF*dqf;rae0U zF{L6Bx#=SDbXCeV-)Q+ozjv+c`_**`=^d9n^dHpax@vjmn=UP(tjH7kUp^SDHpIvL zJeNjy<&R}dW$jUdas1aRFSBU$FMit+e1MX_{M&uib%>qYu<2aqU?d#5OILH%6$oV1 z9_gWvf;m$5$ps7Guf^BN{mYAqfBoNB+3QQx?n!>tsZk+L^VjB|ELGiSxXxj7-agg5Z|b$aA7f+5dOxIHn)pGT?A`$Fg5gyEFR;K5CQ4g=ulPfN zdNLS=yQLj&-*W857A<*p*^85lvf>0^IP41j7<-tYOP@Qj&0ejM>(BpF{Gzk<|JIvRisl{}1lvo2X{3xU?mAmp3!9(9=3u`4JbN=ZaiP;4L|0!E~XfQW*0jEPc34Hi0r zf+9tlh%`+of>cp@F`$6bM0)?<_05dpNpf>??*0GgpXa&vm|^Cd@7sIrwby>vyWZ6> zsYh4j?#h5Xm?cYCp8I2OUe*|>+{aso&K>`+QBTef9l9T8+obW!{yr9st(M|Uv9S}kkPtmD> z{kpP^`4mfGo~q^*@);~$CC)pC%ycx_W5BU?{L%3X&P1;fji`LM0GIa4t)Qr$FpV|8 zuvg{r9r<>zM$?lYr;;xcXxk+~<5jbsnPd2(UtaKwluYc|qLG@cz`yU*gRsSODk?<1 zRFWR7WUiCT$@9$&v6wA zSaf|y^*%U4c1wZ3faSRlv>>VH)?o0d2Qt5?ZJI#e`$+xu-d)J6vVkBOlsJ9o2Q%a6-U)Uq733BHMoPgYUS$uinxWe?0`~ z1pmX*bH^>0&s-G}#@;@7R?BD${XFhYG5t~f{qi~Vzx4WNS&CPC8Rs6@6?P)=dMpfE zJ)SQQkM5`t%8b_T&p&Qxz8hRC>uy$x>55Qf^@N=SUDa07qbO9iYWhA?%UIK!wZ$7nst^rbW))(9lK2{`v>fAq!^lTBQI9q z_YVX)$knH_#@@ExiTzrtu|#4vs6>-oZ1vqUVCdoBKPNjg7SkhfDev zUjIQp>@PBpoL{_n#Yp?13^qEC{^rK#%2`hfO0#a%_)pwNM!tjXfUmE|--B1yir?b< zc^u!*^cRWG*}lb1<@JfR`equ7V~>h@lY8(KV*YSQ-e;fY%+{Ueql0NiVbeqVP0eQ| zWNc3`R-j;sC2Y%T7Ur44n5Ui|A=fM=M(JIu8Le_SU}#UGJFp$<#; zF`JM>|NaYiCA*3VfL}iO;78&F%MiTNS7O)!qNwZ#XqVo-_$@Qy^SrQ%?i8q1UHuMJ z9G2r7_G%TCus>E{;7g zrG-Ik5UXuwMnK`_7+1y;-Z#dx|2-#wvod2<*!LCm1$;t`7kOYN?IL=GaYCL?elLoC z&LfgwQxo*y9oIGFPWt-qe~UdOvWXn@lN*=E6z{7QdCfPWLGT(gK&<)9{Ja!khhMwj z&h~nH$JBY!(^4fXC7fYxCC+Z5@fhPqzcQ`B8!#~-hhqYCmh4Z=JuCkNQ1QblgVm?a zHh>)hVPVeIr*?YfO0MaBz}}KC3NUjfypJ1B=hA_6ioOUzqK@Ipp#aF(uiehc%$V2c zaV%_U0Ya04c?^#!mOWU>JBuHu6nSH1km0cw*N<7e>~H6&anUV(X0;~jmGW|vDvI~sPVL_S=`L^Lb~CS-L~zwt>xpTLcH=}b!(x#yIu zhS0@nD%F}x~s0z*9saJ1QcWe-L41i%VUC&?V9=X0bJKj59pJFaObi){QRNIDeR$_ z=g&CQ=(!N!wS`x62H=#en?JiBMk1&lBx(;Z4Xe+qYhLRgm)6LmcY4m3v%PsTJ(Zs= z{B4nLr@Dq}>CWXdd0lrbtK4rHtC%oxd+EZxrN;41e45o?e7ja$eTO)&;=0&LJN$S$ zzMVQ((DR46v-Pf@@v0RnA30d>duBteXzdxRlt|a*-6Ot(sRctXGP?Z>8ds0ht*#4| z88#FYYmq{(gyA6|C0G~YW0Etc?1>&2$Y#Ym#WM^;p%YkrO7-Na?knFo(SC{7ywRV; z9@30~q20RPUAztnPvxOvnc;mj{+IkwL&so> zC}^49%%lZyNjtwn`B~8GaNcEGH$563Ot)FB9&pcg12gDgGoTQidA79X?_!-!?aQiq#W0QE^q`kpSpOMn|ue?r`3f z4(4>Hq&}#>9of6=MYL>MTd~;Kx<=$^W zF)<>LGiE3OwZm1#E0;74twOO$>0-R+S9xAXJ!`+nt3y|?v@`{v0T z7UsjG`yNe@o(f_bWY2hrSBC16(F_al7@~Bfy8^H6O#+^eq6cjd~Jwe~}Os2)8q^j0;^1#(+rM*lj3J`^1(?RKjvalJ4V zaf)oz(PdF?3-t50+b}L`K%yWxIS*9&dMx;Swbd(DxDm#TTYf0>)v=a*o~?6vzL~Yc zDK=knd2?cvU8|AZdoRz1hK2{-B^t5*eBvet0XRx^+?Zn5wCi*JBvJHoVIWDcGt>)^ zzo>PE;>W3|9!~JtWh1)4^Hq~kZCku{kY1d>$k&QIc>RokC$c^Eunz5?1#Y&1_$fUR+E8S(?NBK)LTt8wb@|(TmW;mw*$A|+LJ3_S;fPvd2)~El`Gu_^3q5O z$z&fu<)p>)=Upv+4e#H-CqgP8lIeOUPo8Y)$tCPtRr8d}#JLjpwu)kx7^(N2*?G9| zex7sJoW$Uzm!!$!FS`4P)i5YAc+740_a8VghrXmV4Cgo-mYCD`(-W|6>rlj+XDELe zRW3xH$X6RBD?~!WR!Q`zkr8DLo~W4`8ah*sBNSNz+0ora4;O`1iY<8`deca?LYrbP zM|)X=`kkPcsgIkk?{}(1OXjnfja%oM$(88ujj8S`s)Q{1o$zkrFkRXJWnz<(0aN=< zAGrp)Q@mug=f`z~fIcs;qob2K0M+;DKBs>FnO86TMQLdk)^$Kx_`xGdx(nvlJ*dB+ zcqAX9LpqofzGi4mpO|mXz6vXFHBZIqVlaw5qs359Cjs`*bf5KRb?LVwBio8rrBKlq zpAl?-?csE%biEfPC3@iyvlwqlqfZ*Bt75LZMD{ z7Z$l&JW_WHJFKL@Exr`JUrWosDLf}9$1NT?A31%viB}pgE`DYhMHhJ_Eo-n~J_>O% z!V?roio3(B+`8n&3thXgTL}{dH%aJ3BqnYkVpCZ-_7~moNwZ(B-pFw^Wuv%*bm)a$ ziMM~gXX_$qa}-4J8NnHMpjpO3X>(Iun~|G$?=DBDf*0v}x;CHR3JRLfJO}-Dp(=eH ztK(X<7{u(sV^FXq2@oCBUhp+Thx}NbXm1Jl{r>UPdtr%)KEyFQz^9hh8HT{yPD;x$ zudYQIhN}yCvFConXN0ZncufNyRbErG+QbMHuH4EhDdJCyD<~=kr=-{=bO(%dg_=Dc z&--eVK2%B6o3RWBPx#}hx-><3OSf(|*T}b%zJFJg?WF>H={`}?C{i+6vMDe*&#rM} zt=HPPXcW>W=T+}Rw;g8;!g@i_t*T2L1}kebQJ6qB(A?n$I)COA(3jo1u|_12nYF1x z4zp=+j(6qZo%KDwgC`f=V^(BWi2dj$1+bouRm3gTNqP8C(li!Toqo|Jyx;Tl@K7E$ z7?SNe!%wwGP7noJ>TPv-IUf#^D5t~Kt>fS%m{->+%;v@W$99>^$xY-J zTVWcD0(kHEnyM<_gmRnUXq_nX$&Oh=4FLm%I zd!Y&%4%4+V}j}=UP%i-sec1DDjOer9lrAdV?oNS}eS~u5M`9 zi3Af%k}6kD5)crGM&-%_xWhUGBHM2^!n6-#fv!b$w#3`p!PDM+h<`NGrWm(W#4k5W zNjkJ;)x&Ro>WcRfqebxmoKhWxW6nLs#>Vd8sEfBD0ZaU?I#=zX!_P}f7E3Zm0o=)e z_pfoh+ce>2#hTR?`NCo0YFsgBLNy#za5e zgFav=ZC?=Z*tyNxlJ{-XBq9_OJriPI&L#zrp;)H`-ns;Q3R$TKT;pu9V`}Tf#j|Li zNAVQHlmxYKn!CF@-yrt0bV?o*8Pq5;F=W>eLG$#QXE-b!w+DJX@&0-S3j%hnC_Jgem@rr`^pfu!0>_>)$ib60^|0Hnxn0z<-CG{G>2^S{# z#U9q0SaE+tqx1sHb&KvXp;MPXOdpY)L5VeDml{3G(j=^1)7T{QO5=nrkWSAWxVjf=(&A9eXMjcj<23uRq4A z(h~&+yy-0nKFKS&O*C%pv9f!~dHEs1!3*q>u0J9r3Wmq&tc^97o+Lke_N=cYA$2CA z;r!DLXC??bp{jVX2pABDEW^%C+-AcBU;}(N+)cjcXD`t<>qcwWExSl2INHj*q4tE& zI>WubFe2ytxoZ#0?Ff*T(y^m_J;;I!C8yKf;Pvcz`)2+H@@`KKfUH^CNh=<$3UVr2 zj-fE;QoKE6LK=13=oqD|tIOA%hLVr>BHTp$vqF3su4d1H1K!d8`weu^`b)hxCls}( zk~$HXHuyH*Yl$!|v)r{=N5UcKwiR237MF}FYf2srl54l`+{sp}g%CiEo_@34qt7P1 zGB&ZqDdbvo5AB4_#}EqV8&W>QhBk+X7TO?fJuoDkNm(=kRL3M(I zLZ=my8M)2I{OGK3q+|f5dOe|>{cTpE&rf1CCqc0|5)OuD29AN#eY!zC(M#D=7gwyL zcx?Z!vpjLdl%0r&DT>B6dn_Ry zzKhNhhhwp03+aXn*uHyghI8Q(vAauRswJm&oF7hlc-i3;^||n%jbCTDV05TpdH{C= zFr>H^^`mv0g$8zK4iL{4g}HfF`6w~+>ke_DlW!wmVi*9A;0uz=bcV^*64$@Ti(GV` zsl8~k7jd7IPA=v=@69_Bt>XtSLlf{w@|MH!Sah1|=nM0p&1C;FDzM8&xA*Dyk(ppvsyS#tv z?K|kXUu6l~bG2-^;hrGz>f+`)H_?12RH3xoA8FPel|=co08VS&TD@%;UWRXjQcgF0 zsHO;_F-UE5P5*H!vx3A#9lUalu^o||%M0wqMp|n}RzhF&QgL{@!{{Jwsp0xmYT&Df zCmoFXWHWY5X|VE4NNkCD8uUQI{OW5|*VXFa=u=c)o|q+7iG9#zd889THuYYRB+r1k zB&#N+zWCw1z}4;o?5s(u!`Q&Aot2W($05OT)3T~BJ`(dV}*km^0I z!};AZ%hQ6o;v+q#qheq&X&*`Xt_~ccQ?$J^#2xfn5QKb!6B=;HBQ&58naUiAnNMdO z@X}-QlZb|e3EMVcw6G3(Fm8~{kOq*Ut-C1}c1YzIhf&?R7AJ6u!|SEmt#%>w$OJ_* zI6i(o)<1(>&=C^qrI*|aB9mW`HDA>*aR!xiVH)Ao^y>QRd;X+72M^ALq^C2PW{T8d zYy-r_R*N~Z-9sOh{A+2u?C$IA@5u_t08B&zI_d=$2qjiK^gr!;z1qR6vkJnc%&B>+ zklo4r6!yh&Je*eX@-;5iW2k;=q=U7 zJYD5V2#|A+GzP8?CT>kZL{V!0-u?S$)sFNe)Ss6b`hh_saFo2Z0ZnXNq8x^s*JA3E zyC&drkv9@omaH?`#YRi!&7bsju~uLd?GO~$kcA`8eVV8ZjqahRX+w%sJlHHfy{s=7 zn^a$}zVvidz>M+`ZW@$=&j`ojt^4kPL^OP_evaBkLN@Fvqe{9jw z!7&A01$G<+71OLOu`v@eUY&77%nyg8)>8raRS8I})e{R0 zDOGoWyUEowe637xuhXY!s|Xb>56Z;b=5&!*9#POE0W zY}(8EfI-bEJ!rl&9Oa@A3=jk}k&crLev7yVlCeQ(0f*3((7MSIFCEDp9mesR%=dP9 zcuRK*N=Lh1D0^m9-I)%=;nu@5MK#YlwNy5LxiF5w2f9|>a2FI_y3`peU|G~KM(frt z;Z>_HK%_PU`X|q{IFJ*ohp#_rfD>)99NnrYq5Mc|FxS=f@T&_Uf)1%SZ?Dk`S+A?;^%C64i-z=xFL&6 z3P3@`zZm?FK7Lb{-HjOkoHzb^hCxMdFP%!s3+A=$3|m|a{~-%4_hK#l!_jW*_8-1` zuI#yG`=wgu-W?D2YtSwAsO{XMp6e&M_UO4uJ8alUN#j@l+n*Z=4SXP>5EeH5jf(ef zhJ@T?%-n3(!^>fBXNwytRT$CD%7%@7c%~w~Ye8f9b>6f0joUgJ6G0ubANULF+RBM43p>@c;MyQ9E??WNlU2mh1WLb zUglXc_hNSt$VIqemH)P=NV$h}JFM;RHhnmYV(^$rWB#yr9>W`;e}9~$|JB6&`L%zn zi=*JSOgoPqqHX9kG&s8Rkk64n+jlFOYrMb7bt>+1>#wM0UW#qFnZg`kT6q63x-E?g zlfM2YC?u$5%IHB)4U073W6oFTu^br-Dr^6r*2qh%54rolGD!rdxR|U(fR))Ex2mG& z^##{v%*<3gHEzNDAf4iYn2LOlo;)<)j`@Mq z?c`3j?Ziq5nDn*A!rvd|yr)NJFHhDWt00&@N3WZY7{aDiOwZNkV7uZ0U~vlznQf=Z zhGU3$*T7WGhkc*2La+Z*b177vtETR6?%{o7-1IUAU22-bT(WM;8TZ6}OF}ra=>qE_!xXujvuz zn=MP}n}-5a_U)Nv9;&p1y@5Llc6{P5n7yDSo@17c(lE=fj>S4GkKpsM@d$hSg&1R^ zmlrd}5Pz=Wz8XxVb$yS`t@S!ORpA>98JStuE9Wt`@qg}k*gL`@hrPQG&RwMP!nteN z&f7TG!>Nihet+TZPt8sGQKvBdnO;ke7sDd&X{*^h?Ji0+w9B`XoYurV)V(D%VUEM! z4~BFX)!Y+nUC(@>=lYmOVazleoNYIJ~CBN%z z3u4`Q|H<$&Cc#|xKXAuvC*fGL*4)ev=Tgk(jXUevcpz)oixyVbbew^sL(FVA#{O>c z7-Rp7ZI->r14j>V24H@QehENk+w5==+K7*EJZU*(iPMt1jlo z2PQBU=p=k6?1I?`M_uSKBZM2!vSb|?=g55gzu#*(9$?VFAo+o?e4D}BF}o?I=Wzsk zdRCJEcqF)V=?W(}JtwEzHRW>`REjk|k4jnO%=wHa`!jd$2)kk}%F7M?es$sv=6LVu z`^kO3A~)7lueU1F1GeouxNcqiV)hY{wVek(*HQY@_?I<}y%LHQj4~G&hjQUsmW={A zr8501C2sB?2TAtRL1O>d66wympxKGRcd`OjFJ0z#?d_NHa&lPkoPDM#fhHv|0H0Wj z^j72Z;FLu-beTsVyVKA4Z!Bx%PMqE`NS=goT-H1R8YkH(tako-J#I$SQQ2zD&NIea zvw#29;}0Ghrw(6f?Y(MK*U!}5vv*-E#u97t8Z8W2K@PHF7zMT&{=U}oZTjguCWqn@ zZl*AwV>!H1ZDpPd|L>F4K{hQb)a%8|oAE?or__k;_B}r&D~qp@6pPq(d^z)#6N|_p z*;V21d#dkm2o-Eynb^LE?H&@vU7Vi%G{AhW#9f>B8GT;KeE*)zbTXg>yzh#wtXPX#bB^|Z z@J(IcE&6%5%5 zgQd(94BSN4fV}ngKLr1*0SWpQ=Jmfhcl`Mje>mTK8qke(woCviJG!3jwqI9;!fl5l zh-B{>Hga;$Ckk9=$MLKl2Qs#sAs+(Z+iV}ji5FPIZj7J*jx&YZqPUiPaRohO(^(u* z#_YSYf;0cG-S8)8u`y$^+qdWQ!60OzGLZ_MN%f-;rz3@oIUvg*VPHy`YC0`sCL|+$0i8}rm}5Gc+Zsmst0FxV4gJf$?kEQVqAx*zSq`~&WCG-nwVQ~>!)Rs6 z2guJE^`4s`P(A}Bnq%~S>kGzI;2KN6GH&@9lq@y$^&k}rbY;KZagg$=$WCgZVb^JN zEU70@2M8`xD~TQe&X98Ltt;tQ)z%h5S-2}OKRE)P&8aN+>eZ`iP<^8`d&gO!p?Scj zXOR8{B>;dv7Q1S&jhrR>@F%gJLPA!~@tZuEqwpl;#*J@Drs_IG;%(n3YP*01viU31 zvOys6yo}0K-^;T_KyrfxQCmy-MaqlLg~F<TJrH-B(86DkKg0Lt~JUlOP z3G?G8w*o;TCKzDHxk$h|_i6$3fuDqq$v-Ki{U)$9?U3${9f^;H0y_2Z~0?I@FOj4?z&i z6;gp&!5-4y@mVx9*Vh~Er+UquCx(+BP__#h-{zhwc=s zTxss5!GRjtUPy=$7MTucKLp8UV5!U{rJTc1&g2`E8ty8lj42hZPVeV3CI`M~S>VlipEL)tuRg@=mSp z6)RV|`n*(k++MOxP)S%e_KIre(O*{?g$&>`wfB~@9rl;jJa6-QhhTjCT zfYjT7)da->%601o=-ZcXnK~Wg+q`EKQsEf{{pqLpG3Kzxl)b00nh-?%j~u4iyUUO$ zBW<<~dD|)=TsQ{|nWTuBGiIcd*vxEzrAnfcH@4ghPq-Mal_Ci|(7%|0((nsSM!5R( zni~K0Ys^a2^)tYaF-Nm8o~=hF2_H#%6Py4wbus(?r`meq0aPEW@6e;~oIB8$B?Hz> znU2RIhCoZVIxy*LkQ>lreI1}~(Gn=idzXcSnYu{GL>FIx1X8*l!QNqa@7lyEnm$Ah zTC^lzW^`z_wC(AjPIB~a>p$$nJ>pEt@8qddx_0*U(4*OI+pv9!-wZg2TI1GBTLqm- z?xe%ZMu$ii$Rbpiz$tx0nFvsXh$%~K+KEEaLk^?L`}dEuk6Kt*$p3J|mxptIgA;DJ zJDo~VBnt@y6djLH}&WS;GF9r;S}{<0*88^Y@;i~U)at7z zoU6!czpD7riFyvllz2$Ky`8SFgsh=X1Q<=wboENtZ*wQfD4m`6n4>qob)qo@zY9|n zDWRPTnOx_Bxf?BxP2>|^SdL&%nWZ`#KK7+7yQ5^#vI0?EawE5iP ziStR#IwpN>ZN?8YY2PPU0c#r(K8RO{1tn5)_im@yCDbZ){UgrYvZ0LmllYYKq^3o_JPyyUMA-i zyaKf}TW#Y@$8ji3U45X%}=BtO8ruXb+*L4 zc1@$ntij+9NX7f0Paq!FJykGk>X|HXfxdwb*c$51;Pk#Rzu~?k;Vj8RGS&Ie6A8L= z$1p*kIN>C@gziG=M1!Rbk7#rGP!a0u3Y8Inm)d@W%kC}X#qmcLGaf_J!kEj=0w{BGu-H5zDsC4$e z&_rc8b)f{S)9c=9Vs^Dw#-=q(8x(@>))v`|c%@Tp<1e^_Er_Ht2ZSs~`U@Nc9Z<|a z9sFg*lOsfNN5ajX1Oyn~5?!jWv}>?X-m<`qLNqWxnp3dn;!$rVHSYX!;_Rtti*Vc) z5?=*#+MW<21O1**dHeZcJt??&jefvCc6 z1virG1=^j+u`6xrNGCcy>}LzeD@2lG*!I}i=g?2VC?8fzG21c}fPE{N* ziKvC^P-Y^b_+So7fV$KyfzdB3EaR$@fN zutQ6=(Z#FXRxx|MI%7Hz((`!FYaw;E*}WYy3klu1tE6^H}AOl|;*EMs2=Y zb)&jPuYFJNioyQezH`kr%>z07+AXDn7oZQ#(A8lOqthrDNJeUWiz%jQC8gfLqp?zd z%H`Ev{M8WzLri|Q)rO~^zj$$LbRcP&r{`wXTkiORU0ne=X|==?y0)D@wJmY?I?Uj{ znA9<){3MX_Qj{J<)4MDr_N!kju_uYuWcsD8VenmXL(f==q8DwE3IeYSRSfIvi3dl@ zBZra6tWI4I-V+lKKu2t4e-(+@5hp$=g-KuFQp?I6R~w(~)^ma;&`oR&7E$Y(F{JGr;0ADPMNt5f?9>-BOTe_s4&+7-0NW%nazmt&E1w;G|`%F5Qm z50^y`MNu&6Rh!xr~Lhw>_n@uB3aU)7bsD^G7Z&)=)`2_^O#-q+I2fBKDbL zvOR8ym}ysi)8J%uld4~|!SFpX7#N_n@KZ#*Dbl}yK0YzkG7Z;tpag~scscy|drdJ_f2F8hLdE2=JVdL^jZ0gLbNl}5H#|%BY zX88@{i04L)?Cj0)kwv{qD0=AhneY~T;pH1vH&$*{xFUwolc~m{?@Aa58_T_UmWhTB zL{P{cYJfPZ^2z-wDl;JopEuNS#v562Y&s8`hQL!?UfFu}YF%xx%+R~v7F_Gx!d+pL zF~fp9cy?Dr;sz!rZD`-qS-|K7?l6@`ZhDJ8!jKDKSm;?tZG7KvI~Sr?#Qr}e>CoV% zpJOqI1K$eC<=uSzED1HugcEk_65{n^?ph5-?&x7ZWclujzCt%XQ91(o#6~D+9h8}y8qP<)9!SXr z#q`Q~)VN3bBt*Ms_<>Blio})6BPg>^%2)YmL$6osTigv*0&n(m=i%|!YWhkYhD$GZ z7AtLB+3CZ+1nZ*9v&{3vR{=4v>10V!5f6z}>Ls+LjgADxf((?7ViH`|Uy_VLG@yS+ zQ9pUTGIUhd>qWPq=~FhnlP$7>!W`A8#M*GL>y7K89r#=-Pbq?bc^V9*`BF;;XTWT` zwtP418< z-o}{j8X|5SPQSedy)ZBm2_nKYuU!L)M8Oz(3>-E< zojIMjCzlK8P)It?y?sP1J_t0W2+OX^3q4OWLFTj`>yb0FhynuTqoRHgTX|h)t#maZ=A+qhH#kYxm0hshOF&|K7y zf;AloJQ9)H(#8@ha=G5?m$Pf(+`w;#tn5f+C0ol6SkSYj#Tc23ReUM+R zq+|cJK~i1fJ$U>(Mv*nU5mN56F|4gh&!zWZZ4tK!$M2wmmYS4}k%`S*L_9J}banzED$vf6)${ zI*AKLupRnl>OCAp?TH&<21^Bf;b%SV!8_wtYT4ezX)goh)>0O|fTY_ef=@qr!>fyAeS~H~4xbnLct`b2xvDUZ zBl3p96R@KYN=F^$Bo(%J;fbi+D78P&G~~kPEL&l1&6)0}QbyA?q* zD%cY?%;;iO?=>)X{@#2a=T{5c`^RK&|3cY>UGq-&{)un^qmRHm(f?RTKOoP(ms_Pa zlfKT|$#;`I!*u&!I(={C`YRjOQl1*{kr%|MljOX7c%?ZwF(ReZ#yg=shh1;Y+U-o= z%n3}4kPkkYJ zIRkLf_hUZ!pXuZL{irYkCxH&Pb6z8MENqrq&)32Xm*ZK8fWiV6e!4y<&yoH}GIJ!J zm2w~xP1F&FsK7e@ zj%>JZH{L&1^-%N_8~r=v`0gX&t_DLbwRi8=rA+F z^81UsqPHDI9=yssuhZ4mDmBtS6!`YEQT4^L;)=^ZFsvh1;ALS<)scnFVvk3b?_R=6 z`2^E9FH(QKuwpOU*smyH%H}QL944HcaEYn6nCv_&@a7nCtuOzNTRt$}K-QEK+4frR z>g>_vnvujBEMVER(y9_c{)9F(reQ`RP-E;uVk8pi{ZF(_82yMxOQ6hhDay2|+uxgW zCSkq4fgJVjGw-`6tu-rp#>nj8t0M2m%s7c5yxe>(x&OFZO-f3ZOn{KGfN2E(G#(zC z0~&1Q6*Ql{No!nsopo=IfkExFy8=H8uvKBOWm=D2B#h_--QPd#mB5(o-lwXnTXZyy zUrl%u%Ra)|WtlF<$u257QtWD;_bm4X=WfD}(`zC}V~YO$RUf&`i|K!6^s?Gy^p_1x zj6B>mEJH|+3$KfA|KUoSJnIhz8+c+V+q}k}K3Ppm{(hQv<4)MGzfz?8^DShIfC$@T zNL`AGbir=5!(#npq08Cq!?j}@U4P)#r@I(Ss^KFM>3`Z50v!@fUJqcL+PnQ5T9ZV! zvCXg0fu6Sd*}oZOEiKxCl#ohOx9^PoRRQ8Uo7jxIF?;;mO=(41#zBZ@%s7`sf;T@eJp+78h?sBrV+q~mo+&a!~ z=_q*jFP;5*ahHjJuKT*L>gb+gkX3!BJcL-KUb{O}5F&wHO*_FPp{8{v*c_ zY%}8?HC0yz->_4RvY26UWCj~!b97>ylA6jY-u{7eTJ3kZenM7(MkOGpR6IR>iy{|> z*%moQ`R@!z<`KW~iN@Z4<|JkN*=tLo2sU$bEJoGtFxkxm!3L<&AYn>$;$hXC09s(7Vpf z)V7|VfE+3<77B^n1kIeSRe(za`Z`f>mHzcC2k8F&kdZpe1AF#Y;Uw^ zX(}oZM`7~Hgeq$DQ7l=jz!y`2krM)XFM9W_!+o^Jbc-HMr z3jCS|Mn8O{sCIg3oC=LTDv zws#aXPEg6xXg-(jUviZ#WrtmU{4MwS1mrVCxo84qU2Z}mMjeo#+1LiU#n};e{ef*ePJ=w4WX-;bK-)FBtWv_F>w4XEZ0 z6`rF3G6jvDq$M+3#@^N!`97-Kp=vfo`@^r9nsnrlJFZ08F8XEY%8~Y(6tn)<*MM1% zh;s=8eYdgWF3Tfb6T&x&tbiL-fw*Ay+az(@pnFALl&>U6gSrAKO7{-8JIJ8=J;^WO zSv5}AbPDG>cUEAXFd!}uhoSn*rau!^q&{kNASx+7mXk3d6&x4oV(2|UdTLif&;Ex@ zRop;v05{%(e)D$2`UL>8fRprXDe9+MJ1Qizj!S|F1sY7x1wm@*KrWFVvLZE;tmD$2 zkz_jQBn|eq?-JlpEm+GgKg--oSO|u_@=ZAIfcna5wF)6GjSf7*VRtu<8r4GEXb1)F zEic>^h+eV<1Q5>g5+~DWPcdm_;Ta0E7N=tFGa*D_ZP$2R=fcu{FVDTE15H$Oshti` z>)D%Q$j#dMa?%B?WxoK3CBzw}+bbmlz~9kJU_-9m&81l={JdHok$N9_1QJIGjU}LB zJnzB6EN6~q2^0ZT*o2fS&RI~WBkB>AyU%i9D`J>RoMksmfZy6=9Hx)r!bF7^YjZUC6MRd)`|fEe19RRlS!@hU{qZ5fh*Pl zV-&7ztr_@zio6E>+-t0V$#1!`^;^w9cI+N1HaU&^=F2u^C%u#OMDw;*^8d(f4` zKO3#=#wHu}D%sccA&Ea^TP?aOM)3J*5WFP)G>KJ)X7RlkaQ3SyfNlU}jzx{=DizA4 zP-!DzcBF{WA&XlS;TYWaY|jonT}IkIT48Fr?AM^(0+ zd27)h@#FGleh*!VulQQ3gg3cE;^o^b??c=*OcEENw|2LZKG7~ooW#zTL-u10q#-%n z)YK%5w4RSx*j>fZZc7#6H{VcUKXr2T%V+vK5a=zf#MPjgaQ^-JX#>uYH8=O<*U70S zB`rJUSxJyS>4b%5T>WVs1e}~7D1%N6amS&V+pQ?rluZ9oB%)g`TNjL^ytoD zoXAXBGh8IvtT~^%2?kbvIn=lZh_*uhK6Wzreq~10$>N^zz4V>J+sH$j7p8 z-0|!$&*XV;x%bvOq#a90s;E}EA1(!cLk9?Lrx<^+LhWAQu1?N#K6-o%UVsROmpdV= zlR#gQLNYO?dgKAPC=VLEjU@eEclOhcfP(TKb@rhj$XVIzy%V+(yYA@Gqd~icPfG4m zshGXt#1SOaJX?FRs6QR4HY({O8{nLV0_hbt=SWZw6kW}e(%|P(6OA1Iar5HC4z2=H z=?|#zRxE3HH%R$y$K&hXaw|91S{tv7C@Q3PDyP)q zPt%p2w6G6b2w=Prz^p@bAc2IiOa3)fc7y(&lG+LFtPGql_Mb#L*de8qo!kK4mvapd zcA0W-l!}J0=u1BaKSnt;;>#R{Jc(3A8a5cp1BVVSm`{{rcv3A7i*bdb{cpnz!tdrC zQ3c}7MG6ibLKfbMYQDjl<^zlV?a2|Ol`*$wq~63cD%KrYd^A8wT;KLnoopdY#$?8Ct7xuMu z91(0hH_Wf2bnXT;xi_QEz*03+)=cGK7S<{HyT07WUR@G>V{^20LfR6LNK9f-85n)6 z3m{%zW^%QqS~kYv8VQlF%qb0yE<8O8MOb`GWFIVHsFOZ<_FJdM!X zRl1WNpSlR^`db+=vZf9xOBv25Zgfp_~q0gQ7Uykxa!1__Hf{?|E2(J`nQ>Yfmr%rGv`>; z-~2_%1?rK@;SzEz*kJ|^96M^__WX)|_oNd+bpUEf7RDh-=qaB2;7y1R$+md4jc;1b zIp*1q`!vPC z+Lqb4XR<6B3{rn?urUN_8v}vvluZ_t_XH^hgd)a4ZX%QQF2uc!G#99}f;eV<)$R7Y z=vQf4k8sc(no5~C*N_~>T5tzvBcdSDPEyIFqK4^865oa>`OSIp;&t;AqUY&W`rSew z#tg*8Ts)HH_{vkvdLG1SNj3xdZFUnLmOAUlC@w1i&pqt<_b~C_f^Up^wS=1TAHezD z{XjD2EdVYuCjEu_%D>0cDUapo|AdW}NA<1)2+UT)29;YHDS|(Mz=b-0f6;%0fc$^* zVFuo^4t~?aA6!^*IXhB{kEu9^M;nK{hHTpYPco;hLgW97ha`NoN#;+Xj=(fvYA+o> zr4GFujkXMZeCn$1xU48&-=7x#EVlC7MbR0b??3KXH)Finkv&cGo}&Hu-q0Dk>32T= zk$=+HJIdt-XQ@Z*{otVe5J zjge}{CpfQZQ$J#7^Twn&{`98K*uEXlnk^l6VrJ1nZJ+G$hD+|J=>6%#bph zlBy3+nr1b2hEfg3Ikt+`XKW1q!Q3WIMq9bHdp|7A(hax5s_<$ik?s zN^qy<-3jZ0ZFJ*QsHk;&#|`j+l(>{-Lf(j?(K(OEZ%V ze+jly-uYIAeW63=zx_L7{73Wu=VLWy>B&lWf6kgHG_&7Uc|H1~+?5R8z`m10%BQd(edl8qKcv`+2JKU`D|r<+(kK$F>B)9 z2m#G#+q@9&#IY9D{rOP;?W6vMm+6204Qscxs8+J*9I=Gn!A_MciE1T#r<=w_QT0A z0PD~_Ja$W4<7#g zA0L{BhaUUrO125iTY!c8U0ABQ@w$`UGN_7as=1!Gift-b;-|jk5aqc>?b^ zk*uuY|4$tKpIbjO&m;R(BIm=Lg2PT6($thzy;LO6o)p=oeIc0Oki=B6hMhih^Ma3l zxh~Y~nx9Ao$JT_$|L^_s7+>=j3-G_R;s5r+6hEw)eUQCV!Q;iJh_XADpwR!q&bZH} z^8CBU`OT>`m}|!i|8IKlB@sKKZ9jYNTsDuifVL@tL3d%m65Qw-~(;aD< z0pyyW(A5?kg;BqA$-4V8RZeb#T3-h$^fCxZqU;;>r$81jC@G1QqX`K^rv#neYD*6^ zTV38$>o6*T{2Ud)-YMmlM=g}&H~ozmvyXoqPi@UN?TV9r&Jwvv&U6=c-BJ1oskx# zGoGeJ`K`G|o3ryycjOzCRn@c?sH!v^R#)7aTy$ULw+Qw~J3f|=i}stfLTxJP@ace^ zKRjSd%xbIGR~Wfz!mf0L2Guh8uNI)cu*UU!9q=D{c z(Ev>}bg!;va$%I`XliR)RW3z^?l^x_#|cFX&g`%zei`KcIhg%Z1Nw9I>5RQ7sUCT# z3&c1+JHjt+ZEejoZUqjSw4#^F0Eo;Fg1+|C6Wjuao7iL@9a@hmJPo}|SLs;r70pOe*3T@Z&70M=!sv zC_7halC%=J*xH$PdceWVU|tz0a~!R&RaH^RK*wc1RO9KB#4x%)Orw4aMW!uCMQyAj zp=y$vjB&Us2wm3eG7k1d`Y5)ohw7^**`1kI>c9)-%T>V5 z_8f0}c&fRM^y4W5=LU7b&qlQZJwI;F1Jf3;Z#U4?KBiBbY=cA!A9o&H#Y?RuC<8X? z@Hq2+3tA!*F_|jT!A7Ul;MunIOEKGK<+|5q+J&IPmbl2IkDI`E?3f||1}gQi$Bbn` zQ}Xwqg8Ps;MAH0W%JR)3dEN1AO)Fkq7dJk!&LeC)m)g7L3n#IWr_{BAbP*qSQn9jh z_nloS5nj+tFr(fW$cL)F^CA=$xrv&Rs=b3$mk6ou6{l+o3#U@neJ&EY!`?FJF!12_ zbNmb{HBjX)UNf6`@udQs`B|gpELKB>D;-z}VK4hp95j=RabW$%YfmZb&FFFm8PDD=p zoBX6D5*X!HRB)tOEJdplv2=28KQ_|+Y;RlHvlE*8P!U<3jlh|C;Uu?UzO{`_J*?gQ zai<65WW8#k)4FxmCL0t3il()<(z*{$NJx0u4-ct!*@hpWvVRncJ{R_KA~Z-K25}0* zp+`TyfOZspd;MrHc%?1cFZLc?zCT>pIu#4%>Z=+E5+pWRVXn8gan%H7Ae@~&k%Z)f z8lkgnBbsIoxz+InbYJAJ$XRsSBxI3-F1mPYQl1{!pvZ-RghT2e)4} zyR8~PH0Ep=yn@x`DQ90mvs<~#7TTh()w#HQjx2C~8vfJwfkIzxsX5H^DdHPA}_wYyc!QZz5x6CVJeSHvbmQC1k}ZUmzT(` z9X=dmkhPjP$dqZXw${oq(7{lzv`)oJyId`GorD&sr_qm%Scy~;EMmfatXtwO!IU!$ zYJ?>Fvhr%+-YcwYii-BcBu#KdUY5uxDqUXGvVyEx#F+cV*K6@bBnxIr)dHbbw6KJN zLs94NQ;iQ=lBrZCQD@TBj~ZHK`dW2y@xGX(eMy*#I;vqA$i=cI3EP#$oER5v zJAad|pbgd`XC41g81r2q|q zmVX%(HSfsQp%8bfy#;3eLjU3kG)hUw=9j~kmBkEr*530FgUP%4UwiK(b|SIPVaRU$ zqRn|!Y(%*dq_Ae%wNV-g6(1=(G`N#Jhwic2XPp9{QrG&VsM|Wi{g6|+r};ROwuA?O z;h%o^jhnIc%AXCR4pXITlWyFe9MxFQV%o2Pxx=>bZt-LVdDB@6OA(`B_xl+2O;zp#!)fblq8HoeB{8a&>iS z3zG4dt2K{;MdH3Z^1*!a_C5VAgsnsI+>Y{gKXB`*XU{!n7q=GMN>C&549ctR@*<%O zQC@xPIr_3tj%H}2H?6(1oaj8XBS_bCQ&43^G{>liZL)&(g1oUPDM=Xt=}hXM1hu2C z{uXo>swaKsgR4}}<(2LEbI9qKOp&}$Q6_>dOu2UKV1@BL=u+s{Q3VvL+oc1fu;Lg) z`E7qo6X%G>J-M<@SK;I1jbW?6(W^* ziE-jd$H#_P@TktEB3-Qe%1ygw8dKL2L?yV?RT7cUpuQO?DJfe5sBUV5c|$tl60MLt z&MH3iZca~;JVFD6+?1+Guo^*z>Pk!7;n>=a3znWOHQ`-2KTxL^(p3m3AZ`oO(+&Tt zaqi<~p5D?rv<4>xa%(HKQ8Wk#GEG4t#lG#SB-m#Y(?LK$ zeGYpWB}MD+OGj15pkoxj?^w8mK**f~hKCsRLFSNWZ?Kd`UU+-~jy9y_?Nz&BH{|h22Az5#6g7fqau8Y#XSkCgZ}WRh~*=G>-6a0nxjdZa2|`k{~($@+)nXZ=d0LbheQo}@epB^|me}0|&{VVDboB*Na5ssO3 zyrBTStEXoqEtXme5`U1~5h8B;yms^sK)tMqxxJhmwh@Zzr#}=bU|= z^ZR43>)LDYUA*u2`x&0$zVGLG${{W#i-CPUd#^R4!QNO=QSmvHrYxEDUj??4_?~zJ zv_B!CEwY&xM2P0xy=qAcT8uD@k%@4Q7`;-Ts7fXwl5sh0yN+;JDc(nLS(n4bq^y+b zW{{ZV5hq3cnMNvThIvdr0=N4D^1~NTCcbwr*gHU)V<8>NoN8~6$mCEf>088`)fR@Z za`X3kEND0`w)mE_rfxH-&d-s;l;9l6GktHt&~{F_d{d zfueR6q>0G*gkv=^`Xu@M4R&f@^Oq)REJPgSHed%3i}SNfBQd>*fzzFZ)A zXNH(A5&w}X6GSkCwQ`)7UP>g!e=SVGen9XCicFt&uOMw=9MMATCaH}lmE12$QzX(d zkj#5Qyp5Jlq?$Yo!Ws13^9;axts)5qw&Ycd6#dmy@=>Y^Ma0GnKOfHJ<3aXu1(aszJ~3_wV=kKXJ1 z7zA6B(-@o-SNh_SU!ZNciJt4P=xq?7A(J8XUR`*s@sNwYrCF)LPeznc(ncUnhSNm$Lcm0|B956zD&Nc>V95 z3c@P!jolv}?%r{_pyNODNeaqg)R3+Y5&Gc+DwE-8gYw0Lb=%L^z5S0dUqYSbSD62x zt^}HP(=yJL{pfKGvOg4u;#@}cE!3pz(_C5y^?%GV1jelJpHPMWF@paeU(0{IE(GQ7 zwH{JbJgjlz!p79;v_`M>4MCSR(K)6vtN8x9x|G@f`0A1)r9B)|taK23x1!R*hbv23 zd4976t2r7U&-hJ+2OgZJk=YJXL|DRZl(B{99W78Qymr!uQ=Q6&R zr@g7Dngl8l_7@pUVKV>ca-{zR%3<145J>>bUV9#%@WfcV{0rn{)cm~3tGB@(3U*uR zesuXuK|$gB|3%F3&%GhjmgN8LgNY51FiZ#-2x>D`yIb_|yR7kV`Vn-Qwe5S8E#XhC z4sA>wTlCX1trq#Wr_1`hNvBY>=1-^YVzSsIe_`TTW3%7kNzLqkB8!(l`N*d6jgs%X z$(Q0n)T7*M_~*^M9lDO=*|E5o)q)543>F8>n7RCIDAVyXhZid(ufD#={ixFQwI^Lt zsD~5+Etdwmht6VHGjIKxh=xY4TX{+0yIZ5~dwbu@)-uM>?ygM^;`hz<9D3fh?xw8D zCoP?S|Kq~Q@>?1~{_s5Iz|TPW$B!)3{>?CxKggfqEN4cM=<{puS8}|oEo~9$7k^Ij zmjDqzz&#J2r_GZqldLbuWh9xHwdPXRYcH7}A4dM&G(L^nC4b<;C=8j%W`F0sYYNaZ zba}}suU|9`{#J^?Rge`2|7pS{}2uTi+o|Mo%u#aCf6nfjog{}Oij-7j?N zPv-Fb)*X=l-$cQKO#A15x{m+)@*j)&|M#+sM+-H1U}EXxi<8dX@1LrmLsk`(t3EzH z5g>hDbz5)Y=03V+%^IVMkV}F5hGFGFBAu9;?p4xaVc(f9dGu%n$dr&Ahi@HdESTju z@(457e7wBETwEyVK^}{AjQr-Q4ATTu^~ECpku#fq{a*4tzO!iFym@Z!?r%|0xP0Zx zvrl-}tvhhz#*IC8{Smoi{n9z8VnWMQYE}Lv#^s!xiQouVen{-L>TTMGG*Cv%vG3~6 zUAr!5c>DTBg5&|$DP5a)F%MkZHvf`Hl#?8~2+;8@=*6`SzZ5WJXUdz0xb2u(Sz{q> zKY+e!0vt7bOWE1uk@N$?`%($INgsfTGRDzj{(C%{d39poqR^@uzK_;V)0{@F$sALA z^duV$o*a7_74!@L#YZcM?s)v+8Imsn%Qgkspgl_HVRp6LW~5)wgG*eKP&}67->nu{ zpB%LQQXdO=T?Jrr>iR|$1HO%x4_>;XblQhWXzqBdvv$XhW0Z%Q zD-;zK`L(9gpbzGE96qm+Wm#02-QM2LChnXKB9udVVA`iBsN+*sZ`g1MbCr)Y$nF+ z0P4xzy?ZyRlTE-V0@L_nP)`sC5ju81nrt5$OL^u_PB@?t;V{tX9c3WpWCRQ=526ok zM*nYI0M8_m@@K_iUbJm=azbO`DC0j13It5+g_Rzj?7KKo-`J>y!PDXB7JqoCopuEB z2XyswYrnz4<-ho8~-j@4H>A;Zfc+b540NFX_mL2a@kj=(h#jM~8>o zP!aGJm5!0iy2iWtVYY>f$ief9=BzHds$Fz0JSqTXj z45bWj$Z=p#yy4+dg<6FH-wf`Eh=?{6a`C&*!F!^fi1dIiQE5O?ks+>4oN_|ohd@jj zaB%ef-O-GEQ-fQmhZewQcibrxmYz4^*U+(FF{FO)-n|fj_yr1@7(LO)2Vflh76s?0 zsM`gD(0p5}DJF*B6%BVPB@RaI4341V`Uj4sTAEMb9CI7$cX z0fkbV(VOoWj$^3NuSLRtE3Dc9Fpia#HHvW=mfq}=yw7kNw&Gsy#ur@?o?+>B1Ns`- zwr}|MT6{Vx-GNePDU?Z<2>3mCkO-Da6&m#4|G0d-66!Gt`qsPs#zOt*eVg?+WX^*FcBNRDZ zg9Bc5-GUqnWQ^;!q<0BwLIpK=w{1!OT9~$=c=)iZPBtb%`c)e@=H?XpZ#QFUe57|X za_ILPAt+)y!0zQd)^}vX#*J)+q&-=QabSzPo7+w&CFx@|ISv^*5BFcC&Nr%zxDh!t zHa=dJWo2A2jGM77Vfxb0SZZ$*PeOb0j&I+-v~%w&`951ewQ8$aQ)2x2C1xlv>0*#C zoX4Z=sCNS9-|eS8gSLRH;ChbT7SH*Vfs!dDX}<3dMBDs0h0x17W4#{={OF}yGU^h- zk9e{bLTO+m{T_oDSPMTkH(SB1sC7&;c1<(!Q9;7yfAT5kIXl&LRL7op$)_*KuakkU zj#F2qJ8L8MRlwsO^{4D`>Oq=J@cfn?Z#NgzK+j;H_TGM|gSD{yftazHhJ0z_wKI(s zhjEr=w4Q$aBrxsx<{L#i8?1xdTDe`5-<|$Ym6l#BVDy&HefRE=rr2~1dISmu;}m1P zbnZ_N!6YP)cU%+v`0?W>>!;LakhZA_*7!G77aOi5CFN$4R;K>s{4>7K&CTIFN^v#H zbzSx^3kz$NSN^qZE@8^#Gn$)ao2?g`*s?hvm63Uzkj|QFd>oyJM@B~8;kN?UZ`kne z@4qEVWeCVg3{U1!erUj!XFn8&FAUIFChx$zHFZoSQ9UJXdO&z6_U$5k!Ax%OK_+R8 zjEu6)a#R!iyhzfuGtRR2v!C6iA7t zZ(okSv^aV~hyUqD>xC&tKhs4vZ91}h_wMxSX}2LH#^-w|HKWdiE#tz`XD?rl^*gX} zr`&v}eZ_l|$uaJ?4l@#)iJly{Ds)_a4BD&sJ`K0Tk;DU38w_=jP4=U+~K}q{dz>U zb;_fNC0%z!Cr;ZmiZ%Dp0d|CLDsVzN^|7HI2u$vMDUn0`DCn-Iug|l2GkHRK1iWT? z)vs0!c+QX*vV&Y)TvuIP*$TI-Khah*Nv%&as(O@=xCw?Vst+@F)jFagBir$juI8ya zzvds4m&}%p<*L1nCYc>9g>pfA^wcy`>k$g1;&=7w2fR+7K7B6M0hWoTk|b;=J8fB# ziRnfxb%rI?SYqE!u39w04>hq8i#;Cc29IvUl5xSHKn79Yx!7Mtr}%A`WyI3aWQAA@ z<%0JnynU-!VqEzAdBA7X+{LyC41|NfcTItuqvrUoJ$q{Tlq02Q8ZCL9?sm2zt{AxylI4Mcf*H{@o>-fo&0XT%zX4E>T zXGf`)qii(JqNNzW=y}g9_Z=TXc`!)hKP%R!xAUm8GzQo|FVHuc{o+ho&l=1vQAxtOnbTNq4MYzdm50 z$zUh_wb!0$kH)--yxZNKdX^AFvKOi(oQm9awwyVu9M$b(Alvv9FD%0GD6 z)z!t&DlaWf!%*WE>!%ky=FFZQCm+0bR=HUk3;^o154iTBtlAI<@@gEq?JPWW_%K^x zPgW3A*>xXP$rrk4NFl{rjtA1Nip6^yCs!--Wb@=DqDc zAO3sR?AdIE(X#iV#2mgdbKA(sxPwsF6`tGN)02dz6j^_d6FuI9A1QhL`ZZs!WhjymsYxVY@+mw?i(#uYLlTeH_BYa=PZl1pH~#q$+ArFZH`#xnh9QPuD(VIwXCo z&2@6f?dKGCRzKj%^ai0Xm5#{@5_r!N70qdzkv$7>_A$f~9; zZRtu5j)WPEvklP0C#n;xdCorUsyAkp#6m>EUU=g8agv*r1&eDTGmFZ6l$x4m(IR#A z+O4x~=V(y^vK__QPC<5FGrwi33AJO30_GQqRgG zvO11v*%xOFt)|n=8uyyiB=19K9=~YmRZEtHq7m{6qt{5a1U+5{3P>Y1-gbThAJPt1 z`zie z*gowEUvL~?pN+sp^ucVMtH?=>5dBl<&z;My$oce|;QDr`8Q!3ln>ycj-FDQc#$CTY zx2|*A?>DX2^gJB`3wr9Y!5yrDp_&KM(Kg7zw+-eWJ_fz(~`?;1V=h_DBXJXo|Tm>UR+mbe;(@rMo`jDhAb4!LEE zgE2B^Lr3UAJJ684#R>)ZvDnVeIgw`tg>gn41b z;TdQ2^*gR{Iagp@g5{@IOJMz^kbNniIu+>XsOMguM=ei{9V z^W0J{t|YWSkwatqKja>W#=^XC10cXT#p*ICB6Cqh2#GE`GPwIn*A{Xxv$1syPK~|) z`NHR!{vDReoq1%sd8IJx{tE^Cu~z@fC?El`U2^`rxE{sj^hcPlj`vS9fcJe9zc|rz zaZ(Kq)%uJ)!s==?jZd@b(c}=bADsLK-8nx5K61->6cykhi8Xm|QL-%yI;Q0;EN!nq zF%;rcqJiIRL6VG_DB-XiKDTd&Al^s1FO6tHNkQQ@dLo75e8wa4Frr0yAi-WIF5a43 z8M0`G%eRuEqBm%sKZx0D2C#v99KI63hM<&)MG4RdrFj;BLh|iaT{Xut>Md?UW7a%a z-F|>Vc?rx)9W6oLpy`xl|0hX}Op8N67$<25I;-NNiLP)&hSw+*GYIz?pi1hoxv2T}0Q0V-?gCDN?SOUgree7tpvvxp}*Q$KEGah|0!)6tfP!WkpIk$d6@U_COrk%w<6g z+jAPq(-U|Tlg0x`{Lzs=36Hr2vNk+AGjjyg97lm8T6eAC3lY{eVC25EcHO!mR3U5; z5J*$7Lyj7T#7d4daycZzNU^<#bh`r@LuGq=eDOWqou>%W$o&*gojMgdVD+V56+>cBorjdazJXqkav$p^xZ!2NNCPS+w4ZoMRbrU7O27T%T^h;S_ zTZ{e15L6N7>0DHA0x+o_b~!>3P&VFt#zk$l(n#IG~XS*U1X z@u&re*^3icv8ezl`IsW2-Dp6Fr@qgMT>ql5umjHh4R+4VP?M71Lw?b7@AnuJMs_cs zz`!^t+d5kOwfuZvM^#*-dfXd}Xp@jL2` z{l zjh{Gha>O}lR{31LD^MxUJp+T~SbyNdfWDGYe<1-QbpnN9%a<+Z<>#(JMrm(#<~HDs$IEgBpSeGJb`EF^)5 z5nB`ka7OI#2H`QV-i=QEMVmPDLK09cv3Gp%#MLWTPL8NhT#nhj35=%@48GywS$Oc$K&TGR^ zX+OjfJE~XglLBPkb~y;d?f(9StYB#nbQ7B#)fpBR#;;e*?77K0d*t&y0@e=Xs1SnH z+dCWuE3I~y8xli3&=w^g8HbdV)J}C;%&~POtjFo&FY~>B{~`FOj`44eLgRl9phYMh z;gLp@7$apu#mFcQS;k(HC0f2mOV2QHHp<9gi%vA)WEkMYp*S*0h7K6a5O^-<=t0xA z0~CdwqR<0>M=vWG`e4_)6PReHf@JiiBO030QA8j_i@v16>yI~&AmwF^qvNxt77Lg@ z9RoK4qSKTYnH)TH$S~h!MpV*-5l~g|8;Nk3_dbJI@PdFZlvsnPP7-d)qRc{Kbe0rD zBg(FNF4{meNuB>0z=J(nQ85Lp5A^lD0iFf8Fh*3C8wk4wqV+0VYs;}=^8zb0grsBo z-lx`9m8KjVNPiz6W)DuW+U6qJJakRe_GG*?s}JhbPFNe)KBT$8kq_Civ7oliJ*ROKkL09rAg&;c~Cr-nWYf#d)SjR0bd&jRMoCr4f*~M z+P@)g{XQ|;Lv4%)+a8YDpq+3AekCo%^dILC2yir{2KYaDM~iJP5|p9X--|>e_i9ry`nt0RA?YJkWm?A=chHlng>%D}me+K6(53I?x4@NHT z;^f3gG3(;RAz&+1B<+ds$kTMN|F^TG1$a*%DSn zQCnL(xBqKLl{D^=FX)#Kf&QBIMZKT7D64zOeS>Ljv@Ao-TnNe7hFz6``x8Ql7K~cB zqq(k2HV|($(=yWSk)nHFMDBXYAW&5ty?xJc!9XLCE>aO5>?kePBD98 zerFYT11CnF8w-QwYK+0faj1M?XqiJ{=0YQ|O!%vKfSYgH6OMXmIt?imoYdA1L8m<{ z031lXv8sb)LkcfKzw6jo&qx_-K&2HSDhq6}U|`o4XhZ{{>i51{@$6C2Gal5 z?Z%BA?wF>e)yiuGxq;ir=gT#w;}}?O*4hmd z?1D3A43P6yRb!S_e0ys&F?g7sc{PrV_=-hp>)J=cIfaoKW-lscH(lMibEiz+T*!GH zmakZ$+_ne5FXSZa_D+(E;_|Vm+nPjzEie!kJSz}9v&VxKuxl1 zAGv~P+jljQkrJr{9v5eu+Kh-!841RKNDABf@19PJ6&sb?yTfnv0}wkg<*vN10y30raWt* zkZFC)l`B{F(`RH;53sweBqW$2jnHn};+HR3qQiokuWC5Jt?{!c$#hVWLugsnfi{yg z1fjC@EOlPeZ}-sSU7L69I)R`mRwo-q|LTKJlP^$cfDQV(DcJEe04r_}QR-1x#h3ko z@1NQTiG}Um{<5?38YScmCQAAPM4>k8N9%r4K~gHyeB{=uq6@ra+e~ryUWIo{ z8QqMx##g1AsL{e#mVITQaB~trcKZ2TAUDS7LCi__-+baQT62TN2@9VD;IPyEC4rCjaWS}fJ?rwJ z!t-0TSH5_33h9tQ_J{SGwdCi~@Wz&?4vj@1;AeaeWB!PL?{+}-Zg_iBxNlC3dZtB3 zL(Ws3`6ZffJ_AxW2ZmhAR3J5R=6;&Jj11*6C>%p z5vSWPa;Vf*5Uq{l0qIM3&Ug{jHxf#5i-e6jhOox9kD$Q)fta723eo>vynf!uKvh zF?CI7Fx@C6IH`B$%oy(q7M2(|nSfmC{7NZ;qUe++j>;V-SvTY%=*6tzN1x@kh1j#y zDN>Z<<(cW6s8x4uReu)6CG1#+sRpSYoebVCbn`g!Hl#X6EM~}pTLhe(oT?tG?kZRm zfhaXOdn3ii@`s0^11f@E=G)UroV!ORY0b^eR9$j-##PDU6W2*j%eF@UAn}Wu2;yD) zKofl0ya?u4DhZyx18{FrV33nIY8et#&3(_=^-;?M`OJXk!~cno?DCX*0F z9RtSRo!HPF?!bJNU_mmn^$|6JRMNIxRfPnJwU$EJ&Wt5NQ)ol<(B(k{qB|;V-4%cZ zVQMD1RHP|V0cu`^sN-<*Hh~!->j7yBh<&V<)8FJsn4iJ3#Ijx`NKc)UlkDD1J;o$d`_CHPIxZr{mP8?rL=ai6(8Bc=akSCAJrC?mlXnHrO> zzC5@BH!g8;adK3&oJS&2o3#1J9KncSt#Q4=#0f-OVg)r=3MiINOKVVE(twji;#RX2 ziiri`v{OE*Am75gP-B)wWNdTsz&ut&FWgQ*F!<3_Q=OFB(qO1=T8iuEyaFgaIH8~u zFtqlINa*9K6~k2Uo$l{Ze3V`#VEjN|>ox<$Z4r4Q#769b=PD3T8kDrl%v!Q+nJ&u~ zEE#}VJ!uVjp}saVN)v~mX}tlPS@pxahQ!;xNTz9|d9j z&Ovx&@f^wvwWCL`!y!hYs`}LSyfKSAIg55Bm41JP!nW1^CFIF^0;2L}Nc8zb?gMN% zAaMjmX9jGzMU;Nh$e!eQIz)Yg+~U=Rz2qqJ!kSio?XJ7vL7)rLt9wb$t1+A06W@Z? z+b@w?3Gx>q)_=}}6U~B}6XHAqhV=Js&P~lSH#Y}yXMd06y|v2h6m1Xe`#tA7D_5-e z+&5l=J(AE=&vVwmq`e9xL9%oz#~wv2gAeyDoG-Jozn6K1O6rWGjL~hec?Y?0+8be2Ao8L?!y{v6BzYX3YY^B&>lTu0OI-u&WC;IW zTv|G&v32!oiKOg)HwFfVRW)}nNt`wqr^Yf=Oqv1 zo*>>-rg?C!&qlz#nx8;MMVX7pXU%0|;`gA5&Y;Xf7I%&%b(A?eKVPC?`)08r+_eko z=iY@uJXm2_MwER^mww!_5^IsHSF%D34QgghjF1Eu24i4&Ty-jM>vuv;>!}=jtHcyF zvm7NvJ-i<|#<}FbSzo?<`CL2)3k$b@$%c%&AYXYNVT&sHu*YZ8HKVA zrh{B)o%-^I&zr^JoZX@W0$3o*Yv{cxCP{1_S`p0i%tV$*k=%1}!ts(bFF(H`$q?c6 z7Yq)N%Rj=a{v?ES{imNie?A$LNjGGwC$4R%nl$gv_4f4i#Ot4Zat&vo&WQ2FRGgIQ zJf3BkjX|e`4XiozI+$nE>qA2#NZ(gRdJ-c`Rg9p}8 z*s=AS1qB5g#g`!-gElc9dC;sxa*DmSL3Dse6B--a>Ga(a^lbQbo1r|n1H>ruIhZU^ zs2mo~nL)AhzjH^2?b|@A*}@XqsIXW!mEuxw+rc&B#AWGxcSvq83xh--(9|#(?sfnY zKk`;MCjog9=~7~~H<{euec`aDX#aJ1iYS~Z9?Y3++)Z-nN88k&C_J_9E*7W;oJM@! zq3rO+3s{Nhv0n$`dDoMJMGcEA9{}RaCUYqi+0J#Y3CQI!eg!u%0$9WU-|N z0Fgm@-h{wwyI7m6o{Y4TGMJ&Oh?Z*|Pz&#Vtn_x+RVB$b8$DK-xt2fQy)yjPce%cUG6|`aZK#I5bg~p-b z`9T6UAw+6Vc?~=-`=QD7>Hemi8a?B24A1izJy<&LHP`4p9JiV1O-u@L@I*pMTMjb{ThG3_4ER!KvP)@ z55%xMxDp5qD*-tW3cCz*Ik9s)%QAs`<@El!fILe39%A`LiHk#!c)=shkan0rw6OfE za^`Y#+VXSuu6F1IEc?v1fQjiX+RNO0&zSr`bGzhr2DjP7-}Su} z9r&JGdb!un?JQmd={HwyS4O*M>U{N^ z_rQ-u5rk==NG0ynD-LizW_Z?Yz$bW-D@9=tkw!d1sZJzkSo=pCd6cB4q38q_dh>v0*fVT?}5 z$=w1Xq|Xw)GL)Z0BWscKMwxHACOG9oemai(V_uaf8fQ^XzU;Q1B0VvN_w4tBkJeWu zsHwn5D5AB;)>v5tL(Ga;9*m7wrU?)c?Nmt8Fa>BLdbaR@0XhJ4z2zfEOOW@spwiib zQ{J6~zaL}wv2r}snx^@ zaVK8A5$?YuH#A>@szJIKpkP*LQV9 zkK!0h7aJ*2qX z8t32yD4YZWsthndM-&7baD);861(<%9cc|_FZA208iwX0HM!UJ{W1G)AzV%rsA9H4 zgd7R9X!%yQ3;jAe2*Z}iA>g?V|23t`f!;VdAzk$g>?2VQD)iswFz-<`^F~yv9gPrx zXYJZQoAX`4%_AH|r*3{VY&Y4bUi^k0oBYwExK%i`a$6E}UUfOMC{z;A>h9n5O~~Xv z?Hbj#9qLe`Z5Lip@GxU!csK?IF#YW;a03t`AVv%K@$=KqLY`v*qn}Fvn@(qVAD2J- z2RjnM^sp5Yj~#t?Xl?Wt5lBZhV488o-PpCx%|ngh@Vh%I$g*Kq-15&vi0%3h7GXkr!<$LUnprq5am69JSrv9 zR8i4K$Gu@TrP^VjOo$LL_Ud#Ddje-rJDBR}JLO&>uHuF=52G9^FoY=rW&N_?9n#XG z-l1>u>*yn_B&NGx9d>8|Z5X;3lUV8P3=^KgG3_0-_Lc+XknRh3Mv+kOdg7jJ>@_Zh2%)Q~4 z!`};+b=gef5w<3s^`k*s0i@lJKGSU%Ir$2JK9;kx-Zef48-_&LCvr&8tl=C>=i6BC z$TTe034dOVK|lm8Y$9Nv0pselKiyhpuLijLEfVw+qZty0U%~qsVMsYAT@2%$rw|YA zBbniZ!8U#ybH~sTP&}bBx22)`h8oQlFokS0+*hwA(T?X7BEBPmPQfq~M%4LE3=ZTw z@tL35>Ymypd3k#)h3>z)ziL<@Rr4*TQ_xPtxp-ao#u+E_kb;vqPzckv#sk6PrLBv@ zxSNG|EM)sA!`Un>T*H@Z`hHJ|QOl=K2Dk=45W&5B$BcJUn5#i*BcnZ&`QEfZfC&5H z!^0Wb2}>(=nNS-OyptebWb>MNV&E7-dN{fEVaC_9W=VFufC~+GXuXzJqq;6cq~9^? zervohLP}))tc9690H-dFGEA*86e*GFx_~ga9D6V6rQwF@u*7TSGQPEGZU@yEAnl|2wsBTe0weA#M4 zmeUz*G?Ezs_p^F>?HHu+DEkW%FG3x%^Z;XhxoYZ>Av(1}6B^dSgzO%&$|S0#2LSme z)UN8bd^KXSLgA#_02vCoC!IyuCOEfkyGJ%dnPZkWp01OPXfO^01U|OG6>*(35J_NgEo{>A@^l1m zzCl46O=Hkarn$u|=)YfvYYnmdkO9nlM!UppP{Zj_N z)9~It)Ltx5C%prJO}6Jhf2f*Doj)FzLO>^|qFnnBOYLu&lf4`+*`Mer+f#0!Q~}or zKj%ZV)EHXDH@;dJ`amUEeF>Bz@$E!#P;e5E9k6w!rcKSc6W@(b!WH*Uh~pZ9=X5`|v( zlCsI+@CKAVgifn0g}~JW@YOg@2@)glp8EFti5TiFSV@MK+1XISxva#{uE$_unVJbl zh=LW+9Nw+>p<95HxlfAN3IqsHghH`a$L{46m+ZF6$eYlRnX!mlb@;e4v4%m|?$|Pp zwdac z1b|y4;_1%xI@4Wc%fS}lloD1TsuPhPKfZ{ed*xKoZ?^h>RgL*|_{t2AWfZAJ(XPN8 z#m|*P*wCCs(io@>6|th^PWggJAQTo64xkJvLE~w4^QVgj1~DWVXll}qPhUidtR&7K zYbTuJq26-V-~fz+gk&bs-u@)SiI_+YD6&!SaE{ zhrbq|R43MDH_lxmsn}Y*IzQ|^W5cyjYRJs%H*cPROGYkfW*h|Mo#;aO3u&Xa`l40^BFu)kuv(b?l`2Y5BhKb#ldwnvPn zVXaa3Av3tA*g=1Ixb&hL1jLH*Rc&2e4?CTjRK6KcT;JNO!Q(6C?&0wQ4zknQ6KRL= z#ffZfMwj5v;4F9W@hN1CAUeH;=B-)^49wcj&U>Sxqf|zvxlv$tnBLR*)C?AeWlDnsS1Mu92-(eF;lCntJ8IK6h*UNtlEO!X#3$_9mnzS z0;4QfA6=vPxuR^h5RT_@Mh0EaIabjP0xlLVE>DY0^)_{fxh^vJVDkBY{PD-t*I&@0 z7q|#%9Qz^lgU$L{mkkleW1mCEcG}if7!1uw!2p@Oht%8rOMNCfE0fHP7?->#9xT!&J>(cRFn zFRd~Xh^sQnh8ugDXo3!J$kJKZ*p?dSPp-x)o9gJS!KrBmo!SR5EFdVz1AW#C$HpA7 zE(bH!Z=o?E=#~ROst%f&nOWM{temJhMB%Q4FKPx&(1#ZcxO?{oR^oYmz4}&O-ot2n z=Tp)``gG%`k07BL{Pu0Zk{R6YVl#V3&EUt!oT%PLk>H%1a7GDwVj-Ba-103jV-~7AI76f zMJ^?sAkhO1`@QAUyuM_`8^3GJmJX}@DhhL%Ij!f*zy2qY5dUjQeh8`mwGO}5;UZ&D Xscuo&IqwtXPb3e?9ZcM>efj?Z6mYXd literal 0 HcmV?d00001 diff --git a/actions/waveform-analysis/data/figures/cumulative_bs_11.svg b/actions/waveform-analysis/data/figures/cumulative_bs_11.svg new file mode 100644 index 000000000..f23e938cf --- /dev/null +++ b/actions/waveform-analysis/data/figures/cumulative_bs_11.svg @@ -0,0 +1,955 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/actions/waveform-analysis/data/figures/cumulative_bs_30.png b/actions/waveform-analysis/data/figures/cumulative_bs_30.png new file mode 100644 index 0000000000000000000000000000000000000000..74e046c3c9044f9896236ef2b2aef710e2075376 GIT binary patch literal 76891 zcmeFZcR1Jm|30j%t93@97Lf_P6KPL+t3n%mbo0gVle5|bh^8psq zTY9X4o1@=SQ0%7=KYv#KcECW3t&8Wx+|o#$N5k%-dOf2(*J@wHG9S72i1|xU;&~>W z=#7!bM3seV6GS}{b;U1kJdowFO{=ZQgr?|5>e$@d;M^meQ;y#Qbad^67EjeVs@0vI z;tkJ^pIfj_y2`w34Tk&Yl^@xx*7D~+|5>^}D?#yp%;vvKLGl0CWp1ZuuDF~_%usK5u%e`-*&ac?2Q|*ss5p63O#q9>YwAMPRVzE^_Ih5Y8slJ7fuuusahA0IZ_6bOMI4~X(a!; zEV)!y%O5#>_}GC1XP;Rv&fC%nIZQLKo0ym|DJO>Z)y2o}zJB}ckxMTvMWe|VNH}rL zie8B)+FN!#5*2&APxkih^dRR&+Z2NuiM++x=;)@uRz90}(v^Gpr>#5p?1`+qZZAd0 zZ(Z%jsi)eqW#to323Ld6#X3y6I@{JF_G-e%n%I?hDH^E$Sq(lSBO@aiPO$E`SDk%| zD{s3P-3_54Kf34#J1=JFmIV#=t=x~o#purJTMD_;KQ|9HXH?bviE7G0ZmSarJ&9H7 zuZvIXRe4nS=EaMh??OY5v9rr=+O)~t%d0NMu+DPir)Z#{y&`5=(VAm#H94SMWh-~( z%J@*$ut7tj4%I*8Phup`>VQ{5=b6;buCAk7w{Eq)efx7$)3rNy?l4_`oxfIVYPc=l zGQ!IYtqdki)`jlW5|WaZW@0NNIWzfbB~$!R zCzilx)kjlQSXiiE6(%L!vvK7!pPg1OBXD_Ys70!9ur;UYL*UAL6b(C8X5z9TN-_2o z)jvCr-JnS`Z4+X&TsCA13T@%lTtol)+czmMq1gzH=KGs>2b3>wD+R@qg+HEhrb{78 z{&=iP3R8=(VO<<=q<<+ZFR!u>t9othwKU7QNn^6sb#+QuYpQ>?YkxR*rbJl@;RuV8{s(&_ayliInp5AF%LvZx-p(v&J zAnc~*RO9jE#~YLMyi$#u!WQPHPVn)m_^_y5F)-*`+u`WoAfIlg;eGO&B3UMb+L*}q z@7c1Zbhe6%i#Mj32ETdp#_~u08ahEc`R=k{9{G zA%+&uoRsZ(pSD9vX^!Bl;*xv(Vjcwl`cM%|vb8-+!mS z?kHsx61twZFzKIa+7>6gI4wfF!IPG!(qn3TTt4L7efjL$=GY!_ZzhE+Fu7kH9UY(I zVt3QhMyor`h|Wz8R<#$nSq(L3dzDJPJJTm$~%cjxP{$#g;-~Q ze}7-?Qu|l$6OCCm@sn_|h=^lqnU><_=H{8UV_}$XC$nY2zXO*6tRzq@iMc%hyVRaE#N^zc}rmfkHi8_zI zad|A#Bj&{JDAUx^;?n%I@#M8sN!`V?$%JBhIZS+_*`n-Ai=Y?OxT|&2aZ&Y`X zz4TyHn$pFK4_Zc5I!gUGXD6FXQygY)sb$U!#WlzKMqlU9#d(HjVDgRH5DK2I$8Zjbn|^zR~4&Ru6weoSH^Q3z``-&5G$H$VZ-vr!N3<2Z9FDe+ zQ_Xm@Zu7326>mg)bFKA9#>V9CuBWPwQaGUyf4!xzf3S0?B}*mCI`$>A@*8+J(~%>E zQT-O3U*GLIsS*L(U{Xo$S*tZW-uo7TGtBQT25eCOK19I^`{z>X5x9~B^d*LSXYA>d zT?Q|@ZDmmOq8E%&8E?$7PqQ9wjs5bR(Qx{Adz5NMVvW_ILx;Gm2kI%QBASPPw-@Xc zv`hY2P*4*lMVm8HL<__6X&Lq3#=sDd)McC>m1jmi46v;FZk$@+2= zy;WlC5aY})#?Fx_Ir{61`-2Cc%j4LvljK7wH$ME8voP6Y*XgY^AawJ|9%bfT#9TUx zz3Lj0^afu}A-t$0>3R|iI4J7glTvqGuD>=`ZPvzaW>m*qSy-eQ9Dd({+v?Qa@yxq)@nSh_d7_lFtY>aG&*q}%99fX7@6RBFRNmXPV;}eX z5gT{~fjWD6OkzYI?c&XDb)}-Mj*va{Er7SmqXiPo5HbeX>iP5c;K9FM*b7FB zOG(vWDDeu>ihk~yffBEv|6{p_g>$lt288@YVW8o$16vJe=5WKoh2M-;h(u$Ig{CQ7$ z(Sak+erkxD&e&WAd6-EdN}JEA`+K0>;!JlS_r-09p<9Kf&n(PNRKXMWDUwhuXg^u) z#^4kYtrX7}Bduc6mK%Ha?)u(Gthr_v7lC3t_i$biv>X5YdmFcYL#9|*bs^(BL?seKb?h}Bx8@T(Ce7uq&)z+y{rNxP%yD|_ zA|oUBvfXe|jJc}8l&e+zc=p$GnHc(Xixjv5B8YURW$!bQ(QC}RM9-g(Kw=KFE=;WH ztBIbdyu{j@e`oEMFV4M{M-cm!VSb(>qa^VwulWND_-sc*7pFVCEVZ(;v#Vd9T^l|= zHq#y4U!S10=W9ibGG|qSMfZ1waOuE+#I=PB7)1!TabwTV!bjF+bXXevr`}lXj)yO= zMOc`mpJrXaRL~FLE}ufp1jC^@g4|g1<`YG(Gb)i=0l{deG4{op11?PT*U6A@E7uo$ zJx2u*|9z7*v%a6ObMAG=2?apn)5+4hdI?ug-7Mda%`KI8KrTLY`}YrKp7-n;AOCh7 zDcmg~E^dB17MQkYFs;q{v!H;^*PRo6H6`s+#s&saFrK)jg<vZE1nz>ksMa7ek-<>c+Us5 zhBlryhqnkd{3%@kB?H$v4<0=CR?I8aQ2NmGqf#6bZS1>}*pUyi1Pwe?F_x1u6HIw{jHk0oGynB%m6f#IqM+AxntY=coOg?w+ z96?pEVMNegxG_OC+$PNtf&4bFTG#v}QKc~@x~nWW9ue?@^B--se{78!ZUMoCBT)4znSJ8t}N=gF+c{QqN4g^UEdVxIG-XjVr>m32O3i6 zC6?H%`sAZs?Qi}19Fl3(zc|6ai$(S7;^JbaMfYQpvU+-M8nt@-hzPTe^c8*!YOxwLC>SQ)XQ zrY#E}jk=Z=$D|lDU8i^U%9Uqv*K?u{i9NpAlxj?Nr+upJ!L~!cy1RXzPLeps?6y*P zYt2yMB?!9zKWZ_mOr@X{Ji> zA13*T8%&F5x6tv0ns*fWxm#IS$R+81tBzJ;y?^iCe1A9WV03CqDM7Q4WFM-1r!Qmt zRiWa~ckbS;XW`}75-AscO7Hu=f^^`_oU!lx1~pOM2x^rcSvJlufIG{C=3-jyhXsx6 z-=9TZ_KT#`wjOMJ2k_VXg)um}Z;I{E!Gi}|?oc^9J6rYFN&)f7Snz~&ee*X&KyJ)+ z%tD+9N6hw%$}y;6s)@a(goS$}m7^z$G*o5N=BUR6e4cB!Fi}U>{8UTw)v4p(0|@Z~P%t53S-$}|&tP4zCyNBNMKftcYUHQiajaxFgz6Fz7XD_#rFW!BZV?Slkmg_j%>7#zi{O5UK$dUMP zpN0APMU{=0N>F%Lhs!Wj$#Cb*kCu=mg%mcCf5$U<=kY7&$?9QQ!nYrh@XZ7O7kqWv z{7vuPDM0wyzUX+#LR1h}P^P>EXb2d}zn}tpssXcb@_P1Fq{YjR_wh=qrD=cJ9&On2 z{Kbn|st#lw?FB0u##B}2!&Ln?inf3+sL~U^b zp6K{2FWTJbI7?PI{<gb}O3Mg^=3TeEn6Ny#PH2S4<4VS0hc`azP7P*R6YN?=J)@l^t|@|of?T(L zU38pocN?9UNSU#TkdJ(ZXc_?q!{0ra&ngNC$T%v+Zo)t=>v}S1qXM_BW#y0Qr*7NY zMj{N(_Pq6yEL;L;=B}GvoErw%I#7^4KQq?fWSW;^+wJ-nkakahe4ZlGkWr=(CxBe7 zm++#mi6jbZ-R}XBmqYsjpUu#~y|{pAc%(|YS;*IyCk?A6NC^ql7^x+5 z<;s=hTb&aAeHRIYN;YodE;x<6BNZf|43L(rpB}IM<=HD9)1V;xA>M1ty@y1)6;5ow zKN&Of8Ujc-r{4D-fF+eQlR#L`J2sDXNm=uVrR*}R+ORB3m6dq{#-ag=hBZrGfZ%$YMTM`eOykke?Hq}c(79?lCV*ncY`OrpbDpMDVv9dg+ zr6xpV1EXc9Dr)(P_ZkI~!}-r%;=(rv>J!4O(;Cvv-%4?zxR)C2`87Bg`}_BAN``Be zrWE7%cVGW}nIMz>{O_H1?!^xjKTff;vopzsc|x)GG3jMN(3$y$cIL5grQC zqk(Jq*O%v2&9#feBv5nREYFWi$;r+>g%qD+($Z+g^kX!C---(o)73Uab zf|4&uEAgBCIFl)CV_}grx8)Fg4vGFzE`pwA2O(RKAsSL97xtdI2~57e;fPYktpGB1xIQy+1S`nF$k%iR7o~Fr}SMR#Xuovs@2}Q zL@Co!pD?rtL{dB^2%8ep(y4YEJakH4_F`{c%?aW}3W)g{xC_@H_?FLkF&jhB@d>~Z zo>BZHy~6v70BO|$kf`y!KOi2TGx_SfvMo5hI6W};6a+Jg1!`+T-8@ZqU*-18uNW=Bg{ zL8R)|WyjqDd1UDv#3(}#OxKh%bcr=b`*vHC9rF|A0|ySw&X1K1&Z^W#E0tBh{sM$$ z1==>N<{RZvN#EDv&yVgYBJ>eJOX zO{;D3fsEyf)@23hoq5$)8ygKwrt9AFH!0KsS+lwqP{&be5rPR>t1)MC0hJ=bCJ`-0!pJsIn z0AvD1=+I1kJrQ4@GkNzHcu$m*r#zb8YuxP(AoM=LL!UoiG;U6pwdg9X00C8l3XDs? z^88?9ipA%I-BX-N6FDg&w5TF@JlMyk{I*}XwQL4*=4 z7{tDhAkO7Pq)8;OUhNCymm|lZCcZ%ii^a0CbL8RS z5ky6AU6uugxxg1z!Kdv%m+Z^S@&gl7G<6>C>Iy@h5`~nE2Fg1^;>o_fp#LNPPHL(F zHKzz|E#=?MIrd7jva-EJx9#lswClT_5SDJ;rV=}W0IpFAcSUU8f8@v!-jGAZC4u~D zK_EQcYL8ug|C)prnly`UX}8Jti)1ysgPl!iy8HX1fB!ZUocZ-!y63AE0s98Uhp(Z$ zXk#mSwI&_BMlbxSx9A0nT4VM5ix+h2I&NX26o*!8c1eDx`Sey88$mrb!>v{-El3#0 z(N(Z6qusMdpQfWnv}H~qPPL(W*GS&dV%Cn#1P0FHYgajwx8d#60+&P1t#jKKX_1F% zKNH(=?T<8oH{10sin79L!(;%`NuJXk9Hn$Fr*O@-b|e@RLFkmeq8C}u) z_;=l2KFbIVRUnZtncz6YX#S8BbtiB^k+HeyX_}(Yu&`I((?B>E(C9gB&HTx~8zVR4 zDi$UdM?vvk8F8sLUOhNuADWKnd7uv?uc`S4Et{Pnf?%k9uw_1M)8tS~G>9o>?MwXum=w|k{~D|xYzs>Iy$CpwLl+~9fWI}YP^8THUhLkDD4h9y1`HrqaC;$YI8#{ zuV8ndgKRat?a3uV%P1Yd=D}|9%PmJf;__KQZfg}mvD?Hq8b=PGxUZH8f^-Sn^~^{i;_?9mCYzxE4awGQTeZZy|N0%E zPKtlZshVzfmb7+4MBFTY|2PYxL|O1}?US5qc`!1on_Hcy%0;&7%!GKN5{)KJW_Ne@ z#MwsNtRJjt-Bg=1D}V#8e-?&(1;GoQolZ#}k0%I6a>f5?xQo8oa)TNzh*Mg?&O3MP zcndC%|6RDpRg^pHx6&KgeKx?L?0Vn%1Z4gmme767`eh@h*sQOkF=`#@V4*-0kG#CR zf(^2Zk2_?s7QfY3W6_ysJGXCtLoa9-amk0}6-o^7fp0)P74$nTE!ao}oR)Q*9XG#f zin?Iud;9Nj1ezjLlb?pHzOl*GNiI!30~in~cKAd{e zN@+LjZgzaUzu9%zO3Yy?tk^G@G>XsYK3!On*@T}cZcrmKPYg83aT(TD`FmLXi4RE! z2}EKouBEi(a;oM!G_Vy_$Yd`CMh{WjpMWlabab2+W{>moHn8xTqCto9NWUf13Y=1E z7&_IY8AF1s&)(WwlRqB#O(px;^KriKO!@(rybQGfS{A)7k2!owQ==vASgvQ^r0Eza zOC@2f;~r+@GT^#OBCS=3RZ#$6q~x}Rj?$+2qJ%^xI4dqNb#CLR(6y!l(5rW4&#>rD zwO8W=8tUxq)R~?l3_9gj<4}}3plMWc9WoF)O#6llYqsy$;r-&p3lk66qR5bca(dr& z^Lu(hwiigj2clbK$PGN7sF)b(n4r$G1HVYRJKo3TiiT1uHFY0+3?dP^J;!HTdwaV9 zxS3Spqeo6q8T&RI`O?T2d*cmiDiWkAQE8DgdiW5M2sV4Rg{>2awhUH1n0KeM#d#|%zm(wW=bv+$~9Wu%GeCmMW zQoY8`00N&1&|Ocjnqj6LmU^;yC$hpx z<;3$~+-lLJwd(vzeXTLc9WYVNMwV@?k#|miDrVd=M_EHdLnZrm0aG?>^??mFH*7YgJ~SR0HljJQrae>ryY zJcyohgaA6lf`)h>zZQ|iKEW5P>Ox@8ZjSdp^;)EqEeI-~oSNeCFrPHkD~V%NewdY&MUXgR z6%)EdwA@DJpzD%xJGf@a&;;lnE|ju>gHl9qV(+AvcU^Z#jC0CLR}MJ=<#2y|;MG>! zZaQ#a2U`rEJ$qK2=j@C^@>t21DDB-sLPD5w0kr|O*Jzcibqr0%FdI6=rHDsv`LjxQ6*09AuM+)uZVy2KY@ z6M_wAEECm+^914li9#;N0UtQ6=D(os4J?-`TDN}v-Xh>5zL4h|>bUq?3+n3Xsz;6i zmw*^avb#}GRV4?qRgq{Lavf{|$R)N4jz9S(rd4n8XaOemxwx3I<^JzqzqHZjIF6#k z#HwmcT}^v@bo2_*CPXWqbo~8cL+0&~H>9d*bDEO^PhE%hJBO;)ug_1T)Ur}Pe*8F4 zJ`xOg@n5_Ln0u3af*lV30k zVtKf<4Nlg~)`fOz*qF}F&7MW*NXTbd8&lEo$rBeM+Boz#d^2k`6K=xDt@{ga`s}hN zXs3OF0mWtd?I7j9H*BCS0x{cLB_r$&S(V1Xi{o+xAlfIdr}gCx>Vh{BLpopKVd5{3gkB**-VC8bEJE^g3)x-qR|SQVsM)Nz*Yp29I`x5%GkvV zz73;7TwFDlxzINi_&Ux_`hEA2g@D6aC3b)i)QCq!oFkuOXC+s6{=$XESSMgLDY2CL zpP*1(*^xwUonu@kzR*Yb&c*^=4cfbx5r=kUeq129ghs22|I2k!nkqAfCN%WWY!op26qd2MXpBc@R4`t4P@2?K~+^T2~+Y&@BZ-xzJ7 z0ybTwYelMm>-$inhVAMaF+F?s>?<~ne*MGt5U;8 z!aM0ipW|_E1gU^1S>;J!=^-zHXC|dcOOjN~Naf8@i$>mze7H0n@D+nzB9u#6UG`5PnCe4KBg2F4K(X1z6DRD! zl2rph6r>|^KNdG%V`^%Olu*WIg7S9Dunr2BE%8Vk6xtV79f0ziFMEM}fZu@!rJ-O6 zks|{%nn9EXmU~*_uAqD>*oGp*gE%}gAgIxhM2XfpG*s`r_x)97mE@aGBd;3nHiWj- zw!jy}lmFh+i8Vl7XqYg$b=o8&lMrYFHPWqD>~-<#bx_&SHM;p}u%hh9swEseVQ(Rd zn1fuE(rZD#{Pi6~fPIZ_(Nud+U4(JEn!{`NJ^%R^m?JI^W!w@4^}gDIIJK+*j{QVN z`ro-!lEoaXPbiQ#LYkv%_FO;||H#&r*5+jKRhH@>kSJWLKfFt+PWU#Ye0*9!ImHZd z(}pek*r*K$%Zql%2!tRdhtocP^5k`IRrodUy1m=BZIifo(d?>|-fal^sI+#mULPo@ zM}ygb<~hHONmiZJuQRo%Q=|s>{f3@|H^!~>Ao{rwubiSTVL$#|iI_)6m`QVb2oWiS zI!Q>lqx&%Qq!|N0qqquB_Dg~LU+E~hy1KsN`?)_!A6@3i@MaVhQT#STr(?XZs(oNr zI6Uk@TkPDmOPA0rNRYtXYUySl?c%RT1?+nFb&8A^fHT0 zn#*2>_(EB53=Nt0K9D&#S@j&{;!+sSnY#Y6O-JMzI%X%;)!Qt!02JcT&d11thDE5K$wz5MX!fN!FxZDUNgYww1eN8XcPV`h1 zm{q9Ejzw%Ww0_Lifr=%}O$!oNli7{0;1d4s{_I+=EgMJ|7oBpR1@sUV)oiev(S~TI zlG4G|9M`&nWCVSrk(K9$nei%_6o_=Qe%<1N`v57|FK@#Z-lHTlHiG-jWCwv0W|v$D z@!$knM1Fi%K6~t7l#W2#T|!DqiiZXG0e$EY$#os-U+xQjHwq-FdG6*}V;?_J?mTsW+Nf55ecm$y=xTL*BFyXU^#tALE zzP)+-wkA%Ezd&?)0|_}&TwtIT3K%~fA$=`bRArpW9T$jriHbH1C0S#@Ax@%Kq|^c| zp6K#7ZJap$l;q^b4`GNcqzls0*J_G@V7Ig|#p!Uk7>sarhJ~J7a4^XDQ&y+stgFz* zBOE8&P%HcKT6+J#n?O`ZA`WwUWZ6wbLGv2{hR#2iADcypUBZT$6yV?%T)1c@G0%&k z<~+j4cml^15)u;l%zxe^B58bWVz5a`MquO~>9mvJ6qPL_ypW83z|iZsz;Ns{6Piqs z^~fiYD17+r#v`OsP+Sn2-sifVIBGx+t8Zu|#{q3b_X$ijTZH|DN;VAbHl3Tk?O?i~ zu!(_cPJgU+27+R4H9{r>Nc-{W{v=Bltr%-$H^`!v847D9VxE`WoGC!p(cnQ`&B0EP zjvgq_p!ULA6a`Um{V-Q6q}Eu<8V)U#2;_Z2fmBVvcjch9B&=OQJs48GM`cpi(zCMq z3Gl+MY78L2^BygH2-a`BaJM=QJ@1hP+WVGVs%6zycb|nf5>+xdjiTzO7qN=@ z&iDW4z{Am_7tjDQx1wF{V3GPjDNSQHJv}{1_~1LW3~uk|;J88>2}rpU=vqV=H6*&$ z9X@*00NzN5HA3=Mi<7AD#cBhUww3$tFQj8Y#zy~VsEv3g;<M{&=7!@Z88GY|l9)jqRV8h}_7aO5~>Yq)U#CaBhj%Jay2&V!4YE!e8 zF3*j83gd>vLNmR)kg)Zkhfxh-`)h21a+&Z__Wb<3WX(k=II(?1i9?cWH5VGB6#zn- zOx$mYij$mXAwGq)&xq_@UsM8yB&ZUx`s|A|W?27TqpvF5D{>mis0YCQ3Y?PEZRE^`sQb>RASvN7)adOaK-`31 zA%OTx72jwnD|I2Q=_lT+fbPBc<;zb9SqJt@DNU1yREkAj4DraoulSB0fS{KMw^4FY z@7fiHdOk|hkAt`!(a}G9_6CTl2jvP;ViAu(iwLT?f~~?vV}F@~W2}K)K)K!~KM&wl zO}c?lf1z7=8HPs zt`aaZ%Zo+s22 zLM0Buy%Io5LyivRlvE&}0*;h$#8}7x_rSU}CKAp#D}_n!A^J0E-j4+p=()aWb6!$2 ztc_uJlsb3rUm_|%nrKSd4ax(cN18CFhOPDvj*eB1eM_xdPLMMSYJDxV^|ztf9DK$a zJvKgG4QLbv^J3!S;%ce4FAg0aYH1R034wN$l#02Fvxec-q@4(j3elDqgm?m*o_@zj zqL1=o)*RciILv4i;$Z_|Wxv__mmbL0L1EH?24j!6PJ%^U`z=V2zkuKG@Ac~qa14Ry zhUD~W^`UPkS}(}qefiEEeY<&S&6+i@klSGxz99m-K*cgUj!J&!=BG%{$k0a-Mr4j^ zjbcF3Tv|nxXhwX{;DSQqjl;|+FY{6xxU~MHG9ftxx4?j^qsIEwzR` zD%$!JIReBZ*>@bwOStr%v^}(M7jH47K6d#GD&0EBrbg?AM@WfjVwi_0N?G?E=M11l zKtfT`Ijv-OtNVK_Og0+FB(}tM7)@C->w^Qk)Q9#g(#$z>3P_~?o~vsgA-S-qbSjKc zd6Koc?l2-tiH_=Pi;G_8zn0i&N{883`X3=!C1WihcW+~62q1v5iL zrGg6obM?>xWpX%+tT3`IVb+gx2?_`hp0AG_7ig3g0>AtUdTk=4e=-lZMzAX}5*qE! z%ZC;NY8EbPdqgv|ekwlDwL4(~RX92{PC$(DG%NTQ0$C;yv!X6OJ?OlU;TJ-sw`D)E z)bFd6!w&}dg+h|96y(tA(EUCqrii~KXw25cX57R0t~)PSVL}op;mtn(zJL_Tg#&je z`#KmNDNRmdfBT7o5S{n|rvSI$;9vrGa6m^K-6(O3kUVtqUCGHsJ#1;?2^D@pzP)(H%AUiZrZ}BOU-=sGHNOk zYFZ3@j>}yj6)rN@vL4`9>387xSRA48bq^GB%mfp`(IOccKvK$vX7FiD6dr?X(e|Ni^0 z{OdDos3Ft@Kd1mT21y0qA33`au0tQXQoFgqG-5Nvq{xXaz%i*AB6Y@I_o9MV>aBb? z*lgU0giiQpf)l`i#u8m4tgPY13GfI+9UWxbwTB1~crCh4Wrsnwi)Mp)ri`3ADlv>& z4mFfC0KN2*xdLt#`?Vc?baI}E5PL(XcM|c{UV+>1(V%~asA7m5 z29V$r$@sJCCnO8EI=}WpS6056HTyMkN@IdnKMoxBeB)`8M<@Yd83$QQAKI*nM8;o7 zs$JlaK0m#nggF!5h8B!q95AyFOVnEgB-?*?t57+z`k;`*daYI6SEl8C=BlTEqyfEe zfR2_`)_Kl(B!Bw)(tr?>L;w2acz3rh_*wZk=QokQGHJIWp;tMYHfM1QKCTxeeL=G$ zJda|RGXEwUmG7*Ib_nT=1H1QrOgTEmfANWxpG=Yi$ zMaE7N4ckyOq-Ygyp~De2bivCDAMLhUn6)BbM7I+Gj-Va#JpiK#u zI7!Ara-V?9l2aW73xHw3A+%#iKp@ilkVCIv!-a~UBuxaAdH>V)Dv|% z&gd`|78MavO+rHA87N4&C64_?V@ui<{gRER!&WLq9c3q^DV9YT`AQe*`Y@UCAYh7-y7ib zvdDGkdd-__C0)zK_x5o}vFYpUZ4XNq2^)DbekAtzQGHF_8;j3(ofB~hyYbq3V*&}CL0oH(K=dM+K!CwApfHC6cm@8;>1WucM)g4`hGtVZ}Y7$ zwG+#t@Ah%(^$9x;Taje&FARSW*3IzjnZA|TqaiVGjCnyW^7Mk)3 z)fYR}i-3}qIVmYAKc(d@489dgLvJ*(3zOUVV&%|Zl)RW&acDpI;>T#=rN-=892#C^ z0q=9vG3@QzjtJ#76gQ4uSw8$u5pl)Td9KN8wiL+gYpS!7l9Izjw7OuQ#jxYBeaTA< z=*oXTi4)roGBY#9gKd9375nMD*zL^GW`FbMF_Y|(qSH7PBpbZ&+f6uNW)Ta%>CafI zQGNgXcQcFcxF4$4^oiPQTBrp42Ak^YcGs!dsAZ!yBjz~y>=MgEPtdI^ptVzlRGkuee{;l zUv7B3c2{#4DKrONNk5T+mF8Ofv2}63N$yP7?Vk@Be?o|5YU_mrS!k0x7MR`}=KnJ) zI?i3`x^3sloZ&Ek6L$xprI%A{C|vxG`tU7p2t{voZEX>9B|XDJkC>K`(Lh9*F!cN* zkS~5h7$b$Od82-KA;7vOPDrxjknCy8p37vXP-6@W|NI^->o9}`unKIBTISPLT7VnZMx3bOq4<1|`msvU`w9qRf#=^7UcB-zXrVx0a z0SyzIQ{3FrbJ(>f|5g&ZlY&Cn<{MYtClvl#Fw3gcZvF7UU7&%Tn{Snzl)ctpT#HTe z>W#m&ywaB|z6*?%PS4im(YMWa@pN2LpS_X|`L0ewH~1tk!?=v2ENH+T4z~xJVX#O| zN$!yEPZkrIpaZ=wFCamV+=*Dz!n~!qykZ1BiC6a6rJ}6XiMaG%&n^)I`h4sp1x2YO z7Y=`QM2e7WP+Xn?E#2|X=ej%WoZD&qEkhyVBeAcFs;V6#A|mV@9NVp|tSYLjcOpYQ zf}*n+k}(>TK968*g$;Vabh!1cJ}=lgwaAL$;JW+oG***vvHXg9y1FPB{a>qIjW;$O zTL}sH@$l>aK0M}$%m3Fue1^q};)dq1LpOg1m<>}qL7x&)p%Vl5B_Q)-TsV(#yC=kL`=9%NE}Cnd%H8D5@T#nPN2qx5s$=0g z|9{=&|2M4o*Od*v=)>PXrwS$82#&7Njm(mSb-Fk7`Sy2A!9Y3Fi&J?FP#jANEX|J* zmvwY>WM^ah4;2;Fa_}7aw4(#%@?(qdyo^r$X-+3VNd)k%KHh}l@VjK$^?)RpzSdlI-7!dN$jPfDx@{d-UhA9!wvMe_Zt`(kXZ771SO|29%qYJa?3Fc zCZlt?@pC=S57Vg6R{C5iJ{FDV157t}3+;x?F{pA5ymNzw%kitvW&jo_f#K8L@Xvz&%bS6 z_vqN__ilvY-k$-`NPH!yeaY8AB0chQ9MHn)dsA&bo7=ZfFHU|R5AOL1^WW>ukJ0|>rL;Gg+2hQ`w&df~?t9ObxoKd|-HxoL5=>a`q z+NIg}rB{3s4Fjz?{3baQwKQ~ef#Vra>2WE>sqO(Uw}54o5o9m*mY~nx9Z#vcmpRw+ufI zp4S$D-hdrPgiD2pqKLfY_tw3YtUzXMHY=b?%6z|VTLKE8da!*J6VIjjj?>@%ac9$J z+PsLkI2N2qp#x3m;UJ_wo)J9%i!p&{_c~Vtj*H(peJ!egNX#gvR#M%DX98Tsn7Lqz zAj4%UCc3)1roSrXZl|N8D?T+H_@@tFT{#`}>x#H;Nj!5{MRpLPv`#ez;Pc%i#$ zj`@9yin&X*ox5gGMQ`uEl3ll%*7vf zw_X6ND~@El{5tdQO55U$H)_r1wF=N5!}+ozsI1)M+OU3p0~Q^gJY=gG zRcTSlMJ)kQF2Ce=zw;Ca|9u3U40Z70csOIu(ZdJdgoPb#9SfS0luI17|8Zx7dtBhH zugA@yoYF}wLk-kn|PfoIXv{wlHM#C{F#>mm_{dHju*ZQftB&3AFbc`eOm!XY{rH z;%Tvz6F_Uzw6_7zXddKeH54T`{QQ6 z;Xf0I>_m_h$J;+M`{N$<$7QkLT>NuBX=M*DuVTcatCl&c;qC!=UW#ZPDpy)C&5tK1 zCld#j@iB&f{Frg}x(rnoq2G75enKI>&)C=)Mxp=>GUb*nyVRVUnpzcKI`Z@LGpa3p z*y{9Oq>>-=CYk*q@~4lQweoxg!$O7ZrFBW7N=kL1{hdt4%*u&}5i2$Eh@X!WK+h@6 zbALh(6ZY_?zW&3u#lg16;AzE>{ps{n=wkQD##OQGrKQzE-BM9k$J3tqUo4d5Sy}Y= z5Do=I#Kua|9ePMSP_)j#&`=BfyiSun^gE)L2y)PAB9eDVB91m#P0_I@>e=+sP?#om z=bP>06Brq!`X}$^&9t^PV#kanBUCoiZrcWK=wzlf_)akvrQAFY98z&7=zK>U^$9%9 zki6vmp9*Gah1x5TD^)sBmetY;$*1n)6rV`l;ajfV`2Y?X7h^BO?TkuGr)8yVqo4@$ zf6jgSBi;sR^syQa3k!Q=xUlfw59qq5_@{~5I3KX0+@5LYd_YCcjbi@}3EF)c(CGIx z63RVuN_%W84oTPMEQf|0VLd~v=ao!Hg1b5AJRj3Z)2(swNT$cF{3SI>=6iJWBFmN=cA_b*a;*em&JVHg{(6RyK4{-R$|Hu66dWuqda%=D# zJt{0pt$8fZy}7qA2<;;!V55p#!SX_wS;qax@48{Cse5gEZZ&(<1^W<2tG_8Y-Xwq6 zwuOPkX@knw=iCRK>_jDioRvA3ze7VhuQ>TNDeHW8D>k%#0_*F83?6lbJXqot$s z1ga31={QyhLg-OkpxMVwIt@g9OmQRZ%jiAI*L;H}syl6h%#HhK&Uo8vl{7y1a5qxx zu#!I?h4;I+Z?!5>vpMH5&*4!@YkmoT$~8qv zk7%-6O&zRqm;JIAOZvpboqA{%yXkV~Y-VGRk-h}o+K5|%R$S)CtR7JP^BM*LR&Zx* zY^-QJlPy}`UlVZ|L5k!$w2-@FHIH~QEn`w-ae-FNTa-4Q2@w2}Zav~-eC4q7)Orqv$rRj0 z-r)z@ww2Vz%FwN)2vY<0lMe#Rl8&)HibL_wTeU!rqr5RB*#XRucIKZ%DF4?xs-xq% zQ#tWHjYxqz@Du~hqjTevlhP`U(}Y9$B1EQ#*JXWGuaEagru_tCWtf{B^fz0GU+jz5 z#A&`G!+@}3JnRAj0_`eDPY%EDGBDc`1qsFL%$Sz!lbLgy{Yq5?txrGarJ!KjhMQKG zm;Z-hw%qM!iTdK`z5b<{;H5oV1%96qXVehD(J+Fb-t^-jpLud>sk0FclWCvo>+A3J zBQludI61?ZDjC;}uCIOfDDNY9=u-Xj&QtlvAo!=y{@|tg?r_U*7cX79r0O_PGm_>! zm$oAgQlMhAdw-$<`4FV@?~`SYKmwYerBN)%jr+ANEwp)oO`|u|UcUBvi*pyOn)pr4 zzi{44;i^czA-!JT*M!P=F!B(^ne7s^l6|hUCJ)eyI8CtZrn(L5*ZxcOC38B%aUY~k;dhV5ZJbqjxIMuv^V9u?MJtF26qPq+6jEj8)PC$8HgwFjw9BE)-huj5xk=@8>PtPusY(HZANRk}B{KbN4P#a8< zuQ=kgE@RMbO^2Bh^~VI!K@pKV{oN*ahnAL>>C6K9u_Ls3Bedo<3QC29Fp7wbJg%ie z26d4&TJB`x3sH@`Z)syAA1z3oJW}?hruKZ(zr1@6M@g<22F2l!}=cMOy zk576`_jU`SB-Mg6Y6OfjPcEKegoZW0CVDEQKt=D1a7t(!dO)ixB#pip4kw5P;9&66 zvhL^Fa1_w7iF`Hx`sq2#T~f6ybFF3v{=Ff<;eIvy<8l%V@O8G5F4e3 znmSnxP!n-ul|nn5WYhX{I^4!d;JNZl$KDPLpTM9m%-HZPe?IVBy`F|vG4>*YE5)-2 zsb%Lw#P2uKcc0}Gu3Sgq((ozo_wv}7RP`>&kvxQ(Ew3rZFT0&&WG)=nk{so*P*O7s z6ILk+T83I4Lk)o%Ody%KR!F8BUsosgtlM&8i_VjPocysoWRNf4Vpo_X%ObMPhZ^6m+%AhDs&=j`frD%L$0Xl_ZNq-O2sQ zYt!kKtLi@ZA3q&tJ$(Rc`}(gHDl?z5qDB1yklC|tatmE2GFnO0ND;ARfcVcGk;SxD+6}P#a zEaW>#M&!!AE{0P0=NQk*e_i&xKF}sR>ybK1`3%2SmR(`|BFvDgucn$f0>e|BDKe1z zQ$SHfT=>7GWC>$QUN^cLTGEd_=Y<_SRj>E`64MY95-SJg=BQmO3X5sZMH2+ z@hk0vnNdY6YI6WA+z2xl{PWCMkigO_gL*8E4aLstaGY=sh?d1<`&M0Z-}Cv87nEM% zp4w-Ym)%8KYp}~0%llbd(WdQ#WS4fkvrI}vyhRhDLcY<8|K`W6uK)ic?mD2Vy0-02 zd@(Pv#frU)SP@VVsYVb~5K&MODWM}xEFhg|5(`yD5vhWxG?k7b#e||r5kwFWP*6dN zi1hyFI`>`!iT>ohkw5+&Z}l>lw6Zt%4W?|z zO!n~dov?3v9;n3tU6aE&OA6NrnkmXQ58m4beb?areLwUyHXhK;E@`?ceEQV%%2=@{ zHhAAv&I3-yTU-#PZ4uf$8gf)HqV!14io?4;m$PM$1>P_+!FwnSpT`y0hl3p-{NAOW zm~j<%?fmu%<4vRwVcpd?%t4fj_g%Zth_PnBCLLt2uzm#xGsRcFb%X5%M^jrcqtZ4U zyDPwNvwl%sv2dYIc1hOs849xzSvsrbm2z{2kInQ1h zYnI>!&a6<6EK6Mm1HRTjh_LxtbiBaAg`2yY@|RD;dllrF5e&-FJNo_R(5b=;7vi14 zDUWv*VFq1)#XHiK*;iBX*($z3S2+CP>)=$_pX;KvDtqVRrVd>o~3h|1CdkIDg#Vz`P?@;p6en{jp~K7Hr}yR+S)o@~>URQEm$z0Fbhv zKdc$`F-B}?n3JP79>3#Q3f5tAT97HdD^>x4E%)`5{gm{dBa-x-Ib4(SClA01_h#lu z`hxMCce|4CK|B&C4KXCQDRq&rs9Cd5F1|^-ll^dfAs<~7wy_ykUmDH)Feloya7Y`Q z9lM)AWiM@~tQ&~w=vMTLE46merCGcxe?3^k!3EBJ??}N{ge{tVh2s!d;iuS!wPo!q zF`crz9bvk-xU?Yq>(aD8E@nh3yoX~RmlaK!II-iXc`mGq5<)a?@5dl)o~oMg;Cs&A zv~c0D<;-H{#Mwuiy}^sT?kX*Pn&lqlHgTfBT|?{L(YS*1B(}livfxt-HS3od|MFxV zejgN*l+NsK_<8;pY-swR0((#5x7ogFG@aeGdD(mZi%Z3c@!2s)8+T>XC1(^2LpRua z!liX1H$Yx7|5b|0T6M{QVp(e{*!K{-+1lw!4U}p^IgT*{_bMQGX#;t2&m~%g_&??~ z+$@KW^rvB*PuOs*GRBMd@Q3Vm27=_~Z-}!;eFkm(@W@wbYh|gdXAj`=9p@j(I;h+6 z#?BPHOzz?7cJ?|P_wDfKW(|6L4$@;Y1NcHXfv~r@;o1{3a3N`Z_U6ME@_YUWzx|4B zq}@Kf<(D6b6s)q@KA4m>wg?|!#riWwlg{-yJ88sO;WB@J{X8}MXj#lQ(R8=ZeR^4} z*m<=@mC1rW^nAIJ%y3BWuE}RT z(BAw5{l)!zW@0ZDvNyV}>rOW#Tz$1om{6=hZ}+Cnl<;%TVMn03Mm=xtME~#<+P!ep z(F?cd43ErMDoHurz2DGf@shs42{Z8X@LT72Rq3PZJx!%LRni4s)mp>DuSgxTL@)NN zd#beEcPQL<$<}z$LLI#|A#3Q$PagbvwVnIu-S%*!tn^&=O)G3cLh-Kc$*loG0UK#k zarXJt1uhggu0ndsOZ*JC;Ea_Uy_g4&e_kFBgD_1&gU7>Y|!Hu zd%3ql<>f;1^p;#J_R5la;@NVF8?>@iz9|jCADPz(WSiM`gU)>1Gq`yLtT{I4B3zz* z`)s?PKkWN|V!q#b#;pa_XY>3LIw|+ZV%?j{e1E!Y0*(SnMjWTka`zdw!Lvh6gSh=> zij)&#v3AukHhyE_iok(=xwGmY>g{eksKtAD>r))}Id5UdQ>s^cUZfhW(qsFFPVQj_1eYtCfwUNHzGdb9CUDn5o5yMCFr`tsR4jK z@hg_QIeRtp+2mi)Jt-uA-tFU4Y+w{3*#aX$t*^e3cFcOc+9`0NfW(0Qdnuu7qyc_(UHx{NQ=(8()#A6$L#S8}DdAuXj zYZYDWhIl+XM5F&uS;YLEejMRrIA46hfcwnbu{Vy!0R=IB6yq>n@EqylVS;}apV*&l zOf@(*bXh~=);?wFn+d!jYw3f`)+0R?2}*MOGRQSKyXf6CMH` zb^s|P4HJpuvE6zZJC-tz5GYNpbG>YVk~CO3XEYe;?tw9 z&{Y>HaQnC+O8>m8{L*nEG=X1K1J31XRKM_QB2!o2*yw^1yzK7oV`!Ygzi;2Z8Uob` zx0U75n1Z(%6c-m?b=MT8G$dsKTYnwHp8+OKEt1V1AZAXVJJ%hF%}Y{Fj(*5kM?;!( zePd*74csD7 z0!QpakNtk+y%-b_MPSzjj`n~k)$i2#PU>Fc-RJYVQ=-QSYrB3CqIhXpShvgA3CpT8 z`ZxN_RqEW7d19%@+qci&){DyVM~z*^e_mePFC!-Ad-sd|Tk}GG%6xcY$>p+d6!jNg z7C1SIckHF~H--;VoxJK|YT9P#wiHyIkeFMVx#UoqRdtu4)5DwBZ|zyRKWPnRydgNT zwd61`w8D~-X%NRe1J-t?hf{y;sZ-M>Y>(_ec>gN_lnzZ7KXyk5wj;-bXs zrcn00dAA`vBX!=yi6}I3n`NG~0PQtiLLb;_?3@j2qpL7M{TnwbD^J;@YMqRefCL#< z_b3!9KrMC>LBqvQpDwAgBT^&M#K18tECNQCq2#B3pnAw5QX^TIe_$S}LoW&HZ>4;s zz=7f$_i}NO`iL_T;kvo56-Am9qc|tFif^3;xdsoH)pz;$e{@SE@YAwP-&-EWfIY)cuH z-Mh0;8AJ*2){5#uVFJ=o31E~zH?1enLI*+wt*`l=L?3ocjt4rJ)DRxgx%{@}vmZ`o zVpYrleWQ=S>*dRr>mZv>X*|lqqE2_E<3OWUT~jOaof$}Gr)6kZS5AdE#WxNgr=wou zC*jT)NI<$1f+<>nI;15xQ4x!VDnsX`_*buX-!xuy@p#c!p4|`RBqsrpKSQ8yo!cA~ zFu6mXT9km=#W7Arpa#s#;CJeIT=~3x^e1?sI%Q6nM{{ zCT5vN0~bT=8*{}i(b&l76jH@YO$LZh2$M1jw54Z65qT}Rm$|lYh=)>AQsU4M$S>7f z=y9k7l?^kH815@hj*MKHI@obb4z*DwLPSQnb?-+c2$iiB*@;Qvre-k+bg2r~{5Kfn9=ly<`6AFnw7@3>r?+e^;^ngz6YQSKTgad6|;}Wv5Otgeo5)Sj%()9hs6|Kns2kW^-<%UhzzkW>Df@NQRV@-%t*zd8X^3XiAzz zA$RX?AThb4-izGVFO0V7I{;dwnh6YE!1USe41=fOXM&uXkX?>C*h#)v*Pe=&KWr>k z@!~CtxMnXcBeOR5j)0(|-C(lTp7^E3w0fPZHW@8i2--9ue~%UlxH5k?yeMPc+J>BZ|1B? z%@n7n|M*)Q-^5l_z`wqys)ORF(*?Ot52JcQH1NRNWvIZ;*=GV$0<`*tqSfGe3idTt zr#b1+k$_%7iQko6_JWEc)ewAd&m8sbVRrR__O7CtK~X_jcF|Z{rm0je}8

    G>-4jUWh95q%qeR1>dZQ;Y`c=H=Mc9e zwge42rW0=kpNQV(P*G7)>!Q`Kvr;QnywL~67KE%M7qdABELJCvgJfJZ#2NiM?0*r4 zEnkdH1^M@0-n%oXfyq{un{y#P6=f6M-Puxe0Vodn3$fZR0s<9~?0Kk^HNmO-w@AZr z-;Noh3vLb+Iir=tXph57+G3Aa=a-F>E3C2YiW_8iUPn%txt7l&_EApGp%S}oSbV|Z;mg5snnygk=T1Wd zY6WCh#DCN3D=+Od&IgT57bSfH==|lNF_rx!tj;kGgEn3$_;?cu%E}sxSh2{?Pp%P4?%8>nVz`$0J9M zyo#)AyXN-mug`BiIWmp!?K0Rs%9JMp_si{z3>;`OY;6l15~olFc(s#nmksVBMU5R| zEiH;zd_|IOYw`7hlfoO4w=4?0e>&gRdRjyMH@J{wN0?G3YNQI^mVNl}VLifbT?j;2 z7Awoi>g(%|ogugwk-83ou+|zE{w!4OF`+Y;F79+({u;JDe|sqLYftq%Aa`AwFp zM_qj^)yqxjTRoS;?v?lN_lpfMFj^F-6x-y6@RMkt6~@{jFwWI?>w~*bI(45!IQw3! z_~f`*(-2a*pejv#5ahQF*xRU#fdN1bk1?#SG^e5NUwKj=Hy3b24~$gWuR$VszKT`V zD6IJowc9)Lg}$C=f3P3ngzJi1_YQd=q?my%bw9{_t>7nSfyofq*5q$pRko-ghVB(F zX{E+C5i_XNyoyW%<<-WwQmv(^s0hn67coSwiB{jfd?C3xM^)$ygB8t>F#M_TTnAiHdK*YNh9j!K`ORANBrdhWp?q>ZO>g>-5tt1W>m8;&8-B*W zWA%y^k6^PD(IV777cZ%kajLr{F*UvbAu6Qlvk_>7AeI51ekWT9A4n$TUb>p12gR?8zF{h6Dm|x>~ z( zbu|n($M%Tuj~MF6F6elE5Ek<$oZWB$ML7>2JqHhQ{nl-E+4*SZwt>BQ-UHjotli(Ha_auOqTi`{Jz9iLqkJP(C1z*vs2-j z0!rXC;NFyX?K&TyiVgE#UjEa*pcCVBDxT*@swb{CX{Ktf{E9Vq8?T<j` zHon}Wmjpe)!i8A7u_XgrT_mJE*A4sNl+YAui-WlW*?Lha zpt(Rc!F~GrgWADDUkPoL2ApdpGHeP-->HE^?iS zNZrv+_?<%~@cbV(fLHWP%x#sKa`io-W`YP<+G%fWyqH5P&h~myOl)aya5LcK9IL%_ z8f^8ki$DNqVg@pejelivu~)1ly8hhD=N!VE0~R8DMUb1bPaXPwHEpP1I~y5Kyy{jP z4NDlOK@_R#*`%1&g4dF(Ce{7oM4K=J$KdO2&ppnX=Z|VFH4{1nL3D~&xRKsx6Ow@j z1CxE@`H9n{7lmG#Vn|qA^u9yfRzxFuQE81DEoY#AP^Zr%EpfH>IEtE9K{aR!+7F(_ z%nry#Ay}h*P74lcl26BpdHwStv9xJ|8xb6sG*5R{=VQU4q+X$`hm zulT{C!Rn!HM*z7U)Hc3!SXb|I34FB#+gE$K;KotvEG60hazb`j+R%VR2@g&P#9h~c z)Me%6HZ*H{buX+2LJKXshZa*A6C4K*bQ9X=Hc|$KcHP!O56899K5+AN_^1j% zWYpBu>|ZUKS9ZN>OJBxP$+PPac3D1A6v@Q7wrYKS(1}St)@Xktw`o)7yqj}zSVwoJ zBpCx({wwuAp8e}neiE*FbNjdPE+C-^T|`Z2b}tdz(Mrr9a98BM{(OX z@FQ;EpIhCrmh`iEjMo94NR%XyrJ%F z(E^CUtjfvBxf^q!${$4#mQZA>6ORS6iphn5Ku-k)DGe2cg%hc|j0!iXJiyNo!R$mh z=>bi1%GA@VZ$d#x(|xIdCsLWTbNPwL_c!cGI}@9~VMYG>T37r}NauNyr2q~Z;F6sJ z+mu=p=pZZ8iqkHdASZeXY?B5c@WxxyU_uuU4o!WRpZ*N7;o$Ixk_PTN)l7ey(4heXFd; zEBF)@_~ibBTX_)5`& zgv7*be#cgq?o58i!sa_TShjZDa*}X|1gSZror>>pu97!eh_KG@`5PJ|HHQ>ngPwjhzaGC4R`0k*5>*`bL*u^9pz}<+`cJ}lwb2xZ ziH0eY*j?T#(p(g& z7W!UC{u@}UE7@dgD8IupoF~KfqRTBhH!X*V0}nAHp#zga)mgMvVh(OZM!KFDzkzSO zSkvw4BIf%Q{MHLBhvcBW1#oVMbyGtHtQ)%HO35^xRlYH6I)N(sOYiRAhOx3~0Z3cX zXPQ-Qe}=NdCCs0~r8NthRp}FWX{Vh{i{Mgl(f^y>su+Km|5X4H@i3u$%g@w=H^|st zSj^66jPhl~w`62Sgw~Hw9{ask@vHB-n;vV~cje3%;UD=Q*{WUmQF`3BKXG?5*3S8C zk_Ue8c^tbM{$G1YdH>$;@OYK)cI}d!|DzdxhhOs28`Cu-!uZ_o?8?5L!h}t;zZ3r* z)%#L}-s&0ti>SzED^&DYok0AbT_fj1JWLC;vW;4pS`Cq*_tQ# zwDXjIGk1a?Sy!cpjn${0ccXGSCG9*b*lCH2^0%_0qE5Ht8Ca~lO7!s{Zxd5vm)f^OqDm+4!_{I=8N zD_L3P{i>DCl1sj6r)xUjWTrzqZTEiFIl2bVFLE*%`ac`<)8Fa!nCF|{A2OY}ABP80 zsYfivI_Wk_IyqRT{n}j_{srQB`GYIy1NFYlT=sgtv@msRNXV;fI9qo1u^@A;Y@1hhT)ss7Z!Cgw2N zK8+dwuaofGOJYauWn}uzpE^HilDAnvH!*+VFasI)?XcNoOx9V&tJrn>H6_)f3+c$n z3cAib|Kr-N2R3J4nvodFHnXcapP8D^81)Y1L2$K{ha)Hdts?bD2u=#WTj8*E5_9}w z^@-6vIVT!(ZK2R)>K@f$-~9;_Z{L~u^H<8dl*^kXam1R$&UMLOrkj!GR~>OOny&O%1q}GBC)3~R9 zaV0ub@db1GeRk`g^a8y%*`~7UtR{Ww+w(u2Sn+7mTk;5JnTeNfSxhEz^%^$0JwLBH zckrOTTCV>FNp>XVJmAbM8|FENJDK4N8iyD9dync4l_{C3Pfxcm-*SUFe=ttzVET%i z;qC%L=G)j7`J!O>^D*|^9fF&>TN#4%@0Y&JS2-|#PP%`=?cbd<{U%b@I$V>Mru+4Pus z8o66B9^~=1sZ*xPV%tmX^IFW_R^$UXD{h28l@9phm^(}Au*ZDc)jhQ(B{IFtceLx% z0(vaBHX%;dp)EhIw7z5Jo9EMU8amy6K#6UK2ep}bIp(YIr1!yE;j8RbJWx!n0bGUK;(nJlbxtD>widzIRz z91jlWyBWUy>Ygp%GtSq!Y6}_h{Eb+P0tQ)ToDHq%YjR;h-oB|`E#S}WTf-L6-*|+-F+2doCaL^6>SfjEk@3#oI3n0*X-mBr_UX?o zbhd%DYm7T=?h5xIW6QxL5#unQ2pj37um1WOU;m$(3VS3RMu2g{%^JzcoUa!bFfTb$@?!&%KG-*hmM_%n4TigAn>k%nP)p8m{^ z#q8r6C2Q)k9;}UOu?p<`mo2j>n{I&!aUU#<8o=1@Q1N7>e9)EC4H{!vkjaEx+M?0p zXHN&h+j`SFh4B4Z$R?iAbr9!IO#*n_a6hW;7GxqQp-2i{IGE~5pb^_m$hFB4Nk!K~ zVj88MbwJi*}>u}?25fw0*4ftvu66BqS2z0D4V6E8_6i0?$SgJ zF(9-Il(*{u`aa!N;Ej1Ae5Cef^1GaELr}HOfQ-2gv^Xu%y`@fnH0!a%$E?XhBpia* zzS%w}kmIj!D~WrY%Y+tCZLrJgoNd~*tI#6cbiY-ZeqqVQ+@Y|`7RZQNf*kZ_)$P`c zP{GfpaYwt=eVTQQ9U>mM{5kQ7Kv zNJCqKLnCKn(-YWl12W2N0Q8m*7M#qGL)GYBbf~3-tEffOUI;k)A#vXN;{^NpX9wC| zUY8m$CTI%J22Akgoi~>WsUGCn=z>S1lnF41EGS{mh7j~Y``0V9PD2J%zqt!(YGPdw zNl)PwRRqvW+5#N@6H>9z0w*}M#1{IY&rwcl`P(>=epzi@C3k44lMVX;W)&@Pz~$b? z7hEN1J{5VqH{xitd5Lh-8t{E8B76m?^f3vowux7gXJZci0xaO?q3r5zq%oZ4$F&-g zv<$7Jl3tW$&#Lpc*7UZ$=;g%-R#0tgi4fEeDBZofqj?$Wc@R&)WPoT(5WLR-ZRKvU zH8iCx@zE@TZ8~z{VsxM#F^nk$9@~G$6e3^(#lr?sdsJ036CpnafbM~0$2_1c{e5Xe zcKH>eWDX7u*tMBgiqGS$3Ze=EGm6jN2h46i5dF#qDeZJ;q~SJ~IR8p%a7s#-xL&OU zw+e-=(b@aZW5T}KM2pg#Rwh{!Hz9bxgR3>)Xz{;wF`&Cn!2gV{8b&GkZ&(+tMtMU}Nc23o{2^K$@}^a(q!+kr zKX`P21Gz+a3@hl?fj@#JEC-CpJa~weCe-`I5`80hg-xJ6sjQ(fr?Ir9=j%#%-o~j{ z+z5OzX$EBC0r-G-g9VUoN>)mg&>nY}pGoN0jep3jp2uwf!)X7gYnw${EHy$(qOZO7 z-qyZ9*95Yf^83LVJzdarhN_syT|lD>vVOnrTy)6FBmfi~*nu=HY&=6<1+vK>ep1;otys$}ucM<`H_#YkwTg2`lj!?{N z{TiFOOBVhwJR-3+WYdXp+qriZ=&HyyUpp!CC2Ra*cEo*I{uU01ocx^gTHv8F5D+LS zUvP5vxx_m}!i)Vy7#o#$;vN66h=@n~kdyr_I4CIS>%=cuY%>6Pree8mlRZV>gl?af5i{4@^oY2Ic0y!>)HW*#r;|DE}hji%opgr$7J ze_dkIOyF=&JlJ|?DC7VqLZ_qQX)6>2vvI4sP>C!ALjhz=55hXctW1fmYzgU&Oy@6d zuKU_K;PJDfX~?c{vIVT}5XpJv&(PU0-&S(dERY`_sZ~Qh>ed)Dz2rHsD4HRrGAV9B zw5V}z0ZBMoy?Z_bqGP8>vXCe-1gVg-q}u%DNYGz+FvvU?Vqhu42jcX{Ouwg(bh(YM z22%F1RbUt-mfazbY7!L_^Fe74%;;tY!JA>|Hxc4r&F$#nL%R)?my>vafL&*kkxAp= zh31b}uIJK!z)x|(y7lXb`+nA)<2)7r&oCPX1EB1jihUM>UUpt>jDx&|_$Zq-AB zU6l>o>c_qll0)J-`TlpRkCNZ3GO#Y`1L+$S9#gsl;Fl%?QT|Syv4NRT6!B?mN<9YT ztCkir(NH1MA82F&D8HB;Au8FqNflN->SSV~`o>;+qmbCT_2`@(NIZ)w?88+ChEK}c zctI2LARPv12n|M6B%0_w0mqpb$h6ZPpT$adTrncaE6q=20sqP=$|_!I7Ro>%4walw z&D5~~9`Pm;WY|ZvyBdx&B|gO|^oo$E!gI=jlH>}$Df%ezP|!f?QLQ9<1&+&XM0d?c zJea*3KpljMDoZ`MzBpw!tdejp(MJETR@@DVm6o50_{+*J3xP&w_tji9b*Uw%P)lNR zfFaUul$Mli#@7-4!0gcgfTturKeWxXf2gU_%=2l7jntrtckCFKq?P|}Y+AVaU7Skh zzb4I@EHLx@zIf&Ag!{)87x@SXj8Y8Yb-rGJ!zvZbs*t+V5D>*>f#;zVqtbdaze(h?ye}a8=f+4`z`~p%Fo0;}3|i zSg&_Ic{b(z#hVIDRZRNY`*8ID@eTmzlX-jR(D|dy3%(h)_)}IPFdNEo}Csv!< zKYnm_5jb7%P5}{(c-1lpWjg^FqvL}^!I31^iGlK@?UP$QVVW}L;`F^N=<~hE&_)Z(81=Z&^&Sb`Jyy1z|IAze< z52b?T7*qMq*ct;_X3lf?cBmWSyF|3heMj1I9)$dngspiU`fnJ}j(|o&uDRx4vW{GT zToQhexk2f)>Ft55Zrr-XFIo)-V3~PW93L+U`C@r}-)OO*P{gSo{0tg@Wgm_3^ z?os4;1$q6)-ohv+*qXoVqVQ(-*=h+DnX|##kQg+;rY7*iuRrBlI5q4FT;3B(y`Bsl zCv!fyb4GhXNV`fo#mV$_$=6L^ufdsXu2UQMoG~jC(Isf+QvV}6>5eP&(Jkj`%=52U z|Z*}hF6r4M7~v`im@&tfBH0fk6iRi z11_(hT=}GJ>7vc9d=+LW7T#5{zjut$KvY8XGLj;|2>y1aXtRvpk)kcKhNN4k15%J> z#zZ+i+ruCOMuU(M+=hM&2DU9b=$wEh+uti6Rw(5y5aaIe<=+uW8(5Fgl3W)b4 zca(v8hq7kSq37{eG?Nf@eG|}V{t6A&4VBVcl~Z~;^A)UKTU+VHusKH$eksc8qk}BC zCU310z^Aw*Vxf7hOW5?;jw4p!oa)&|h~%SP4-5u+G*n~c2hBmBDn?nVMnUE+e=sZk zh*2&MLX~VC(VKeh7p;KA(6S9HAQcyll7L+ED79E#9D#Np88me2H1w(blErsD zeE;eLzS&&^x3aDk4?*ArFE6##N1e9{VnB%z5)u*7xG5Hto-D|gF&=ioreE3*I3YSk zwMSCLz{H6lU3-AO;hmyW9hjjz+eM&4<*f_5 zNh#MF4>AEL9rhuwEXL*qr@e$73s66{ z$a}@$7w3q<0~*sze8>8F|DV5KKwB}gE?=LyqCevSk~FL>G8(j z;wC;!15HJ%{Xk2d)KCwdt~HO4Gfx6Vrj``f$JiWGi_x7(s|(w^Ie#<0ss1G^iANopUgsTc^+{=BWljzpkD z^LP&&?t;_G(42^ll*DtnxKg`6kjnOyoO+*784!{`p|326i-s-gq#t(#mTR;sZ5^va z^|VB?}=f)llJAsvoMb-EEb8 zbZ#G{ok)b1Da(Tn_nERxlnH zGWiQ+Q`W9qccD28PHHB4GunZqcd>c%Maix^1xz{LdW_T~+d7ZIdXE}8sa|DpB)vMA z!dcw!)vIyJOhAEz5+mD|+J|I^i&O7)r!!P4(^mPqoq~O+o&}PomtW62=xCxnn( zKLbZ6YLq}MAZmeBTbed_lzUJ6rN|qa0OT= znR5BjDVMXZU5Y!RPm)Y{jTL2SFhb&etA}dVA<3CQY+81qa^9qq`2}x{_rM^$jcHE zoYB^Hem@K=8!o=^*G9p}ATUPznR#Lq!<kZ6tLo}-~0Tgm`=M0bj^U%ajm z(|yz_!HITQvnTz|cv<{n8?2)}g5t56zJg_{zJ+WgTb?Y=*->@GnV5BMI4y7ZgAlDk z+tWxbdNKJFhpJfq6LXlmrWsEUg8La}eJ>n_!N|i@bv`2#G0dZV=FN;U!PVW2FFoo| z^#l{b@e%3Tq^dC1HgDX~=mVYYj1m)$EgQ4`uyQ;zI!r`lQ&WV_YxMZf@o8dPRJ{_0 zUwRUP|7S4{N*w3GdN_m4IziV>T`n?@dTrEjTT=LR6G zHPdO;vtPsIMi{%)*1q#8yBxh5Bl5x%4t=;?jy?7dm<9WJPlmA9b$OjcpCHFQsPN)T zoduB-*^G<`$2;t}Pa`;9SM|>R;Z>H80aM+D!wa^Nb3(iT|R%9W&XGBf%#VF2@!uXMX!@s zj?!O+8=Ic_{n*X&I{Ux4$QBdMqV{Pj_vSc<7w<`1?|tg`>Lyb@tm68W6F+_WGM_PB zX3@U39w=8lYtfRcw+DWU*N$yRqs1^Z)Bp9M**{vpFMzXXS>3E*ek+Lhh0JS&{^#Fy zmk0jrsaRic!;JqaC^{%l79zOw!XsHMVBX{dLeSZ!mkJrNvn$Ld^J?e{?w&mQR6{ZM z&RC;AqdzmuqcO5oJ9^j#viiJ6UdL~OW$Z6l^O#na!~ydgE~>HD8I?|a?ZLgni5J6t z@PA}2%q}V)wcOhUp^;=uSe`aJv9abDUFL-5NN1((`8U3lu{yqYz45*atE@YjPu;g<9LFm{^MAjU+ClVE1`l0d4b%$2Bh zK*5Bq0zTbq7T1l4F z0ClN6x3YUc$+&htrFW>S8kK+Gnb;q!DsL%(H<9Bv`ExmO9XEK|maL-J%mrP@HlGhG!NvI?+XU zU;SiCP-K$?Nqtl9o5{Twnvh1((gmQ-b$Q4Yycgd(k#ZzRY9Qr-y!=E`UH3a$qGtK) zH%l`}cmWikXykP%2}rs$gNl3JT^kJ3>{k zr_qfu?Ue;p3=@e4B%dKEr!??_coi;vhjzNBsO**S)g<5&TOFfo4W;_jsN{;Nk2&9e zK@Yb;pi?#)UgF&OV$H5UxwC_Ol$`=lHpi*U+G)=bO~B#|5LbY+?}P)@)Qb$cxzo^Q zxnMu{6&On9xqhNTsK~W?;IpEP+UKB52H=VFZ#zah4`P`d@r4#n+>H3Ky7j z6mRkP2cok{ zE7%3mdy*mQpo^BJ0%$rKoYsSSzB-hl)ju8F`h;*q>hMOLXt-WRT6Sl7w=-3uqib-o zKdFWU%ewT&IiZ~mRf*lW`EF3Ek5&awTDNSVxyl)|SCrhRKHN$|<62X{zp^7{P3uyp z4@)V{ELklIqRlqR^E(^1%^Stk$x#_pvOfxXV*;OWJe;)t&hlf`K=*W!VwJ5!ugmpT^33q+VxId79Kx4*Kq#a~0nVZo=*QCaRDlfu2}(v?lgI zeoIq7Oph|RXokK4NzS$_WdQxCA0E{!&!=KWdZ`3Jdi6q3M8pcJwG3_}Jkh6GoYb+1 z2V#|gx@MAmdL#0vnJUY$cCS>F5!>XFxXmHl$@;aNl`Gluu%+n%qq>aio)impJ4NXd z9jrLnIx0UEOzSzVWFKr~TnoN~D^xMEu@HpP)K`=44AG3cnyT! z38q8uOOG>m$_kn-?lEa1X(VmUrvh{X$HS;Hm8EnxElNYj*!=)%CK7QDsWy8fVPuu4 zn(Vj=`}3?FW%dv^)I>Y4U;?gWpuhe`B->-&JhZpega3%A=s_O)JL(aH+ZxYwcLa&8 zGM^NhkQ#bhC&L=0&VWY62n+8x?&YvEPD6>N*0CQTr@-UT`wHvD<>xUxorf24o_YHE(GJETJNRUP@Dj%w%H;Xrk-)uiuNWuZ2>^a#4Om<60=pEElZ? zlL`n_Cgnn<(9bd1AFY-b-2~`5IF7rEjCvfzZw9(T>??beCjvXv($YFqRaK>#P>~W3 z!U5Pc8xysb&VXRh^CM3bl{F;lhYY!-0EwCHPIm_hQ1gRYQ?O|w+Q?`g(mWmN1~nI9 zsxLJ+gtpYC*#L zbgmfo$$n|SnAslcmY<)0t_{qfi_KQxFQTnULdD4j;$L9sqAS!e>{JcVI-rryOZjZ)M)uzhiu1&EZq9nooLQ+#DH!>Ak`1JH7 z8c-x;SBSQR?JeYynEL(l*V|^%_DU78mHFsC&ajStcM=SuiPY`Z{6{^ZZVe4ZLp^rO zz1mO0>KDJmA~!dLhKAF0E!5cei89KB_@3Ewb4ul>&$sP8w^`I>vPAQ{uwrF%i`8D9Q)3nA*~-CcJs`eUyvO(zB%tA2U%t9q??7B_~L>v)^c^O<#VcxN1xg_B))Ztx3F!_?(JwxU`RE_4OX30 z=?oz2$;SzJ@m{b#Ew1oM+gxg;RM8w@Rr<7JU~*pyTU(7^tE$-)b?>ACk{CGoiz$CN zT=4xl+?C!+h&UNsDlSQgco&p99$6({!Zas=f`R39M2y{{ZCG;Pa6WgP!(poDq78I`xWWoE^u``*NrhLMdNmk@x53={FWVLgV{Vp>f zN(IK41Z6YqX~o4Es5%b0dGluV2bO2lpYmI*=}qJ%AQ1v33g+pQRLiHYJD|eg4xKG_ z00FS}=Tzo{>dHev!oJS2q|rwpc)dL*2K1KrI{oF1$0aj=w%^9xrtQ<|`61MRt{^V? zi9q}kDnhM1W{KQ1wdOprb349!(Ly3%uG&xm`cm1ui{%dB(OhU=%~>v<0YH=qo0c_% zI>_pZ%AKKZ%XVG!8u^Bikh4$qbCml&OhIe#ynbHJg?5N~2?rlBrT~B{&h;GIARD)0 zLqvG^8R!$}e`FNgn2nRb^82JR20AvR9uwP0QDnPVbDV;OB&x$@4N18Nh1L4D6P$nK z92iFMDp)bJH~R<~W}ySjUH>SpG)Zja-fvTYMNL6Jovax?RU4)gWr$>D^wSPgKS2^} zGB*Uy?*ejBQqv69=yTtzNBqimZ0SFss-HN3?mbh6&r@2jN@Cj ziu0sFg3JCE!(+EAJ%?sxTcbL|M zJnHa9VXxS`Btln;A_nHnnL`+td6%5b*m;uTBu=2&JUYnwQ%BqM7w8!H1q~~8r$iWD z+T4!-^AyGSN3j<_NQSc0ceJ}xSY2;HwC8M4YscG&Kul~TD&o9R-nh0aH&9AyuKoM_ z&(fTn659w{#UY4Tx5^q02X8&X?)UTFq=P?*zfT_}>qPo-j1{Boc)d3-;uf?)zz=+@dY$21mOn$OiZoa^F-KC66lzL9 zr_8nVFLJ$w?=m6)5G|NgAT?xPSPcTnWJ@&vWLh8+KB)ku2GHLpW5*>GPa>3)m<(71 z-{DtFTJoTAK$vvo&^p%qUGaIfv1L!5c|ByOXq|uDZX7ZT4fUvZPOL%R8K?>drvawy z(!pVeI_YRuUzT*R1q=9g>5w?9{bc!@RsrL;Iot!r_!R+i%W82 z^c=@7VhJU1aa(Eq520?8NYaE(07U!;T}i0Yfw;Zo;HC?k?!9LB#ppAQrRYU%XBgP^ z3RDSBo{QBRShRTpVVz7LAnE{J(^+BR;qIO~@KPHHBDKV{#Ad7K^_{kMPNH?z#b!IU zEHg5-dg303zC+t|Qc_}su`q2o^Y(gL(~cfZZF>PMPC<%>{n9F5KLzf~jZk~^nVt%% zlOz2QD|AONy^N$oEz$<8pq51%XgcuGBp#YQ*UnTSP*Q^AvT*KmX=wOxRFAqY#Wd#^ z0k7AEvefSs%%hxcs zyZ$)`)l#r(e#F7`SQn`CjNtAO*=p8uzyBx$Nr^r7YdA3UnRMk}zM089kDdLg+y-m( za^wof?_&-*)#o|6XV&a#e*l%Fe`ccx%g$@WbKt1%p=Zf$FYZ42@bWk7U$@AQ`!>#a z*^e0)qjqaM*G&1!a^(%@f3N@Yc=3;C#;$+hKBm!2@#-}FsGa``6>OT4Y3Voa+b?6z z#I#&BMTY_D?-x}TEqS@ttV&9=YL8>uTTx@*7SVz&hctw8*NAJqt6M$v!KaPoDN#6@ zrE&>b!RaDq1`Uir6V$B*hNbG}{|+%r4@<*R=_B)+{{=3=eo22BJdX3D^S@-c{)F|- zso#hGJLDVLuf?9*QgBK=Q!;}`E;S^j`tWXpHSB9T-&evH&3kAaCzl$vu7k~HWR0DO zi|1TpBN#$HPsQ)8W?G@(YMy6|MmfhAo8RzIlT%P&m*(QqKQ$DS@B{N2EBl|^+CTfu z4?pGF?4_yqnBkV`uf;%#%}b#|J%{OgXi60TbJiE%gn!W zAmB+t(uxzD@pk@q;plYF$0cQR+NRx<=MK?(f#D#`KRUa^hH$>O?H8sJ$irUUglm1;{=?KNK4V;m!gyFgAD*i0kv+W0A+2uhgjITI{fA`t(wOSNMuGKa_*7`T$?$sNMcD8eh3-A5vwm zzQRJ>n;N_E|7`e~#bshu<#(sBq|ED3)yvc@V#39WXwm$OT&i_F#L_=cw8+3HI=H>k5a6kNMH%1F-&B3_*r1c->pasxA zAMQL(zky3e#{c0tP8=V$6TJtgpjA> z&F=-o|Lw3lfBGr@(&Le1a=sG6hJ_Rio*Jy>zz91hnz42WgIptEUY^Uf5NX*F#0E#> zQS)^_?Q6C!DQ7*{t8QqWtDdxwYwXfLkDwF$<;@M-DL!p%|Ls!`yD-~$N;lNjJg|=I zvdhmIYrw1p7Hi1cXjIUz#lsv--;h%v+fk(%a@F${psC%*qo4m zciwvNlfGuONa1K{nYg1?+4p{4v6H*-$1eD19Ulx?dw#>)x2KWBUH}N?&M`1cYmiHG z$#mh#MqzC*8YBys8--Bn!~VnhKv(3cBUU4mY}uV=7v}*|0)QH429Z$Hu&h1DdkwG z9pXt{QhN%V=4$oi?5P27ch@(5M$9+q%!0e;N%0!|*SIHFM(V6wk zP^MczKmemS2>V#}$N|l$8GYse0B14Jx$x<-S3CK4gb^HLaj$iAp@lFy+LCl-4as<$ zCRSQe#eY2vt*hEeic&R~gbcU$qf_vT4YiPKCoRlOsxw+yT2S2n_DN}js25F5Eyy-*Fw01^|(qAm|O-R9LRar_PI z!lt+9WJsKr_2v<~lsXT9vOVPCqzV3Mg=ws!X>6V_)ws)n8csB8S*K`5jTmiz zg=lOQItz*@^GHQtg%(H*){;!0Jygs|P%x?$@{TW~pYB%A#7Lp?&vG-W^CT#_u^B7k z{v8@Qs;_Xw2Qo*`GJV`4HO6Zv8$2--jIcST!F!nFU2=HKyR}GrnTmq$w^7=g+D7;S ztJ{}Xfr2_B=`$sPz{bXX>)1tdnzSsB9=*^eWzvRDEKux|O*1w%btSY5<@et40qOuN z0b*+_Twc2@U%V|hIIV^nk)TxP@N6I;CKB^@f>Sx-EU?B|<+>(NNkDz4&=-bBoZ1_d zYTSFB!-`Q-P@sM-hK#UjRxrqw9s1WjekM@guc}T%oJQvf7T;A*47BY#w z@0(Cdkl&wr6rhZSjD>~8{WcA&ve3m{!otGSB(wlYZF$EfqEC?l1c>rEAvi6S_e`12 z8|!JlWkp3h+ruvIG%+(6@OlUk^P=_LjwgV(}j&l80slfwAMtl!b=GnjBSl9;G=iGDd@pjoM z;e|CorB)pyXjC$=dG9<*izy11Ehg>UtTrlAR*R#SG7yT;PwOI>$(Gc_1)UauqqSJu>bFNKnHF+R63wt4+YuvX1-XDBCvEkf%QMSWH zm|AZWTLr(j;CNa=b1rNcy6#no8*-6y%;e+=S48Srdq9Zbg&N9l&>{!_x#u!E+T5(~ z0q~`MO_4L_LE;#2`DQp*K3mNkBV80wVtOEn@eE(J&B`g1!24RN1Up6?2;B9-86wAX z9*w|Qn^%($2-K`!@``djyjk|I9&g0dCor$d|47yVEtxST>D{Df}RQs$c%`%h1|kAs?{tMT=utiQ{gabK~{Ieh7?KbV97uzxA;Te7`F*+g5|bVd-fL2bNFh(iB@mn z08~P(M;g3u>`p3=Bi&P<1dhQuf0*^5a5JWp8H>$FkG2l=JAAcdR35kvGqUGc??+Rq z;Ck!o-jYNes#GlhC=psT9Us(6yQ-XXF!)xPgY2A950Q0`*?m8Yw3gRn6U~X^wvV_f zbS&JtLj^vyU0gp-Ip?}sjxnS_sPtYIkxF3;3Pe0eB4dkFCD+!LXL=5$)n1rw)*fFW zjnNayC_qJxWZ;#a=XH`iX}wQx>EM?upK#9#o+X|h!q`V#0-O-uEJ;qjRfa++{C_bu zw_s|=VQdbLV#Y;R8I%#2%2;2{5kXoXPeTm@TmtyDQt#Plx~nkANHEH6`tTOSMUuhhA6UH|{k*6*4=PSq z|7I|D_b1P5tdanu5Dz1wqA)k_(7fAN6CKdjzx-)3)Gk5_ER;69y-KmuquWzYX#C+^ z$7(di)ME!TE^M11*&W0@0U{9Cj~XfdP{*Y+H*eOY?e={1n$fLB>~T-w_vfF9*#uz& zh~#F;K&@Jva3g|K36h9Oj%{z$8rnb%g8Js>RlSu2P6I-T2Ap!ySZI1Vw_tp?*~eu% zMAw5R5EMqT0j9)ewINnZ)3fIB9Uzj5UY9}W_3KOXrH1;G;4gantz1?moT6S>2^e5O z)6o!d1IaVVSmbM)W zNP%|<;O=vMoxLmEBQ?{QD!!t9%xpEjX=YU6tJl@J2TqGZl~%~Ycl0#FW6h$d&J>;3 z^q+BXa@Oeag_~uX;+|~(s$dXAjBEhCLTPR2O|fi)HN^5C^yjan&O3y)90SbM*H5PG zMrDfxasQIX@dVo16U}5=ji{oE8i?sR)*+5oc^`>Nc@WAxd;ACD0pzWR4pRu~`0A~( zuT%ex^*|$0O&_jM!7?y6?BqS)@(OC2uxVw$ao=uuZIwA|Xo>Xn|t3 zi=zmHjgsD6HlaQy`sE)ViWe~fB0QD%O$bAB`cnxGeNo1f`u^wKmPQYX(b1Zz20Wsb zy_FPrQ3pD-zKZy0FzM+_%DW#RG*x>a36dC4DgWGe@M71=RA2PK&73dOP)mAsj!{!u z)e8!WZVkey6}`pWn|QB<;EAF~teNPnSg=o$aGVoNZbVJ#vSSH!w1a5WqlgT_SalZ_rCC-xbWIhP>VN-R zpM%_P>Wu+bm+Cs(*z7mtVN1qJN+e4&rRb`6Am0{E!Yiaes<&{-fL{RR?u;d%gizXTD&xa5M5&I-M1h_e*FvQ zQ91}|TyQ+#Cq`z7oQFFshy?LLZj>b6%`t2PA&H5J^$x^8D>PKgX@+HON#TZCV{L=o z)={M-svU`J7nhjG1Fht6RZDEn)N3)N${PGK0opS=2D@T~AxLx#P53@~Bv7`GHhi`G zDHg|E!h#V4pR0_za=P5lJ1enmefzFB7`n?;^Pe=yj$gbuiS@+lvKiZ#-oK^>5(da$?A)djI! zRg35fp-Y@6MJ{BtbQbc%XDv(=xq!-!mw%mH{{PE-QoeV(ZN9INNco0jKxn{+&Wm2S z%Fh2f7N9JEvvuv*5IioZ32)M^`gLkp>5aXANCmT&{6A)`hvjdFB_W5ULm3pJG5k|V zA**p~+!tfl=Z)(SXgqbAn}lc8^Zd7v+yBF4zM5jOa3n2Y(%%}A^mI#hing*v)XXJW zkS$gYU_yJc8OtOpDpu^xs{LoVD5Ueo`~OJ}c-Zj&19|yR&+D)Y6VL|af<48364#M* z8ePG0bytBtl}{bIM4I% z_&;jRfA{T>!xp*fpKwS9XR+P~4iw%K@3%<)xdlCEbtdQfm-qi)!2JJ`bN@g6V8XZ3 zmj07y8weluOzQ7=&0^|5z$MOl+W#$gOE|y5L;u9k-`{zF?H@>LsxD*}=l3tq-~Y3l zA-1l#ivEvq1yv@WF~?u`?{?W?V*X73k(~6nBSZe-@6Eil62gqX94pFm<1E@7Ua_w6 z&&t-dY&_ccTc+J!EU4{E4a|L(ooW0d`YbNyYNYD4r0eg}nhU0o%N%fXI`{)+TzYmE z15~`rqIkW-PyT3YqWbBdb4gzMx5(Xqd^O2&QnmD2_Y`#U1p z)9m1?J~TSrHyk#f%X>xOyt#*8KRbB8jA_l|OTR2&oXfL5E;3O0^_4I=NBYO$M0!{9!LX!bTk(9e>Egs`KIFbdUCZkzJCUL2I;s1gb#2PFz55 z@RdP~^G^A>~0^k1#&9Thy$j!v8 zVvw#m(Qc*TwwynI{#Guo1HepROu7dkD%@1*>MkzP`T30+(!vq7%^! zwF|v+Wse?JwXsQ`J9jP<6H^qDoj4@eX0OwuF^KH$Hnjxdg4tV&y`<_O$K$6@x9{Gq z0%TVSlTh1o2M298adCYDqle5kbr2O z)8{&L#2I{lQ?Uz7QWe?zS<(b1-8oaGEL^o|#^K1E6ypK{^- z`;&|`UMWy0S+&BppRS{b@q@q?OQ0q)sI~P*TeCBXeMof8Q1z14@q@_2HAKb{t0Pm3 z_O^BtBi3{Q2-a&cT{sGqN*rii#>I;kkzKS?=V2u3(o9e)+L(Uos_8Xxmv1I0U<(zs zO9*JneuMm2z_@~T>g37b6!WUc3(iAb(I~e_M6>2?$6~z610>-87&xd5=OME&k#nW| zPr)A7#wq`rY0*?yR`geUOi?n7i>28_(1LCGU`LRCXv(7H%j*I9s1~}8PLG~*cXw|F zAd`zOXsCSLB_ksP(D_Kr7JFAzdUVyq-vmBkDfi7P6JvJ8F_;ZImtSW!J9`qk0CxSk zkaI#e38i9W>uP14iN{TvLVw^4V99oJ%&x>4U`HLgbE$%5FQ59sMUv;mv?-sXLkMGN z??N=t%=@Li{T?{qfc<&!V-`D%~lGTc|2gQ z4&nQK+J%LMUVr?dge|&XTAHz5_u<)nXf#z`?>5UeeO<8BVuCcw_xJNVLF1Hk%g08& z6?=QmoH?k-2z36|WBPEjprHEIwLE3VS{_}$eLD#{j3!`lFxI9s5q`=GZ*podSvX(aE5lIn%7R8bXeak3j?4&bxQ-&N$ol$hG4KG>mVE zj59K6*MOQozM`Un-3S*?1{PlE58A1#1zq}0U&WU};u|*XBaDj@0ceQViKGWT;-Lit@i9)sCfDAR+R z5{!$RFr?MC@10Bu*!~ip_&p~c{}QnE*yg92T3VrXDZ1uIehSxdv0ke@1*gnWz7n%V zG&pR*4ULs6S9+#>`ecH61QqF8^9=>1Fzxa@S}MQv6J4`SwF=YW4QSI~FL>gAuod_i zDdk7FsPmWt>Y0W|m2mulabT?(W&$Q?q=u&!FroE2(|N#Bo_!qR&YD`4J%cym;<&@a zUFxcx@%A4-!ajExk630m*-Ev62hPYh#+ofPx+Q3lp0B6(xgkxuv$NB)4Egy;GS*U$_CYVE*Zj*d8XNPl*L05 z5m+}cJgkAL5yp1ytTSmDvp2qik%@FQ3XJ93jZ5Z@)}nH!Bp9|5C4)OsLzvO-kJmfX zDzv^>|*^p_EmR&u&O76gCZF0S&70v}E*?W#*Q*KWqXWht%j z+}yL4jV%$&TJli0J_;5m#`-}U>#X)BakL!MdvzU3PLmn9xYo%gme|re2E2 zO**p9F0MQ z(W0~`w82SStiz#e_8vA^C>bmCHUm}k!KHEm+fI?!@7c4*V&?T&yT-akY?t`%Hvfi( z2KMO*_=8+D47LgTI5w&|YW#7!@zm&TWdn|`zwRfGEwPFbFZ(KezT8}^vB}NkS8?%X z{x2U-w{Gem8WQkvX}qOd(dFEDZeK`8<+Eq^Gwqd)_@n&7!&5ljC(>3p`0ZR{CjQs; z+N5^GCAjEu5yvJBA?LUJc>TB73oBx$DoyO=d)QChs7OVB+N|^k4=j>@lq}-CQifam zq}gyZXWroJJK8bKuXKX>!JofuQEa>}+oJjd>cwj#N4DX$;hyt)*l&OJZ=x$*)~#5e z*2BTIHKG0o6-zEBF<@lx+o`Fk80#&U1$!iFAN}!Kz}nfQ;6GRKD+nqaUcGO(|685 z=q0&!*x{JIj12xJGnX>mn4>J%fqZ$JVNkN_1oJkN4+WjGT*2zE%T5{GTQ%+M4|?ua z=`j_RGl`$KIv5y4l8q(5^EG+$yG&>#Jm`tA z7~9fbK0z(fSbMh3VO*?zg|qQ%U!SsxNu1#X>Q}RB1N z~D^{fTtiAM#>|o zui-5;uisg29@>$lUsSkFJ;?-bdmUp8`=5t=Sn}y}w9cplaNI*`~gqqylP-B0rK2=}H`_^RdEVt(&bi$;) zNYt+DB<-q~mkJi(R3;_|#G|~EwX_#$LAhCnhLn^Ck(;rW!V8+47N8RiOQ~6XN;1}2 zTWi*Fr(*ds`t%V4s9s`RyvD{GnbUc2UxBq+g|0bNN&@2kFQ`v zO_{?~O^qsuHf77~y-yu+W)YbO^iHTR`Q?`?uzn|Kt+{rfU$xXCS(~!0G!T>;PJnn; z#$_#0oxP@a|G49$ACIRAl2NZ@1U*Ig(N)5=1FE1paBjB99!dnTRRqOfKU#!8)$v`1 zu28i!qANk6&C|z^P0(rB^CBRAQPn2e<&1^Bq#>hR$|7BI4&q$$eD(Vv!nps$w7&*)dOD zkxX^fr$(Tb_jIl$Rx@Ucmar)T$prMvH53yOIgZxRwU7Y>1O^(1Zr{FLj^w#WWJ%ca zFa^uZivA9T!#@aloK7j_k2ZPDma#(0H7AXY6ZDJRM3Jj?ibBd@*W03taVZ*z;M6du z8JkQu-%%MIQ0Ul?nWps3PPvZ}kA{Ltz3}bLeM4#b2&l%IJO>O5k;I3f{|Vnr@|CC( z?Zx5rekG2NGD+=oY&!fyLla2y)mV5w4{cpn`42g;}gv9@t6E6hU zOozfC4y1nqBc;EJ)Z78%9h@D8K1lZ0tncJm4FQjCRgHh$Z4nggyTb4Pe4eVftecl>i za|nj;iz4Qzsi5tJ9VD*MDu@)=QBo_d+e;aTdR`xc6CRI{oQ6m^89AzGdMw&5VI+%g zW1d4QQn4}j0v>F&Q)T|jupg><_7>y=A(FUdiDGkXB++yY$|DU5XVa!E3$JU}>d*x# z?%_k>Cr_VtBh)CXs8GcTBNt;ClOlPAvGj> z6>}+GAtMV24vu^L_yBVH?cCglk^j^~JDUVk5|6$)xlk>sCa7+W%~s%?O9_8LhYL6t zU#LCq-Q1$sg#=CZ@ZpgN4lP7jwW<30Kt%Eyv#nA+JgC@gMyBICvztEKJFljam^nF9 z0o5dHrtQZtIH$4KRaHtuXnfPw)0X1>Z9ea1RzC7Xm>T2xXI^`c7#| zNeoF_7eub@*9|Lg|MM{^Ln;1R!+eGj(fKxllSy)*U(2VC0Ry1qJ7OJ=bB_#r8HQZsMc4dJR zm=g!9=;u8A#lp#QYz5_56yY{@#C@_`-|p+%eR2b1Y<@J?lhV>I)C@c{vqF;$nrP_07{iIbA)Y9Q^0n;wKf$Q(*jSw+QcF-ctW z{Zr*@d31AYZZzU5$mkB0bW-S|G zX!))F9`&Rc)jF{dtX12}qgmb%B&P9j%w|~g{rmU(hlIofVEKeTIa+!4$>@>sF0BqH zE&+pEv@(eqY`4!7I90|(;&_hw#!+W~`CEb{wBwNUxBpbN57@RULQpjb2oY;{!>)+h z_XG=CzKKKgjhc4m40zsJ%v6birQJRaf5lE~S&Qu4vPcZywNm(QWNOd$sZHh=S}ojnk1 z)CE*wKFrbjk+HEZXg*cY@xM0d_#QO`{Sp!qUcSB>wze6Cli#!nS<$}29p-EZm|-Ho zDfOu}RO+Lu1#dfS=)xr>B?RLSKs}tTuBxg(B(CrK9$$l%)h4qx!-ugF+>Nm50@m*y z>nK(=31nDLO*kP6l>^!0Y0e5b8k-;dOa^GzLQxe;o894f*z?nD7VyL_!YZ=a9(Pudg3rK`w&rzq>N)a zNDZE7ZTztb}zQM1faOX zZse;WQBuP4J2igah=3}GV9i-dVd$X%jl@1pB*9}&8Oz$WF<}0-ii&E%Y76QxuUnUl zX+a%1(-Xhpa0|OlJj6srr;^sDq9LG2+G7T_xB~fwU&jYK??C|$AW*G8n0R+_=Rqa# zQJHq#>Lqq?W^fd@wrQl?P8DZpc}Yy>vm%jmAGkMddcrH=HsLt*xk*S-gkkPne)GB= z2x91G%3`Ct;6V$dBK*P$ocC_6 zwl~MXj~H{9>gWp$3qOcBAUxuC_@X0#27+f_fM3c09w7EH5FU}*%EKcMF6rBd?8-c# zAbOaiBIJ!dpi6|d;hbIT;IYXQE^&nM*TYyJv5t9Os}Wi6vinfM0@-jGZ%eYa5O}@y z`Z?!aU6F1t6|j8MaP|d?eUa0JrcU6t+tDdi3Eb`whHr`%tT|E*sjww&$j}_(Px=Sxc>Q zJ2%TmNEAqw3>!zxN4>~GcqLx_oHeL^FW>n*t&(dNMzeQ`h{=O#z2Jd zO-}F=n+F3dC7|cnHXl~#1#cm`G|lZ;n7>Av&4U@fRcLbK;M91phNhHWAg+YO> z##_!KQ`(%}l#H>=aX^HKFQPY%aw3o8_Xhb+a@qMQZD0{Wzp#`p=afjoc3Jyy8Rf4E z?7_>&N5C6R!;}!11lEF_sh@!;TtOY>l*zzT_6GU;N5Su~m6DR$$+qS0_oLKNFSgXk zGFuyYWBD-&gfaeSV7Yd?(z40vy_9|#VQ&d8Gnn*Eo?HJ5_Q{?~F(X>*eZ!0I+S`}t zEc_}6ZHS%;;lbp);Rdpk)DIl^-EaraJFoCbMMk}Jk`W5u+N02ow=?9FKqmPk#l z6SaNDyA}o!`9rz+f`tnc31Zt998B{SAy+LH9G2b&-;ebDxOyTg+&zVEb9HoXHJo`c zC^9CYz&US5P6-`su#EG|G24`PoohxqGib_#NX`Yk=~tCj@ny_$WXW!_7#nOvt%9l3 z3y|})(u&Qy5IL5>xSpFF&qZS89t($;!&6XK*Oh zutab&E{^)c8fVCQWI-GIS`x*ZBaBC~F!m`y}(;SnSPpvf=^n|yrfY}9oj<6eI(9F_Q309C8r!8;2-~uiBhs97X+GBtH`YYJ@-y&E1WL#g-IyU#G0vsIMVKN&b@NT zoq_5_sow&+BVf>@?bw4-dL+e0OJ^bPVPG^sU!JS&B$i?aHU{kRu@fiW^_~E3iZYRe zb3uomMCpI$t&aI5>E&nh!+fKcF6B=|Ax!~SfN}gX9Ms$w! zi2vlX73Wa{?Tq&6OFo|u&N)?g$Pz9aMRB+?=coLWjFeYlMa5C#1Z`h%PLCX-3&Ss7 zXYQ^`rsq2iENusb5AaW<}<~DUPQ2o6~()@fCUxn5BT)n!-Tcoy$ zYpbAOT~;HyXyLiP9K4!;|30s8uRaMoY_KA1prpb-R7P0kS|U9pYf)~eM^=m-;bf?| zi~Y4UumUC+y>}`9Uc{POJ=-sDL}1dMWsMP;#)7vpJ8`&JvmZFAC#XK>55In$;CW2S zGEPXJVPsFz9z4iaOVU)vvj?VC!52>F3qa8IE6{&5&+zOFg_CotkjAzS28HSp z$r?*(kHnL$yu4Lk)h=7Q)W5vLuj%tkK82s_ zB|p^kT1>n{aNJ`N<#7Whh#Oo!ujOg00somrItDVQ^x8V}ktg9?$boc8diGQYH|@a{ zCh0DrFUbs82zD&tbY=MH*o@C`$DGG1#MQw@I}l2y=J$K)?9|xM+ckZzzwoB7uP;a~ zqlcGaQ<}^eWQZML&arOyG|flCJi}stnhc__A>`!+d=Pv!){PnWGA@or!0>7{+#F_? zSGTVQ6*8!j5^hhnGTG&Vm6EFwNC2)+039`&G7}Q7rvo`X&SS(R`Ga^jR7N}H9*5QE%R?Euic}`oskRb&L+T8C6 zCT1CaLPi_Y9q#yU5xkU$h6o@@YODJe3rNilqFOANs5v3#+l~iXITOR=6QhI}sDiH! z$Qp5eI7_W$C1NKAH~MptXz_8+!voJ-mfM80?x7D;9uv>tk$jpa|Ex-KsBWSnKaHF+ z_!XifTV342AjTOA)I0t7-idecV9roW)gsqP)+-QIBwoVfT{je#p=gbIEe)=p==<=k zx1G9V?3b^ozUmP{LZX!q90cXQxm_RVJF5DN*B52lYiy~BV|1O8tQ zyKY%e&+sQ1saFQQaXTqFC$nqzg1m}3;*54^$+%jP;c~cy@LK=Zj|M@6vY$Y_YiqZrx6rtAy~YYhGW}_iJ#lv zuM4@yJV%DXx0FFIiW}0RMvz+~eKnG|Z+}40>~Rj^R|)|P%nXd$9$i8_e!Q@YT!7On zXh9KMyMW|Of7(h%r~exS^3C-Gtnj29ngM=P4zn8}`U@2~XMDqjs-t&r>XeacLkRPA zV|eIk%hsR}&TyNct;b5?Gd$jvKX2K5gy`h>oY^R0BSKXmuLn1Iw0{1=h34oSV}}11 zn!}4xqhMF>;L9u9R~O@G67X~>amw5hh!BXn7YCw)76F79k5TPeUVjDMU|zv5-0Wok zN6px3Y#*YiSx2LpXj@QHeTcNS(syn9++z{mKk(-Y1h%cfqWNt20Q&4Ujb=|>#uR@Ch z0>3&$z>Mub&LNkua0CCB_f-cGZLK+z$VhRwRE*uasjuSPl}AzC50OKm8rr$-67$iB z!+}w7SLO)7&7jxal!*iBF+tV`ZNn^cKM=d^GXnz}^*V1t3rm%fDiEqgHe_iZ( zVAuZVe{oyf_l&ZW-fk6ov6{NBZ!G?pezR`=jj*s}n8^}=`MCQ-fQT^}J>DJD*g5K3 zAU4-ZJ8|jJqenXu;Ug)g$EfRPrW0j>EoiC|5_9BhgKZ$$e^OFX>k~LX(z9XXrc$FtJ``|@V5s?67Fo~Lyo7C}jg zs84{=8j2waCt?^rKp9l;H*^r7m9E{TM-;zJg_q|rEC?=z!$|=0{9SPjR_`P2T)&~A z^GexO3J44TfcGMz<92vB$O(^sfpu(vf>3E9WSw=ds@2U;R+K?3n!Iyw-1w-y*b~`q zLz)r6%C#2=a^dbH-y-8PWW~n_d6Q$KusxyRS&th{=?!XO97ABMSxSl0Qd{@I8wA^F z$vcs;>=`$3{M;x&-zB`{QBpQ$JjcQOW!230@cRO-#w%1f1I{wbO#w>}lb?d_>nFP1 zNF?)H|6o@NLLin>{6@uw3~h}4vX|i2GvUAjFIJL*(IfXUlxV`sTiCq_CHBZ7aS6pu z0#p;$?8Kswp)6cgU)L_`{-1C)0)~&~ojP?YBqb3^4qCgV00(LMCQj~U{u*}nGptaM z?D>9cd-8gTBK*mdC$Ck4#ubXE34C?RGN)s0NdpKPghwZwULdfi=MzQ=8C>Lh(nmpl z%ST^!krQ&wK$1&n*!fAr2xhubwLbhX1q3XvCZO{)=XMf1J3fE;QXME}mQ`yCXdO)w zRH9Yh8FTpuH~FI?6n%H^$CDPuz!l?|K7?kCDnWYlCfwZ=tSG6L;PciYIABQG6Tt!m z)`|j7t~;210hRjfptz+e8d_=ly^XzbMzX>uZ;8K_DyCH!q$)Y^^j%H zWGHX>AGA&)RLRH>Kdu0k1(Fgiz17@h!lpog$Qe3$^5nHNe1{pT>I3VVK#>?GLB$hT zH<$9q)MLA9G*h{0)C2T<1}o`J=kKBGs1LoS+CGXmjPz>E=f!M9g@V?~GwHlcZGI~+dG*F`<#EAf%Y zoW7$aDu9z27pu0{S2!y}A1|*MKiBJ5a&C!GWT_EMkk^$fX-Rc>Eb_i_=md~QE{i*d zpfCV?N=9JOc@hJ#Dc}~q%k^^z-#eq<@4Nf8 zV;k%j@7{zFu=QAF8j|L@IIz!*II1(Ro+qmv3db;q4jBZ6riDgJJ%tvsQ zfMDuEH`M|mPO;pj%a_YLY&vLYc0|V$48TwCM0|XF%psPAkn|u*9DTW*Dz+lX7*4a0 zchUHlJW;@B7tHbz(8Tnzo}cJ@y2PK8`Z}=k%XfN=#DUW7bq>@ngu(7#B|@q`?w)S4Ycv_Wkk4 zA3rehAZXhPJJYW0weP9I>-q!sB9TG9zGrg1u;W()WYm26qjM@D$3ADMSie=L`%e#!z0~h^s>tp3A9#F(7^(9O6@3T?89occb9J=ys6H35s_x zAfo`GD$TH9DX%v=l}@W8LE=eu>3@HO$mL|=HFZ|Q8-Nvcay@N_ZGL;cfp&v;pTt72&FC(Ct4(tbTnpn7mkd%R; zAvMC3V+bTL9Uav81w!M2NDH4YL1Y*ZBKME{KF4P@CA%!vQ!pw*@{GbQ!58hhU7=b9s3Cc@@Dw*()Rc6aEHiz?!js&W-X^SRX^o)Pr}-X6!@@roHCJy zagegU567)j5dIi09hcOFa|c%c9-)%qh5@cuV|gK^Q6@wkOidV|-Vc13elvu$VmI)X z_b$EIMa8LWzM(`IJ))$s5xzZ4fmcGq%F8ub7TQSk$|@@rkq#4;A<+O3*@i5Tix;ml zOphh&PK)>4snTq#V064LVlmBeoG+=T0?XIRcTB^rslO%I zO!2PUw8m!@6*WLeGr$ka4NR#cXwQU&hQR!_)|4>ZQH#ct#B{Vx(s0AZ4HilVH?i(JU}TZFVBQnO9sKj=N$&5t%eA3mZTU{^ zGhRtT;dZX!_75)~d$HGHc)ZEAGuO4ufKZgFy}cc1xboN; zN>e^sA`UyRg^C+MJr3o2@~g($=l>!C2E(g7Z8wNtkAyulc6PUD6&b zcbOP9HBnw_{GNTT$+C+VFY*ZptU(mxh2tM6=m7Zx`3nR@J{a;-{bA~f$UG@@aLy8T zpK|r~@p%Gb%-vBBw~HY4F;Y-*Lx!n4(XUMS(}SooAt51V(0o_$AWMO0*4tX3$0EA4 ziCtqCS%t<)-5DFGX$Lx;ZVi>Pn!Y<6I@*d&Wt>-6SAW-1-~v{AC1@2LdgkZPpRFPM z5e8E-I5d<@_oRwa%Y$}3#db-r*Q|vVad-4Q_e-RR>(qpZWlKH_sNzw@SBA<=)I@b z4w`C^p}6U|^LKcB?9L|s^$$HY*Q`z=|MQXI4 Jl>G+3{V% + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/actions/waveform-analysis/data/figures/cumulative_ns.png b/actions/waveform-analysis/data/figures/cumulative_ns.png new file mode 100644 index 0000000000000000000000000000000000000000..57aeb5dbc72209d6ce2698d47c8bb80a0f3e6daa GIT binary patch literal 80015 zcmeFZbySw=`#p-|sN*O)j)fp%2cmSBF^V7|-5?+!E#2X$sH7sGfPhMOi?oV>D4}$t zq_lLy**DdDiz`YevC0p69-=*w^0seji>F7oz-=n(|Ky3JOZ$EB{DQ zQ2b#;L9wy;kB#`vI;N)I@yGAx7ldX0z{BB>8xQdF=37@3%_%5UE|dS(?ee{N9>3(a zxTIhqZK7jgtzo83VWeSk%h1HaP*3xqmA09=o{8~6*0W4!Ss4!Aw6M6v!^rqQPdIC0 zrpp+-B`%DD;vj|aKj&p^o)5NK+sInhEiX#g-QIO!M6BDFm*vCD2NpZl zY5%qR&|8;XIj^=pxUze9_(K=Y->MF6zA}=RdCujpD_30joPTN^xbd-ZzAOFr_N0OA zq=Aq@%Y1`NX5t_6rj(5L;qe=;`PaimIx8pp*AL`Rmx3dK9RK|b6_-fL|NeRJ3%&LK z_4C^eH=F+JM~YkP{`cj-*5iMd?$=6CQ2cM${AVrxU#HAZ3(Ixn)sKS9LIu_DY@}rI zFlbDT5Lozm@r2BcwglzOUDVY2RMy|#t~(*Kp29_2-Eq<{e`(IZotagq?3#kYvnTW` zN#7f`n!BmjzrVky-P`^mLoO#Fjk_$y8}(-6FeB%asZ5)@Ec2B_Er- zVL+1ndC*-`Q`6Vix2vCp{D?=_H8zw?3W{@kRC8@4!-Tx8EccP0@i05NS_j^4#Jhg! zuZ>exC3O`Km;Db`D@yVX1AO$#zE*#DHN;kGIr+80m-Lkdvr51I?zaTRwBlOrU+=n(PgQm0?|jCtTlc*> zcGdqR6VsR42z+*0idKpKU_(mc*(1&U&6!DaQ$qu*x7u}0bhXIwYW>fLu&#aZrtAOn zyCZAYcjv>04<}EZD*d0&ja+;7>D}})A7xtZZQ0AFQ%1E(eyx@sjC!@YHSscec9t22 zja4#(3$x>jzwZ3o*RHMfA&*rcXgnsx^`tf&WZ1$qKe*e5m+_=;Y)yHa#t$?=aidSL*C@t}Y@X;?$u-=SxdVvn>bwb8~aM z1_n+$J3Dum2R#jCBv*6J>s|YGviJwx4<9~Uld667jLMrYOjb(^v-)-M0n}_azuofKr5Z7@GI)Rd;{JvG!Em8M(S-%;c)A|a7E!=tXQzMDben)YXZ*$5Fogmx^CWk0U9 zMA%Qc_s7>TrR3|kJ32ZnIzDVZcH+co>){s4KR0idEOOf|o1rgz>7Re1ZALq`#T~*e zyYD$ug)6l{W~k=b$>!(hQ~tSan_K{k_QXWBM4VclU93_@?8PxU9*Zjj^-1*=!MqvP zBWl6?_Huf9dfpzB6B9BoFWj5>uu~%1Zn8gCGR!qrKIyEr^~QfYoFk&53P7B*>!l_5BffmOcJJQ3QzmV>;_*#(F)=YsZ%o6;_5b*C zh*r=^g)F9Nr)zFr-g5I7xmW*ezUS)N9}^WKHQ8UAHq?7K)%)(<-;ElQ&*xYTRecQ; zvh1%prCQ*m%4yv4=;-YH{OOY?uN)Kcz1CM1Ascp?l6=OMQ(Yw+d8`8`^%UcH)_?G3%^lc<^#*&FJtwt4erSKYnXudDtHlIPC3sOmd5 z{C7pV-&J7Jp6{rXe)I9tOy_poaf@;9-2D7NfNscF!R1+rd-v}*54Fs<*^ls_QAj>m zJ+NA{8r1XspFNA-F1T>5U}4O?Y+*9{vM05Edww1+;Xvby>l5SkQ4(~ML(S8S>N$?{ zuaAobh6_JAe(Kn8P4;;hpZxh4;71V`~Nj>vvcUHoW9E@41Ok%(k1171Pbi$%#YUxVgDW zefB?NwAARVprY~|;q2QtIX5{lkTa5R-<2U9CEnL;Qc(NqlDlZ$eL9lD(a|R}^s0+% zdY$F=ISPnWeeydk8?V3|SFzY1mozb1udeK2TcewFCQ>X&$8JnE%dDHtsEMu6l}^Z! zPH{H)mb$)vtUrU|t5ByoVP5OubowNV5q{}RW7Q1(S`oyBb>l>!hsV~Uq9Q%C0;Si6 z0mf~)dbI<2xw#W9=9MuQ?{AA$OzSzK6)7GZ+nA=SYgcSu$se_D{YC}9y@-$Gjo!)l zgTjUK-+%vQGwZq{owE0=$`@oOt;*v82K9UuM4dG5nO*zSt{e`-E7Kv#s`!*_i@sNT z)g2^}H)#X2bv!mdUo4G!JKw}bL{f7c?W+`Au5nqnzUI}XEkg|{g+0`X>II3ztvLgq z84K7P)23%eJLizOwQo$da2JeMZ7V|slU`oDkIcM0hovzzZg@1zzgfV%NA%LAOEHK% z9<#0oV!iD8H6NLDsw2fBmj~lhGzvEsK07U+$Q6EDzcyBOPf|`+R*Y$9u~nskgmR{_ zEJ9)zEo}m_p{XVLP^iT-)VV^?oYep)XaM;XvISK6mhkI{PwSn+w+4XTKrq`?BxrV zmvYD_JC2o}KmnHXuQ;WY9{uSlqY3lzLxJYz)eI(Tz$&J;C)QDGDNodwGq2%$3HoF z-gODeQ6#c}LMklSzqU8VE2gpO*PN72dHM2XpnzlcSXXK1x7fjf!NxTG`ov(;{jWYf z+c?xx9VIc4H{B-PTM=ye{r!fV;Gh8X0)w|M>&Wv|srQd4=U62mM`HG|>NE_AVujxx z_=P%1J09z;G@<7>e*AKMlDhS+OBKwz75g)cn&pBxO{|2MaMfa8zkapKFI(x{ayYMrzuB?cAwV?P;`q`}T~RU*B6SAmC~eRe2p3MoUD*#LCUo(yFSfCxSg1D(40@HG+Nfssa*2jq_ zLc&+BTw7jRoct<8*M}?;FFn<&d}ud9dvSicd2tYx;pW^#Uw=)^6KUhb-d*NBWz77$ zcCe_OwvR>jY;sJJ**HcqZ7-!Z4q%&;k47&o&`HO&hB4khZc`(8$?kF&@G zYIc3!rO71cuPvCIT@3H6#o(P6FAgGg-pdSjrXKGO^A?a274`URVz-~$?4QxXR^(Ey;{voTHZ+Z_4V!1O6}D5MJC4}1zjmmc#XAMx9b7giI-YV z{E);7)qWq?gA|SAFluU8P@Lp?#%rDEx{X#pc3(95<=k-2h%c|T@d+6nL4<;QWeERJ zs>sKW=z{2yoWX+5ZNs|wtgn%m`3)EpQ~$}cn>1@G;3XB&{}=YGik1v3C=c}Ayz}@E z)OmBueajin%TA6{jk?<^({#$INy&(0ZE0FAQM zW2c#!zxF&=v|OCCv>a(`?Vm0Kq|kmt`DYhOhm44b+nMggd+cH~h`jm`e)~ax`;~h3 z^sK59@Kc7efc-uJhc~#>o+|1{iO@vb@g8nAAx+I!NXnk{X{ier{>`=;iUt1SIi_xv ze(U>%q7NUQ={NkbeS1B+sqbm|vt$vPGfm`2+VX;%9Bw&_c=AVe7`ErDn&ghUlCF`- z>S+jgvOHH`@SI0)6V||HmxMg&5)>5PPu|_xWYAgc85#1*>*2$%KF6-^`s*)1z`+w| z&x)%%%|`UuApC2iB`<#e{+(X=b^IsaQ(ap44vb|V|>`IzyJ2BH7R*z-DX>oeEWTCt18k`7NIATsKUKr)27q- zw1*EL@>u+M#9`bLJ=B~Tl&|Qtv|wx5S9J-cy4bh(w7q9TR^LQL0<=g1R>XiwxLGs$QM@x$%&T;6FD>IA-%EM;AMj?dzMoQ`% z{jM*)y}i{OCuMPCMIB;a5H1@wZj8P8^;N7)j1Q{UG2x~x^QipgCHpf<=^thCCnhY! zLIqTrnVEYE4xJVaV7YWcA|!qGx&Ikuo!JcMrP(Odfg9$O=woB!<7rgp=%|RgN{d3* zf`S6TwQzZLNA_yL5kA|olM*3(cEIN~uZ@%m3>RGZdFQx9h+*uGW9;m*Nd-&UJr%)m zfO3Jcap+*K)spDx*Plju3N9~H_eZsAX=&A_=}H8dBcGa+6&Z38E~D&w#Z(GPNJwOu zw5#RWPs;&mvUqNx{FCxeDJ+KDUdBY+_z%Fo`rGR_vDr=BL{X;h$pXgApC9I>+|TtT zcBIhb%^NQFI0F=v+H6aM$-zcxOt%g=(mfUW*pr4+$1VY&j+)yn+-ZJ@)2R8i z7_Zgf7i2A)(}GRj*r(IWi@M)NMv@40&f0jDk_PWvTd*|ANNxx%yAEYH0|=2s47!ah z)@GT;Aky^4x3{->oR@NAvfsadpKdd%IXTka9xFKF;zB{zMk(7O26W2Jes<)b-ALZF zsCQbDa%SSf;^LWNg|w;eL_q4>xC%v}ecV1eEJmJgrIaT}fR+^V) zy%h-RcavkA;v#Xsgp3gjOjz9ibMjwu=0rIFqC+z@Dkn(Nk!;g&2dDw=)!2-NNV2(TL9 zv~A<2O#|+X`CmXb?B2IeuOa!6a9dj&8MF2MHe@Q3tl<#TQ=fZPuccZx}TcG`xP!%Z)&j7 z&C82S?p-4zjD#XMCH0S3AluhRhc2dD4Jj?ow=c_~{7};T5#Qa{7sJ`^K*o=1gQUF3 zs1Q35%(`P^V^W|pWTM1rC;O^}mZzPUqfSXjo@8N>$}p&ZZPNn=LX49o7a>C6PhaU? zZy!NtC$Z;Tk|?q)yXnx9fdHSmO^%LA;&O|gVe|_!zLxSqN=rgVN=ho-yjMKPoQB*KuYP}TOKq<0I76NQ7ncI) z6wbvt1hV!i@1wzdwo*Hfi!$wQM%LqF#oxVqC)c}~RFf**P{&B?c1QW);f3B?*s2?X z3(6$>D7fA(vY*mvQGepodPe!RsC=SI3RUOua3Yz%fx^-ah7VtId$y!I0Wj9YZmr|C z=S(aaF3F&hqNb)c*DJWJH>c;E22zM5+T?I+bB$*ShF`swH>P_`+S+q%rAf}lETAsb zV%NI9f7i(FDSLy_%XxXpZoHgRtjKwBvVKoVt017$Wmjg!0H4tpA3pqpiAC^g5_?*9 zp%18#p~kclO;IalPal7Ooj3ixU?b$QKZE{hXq>UqQC=D?W8I&J{HuMC^ZI}jirJeT z)!TAy*)btwbg5vPLa?L$82g)RTgS;IR4JR}X`9BDIwmM(RF%*<8|wddNn8qzODveD zcETdI%*Mv%CI-03Kt@iZCf{zI7t0I1f|1mQ8@E!u;B2!wa+Ui)O@@IyB@IVe57Z$F z3i~ylb$>WQSO4p)doc~qlaFg-$aQ6A%$x8*0om_UaQ@CldiDHVjptvpH`t?J);ceZ z(@Do|-LLoK%ge}mw`ZiWs=m4Pjwunm2C2_vRI-~MPC(P8DJIRQ-C^7_hV{td!&^fW zUt3=KxvJ>FoTKxJ0U;^vDUB{{ zRX%?bghe$nM(b%QFA^n?P0uH$#~UBY?_bSP7q1uwq!ggv@W9Kf4ii3I&ciL!@~>uQ zXB)fu1O)|29b`HS+GWD-$tJ?@)cAVg3gZaS3JndwU4_~WWz-K^9l+9D-|k)CE>0Hd zV34g!T{uP}z^67%4*)8=i67s;@C0%g=~J2aRUNxucTl)B$6Ed#<)6Fvhm`oBD4gcu zX-d=uIFe`8tzh%`94c5)>_ux(-?E(=FgNBzEFp8@9-rc)YiJ=Xk+J@Wm3|@Z_ z$`@cIjN+9mS0d{(P1+M{YHApIIrL}jfXBOshJw4tX}@FSb!Em{q}jKDwUdpJD$*=N zK@zKdDjO0KLPmX~z~s?nq+U?q!CS*E+zARP?~QHK?qKVq!8Jq%N;YMhB!PeBv!bN& zsmU}^uU^jAki*z4mT;UGOhm12PwZry}f?-Uw>VnUYG{WdlTX0Y6>LHG#UQ-M(*KmfVZYR`^=cM14UKgUO#`{ z;$NJo4p0OBs2o!YMQblSb*RyZ-R-D!IfssB>R~><1;*v(&!4Y?zNkv86o~VpKnYefZH6C*nl>==X$f_4e?vu%Xqdd)&a1^484eXD0Mp6nZ6*%Q#Ev#mKYPg@)#xSfklXt`Nl8A#t zF2O+8mcNj3D|Q+=?7@SFB5&$*a`ZfmaLUl1KuX?*)uB3;g-f4 zi`(%(!JLC**>CpxXx`G?fGaa0m}}$YY31&ueJCjz0Gi{R3}_D%+Mc((G%p_gi5&T1*02O<0qj%Franf(0qShcDpI;<3|FeC2dhR5z(Qe?)qs7u3D%4N7>| zCgI+WltL+F@fc`G39Akf=V1MM1AK^xs3@DqX-s9`Kl#OTY*w%f#-5;hZH@YHBSTLM z5xFO+K2f##rL<(~r!xIVAc&w3yc^E?>~}hfP+;Q0JoHlG52Qn1n^Z@7s@A{aiwBS7 zD%guDeGUZcez`lWfG3xd@}>gOLAPpQU{An8HgA^A5(j%#SmD(1@C1VW$&&=0ar^_T zhaRwrtgcQ`TvC4j&;3{lmwjt+W2Zve@ov=iMk_J5qZ@wzJsK-XLUC(A z-@^FJtvt~{N~OHaVzUs3kuQUylA) zUw1BFyl_D#QgmP88>D@I#8b7ZmMn9>kdWcKpY}(|#7OON-Z)rPM*reDdJ~Wm_za?9 zFnKuk23w0JxR>^c_%ob>m~=nbB=XQWDp_PDFX&TnkvEtlv6V#SVRqD!1OLu#A+j0w zdwtJZ4*Y}B4&-8JOvB)t<3+V)@$cSX+AJL7?R1TM{OHkNyH8$wJKQ^rX__fgE81jEbd?3c7;V%(&?mAqv+AoD=)#Z88 z7<1++qk7%9cXxL0*zt0^z|6TI4kIb7(Ve(7K_StPw!V0BX=P=lW*K0-#c0Q+s2VLs zuoiM421Lce_kk@W%*)+al}gd^CubZS9JXr3&*m9KYDDXl2S!$=`JHx3B2{kt8iaU$ z67X($X}UnHNN1Y;R0UyTG1KUEe0bQ8RK>tPQe_w7Fed!8$NB~(h-(&)&6JduSB#a- z4{+UjTcdd3zyZ|i+eK6cK^zQ4^D{FG+D5k}t6ejs1v~;dQU`oJ=U;_|p#vK62te9H zUzI`P@7}W~5^Z(>aHyuQI*L{yVv%d$a(Yx$RLsUSP^>&JsplJVtdj_N1dgS!0X>@j zho8Kf=>^%wi;&Fr+vNvLN3-ut+(sv0NYz=ku@p25*BQbJJqjp$8ndD+?eAC$^o34F zQ(OUI8#%|Barki5RdMk;qH}@b#3U(!J^GsOI3G`)Gkg;xgO%mxZE@d0;<_@UpW{Za z0^%Kk=H@P876sW7gjo&OBF3V=r|M3n6LVlqEufg~W>jmDar6)5fPT01G^&Qq@SBbA z`c2z@Kv{{D`w1AL2Tfv+7B#1_p^X<&X|G^luJJu39q%-RDtaK2Dcys>f^bLWF6tGfX(YMUx*fsfOsb(8z92Sw@;~? zgpziQj*YQ+r07%?k9L+&YCWILi3EuO3PKuGN3|JQqhE2La{c3@Ly#KTTL#XyD#xT^ z{zQf2ddX6P8cnvya&AH|nA`kvlz4Czx#xu$Q^Hf$cJKSNE$;Y!$%}|mQr@U^Uq5~q zg20n`ac*5YOAWtevk|$-gNb#;=3@D0gv}X z^^+`grA#YQI)WnScT)1b-fUT}yu@>^?{`HEIjsg2;*N7)Auv21{YegB%>0^cqtNy1 zFXFByy9I>u3Q26YeUy`vLjo>btHg`@3>i6pGOd{fHej?2gJ=;48RNgnqY{jv*oCu1 z{Sfln{}o!l#aNecYp!i|ZA9ZyF0O{!V_e~`m@l+%+)zLcVOmPn_q)drX}dmIuTZr5 z;ZdLpWep7t;04D>W*QDdrrPur=z;DM&jef24+(?73}n?6k4$=qZNfhR8o1Y|%_G4; zo=w!stD_`{M+P>Oy@6W!+OY8z2CW~EB;_GVl5zqeD9*SwJM#FZ24%?Q!GRF$b6uGs zu!={2u&N^>+VPaF2lx~KC!YW=uaEsCpfWmc=#DK^$Q>RYHr8)?#1C0BbcK3<8;(9~u#mNL2(?En=u!`FfKXPDNu7+arlKdm+%WD8DL|Gg_m#tn}oHutUbUivd zHedp&Z@k5L1ssOyNPSaBT!r60MH5 zmf821&WOG~%E2K=@+I!`tvAnW(jP+-0ycGL209!Al##kL{riRu-0TDl{b&2{5n0D! zb}Ycn6KpdA8FJ(#nP7hWxCt;Nin;g;bZ}KwpF*xz8i#pnu19`<=hvPSu$iuo&4^0u zAUU1t=ytp>uDF@-gst;cQMR3+>MSy-V8`auYY4EKOX?QI6ChjlTLeU>yon{ zXZ6o-pMsQh%z^?uOx00;4{&ejJnvr@b)^cW#j>X?Kr~60L-NScqyM0^CEL9In(hfK zs+@aZ$ByrhLU#&n*}AockOOp1Gv|>fRyO%yBl@Z(1Z6?qPa;Zr*`B7g3+jw@cL~#= zr`YubfR+P3j+t(EZojp-^LZh;4S^g!{>Fpba3A%bY@P2AP~uWj2I*LLu5S$DgSI>S zDI(*6Ez~oua^WX5JQ}jy{7~j3s4Iht=iJ-Mr>(Uk_Z0=i9X+5Ed8n{y_qxlcr97No zdnPI?-O(Iy^9Aj#m}|@?d^86PtE*1M^BAx!my&YF+%8U#yGZ znqLVljDtJrQ!ubFI?i@Kh3~-U>C>lZhT8fpg+#bU1>$~rL7`({z<|nppzh2GnK5}C zrxJ3zUjM9u#~bT`5x*vD6p9vQn~8k_6~kuI#urq%8O9lmJ2l{z^A@L?$q+^otD!-G zNWg?C#bjmHC06wOqiD73Y57x_&uEIfFp0&oo`%GNsae-<5$hJfq0^G@*sQ5_@9R-d z=($QN>ZT+>O_*rJ8f~zgqKmdYM=@|y{s|QdidY5_%P`gubgW+!tudXk5xQ?RL^XqH zOX`aJQ-(U4SH$NXCc&ZH-MkaFj3>)ZXTTAo3$r+o?#*uV^LkzQn`fb+p&FvtiNfP; zH;Se15JKYHR)#@h!g4Wuh3N$=Rs|h|QmeN-C<=(IuTeMD@`Cm>G!KkFF6I!=ul2qi&+G zFwh1#AhD9Y;9r5CYS7fv4I5cJX?f*H24epA>vp9qW!I`+-i8%80d>!v84F}F=h-{| z_uqeS)hbKeYxn4@n=fiU-`Ie^T-cRjF&dvyH{XVahUHl$I9G}`(_#DF9z0+wTjVMY z=FJ2ui$8SH^+&zBb1mxf1a^g}!1UK%ob#_-gnT;4qgvd^d9S?dv|Ri%WPmD08+OF8 z5b2uKJeNJFH2N730ct3XTeVPSI`4`sIrmnETI&mtAkbJHAp$1$KrX2GDjHpA-Q^h<>2hVPH^$A%ushME*yJJ1Kpiu1v7DI z=(lEPd{>MYHsxm(v3#+Kockvx-nPOOx2I&I^P=b?#-7Uj(k=R_VK22cH4 zee|`L|7w&0sRUmu<=?bz|1G7nxW$94zqZmhxGo${q?V5A#p%4!Vj6vTW()ftm3cB1 zU^u*JV58#4sNTk;gIXdU-Ies(xK*D@8j=!2sL7CwwzhR8%APQSj;LD z06tPv@ks}dY^)5k2lIHA2_umntIf!~7w~e;n)`Av{dm!jJ}2Q%AUD!MJOUFrc8dqi={Yp__>246|%*%Jgs3Bfeu+@RR07#954q*cduCHJj z29WtP9A`+uLL_hm&yRd6EWC)TL(^tA?y#=>22c zw%2c1jvPDI%_yO%tgjNIkn##%Y>BD#_ZwV+cj z;pGVdjeJ;M%%|-x=WJ)&Z4Jj#PPc=NnOhi@*p0{GP<6Rp{#{SSVfd`5_TqF=Nr?g4 znRxUc+hKX-RFSrr9#$pv?)Qx6+~&o@J1ud4F7dx0K?-VbpxP4_hnZVBy#?^X#`qn5 z-NMFs8m8ZxntPaucys+rB$2+N30G&}-r28Swmc5)otopjjh$VfK3B?zoBi*RF2`E! z1;HsDspbkh?s4DmjItczyFX3fpXxJoD-Q@0t^G_$Exd+tW;s<2DO%*Ogt4_7E!sPY z!LT*-kt_n(J<6E&nZOO@#8Xj!QZkJ4bfyI=p9QC*<$8Ol@R8Fg5c5sSK+ z;|H`+LwT$QpA|g=u%Hp=`Pc^u9!!MdD}^tWa&=5R z7=+CZ=wm-MrDIk55qNjMQVIUgrt$uF=@d|t+Y-7>>tbb37d`{I0eI8+J!1j3Lmm`# zjTV4m6Z1skFa>joDi8Y{;iycj+%q#X!8htz8ncSg5Z}j)TA5y)WEtC5`1aesTdL$c zG%~>}z-LuHTew~D2V&HUfBZbb!y2LxE4zo6Y?e=)Ct~4#ZYgA-YYO%ypO_988M-+_)%)COxiMf5%X>X z9qLU75=c-G^TO6nTt+Z6x+Esx!pPfTE^nfEf{p>{>RSB}=vyZF`uUt5u`5@;KxNdeXB|<_ z(Dx$-2&#JE#`|5B#y~R>0*-Uf+_c5q#wUM#Eo9O`Wgye^eZG!&H$X6>kB zekUXj1dX@#LbE0&A-mS9oii}jaAe3GX9Y8(=#&s}qBbpzSk`C9x>-GF&?sPT*3Zm^ zU!%V@CsRX99$uTnM~)2nPiqhk4<km7iTjk8h;S$*-go7Y3fHdHA^*{x zH=1H1kj-M=APu7dzu?}w23`8b4PqiE(lM&CU$?o9TO9|2q~>%|t|q+|lFklS!jSlr z30{mn8OE(jsAtT(>A>0&Clj~24iNM6hne(te%&Igo5WLWn^(KCN zjTZ-MIQRO}Dk$w@!W&xu*!gWctl7`|^k`0qKfeZ2mfg68D=y?9=A2X=$h*YkOJWkz zl3%Uau~K7$O-mId{;?;|+(_v`n@z;O>S0cfj0z+2lH=TjB)D;MWJEgY6h?&nnT{>e zPtL{5VqY0rqcgSh9{NrS)1rhtO-f1<%TkR2wMeg;ogUMGK6#R!UWCxNfKTzC(qQ5w zUU1l83CpSBkfK>slVz?OXLh5O7T4}6E#$}#___8v zGjj&GNl@jhYI=*&(AeQuKOwV07;v#FD%2?!jyCC05P!tQ6k^-64+G&<(k5W&c?mJt z2)Bd{|B7ZkS;0FJ4JSc=brd;Cqbu#{HRDLI7~jbO@7wqjCslPIBsb;Srd1a^Opmmy zV_8@yCrmL07kkqsVW_^0$dZBin#c$+^pN2NCvk`o64Q_cHh-u!ha7QWaSST}zf1Je zBC0e>ijU8+R>#GkM}u6eHZZ}NmR)=IMxhrF8Z%ZUD^_op%f&~3`*s~If}ClBs&ow(e^xCw8nlES1jNkk3qHtGPs-AR7_)*1ssk|6~2kc=GNI5zWo z#jd?-6Bb&NdCXowrGoV~8dezbQhBr+%fW`Pu~FV|6(oRSkq(AGCLw*OMRw3p2d#R-;7$4% z8|ev-GzO50qZeHx5piI`(}tk{BY8S^5(!wbk^K2YLLAM(h0^jB3T8T*MNT~{m=yeT z`Eakuv_K&PyK*>ALBW+kj*zsPT^15DfKASdmobV4hBKtOHrM8Uh&(XynH9DP_tz!F z;dF!yF|@V5(TKxj5_j$81y?abDT>Dsy3koYUWfnym;Lng^q*o3q}ptIY2gnp)SEp( zjIMA^E5p@!4R8`3Bz{ADJN(Q|-s_V&c>&d>aVfT^$Q5d9_rw4HEGJPf+XEhAa<-E?0n1o?* z=1@XvA?!!>8aKaAa9WzxC0f?0S#nfjrRI5Mmgw*5Yg6(9mlo(%3EJpD9cFh>`X7&R z3awwiezIt6w(`!Qp#+FS^b8DTFKvla3!U2W=etd8hI|(w8N-CeDxDJQI29ls z!q@lB?dJ=Sl8d0e?E`i z(lG^QzO5$`7hn4wY}E~(IyEtxs=QF!v;&ziZS=Qfr4i=$?_(ldXL?yH`NGtl7i%ZP z9F&Pl^W=ntoP|aD#R^8*SYOOHCt%75aHZUW1FXAt?Ycqr)W_!)iYENog_~u+=fm1| z6AUCZuT^}jQ#p^k)rx&-`f0e-+U@?7hH&rn4L(g#bmBC zJ&tA-hrAI-JS~2<@Z5Ci@@48o9|atJg9|`^dTwbLc^Zr3EB!drAqNmT=;VZ>TN7}G z8z5k0g>jxedzYEh<99wZTA&^8#3OjJs}@sLO*@bB_4yfLxc`pXy~0lkeh z5JJO}+0jfPL}(O&hFXDRL+XuZtcm#zh~$h~ZbPgvv$H$^P__L?o-Vx=rj9^nE!R7z z-xm_!Fh(BY{v#YYarH!84o8_JS|FJ(kpiQF1`(+3+BUB2am2Lk694OLGDS0LhbX{c zwpll%%gdK9$6`()FC*cN#;!Z7*9C*+X}B#J^Jg?8J*ml{Ef0`I&eXY^V(p}HTr*W> zCrd91FskPdTzoASmiU5Dr7CL5lY~lxI7gi2_rQKy-@WrUdYR}Ka9a1H5ANw45pZ(IrrH!OA)?8+GLH3g!JF+ z_x*eu9JGLLIP>@tQ062~IuO2^NR9v?syK)WkdzH5gt$UDhLcee^%#IG5vzViUAPO95l%)}DD%6)6S};#ez~VsxdaI06<;9b1OR&JS|!_P`R!zgvh?D@a?;=2HEwN5u%a$L0 zesaPa&az*}df|PtilLjynM0W;=L+4K0m_^QgSxRU-;~ylXg6HKX$3f`cJ1EX-7od+ zH=JRn{Bz3|X`F(OyZTP+Bf1>;H(Nt_XB&I_W#_?Gy<2|0wwyn&jyE~Qn)qP^-T3RmgCplg?sqw=$JOm{4+)#UGPkI+(A`p*l~};G z6e(CqE3aaDNyW5i_m0uH(=<)Z&0%qIr|0J8UghTtP*YQDR)q^ceDeN>8B2XMT;PsW zK5+Q>pISX}zhNJzv5I2**54LBp*M@qh?<*^GaX$=ah+j&c;&P{Me*~xy1Mg~Cq$op zBg2MoFz3oEDVP|R#s!yI0rpCt@!MN1^q4H^fbZdT>g04f5*r)q%3gv)1|8@b`zHbb zXt&veRxLgdK?DH`3fD`@%E}I%H0?j88=);|V&901hP+dY!+1F}IQP_^nM~*TOfIK| znHQB{J__RTr2q#ntn!;K8dB=&%h{E%h3v27pH|_UZZY4nV{|IBfWK|j%i5Q{L~war zF!W~tV7D(jYVJS($V3r65yrm;CLB=PDKK8fTItJP2>JAY;B2Xc_)H6~RizGAu)kie zcHFm20pQc0n-=f8BQXBu;`Sn>-lx=M6vWYcj1J%LRt95SeO%f5*#|kLcJj1m6sOixyj_l5`<&#g4!6_dGi6T; z7P@WF3Rs(M7iLD^pa*E;?9d5^sra-CH;f|!X|32hs$XkZ4r-r{ot^!TfH|PK0+36* zY7U1NouELtV?siL>E|<EU$2^5Q6t%?M&?9YpL=tM*{>_l`@y{e?V{9aId51`(1;!Fz-hlHs;-XWxNs3FYFI|bq%RB3i=4=xDPjy6_Qol|s7t?=mK~?o-(ZZ_!tuVZ z&CT{w?R~?;UO1t}cEEAsYuPv$9e&K%v}oKF4*33=t;LfoMp%liIqqk(Ph#%bk)_h) ztjwib@mv8UANZc5b+9S@T93v&k~vtcunHbNy-Sy=xdv{ zAMnsjnaQqnFVf_LfcKx5_|~6WPIhE7=l{>QlKekd#&c&aDXw47QaS5Z)G;8Cl#t*F zo7J%^NG0-k^licY9y6`DVy4$lN>t~^W*x}KCe1sb5|hCG{o(49DN;>={N95 zt9O!elZz}~6j=6Np7G|wS<0Oe^r2o}UZf9bVJICPOsgygzR`sKM)EczBZDL?*Fb!l zCIGqV(rj;u_EXh8IDRfc`zslJq?%6N0UeW@n9NMgk2f8~DW&PrJ9G;N?da!(5jyFwSY|gplaQ^8^yQ6f{3@|A;S{k>4B!gKdQbwsg8>- z$4R{oiRB52&vSboGdlKN9ZfKCj58enb(20_Qk$syP!l`w9U`92GxwdZ;2Kd`JETMB zWG1Gjw#~KBwEc8_Gn_rpfnw_6@9+PNN#lZrwROoB#@xTW1($5%)e8ial$AFHkK#n5 z0F3i=;A6|igjO$!!o@8to%wg*U2m99cW`3#8j<5u+1xc23UK;hgabUM;Amq@9*It+rtbifFb( zA#O2MRaMhwqfF2K_m}_q0I#qnMzmv6OQ!t95N*xPr z&a=0USIX#5AN%!1NmpK`n^LPej22<|l;j)xcqAswR~8-HVKPqrj4e*L{I#9$=ee@y z+~dAI`QIr`9+&{rF@q-csU)z6@4M{EsW99=lg}xm=dYY+pE^IB&WDbUQ76hv%8I;v z5MPqiH46q>JS%zB8B^%#{Dp2tp|hMnDf#pA@=`!uR|l@bMhc1}x2uYU`v(U-NbeMw zjFBk9$#ChCQ#o)G7vnxfLe$Mlj{ywJZ`CV-q^C97QFN>l22(m(TH1?EYnx5sC!*K+ zJK5{drM}P()e$>+oIO8e`CMZhLxGUJy?yC;vvJOuC;T97O0>`<*N4z@o81sytXO*o zDrH}ejVVw;6>$E>p@%he-$dY}2M+*zNmIUmN^zEd=G&cPl@;8*&yf;aSQ=SzN_(bI zaG}trcRT;Ywd3|{LGhyMq|w&vnCwgk5;BW1hiW40PdGS1OamqCHuLkoAm7%$Pa`0d zMjN!e{rH^gbK3m+@`1==yBdMdI^dE2WI_CkJ?DXV~_N1>ghd9 za$X!r0dY>yML$=-e4m7~(%7JpiM_IntgLqaI1vK6iKE zK)N?%GXB88K&g^baTi|x1>&CGRsg^+bu>bXmyRqJE92~_t?Tf>2zPr*K z4n<_M#*52%ovd#@3r>^{ZjgttIc&E{`~{2N-b5jA8F3u3msC{^=DGYgy!~fwd9s8be>L*H_JAa2qm;(K=UTAZT;c>j2#h$Gx3>#^apd{=g-8 z){;zzUUD@A=00|_tg%H#R->l$nb76g&~=p}ek(dWdbL5()a#Rbl%z{s-0GR`j)a&l z+|=Q|oSM=se*N4Xza#wv1D~_)lV{BCB}MD)90icU|IZJo#QY@^(ruQNI(#5L-4r7dhC>_0>9v@Bdy9TV z{rf)Cji)b%J5*o(kd$~OCL!UB!75~T`5JH8oqF;9^RB-s=pPjPTP-0bCRUnO6X9v5Ub$8nDGG)0Qu>T^ zW`$qd7kp|g54zdsQwE=xqQ8h zH^k5(5)#2+gs&Ee_^(^ik=8GIPplw2Ex!r9e`Z&LV_x^v|M zC{pEuLid?JO%kEi`e$~*nxiDqYq*A)>azW722U;vE=!Lttcz|>**h9%G7T$=(7^lU z1lY+Il|Eji7lg^fK*)rH9il4yriv5&+RVAtNnWtZ1X5vu$7xFM%m79VcHS zmB04k#jh^tdi(q?^8oN7ngO}v4hlD|YZg<|=TvJbHg`fQp)US+vQnz`=8jjKww+1~ zU5sbo#TibuF&LcmaO&M7b#OJ=C|qQGIc$PC3ueoYRl?AvLVZ(+QUM(S-xe6rJeC>lG(Ig-f;k zuT5LOv8GDlDbH_F*W35WnzC6wp#1Yi`a74z{JDOg2u~2MfPK80u#aDCtN!|x`KDec zxPj$I)~lOO5vF`qOEq3G_n_rg@prZDA%9hl2nQeLkD%OW0poB#_bdf+>K{P+rR+`bcIHs8?f>ZRS{q5LzL-;MHZ zas(tpM!}yXWG8Bs&Od(7Fd@s+({uEzw^Mr8EN-B~U)dP2*QUd_X9*{{y}dD@r$A@}_W5y< z&JA%ITBWkKPE^7w-tS)+=M24`dAHr^FC3zH@6t;!8jkIjBxJTxXSSGK^`PNQ?25<5 z6cLC7=Jk?=^;4%{88|5&7CPzZ%&b;JKw2^=G=S$qQJj&!IPJRYGLlW#uK@Lrl8MQPOC=C%v3$W?tpWtmT(lbZtBiSUVA1!29Pz?e4y=Gy34z%g3!Q>XT7zKd zzc^xK%%6y0ymay6#eGiHtDknewnw+Pr8`clgyOn~WYf31ZDanK9{|@nKq^hVsKi0~ z6NGaC`W6^cbspX8yrW=Jxxliio#=3QxI9LkePY&XSx?9wSSk5HQH9Jd5Ud0rW~VES z@kc_|kjJA0|KjYL9do7i-V(Iy#L*N^3>DLuctl1<&VX(l|Iy$7$g|C+7 z>r7WU4ZSbuO7v6hHjx*y?*HR0)ywpEr+AUa9R}+2N_>+w(xdo7D*h$p6)&>Es;WH+ z7(YrCi5Qm3F-`+Q!zJMM-ha|I(d{r=C26Pt*SQP?-6o~a=vXB?-8fT zaW(uR1>Z?yGni7+(H9l!rM}Ry_iIxVH3^5VkB_6{;@m+YeIU7m*Li}${IFrK%3re% z0>U~g_e%9yN&c+6roD1M)#8Ml!T|~@aS@uWjW`pvuU^gGNX33ABPMKhRqmkST|%+p zxf~g5mKCk1e_-r+(^egdw=q&{v-$N8v3mMmS)b)2yw*`fMeq=V;>yD%<;t(_gaN;P z?F}hz#7Cr@wY;0Ux+*Q5MMQXg zl`y&2eLEg&7~%CrBHziO{|^d))YaN_O9V(zk|90P>v2r1%31xuKJ)DqWuK6qo;A+aMRp zKjnT5N*YqQNaFiaR~Hc}{C~v4uPy(-C3`?`ti5vUCG>~>KeQjOEI)-s+Y+O}m`ORNy3k}$mpW|NVX6 z|2g)tkJamapXYw=;kvK;I?wC8V(*5^pI*jNp2MA}^G;*0|7{dYJPeyXw_zDGhc#xG zC)=Ii`|9a2oj8KUf15M8LQe6OmR{RotR_55b6di$f@RBZp`*>ud>FyX_>Mb8cf47) zJdE z6)wM=eS7w|+3mEH+ou;W72KZ3jAEr_aXxa=`?^5Cyw=%+Fw8R#&Mo_QMn76ip0mW# zZI@oGR?|EJ`%^&nhukHmIr@|CelsR%tUH>VEr7-1KljJ)^mVEz&oO2?IM{xmyMUMF zv{aL0pfZxNCG3bj_HzS2D~-SAIB@{!`p+YcT*!iTQ0~B;yE7}rXI#|o>2155J%S~} z#~CEIV-X8|S4TfGe|F@!q~GIDS<)Mwm!F$*9Y*qC3FlS#+qkQcci3bS`21}WYZf`m zU=p)t`EvTu@cPZ$vb9U}F3GJa=99DAOB)V&oU?XYamSOzGC0rq^8bG!bGs`!QCwaC z^|cp8l$mR7!~)-QS8mqM$i4kiAFI~jS59LMc4I!vKQa+3(XnYiFH&&0DU=ISXa z())kp+R7&j(AymQqc1VnQw{O;*Gmngx-j$+vJh*^6)6T=h z(-w2v0EbhPyPMdZf?w+|;;!XCkH{as&31LvPq63o;)~koFHvX=>4$Sx8UIL3<>!-G zEcHEHD~jIyZ(uiwsxmLB-*o$Bu28Sr&Dyareadp2bvE{HNq@FqlKr*@euJE^ChNDs zC$t**8#(WzHoRp2S>2P*C((g z>Cg|;M_97W+Or+(llu$9?QqYsfI5eK<}4D!a5z9_Xlj7hAJ67A4yc*7&cr1Ah2bVR z2Q-*#D_L}L#~Uct0A+|1s9 zLw>_%&E1t*&$BsQfG+)exFdHuI^`L&&zb_C12EeJu8&}aOyD?b$^w(VndYtHUtQln zb>IFN*W{Y6kS%eMyCx&*HY4{VV>88jIS=}_qhdQlG>TcKPO~{vszBoTe&#@epsoyO zXlcWqhrL$(=HK)%hc%Jg1+4E1^LI$U7r@ph0Ln**5NEhU{xQs>332_4eUwmAfAQ%LXl^|LZvQ&Tmo* zkc0C%`vyD0EB@WE8I)%F@L$(|MjYF3m%O~qKM$*4-;4v6X2fB4WgA2+Hvad2>F*Gh zxb`S$@I_#EnpGsrN?BG2L9gj>6ZG!J3CaBA;NU=rp|P2n8`9{~5xK9)-yr5r(JhT_ z+b+o+FQ&vXBJvc0jn@C!H`PsRx9uFz!X^Qzb3usRZ<)y!Vh4aXFKlW1LZ=$3vL2ua z-16YUGFkJ?15N?8q+o-6S5l=r?r`J%5s(ZZu=)l}juX5}{qM#bfCmP`Obs3BK`TxN z@Nibbs^_ScRXUhx2FTlK!>xVnBX8ZBd;IwEz2GWDBZCt9YX&MRfSDu}zg!)kP8bRF zIiBzl+zFGB_xpX7H6M++j;K(&-oP8ZbfnmAYV13+at5(KKzDb^1zdCJr(ecC zv_Kaj*|MXr)!K@4PjtrpC>RCt)s%;gkxA9LgH5^D@FJ&wdD4i?l4xj~5Hc!#{kIHL z(jufl)WeTA{g?W)L$WN^rA;OVKcN)|?BCB4aiKU@d+|_j)X-GO0~&x)Al_d5AqLV` z-BqKNcKB4PsysFDRG199qbmbRe1kIQnR~wiRxC33=~n}g&-ax^qdN#dRDCKaEhi^e zJxio#EkZuA;dWr4^NI8oW$uOG?!I!y0-;xLBeWT|m4L{8gtkP!T!!{Udi>kng1)-e z+R1J1mTnmt88T3iMQWVxuLwAKxl$yxe;~g$U{9_6_{x*Ek0M_ztQidGOUdo8+hwU3Y+icp>eU%E=Lrt2 zL7j}}#Wm0!a>;dQIYLmg3TTKcE4ktR#3@(Zt;-NhYD*hA{{0FD%FFjnnRMyWCClD+ zT=O-aVxHlQ`OEtrx>jQwlT`D2OB%2EeEFFRL zYT|ZPS4-mR zl4IwP2a&-eUFH?Pd)F?Z%KlpEno~b6DY|5|M8PO<&_7l%S=6bQyk{Qq&V|l-;IaLqW>XO5KlT>O)S;#Y@t&y^`~* zuZ7)ixY#+>a*Jm1qZ7eIPzjt9*EShkQuo^0+Hk0&-fFedui@FZZy!T^0y0j-t>&QH zfVBx;RUG)Z+2)ST)tA9aN(i%GiB~jy=GBb=>m;z+0vqJ@)0~)asYuT=)x9ts%|Tg) zOWU4^42lnS=nchdKB73lynsa6w`*?h(Vh8dX@`}|mpzqe*2MOk9-Hl8on%73H}Aic zn3zbR#@NEm^38D%yQ|M76(m9C7|1do=}OjsVrAKt4L0>O-(82-p~oEZ8nTkdc~+Zzh%V%%%=e*miSI;5`HYl~=mH-W?*Z zjTA;Kj->LP+S=O0ON$yrN}dNY7}gv*)Th)5#55fS!2hk=Y?KxfMFcf4evnuiG(^e! z3knM}euc>l??6``gXnkr6>iX@{QRp7J;SA!15Ucc=EyC?s9o*~05p~XPEl;(k@7Fm zQIyv!+eoWz<`Lo!1av^WcENcZDVXb3AUY)-d7wfFXlpluMyqC4xO$4Ncl>=I&WKM= znc#oPbJqhi6_tR4zm0LpmIXF!fW&j{M%q|r!r5f55P9B`?sKC>?8QyZpE~m%`jV$Q zSIQK)oP>S%rzOoXV!$8gn?@k15{z^2qHt^_;V>e0i=)4`ME84h6%}wnS9BH`Xg8vj z2dX6zlztx`uR6_kcAKqkUVi?C`0W}R=j+288XCgm5r3U6$A&Rjti+L5-JOpihwX61 z0*O7p{qoePwjlu==zz`fO$$Mte6iCMG&>}i&XzI-!me%l;ll?P5dN6UspZ=2=23~K zktro-GyrH_&At|85Mm06^8slH_luk4=C>sTo^R~A2wd+Ncu+?aP4fj3f|PIHxwGDo ziCK*fin(&Wr;Go}z#MsjvS1^h{S5VbGudJLPeD#i)5igB__A_MGQe$(2cg8C;>FqUB@C}jw$No%-kgV z!8>_ByVqFCHU%}S1TSwSieyaTuj9qa?0g^}@M34T2()JLZb9D|-ij>2p@Js?avVX-UUXRpv-(Jpcqij=%I|5s898Zw;8DP2TbUSf`k}sMeg5w0<_STy&d&Ve`pS>@Yi-|N8!o+kIiH!e z(blb7pF%J|i1y2HNDh=sA`j&FE&zm#eWzIc#JQW?@Pb5y#iV{p8z?fM+CV_bTs2-{ z5*WPNb$nB%WNy>a<)ejhH3f$<=DHr4`KuJ9zb?d9MCqlTdKnoO_Ds8V33Wfboec8u zuy44);)yjTV47q=%BTkX1PkBVFU_UWhKIQXG_v-30r9qE>%;{S%deH^BNpgyKvANTV zj@{Kmp$nq9ldH({gB&+dnqOFBSyEpw>b~;3xpEEV8es-{&#>oZZ9cISNTbWR-0j=9 zX8?8NN1l~ysE6EwJ9qCIK+Zm|pkNZxFWiu%k&fypQ$1IFUJF*r{^r+MA8&UZQ48Od zu#`|;i#D$HcDmlt{b~*ToSfrVuDY*Od>KP@n(7yNgNJ`T=?+;J+9+#8hT23zVIdqf zMV1+>kDa<~-Z)q(u;aRaEy93;n6G4!@WChG9RXD;7+w2jQ@s~`Y_u9<}z@22y-Q;DGJQi3J*Kw`j*b z{U{s8)M92bi`o0qr4Qk)kTJs=ZYaOCIr!AemS;$nWM+7dq^hvh)JxC5#KzTb@58<-xrak7msU%njWU#`)L7pEH%C=23;cH^qE zV_k?NPiLjK0r2(65`asu*mxORGi5C7=Jsev()@LHC*!Op$*q-)lYsYf>SYdU-OV`x zu=2wSNl+q>m6lfcJWGy=iRp$IrwFEc9~rpjpdLCR=?#ANH7L5b$0eJnx=t&>Pvg_5 zjFUXS+jQ!Kx%rqQ^(TIjlKbA=4Ej9u_JOU7C+l`}*LY^){bLJ}r18_-z@uBPNsi{3 zI*I5IC?gi9QwcTMGKa2mI-*GBCC~y@|Gq;_{>)-LWL!sgod#{su_=3=oW+}mbwMMH z=LacyU$EOggzF(ieAH#TtU10aSp6}Dj^Oo8GUT#eu3v>ELdBb@@bR=8P0mPtH%`d! zNYqM_Gm9yF{`~n~05#yb!sF9!q@D2b z{<;Q-S3i&DGqX^|4&@(joh_01KAC5h-rRtLD+_mS*s!4=6K6q@8NCRuBH!co#x{L7zTAiVF^+yvBZ)>?>z?x6#vEL%60O=WXfRAjV*-# zrF$ATRPvl4qGV)2RUy z;i(al^W=;wAEXX6yX2PXK*emmxizh>US!sE=83X@$x`1j$3*Ov@Oz#g%;WCgr*ddh zsAsN82HVzN4v$C55kFFLuC>dB;v5+b`44MTIBBB-A7OL?I%sm{kgaeUnHSd3?-;dR zvsnJ58vafdjpOA7>4@1JU*@1b?rVTt5$z`els)&e zk@T`<@59FnN`;3ohsXNjl$2wu3#6N~lX9BscdsN738a!4j?th9R#H*!zR^AK}YhVXUk$K-=nA8Ab;8pQfrRoF}D{v5@LoI%Ti;|O$z~#<_(>lSQyMdTYEa_fIlQ;nLNxRVz=_Qn1rQ1*rih*9w zb1h2A%09lIC{G8g(w1~=E+J}AKJ>{4f3%wkfR zh=-hWjGOC+Gt-aCaKGp+qatn*J5c;w_Pb{DS;{g-37N4`RK468AZQFAhndI z@pH@T3(Di=r0yintW^^Z?gT`jd~%F=Tn*)9;kcga0>MnF#>*5RBZmOalw`G=WR5eK zTj}tEL-8O=ee1(@dM+0L{*8-vJrt+W#mx|AoUQkmi~u~qkbP}f~>26yyinCjTNHtN}6W!Y3<_0FSC;L@ZA2=)B&BcV>Rx1Aoc!Js>}u& zi!}_*Jaw=!bwa8Y?eG%t1s-Bf?!~d$rIYL4w1i<{b&j4hXAT8=GHKF5g2amGXBapy5CPElL~-Y|+HFN}f~z^xjUDuYYfU?oj{c6|lfW&CkSHaW5!kh$?v0L*R8RzxZ^bKVyp} zLNnbIWVI!(=YF(_&O-8o`n`(c&N{fl^BBH0sRXOOB?MjSzN_zgY4>0 z5a3;F$Hc+bmWMUCCfgNkZPDAj5C=-#S?mzJm)G!}t8?NRyC`mO(<%HHuKU5-GM)W( zJk#qRR}nB`E~iP~n{)n?bzRw*`@`v@uy-?`A9Y+kXO4#4(PI@3&nMJlejNTRYZW*HYWps?v*JDx7}B4EC$gH(NVgY&A1)(E;hz$T954-R3T` zR>cl~o7wl!p0t#?>=s_X#vC)sg2;lfZqMJuWuUX1g4Pae;!5t3i8Y_oBz%4CN%nK` zpUONx410a`3!O}mQ~BL;vvR&|w)QC}UgSKq7|eg#>EgWO^+Scc6ZlP^Aa%`D4>9x` zyNm!_(Gk`U?tkd$@ll9aIT_y>)4t+cjvCJoW$ad$Z!Hfno%Q{N|!wj%D?64N-6bP zl=|5Ozmsoo#rP_B&Efv6BzpdLKN7L?)ye8Oc6~zpQSb7{?LBpY^PSG|p?4PM?|!Ft zV1eDOM|cP2-RxgDjl0yjz=Jy%(nhRi2GeO^C#UCH6?t@Q(pw7e|5M79zpVfGOb0wp z<{rDL_w-({JF&vy&V-^H@;l$!sn2w{(l>VFb=n(;g4yFP6jInRZPHu!K%ccy=(j`G zGXwFj$5tIG;fB&!Ul57HXUz4dGY26L<_q)O@^`08pj*%HUViBjGpuPtoDmouc4fpP zgNlMS6DmQVJehslS3H;AxMinizIr#tj9&gKdxa@W$6jsq@>|w^lkqS^(%=bl8o>&g zJAu8X@WG!>;9*mP+tp6X_%3;?e0=pzBXyrqT$4%j@nGk9A1`HBo-fgsl{rsN{83AG ztG*a>0u||2?Y1g#LII{;#IZX<7spy`Pk$Nr7d>`A$mN`XbJ?bS4LiUr)s{ zVGI>Z!OQ=f>8xUd_MP$^Td2}sS*NzMGtN5U?b*+Ft`}mMoi_2ZUprNkV-{6Zc1b(l zu2aK9io|Tc0i&b-jd$bBKBu5tdm1Cdp4YT@=vZf9;E?!&q03rC=ZZc*_KdfSu*iu& zZ?ePJCiq0DR4rqtek04-)Wz zSFyCdPJ){$OU^5nXJM=IleV&F#-3~Rg{t5rj(bMX0jsI?|6uwLA7k(9k8nH8^X(cc zZg(Qre%pbRjW~v5GuES9?_&8-SU+F8WnF@k2s1gj5WgzobkVqjuso}`m2BuwKbx|u zS}AkWx!#xZ*KWi|yl_~vP3vj#m=G`C3GpA z|C3$l4;FEVo$34rKEdaACw#oLl@9DOKd~)_*K16!hZaq7jKOdk=~2fPs=!zNjm`Sbpn}fb(J^yYaE%PAgR(aEE zUb2PF%PX$mjIk-9E>x~y&$4H?uWKF3_Loy^UXD+zoN8>p@)w8u7-{W{PQjQv{zuFW zrxwo1U#O|)ONSX&h#lJqu2tvYORRfZ{|%$@^E$TaSC?r#KK^-<>XG1+jA3RaUt)S8 zZNvfH)}IfR7n#_032f8lHJW>mHk42M|Ew?m+VF5DrLq?1WR$Z#>HIe=k^M%$Wwob8eI6R^G$@*3ns*8`X)?uk&}4dsa01@2(uK z=QAmX<3M(9(x>x&RRsG@#;Ie!-pk#_ScdQZc;tqAhyR8N8`ewQ2AIre$KMgcf*Ce0 zetqTh8eY8I-mO-vXFh_rz(oF7^TsmnX-MV*VYw9<*~#-~&W!X=T~@fvVzX_i^KfUE z)j1+J6mP;@zjI&zUIYJNRm%M2J$cG%wQa%4eFa<5VdOFBJF>s%<#gqa;@4Oat8>9LOfJ+txGqs(1T3Y-7cuuKGwYKu*os3?}yvem-tJmw4aX;CG6 zYq47le;-)9Nfa-~Gbpeu7FcYzGpX!WLT=hWAJA&A7heVJuyVaor?gl}%3}Vb2gCMp6;>dYLMf?B- zC^ZM6KM6#E`6c$M5MW5501_^kh|f);DB43;U%;z1b1AZdwDX$Cq!w4mfEp?IW*HJM zrtOx}!2A@t)F?zJCbZ%}%3S3xuhvXPwEi6G56gh#rEyPyaKK&G#ryhRx(gyq zOo9XyY(eCoMCK*HN;rlJu|IwT-L~QsT>ggGI20VUy@@fQe95OsFBDQ0I;29e3TWrl zfV^;yM1kC)SC-j&qAMvtVGvoG8BmU^(W&g+exY&7Q|fTUej7iPIrGk{hUA7m!+3)1 ziz+}8$d*$ykI~DZPNG;?tSTk6K|{a=arHHaqRo&Lt!$Hb&q{0SjYkwQP8+e(I8+$1 zQlk~0(niYW60*tU>FwM1!GACrArgZ184eO6RqiN)K%nuZ_6!dq*%4Yup|y#{sXs9@ z5YX0@_H3sSBdbX}h;VPmiE&|(kscTz8AJnXE^JuhLW)C}#EBHWDLj$8qJ1NYIZ^a! z&Szn?=~*RCq;Xm_1Ty*$f2&%IV)6WhnHC;LaY4#KYkP@ctK~lgn+4>p%_!uSBi9%n zP)9el=-c=l%HT+?>|Vp>A3;Y@nzTb6B?{EUz20<=1Ts7nd+P)0C?W|2B(Q{g)b1Qj z@m+|>8CzK7>;x!veAmIpqXHYWw{M?J!9)Xa1GRH$?wda-FT9=7_ndUHsH(wE5wwI} zLjrNPO&ut!rq5u505Xgepc3!1xDFR^2f$=9mkx0k%D7#Ss z?KufB36J%aRt9x2v>}Ls*KZkGsf|k8i?m~An>wIaDkHZ7Md4RB25H?wF-u<7vW`@} z5(~H|?L^6|?x`{Qk54f{^myQcet4hV1AxbcG4->jsuv+9UxwbXeYv&-p=Lyb2fAF( zxw=*po==E-lmN}p9G$h4gbCsPmrTNY`Kk>XQ9BR}s2DPv7q!0cF1^wF2nyVv1Bxyw zPJn1Sq|DlbB%!O|x5D=DqTR_4%XKEYvn*o^DU10S$xb{A_XHB5 z?I_C2>#5MWgJ96}+PL#|qgA%sc1c_BWW0XX(H{Z85R*X_@K0ecQW+=uTVd+#6J*)h@>5nrh zcQi*^3B0L^!Lks^2q&ED7|IY&3@#QxBv+;IiavAH!Hd1mRl}1J*fomanYKa(fbEs; zY@{%+fvAuHBr}@}gY8-pWIkTMI3YMm8a%xkP%>WZ43;@mtyl(6#mS!SvNtQ8EY{}6 z@mNl;)~KjJFlK?NIq1iu`~jf}GQi(`RK+^=viTV@jwfL+Yc3@E6Ih1DnS$sFFHg3A zKPUf%7{h3}P-E-uyaSc83rlAFDzxQZ0vKfn!NQ6+{ZZ<{ER^DTwiEE>lWSpN#v&Hn zJ{Wy-nn($#5qYm(dBrP&Z+7bCG%2$kg*(AzK*ZW8g70%JS6rfg-SPg2oBs>Jh;Wfp zFLP^wEl>u~{7cjc9g_xa{Uxpq)*$;(~97x|#0wn^+IR;sx^5lIG zE`Cl1_0&_);^7R4d=}pbn=^^SeFdc@hNesm9_TZraEq3r6ogwlk6eFWpv;d>3-Dug=4}O-M;^*_8 zPcaiF2BxAW6v2W9fE8RiIWya-qSFAwx`z2yiT0z`D2@TBr8>#fuseugL|) zQ}&5)k1?o#n2}o#a;A{e$elO?Uylf_`gz^DcPCVU*gw}6+d6NiFX&kB!@(kZ(RM@3 zVSeM0d6ssirPZ`85hd_|sVQ+G3CAEeg78>(XusIBkwhc}pykVIB!hc45(foeP3q-j z&VjDm(00`wT!8oCHj~1isj8mzT4qu5Y;wl2C-6K<9JcI-<~767Py`gHYGU%SvcS~T zG!&o7<(BAeR;+Uf{O&wflO<1do_tP*gR^~m4yS<6ia$U)0wc_I^rRBD^)*-0<*lH%Knjt%${LYHV))(hi`6^5z0~ zQA|LF^~wX0__aD<YnLK->&+o@5@Kcd&R{~=EgOUS@QtxZdr6f>+!cq)#a@x zY*wIPc5@*Fp*wbWC&*Cf`to@6r!-^ zk5WmY71-6V?$lIg_(+pS>XJM7bgtt0<=|?xITj^#O<&m9KCUXaC8+$&hx_68aw2D* zny`WIg1*0p3%{UR_!X7R`;Sj$@%ycN;#RQ6JtXYny44d`T`LriH*vl_W#;ACuh)&K zxv|Zxn&05g&!cM0d44F4sXFU_F75CR>ps=yWf=-advfhMZF~mo_XixZuW$$w+cfCh z`@z8xjHLPI=+fEu9;HZF$Xfj@nj|W{{OR1K#pG~`f8puN4P7QRc_?t@{0)L|nirNf zugq{0c-<;VYDRFv4Nvr~66saXlXf6%ubtVE@k=k){5489XqJ07TRSH8z1TjkCbMhk zO3C;WpHA;f(ACouA@u%n56EykeUk7Cy1ah7CuS~mBwJ#29dKN+(&j;HlyZ$Wd+_7! zyLTJAVi(;CIJ~~NB^ZKnqm0NUnH8Mt+sutbkG;7^uLRDZ2WZ}>+PB_t2j)EG<+e@O zdREu{+AigBa>4zi2M?qxz@U#Q=S(K2$KD%+r^my`z+`a;8@ofc5{jk87E?+cfI(ks zwr~_xyR!9DtE!4Ey9eZ28yXgrqSKt#zqYP>dA_x1=jWgd2YJc0WKfg~&pMdQnpyqJ z#7*;dY@wrPam(aV2RQmZbgRulLP}t}|Clo#)phQd4m{Gm4nWoH0Zi+HmyW3^^QU$l z^-j)I>Zf~cy}4%yTcUFps0gEs(koE)ZSM_t)a#>Gq1wpKql3VOFQJ2jl>`)yA1$U` zaqE?qpbBJ8l4PMIQxkB5Yj)tv1@*jqvK-s-wf4g)4%c^> zgo4e?&OO7sg`Uk{GfB++%a<=taiH?+c?mXiN>w;`wa`hwOuxiwDhz5|GLFEgUs&5U z7XDUwKyk3UW|nXJ7Cm}AE{}2R1$pU^jm}*x;|Mm`(o}7;I%st71wH(7<%(TkBeYd? zr97zWNAksj(q?QQkyYVEMqE~xewaqdu~HnSe$1JM{WZIlDhyOLLE z+k&S60&SW{Q&7+(+mg<5OXS41BO8vnoUX1hsWC_G5f5-NI%FH0o87^$+-KbgLn$WX zFK2Zi03nCV!`)i*agyltWcBzQ9q(anfH z>{mt^p-K^)7MhPZs;EHjWfw>{BTID0Id&R3PA1}I+=B;QvU)iD*@Ho}M7AC4b*f%p z$y>Chv7uovxVdx6@i6_W1EzNjK9p%wt|^>!t7MZJ8;TRqrhlrPxb+r~ItoWLw|xBQ zLZ@bg47M<`%uk^NHaad<2rIDqN4@Tqc}7GdIfl9mqwPbXT@{)9`8niX7IY);>&Ug+ zw@uQd=?SJYdzwZjh)z4v{q9sQ@n0Yx z<*1_V_;&uSfGuAq>rSE2kSit!>anJXCSrP{cgPDv8PF;B_;H3ZP1UKVt@1Y z?fHWcwyt&NYIrH%&@AazK*EGOc@?XJ6HxSqIB=e1K$0wBC>ajxW-!gJ zlOItj=xf3I)i@M7wlME+;bCNkSvrr5s`Pfijr3gGY4Ond0WKWU_ zC9Q1IE<{l6MrD#?hn6EB9Tk0;X-6#$<6kf6@a&F&({wIR;KN}OG4w-0YvQa{9f1m; zD-o*T(v7yq8Csh-O(TZ-^?ShW=ckF+-&{FpjxL$PWC1cMT9^|X5^Z2aGN4hv;hTu# zMw3t{v|DO>k}Fo8M&x0wiDSz%b?n2nGWAx0QBGarGa#W zWfXnjp1rV!>C~5z*|BY6Y2%NMEuRlI3(GQ^1uRy-;tltio8&%T-|^_U6}fZdb$x81 zP*%$4OHm->%vxHmVeuSN%Ape!^jNJVBKZ?!lqeJj?N4H3ZluXGR#m=1u;yg( zx%CyV<*ZfgXP#a`9hQ6%+a;0Icc7LB!_g&$Xq30n%TGau9i<17)@b&;cU5F==(NjF z(MfkG0}-hW6+Pe)D@B4B=qGz*|94|xxtyJ!z1f=iJRuf}O}IjwkfwO{)UG8{NGE

    Ls!TfgA>cw{Nl(Gd3`M*X1m!7k1?imh6aw4T zn7W>n3}t22Be#^Yii)kLND^reF0NqkK$8&@Y@@U#^tuQnT!;9`AB2Cu221?x*|S7^ zf_^s{R_tX0hj8-6^7>f0ox8zbU29^%!VrT`m*Y&++REGYFs4!_o#-j>smVq4oLuYJ z_#3^~n0e$EG1s5T_5827&mN-Ek;VMYfx4HQ5}VXFvvoehHZs5Qy4sl&S(JQ4Pc-Sc zWHD`2$~QiL!_nJoabmHG{emS52$nra1Rk zxc!EIVyWk?x638&0dtMK#-`igkN=7c#eX`eA>W$8(LkvhveJ5^vTB2=Xi~!!ou$QC z+$?2V=Kji~ipyV3lJtonRU>rD&+K3G9;&(Go>x)4?Q_tJaUF(UG(nx-vE{R8UV9X~ zP^z^|>vK@W*cki+OMC^lQUU!T#CYlSIcs(mGf98qouc$$!J0?$q3;zYj%&)9&IH1r zoMbc>R8*Lrz59i&xFED7m^;V+RIi&Y{*b0z{&2rRoQ?Iq7}JWYK^r^iiD~Z`aS{Dz z2U?q4U&?opL>R7-)&EDUMR`=#HmHp;517uLJv=|;uehmbMMn?TcP<>Y2z2Xk#dx-C zfm7(uHrv#e#l`s~--=9_L*gts2PnuI~ID-^tN@vpT1Mlbmjg>ugHzFn|g zYqe?3v!Q|ZEBPn%R-xFzxwXulXEApks}tcqi@Y2h+j`IPp0AYur2EpKL2^BXA<_;q z^&-+jk`BGhFm7#HV7s}mWq=eVFwDys*#rKgum{n$bt&wYO~0M5Si~h>r8)hlbCWH$ z;B@s}#&W?>Orwjs{x&Ty3<;)ZjorsIT*#+0XURV1QO~@-fx>^!u>I>A;CIeaGqt!OOQjuwbgBy za?IIT98C>;@Beed%X!u7TcChpeq;ko$^iKkooO4-b%E$bM0ohVK9J@N(=<(;K$Y9KP8#2MANF(?T0UGk&f|}J;jhb2u#LM{ ziMy%P8jO7df9tChJIDP=oK|e8xM*qlg1voya-@ei?TKRV#=aymBY%GZv3yy|qy8H% z8oM!RpETae&G%P$x%hGuvp;w zG;q>46RiGAeg=z9>QTu0A(*X(Bm(GEOvC^Ly4@-&D)^Tl*t%@_@^m_3kiPy;6gzso zNq#Y6eOpwy(Vqpl6)z>vh9hGTO24h?2~1|P|WTpO|2kGqD|>}X_?X(C4!hVkwd=Lc43{4lCyHUx)+sR4JccBs3H5xns5FkG&WXp@}eC-NtYkhWaPdb0B$>r zA#IncUd=#^b?I7}qX^8+rDP`=D492~Yb?Q256BIjL^+F;Zf92ZP@=sYf4Bpeq_`6m z7`ogVrJ~oH?@Q$<$Tp-U?fTuhAvtA_ii(O*Q_+=ei>OIe^KQjyr0G~b;tTG{Hmb%M zetxMt((PspLKa63xIrtO!k=5;nn2~XHc;gzvU>HJ!wwksAH{0Vp)><@QvG$-S7`b^ zW*9pm$=*^tKM-Fi^^7~%8JQ5kn1oa;>wv@0=Tka$d3iaB4^e=T?n^2+lgrzPIzu%L zx|34-k`~oydE@Q6p_vpwrfck&_?L?h<;U=G?A~c*lhE;0<6^~^SF2VBi1-K}5*Q`;nhc;fzOB$$*b7QhI8sJ^hittn$S+5vV4r0T1$_ z#;h9+AqBQWik=Rso`;|s0ncK++nte=zGU#T*wANZ>p~D9-llZMQxyxuoL*N{OhZ^H zm$y0MD6vB98+9tzGshhouLT$KGg=8jr;O=Qb)-PT6vuegf-oOb!2}xgqk?CkXj0_$0Ydsg)L3n0 zRq0r21MMOu@Tk@&YRtDtZp$G3D)yd_rl?1IOI7&f)}5OysyNu@nF)k`eaaC6(g!xK zkCt{A%Lhf9@l@WT;Rv`Z4}YdA(#&;f9iqOJ8rKAcq$+!a1230fK_$4y#gt|K!B;P* zsZhTZybMGg!*h!ffFMCF;rA+>->YB7lRKZy@|+YPjL6g5;`2%SQ4fu>q{1R1)Vvta1b12BnZHH_5xWe;U$hSnp7*q$-R@6w^KmhV4NFs{ z`5~y}K}5B_09{0#4k4^D{_srB^TT!__}*4x8kLSR!HCzQu+Wf9yMMa1MbW*h^|y8| z$kW`cz*pImW78WDXjQ0vsCb_*&$nNj(XSzdai_kYh-0ETEzh zLY*$)!Wnr@paO|?f4n$x z^9l(t?Up`s!8y^wVppt0iG0%fiX+8WZ5$g~*B)h`@UvuR&is1DXKhUZ%!EQYsMxJ> zup)m;isPQ+(D0rdu^rusu z+iGF#D)3^vcK|cp_;;TjsMDxGZ`3z0?vFBt`qGa3rATj^C)0>3HxDX~-!*%%p~KzM zeikNaQC*Yk!boQU$^B!$ju-z<08hk9SY7vF5eG!WHUdax3jvsIKr$cX7K1D@Ex50& z?mKBN0dMTjPg3Hd0heEE2fA^oxf6+@=W^ub<$>vh0QVO-H$|+ay?Hh=gFQ&B>CW9> z2ZqAAgRJ*tFf}r@r`CUU9SPEuHX|Z;t$qC>^Id>T+fdTrer~avbonGi82hKsiL>y|HC-{1C@HfQ!v5azzf`eS$N&kF9( z8untAco<4+oy&RAbJHD&hGSpfLhrF>sU#MGFp5T0P>L}858r+i`UI%wmo8EF!;|Os zmX_ku8nSRx)1NHHBV807IEw)KQHBUJAW_r1a_SI75hv=1A_N|+>AQp zR5gn-H5Kcitz=G#(We8xrs8=_TQA7BtE65`N46X^vNqE5aL6HsK_;-J?_{|g86jN+ zg02@<)+qpSTaj7yJ(-g){c;^4`IQAQ>Q++PVz!r{$X#!U91@3OTg7P0+e zN#&I-RLrKiv$e6l-Wjz9QgXGyCM6&anp?8Qw!q$wTQ$jgk@6#s39I4ad+kKA22ci9 zD+ae73Az&}f$F6Y^vC?G>_WkjMF3;o)HM+>NIT%Z+gC?a#<+T2j=EPScaGVwLnc>TLQsJtd-_I>-p6< z-t-NE*se*easP>SWFw2o+y%k~|7QOQE@320=zoWRxdwlM>Jlrb^;G?pJeA;BSd10K zvfDTe@%>Wx?&13j8>+#zo8K46b$~l%NmsBsI&<1WJ5JD_752}HxVHP?NZqY6Lwa^J zFz;-O0k{{=z=}_`Bad4;R)^gqEaiP$*buV;$`Lu_VEIxa|K;*TR2cm+2RQpwB2zOU zEB(Uh`TO>HmQ<3B;60Kz?2vUN^*~DG-*{!&?d$TnN<;RPPd}`&ziOP}JLk)n|UX~NLdK0Ty zF1hfr_)=7O?FLm{@5^O|5)2j=F0I zvgh4zXGpW~DdnVpx=iRZk%}2|6Vcr`&UPOI#(u(|A@ zH_Lk!dH+q*b29KkYE=i=7c;IdyRKttKPSk zi9O+mW9OiZ#n}t6nHi|iUUTPeq$>#;wSoD!VmG8eh!aCfvp_egYB3ddBTd?gn`CB? z5F@QMl6bvy_r=@uw!|&DFTa7fl53CC)BaZu)@Sz#Q%)0dvGVfSPjK*sk(m> zc4S9K7QB6Y=StD;Nr*`(`*f81zszf8u7Qn zb?k6Ya%p;QgsX;SGykVtt<@@#H|3^|Z(1^66$lybJ zbseKSQq0`&hEwg_88}?;(bWvzA$0=S~Y*oy~gIMYb6gQea zi-TrtwC>oC;t{x<*4O@V#EQYJyw0Bs)@k4EB*|q3@P$^CoX?6JGuqlHhKY(eJ!e9> z0w!gt3q_Ca(=3^{?O$OY))%G_w8zRM!7F<+z8?K0Vnz9A{wZ`?dXh7_G<3goZn83KpxLDU9%BcV^JY+p`QKZ8tigfD2t;Rsoto zq%rB1G<)K)&dwNyM6ltwp{Pi!EmC$|e37NxLz7eaOp)S&z1h3(&t!*oftCGzTp;8# z2kE=v(Ke2tL`=BnhHoE&$i`rqh)k0bxzmYw_Niq{=CNNfgPq6d%5TX;6!G-7<fwuavoz1` zNimB~FaB|c*8zhxs~IBtayMtp(Ok82<@|LiXO~T~ar0k#qvr7U*MFUz#y@d=^%WnX zhRL_Cr)SL;Qfu6FGxW;JabDg&tQo&Jc`F}0)u7_RCt}zW62C~NQbaBFY(Y{?eCnH| z3z4Rxk{g3;g1e*~S(1tI92WBL(8Xa;hu3BbdWxR5U985}TJKlvM`HN&3C|BSP8n}L zYe}m#4i36@#Z7r&;K6R@w|Pbs%fVx znl!bfguAN1`J-_eP+NSc@arHbs}0vY8IHXj19t6nf#-*W#CqePX=i$$C#Ll5(p`gi z1up&1)b22eh4M+EHX(jlkrjiFT@@?yRwxuM)}7>^IMu+owWupjSU%z!wB>P$3((UG z{3=fF{nAwAn-%#X%EGyDV8CF|{;J{>{Gdj;(r4pm=DVyRvQYXHOv@`pn$w&4n#0}; zqVsV%qjhYRc>#mbLn~hKP9#E9yc28=kzx)YNOjXL^SkYNfOuvg7b!(`edEeVv%9RC2CV zlT2Hpy&`1!n)zByp6Ro{v{4GnBF+23@0%Kb<5l6bcC83CPTW&;4sNCYyis`Grst?o zMVERh+mJJVY+U`f78iYax#8{&nv)s^=1yhbVbqD4xaq9g_+{ydH_lx%*lxgyx~Iwf ztttGB3X_RzFLJb671z=#(q8vtM?z7-8~)L~_YM6xL4&Yu)B*t$?)dYU=-7I2`sR|D ztMgg6PNq?;A%85~wAq@*rk*`_3vY5@1UK3~LROyHrF(SQX3v!lORU(E2m1eLyNEf> z^Me&Ww%Radb!K=*fd+FYr!gw{4f~q@UtX!qG!TyuZ))~G+YdR?mI$3C*N#7EJx zsJZjiboAU6yk_O-_?^oFt+3qmn~@nZuO7_#+J2hwqSvu(@^+U6$z=>l$4OhUXQ}=* z`nNFNf3a;Ly<|TQsQlixiEsKpn;q<)`Zw(KAJ02xhx6OH#9{EHU$jx5pOW4b-k#oF z%UWA=m$1i**&EXy9+*}p5Ro43D;2ZFH&+$!VCDAKBrKYtF0z!ZsPiTm)L83pf&8+=2bd&Y#b8%J(Ym-Q}6ZPSslL3R5O!((=fkpvLnN{ZW8hk zcZpz6wsgDW)=eCQnZ;64!;M6vD^6bH*a&6!&;KzpPaCk)?L9CODk_s27B;%o9vI;M86I7@jQ$8X7#xGTX~cTVdvrOjbxtUtDof9j@C`n7=>>aDe75jmvm zC*sXq-1$3KBUGIECsy(>t%u=b_1C)zV=a>_YL|<+TulLFf1tdthT~_kyinzq_3YX6 zoR)gwdE1lgp0}QG+~Tu%s$A{<*jo__+-Zqz-|g|IPY3Ohhv8<4(>C(w?Pr|;seX;4 zqhnJ^{K7SB*6am=6+-tDP~lWbgbu<)%FS8Po{iYy2H{5w#!XwnPv8p?y4wO)_QKF=3mQ3k{64Rn z_m>^bb{}T7)iu4PJbt5MzeqA{t2#YCqcB2eLlA;H&nnZC%!!? z6(E%?TjpkD5Mn@tlTz%9@ZT7t@!+^a|ImXf2*>6sGV1Qm&Q!~EpRev@N}aC(ZY}J| zWfQAUghkvqiE=cl$a0$&*ya0v6udzonBL$Ay^JUnLdm55(VFqDy9cQjQwR@DZq#jc zB~gch-`2=d5}pAe-(bgQAiHDYlP6CEMA`c>%coP;a-i!?tOSw+O9whd7BqD|HDi|Qe8^fO+)Qh(F(v7y0r&IX^S7$MDgdCr|e zCZlG{JqVFAx)Q)Qwk6e&+yUY9;XRgR{L`j+P(mg}+zusJ5&{R%u)Ftds^XF^_7Wgv zKbVCBZ=kWvAmw(b4B+8H*>!C`50d9>LhTD<6BCzr@7^&rHfTZ}wYJVk9Vkt`R8BQ& z(@D3MWKMnBB;$d!%{o5r2H-skp&i5Y6(T}Aa_mS`B6P>142V92qP|TKva$$q79#cL zV%^iHPakTIf6Ekv0dy)bu#WqR*7MAT7y8(U^d$*Y6}$~dfY{(Wk--_LcE4~i7R6k7gfIElk++T_nskXL zAaLr|T>2n06KRqc+CiUZk`qwuyOXzB9-MMoCse*!6$OB@jv$)vI1PxI2Uz=|IlC64 zU6coTN#S*2;bcl5C;ea5WNF_Q=>W&5rqCh#Pp3r|^(~%8b$>}-9^?kwr+p(lG8mKc ztoHJqAmP5H#hM%Lzm!p&{Ow?rcKv!>n@0mvA{$Ih8|kc>Q&PLr zFVwX_!r~z^U_+63v$2ci{aRiWuaMNV{oV}$^>@_wHGuu-w+#tGG zq;c|sSmQv)V$#Ps75Jnk&e+-2rIkGQ97Dmv;SJd+!2}Sk&mr8vD9~#Aew)Pz!k3hm zGPUMouP-tuS`NWnmjY5hs#)H7{wS1hDe|JcrJSx5em&@nwCad9-+4qdsdH0sAe%4C zVhu`zjL$D1z{uZ<$qvQq^~Gnm+P~1Lm;f3^)gB{~6d-W-a;5Ecz?hft-TAUg$P>PM z*bA(S(zDj#t(ImP3QW--p4LOjI(gqH+Pu!=h9*BQr;0cI7 z?}&-ZL%AyA8Tt75WVb3zprtCW1a#-l;Z})EAx&#Vr086-8zJiNq3upy4VSmVe+IA? z?X8RCDJ3pFyLA^dJhFECHqM%f!QCoU@CzGTXjD|I)sU%0 zPVK@j$3nu?as&kh?;aKtm-s{9O-KQ~L#fHShapTL*AOdgKnf%>P+u^BP{6N&sjygC z>jja6m{(Du*wO_ZA*Ds~(6}y?nKMEZn=jYtV@=#ii{}%;^6#6lQ%96MBF+A+Vlvcs z%60Bi%2P}`W!~7IVr&r(%Q)mYI|l^?U5JH=ym6q*XWtI+m>X9 zslBgmw8o%$W>a$HvTj(yTE?lDexUGKL2`^#>XacxBC zgG7=1ff*le`dg4nzlY`mrxJDM?DnWyfk&W;-QbYkoAxFKhKARhlCM<8oqus@=-S0R zo*(8+d|0?44+LDaDd~Hon-aiy z6vI5wd}H|)ZQd#I!BKAaiyQ8FF>3#0NPuF4)naQL&er;3G-|LNTN*&izQ%j3Ujrvv zw!1CJOVNzM14eK=g>HP+7zyM?OV zA-mP`XYX`*9%J8y|5AR&yc_N)_{O}qr%yy-G7J?}KUC4vs|+)W!V6 z)4KS7+I#bOEZ4qW{HE2YJF8iSR49^AhG@`86p^9KnP(zXGF2BQxpefJ2Pq5$Nv(B_I`?}MTtxpySMZsR z!yq#MG8v!jzW z#hB>S5$UHGn3P>Q;;ECZo701<371?T0u>Sx=jpFL+ulGdG z0cx%{j=}AAR|GM!uplr&YY)?IJKxr97%(!trrSu~ zDH4=(7{FH%d7_?eBi3m(=96;tkZ0SS%S{JCvxFnYD)3xFy8#hWKJV>h{Bvhau+H5D zM({Lf8L+Xjkq_wFHj-Sx$`*#R7}fmun$>;!pq;}lWDVSh9~B`AETjbOd*;9oitCM2 zMxC==^a>^)6ewFwlh!S0yThH|L)y5JVRRflewxk~pWEre{P7Hh(L2Qq+((}(Qc4|& zXP;-)wk}3s2FBkD$@<;_Q?yhfCC{+VZ~ec}uUJuxbWB@U_x+<03|u6MP0156ldLwY z6NuHK-#bDNYl#Z>5)`=?^RMOe0lUMW9LYs|Tv&U-(;u7CzXb0uNMPG?EWK1Zk=D9g4NjWZ&)I_waQ^|y-4k*%hTS@lxm(KD!;P`*$L=8*-;_JFPX{($8c0DBdSGCx{n957GEfoXKQ_O; zsc(ii0wZ`}p2J0|h`kIv#il1F&?E0Vzn}F-w}3Ku9HTc27$;lXQvBbl%?Wuc@Odldk6(O z$6GCK<2`2&vm40=Y4)h9a(&N0jsivKEap;DsaAl+Ij(B7xqPSffo$I$G=Ng`0TJ40q3 z&S}nYpHaWSxsz@tv%MT=(?O!)KY#vFxDy(ykmf+eB$IVtrEh}10Z`uEYx)P5=CN|6 zWoYu~h~kgO=39yU|1wf3(u|M{0v*B_r`dsMC7ySb)GB_816cNY8k6JDL8Pu_J9Bry z5-3ML^l3#mtiC0M>^~A2pYIp+4K2jAeq4JKf22pmdHAUk58-wOm*H(LtH^-0PLd8f zqD`MCVrSA#Yx#;5;;=VxsNCqS*-5lBq(vgE#%cm?s3kchS3g18dw-yJV4(a*DJ8x^ zHn^sk0b$FvpGu+=EOW3D#XmIeOZ{xgCAkyte==;Ez_l?>a|kP_Pw)q1Ry_IfCv&$M zKo>jzsB;1RH6L64j7jtNPHsN49>8eYYvtt5IdEMWM47*?Xh3uc_@G^{vu9ae{hS|E zH6?0af#^?%_Ft%(YoY9rJR{452xGoATnf{~Y@M zCvYl()@4~9G&-`ofn!STKPZ0b$Ai1h0JG(jq>h>02y1^83-0)+`T^E!nd3LV26 z8}>7*^RV0$@q;Y^T>@fW_wC{b8n?P%I{{06b*`kUz0|I*YXp&XvZLHl0o@w%d7l@ zdGx=Er8BMB*3fT+M0&I;WpE8l=YS z=<7I6u*__mlN?eGj?I1m)C4GQ?>UVCh0hZ~-rN-^|BPlOyL(gQi4d1f`UA~K4nW}j zOb#efC=NX*Wircim7e&C>q^XLN9H{VHjnIr;q06_jSt1u(ihi$YdD7)Y|Zs$+2{Q- zSPD~Wd48JSbAh1AR?GYu_aEP?I(NgK!T-`h`Y*9#g?0ZKt&Sf3xQWgvyU-XiZ;kwX zCUUd23`y~~qsBdP;&AL|8x!EK{Ey?SwpYEWTV;^=ryPUANAq9Uce7iGx@<%xV9S

    O00cl$?-OZ`MA+?_ zhWE-{=1Fgrt!Xe#(s+Q&s;Th!_J~$z6Qn}Pdmw)WlF(17Tu&_W4tkEiPKAnhZCwfm zb~c`zzRU=Ho;ZaE5Dbxko2bYWyXLV(|9-}L3FFh!c@MVWq)cE1kpk`l40(uyD(mE-@D`B`43R8>aaFtLG_W?0S zKpMoMKIB0fVgO32V*2dPmQk+>v4-x4X(R)mQHn5dzLQLYe(Y^)c{3`XgtNZsTQJGn zOnf@E^YSJvf(cLT&}egms`bOdo#C47P`*tRtX)%2#eA0N^w^_jO-hwPBeM;o|FmEC zFoJrmrpFh(<+^T|w$to-$XI53_icxE6!NZw5kz;GJ9n!E?>*nLr6o&8-pwIZb2ZsPPH=b7$XQ+gnV% zAZ$=B)7sJ7XzXT>b=~Sf`zS^@Nl5q}xkD`@(}x`VEsnBzS9hNElp7?F0hE8!WB-^Q z@VSOAouQIvKQ~hui5%uE=Kzp%#Yc3Ec&P0_Oab2=bru#i#SXc{_WP$SUz?uSY~S59 zdpk7B0MXLShDI=Q?ho~=E!y_}YBp+MQ?P{tAY@D6U+BOja+$^+05Vhb6vQ-r0J-wD zr&er{{Fi52+kMuw6SjpmJJGh3L6bW7hkbS%v@vU-)F?;nZ_H8f{_ z_wlw{x7wd;cKd%mHA~Hp!0+e<{(n-P5cY*+NueH+KdxBq1t~qSZO(*>O&*EnXpADQR11D*Om`3T33$03B#n-r76<9S3 zi}alrwju+%S1~o;oH^V6&wK3f3@YdT{R|?uE1$9WBCd5oqx0!v)Ri+gcQyJqv%$~G zncL)ayabuggHxLQ=l#t&v!xa360b&AJr(Oex#1|=Y$qnbuX44wIj3NLi@FZ~6)wiE z^~}=?o4GZYq^^pVoH?0yafvtQ^Uy!!484Mch!s$&{E!hn&G$gs?P>$=)rxtqbA9jl zvRR#-~@0a>tOmcf;L)HLjd_6jlB{HS=tnxCF^v37`v5 z!<#v8To-m3V_LrGA15Ag-?0Cap}BK`xQ0D*tf=z0+^a4u=V75U%f8m1#BDNnD4=H$ zRtwU?t9a%Q?eRm7hb-(rMnaB*a^`I5nfG38i{Z43YeE$-;A$-1oI@t#??2qiJ6C$< z>8ake71{lGw)D(JdwB3)pwa0^8;C>`1*-vtk|>f%)1Se zcJtd-Kf1dKElEWE;)m*-GdDP)ukky+?q8YDNO->>oBet5N-yS1Q00=-;ol>MvB|u8 z@zv_H_?e%mFkNfq@|m9mOt6&A+`{|a2CH`dc=`vtx&Qv}-iA_6jGFrT{#a`-qfq9N zeQ`#qnQMOU_Hyp~?t?VhcwM)>^Y^(G8NREO)BnEF>h}^n1MEM4@nD`(>7U0||I5H@ z-psR|yZ-M(IxqXlY~IXu2=O(}9-DdFZ?b34Jj7^`xe~kP%v^jdbKZn9kD(u<*kXcP|5qyRYU~T6^-d3d9D-$rpSv2pZ6qPP zlK20ay4$7hjQ7PP^(uv`dEQMjZ{`Psr~fRECwevWPFVg^itm@dI-8%*jyu5oA{5=- z-9cBS&&(44_Jd{F4y^yl)m%Ma@68;x_;XC+|9bNO-}K>e4P)chI&l`OnaP+l$I##` z;$!}&p5uRz76lh~KEMpCs3hcg&cJnAM+OM^#e$wM`|%^-_5es;N&rG|P>%qySP8%> zCMSf7hDkCYLphKz*u4M)i7@~YlCGK}2amA>HLe5j#T5b!GXc{<{l^bkPe*>QMl8Q9ZoT z=&>~X4l7%~w~P>`!6aaIf_~Zya_p>qH?AUtACwTp%<@y;^QWIAH~Dl&o|DKM@V6<1 zxW{04thTn6${gZD2)jpJ$qVK2M%yrdYF!yX??$7h$D;11q}bFhKe%J~u;H01WhRXa zDu>R=`WX-h%Tz&x7%S>+9^ zgM{9R6DMxlm#(L~%iONpP=!8_s47W7jI+-GePY?q#o$%}FR(9SyNot+XX4!r-G^%j zF07nb1y+y!=k5Ja(3qm5pt_3hOv~9FU}fxzmz^p^a)fTBOK(q4JFzcry#}otK0xQi z@uyEmJJ50RCiCVm-t3JnW@V>ZqDD?T3ph3&hsc{Q2?L1G1*m5KwC{hmAfI~kC0`7M(=SqQI#R{xG|ZNGE1Bb~v@v7-Mm zL`WULdG`G)W#wW#HP*3mdMQ8z^Oa`&ES8 z7Rb@Vw{{`Y*-jpsXD@H?M9&csvK;QJEATGoCmZ;RM!EfB4J4*;945OCfXy!S`J1&6 zm4Xv${_2k($OBr?m+pT;!h@2XQ+6g#aUBC_UbfSR&s+8cuJ1xf9Qfuhx82o#L#{tp zYHBbnKi!O2R23mZ^E(hT6~kB>F0Wa|OP^JtK7??Fj8U^*FgSTXp_2jI=tN$}n3dc87$*$f9Kl>Hr))YZuI&?Je@go?cg;uzKttuSn z%O5TJP@iHPFH;WIf2o3-vxz(C+2ruE|ABmx>3>3ier}8Q@%aGUW?w|O+xdE_3VALPeN^2B>3$jA=Y~`d zAi;a|^uAq60+4l^Ut+R_4=0S9Nz{$i@JsXVvS)?CB3pqDWmgtnV>nQ(rFa6s`lp!Grf`f4NIt^9Oar*~`W! zaRnVC-*IuAN)0IF0=zT-O&$Z6CGFY^@x(<310YooT!~}Qtnumh&r_elKVJrpDqL4` zWtrB)4Er3zD}r*esZ;lMP9`W1k&4APgX_T7JGEyErB5J?#TUC*)aAV4#o&7NyV!pE zc*7@OeF2GM3XAkW!a?^3+52U_ASP%n^D6f)w^LHAm%|svX^8|G3;F4Zp|bFMm>RG& z1ncg^T4T^`5RUw$_`KyI!`sYp?MoQPZ3#Pti-6q7a_)Ut&_wGHw0m>>cY8}>j)%8( zLzHn}Z-~~bgyG$nc5`s-UEy-vBss@@4jwdTo0`}s@UnKegCfiz;p5FVsnAs1J1Qh+ z|NbxUlm>tSTi;*(m9rPAn#Uh?=^bJz&7G4(oc%kgWnHo&vw!I&uP5$l02 z(EJbd%EYD96mtdBuM*_px4sSGn6Y(WcNX)Wc$?05fdC6o+y^En@IFg0x!=&;q}>W` zZC~;|Rs~$l)q{ElTONwx|1KjJyaaymmH4_n4YGzJ)4gH<8X-B@IK**iayijaOg2D%>T$0U*n?zIQEs^D*Rr`Wi~; zgg9bZ@2_#qvlTJ+NyRLX{vf4`s4HeE#C;K?4m7C4nV$6C$Qx?sO0x+mHW-<+a&(u4 zI|!fz*uFe>WaQN!J(rPvuS@N_%ZvIgxTDwxN3P#x)5Yck?9HCDCMLU04I3QYP1?9E z&;YsUJ>B_0G{7W%%fo`cwr+5k=6!RgKJN2t<1WskCA{%*j-dpkH<7xns8@Qr?+w32 zeenUen0W4`XkYgUBp&?DCS_MIf~9#qUXus+Zp=$2;>If1v~6DIwSo?+xtEN-g&47j z25fNxeaYH7hzYc7hF^CbWOEl1LRq3OW3&4Gt(~n>)$}%$va8FH9VC)*^wnJ%4$qx= z!NRSd0|8~Pt@C?(7O&XiEjlU|7JcXj%4rnVL7{4h<4L3^CnTs&HmA2-etR}=Y-o59 z{z?^q*FKCKiyh(<>wZtaDuiRDckHuT#{RQ18hwoJ-UT|1H{IIQ3_i1{vK!N*ANEDv>i+E)tRxP_jGFaEXaIrg8o2~owPY_zkl zC<+5)$FRd|*NPGLpEb3|JdWZM@q0{Tlz9{os|VTF6Ui3Ch?4cpvyDRmnjD_BWUwqM zh2~pYD=uL=3)QuJc~vMm#m9%pSBsY2D!1~XMNsxkrgba;4{lN1#if|^@t%R|reXyx zq(PW`6dx#tb@FHNsPw2XH|E!m8c;5sIZjYO=%hPhF^F=N{4`(T%lVp$e#GZlOakMy zIAUCO?b}c_sL+4#hUS;3j4o^hJE4c)F^q2Mw?d(!*=z2;<nH@SM8o9WtAqe$_NdMnXjD^wjrz z9#cop^@WaaIM_I$cltka6D)CxxMxAPF9iw1klCcJ>y5v-lBNK6p>d=6E1Zv+B3@E_muN);a;~1V367$5y-+Mmr^-Tvc(QEZ&SLjdb4^SNSYLUb?A ztl>%r`R$S*FWlK`Nv*EE$*cyT8ziP6u31}maBJJ|SggnLLjvSJXBRdKo^9s9@DcCX zREE)iT^DVX!E%RJlB@=xIlZcd4bAV-a{!CGKWVycvFExslOl`dzw9E_R_YW~HIJ2t z{sYMX4NDMer5jSG4p^)N&&#UEJP+ z0~gW#;UT)`kd#kFzIknKzdpk8dX|$glUB{w{5aN<)rRIHB-bcxye@9g-a0+m+5zXr z>DuPAZyj|eAb>fTv>4RR0lB_(?J|g!Jh#&_P&kfwGl8?sc6$@MJV;)EIGRArgoToj ztXbAJd&ZF2ey8U4c4#ie?qsg6$mv~FJ=fykZ7Zy&*lrD_%D@fg%)%L zx;2#@>^~!LZzLO1HG|qsxC`mHq-23rPe|g1biWm?aI|ohP{x)d!dgcmZQ@~a3@9}v zZQngxhk^=R>mD?BkiM>?CIw88ijfU?F@F*YIkaL~lE|MJ9Id&h5V|yyYRi6)kte!v zc;1F4$qsi|0&DbLB%P!}BZ$0-BgpsK3U#jlmepI zmr;B0o@qfX1pQd}F|0^lF?hY3=}A5QfVKY*fp&Dg#}vDe3}Ld-Fq;WCc)tpJPm(7p zzR>!u343`WvOoI5B0o&l+fYyC{^+6|y4B{>-Wl0=XQm*HNa5#<;iUg{3`SmmDwy&o zoAQhB&@b1VFvZIc!1VKr!t_{03D`nXYx&_tWSB82kY%TCbBIQq(F_S46T#}d%dQiI zd2iF>1%5W9&BX;3l1e}q7R+4Os|Ro)O6cK9FhFwY512;jt5tyHs|3ox7z(s`>vXy~ zTXKcRXq#@Xvz#xPJ$NQen^uPjUb31P1h-qU`~f2K+bBmS9co>j=F-~SSna=K3cz}+4fgJ zn0IOmN&`q%6@Sax&vPuy(--(PPqZAKi`hPiq^JZC2{YsjGjh@+xt7}$D&->dNPLhx zi;p%#k?RPt*v@s%t=Q}=0O2u3s1^+?U2rL@c4t?&86tC&R<#&LD&iHG!u_nbP6h>C zWOiZVyKmgs3C|`&1r*Ec8>#RM0gHHM6$xwMhEV9wMzJvZUUcWOl_=TTQIdM}FAAj# zfkZ+8@e7{KPEA%+!xwJDQ)wqHr3vs6Nw?82``kC7)&a0&{9bURD$qk3ygnZlnWU)3 zud;yJ{7S-nXw>-Vgh;;=@$i5;&Cs@hH5EY#AJBxwlL6(OQ4UDF@l0#)Pl&4@W;%9; z%H6&QvPy&{Mh)qDZb11TJDH~NH_&?|Uy!8N%L(DR8@PDcFR{^bLD1rOhqgw9>-TRT zefHsOaoAbSEzcN#rA99zS+*LxHY%=mKQRVV=2Hf01V~5;f!|a+q8bqiFhCLT$mykU z4*pE@LMZ8)06ao?UI1(WbiCQKJPgbcQ_sfAas{U&keAaq!ADVRsq>6l*BGm zE;Y5a8B9PH9BSMgUF@&M#4-SQy&uJ;)N4aZJJwx-OXKQ=#4C`T3F46>rD7@jl3*Dq zg!-elr(+Lvw=I6ce;kPL~t3URU_YmH>~{>V<^n z?By;4G#~OPzkP=Zgsg%ufw!!o5)kh#*M`riw4{h!VBtXPm;!|{+3gC)$zBIVsBxDg znL_~Cpp`{O2`KW+>;1ln<9=K;;~daJpBBQuaR(GismM)v)r&)EG@==7M)7->#IznT z+3}uE4s`!y>YITFCI?G!^2suI(YX-4sFD-~GNuaEAMZ$g2o$8UNO}p;jRIMrScid0 zzPZL6`dLOE>TvGU$>>F6>#+aC>m(PFW6>BlamVWv?-AQC5q25M>9utR4my~ISUv%v zE|2Te_x0h;PY+((%2kfBUl!h7Fn{H~B%oko0g$}#4u@7O5WNlf03==qFuYA4T=Clw zUZ59Y{iCnQS(I6ajzX&!b*ojKy!ptZE6cb2GQ6O(j!VbZ2{k*h*J@mn$*W72om3Mow5?g^SQz)qnvBg0 z_uJ30o5jI*wJ*(~e_Q^}3fveJ3U z@}q9o3&#PPzwX(AhrDj(^H5m^B&Vb^EgZ)VQ2NO_jk;8(V^!L+oyh{CnNN*$T62ik zyd(Z?CZZu&{5crubI6ouVuggc0VtSHejcbZu!*zo-uBLG4v41#;{z~2s3l|Hl=KD% zOTTo13pBm#$&$xe2_2TRMHMYt2fVu(1MB8FTBn$k-8epnThiq~G=UC~Jag&h=o~G} zAaW4ZL0GIGl!q%w_r$1uhe^qKA*?Z}3UD-J18~xppTb(Sl-2{TUJNbk!QmGWoFkPJ znZq#+LzaH%eB$daiqRoL(A3kqOkJYP4bn_?kXPqX$rP4H0pstD^+HhRt?(KQn#kJUc$m94Bf0KJhWGkhm4LyMga;ifdwxWi4@LgX*&Ru`9ty* z_YDBjpXB>0Yb*_hVjrmPiw)@#<{|D8IRg7!S1&G8jok`K0 zCjMCp1mkF3Rvr)HM$PKFfu(R+(pNFy7EY{*q#;y!`&G{Y`>*t9;H_B{ai&_8jFUxh zBsPBfa+h{|_FFmmVXs}8Ouh8EPgs$ZfjBUEExmhT8>}YMD~W@xhDfdoeS`UA2U#0B1f1|t&{EwVK3wAUOx}4yUN?5%S4FP z@eBgwLC8|07c^IFCDN~}M?I(erzbm|V&W|}8m=EM4NV_-UG9w!!b@74kwiHO^=`#WT$@|PVy1m$7<*4Ss2*#7~T8!J8lRq__!c?-~Ehr_tCL5%yDGEU= z4f^6}To8`wIkd%-i_g$jktDnxUoNaH#7bTn6;l-wgKDPy-%1?rN#17O zwm%_D827^*0>z{PAf0fHl{kjB9rj=<2F_(Dt*bh?1;-vB;Q*6_bUeWnDMBu3dB$?T zX(bRrmh+Qhy`g;Hz*MvEiFG9z(atT6OC4@QZ^UzYt1P zbBcMV$o%5!rR)QCU3|Q)?PD^^jiby4R$nc<`VZpe5@-`J1$yAxy=O@T0Lt!Tp)2a_ zSGTuGIl}bhDqQDuJUd91P%V`;hUR|~8(*jo{FBPC@W0eE66*pUQ*WT9CZPe3m1%VUA2e2 z9&%o`4?la0X(}v<$eq4hwsHRSIcWBlEO*%V!gVFq&xGOh9DEGcz8T2kNOwNquLm2l z#Zw3fL}345+4X%boms*tT%Tev)a$;(V}Iaj_!u(ARFaU4xHgtV1{4$`s_C^bR$j&BAEx~1~YwyLm6 zuvAXbFUi1()S$PTDe~6r=BMt#{j@eU6J%9fz;`GFGR~+aR6h>|9~(N+O+fEA5EFaw z`Sw*#nQxgFC%F7OmBT1agLDrzX@(SG0u9q`0)wDd%|+8HD8Rebv;C;d#uud4xU=tM z6q=$!ec*?m@OFHMY3;b#b%aR(nMpx$qTP>h*j-~w80m+Q26r&2b7;&Nc&A$3Ie^y* z-4CRlT3+6{v?5&h99A>~`4r(F1$TxSu`rcO+tdVP&{)-s!#<*3cMj2uhjetpbZtJ_ zzQH`UwhoWDv8SLCQV1?f2)WgJ)Tmi7yMkBN2nU^3g^>%4b!v6r5mB%|nfzo4!`L5M z2^wzBUcwQpa{XR(+7H0LDO|VLpPwf*bjk)t*!6PE;Di80q;7?)oU0eg^(Yf8*U2qe z_?Dn>j}oan2b(gIZVn2P5&r;`?WZeRyWXFsT2UsP5fUmf zAIZ0y6>e)C&y`WrOOR>e@Hr6V?Kt9rBpuYgm}OgHQ>g|eV%5YQdihk?GEY_vT$mc# zIW5Jc>1}#QYDY{VJMAko(Xn&Nv_}da5Cqt2XRhF3LFGXPOc-Fr#VeK)S^ zHlYnByB>mK{Z5t*x#y49rnIA9R7*lPB22>am{c75-36L|`0~D7T>8s#6_cl^g|HLq z5@7bzf;ol^zN;)&4eTTHu$F%Y(26CDi`FF?@8blmo{`QMF#ONeu5kGU-2hk)Om zn31B!Kk?`oa^R0F@jtebPMl_|qF7NG6Vfh<-Owq8n=F*zFwfJ;=0% zo~$7J&oAMx?x8Wk9ShQKAr66>+WoFhAbJ81y7y?2Agly7+!zpspqY@e!?=RER+P{T z+OEz7as#-4TR%9Tig46+>kw!)8)!xqxdPUU{dX(+fFRhFuD@3Z7w-yM`w=lygpdDk zKsXzMC{r|+38rwF@BEzi{d3JDi_!vL(a5Fboc%I|62B^T6&p+R?cDJ`Hm%->osUm_ za{U&T_4>5e;=4V9J7(#ZU}%y?jzk7B@bi!M{cblec}N?!#4ZO57Z8 z29LiKGl|vZ?`Zl9;Z`eE(8Vi`cBHi$76W4+vf({Q%sP0|2|h7$NZ*Z#5gO7Z51AbwY?F0@J?f^_V<~UXU>kgv&I|*e5^|?!7@OgpCqG}Cw{=}9f&K2X}pylsR_AN{= zPiScJ_m}oi?MZ?QARDp1BMku`%rELB=9wV13hA)G7wB6xqxC04Js*)^w{4#;jggpW3H+0~xcC9|eNY?`YqD7a5DH zL!glH@O()DMK2M&hwr^8kL}3Vu62eb)fC7A8P3U)1ZmYaN6SpL6#fX}sCDQs&zK;>?@>2E_jx5QkL# z-_+IrRf$Xg$Bn*d*S!b5`g)1=CaXFLm8mwSgeOY!LDN@-{^0}qXNZ=mnD{_G;65g$gwwB03>LKW-6z;-|VIs>Ev7x9Q1!ax#7E3WDE=0dC z%Zv?y#E_TtcI^((?WRH~sf+4b9$*=LR0-3h~{{i zKcPMW0mTMAs$WaPq;wjuVHcqioxH)&JvyGW3#kGy*AfVEO`(ps48~VksSucqDYV5* zbv2cD#F(_x>6RSy1oIl}A#fQw{_d{b70g-bXusymgg*MQNrxhhP_CB}+Tku#( zAJauzB@=`oTljDeYX3s4g3I8lFN+)k_r8qEog}n;12xEkyLP~~t{d6l5Cqt@g@mBk<)vIEga?bz z2B4$OYXaptff`u9K*S_V^g2L+UvLdYfO@X#_CpiEMCnP;UAE#ofDIezV>yr>-rDh* zq`r$4Mvs|HqSd)_%lh$plt|$+pOHhtMAt|Ra|%5Baunuz9i-C(&L|L8(akiu_DJa% zIUXS%U;MKjT2cz+;_M~R|JAK6DSD>yWjVmHriP8DWgJ=6!bzdvKZEB{F|)$;!yR6K zLftP?LqK@CbK6Be&R)1IDFo+u59O+m89_4&AJw^V`4*~VJR!W`?46#dm|i|ps*80& zvv1O)_=IZ6_yIhDckX~-t%0%mW}sguUaES7d%*Ud`=cNB?hMzRM&MNa`&2^x3-tki zw!f09I9=E5mjK`r=z)Usr-oDb$c)`29aiG%P(}WR&4JZOi=L{0K&m&W(F~GXiDR&& zlr;#c9#lzE%pMpJ8rTqbplULQU@CzL-X8%-$;Mji#*(H zvW{F@&)Pj9mZ^Z+3tmm{uQ|E_DJtVdtnF(6GQ2&UlG8dZ*csKf( z7$8{5FiXaP_dm`!wO55r5=$K)UWEt&Fs(I@nfJP}nYU&hgn?UAGx7C8E9H7J6R`ut z%F&X<#EcQuML9G0V$Xc!1ke$PwX&FKX+n%B3G7H0{NgsEb*R2yZ`k4Y5etNcJFGQ7 z&>~FD7tjL)>8k6;kzZ((gl*YmF(*&K!~|Jqz`PJvSprlCaJ&#%8AcJsvXo8{?}Fe~ z`Bd#v+c-#c4jCCmIN$h;AF0;~5YBTjyL#SJOe)OSCK=~`f`Mr%Qf@LH9CM?=NE9Rj7k9$rqX7cg(o3uVW)wD|lW5OSyg^QI(WjmRMxhn-k8`xCOIJ2s{=mg_6L} zQCwXSZcsmC1k@4Q;?X^Zz){M^iA9g0c&--6qLZ}LLuEbmKL9dgvMGw@O_qSNms6Jw z{#S1JaaWRc-dNWSX>-lsC=yg#JOw$ecQ0fH>5hG*i(f{sznxP(&+5&?)v4NO(Fv=~ z1puH-$fe)ifbAQQfzLy19`<*VgEV^urK&ZxurD!DONtrK5Jv-@Rhfd?pKf)8w8Pv`=zdIB{F zYY+e<&U6P+94A>KFybUuAQ7M@hn|C7rQ&?*Qp3ifi&js*cX4I%YVllV(!1A2e3BOc z@0k=}Z=e0-!pi&pwx5?>+i#idX12m`-)E&FRm$ zK#GQ%Cv!?b9pG3yB`vmNX|Xz#LRoc^h|aD#MHvM!$?bEGPYqq~e{qvuT=D@`wm^EA zlBlDSfP*pP8bO~#nBPVKUNbP74*NuF`<)rU0Apj_$`;oM4w_uKaT*A&M{6YiJ9=nCw(n<)_nJy%Y9oXAo zsWDQCw4%lk(QtEoOd6$;byaTohQ7?02&cw`*r!-3%vx!pFjYj20(fi%+F{GuJnXm@ zfIUit>t1U!&R~ys#}-h@71CM7vHqKw=olM@XH7`uaX`m_{=k#iLBg@N4%?iRIb&>a z_3m)}s*=?Am#v7^QCuApox@J&6*aD8vO-xTrrJ*hWJVsSr9ypuABwi*tw@jrOpQt{ zOqY*=pIwFX0FS}20ZcCW28Ewucg{$CV@y#dRuEdKCOySBDITe1N)ANS#JoQt&S%Qin`Ma%8 z--wA7qPf5|x40%2Iaus7HC+ty@Hq3)O*0=|o0>$Jm|lOe^@ayY`=&%fc^Oo&lh?1^ zB~CBb+0G;x0|4ZQA(LecnU7~D4ZOW(3HXQ1<4?gp2kZ9(#xk)&<)AkC2~~Jq(0Z8- z;)ay%63oaXjzt(>$$d;VGrkWP{M726q#C$aGkmA8rt?$gbW%QGK=DYOaMTJCshJ?S zLt=@C>qLmp9&9`!luFwb7hwibuinxp8|^cqT`Np$J}USvsZ;0xa^haA!O9TE-xxb7 zPsNTFEjPa|-XWcu33!{*Rn@CUFis96F9t=L5h>fR`N{?OFEt~)WmJ%dL(8&95bEoM zZU&_fZBT7x8mMFepnSmF>FEZLc~jQ_Q8+ZMh({VoVq6?Z>PvemkswA+q3HE^tcaR= zN;*fCqzbSqP`g(?*g-n*npzRqszmt(O<~(a-x63jPV?d~88KjekvcKQcNo(2xOsaIv zL%{(Ii>%A#GVIG`3XAW-q=T5kFyXxUn}6eU5_NmBh!s!^Ce6 zpj?u|igx+jzDW6PSkrFll3@a-uuMJE1Lz%6GZ78A6)rA{k}Tu@H{?3DVTg(w8i5Q@ zg=9RdIrSNJIprDhqe--^JL4Bn`L{aY4Vg-@2^B@oz@kNWMd7A(Z`SM$xI*+}Y94}# zMxjYxi6z0ZE}QCaLsY&AiH_7HGRfdM39e~n!8mQf=JQXQw_yruH@% zw;XshOW_K{F@J$r1b12P1I8}y{ZopGB{4o~M$sW%(hS`dJD&C+A;FidmFQ5^8t)~O z)m}QnmeuTvm13U?eQc=14(@mvD?_9(H1aJQ3e=PeNwq{~^294g_Myn>xNcz0k%VWZ zfp`z6cnmP6hHGkI<#g%`oi$rZ$g@F|^Cyh+WZ9EoB`Fh%LKQQ|Z_fwaP8W7z5u&|H zXh@Av_m15fia~Mkk`!IvDq|1S%+vM`8c6puIPq#R)dQ4>YyEV%ZYg8}iC0`GhKNLH zRD>j6VWI$s`#&tu*beofZ8K^HW*#neH_qT;?_#qDJyQg7Nz-7V?*vGFh*`X+BV}J< z@@OYj0~v==BQ+&efcxJ@c4cB9KB1=;2^YZ)PayGXA(=|-UP+b|qJ-=KtKdV76cxI< zFdE`WYoWuS;p+oMlQN02At$0>r($R-GJc)yhb3&O)X9C&Kdi-maGm5Yk%w=Pv@XTe zbCX^Rx;cV`K7qI<{R}hjlJxL@E|Q}R>b$qzB#9j3WQ1HJOELAS$PY!cuNK^gQS@(+ zwDPw9hNS;%;^ucbydRQto%ih073z-uwLUX-Na-^^{F|$~tFP&yx z_pi|+|M#-y1%oa+b7uL^1Oy?iW)wa_Q|HDjrO%PWs%a6-n=bEQ>^xf>! z%y`tRg{6O=$roFG@Xutk{PX%(ML8HOsr(T>E_V>cVVxa7ua zMkqH6i^4wC2)R!@)N_rVY!ec)*sfjVwL(t0WW)4|SsK>|i?kUkI$l-?nt3<9Q7>b4 ze1#F`OKqFRuE__beoH4)JqFI6^Az47w!x|L6U!Tp!Qo-$mW>N_eizsHjJL9cBT*LN z6#07Gw=!jO?H?(G1)l59UzX#haNtc=>!KTiEOKhV9~2*Qa%{t0g~(anp0!G7h1*nL zOhM`Vx6{o{sdkpvJPYPVzb&n=xB9+4%4W$!ZiP7^E9n_16(;suzv*&xS6Jzo(=1zW z)nz}X``Du6TO>b=oJJl)#TG_wj@(~!FdBC$CAFsYg?01vW)%up$|@TbX!bwvMkB`@gX7SrSE0`xbWXE*r{Pt5nYrH3Y|C8bl~!$gL@iZ{ z{=Gf@dml54lS2Bl)@@>6obJCa*R>&Y6%A32L)Vtv`bmqW)ZoIqLMz2x9C)8T@hOH0 zN!(d1A;E48+m{Cs4vq6+P2Q!XbVBiQ5ci$Y3tZ8;+y*(C&c;`zbXZzB@G$r{s*L5= zU!4C&A20AI{~uyiUoxW&B?fbvoo;b`X8*2wfvROhi9AR z_|hqyo4yx8rEXxDE&Axk&JzY|Del6Wq3xATz`ZNm>A)$Qb z?Ae|BvUkrRWfiTMNb0MJmIY`?ktFI0mvGoZ3VkP$Jh`oWE0VDS(@9BSCl5YlfY2gl z9u2$*SCAq}D)yiX9Bggrk7}ZWB)np`{Bd6d=C$E7j9HN z^@ycXLFNtb*QwIbiA15Ta#K>x zn+k28_Knq*kut*@d9cr2se0-htE{p9?=}WGvrp{Ler`;+NYsvCwOrWCBG@8^DIgG< zb(yL2C#kZ$0%!H5i+gr8X&7bOi)@I|4QStG;5AtNWkXl<^kmj%LpvU+5Gi~<92}{z z;Ep06S^KMgPG1}48IosoQ^P2|Kw{z%V`!MRVpo&)X#KX z>wt=&C0vCROP|%Xc$S$cMu>0wmU%~x=wVb!_|02eZaB+t2_qy2LWj?l58GfK@DpDz zniwdsMdI($^sebJ)y@!UkWwfshc~4X%E8YQJkjTSym{91@LU|3`*ixYEo-zPcT>+$ zSmF%_)+X;}jRkm}n#I^-juKs(f79XFi9U7!%D?rg9`wY{LbiIJVcqgMgKUnF=v-r_ zdJ<=%XF9vjxQ*v!zhI7L)w?paEY?{e{>}0JO?lTUM2(AbU0yqd^UxQ(-jwMB1qCG+ zdltfWilW({Gy-b}o6|_-Jo)=(+2Vga;PD#N zTzcdE&ZYOIb#sIa&)csxT(5=JJs@i0y{KH$G%y-o*iuxJj1jIxVUYWFP=+XZB~2zF z!77(lsLbQu;Sje<9mPOMSaZDhGvSeXL{4Pe$9>U@PWnlwl%&fYmd4-ps~XAsY1Cy4 z1bJ;8QazcUVAl#*eg`&94{q`uh8tNJ!{=ts;z|YXd7?$U*DDziw`xZ=|n_AUR(vB zASMIyjDo1A_#q62FPXFzUY>Fr=9vFf~NN+ z34(}9ZrNn@3R-7sO2A4qMw)ada7RAT{P>E;D=nx=^C5rdobzgV1y+i;))+qwXC;;Y zFOuffv9#axLu+qS_xi&a_ay=(*j+)ij|%b$WHAPj;pnLbIPsr$A^VNV{B zI>a5A!to^XQ4VWSVIzfX1x4;^(v;q6{!rZP`zuzj#h2#&rrKtucyY_TZ8f~5*He7^ zbfGmOPMJ*a(S(XKlUzSFI6Nu;h)!3XDP6@be;Pq~=1q|VMgkQPQ#Fq6Gb_b`#Pm>I zu>bsL=yRzf>_4ZNGFl(rdG9b=;WnE0Hwe@Xa@Oqy<0iOQ(6PoT@(`t(aao#o#~iOE zy2Z6I*K4pc1Z%*$O~V3pHsANOZ4=8Gw=%Zg=)7W`02=Wg486-(i@1|%PY-fi_sQQK z$;C79&A>YdNwR@JU#pj>ItXg5e$~SEcp3_WIfn0Ltv z2q48|f_0%VQz{7%Jp1gG5CE@8-KJ}8YN^RuyIj`ip3I4fX5#%%F$T>wq2J z!0r(i&onFq_{aW?4{1{)y)NVkzK)niFD7bkXn!hj0rD?)Z3egX0zZ>ej5k>3FuV>> zTrsp9Tsp@n%+0^$hL#1^T0k?%D2ttZU4B!wi7_|i((@*7zdjcGE>uio>*ROFZC3I1 znU}?ip1hROSeTl6atG=|8n@4_M=PqaT*`tr8BG`lKpFJypn!4qY;K0;dXL$c<2JH% z#^8RI#42&iIZ$zg3t2=vK~43wP9>XB%n_L&P30=?XB(!bPtUU5o}bw`7aH1>oDx>RoZ z(x##JX=GNu3`Rb` z^H};c-#+%P6&-UM%#8L96?4=^K@LC0YRo{Fv1`};4;clZZmB9-?5F}M#HAX`JM|3l zw=0$W{U?8$a+#AE`23x4>ni2A>yEWHPh?Bz$lxVqC82VuURo* z_OtKUpfhg&cAL(p;g|`jZhCR{?kJ{go z-IHf+xjvrN&1Zqm8wTXv*L9nqv7zZy_~o$cp?7$3j&eDtpvA#1F>j8%+%JiQHA?@yT*tJYCnx)3 z@;=cspvYuz*dd32u&vhOsaIwqBk#+rP`3+!HwrHRrJrKm4qihM7m~34c`YGh0AZbwHI6`$^X!o+FTRG+w+pwkCvqn!Q8a%SN zRX^sIhn0q>mUViM(ULsi9G!ddg6lDzZ$(%UXD^=kxy0eeLTnWPl6t#nE41c?{6*)&-meiM!qsJkTE(%{a zS1%D5@cNznJSTmz0S%s^v3X)x(dR71rXk}QtYSLsKYIuJm6qPW|3Jd|WD`sA`AiLu z-^D&Hfgta+#X~#DFXCIiyyhl10d@cut*e0PXkW*izL(d>tu6!`O6U6JZ1$QJJ!x*M zrP1ahcBJ;up@&6J3ra&9Gy09H7KX6n-ODMFY6`k7dlPriHMBz<*;X$X(}zUa_UcJ1 zo!Ui~ifRe_Cnk7s%oKY?aXJzhcvm90lW=~CdGDl}lsKk)JM8<`q8zf*K@*s;m5>QnKmb(@~^IAx>C+{!Di&rOX& zj{^ZDP&#I0A4FN!feoM(&rmksrSoZz%q_1;>G*B*ZpzL$nmxPnKrP?VKW|s?<%r+k zPGXao2O9<*J&kIs0aMztmipRU`eaK!0Ls?o*t`5t+6od%P(Mr?AyB`bnF@Bu#9$#? z)ST$aH;;SXS{>~kVz1D2ncmzq&)@>yznFoi_p?jaZ7(jqNbw8geW&b(#6a{K=MW$% zMUi633bK_Rryqzd)S2pU4t?`Y-4O$kkEJp2ac$E)p_PU=2l+e~VDzV$wtQ=NeB?RL zI??Am3etdgmeN=ku*oG2QJ70ESr4$xF9&ItZo+C-^9S~OVdRdqT16S;$Nj};#nO0j z9x6=B8?E_Q?i}j`BzPi&?o>)=v~n9L9ZJU? z*y?(7E;;_k{>c6K|<54Svc z+|Q!r*qc+~jd{+*)s;WTaFM3k*O3v^+6PByz8atqtbUh@b6;9U^7!7qeJeJ(cU25; zyQpc{XLFN=h{=PP=Pf?T++G&)>5+{?(QMJ7?DDI5(#pwk z=;iAw=F@qknLv zl+M?8Y8Mp~^U_uge^+djZ9e^2K|nYrzIf&wx%YVu?b6d$CGfo6`>1Eg*XRCl!!>h9 z#R|hJb*~Lcs`VE`dTwl!`$a2?o%4{EsqIA{pY2EG?|n0@dUWJ#o|tPq8wW>*?8nDb ze`MyRMYI205USR&(X};nDZNB5=HoGAh+4{~vrZIT*9~A^m2a@mtd`qXf?bL?=jWYV zI_0aVZ(9`bOZM)X1xpQA3&jNRR)j{6@P8fFt6H)5m!i%VUJeeKt1DQpRbTj8Gq~b6 z)(v@eI{fe17-pS&lxnWe{6;pJRn2gHo2n;QQ;yIl8d}Ze|P`A+IN1DahgZ9`j7Uc;Iwt|r@}tW;`~j|;`I2}zm)@dlCK;B z*QeB$`hL=#Tip?|Eyk&2=Elo!be_UKF z`_HAOPj+|tiHaDCYn=#+Q&dv2DiGssiw`bsH1QU@zd4|xzDD+We5O)g0P`{Hiq!vl z_~ovuM~4q2B`Svb9>3E*gmYxP8Sr_mVZQK@-rbEVK4YTuitydle4e=^nTQRu9Zc49 zrkS82e7E@VzIgig7W4B?W-{2!8vJCWbT%ySE?gB;{^!h1Z+t5J*Rb$|jD%W&w>>E$ zcxcBf_N@<$OPsf7)!bt>Qw_0Oa)(baUhR``$BlFTILq}{Vu9*M)Vx`uV`Ux-9^~CB zi3?*7i5Cqiss4s-3?9h-F;?hcaf*?BQ@Yvko3N9rQrVB2GF>2(t(h$R6U*tnJGAX5 zCiU^l;Wt{Yw#w{RmY(mK)IN!4dQG3@=;HPzhtB=R9G`W%_EV~gkDA$k=DP6p-9o$< z-U^9=fCP4{9edet_nr?{+pwdg{_F|A0-hMBAKyXj=@*JZ_l}NUx0tK5L2%{%hyC~j z4~adxmvMBR=6K2GO~MXEn^&b@d*wQBp_GnKqX5RYQq8r1lG>!;!Pw}=9f!YGM|TVu zz8%39%Kja_S?$|-*0PqZG@Lb|xO9iZMV#u}k5dWn$kt4_X|?s3MMagj*hV(cTIN$H zGc9(--o6&&!FRZ$_lZejr*hoK1u7{{e+YAANHE95nvZ&-BI05q$9_7a*Ha(6!b|o2 z=~y<4@vXSOfS|hhMX%HL^J;P)?#pqF-g8~eHfTWk^Hm>x)|m_4<91Wb!dAp=*-sV) zJWa#z6xkmxKlqRa;gN=+6O4@yh3{88#C0pWT9*xR9QuBY`5+GzI7vpV-(cz5rB*4u zWb>qPFuv?-OVu&8=wG{4_N?q=h|JT2em~9SoA7v^#f$ph6+?LU`un>4mUObbY#uqTWe^ikFf-0> zo2DiWX1`ba(0BSm3hNQ?cvn8n3fpA?lG*sM{nTD}l$!2XGW!|d#+!lp3CWQ;F_FPO zjq{neYWGKmW~5r#Y4*Fz4==dss%0>o<9plxc#Egv0VSofWNFC<^4~(|>hb=bnjNKH zEWh8X@592}82#&NN_|*#Fr9B*liC>U-6fkgyd@*_OKf=e^G`e&=vvDK4y}mVC)LE2 za_C&Ta{&9R$?~h5%HsEb{riXOK6+m;%ZyF>=ziGSAq^KjD`WFtQBUo!;IJ{*+q)bd z-jym1*U^+xyYlY&t%h>Wam(1R{%0lp6BPx8EEY58@x4{wlbx$uU&%^~8YmyOuy~n= zaVEZh(*o}hEJw=w*nf7Nl=-90#=@X__P8m2lCfrH#`ti4$&UYvrmGH!vU|GH@RAFH zG}0mENo%2X%1tHvz=zj$E@EK_ps-)q}*$5dY6ZY+Eg% z`ELI{Kum_;W*y;5&4x}HDA|?Q)Z-EEssx^YDm)_Vk~nH(l(^s`F2I|e_i=J_gBd>Y zKNlLYB?oEvR8$PE@Q6l`&sV1!cK+?F@&a~SCf)@rOwkaoQGZ~FWy<37h!07da2!K6oj6PA{iK4FZ*Yt(bNKbF!K%4$h2t9 zz5j*DpD2&rC&Flbd@|ri3)Kg4-| zLSh{ABUNv~`=ot}p$0BeDMl#Kqwl56&l7tm&GMkoYOND9VfQv-eYC=lkJ#cdgT@?8 zktjJb{o_K?$M{3?8~%Mvhn;YQc}FySf-gr&`e$*B(bH&Qtf|t8u|zKrky2AngyO%S zJ|En!u8T7>793C`S#69dojA5|{F^;21|9Ohw@%EJ0^~IQ4g##L%!evpQ})PllLzN0hF|(bgY7|p8FKFXB!|$L8JBKWlK38HL-HtI z!qgDhqx)+L2{HgDR+3Wkz9nUEXL#g=nq^4=JA-Z7G%$F1Y4;2cP3SNaq~oVFUsbx% z-_)6zRyH!@GJ+cXdwbuTE)5QiCqGe_YfCU6j(s2lQ=W}|c?I$}o~+St`E83~iSlp^ zs6r5C(6yHu@XZDoJI=4@U>f&kFiRo3`uyBjKgYQC_*4_=K^H+e_z^JlK}_J=LsCCw zFe+6n%H&6Z3*)6$t*5Y@56cAxeV^``d$_lEIWuN23_2r$sgS_j+EQvQeQ<^lMXr9n z^2Pq0gMxEy@OwbQpzu^<(t&WK|K6R>WKjS4i9(m~olPyvq<%AnRe6i<^9&(`hit0> zcdzb+g+8$07SS=hdlRqaOa1vmEv@@pGo>abw|1ou8Te|qc&6`p8e0rjZCcHPdzhZSomO45OV#5uj;)&E%sg=a=dJar@U2-UStM~7!=A{^yOTWr2r|) zzKz&H;|IH6%~k2k3d}T>4;nw@p^^WxgBl*;pUduq852XirtGEPTb0b-l{gSWM*3r; zB0GB_MnjW>&SaM*gQHv@o}Oy=(JV_D!&U#e0>pm>cbZhRU27GsMu$9`uLk4^o=B8* zbTG2O<*wV0tgy2XNTIj%Pc{h7@YhZkFhYq?gIg2BrHye&P6Y}a-DeW08Jn5F`I?P`B#(guH8bM z%w39!GOdau&@tG*k4RtsOc{y>yFgjsfC)di`Uf2p<|=}J|rgz)h(vH=3$&q!(a3uQB2*lFzRZuw}`^W zG-peLb=2-Lm8Qlo6q*4M^+XQA?`q_ZdiV@iPLLY5`x{~vc_rg_{isBi1-tM>K-j^E z?!K%Tk@;06(hOH6G$bYP)e}2|W7wS>F#w+~%rzdmVlgejxf2niO1?VP%2W$1&0PE61xuBhz$<0r zvB(*i( zQ^W4P-rskw$$tntWmS=BAHQsfr~(O#Y4@ha<4W}h)!Xm9!iMb$Mc-^H`&YNJc8}=S zPs??kL7}JrGshgq4w2f;rxvY)#0Fcs{<%J7+4(4(oAK1EJJ1oQ+&(pNYd zsa)IYGP+n%3n)1d&y*KOH4&-&M_1D>f%(M$4pN!}%l@eX;5Kex3UXf$|A>cpIjR!Q z=gw;tCP|)TbdkGtFJwv4Bi>1A97h_ys(z#sE8G+U!~OrSmk?$~8#*#7HGQ=ID+OML z59$ndj;*QQeULm}#y@6#psx`*H?eaPK~|Q`!ME=oS#8Bz%V;ig{~k0`<%(Qxu7@n& z-m?DWd*1t=8Qo3Cje!ezd4>IUYF7tYtL%WJVV2?NjpUQPs(B`ZQp3vU*pI7@6C|ud zL$>cLICEKWf^Th%J?u4D6BfGS*6zkEG?E|Is@RTc_&|>A9`b#0EHMT6`$&)+_0mjb zflI+kN8s}njgNc?r>KLfEJn?vQz~?DzXW%I7?O_j&-KfhF^UipM%myT_nDN&Gox?i zhyd@;jd0!MjCC%-sX0nt8G5xkiW4*>l4>znyu9=)1raw(=HJcAO8WhBVNT(R(dlM` z(np#o1136ik`yY<_#Pcve3o$=p9D6nR7Sa9e2LQoCJ8;=hbtg)i<~2Yq@(_OfWORW zW{)OB+l$43+kc=Q1X9q(B=|vRMo7r^u=ICe81Uk)7P$yL%ucNo77+pA-WB4T7X7KI z#C)gw;A>^_A>;X=du?AI=H>V2MZWQ$R%lC4y+ILrIk2ljF`bzACqIW*!gZ}m)tF3s z-sdNImPN;x!6-G-FU;nUe>ZI8bMK`etHe#~?aBB0Qs!l|N1g8F!QcrvvQD2I9`Qfn z`6~L?Bfa>sK51*kpu25%sH7q#72<`MhWy z4Hm5)8OXSKlDRSrK?PvSzZGejv(wI6;Cp6lYFI=>jQq+yGkI{|DkkbzuN7p3@ZV_| zu@y{AHf03plf~>0-%L3a5XoswUH+iNneAK7ad zo?F|TOoW)m{`)a-lhF95@}QQ~eNXVf+cqZ~O^r!OT$hFf=x9XmmZ~iiucKDv1bkNR zA*axuCxHK;xpn&Bc>W|hXXmogTIqA9#cE=R=|2FX7JS&I27`$5*bVY5-*YMK&8eth zsazEh%OQ}*IneDKlLVeJ^*;$Cn@ADHbjV1UvQ+qc#$5d?zc)F<4CoQI!cKU9fmKfi ziSJ0)FTGE<4z^^l)CN@a%>c%9Lo6Bfg_{RN0beW-O#C_|tSuA+2spc1K!MPEg$yki zGA9TPNyWbZ5Z+NVjLRXf@_Pn|Yb>j)K%Zrj?MYB_NMFfB zqcwe?r2xREY7oU61%8 z>H6B$40h@^NIKPe+$)<89C$3 zc(TbsPX|YPst`d}XOjo&tf4m{iKJ~>k>H)rU#c6|RFpVsGi2NtWz|VQdG7Bi`>?Yx z<*&<>O-B9!4FEJymd4u(@hGn?MV!(5goKc=9gfk1x}m|=VSA&H%sL%B8L7L0=J4?i z|F1G@zw{6uV2UbY7T((g5Xjd#o9+}YXAM#KW_`Z{IYg@h2T6G#YQ$d%ag6Np`i`Ux zC?4@Vd~vET1bike4U1T#jZ{6p*QZnqn9m%?c&=BVA4G%{-a|gH4C?YH4TP{x%tkhc z>2unEKWKKK9wA@lf7n;}s0UPNk3*ShRH3>Kmmp$bIyxMbMf|4<>?cZoP zaIt{9GMv7sj-F@;h1gERzcT_A8p#)dZ@7b^j(u!=l2wxXig`{mK^mk4#FM zKbHEqKkJFJ6>@s*!8{)O6$(|+ybi_vPlJ{Jv}zIO{EfOVa0t^WUPS;QJMJH{+UVW& zM9b+_L0lW+e=lRN-4VT1t!XhVL%uQ%nfS7F)rzOSG8mDXpbgOQhjjkYH!4w@2-A`H zg$E*$M7}I|Tr=;pe&sgPKR-gG{+D=j3%^rz6!LCMc(d|CEr4JX_rJ0ICVN{Z|4&8e zS|K65Z)HON#!-y(Ocn^y=F7X6Y(6zAtJgSf;%M@qkoiS~aCK(?4lOrnYSTC3iy3$E zVn17pn{|gBtsUL(m3l&qJboTvw68A2uHI2nsZPu};{KOR0e$2%EzzRtD8Y%DRivqL ze6maYz|KmJ2f{;ge`u9V%4l+V;r*#Pepx25+E7INuv*{}Zh|DB^O^PMv>C4 zL&y=wOJ}Yz+cO?+DQwYAfczDmw<^6z@SR}&r`~DO&<%M@c_g~tN>5dURIX>&*vruBot=SCU>(3j)pHC6PyE@}ar~gQ_q)eq zs-{>?db)oWV!mUlWM;Z49SY~Due5jJ^3PqS=u2ZQxSAD6)dNu|_Is3gjOUr1(GV-~ zGRVAy)8lGh42)8o%WSbG*nfa9WO&1Uo9O8NC4q{X62JRbKoh2mUX{C^F5pkPE(b0m z0Z4qp4em8mUS1}2v+G>6@yDF_OX*XtHf3Ne0mMFJ`-&5DS|mEsR{I&AXGyJtG;}bX zdsjISx*_vYC`%!{*Ia{E8;R&U?tclWL%9E8j4#QI94?vWh-gMxye0)52X*U3g;o5$ z_rT|)kE#x66}P@8kTAK8e}1KkG;{trE(FEl1#QmGA-6^+dd39 zno1x>a=8P#L`Ym%lZRTvLD$Wgt}jJlQM6oq+f zQ>w_XH@zxt_NT9&2b)xq%H|i$L7{s<*va44!6DUs_zZXC^Auirs1=Wd3x0&&JA@mR zlBCk5^4LYv{TUXr{m&_20f+`quE>Dtv^c?smVo>7agqG6PT%Y^t-YSEU$8#_zDYMa z-xIwYe*}`pm|!)wClg}xAh)USxAF8x?|Wvwzq$QC2}Y#tQCBWY@1Kz@{J zf?wo|p(eAazOoQAUhTr`fy}hNFNZAkXl&`{`tr*oMo{p<&o;6@h0J+3RWb>e&2bpw z=_gx$XnG*=7_%x*P2)HWP1j*|&R1Bf?b;J@7XMI_+@w0~W>+~XwKNuiWRC;+2b)-h z)3ih1I0J0FQ$A&J*Ru0x91KfC$E>qA^o_epTAvSCKSkOqL^5_5_bJn7eXnY5U6lA; zps)TQ(`b;AT2Y~ZOH$4fB0dUN^^t0yNhYE!U!1W3dKGQ>-&)L1L# zY^J6VAbY_$pQza{o4Q!hObd>KdJMu|w7Wnh)dr8$enz~UJ^n&UKXq*oI}s)QA^jLy zRoz>SxF{69oZDmPDzd>j7r`pV(ElL>GT;|fYo;6Pc~INe!bE>fep^W@+QNqY^f=g_ zX7ynH^^#B@tfN3`UNI-US-k}{#+IAy@7pcYiFR`Zj6$L+8)E3=FU1Yh5jH{&w?B2V z`Cd=oaTzmuE=X)k`B8q1;j8DJ`PV64r(-mWNT)pz!d- zv(}+#qQvRk-LqMp5b!HUF27`rG>N+W&h>V&1utXha1bi{55?k1*Ct}Y>9Oxm<*-0o zTaqcN#6b~;oyjzcp7oU|a8+LLw8)u37yiV73 zy1C++-ieG9QOA|}-8Ru`=>0=0A7+0Gq9W>t$hP^rKU+CjLlehbX z0-B!8WIZQTe3w1Xm_M}A98fkjH-kWd9`snwO32~q7R7MdbZyFwT1aBZy^%cSpbFQg z(|9*=QcR5W<#jgimW6nt2ET`RCS|pL&r6{NX$CmS@-(B|{H=05f6YlxU-r`|ZQd^7 z$T=NJ!XP9Iz23V0Z&?8DS2%e@0n+1gMNN8hihoD^q#>gWCwEnKzh-nB#9@#_GSu{m z&{qiQ2xpjXwuXcxipqrcdevod^XC?O1PaYL%4mG1YLbgov=XX{3t_oYd(4=7(2V6Q zG_yoSSi^gd!SMj-uHV=eqac` z4#!s}x@bML1VHBNho+waqEys~{PPa#9>bE#vK)%S6*>D5GD5d@b`V!IwD$i)14n%2 zr$V6bUN#&yU5ERhM2tZag_W~V74?|?FBVs~n%HJxuFw<@o5KWLh@#QI_c>K=Kq-Fp z4J|F;1dUXV_UGjIM|pgCvA>me_O;=DS?Gz>3tWNF41*V;`4^yb{@iQW-AS?E{w=;F zyAyX~SL@M3b4q=Ua&)z;i9INel7;Q(**5IZJQ}O9i4Yh$BBQSU9VJoax}~nAF+idn zU;QHa{X7z>l|W%t+kjue&Gc`63PR@nvqVaK3g-wucMB+#r{RJ!cmFSoq4bUZessip2fl9%%W1Usxl_;E<#kfj2?(W(orZiPi8hURGBVi2=JEWjBPBg1t8_S>Pau48I*X+Jyh6JlAwE;Pyu3(6lp%{Ig%r~`1GekL*7{6W{#cDUpn$>y;x?clBQR19lSGY0zX>4LFx>wIjd24w5Xp`Mn zRLlh=I8iOezu3%&ijR2@KN!`_khK4$j5|Z7xT7~>fI&t<(FOK>%1wr;DFqxcfig-+ z_lGABasRWW!~lF?n_F8QKt3T1L41eciJ2(X4hPFxot3KluM=WpA&7YwE(D)bjB?FJ08C}ij7`Ea3W59)Eo+aeXS1;t+(#Bwyp&iA5e+m{-Ox=OW$`M1}^QQAI*cb0< zI_O(06Ne`^UwA80zAi1<(3c!H6CptM<+1Vk$|IYz&Xf~C6#iGjlww{V6+LKdl(wtg zEa_Uf(ff3gyjd2${%uL-^HY-Wdcd_}3*-oB;|kuY+0dds0|G~$7X!NA0rjv((s}VJ zV7fz4v4jEkw9K(9Oj_H+?nem4M#9UhtDWkmvvz=}m1GMOv1r{4LX6lC>XQ|UoaUE( zLY3VGn=bUh;7QKu`z^fWmpOcx&+}|I(`|NpUN_&dHw(%^2P7JwJg;(mZ&?E>L8myLm9sJYGgxfwGDqm0)HYNBC zkOBTdkcc8gu;!6j-|&CB`O}5J^7eN1tu0W69ozHTxCG>;L9ef>UJGuugMIvk128%t zg&6*w0-T{#&XQ1OR$cpwkKxWe$}-R@SY+#yXq|mWP{_83)Ua{cG_~SnYOk;~I}W}+ z19cE}c6^ACYaT~A9TkRx^>fXndPxluTay&{Tbe%fC)9mjJjp_ZIiw?E(D1kY&Z`{H}TrXp4qPOQ$(FzTpgEW zg=~yHCWa^qGh}#@rdXM$)ShTfRgg)&wGy>ggNUyi!g&FJ#CZ zUdaTyy5&In(nt^kGG1%N?JF-iE~x3&Bc7X|OXZ@0?(UyHZIVOyivT#mq8k+i~BV0hn$_**hghp*5`(z19-&zTwC-viLN3Y%M+}sZ0S+YsCW`?(B zuz{fiwbfEPI95WeGx`LUe$fIc=z!du~Y!oX}EFl@aPCI zA5%vgfPq#(Fp2vgAaUeJh{+!t=N4<$;eml(CImk!GgwardzFBd zzZnp@eFtPzQEwjm7`_Mv{DLcBqWl}!*oaZcD{2J-D$7R$96ex3CHO0?!o*|qY{P}` z?ARSQ`F^1SF1UM5q;xLT=U>vx1Aw1KJob#drly9Nr-q#13 z6lE?VAPaI>*YE+aL6FB|?MK!EZXXmACAl#snvp&zbo~bX2;+U7V7}|_90K%%W#tWh zv02`jA>%`Y=^Gdr@MN9?8aRC2znzcDo%cE=a;bz|2@on92)e1%;VL$4u**)da9ZlZ z?mAq>#KdF^nCWO^rBu9rAYQE};Hb?wzxlPrU0VMe_rEznUB}}u3i$buO2KlS_(4s2 z`B!$HPw|A4LLR6dOk+zXIa_bUmLFe=MqH`=c3;~PDJ>Qj?&U^py$rVLAw!vGt&pcP zCkl+s0v-w`<)Yvm7H|8>PWK|1bLa@)3NQrjNy%WjK<*Z<7OtAqZ+d7tt8|Qy;F%~K=qD_*e(%2NC-(>Pw7(B)nnAO_w*%B zL>X6Y5W);GT@xu~w)-X9RX*SC%|rx2dShlx2yCtlUG>4sl=wT0TK#r%fk58`UZwz_ z26F<5B=YK{Qf$HPgQmEJBjiso7BWRh_p~1l=z-3f$k%rhdLD1FLt!^FyswzJk zAkxR9+vakhgP=|hcVFC_ty=+l1EubsKoy`Ks2D-;I7(-)5i0|T2hY{Gk(>c~3iFI; z{-9UzJ+wz*JVgU19q&0uX}T6{Pqo z4bWV7&@5r={uLcx0V)jIj+~&Gkhkhyum6ja^86cG60~7BY{Ai~To7|$Rc%xhC-5dN z{*xO8BN#R7LxJq3{``mu#0S7LCpVr7yzC3GnU}uoY0*Rx;}rcWVHK^KOaM>IF)YxK z0V$s#^(mS<-T9*LTnDIJ=tjbRCs>9zfwZHLnu3(Hz3q0VZDLOgF!_-!07hdq;Z}nl zyoiVhw#^ninpY7?I_?GAhi!LPZ9U+Yw@$G?1qWIUlTNq zaR0;W0cmt|_KM!+2H#iL>-<`4HMR>*k1IslX&*iY4KV5eDYfb1yfrThU(uO*T$F!- zW|^d2<=GN0+_`;82KzHd41(cu{3Z=y+WH#f6p4FN6$T6EE3gLqF6o$H1nW=>Yez@5YD!27S}DHy`cN&{pA#2dHSxn2R-Z4bG6~NF zdZ*3r61?Kf{+EWsN$7;}xhSl~Z)4oM3Sd=AS%NrKWo@yV*-VD0ewa8Vhb4jq*=1W5 zYHWJuH*fVMO~`A6;lv%_IcFOjOvVjt+<$%kgK!!98DuHMp!Dc--K>hPL-0ww(vDJ@xZAT z1Q4kIA_|~R4KucSITQW$%0*#Gog14D-T<-$>t+g2tByGhvtp=fomS0ZI(3kfeyF8I za@}hS?ig=%Vuln=5xCjU*Q|}w!g;$9Puk|~J#GLtm=`M3&*PO93f$R9!iTOd5zFb@ z6~4Ym%^Si88l$a+4NHF5z|uiN4#X*T++V>J&U!Og0KVk?ZNm~H1)eGo;l{;rbZGq6 z2bwhKLDjdc8EkyG8G;$p$37G~loC2SE@IGh_S@AiskTaKjkpX9W&xC~e4`*bf&iZS zR9|AH`;UbpBHx#3Q<9UzY8@t@ zPJ?Bw_t8V{U^%{sS`&z^4MF;45d>`$lpEK8zJC1F6PmvLQw|+}FGFR5a#)O8Q)vR{ zOPXB=_DSO=Rw||i*_%Mz|5j46QV6YQ?I}M2Py_SLQ6O_HXl^(u%Dg$>gN z<)0>-!#q18#SN*pOS%uy!e5@rT)=95FAda_jk~uvp$?!Y_+VK1szeHlnM6eIl;SZm zbLD$kqO9b`J@+*CzQry~&hP}pC^UONx4b7%Gt-K7nCws10CMj`llzNpG*K%m!XMA3 zO*q_iYtjHA-+O;n@H=3M4unp)|FJMyyIs`VD9OJ#__CSb^4i@Gz($mEVtP(*36#xF zB^4PoJGXAMIX4Wk<`1_?7aAKe^3Eplf`}A7`uC@!di`DQ+YsNqyj}z#;vO3OJ0}X= z7s^dOHC$2mjHAWa6QQY!6nh_|AKsFI%k;?&JI2k+9M6oFqGr%-s7B!+%QbLxtlmDX z`XNxXz5{d>RgV9b-ENmXGt)gT;Ca3YcAk0-)vu(hRfefTKg{OOWD6YBOOcG}g?CpB z3=|H$c>XhI0m)G~GfMqsy(o-Z8hD1+SXf2e|ldd^#$*U#<<$|@m^5GGtCB-RbE4qD#t(|x|o>8T3 zSiL205GusGOA1iK5Ys^7D4OmuD!xQPt>I;3rCanY(Z`(C=o0U&lI6KGCsEjDyah*{ z^m?wdTDSytM0R66rtu?Yko{S!^`chvz#=J6=CNSgu^>vdPt&q{uh%9vdFAnlxb1mNznI$0H%V5mFPC9#C;RdV?z1 zGaf+?fbyI^JGpsx;p`IQhmF(RX^#Ep*KY!MQQ(0BiVC^L!qT%r%CzmD+%Mc1GTgIc zH5p(e&7(PJ9zeOv9G!OIB$sb!mdnW8yl}e$MxXI^B9+I&oSKGagGvkD-RN@lk}1x- z?#{8}F!E{-FL@KYLZ?l!c=EDrkWq2J?Y9W7dx^)z%TI2nJtUBtM}j0BtCuuamj(3= zY-xs_=bjdzi>>C8RV!&FLyC@E^wyVi{J^_R#g8buFvsix;jmE9YHl7ygE+hq>?x5j z#PuynzP?l(+Ry^*FUPIJgM)J81_NYTWR#Qv@3Y7>>6Y8-AH%nu<+J~sh&b7+k07F6 z{%27=o~vSRtsI}kJ@*g``Cu+Ij2#_neF0v@&-SA%a-~-lWxGABtIG@@S~oO{(Di~m zK)f(_=;YSLF3-ocX!(HT9QZ&M0QE7`I&Kfp6j?!ok7N~88Lya_nTx3LgS-BY<-OuL zxEcd*4Xn#?nAu>{2E4Jcu^C?}h=0wP81ht>*s^$52wv>{GOEEm5(QT-Ee{tl^Wq~g3ii* zM$w>4uT|nBL?Z2DwB9-!BUqjXUR@ytx|*rZ+t)YTA3=UL>G=aB2WB|9xI?G(dZ$fWCR3_JTaCUE~j4{PZ|TGWXX)UUy{ za1Dwm)q{`2XLb=5j5^SwWAa~-YJE)wJe)ygKogip`8#+{N1&2%-PL^X{>j57 zbNZ?E?JbQ3?lIVbF6*Wklv&8*WtjGgd9Iopc_g_dRw_DrBY&$y4w@W_n10P&81sO9 z@J5u0vsNgDE@e;`KE z6&nEs=nxpV=tXe>v&MCe`;FyUw=C=uYJ7w5{jZyIgAkZ2x+*BaRS2!06&1S$3NcOI zWq-h;P^S@2>3xwPWr;w1=v77g)ns*?`|GY&GG@d4yQ}Ye2vD4&_|D34h2j5Ea zR%Wi*4V7`@TVO)~+uJWA`+j&JKqX(hn~?xKGw`OxhR|)6FXQ5oM;<5T0FS)~R7Dan zdqRz8jg92pb@C9OFeTkpE}fq?&up#N_|crcV|DEsB!1LfaVHt z4_KAMGF8uUeR=fnT#Z|Vq-2&%IB>g+-3Sy1q+97@hh}k>`%H5ZL`yQJMSzkz25*YNosLQ#=NK;bE0;0>A(!JQo1FlrKK#rbH9VN=!FQ(s}%ZNITtz&M{Uq%s8x*&PQGAptyoAyq{20agJ99_MHzY$ zv$D8QdAQR)w1lB$&*&Sq#~bZ+RCsNFhcn-+L6Kfmh6SjLQxWdlw4)tI$sLj}am8vCCZ;Hsycu}|bedu6EeLS=vj6jXYK|I0IU&|9Vh90MMOT?Y5c=7ge{$wlb;ref@cr&#@a^P!vHo6HrSGs2`nV+4=#rB55sxA_K^-z{F1 z0l=4U&KBh(sCB%gH&Vb@%cm69uU}YOMhRQk>(1cSV>m0QZi0 z>(;V*-RblYx?LZ&JA&peH2hsEWzSg2q*&wjY2;`5t|4>WH-SDp)#&JDF8O`;MXoOd zhh^tJ`Vy6nmNkcbi^Jyw;34++C7IyaYBQo|4XcE53JSoC+S?yk1F9E7V1oZuCBBjTK*pm~!#t zOR%&22d1j#%pqvCt213t-ziXxy{T`&NmCg;ziwYLUyN3R8`J7w-(s=q30t0G@^0VW5{mnuW;Anr4Z!|ISTVM-H8wx+zZ-ynH~2Q^=&_S~%%05LZT}PH^3c=} zP#bMe?08MH=+I&?L(YX4$w~c2x_2netvflNo}nDch)*5nbF>qBt?I1e?OUyqgsy|K z1mly^ZxDhZtw40Lv)008{?$%#l`UXATn5V19@;;IIXT~*PRXFFneT7YOBcNoGIj1I5ayGWQ355xl`vJz%V={hF+e9 zp-mkoA6%&3fuV#aidBTUq3z~(46I}9b10!lq)`$e?AH^7fHng5J&__grNU( z%e?yG(n@p>a)IP!eDAu(kM!8+XBy7%aZI0KA+?EZ;AQ|b{trEYl0?664veld+F4(% z6H#g!-)oZ~&jjQ_7lN|J>lYiWaB2szaG|X1XHz%5G)e~(YOLv?D8A0J4oyu14Ps#J zrjw5lkuK|2H6}-iKb$q|l#~uei&N?tQ&7O7W#7k$(3@QM+DEMP1A-5B_qiiaAXLju zUb54$F2g`*TNAb702n2Wr+>(g$p8QZ{~!enxI~3pO5a=&;U!~YXyA=)2i&8kYpF_| zlXJYFNttwILf*hbH=14B>@yZVj2LzrkbiyJE>n+TyjUn<9i49-@rJFI!oVA~PRCsfSUr~sMSV-!0e|HEzOqD5>-4y%)cLFly|m4Nx6wzn58jr<22?oL+_DC zF#O&IM*%v(?7jK`PH~|62(%xf|9&4Q*PiDD6$58g3@jP4?Z?Bps_F9Sxho@2Q|(KE zh?J{+J#S8!9XL84z=Mel1Sqj`^DLsr9*Qop>R#af*LqrF)4`pz5#?Ayn03KKk{)rf za0Ted)oUGyYQjcbsX3^WKhqkAm)iIZ7M4Dc^MACrXZS^MiS;mS!!oDAs_*d6&;7Nl zG$wezOe_m%&oSw?VSyc)JbBTFzK{RKJWbA~u5wkgoGU`x4-hHIJ^aM^)2D>PgPG}X ztJ45*?|_i6MyRCFW)4q!>bSTdXp^2I82<(uGhrPGDo+E|2NxqssDpxoi>SG9P(Ukd zqB1QhKVhy-)(ZE(4e2dbd@NFAFIt`fUs$FYX7RStT}z@CehLsA^87VInmf9^sYVBT zW&I3+ubf9~{m5Qkcj!;$lt&Gk;4Bxl>fYV*pZ--;EIrJc)Ma+lLHJhKZ?LokOrFI0 zbtLdQ13A&|%rOI>^)?#*+U<{Yu z9SlHQZ6hei@qx0GTc!&rS62XQU#H;W#Sipd-2Yq$G#C6bGPdcF&iA!5+)iuUhY+Rg zfV~1-l{Nu_c|2I^>k z-TiFDS~3UUYHV0!TnbxD}A8HD>;@OG_2`3^WzHT7{?q0^VMX^AXUqd$>Eza8bVcc`!+J)7+;YX$u}x= z#}268J%}jXM_k(F0R8xZ1)S53BE%wgt``_!0DX>p-d0AKHBM=D3J?uK0ur@D&BLG5 zF;!T@4I8f4ZElUn4G`qD^TR+O1rIb}$30NTX7Cl6|90y*om8&4^*$W83|#oqW*9K@ z>rIlgNjVr(`EmI0d)#h|Xf-8h@6+E71jpCdM~8-#^#qXZ`+hymdTg%NS*eFxf>gb2 z$eiM%ro#19R+%Wd!KCHj0B6MhcY-}d17Mv0gP^`Wesyr1d3Rl@fSNjt@#>FnVUL8Q zq}`vTj>e1w&`&9Jw>;e*=ixF7nVFXo3cgVW)0Y~yoae3i4?Kqy3cS$RQS^m9a!ju( z)us&>^gS#I9%roa70f85?DR1Bv1eFcdya*OGHcheIR7$`Q2hHsOMYXFpk)N zu+5RTTx_L6v~6@8TATDq{|?_>zr7b!MsZmOA$&t$Pw&h2A)xIqx867s!Ux^AV)tvH zLhGadrwqxdwCAkgbqtt79IsLpC1Eozag0YQL6wvFTdBs2-vb#gFwhG%-D*~XaJkIy zQas-QQxnxVT8Oy}ezFjOIB;Oovt`B7ECWOV)gsh=k20Y9OGhV;45NqU4Y=PxL4nYG zwq%D1CYh!Fy*+P>Zu=YFX1es_Dew<8mp_96v<^5{-#s1Q@Vf!6)(*e|Q$&6Djro-# z07q-!Qn?{&(M6F24_D}~Cp;JPB6+2y2t4a8px-LI(*Trn1I_FWJ=$FT8V z!F2tn!OS^jlQM6A`kDRtVamK+_S1t=Q{@2jmB&lJPhIZL@VJEO8se0a&tN`MB_Qt4 zTcHAOp1}NHh=dGB#8kPmS*edtq<6>&(r~VNru)?h(R1(s`pt)c(-hRNi`PSoOL3Xk zhW^ggoQOdJMBnPY@V%xq=tnacssO%(0SmL`g!t{%rJvHSL#ncfCdkG$OwUG2>)j zW@2aN#V~J)u0xwwycSLQ1~L3FN99C^t_A}JqDqDgN3Gm2ybWFTek zY#vz3lvH+2ae{68YQPt~ zNg5@8izsHr@^L}$VVY20ds(QJIHH)+-%YFy3Ne|+(m0NX1-B)Yn~ z>JeJouU@t0pL+o=)I-oWfapYywIQ^oFj140WYcBuM6?`*UczQ%XsT2Nbb4P9j3HaP zZ%r+yurVo94#-tM49)xK`+Kvza(%th_IO*{g`PBEx~>q+$e5FX0o5X1s>DMed98G} ztADxg)T+m%*z%{pL7W)(KQsh+SkXnA9Fsp#-1s6QDDYL4C2C)D@si~BKIXC7QJ(o=%dOI(Wu~vw~6BAxLV}_cHk6MF) z@K3NzVqlNO>xPfv5*v0g9iXiaJZ9=`Gc`i z8^K`y@r*FGf5_;$!!Y|cJpNX2@5#9agybNYaQw*KU$f*cEKZ?=wSdnKfh!tcC4zV& zfcm;XbL@L0g_=9I(=iaOM+fYMJ=!kw?~mPp+F2KZ@R>1_nG$a$jJ32K{JVb3WNt7k z8P~s})pr`HyN`9WN(-?O7Yh}GM2IVIZ`Z;hCAna zv(u_6X=X4rKi!TJwMpn>&E4q^8wM-X8MN+K-GRX5JpLi!*0_` zz`Mnei_&EhfBUY5$h3*tvZQRhs7Lel=TG?%#E_Epoi$i~SYI|CvzOP`;Jk7Z1KT}d zS;knm?S9xy6l^2J&Vb{n?^ zN4(Ed_O%?OE1#3jzWlD||9lFSa-C&aBz7-f;Pda{4l(qUk44s)5<)zsIEggD?`^tC>k#z))V+d(aF>QxCIfZZLr? z*-qH?E4X!?8g?o7jjQy#@5Z))Dxx9kKjraD2UUdA3T%;4MwASf3@)4Q3ZsG(2s=C> zN&~1>xc`Z9S~4$F5uTz0M1DC|-S)+kVKMa9O4Wr+%v4D{h6dqneUS8jZD?q~Zp#m! z2YN^KcehuEfgGMlKxuS<@$Sk|AX4}4RJRBJ;~x}+j+NN6B+Wo=LMNKn5w@H8WAJv33$8gyEJjPD+AKY9G8-A-hyB- zLQi!NL}A^IxITz*W6?qkFLl<-&Ar|YB#fP)1B@fEFal(=fp_GO>#hkd#N%@CevA=F z_w6#%$sc~D5xES{h{$Be7}e;?s!*(iI$jKR&_Xkc408ic$s^=cw+3F^O^Nlkt>c!X zqfdVLJVvih0@hfV!J0%zLgGa41TShH>PY1%>`w_XG$y?9jJug2Z~e2hO?ZA5Pc*fJ z7r376mSf|3*blgLePU&p8+hOubw9n09{%*Z6=}#;z&{d>r*3_{wWk=3*aOVR4~YGy zXoXruk$>~zgu;YQdq#nrGuoCIyy>l+Xu(X z5kZcKuq0SGNK$7b;JJSX4RvD2Oi$dYKHi@ z4?06IEcya&CNzL>V-tyfd&S%e2t+gpAU=VknWNt`pIF2m&=walrb;k%**}KAX9{?i zI)&^L0aqtU;d28ydtNO#h;7>DPfT>%DDJ$zj|%y|1%;R}5Y!la-p=ta@=8=l(!>;f zbxQwK_=pHvBEF%+0!bX-dP9J$s{dp<5^~BypAZ!Lvhb@S;%E-Ia_jrUnNOHX{r(W z|1tH~QBi*18!$}A2auAM8bTVR1f>~j0O{^-P!Z`4X(c681O$d|kdC2KU_crb0V(OO z=ZwGa^FHq^|8OnGd(M5%K0B_x_q9JC{-*TNDN0$SJwY>9Cnr7mT1b@#JYB#;W*5GkqeqQ0RTR7!a0!>zIUgd{_OY3vvxrXuI{ok5ZPJ_wT!E znGPd%IAbAXrS9Ehe-~fF1mEC-x zy`1FNNsx%URPv3>s)qy;CzYNU4^kP1sUSl~Oc}o2iXxh6AGkf3CHAlv9CXv7LN%hn z-&|NlG}EE@&teDT0-K>xBmzB$fd*W>I0kU(x@T&iy{@BcD2I(75!#oNcyWN0)NZXf z%);drw@!3?w+nxRNj|7j_&f%EC+upGbnFS(SIrfQQ`6j_+?D5p0y49%94?A{Z_jize#nXpF6o+L#?KZ&d2q0TI;p`3Pk7gw2?hnMzH^kJ*e7CWlN;H0WXKZ~?J za|=b{WOnbyGe5Wi5N6$cZgopJtc{06BsAC9+k27}X8x#%{_`@!SHxdIkrcAK*Hq(4 zkf$$%+LeDw_RZ$wuYMMUFHVD@?_tChe-e^UIvKPo@trA*3|C$Q>67K*bJ&7G6 z&t^s_5b+npt5ZJ`G{PH(fmZ5QP1bYVR@B3~#je5k1%F^-#iGb4;cqDD=Be#PYYQmI zhD|4=Ok_EB=XOW_u?85kEf;)M)!Ngj`M-25OAn7A^% zvmKPovi-Z?R)8TdfKaFd=g(ms!N_J#rS(UkDb(wWax{YyC8z}PQbm9^L$M4*Qg0GQ z6sI3;+GLuLzxnZgJ$aGR3*B4~s4@=zXlqG8RYhc9@oh~I+DcP%dy!Sq#Iz+M+Z3^$ zggKNY#jI>73M%waj1F>?H3rCo&7_5hc%=6CdH4EU5mHo_hop0J$?_~r`8;=?xD)tY zd?_Rt4aMe)=ee||nI*vFw-uEvX%2G4inI#Xii;9F+_F|=$K|=DOP4{qa#R-oT_)YG zh2EeVUGo@3^xQb5`Hy=vHy`&y-^+PKKX9bV)X@Xt-#EY_=hisy!t5++z4|^uO>_{@ zc>u!2D0CKJ3y%rws|4T9^mKviNS|mhjars=OZ7DH@Cd8-rSpcpa!1kzVR5S&#YJ_A z^ojx&x-*d7D3@G|@Jtjz2}Q=-hr`^_t!LdTy%+_40`&*iQW3^YBq#i+mLb1) zsbu7UY;?*!fIb~-f?`ryUY3>AIg?8%uJzBCWs>?V_})r>SugEe7CV&dBWfvW0DW-m z(rzQvj6&ZUmq?mVH@s z;Y`@}>z`IGyRxo=Br6t^JacP%Ksv=C2N$WbcOvg99I}a(Vv=W%k_U5a5wrWRk0M{L`4) z8MJ$(jC8Y3a7Cacl_s`)_ZK43@(`G$k!i7?tTk}<_m;y6c=v7Z-_3ZWv_T7R*$C$( zBU9)7n%p49o~o}1yW&wn|1(%_F07TsQWwpS~~N0Ivn%B1k4+I1J$E+t}Nzo_02}|BH2W2 zw6VJIrZA2Cwc*`IyK}SdM3|V~ri)WD>2;cI+%yVs$bXr5!yyXIiN~k-5 zpl-)^XaCpiO>A3C|Ljx;YznbRd|COkCSFFR=rZC<`anV@;*^lz-)SFK=R^TAcUzK(P{kE4x- zDeD@yA7;h7b^n5E8Y}oYy<=3YcG8m$w#u60Mjm`gtu7k(^T5VKXBkC>UeZ7cb%xFH z>4dN^lz5 z$n@T>_(#;@V80tQ7w+n63Ln={MB(SE6EWxAGDU>ss^iCHIXk^O4n%&M13J$!;h%?B z0O33sHG7EeCikuNQ@!;gm&oK=-BTD)Fb1z5@c#Vqig&P_)GT%W)5mw8yn|$iBI$}0 z{wIp|&ZA{^_nBW#M}43EXu?z=Y7_!GEE-~>o001XPcbcLE|<0Rx0>U|Dnj6?Y4z%} zg?=%QR`yAqs4`aqwrqEfV0GzVQsEL8Uu!7qv#Pa9FLhiXTm0QMR$_@Ylrz(~ILpY) zSuyV|HI@yn58FTg31L#oN zi5g=i;;x*J`ZL{8eh5}q+^F)P_89mbwNbh7fSasyf*bc!q$Tf(sQC+WQm;&9SU_O^ zi@E@>^rkj z=NvVa8ssI_dLuYFH`^lsk{P#)=2-QxUyTvPm6FTXiGte_v|Vf5;5kWODZT42ynDOuz?IhTf9NtyfWK{PB&U@3(whhw42-ogyc<0VYGd z3ZA^T`q*ef!^upLCmM#Lgl;_khLxNfi6Cya>(%o3=Y*>+Hg2;%8+Ea{HI^-Vz_F1r z@Wi>2Ag>-0(djrAQ$9Xz3f1&5y|cS|G&0>b>k^}Ha?{l2T#3a=I#W9268{RP+gg!{ zwD?#`ZSsutV#}L`Zs8R7-g5%T5aE#s{h{);FkKMx7VyWmW>aYBEl<0 zjA@jOloxn#^Tu9PNN|Ws!hd$XMXIHZzFFVznSewmYfev|*ikb%i=>GNWjlb?8z(1? zqR)#%CTXp|pGwg@ZPfJmXT9VjlX|4x;?6$98!&_=PMo4`XsL(bc2v-heWD45bH=Qp znORiZ9WVFB$i?(^AM%lu*L^mX^BPY~N~`2=aZ!2!oew_y&2JYM|911Y_Nig%uBzw4rggQ#;2&zPvN4Z}2l4V$oQ z&PeS+xt)TJ#zT8Eb+jRqu&@y|%I+U*LZrOo-wI;}1>)^WQX3_QcG4L7KuH}W?_Qmk z^*uV`5e}DJQ|gwoGb5T|@hY`XW5rMLs=vLOn~|111l!Y$7qu!g>-^eYvz%j&TdOqYkbJ~^Q?Hd4#HRuPpgUiGRv%g( z(W5r106#IJQCk?O8YlYCiw3;T+5>9i8olbD`804g58(WqH-3D`RKTFm+AMgK&8S_Y z|0NZ#lwwUp5rh=$SfY?-G5hw<*F2cg>BZV}w;bKa*I2t{q{!gVWo=7M;NyW3?ULks2Adj8F}Y%`eo#X(Mgt-iD0 z42)KhIMIS{CRn%u+Oth3j(L7IC?C31tYJ2BZlga~0nP zhn)Y_W)n+ZvULr=K~Y;eHZ^|ZnMd_aWOE4(fX^s@4!fTCNveOtS;)LW}Q!A zvwZ$`PiqbQ{<()Pe>z_gtt@)U89jYW!|@HmExyo$MmMYdwnhzeRUFr^+NAn#Zh<<< z6LZ&J7Tymwu$Y@|5AbCH-jtX2Fd`(gBYG$8p_n-QJ<3C@Q!FgyYp=1hKJdCtP6^d6 z3{CogTJF?jLrhZHlT&?+jAGyY`jIfR{*8mqS{?kqiOnA^vgF;ypV=j}=|?-(n}VZ@ z8#+}=0sBgZ+SeHw1i?P>TSi&=Yz$o^Yr$_mQWV^oOj`;Usga?nS-BK#hU`W5CD%SH ztgk<2XuR}C_O3JDWM}F>N-*MvriQT98q`T~PZxa(dF=aSuzZ5+2gOrTt*{1- z`_%_B0fOINjYckKdx{|jWsn_&%mSZ0EuGh%>phm4PS7B^90HaG9KRbfXNl;nN6U`4 zOfLh-Rg7WDS?tSu$z-0yw;>7hEe}vZ8ou}wgZ>WQM>HHrcFZ+;g2?-*_pSv8ej!R8 zLCcUekChuUhx6BeiRdmCqgqID3DwaiWu-@hGI2HFhb_C-pC9~%=&$a zRw5o{uNT?ENOQ|3NmU&(*5vFrcOW9{1Edc6vC0KjUnYl)4NK*soY~hG!=)n#ks@0R zC>O1~hADnOt^D8U#AUM1#sNm>B0373m~1)5cH4nOEf33Ql0?x9hd1wA)&hf zs;Q;qO@Oehq=3L8tQG`3eeHOiMM-?Ojt4H37@>w6@?q}(+_ed=`4?qi3rav^oa}w8 zh8cH3&44FBx_Ch;tnfzX%&j7AQ1nYx_1uaEi~z6g2}6FCEk+PT!FQK)%OVq=e5u4) z8tG<==sMyfWkZY*_l${K`I^&=K4{`i6}=JOEC;BHWg`@lr}xsiJ;pyrmu^<^U51m+ z5I{hZynJBn#$!$Raw&QS7j#^Y1HY(YW-4UzqD<8CC!OCIup_1wD%z3-RU^ zC7Wl!VYc;DaW7|y|1AizNVesTvJpw9_T`Q5#H_Lejxb@AX21RMvWYU{#*~1QC$Jy& z7-1BAV(gm2M_&0mCR$&1ieNl3N{?=qa+^WI&D3>9^ijt8X2u`u*}~B358<0xS&EV- zXV0f)i2j?&dl>fiK}N4vzIf|TJA{fy%8cgfoaA#2H4c|uMShcT`M|lAtxr!q5R%@@ z4KoW&TPBKp#1nAN1Q&#}ua)gl)1Cn5qqAB@ON2*o3IDjxQmpSgz(%eHi}BczNX#rT zzSQwV7-E_%2n%F+p7*M}!WV3a`Ki|0wW~HNk0rvrv;6U)fSwaulcce{;J#MCAEj!M zz~9A5i5h>IAh0kJjP#ks^!!Z!fApc;I}`G?K9><$L4Tu|VMHRc)_9f@8=aPxk$;jY zv=49^K`5bnmWI<}e}~+wt$y86booO{G~ZYp;N{pf7U7p!(i7@=Hrlw~kt3D%`_z#rqMmF0 zvGkX+7srC6UU_l!qdQa%T66UxK%UbqlcZ4)o0HE0J{uXCrx(9yy)BbnxijWMpmYoI z6~pCe$xTpRoY%0wRG7)K_gTrcJIcM%$tY{6I@c(h-Tz@2B^c;3{8M~U>=WYS_nIV! zN-noc&M*BF!%!ssSc1K|#A|UNWKDoftV`Gp}dQN4Akr4;RdKraNNW0X3L< z**fr+HI_(Yv*Q;wDY)9y0jCz5;=ONz;ENvsY6*8JKi>Rf2iYz4Z{Vm#mX56}^12CMn+adBv7+4B-@ejkDWA%qD&!i{bN;w|Y8>7O4b3Q%eZ zux!>{lUOXhzAx+ZQ;Iv>iO$Kb8K1PAkhy1W(`3u9_-8LWw&ZI^N{t-dT3Yy1kU%+* zbvu3uG__OydmSh0O|@h|Fw@LIFzPnFllD44b9;POVf!2kVhPp%(@S=s_S!__W6!H; zy_r(gW8kFLj#5lG*NmN77^z`ol($6J`I_A|uZr2bY_0Hl<;?%3-!BB!!B+KUQU}=9 zkNE(-UXQXvDtiMOi9YwcBtJ=`>$x)6q+=d{+Re#jUJ8Ug0;UJtOOuv(DcVqTwlZqvjy3RG(MYRHX5_ zJ=hzy>VJ{bgq@g?^RNG3E_(&oD|r`~>^}&Ql|1 zW1$8oOXyw)r_sAOgG7ag(8hJX!QxAo5N{GQt zV%EyFX4#9!<&r2rimywaUu|`h+|F*4=vSbAe67aVoI|AJE&$womG(Nw{uex%N_W3+ zRO_MD(s4MnFVb9SQAGteAacDDBnT(L;rEJxw`5#|&Nitsj`Bznua(mQPt6Ri;|2JI zNdTb+1Xqft$-zdDtAYAJ?s?3SeQT!7sXE*23O7?Fi+87qq7TFrq- z(_YG1L|hz>KzXaL(AD{Sq$Q+6(<{weQ6K}2Y!;B1C(jmcxzX&M`Q!jefW!DRD=NCh z*JYROMbpce+7MS{>UWTciPwGd^CKx~`2%JwoQ44{c1{hs)`dDSO|L)uQ872_n7GP{qQ!2s#Ul#1Idu5MzbEm z2zT?|R&6p3b>F_o_sSE|=yx>K=G(ljAO~?^O7x#Y32%Xc_B4@Yc2x45wzvHCZoU$r zB55WKr)gQL%#YA}UGkVj5YL+P&|Y+W2OJNLB0GU&N?5ld{Y+j|V||;3)o;nW(6x8; z|8i`i3_(`30KzOUQ_!|<-s+>BU0+D0E2{^V>an};%92YP5m1@51nB9-&Z_vy>9h@>+2#@uTF$?2Tw@D+^h^=GWn8g2;*%pbhF{vUwAO{ zn?#A+w*gV7$2Bs5{B9*3-zT*B*&s;7;?wZJBHx2r82`?ZbtXddc`_}JM=t>|8V`Y% z7uM*{HDPOS`A(+_2Vnx>qvpnu)MDXLo(Jvit76AdTu17RUK(x1f)Sm~0kK4`G0n4@^NP>7&wQ(|HT*GrESsY` z{NvHn>%TpDjdfe5Usxn8QvR39(cc{mmPKpVN(HMZfcI* z50*nyyU_uV%>)Cd^5WG*^-rm1rrUKAHcork;aW954l>Zdy#qw;d0*mbXxc>~qyLSM zRAg%JdOEaC1_)d$rV>HApH1=zH1Jf zSJjFQ>~wQvT8t#=M5xrs7kvng^M)D>MQ)AsZe{8=Xi)ocfbbk@j_A1-3{49a&SoP! z5nK@FB#*@KKMG<4Xg=O)|H8d^l-8bUZ9P5=GC9J;qB z9$vXCc262v!~Lgblk@Mv2!$y1!@OJ4anqRKl`3J!U6ksV1dP+TIXT@x`=ft1=m-hp z=+>>re*De(938-Ls0V+rqn_0SJt)GeXhI^5ZVd~G`E1u~ee!OqgqxEJR9j8mBNULW zhr5CXb@3`~ACi+19;}cpqaf;^E>9Czul&b&7KwO&MKQCN@?C36TH;xnNksxIBnDb1 zpx_wD92rkB{*FUbA~lQQ%j+<4eb*ly(y!3^V-sdOa#hLqn)2)jQE8LFFJ>}EB+;sWLVL$>i9kT_1*zf|Q4%NC%*K@Rf|}67ydxAe;Qh|?*G3eK zyA#ARUnIqO9tQ?Et;zyLmVp%Y*De#c;qi>z067qrU5ugX!Ui4!V{X)S7#A1Qak)Yo z0#P^?FgZJhQqD$oMunnK3bfacZDk#c1&kZWdzJDIH3i+EHt!DT8v zv>I59!kMqhpnjGaD@ssQP5v`dGrW!5hxF4^pr3=a-ox zK7eAtz%hYTo_53Mk(t~sQ7g(&Bzdbq_jm6H{f#-Xxcb)|-L}(ibcUQ?c*=%_s^p+l zdyBpZk^>dFDLpE^?{816#D#Sn7}HhnZ+1~|uI5)5p&rRD^+>s`-EKUs{$IM-s|}=r z-ZMx=Kb$`{aJpnh-3UirbW7H4@J9v@$jP6{FK*-p6x!7)a%h^a=NvPu=;;@Ia*XNa zZm)o zc=*W7Gq>@H07^T9@j~~xSz`Vi8i5-bdB4Uj%kq0GS_%b~Y_=57%Iu4DA*zrynJ9vE-rAjtbOrmOS6vC(5Z5#dKbPXz>?Y3_!zw?1?hUE)iJwJBEsg5wd&~ z?*Ju3rq6uUkXHg>tNGAc4iP$G*9f{8o&O*5EBOQo@6hcGX5`CjZW{(oG&v<{j1T2)us_t zVE?bibd%@p4QPB2*=aeEPTk55Y4ufFagUq9xjoXVy|=~<#iKS7$*$aQek^DB0oJJh z?@b>WobC7KF!m7WIKzJT9vjdoFSwejLQBUU5xH`FNpjNhGdz<6uNPs=^cjRVzysT# z&Gq^Ab!9GpRoTKjzs4Sv#ElE$G1aewvulIGVyY?<4MnGD@Z7A8f1X;Xy)^lPLIj$- zH(wH1%=?f`>ACq~v950opBXrLr^rL=j0xo}17f6j+(~|_6<`}=TjJmcxO`W+{ynE+ zZ{-MPBOqQg@swAWOEqMIas}n@k%aY%4aT3vJ#Y9s8R#|s_xvZz)z+AIM@ius9&q$j z8JL>BDN^#(fH`mMWjnDd*UTHXc-BI$@`h2@;Nub2_LeJQ2#%q7YTG7dMpO3%HZv%( z(kjKLsi_9$w$O*ggf42A!zJ>22j?KK7G3K$7)^Y7txFMHze%!H;Wx1pNy^U6>vK6} zfhNCGDF>y8Y-a$ZA2A8xA?w_kD|^~TJPfY=d0)yyv62fOt1OPiTSYs!-0JenJEvJq zo%NV#zfeL8g}O3s?O68#cFI{+1zL#sWo&&YHly=t_6V*w5-{O^g)gckFA5a@05@@$<8y);1=P zE!pbMY7zqUbp?rUU|zvW`NK0Q$n^R z3ah`Fw!Evc?k{ow_B#37Cmp-RmLn`o9JI17D_f6NBO{?2W19s5Xb+eWy2UI=Na7?} zfJ#sqzM|uY^0d620SsMG)PF~EvR3CfUdzz$Jex+xAB`*7`4bpV{u3y{w!*4$I9 zd4@6tk93YmoE*MBOiZsj=v31-*>S`MUf^nv-#x4~GSJ))e>flzA^jMWrkEz)k7Z$p zzZHONKc0gCnr;6XC;*HFY1qSbd|eag{QeR;%Z9(b7~C`qJt!qqxcn$N8ZJ+vO$kD} z<68YG;zvvDLVN!H&sOIKVK3=+G&AYUX<9MU&?#!Q49&yfQU;ocV~) zqOxn<+tZyw<@6|BWTVV^knm9BhmV%q{PeN>eLC}<6Y>5YF}m+$T2w>glzm6Vh9SK~ zd9|UxkI*SOLxbmE6Y5Os*JSSqbPH&Hy#XZnLMf4%{5|G$sq561K;0Z$_r(G?Cmq|x zN6n}jtr~-{Fte6r^#tw3 z6tR|j3Dq6C<5+AqqKFAY>S{z2D70CIeav z_;?6T|1=v;&38TSkl*c)bBVoU149dRjirLlM?m{wGMSJb)ur%cXkFw_!iN~7T4$<8 zyO=znR-w5F2Y6R}3_-aaSCtt}5{fH#R$hQv9#h^8lPBm!Iy#UbqW=VADFyWdc&n_l zs+9U|Leq}DDh)HfDAJ>*d2Zol6OVThj7cY@y~`-~->)Bl0Wh^kYZ!`@e=ybQ!?*nV zb;ZxFDM39@OEPt~nt9aN&cL#F^RC&4547|5n(w_|C#k<|`4SubWZ^J0&5NY)i4&jK zXuVCJmzzka{uDDB#5ky=$Mh*zfI( zEx^{V2;vkC*zpD+zlwVbUzpd=_ax=zOn6oPXYLZ971n2~xaj#7l5=EyJl~X09u{ND z_Xfr2`-`Ho6Lf0BTGx0zx_BEGyXp4%YOZu?(iCp6Sy@XevhIOwZr6G}6ghRsNnp;Q zWuklUcO)q&L7RV)bFY2#8{yxt={Aqw{PlZCqQK!6@ZQCx_z;PDr7PVlk;GbLiY@4VYwKpnp0XPa_r_-i z$q`^}<*<^n%9F=(h%3}aM4y+XK zcAP~TIeiw_y%wl8J^r9`1YE_@(PBbNmNi;ah170k^xIWkw( z@KG98_kZWd(w{$0%Ns*A2zaH!3c~)iy-Z2p=peUGxNieJJw49>JCA(8x=@a6-004e zNnO1g?U*l6gpNNbj-niHjfQ*t*3sX=D6jZPHLiR9v0?Vx(;)0{?=~GX2`bBpsf_}l z*z(hfNJ-hCQC)I2`@ei^vC@ zl{plgq^awm0GCN#Hb~_j|4CemQUJ&Nb8AQ zxjsVjY%v^=>b;&`UPbla?%gc!Jqj;C{H{Ot#)ME>#IWu`qTwBXy2y2gmxrGcKG_DL zbI^EjXD8iC9%G2)VtbMs(zP=u6FTcEbJ!9Utsg^(fz?ZcwKmz!@l^rHE8&9HO!-eO z*YlntfKDeba+#rv))ge~gXYG5vFATJYbpU--ai`Y#*UlaubYM00)m2JOn3s~;xUr` zr$275_WIXHv)|v)16H^04e2}I>$#kpIhcD+g^UzMhpYf$u5I0UE;QDG8?r^NJ!Gh# zlPh^|3UjIsgyBhNH(a*Vxy_!#zc8zm`oQjhlGvdRqd$QHxGW!0zN3{O*eq^vk>OhM zAki1b)j8KWG+-!EB`6$LDs|ulw4aJwnm$@brqk$>|6beqrbck{j?3TnD|bNhd5w;P zgB&P#TlmKxjp83L01{mt3>bI^bFK$#XaoScV&lO~V>`v3@3_Cd?cFOo!3KN;8s(X@ zaHLH1k%i0=FQd^ygw??iFnxnMBW|{#AK?RLYFClr{5KP9d0H;Bmd3#Y@PfI+xxKAeG2m%`JaD<9$iayD3 zn4|jW=;%*CSUs8CPlV{q0bHf1PF+);s>!iZiyP-fpb^eHaiywuwr>}LuRM5&w@3hQ zk^|DQEoh2Fk*uIF2UHJ7&qM&+t`T|k(S}ypNfP8=oXw<)BdjcsZ#oizSL}?7HR5{j z^gPNZ-{ixnbtXTAV@wW5c1MhKA`)~<&T#G97tZ7818A6mCR{|AjG!zdQud!{5GSzK zn;CiVLV=uK5738bI=T1i0q(zUQ_xNxJox>CR3Po$ z_4r+YO2>Qs@liS?yV*r*Ox;XR!#Xy+sr4IM-ZBN0bbZS>MIJ3*TxnC$E*s-P_C5()L+ZZU1G6$McYQ& zwjt%KB-GA^Gj`3s3E~bCV!?`6qdaXU5)hm_mrf@GMf8^LQARw_Iv!58FlUVO`GQRK8*fECrhSs94&Lf)Gq#&R!|N2T9O%y=)cCL(DwnC9T5Mi($)TiS|c77 zo84MN32)}O0)0D50@7Y+J8tl6qW`SwCr`g-4)fcV)@2&nQ{q(LHr@*L1@GDjEMWT< zmjYnKrTeJW4wH@%$mc$w<35gE*_f^jI;mNc9kv_OtXY1E;BYt2F_?Lo7$cWmRBKLc zRWmP#SWSUKw#=|FvHA|3#ot+><$OJ|t5P#>H@jCV5aQ*1_b~phe$pffO!RsNpVZ546?*9~cYSg;lO~8F> z{^}xvuGnqiw@A`L1HywGdjN`y$xZRJ4QWyARkM2LtmIOwun<@JH1AERo_pwgmO z4%rVGj|@IF{g#-?-$}EAhEVBEGzv$|?l0tY1KFQ!I0M!XbP_nKOPv1*S7m5f&vJRb zUEWwR>%WBRAK<#XXrElc_k{<9GUXb2-Z8{dbbei!peJj?wrKU3JO9~z!*pII&`-D+es1?+rH8tP)5(NBa&74%PU><^%dP)N(t6Od+99|8}e1R!YmQUs@=G zZ5F^W;CP`8bDgWP8(iH3z2yeik|;IH@9R2MsLp*G^y(t$pqVsae}<^qYeAsOiYf8~ zd2liw&#|@dqXDu<19H%hK;h3feTE_AN$NA1tnfheE%2@;O`8ertFu6YM#q|8hTnUS zX6vSGi}3f?w|8;ZE-NHY*$FXcehBPLyucGO&*KUtz8$$Ab^)PVCOZ-11f5Pq;0AX4 z)$h8DbfbMZIN7b$Q|znyN#5~x;_Oa|y7>IX77_5%e%+&g5}{pO_xs@K->){kE1pd& zO~H4!cB-iyz8!}pMCVH_<`t=U=ppE#6Cc7S%E+@>vCzmI!g0|&xq`reF0h| z+uS8bOmlZTi0Qn1gd9L|%R8&D^9yWwSSp;PqFeh#58q$YQ8f@b1W1;3TS}NH-~k6? z*JrTk7A^Dr%DZnBPUZXAS!9j=XMgS9uDmvB#kqvFt&3C|9cH8gw#p+y)ZmKp^Q+0V zmfb97Q=!x@gGTz^gI^a(a~K$)GAiCCZ}L#f3-gcN9+?cN8TG^j)iH;O1@V6D5M%Wu z@KVer?p3ZD@KifX4jYywcDQvWhWAPk(Q?2N9yA;I(%5&7&Z7?qJg{ENQTATsKL^u#(voi5guG8aNw>cw*pBl{uN0D8pdBo9tk`F&7~ZmifYmqTOmQ z>Z@-a%z>lzrL87g_fe+;Xz`oa-XYsao>JIu|WXpZ_V-sjn#!l4@SVV<;auM zeRniQcK|9N4rX(W)-pJ;qJ-|@Op0=i*2+@uuH+EZ=q{mgPRU5wF>hy7o8v&C1~3>t zf4rurJhJWl!m%2>n1Bt78%;GC6B;$Y*!joDX8r5+E}hB_0;i#Gna)ZU1g`QuSTYQR zOo$$0I|N{c8Dm?O$NIdofRyQxh&T%zVN=gZg!4en*q>188Wk2LC&2)ha#Ypsxh%85 zx$0i`zR3!vRlWE#Nid8Nwg@6iR0F+w%QhUdJHWq;6{9wzulus3v3K>cq-I8Ut zq`lR<1`f^KwlTpWC7D*pdkXjhxNV`i0+ltJ%`WB|u{SJT)Y?G@z67u!CRgO-w*AGknq+ypGje70wur-uw*_9ZuBB zsW~Aaa%r$xES3hwEe4SCOifLxGFZ6V9;O+01Z|S014@852LR&e@c!M}RT`%-CQgY|7i%X*r}8ZP`dHQO&vif&O+T2NUTm=RaVGQ#S6qB zMVd}n0=#VMpauV=j@@Uc`VcS_S+m>T!Qs7RdsbK4#KeT%+xIXw9E0YO6C3gC6^|Bl zTnFc`!7Hryp7nRIVq?`b#DEish9KM4a-O`=ZU;rl(Y1H!p_F;;zjBD+!hC|CAt8}F zjj8pvDf6B$Im!0|*Zf*{DQrGi&qRJ8GO$4?1>=^ll5@CSKQiu5>@l|yyB9z40_yI< zJn*YG+ZwhK4&XC{O4kGGh@W4QXQi|(QnaE$Kd514Z?;wr8=*}ujaNn0Z?BxpQLBC4 zy}nMm<&miRF93uh6Ooqg*g5Fx>eBPy3k?mmduzaTKt{fG?{VVBL8f;r1_-TRfF7O) znF-(9FbU>(!ksWNoe0W*xQY%7-jG3XjH5663UG8oBBK^AYGu>bYQSHA47a$`_CIxh zpp-T0++u!d_uUHdFo?07h5z&UKIZ;d&v0CVE^SnbafXC8ul(h~i;AQTNY=-wq-Xrc zw$&e58#Isxw)dIK3>GxbpD5vFTwshWPTC+7bOGSy5%dse`COlx69>wf2-KTy(*qA^ z^Q^OdqHXP*-CLorlQ-r~?IGDSYcE=nJ)jxF=g&VYTy*Rpr%VO!C%0clDeKRt={gDXkf@h^q5|af8xXf_6KM3G|o<* z%I_t;%7yh?0Mi9-U~uuR(s6u*XhnjGEgcN9A?|PKp+ndYYK_%@D%zvclDI-}Q6BPqP4WRmc`^A<2NLoD4P^@Z|f=zQ6rd&rbtx zgcK_wX5_+OncMUQ&A=^uFnQ>QoCofj0*1XPu~3Tq*Aa5BO@FEf2kOxG8`gq7AmqV} zTE3Nl<(nZ!FSdBh1-fRzI(Ay57*-4P!{44EncV& zth~nMddi>#y7bR|)@yI*<6ZArwZ+2q&0c3gNX^7qK1S(LM;I11YMri|Ji0!$2(5LO z4||$#j>4SSxLi{(T4p0Lm<)c&h0@tq9OEtsKi{ZFd_9`CQqwb;y}hgT&au)mbz|(j zYY~=hW}+tuGi0Gm?J@sV8qH3rn@Vkx7sHkg4dTy+ggD9&XreVoJodDl|0fmjvyA7kce5jy+ex$>BC)m58TTWA{hI}+RY zkj9bOZ({)VrIY6`fW4cjDYoDHm;~iBw@qoLRX0v+N1`3?-bmo zlC55kBTb;8CbT54z>$I+GMT`x*ECXk)mh=@kkRBz``k`<2ADY08Irp8-tB9jW znM&@9AK|rJX%KR~HeuR5XSV$yd12g65jlz1H`5?c;ux9N`e0v;BuV0aU*C8*mvb_8 zW|Kjv*}|AW<+|ICG%X`kQ5#L_?AZN49I>80N`iLHxdKg&AMOtKyq|i$D&LN8*=!Pf zpBm)}0Rv^Y7Ss~b;2X{fQ49_6RaYV%n;?yMf8%+|HH)XNs_r>P*4f~`^JTuQH{&Au zkA;QW=uhQK2&trl@f`MRx2Ii;MfdKHFsKWHn455@2YT)ltb${3?8_Rn`~aj+G5$8J zKW`LK(lm2mE!u#rj~&Sj-xLAcmgZ&8KJE<{KCV)5qjJd*e8f9A(lf)5xOCaM{!vu< ziiOO`z(&^Hw0`-L~%Gd7jAHL>u**Gak7{XE-%>H zSn~vj2ZnGOc%OC-RdU`B_zd$y5iQW978hUcETX-8U)1pt-P$HQJA2#Bor})YjjMCI zkH&242}|P-nn_QB9t$Y6AgefutYMvfk@6W^-^euP*o~B&>=x#4R&#k-XP63q417dW zUqC66%N+hgORwr!FzEqEUxwE-G*G&Z4-HK&EP`a0q2V9!1O8kY)VX2!IRRkIw}jdQ zE<{i6OBMd`=;&8Hft9wJ4Gj%pyKFS3)z#G#3t-$a>ZAJ_c#Ak}l%|6N1K&`OiYrfu z{`Y~45mvmD)hp3esge{C(ev<(OW6JM2j18e^MC)m1JF^zl9y{kVJdE_Twkpn93E!5 zzW@LKznp2Xug%RRZXLmQ?aS+wvK;dAq^OV99ICmW=0j0Y(R_nRqx+_td2V&7 zetAiw@Bg0f3aB0k$NKw~+)S*k^On~EF;Q*e-bB z3BLE^YrXSya^SQ7eTNbC9dhtL?^96xoGehS83$ttOB>X4H9rU4T-Jao$NxTSpcLHp zIRgU&c$fVAe7hVSM>W9BKRY)!DE08)dP&oWfm0LXIFT1Q-@u}jI3Tq$k*_q}AmXuX zdV2A{x4s4r0}Ki#f=oA8yY=U%p02i-|qp5he6{gc`a>hbX>Dx z1>Jyy%`V#ojCXKeC^4u^R7{{96s7v#4@;wdSU^Zf{(FVlbi>{0f`>8;mMo#+>dFI{ zvOhOSiisH>KKQ>E(QW^K+WYcwEWb8d6(T8=A%!xPAw!WemZXqKrj$8Tp-dSvgh&dd z3=I-dhKwOX$W$p)NE9NOGtWb3?fTAj&iU*7b8C&$IWv?|a>At^I6F zC*L#I(GJaBn=A8rdwWeA6I9%0hVR$*^!@y4f*&-KwJY-wFkN_Z^k;X^e*;C1dlx*^ z(b3W0lzg{srsU7c)|Zx_8f}K-;!ir9Hp6o>Mkj$M4@g9K+VBB&CpT2bij= zs?N86Njr1>V#zYgkt0Xg!|un%hT$2N=6_a}&oAzmmNu(@a>yVp;(vvP=8Y7iVriU@ z#@}j%!>s0T2A^cgcIVy?%u@rO*P?S~9+t9cLw|=Sp?*ik^k~{YtJh#34`o`)k z^Xg0E-A8i0R#p}-I{*H*g+u1DQgtZD$r5j`{rmSHOw{^;o-XLdjYCRGl%bq*Df_BF z&|z#h$%g(LC8Y%V0M+3W_uf%xX=&BtT)%IHt{NGW61J@j7g}EUCMPEw^$CouUbDsl zSNCP57}F77=>6~d`%Bz}gH)+@?%espAeVlfh=_>C!}88fE+M^i;aOiC7)oB@to}mU z=iS`hO(%bSasyX%j;rw0^Aq}6W>kW@FLo`q{%^CD7<~8crhWF`g6{Afef#a(*$FqS zQ~gYnRo-(y)@mnd9tvdsw`3TX$zL60+q%`fB8YLn+t_w$dUnbySFWU0UvhP=zDB$0 z(pc9aN^0ss(}@4vXPtQ5?g$SmDyscXzt+dc$6uNr)cN+>g)WR!PVvNv4LITo5xC~e znKN!49`UB-f!0k)jDue?HYSE=9d?PXhlLfdWAeh4#}gmlxIw#m^=bwN2F*sb9sh3A zgPv<-)4wQXRQc=W{`bQjO0w1G-|N4>|G$jG6D-J-a3e~_Es?RYT-h&Q8ZWv+n#7Dm zmInWwfF$AZv9VHQFEx)X)aGX!>9%v13keGg&vZ^sP9j7l*JK3#ePjQpDs#mAzZVm6 z%l&)tu7V@sKd=Ae*PGgyA`a{7>b`sT&TXU<#LkbwL4(yoe`hy7yP~}OX+o5VCZ_*C zALd;ZM)jY0{qKbTH^3SHpDc8fzY#7tl%1VT@>NB3HIInM1{A;Y&(AgP+_~d>>(=_8 zy}e~kO`CuH`gQ5jrK>Mr?mgd>|0M?pfdMYxzbk@rmp0BtNMJprq}?Lx zK0$eXBUcq_gTus6m7jfmL$bO+3k+;*LH6HYmwo+f7RncT~7UrFp78!kK$$KsmJ{{Ei5R+r*QQW6cGt*e9s2FH7&jJbF3R-ZYL^z(a>`zC*C zdcgq;hWFh3{M1}NOX6*>E{0Ljv1}I+IiY1jMX_h^UWcyIRkzqB>DP@GO>TJeXXT2& zHz%ip_qJ2dj*GW?Dp6wAOmV-suU!L)49S&1fC!=a`T02r*nm?Tw;ga)no#%W4-O8_ z#IwpNsi=N5C7<$$4O`E%bLZMlpFeVbetws_D{h1vZMeg`kxRZ}XRN26yw^fkf5TIc zhdX(A)~H2^9Ko|%v&<^#*8%hm*rfwcm^LMyWZQF&hH2BL>3tg+m%rf47%}aYH(7b4 zq+TUN9Znz?Z6)c~p7VQNy9@;;sznW2JP(e>P?+@B$F;t+3M=d5cjv%C)*ylOUpouX zuOt6c^*EpuPTV7gubs;xAj%F^ zR~r0Y;Ix(inQAT{;l)nLJMx(ZKgttvjC5|Q%3pktdb(E0_Ae384)RK*BRDHCtvF*O<2-xWXK-_31H1A@N}q!VXU?2&Zl zmB^z?X4ShKzH@3Hj;G#fWoSKQbnIhcwygOGO~?cl%(K7luG+-Q5VVZ#Qp z?4zPs+j4Bybj{DN;JVC#)o_WdF&BS-D@Z!^d;>e4;{J8xVLm}Qxfow&!M%v`z|2gs zkj28n!l&+&zs6=}0$;t7dK43LGRy1;z-B2j%IVXm-+la8flM=Ar|_q1usN0B$m7Rv zDfggNG5`7QPU{;l8R6Z#T^80eI#jrq^5a)i&baZs%U#((I0a=sI7G&3=C9=6N@$)@9$KCZLs1y+= z4NnfODf32-$;`^~efV(e`R0@W+`wu#?|Z+G)StF}Q&FLG{NX@t5**wcEn&m7Fg36yKygRSx0#ulXc6CD&p)4;)JZy%}Flm0&)1@`z%`p+1b$B!Sg?X_I*=kG6W*Cw$|!TW5c zkDJ^6h1t=K3JMA;lOJrL3Go$EV%N`td zs5zCDMdU1vx%rR$IV{BS*-oDtc?HIk4!Y@Q1zHh)F1BqsDlI%WkrMUacpm8R`Qz2_ z21xqu-`>xK+$hs{U#w4eecWL`uNN;~WZHk1mau75%D7ZoH{S2Bn%FpG z5ERti-F<0(!XkHsg@r{w&vpw!`&{gqWNouwAMayz`#O}5v{gypHI}=_Fo-J}?#GOgK^9V{>lJ=a-G+BHe>y0y@ zG&G7oWoQeIH|rUfwY3>!c4A3SiN{04cy#G z4kv2e;OCqgA1_0GpwEf_w=c{97m|nPW;kJwO zP>Z@)*CUjrq9R%U7XkRLoupDV?Y}(Ch8oD%YBkuD98YUGZPA)(ik|aS`^xawz1OZ^ z-wFqic1J>DVzQmn<;(k8rH6-y>r-@ua!1fz#K+=^7fM>0oA)x_VK*z(#ou^3OPQxQ zJTlVo#_P)P_rh1Lm(ekuJ9qA#w3VeLKa{8&bgUvM9UI=ifA2Qc&xrCGr5hhlDB|76wD@-j-6$dGixYu8cEm4zYEM{-wKr0l;PbadPUgm615>N@>8X2H^y z78Zo)*!1)f=-cCHlIf_kJI>v|f1j*ZA}7zyxt+7JD#!b9LX-8keDSv23p>xiCtIPU zbmYj7?#i3_4n5SrzZYJgnsO%iqP3OnKltMM^|j|)Ufdux9{3_NGxN5EcX({Q{q47J z71yLwj!jN(IxdfIw=ZqJXGFR!uLX%vE``wi{QbQA{N2c%?>>DBC@469Q0*ERpylG? z%CT-(y=v7eF-gg0kHMV#KSoExfG^0f zc+A;H#0YP7--}JKI*|$A5&2|oLOb?C1>Yrz(+;J z#V4Pi;E=Fu)0XILcsTeWLMSLSR2dvXczF1VQ;dnFB{lNWei@mksu6-o#wGF?`IB&y zF&W}?iY5O|J5O|Bh>jgQRtk8uvi$93cD5g|545ZLB6lZpJ3u155ZR#vR0sH6)#U>hq`X$B!K~+rS>|_n6wX z?_$R-eBYBNPYw==54NP;#O*!B8PQ3aael%>tFNNEu`G@rI&>&n!Dr>dAMd#_(-$~o z?&Qgn2A|9=ECNWWeRq3@G+*DN{SMrhe}7A!9%{Oe4QY>n=bJZg=6>GQsLwJ#n)c;EWMm*ID0l?Ew2rN~l+;lWQ}r3f3UiB#7nVI-Saus+ z19D((M|cD(tjrzGEBKK8O#NZX_u_8kiTdwOKFiar)EhaMM*ryT+MJ1ziizQ{wX!9q#< zqW1{+V;jze2YRZ+cLDpRP3nW|v2IMD^_cw~f+b~Ld{?hu?ggEXk59u|b45-$k89II zU(A6d^PT!aTQX*+rj%aUe)W?)DLeZ_D=I4qP6PwCiBK;gRduzsRahtEI1rCpNJy>Eg#9p>*(klV7GoG?Lxm!Csnr+Oi+EE z-I>!>`x1tSZG}%~Q{qUBqxSacwLRb7cx?sm_%=l+Rm{46yXVq)we-kBW0UWiwPHRi zo-v`a81U{WWA8FlE-{C0r6N3O-$UPYzWfpDVCrF@esNU)|T%}<(>o&%gcQ{Vb^ zjZheuLKRlBm~E@rd*6sCIrLhco|E(*Gs8Df^girMzdbf~X=?cEslL(=HIL=41mcv7 zIK2#`Z28`OIYj{p@o$5=uX$nwgmqlFoB+nx+uG| zjfTJ)RPB=VRqxBbecKkYRVolz5Y=Xje%a*JYMd%A4*D<#Sc3#QQ0L9GB4->LMcBnu zy^I!t%!zD#$gHc>_uc#VcO*6}6EgL+^MK#imsT|_`tCYrX54`rx&DUE#Ff(9@lT(U zb|FGYPZc{&i-culw%%kFRo2vG0JJ!_Wzxdk-5s-2{_YMBUthSYnp!!qD^|PZ*waTA zf1l7>$v~H$WB|T8`{-Z+x*6P z;Ec9mK|!~3)MK5aA|e9N@TPvMNxX@g?>X^)=O5b8PPB8yS7sxp`S(amvjgl#*%eLL zqQ%A^IRt=m=odNe5bI+7o+xbuPxW;!@1UPQ&lTT_jgAiLD89nO&8?Ux{<*QS9-t0~ zD;egAuOcgZZun)LrnWZkP<}5xK~foRV_m-e>JOXt{zz=Tzt;-q_HcFK^B%G2E9jmo zhlESAzOQ*(UM`O8*DsXY8YAO62J|#wVe9n(U=?RqXG{;Fc>Nd}5^A*qUc*Z9JtR^q zVpJ3a27h38(BTI*U(z{HSt%Dugb=toeCUK$1{ztU_zKLZ1(%GB%wp%a?Z6tOOEFp< z1AENv>1R2zAlOO~?a8Oa41)~|FTeMm6nz!zy+FIy@?-s?eF*5-TU(`0ME>CfkU#?& zq+6hqgOjTceTk%V|QFpt3{8)ujfmFO*Qj+=4(&R>h#t;qN2t7Y@tSmYx z7FB4^EHi)lP8lO1kU?wvSxWIlD>)NMhjcOhUoyBnrutU_)vZa-UOJs+7SKkSR9joy z-N+#ef=B=w28$ZQ|MQef;?P4P5fK$S?~C2xR2qZBNx7?z3)A zVP==Gz6$sO?98qaD_==~2g;W@a%OxrwGX;stvj8=>h}c99Hyi-M;t81e#61dM0q4d*xCGC< z%*#_I6&^UIDcx`@`XmCnjEp#;4lr;_KRq{)S#W~eAeFHOs- z%SPUzm{$Nitk36O#%1`rndcC``9i?ik^c=0_sHlL|cyABi;6)7$L>gzK{hS$%rzGJQ8fDgSm{gPTW z@z++z)4Pw!qd!K0Je4K&wNiY~9!0#d0hkGyjU99EVH9V7t%FA^C7dnZK+^$hQq1xr z8|B)yH~DW8#~^N#pUq^Sq~z{>vkir#Z*DsDRK=mQ^>dQ-n4&Q?H3j-hGAU_J)$2j` z#WFm(N0-hc9mY?@k8ZoYnVBC#-VD&rAmXPwk}N5L&I4Kv9O8d#&Gca6c&jMQ@`iwv zUK?&wL=ea<-?GeXY;K^yb(e2cXi8Glh49gmZg>+nd|FKJc0d4?_n&3gn3N6nU$d#e zR51>l+u4Pn`QHW>gQ-}#(6JY1ORg+j0O?_r>XK=2TZ|L^tw(@tocm7BNcc{HGG`)s34N*+Dh<~d%;>e2q%7Po-Ng>t0Yqq-OOSq-wO zK2eRe%o~lShfK!qSKapgU?fPcAMPmL+E*7_4TwO5osY2!T=ZcxP4q^SwgFTelp!dr0 zS<=eqoNxYHZKDr3@vqGFY<#bxm+WR_WYk*Vv=amT{3P>ZwB$FSV@YPlqqoILpe7*k z*u6A#Q?zLnmZ$Do-*DxmZ|uN;3b5$|E>~w;)QEXZS*NWQqAdxM8Yv^eEnUHdEu$B{3kv zgzP6pzP9>tuFf+_Nr^7^GFRnq%Zh9$G`azJ4KBSy?$+@9?Ia4c_+TYX$Ga*dbdsQja_dZsGn34N>2| z!o-#gW6^~v*B@^KqwI zV>+{KqO!S}888J$gkIOpphHDYGsu*H-pi>_TP+GuM@e!0#O zo^ud)Upr|9?{&AR|59XD+4^{o*d@LhiOw}7KBnum`4eHf9^j?2{FDl01w3W=}J z(n=O(&DJ^DmFE zllG8y6aN#m4Uprh0OW7(K9jdyKtQF6Icg)YWRpO3h*q-FXh*T+V0+x*wK1z(ODB6& z6{}@YgZM9~%x3?F#WyH8SgZZ_=xByh=AsS=JJg?uwizrft(Pw+@&C8xJ3MW>EGjB0 zY*fU?EU0~3A}lvo5>&28^jcfYKl{!`ucf)Ht_E{dZs9X|>mvkp8a>iPZ*j=5VCP)qGT>&w`}B-oX6Dd-CGh96Zz0D?w&LH zR(wTD>(nWW`(e(XaqznBxBQbM;(H811W}M4?w-J@dT=p-7@WX+)hJx_MpV7(pR+C0 zP(J&YJk*&&gisrB`MP}vC}@6Z3kV9DX{ys*-@w7Nbe2WtS!x=JC{12eWZh4Mvd)MI zdw`-ZZle@TS7gC94h|~Up^i6RXC%JV)4@PcXu=sKZeH~+e2oP-Yd@KH$MzCcxL9$R z_C8>~uWr1LneQz$N$(ddE}TCfjL-nz*1&h*g*28ph>-}{P|P9%uqkio>H1{(5TYzp zRW;JDqehMD0c)t&Zf|PpOAzye9vuvlGT5)S88oh^{hbmXB6*Q~!R0k|N7%;qAi0$Hk7FeH;)NsOnMt^eNA_ZQCdpi*P1al2P&N1b0AAs`h|T&PJaY zS$8cvICviZjJcM97VQ;f``*2KEn+lS!KeEb3WI?)Y)aMBXgMI`GI$NuEZOc$j$>?n zmK`fAYlv&qjjY_B8YR}mZn>9^kZfU%-~O3;kn3%4}}&VwMk=R z*JD}t_`G6N==&0VA!D3iP)_fZXF4GEE7t=^96;4=3pS%6uf20N%A1IA7Khb ztKHE@ikXyB5R8T;AnG)qmDAhTx3k77JR%~(r0^MY>ovA5TgpCsP_<)7loHyh zC}gAxBoPaaSF%59ajJ@55Z~O#nwq`!s#8My_UUFCa%ton^|xj{HEC3fE4}$Ff!fN5 zFORNA-Q74y=X=9FO{$GjQc`Itx2%OQI+=!{vm4PTyYG-k}ud@}v*@+nGUF6Q{k$u4Q+CA^pD{LvhBRttZL>)EtJTsF4E^|LGh`qkLr;1*@5Js1kV)y0f z)maNb8E~Tlc_WY@{4$t5f_6j>DeEn?Rh}{;4hhn|eWP%Uf|W-=k=Y(Pa@;JB2#Cp3 zTa{GQ)sKKvg)`ro(|CAWeqM#hl3Mxa1L{D{hbP!nR8;)V6i*ji0Nl$uZ)zHsm;D6< z*tE35`x>+(_+ru}QFLKvF5z08oh44h%7>tH87rDM@lwg3cWLx_oM(qZ8d^ z8Gw8}H}Ayp7YpHzoEBgKlO(}*;J|6Shi5fp1A@L^?S#!q>(Y_m;eKYUD|}w7l4(J< zpJuw*f!}8uc8+p^HYQWKG(TCHr&h4#dAMGhfuwe-Ewor#I*(ojp9lx5T}I@jOd z7;TMn&oe`*w0P3I^aU;6No{S)#EI$S9B6+wc?SI$7)XBQqLZverI&uTp?%H*M{t5n zNYY9SHYwE9>{cI#DuJHim|fwHaNl6L-5#JB5{d-Os@*>D6yzzSws$Wns+9O}%DO$7 zoqvBRMK>)Nlvg}*-!716C^fJr`GS$kEsQdfL^}s&x4fa@WL@fRx%DTf57(;lozutq z3A%anu%hB>`;MX;2?@Nor5_+|Eq=}I-M-?b6aG&E9)o&nwkFPOqxjUxkWnftD=TU} z=L!uxyjL%%caY%<{kjQ$uuP1e3kjok*;nT-J0|yT?ftMuGxD9wOTIiq{a98nQ5rdM zQ8g**DPxFsG&D2^4<4kD|Fh(TBF2obFo zX34KVdc;?6Kqg-?bDIPi&G`(Kk2!#$ZDa310|7~vtE38LK?B|<3IPypEdeVD7w13mc?vE zsl-_B?Fzn@tSy-4FK4z)pVfTEmi35()om5_f|ZAnfwN(n6xVNv*RY~yywJ~DO}ejP zJ$?NkP(tk1I!b(^NC(g!suo8}!g{L1Y94QWfqFKFGnFkkPT40eo9d&3%mRsg`(SL@ zDKA!uT{UjKs$_u!r|_#kpqXJ5470K(>>EG@sRV=?1t4QAj%HZY(w(&s-I*oHZZ^AS zKzaCWYC@+%;5*4fi8mGFO3_3eQ78n*Y5#@%(yMERaq#nH$v)NVwC3P3c!*B>{mTH z&U>@bfbTcnL_<&CJkRzhEp0beNFb7AIdT_lF^Ys^4Kt6_HS1gpGs@V+#Gd-|5>}?B zJ6hB0dNLBdUTN464=>|MaY#i}?I4OTCOm(xCde!t)%~~vd{{S#0`MN2QRT0p%NkG^ zL6*X{PVGgB8V1^~ieDy|5~r97OT7W3J5sZ0bPAaYck$W4q|tzuI9KDu$jFEqZ~kfu zBpKkM9k^IM+bd8X!3vVL|<`!lX*WVO2X8=-PoQC| z5aEEfZWU^M4rV=L`5~TTg8Z8>(_O=mNH^M9BHAjV_thjkwsn-BkBHI_A@i-zfAD2~aWR!XouU-LW6N2A=a>WjA-BYF+CLa{rJDW+(b3y^c`3aX zrVgR>@O{!_Uvpe^6WtU%2V1TA+8kV5m~FpUIoiivXXU+hfGD>8Eol!;7C|4Z&taM- z-KJZlL9%u{X!Xjxg8cj>ukQfF2_ouEs7TFu_oJg}(!*3ETSt|V<|9-C5W*>TSesvl zmU?4aLyN(QZL#L7baHfLvb9S7J)!oSe%%2Z8=LIVojL%If0g;_&!0D;O;yy_kN#Oo zzm5WJyejA6*orq9MLm~s95rhWIjaCY2z?II2pB9HPMgNQ*E^BdsZqpr}AsP=Z~>p$Mm40iYMpkMdP zknzfS!DieP)y3O#a&ptsKJHeqXU%C#q5%|hOSx#~F4j>|#F%g(F2&l>CqvF{>|o1y zLR;~bS0B%nB&jnwlNDCTX3?Y!7P z#mz1G?fds5LKxPeYrQ@!#VFkb9=735!BrL%L6$rYR9C-hsIGK`Hgy-*FQ4c-rh-@QxKjyT7V3DPS1x)=Bh z0ajqtn?ajWwL=;bx-xd!nsvwaKlVH9bO5cyMuX)uTqtZ5N@8PU+w#CK4khmCB+^8$ z!z(GOzy1aJg?^s08Audn=;^5qKK(&t|KkMErV*YpcLdSF;<*ey&Dr1~f9SRY+-@i9 zb8Jo(e^Q@-3;0f39ugdJ%zHds>?-p=-!37Lc%qTkaB58{JaP2lY=!$3%jCfRQtN%# zA7|*|*!P8@&G$6ZHF?)hA3stG*$fN;1U77N znXRIR@UUP+8g^a+jmcW{Zfbg(`S?_x>!?vNUrKwH`E`>kaIjD95qoz?SrMHCM;)8*GQdT9YJP7J~q%vA3b{16Z(mt7rJz+4s@NlBN~ro8){ls01@cqw>UUD`ekHf z3{OVxQ=Ip_8m{nM$THE|t6t25=ng0fdX+ssPcZMlUZP?REmq#aO+t3UgbYzXL z<61rE`Su}LXu3Kl!R}5?h^Yt{WY+&Sqaa^<<{kwFHxJJdrw;2Ll+d8CFrqUBkwwLb z&WWMeR1M|o>Z&!DU}7##w}4e?4#bwyB65K0*sXCov&00}-3GivE#8P5P@Kw{8enyf ztl4PctN+$0PU}@7G3$4+OoC$l_)rQx_@DVcuCmz@5C@koWxj9<_kgk<@5Qh2_(jz7 z)Jn)^_f5J0Z&<*j*1O5Zl{7T2%$|Nst8*P#KVsyU!~8^V_AMS(0NJt`AoUt)V-Jtl z%7veuX$@#bTIzc*)_wX!4|`*1+e~#BR}XZtdXKX^U=!Rd8;^FLbTthQ*WP^ohYkN~ zsx7mE5vn@eh4eM-#A_ol_DQOfMm}-vV?BD}@Uf=iGDO`p{}?S!C?{)UQ0`NM&1z2_ zAOY@Cg@gK)i`d&^O_>xCM5Z@)$;Q+k=bm~sJ2h}Bt$GdS zkeVhh!>E`Y8SAsnupZbc8i;5N!=E7!ls)|_3WtcI*n46bgW8vC)RT&3cq%2dpg5VV z?#6??A0h}F-Qa!TzyShRV4n~^qgaOp8V6pRJ;pybFRuzRNN(FaG0)NFalu#$I2c(( z?~Pmv4{er7Y<<0Eh{(PVtFvN`z<98yUe#F-WxXs|n*s`3AY^p4Mp;O;gl_H%@x?x< z{ww!?&SFixMXJsW!$ut9Q_H=e2g{OP3uP2`?GPm|3r2&ox?RY2e+k$uJSC_(56R?Z zys`ja&tqxTKBrEfIYXD1 zar$M|L7_XAn0dd#*Ko&)L+6i)WqA&P4I(u|@$EnO?}sDlj~lDLd|`zWP@wE}@%!rl zLLnhyVLMIi`gENEs~Bph8Sa_5ELN5#H5$GUPJS#fZ9kkW=i4VHCM2ZeRRa442ZKS5 zr`Xli)m6h=m-2b>A|yDr{g<}G^pzld@*)Z8);AYB0pb_P##U zzvzIsOZRQL4;!Y5*c@sw`RwJaA)F(Qh7~TKhQ4@^@n*-OTUr zspBG%DCs=Byh>9x_o4N`^p$w>adh@uFu`Ka%ZX6~KAwt-itRi+J)N_vo}NXuQi%)1 zC5S*U$kc%Dh;(-gyLoJuD)s{!Lnb*00Dh`yOyjSPMeMjE7?rw#OF zw|5*S{BoL)NS2{9Cb#+o+_(s&Y0w!*PMipBnY`n7p% z{p}ziC^v9(q3dWBVG+!?7Apr&l-Ft@7>${*UkDO_%347qYWG@kcNj}dht1`{z?KN6ZKC!jtt*xyl1C5FBV`p>)^Z;s#T^`o=oc-=f zLkfdmNr?i8rd6;d?21q&LyPezkuo#d8Ab#hi9fj88pC-D5Hi?8$qi_07fZy%Z7V-=i+ zaB5ytZVm(x%t8rpWR4aJL5u|eaSV5s825bHjGdCmg83fPDIG1%sAohGc>X1LWVPqa z@D|+{`o8GmidxX-N|){YlwgbktN+SA#^l6pAVyPc^&<{3G@D(0eQWjf^r9a=qwdGcg?Sq!US1fJ)yvLJMMq%8oyA+7~D z^8h7?dD79*@iv@!u%q;VYa~WNI3TIGQd-;EQqmsXd-UkVblr|f88BW2tsGAO*-k-e zEQ3@<_K+ZXW_A)c6^cf8+N%yl=q+$nZUn5tra`jrfwa%?H^MQJg&={RqBqsIM^ds9 zlH{(}PPzN>Cy7X^9J)7sBM2KF(Fc+Kny6c$ zgWtY$CvKXZ9ACzrhCcKMa6>8nY!HahC~K7y*zfi6(ScK$=Wjmq^zs`2tfBDZu7*6L z*B)26mI%#;#Tp^;98ARAcu$QwQ@b9z3=OgT_*%j@X0qEThjE6$w%U+TLxvEuy!pjo zd@?vhb9ABch3Uus99LH#U!LtWhvgBD*efccYboj>6M0U4l8TQgXo7Xb*Wcg&1Yc!_ zaY=2LDs6UVW+^I{IK0UXZ$Pd}_oYU|O*xE~T>TPG#zE3U&yAhZ&l3~Lm zz6ROK1kS3;yq&zf+ht_Vq*Azn%W*bPgJTzSNEt>U2n37uw-z`hp4Rqea4<23sKx6c zBamNXZ%l*xEr?AfNb+-osTq`u7FJf~*jG!8gDpimJ1w{rlKPP5m6UYmMiL3REV3iPv zFnH9+MzQ;%$MhiI1C8Us(4#Iqy8h|*qnMa1w{f#HLGyvPwY3}2ja9*!hX)D6!DX;E zgJ{2CO>K(#Q5CmJ*$2&lNG}iPQ>#xqBbC-yk0MSLDPov1>AF(0Ff(!!o_&=STcJ=~ z8f;KJi~0W=1}1Fn+3@4XkA9e}O;ijHpwlOXiKzF`qWBi);Fl~V-Ww<;z_^Yf-a z`|*9WrRu4A>Tz%-$@APMxNKHXC-H#$$G zV>s-tCzyweqO`CfB67W9n@=o9bs;tQboC3(xYf8ue{`20q|+afJ4JidKazhA=#Y_< zGZb@6;pUx_kNZErc;QTUYg3bUj$)|vgOw3-{UH3YaV5|wEQ0iE#JmWEWwCWHGCi^b zj`3#p^710~$14ncmto65W@Q$I^d#V^fzb-pOZNkaLr4o;aybe+s27!U)*=G2+mKKIG^ou=mU&QXl zo)!2RX^{(ZJjiJIXJv`MSr`-o2dNZkVp|@F=dcZdnrM%@M&qj8L-q`?ao^%nFq-KsqXT)^ z3RxI_-QDiru}I5N*eEyA-nAqoD=?7sI`|Hp3}EO{;5Dk6RILGI(17{L zJ|6f3(N+-=%>kS7a^H*Q5}@YXU%v``^p}(u$$9MiY=e+`O_3!a<~R0Bil%Tz{2br4 z5DTR86uVl;{-}L+ZP%_{qf9gE%rrghIrrnb8>%q9=JBQ|>yuhh1hqJt~ zk;$$t=MdalFs1Y4F2gP!iUiGiC4}rUfX}MuX_$QD`QHTmpezxmp^0O6l#Qcszs`vh zC!(b;a*{j@Ll-!Ctv<&(yoqMR2G~SzcZ7w2i#11s3%a#Zv}DQ8YjMU#=hFx590xUO zQy{eKi3Z%eDwbxv+=4yC#g9!IaAFg8Ke(`CaE1Ylkqr+}^-#~Dp_V}o3=Iv%c1K_2 z1f(Q?P@ko>wdn~yw|o+xJ?jR$pbWDe@jwG0bpvbuiR8%5$+;F0!3<=e`O;FoDeVj^ zZme(LDSGrXsF6%a_4xpWVDaued`O2Xt$+G-8PXRD&UNgT0&<)7IGnr@wu~bXw1^E8 zvNO+t16v@Mpxg0JP8PuKC{s9|VV!77(V-*O3T!K1<7jaU{T059Y#>A0A^!LLE3+bm zDS^)tn%8zw(T&&wASNYs9k~x$_emJ3iMU1lH-Jo7d6dq0@vu&shhL!&O- zC|j6_J;H36k5xb6&7)b8~dI68OV+g z%os1m5wVLK$;42HgwTUNBnStS)35EZY(WY%RIM_^+$C(^AdYN^UVrztV&g`l7A^dc zWX!QF5IW! z$n3)IRMJ}idxc*mtnt4WFL}87zt^$Vgp&C8`v3mxl@eHGDDYzYc~LH?IDoNqyB_(G zx?nZ_6??~wf3F_GPBaRN^^R2d*W|Vk`N99}D*Vg#6BINB#eYBZ|7Z+oqO3R{cRl{} Qj10NTkrPVkiY9*l1F_{zG5`Po literal 0 HcmV?d00001 diff --git a/actions/waveform-analysis/data/figures/rates_bs.svg b/actions/waveform-analysis/data/figures/rates_bs.svg new file mode 100644 index 000000000..61097c386 --- /dev/null +++ b/actions/waveform-analysis/data/figures/rates_bs.svg @@ -0,0 +1,1246 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/actions/waveform-analysis/data/figures/rates_bs_11.png b/actions/waveform-analysis/data/figures/rates_bs_11.png new file mode 100644 index 0000000000000000000000000000000000000000..1a24324d002970fcc0284e9876536b8891bfe948 GIT binary patch literal 113797 zcmeFZc{JAT`!;$vXhMig8Olr|B{G+>5Ry!ZLTMlw%8;odG9;2DL*`USQDiEalc*L4oZd7Q`jxvr<9LA#Efb{&O6 zq20evRi8pxDNLcPs#voMe~Gy?#D*U$os{<*tij7;jdcKiUweL^i4%olrcVAXV~SAO zi$BUZs~I~VvOnqUa@_F*#qPNCd0TsD+tZetFP?C8I&FV$^G>ntVmn1QpK^9SFDowo z-w%k{JKBiHQa?(fP&QNctL`;$jT!uEV{BkFDfQ=4|6zu$o23Q=oB2gpFWG0aFlGBz zp0d5ZVOR92Pp53N6R#N89}C*`Jb?Yk6Kcz4)XYzUd;&D@O{$oW>e8H_sEygVvwyxI z)5GEOU{MuKZOnxU^CKySj~X}g{C(}%&Zr`|NA>S(<&%AT|M_3_D{8ds{{0N?I#GRk zhNV~7!DC@p0{*^&mj^NZ^Kok?W>>hFgc*r=F=|M_s0(Em92<^OZ=|FbNA zt?U1>wVb@BQzk*?YhXw$R|&qUMVV4h>3~$*3+|+g@wf+!*nAT7uS;) zFPgLzRaKJ}n9D~hEU6iOtRRLiTUA%5ZfeT@;ll?Cg^pWM)z)^f#L_@yW6d4$(B60V zlB_Ck2w4;tZqer_x3gq=}T_-*R5!TcJ12O zT@msode>Q+SlV^O=fYl-+qGVK@?Eswg@Mm(vb0O9eAN<8TeWX)sylS|rHRK0AD4V} z2P@ZJO;v9GqjfKh9yM0g)F>MoGJp8^F)T9j+NVzjg|5TPL%EgIJv`*kwdGw7ViD(2 zR5W*Od;D0`W4zI*Ip0Z;gM%ZdCWM%>kdhTnu}?+hHto8TCr@tQx$|mD3jg4*Uk7m* z4l8ks;^5q~O_uND6!ac7hFdAQkFC*)6n))Oee1in_XO7YGdVC6x_#N zJvf;3r>mU0y3g0o@A$V@m(O3g(5P}vRdwvf^R0u5%mYnX($2K&RL2;O>5^EbaH{_P zGAY~U%{d{wyu2&6Y}w*o6}WWhJQ8}61<##37bWAAsy7&?aOq}TT;_T8rRY`Rw-k*O z&a@ZG6c!fpb%)=&A1C2#XiZF10nU}|C%?uJ?BMP|Ay zrqimb_9yK{78$*n0HMGRgQd(MsoGst9)S%uxb zdp%7zzN_((k?Z`-uG-q#V|I45mo8n}Ei0>>qR%F)7F*~!%Y6O%b=T2e+V*14ps_J$ zV`Jl2rKQV1fBr0FmbYD0RFoz*RsGYMUHXR(g~h}KM?^41!PM*O)~f|E`=z9$Bz$}; zZC>Q=XY)R;b9|s_pRTSycIffr$H&f|4J!4c?wg%dWMF8RC3m}n(vY-|_WQ)I*5+bQ zIh}aLkOG$>9+=z3ix1tjS6VFl@iEO|{O94eJckv+!ov9# z_wL<$Q(e9GL`}rr5cXYqN$Rwcr|Kz&hKBC7rcPMo-HttLczAgkHf;)8O~*BN)F&r5 zSMBu`s)J9C?KOCyx9s=t-+%u6*^_&w(fH<;{V&daEv>#K=rBKXp{>|+6CAwskx|yo z$jDWP4jpQ4Zoa=Sj7R9`OGy!f2R`oOKNBwg`ts!Yb1CPaiz9~)#y3r^pr%%g9_OXjYuSiOF;u<-u0Y!So90qZ$s z?;B;AD^qRZKVfbCZL-6=^7Yl#4v1w~<{GKzK|$0oc7GUkX-kXAbBA3HiwmB%ZFvj@ z7k`yLvw1J+RU8}3={_;IR!K>TX`AVoQmFLV&opb-uFY5Ms4sc@vZl7SER0voN?|wS5vI%aZy|Rnu#rDHp<;Jk4%+SzH(qc`$uW$!%usr9x%C4IQ z-N+X7(3tL;!-uLmLuU_pL``JjnINPzPhcmWRu!KcN2j09%Z~G-@t!}*HVe1>dzAGP_ z=F+Z%8LFr0#BM)X%bJk-*m0kZPQ}Rgw+!s;4?jMPM}U89Uc?T+tEdX&l{of_(jxvi zB+N9UqApf0+jZEotg`a0)Nce?hd%>V!_!%JSg*kro~~a+xKb>4>G1Sd@n3&h zf#e8gar5BsZ|@|z47IaLSgxd9w^4-8Dw6xgKk1^BD)7DHEX~f7wN)-9F6rs%YiMZ7 zU@;d&ej_*?hs`zTo@M#@DgCNLcSQpBe8~u_wkjbZq5oqV zoq90qa6FHvvhwn-t}aK;Zk*Tjy)Iwc+;~$!K>vy@jtBLN+%G6tkKCD>a;0IH-1n$J zk8*yr_dv)UOF==w?tAvdd$FC?+w|rRA)^CD)TbWUG&eJl6<9m0h>ZR2o^;aTM~1Mq z>y}i3-ZeEfr3i)%FE5<6{rd9o@bnEXg+Rj$(=B{_s?Y8A<8GpMon>A{#}!;wrfO0l zX^1>`H7iS8Ks##l*~?v?lS3VqpVALC6kVE>ABq$CfvBYFzn;@s1m{0_Qb1WnrQzY> ztwn`RqxS{}ZG*X$%%Ao($Q8Mdm)73hIePSR7k->-eZCE+Od0)|q|fUJ6`I$_UW#-b#NrS*^q6efn-#*Lm;g9dsfLlRaNc)gw5(G)7&#Zw%jWD zUATUel=h>PnW4P=`~>w7_R?Xb2DRCVU*m?m_i1aFNq2aVz34<%3Ve49M#jLa{;k!% zq64~Je=zy)Fczb)tzUb-c#ohKdB>5+@3|({XuAp@u z_#hKA{eJ6@8(#%RZrC9=}M)AsicZ|_8f=aTDD*g8U3)yKZtbO z&wLUp?|9MD(gG+W;I%Mqqt>@2eA5yXVcxKThwWpbn^V!49*~~W6PzfvVms0!qJXdE z)vH$}?7m1^pFH_fGEIy?It1%3tlQI&yV%_=D%ZXN#Xb#5e+0y^MON1I`Ec>#oXX8aKD6)f&52L*w|Phs|J?nzK>T5%_^SJ?Cy>F^74FV>FROw zh6u!x2;oD%Myb=YvsSQ8+I2SkB?JW`io3_|ydFsY1qYTL3SVTen$ z;!4QQ>j7gzJ9cb1^4zw1XGK}rN)qju-t#Lca4OCHxmwpv^0khRPPhZYQ)P^dlO%h= zvDa5l0l>*CC>+eTR0D!|^Z7HgiHQk`dS44%7}(gZV?|fM#5Wed;pXNJh2dCzOg->a zvg4kF)irgkiwHFVsR!Ys^;g;^VHBOeYh-1}~m{G|yRlq9TQrtzU4fY0m3#*NRPKYx;)Jv}=g77^ha z6~$^+?7=oWImGf?aCG9=5$#ynjfjPTZECvk)F=rnz9GdUCMF34CLDPo2Gp=xPEIa4 zEv*~AlIQrHcHIq5xohyZHSaI|{3MJB!v(zdX;`qzyLfTol5KmTiO|KKsxU-u-%_^f zA;cTR=ZN5~ra3~2(>;uz9vobOM071FiPxv(`RcEQZj8uRh%dhCej^AFNltxrPdV(0 z;MgHbE}Wd4oxgt3y0}c1EHYaIEg-MuIdrc=Eke)6COkbYeQClL(5OFLF|7SBHb>Sd zM-9h+C;j5@Ha6f(effACx4XUQl5FTllt0x`01;`y*ld8MQbPZfVm)8&OTqzOE3%Ce|T zR15O8JS?(N*5!9F7W=y^-@}ZIZP?_4FP%^4oN1(8$0(?yYHZ9Jx$Vd`B&`f5$&2LP z5Rm!1Q7--Ye#asaRp65+PpWqP{yLk4fJGvE@xshm4h456gW-aa+>?0rs+ zf>N}ir>xiXcb0_aY^%zy(f3M5yLnHD9(gX>bX$g0X-ILEPmaGCkw5+rnU1m`l1xQK zwM9~r$-blbc8nYIucS__Mp5CDKEdCat3oSfbSF!0ttJ)u?o{=ucm-^Wph zHzVj|mUsh{HpFSGI(A*8LperZwEI~9mi$kx<>gcz9-|@Vj}PfMk-JsHHKoR#u9Ju!LJ3REUe1j6Sm37 z$f!0-V#V>}$AyeCW9ps6%<_CvwC>QZd%u*v^PT!=*Ogx!_)J?eKe5U5#kp9U%RJI3 z`TIYlP(Qb8U4=9i6&+2xPQe~V!v20-M_qjtN!B@nt*>7%+iLju70PWVQN5lr!W9%3 z7dIDOl13?#bs?@o3`u`v-lEvUZSYGjHQ?UcXM4gJQS2djkODWnBy_QM|5~>qBLt&t zm{KS2#!l(yCRqkK{erg@pKD(4T(&IX%jvDO?zr4isLptgU7}U zK&G!gq-gntzPjk_TsAe_oqb`zu=9PO=j_CfPY(`d81io3yr(}v7gYw*!v?@?W&HCE z>`&3WU5dE-#Hw<=!6U;11M=5{sYrgHT~}RKSCM`wZM*BAV^g!UTJ6HmpFDYm9Ul7- z#3Oy<#tq|~Qw&meUwly?C&Dffe=gs?y)h;>wjoiCT02gjt?~xv8zBEsBn>Sw?xRnR zUDms$?d0TyTUg!UHM{L`Mn>)e+nG-fE^j;X{64^g^6*xpOeR@7enAquOdIQyH0XeC z52bC~G=u{77&b9V_QFHGx#8~0+_-@z3-5B&ru^N=bk{(eobj|Nb{+0AE^^-`>)e08 zaWupPaLH@-*9&l?M$--oa%8efVGpG%HZm3tf~|)|namku?6k`H_+M z<0CKD;}xC_pcWW=&Puzt_AamUnX8&9WTCd7s^6?&onoPIX`&2XtC#P1A|uWMNyPWs zHQIG{-5^Fj{BVu|LZDq2+izuMbro>asw{xPbmOzPpnje_*`9N@N#~yA_25-xolQw4 z16+L*RXFat8^L%D9bF|@nm>(3770lAtdghbbz*jJk%>eFj#H+-u+ne>lD$F>b?&R_ zj?Zmv9Kebd2%00o1&-eXt?AZ(%lfs6#O(fvn}y9SEyt%vz9Y*-2EPL~g|X&F3yO+r z?@0BS9+{eGwa;Z&5=S&sz9(hJ*ZsS_=+WV46}7e635?3%WEhy3l1IIMxu`uv!XJ>l zk)7}SBfLlAT9QVndbVY`_1*WiwKO|z>Qp;R{YHZiJ!-`D-#MWpOpw^`f}vxUiStc5 zbaZsSzP=zBbaqUitbw@mxUZEA z?K&2*U}O^7bs6R}z$iJ^5bl|DW3Ru56vr1EI7N4}o_Vphq5=>)IQHc`_-4Ypm4=_``)lgExwt4$tM~TIb-@m^W2M(-Mi_-wCntr>~GvVTFQ={UGmiZhUR?W ziPxb@3jzLg+_dW^oww`|SSl{}z=N=Wax|v*DLz1Tr;4nlq)~yeygW33tPF69ORfC! zg&o$!^yOqWAaO{=dhD>RkKrT3Z7s#ly~(H%giM|$Teku0@8UYrlj8$wrMmcWGiqU_ z`LSC(g1W4wS69=GcoYKdfvdRf*^V{TDjv%H+RImi9R2L%yYTT`6s75U$4@LS%)8D_ zW!sLjU**?|Jl68`M7RS`QWR`#waIL5LTRbbex%W-FI{{VW6g>LOpE01}P!@kq~&2jV-k6 zhIN7DSmj-xShs;iJwNbyTc^X~+^B9fD-dAkaL!?nSkCmOhB&4@z!U5TRTT6kUoZOK#uH_Xc%L6wW7rJI!$K>bBpnzX|EjGS5_EGnQ_=6SR zc5j^=9KwP><_Mp4cFyVf%zO6iS?#Fpdy^d0HUiIBculA9STPD;Um_@1z}?m1^&ws7 z9Dr#2Cfv^cL@>S+{NqzPqvmZ9{@J#n(a}*xS#B?Ef2q|Ma8HQh`M*z)FrOChB_bd9 zye2}Jmu(b)G^BzlKkw|P2Ml1Zvl{ZES!JCcSXvF-`eZ(tlOt)CcYbeJe#ul9^&GBs z4K?)}%i5QF^QUi_t-YW`=iW<@n34VHbSnFw6YTMl091~{=XpeBMg)FoD z#KsX1tEVU5u~)bAys|jJa!2f_$R&GjE6a1|){BdamshZyUfAmB+plzejOJ%YNr}4E znVQm4<>B_7s*Z#zuks;PJJ5L&7?j=4{WshDjNk`7w{)$!CqavcOCZY_S+|@!ry8kL zSy6GOFvciFKSA~Sh6ffUin!lv5>^$*+6&#Hb~_|KPd}rYyf2}e>QCzndj?L?0v`+z51$dtxMRnTv72EdgrD(+Qwz&#T;IU&tD_=|#z3N*&}je~ zkQtHIF}b<9qG`&k1wR`fQD+2vjI3HK7tQ2h|Mexm+uTK1^#w(?{bl|y=lvDUmKqh8 zaqjLQ@#0sw`eD>4MemLvIx~qF?3-{RrWEfRM(n#RX!diV$ks4tz$;{dx#v>x4 zIbxX)YBbQ6!989eErazD!q3_wbsUfMOMKm9Sql(A&v-1qBBk2SJ)OHR+o4;1?#~;# za0e+VDdT)ces(F_2mX&~w0$edRBS+&pVR#cP_The|f)i9nAe}Df!t}mB> z=Eb#EhA1{ZWgIaQngDzCXM9`@mBaCetQZz2rrEs8H*F|qaFAuABJ{M>iWeMGe+VO>QJ(4u+q zNz?5OE{5hMULgP=S{02C4ysJ#r{onBSOK59p`tG97vA)XPe7mx4!ZloPbQ=bft)_` zTRduJW-->mRm`jM4YJHR1$AQTTRk-UiT%2aSy@`rGcsO9!I1#^*ms>t zp6XaB6Tp1J`EZ8mE;Jo_+&W!Rf}!wR!>M9R1H64r_)zMa`8qJnhac#TCI}r&^iAy6 z+LccwdF1v*&~nwRp6A>=7IV0HtSZnv4vR!r4IPbz1+g?=<7X^_e@)1u_Y z*``dwYIG;wNd*?xp4lDtJr;-Vo#jzOI6Vl$u-cqk#%*Ry*lT{=h>(GVIzdg@@Zcb? z3`X`XfhX<=C|vX3L$>e010^P8~IjA1f!Rz z>hAvX@mAxfPoENl1kcSQAh3!!13=QBKbiPrk@-08F7(ZtkxUan15T`f(rx! zLDT?L!f&HM=PA3o?k;`vX4zaWZQALNsi#_=@;@}n5_`)L{lO(cwa3M@N5PIJXZpx_ zG>-_MfUBfkXKig3Y}cq~t~#UnW7hs2qD{|)5RcVsVzzOO8An+5?%hjpZ%<$#mZCOZ zi5nG=0Ut}4`tfK@Ev;L@2fI`m7zn%b(#VcJ1;jDk`d{-N2*L{ew$YbrorWX~*n7 zC^P}CAaH!klboCgPwg(ZxzPY%-~8R#xe4 zRn?w7dwi@fhmC3U*cTTsMzWvL;jtrZko9I#xd2!26X*+5+=@TTZ`C85U+a3z6)HT8fyd-n6^k>g_dRcF(N3hqw-_?<2!EiG-^`kWR!|5+=` zx4-{XFsB@Itn3B!J6V`wwK_^#d8ppc>GRd@Pf+&r)lmisy5+*$G}?xd!E|Vw0N{_`WZN$x5msEbqpXG{f2NaOIOMw|56_A- z4T)5!@P^Uok?$rPFKEl8{&Qk#J<3`=&WtGmwHeiF2hgq|;K{AjM+!|bQbZv)BmoVO zUZBX~hsn*HyTcSd%y|6@&d7eyhR=LM%nMyF z1I)ZtEGAbznN&Qv@b)#DtY<$zp1zdw?v91mbp)8c=@>W#5biQWns+b!?$Y_~>);B@ z2y@)oVs5S_Bm+$yp52Os?P5_=i4Nyf^ef@%8N82^A7*ku1lkG8H_&mlCBH{(^L`dsLGVOGfg>Tv$-i@!`GL`_D9yf^JW zznPe`s)k12bQ`|H3uym)ZEx3o;;+EMLhp8kt=9Xj~RtqQR8ijYld4wp+&`yV;uP(&tNAaby(SE`|dTAG^ryBXb>#Ldli z^r9wquj(mLt;=NbR6s-s#MP{Q{|nt*q#(jlE4#F){&3u|Uq>@S=rVZe9=1_*!;3Zw zk7zmQoCc=RKu3@i-jqGaTMMY!Vq`DSt^?NkaOUhjLITbF5JXU}iA*b|zR5E>@1%A` z;*nm$a`f^Xi(X}zV>sU+`XU|~r^W*mTbhD-2Rh;s6zxZXU}#L=GSB9M;gzM(`r45dbb#5 zRBx0;6eua1PnDZS`}tA95`vNRI#I|?4Oeml4~UMLA*zCQs)-ExB*GzsAgnnuKlJU} zX1DB9qM+OOt$@jZx|P<9`cY>lheB*p32r2|0@F*MV|`hwTtt1j}iG!FS3O) zOF!UYgOHLPdQ%3cT7v}^S`YK+{kw=(Cnlo5+!ZVg#D@6L7=5RHyf!ahHAZ8MXuf+7zzd&iQ1b)n6<#RkP`1HG)5h@rX zkM$|2|6eyXvEXd#ICaA_8(q>MMiqtHnf_cyamJl(y5{EQ;S!Ga?~$JF<0g7QD(9gx zi<5x1CtR&^Zt$b7k{W_POl0TI{9kV)_MK`X9Q5cHR2* z%z=#g{n7#?9xdS!M3=Ff?=0T2EKYUPRqqa4g-%{^M6fXYR$Dt_KH%`9#^#q79_c+! zWf25Exf9%yd-jgrd;o44Qqib->XZ=Vj!c^@xX(0YZex1}agLf3{ps3AWj|On znKz>eBJ6CFhb~ay_hTePNPq=PFg`b1uLQ7A{mTirO~@~vQJWJdj)Qd%3_kF;8&9)& z%a&zG3L672I5;qvKDDz&(ah(};sn|lBDWArw>d-AzP*0&>=`JH_3hP&Y+??a^;2!i1j2&tTh)bI;r!?EZPLYUmeATP6ism1Glh zG)AoBCjrX>Gg6J8+p+<(gxLfK1-)I}8rtPa6aem7NEZvptuQsC9p?Z%0wo*F0B`Qm z9V#wcg81k_twDuW`tB#(FKz1cGJddv_t91kcOV4_`Uyer>J zqeY2my%P_}0SQGwNR(zp}b?Ey5=$!bvkc*}eQ7=3n4j2<&^c>*lsi{N>G~8knzjl|!N}mn< zn)fYAylMneHlsyW9VGcJD}y@vF%A7NvU8`U9>^iT7oP&8%4pWFkDOPQgCr32)ookW zsbU1Uv+{S)AV!-~gv|wVxL_^?cC01)`>IADnE*pqbUzrRb+7MljB!;TH_{u ze+`0`Qr-#>)7SCSQvEjGWbyW5pf1vW#SPA_ZZB`3#DP9->)V)VKV&xYM<(<{G~16h z5xz8`NkCY5En0M_SUHWTZKh1|-V6D9gXn>7M{m+Z>>}EqA&B|t{HSf0mS$0`p`&Qt5evb}>?2CfH65Ol zv9=Z)K!((V^{)=9iwTgNt*u52gnx*#{1qf@+bzr1#2Ok{Lmh!06ljX8pRHJvuuc0a z$ls>^bUr;73hg74X~L&G2dmv6FQkTMaf!jO+=0UKZ=W-cpha}EzT-XY#p4g{PNxr9 z7D|MO-0}PCbGidBE{9E!1~g1)e}#hg0tXs1YiMa3e?H^IhTIZ3K-yYk?q$+pZDa*L zK-Hy=MSv&Y1b38|w;Q^k&FJ((u&f3fA1+y(*Uj7CD@PR7;O3ZWOub338ES;J<=6cD z65wiiZlkG&PU($jY+IgEf!3(RKfkz9^fIW&6Q|NpxUMb#1#TE8|L~(rfuElW-33)> zBXi7Y*FCoDb0y3+dO)XI=CDGf4VYnGfXe7te|-YEbb$j&;L~>{SgrZ^;lsDSK7RzD zSaC68A4K7^F^#0G*xn7Gh?q&GV@yji7)P*`}*nH_3LZB zraD(g-Mgm+>0X6nt3Ow|fe6t)hac&OdZF(?ydo!Z$eRQef8PZzlr)z3?bOHAkU#0V zs_2r{uZ8Ryk^TzLyRM$Do*rK)`B-IXO``7JJr2UPzwyzX`f^8*BM4c(Vn<&dd*!q2 zfm#039w&&W8MwG^fJ;8}si+vDMbo3n<3B#G2EW8;I-ZT_31WR&l6r_TIz_%>nPNBU%p~ zJ*Evk5m9$m%QeAh%h8SU#jYfIFD{(wC@#{AU-m7lkriu9)L?!$TB&@9h7(1ea`sDE zr(POaNFO1&O~USyg5RSKUnV>~`s_xh)`QH44qMt{;!l_snhu>qL*mY+WpESH`S0Y} z@gvo`Iy?#*1Jnw@brC1BslGo+NFwKDTRrZnp`t;cq{FTt}mW z)RiDmh+th)lXe~YPW}*I!=~3r^LVD=1Ev=B5h90a*O5&|OW3yy+Su*xW2czJ%vfpJ zC4CACj@jGO0YVqLkJGM0V>r)ch|AK-$^n7|Gz#~eBJB*^L$6z)ioX5^eSLks z`+JrpNOVYF95hx{Q|knC8lDYe796C4)Va0*7{jZN9~q(S-h<-*K14$h?!eb#6fQA? zi*}uzu#4+H{Lo-6+IFVj?L^Uuxr(a53aMIon4m+@<`NiPKqdYL5+sn){uoX`EstVx zBx|x3!YLw_2njqWCMHHG#^*}mhMA`e;ekNi4mC(4kj{n?9 z76+<7Uw{8@9KTen{eZUic6=k@*M9DoC=WSSujjaF<~Dw=wGuq7V$Cm!YxS8&<)CCf zlEkY4I336-ckviVP1E;h(fLLxs5!xNJnYI}Nr8G9YVXUJFSFY#Rneg<=>wo-1+7px zOX?ydf7{w#UeNk%CND2f&&n#~aYt4V32xUC*SvB*796$}OuN+OT8crsJ{8$?m?M8^ zbnxGrKR3D(`gX8qggvPbi+p9_mx_krslsuOlD*Qs53xo-yg^y;>QN6>rc;0#p(XL}cw7YepaIOyZHdJLR z(1F_4Vm^-xVfdZ5#HTV!Hlf@n$WfADMee=U#(r}Yi|Z4SSB z6ZKIPa}XP0&yS`#sFI9?!HDT&zyCZm5UIT@?OX!Y1aiZ zZ+qB0wPU;K3pzIZGy)KM}XmV4# zmKw++ego0jV{v}cdyxYc9cGq#slR?pY@Zl9ap+t7fS~S|H$>n^iwU2EFKRZpjs5x> z7=Z}HYV8FE0+d!Fl15-1k*&kDA+5NQ6od{S&+gr<@tzZR6GwZDphvhC6cl95p*y=h z7}1)<>A={`L+IKf4SgT#a0%nmQYvw?_8&EJ^{yxKMoa_1m`t7NHx_%N=noK#4~h zRFU!|rPRhLY=VwNHgvKWyoe>Dy7D8H5nk|BWTQ|)63M!GujJ01ZvY2|2eL|j+NDI^ zySEA9ozIysRSG3gHt=@Fi|w8?wzjt0A;(OB4$fHg=u3mn;C@dcU;~%A-DB!}OW;>3 z80jk_{6V)1k!WFlhzI-T$=r5*q;v_38Xr0G2HV9bppDb5re|iphHUhzcCg!)&ieTA z%f!7=@Trt|%`*ubx?Z|ug=D{G{rZKbJG=4^!{yMby%rxIKiJBMi}}{weHDs-BFV`& zZ-#d2fa7D7)YXwjfCPVLhf1vK@9!-YjO;0g!{9(~&_rVrpJKg=3npUtKf}WZ2TNZ; zIRYeI0R*)jwLps@{dJLpi7TOSmVk1#r8m%EuqM!UUczVm(wmb>&t`I;m zF%gQ^Z)f5pvc_@55u%&%UCXGKX(p3V;o#u#8fB>iOpS(1eoE zoy)kl1!%;2h_TWA=K|XkA=BE{(%gIu@>L||a!_>HXPd-28D-mT&YTHE8#WPu6By>I z9$hG4n-!9kTl=<4b5jziF18$bQ??wtxOwwt3XHB45%!7a>_s$Wbdw}-jfB~Np4sbs zt6VbDpXEqTHS4Z3Or#5dURD>X8)X-HrzHJ!Jrv5$gUt+x#b`*XS=SmnVaSSA(PQ^Z z=O0%<^uxeak}C3FS$GPPG7ii^0_KRI+O9Gsnf zY;rV^oP6^04OC);FMD(KA-Tu?~W70l$07 zlSPx{LX7K?F^OyVro7i2D+(T@%56`dJp;W!1zvy%J0TkJg&Upu{P;Rr!)!VE55y9a zl1QpHLvsu$QyD3mv_|9N*5jgaz9a;Q2gcbvkl=Ox_)+ayzle#PYXl}}Xe`dRdt<}{ z1TsA z;B+9~E;st?OJYwlWq5a^sPP}A#Yo8B@O2^-Aq_Y1MNIEdv2FyB74CpYZzxH}bKpN` z+L^9M2WQW79ZpP?S(;iwr^$`5nNJ0&*ftU}iM*^00c)zGfN_MS770!T9bcV?2qY4@ zB20=DIph^?0>S_BGiRc0YDqlgG0%}sYdcj_JLg_fa3~xfV7DfO@!jP5v?Us8~0!8 z1X(_5MzG2_@<9Z99%N8LUkG%asNG9P>3;;>O7z9jT z7K~K`$$%(%?c0KwUk)`csRTOvz$%UnUGZxJ`xAmYtWgvTGt2vW_3uab5?MadhE=~L ziI_wUh!PVss^9-|z+_AO4nQ`FhUNC19~Uhzf_(Q_nC_cG*$D4WnVh~ZNgAi*6~+Y) zat#;^WrT=vDI0W`pSX>lB>g%8fxPD$CKpumZgLsYU*gkjk6 zTUXa|K%0NYX~-yWf;SCM?7tSEs;YjuRe>zsLJ69?q!I*?rwmRHGb2~Q1uj)0gx4P-VEL8mg5n^#7L4HO&p*cS>|qCzipb-?Tc znVuvgig1UPckuxMBea>sMH1=iAeYUyE~XPu{8ued9nQfmhjtz~j`=L_OHe<2&O90f zj^<3EU>oX?`PoS#$Anisyig}o4Y4WeaUw;=PHcvBvs(h#nvCh8(s+Z}O9&)Cb6m$@ zBB9F|7(CCb1~I|F*Q{Op8fs<|>tcIF5q?s2<8PoY9gwV(gUF{G!(GJYO)6GUu!N*T z2<>~Aoi~M$*l(b%hX@M2;R-MyWbzkylGqmU4gly8 z4toTv{^o36#rd&Ao$}b4h_Z^i*uAmW)sGxb>Y&1u0Nxz?{dE(L<5mG+VTn32O3o$I z+QJ{8KZ&&KWH8^v4VLrW_%Oz($TSb8j-S-KB5slbn5;fr;yb$$@lAB0PLZ8U`J1ym zKcNC7a&!{O)Bd%CQ^9tzcn2pUHn?d`Md4Y&G=d|bHqH*f2Wxxjeq^ApG z91CjYl}C=Wnsp=P17Zlvi(xmzmtt{Zs3DLj83RLlJ~P(_jkP5RWVZ@3N&%}2w?eyD zsHqaNjvJ86or>v@yYTbVYYeB227@Lq`P|LO!0->>4+GnXx)})>2-5Gf6#;;l^vzd9 z=iLdYLF=;eiE9EC=Q?y%&uh8VDPkn%3-~ z!?DEvS)3bp?%aVup8?Us@9teTfIlY>d47I1$KXQt^XEY1q1ks$Gv$M<28Cc`YwP5? zBO0*Th%#N_rEB?=Wnu9=8~V-8{{Es z4I_I-ft|PJ*K{KJoNCJCga;6Qn@|Yd#A<^%|9buns(iIF)nk*McbJDI6L=7OxMTW(<>Iw8vb-9 zx1JSLXgR^jVgAzM;w)-U` z)V+pli@qIxfDljkK#<%)BtD=)M+y{#C|;FRTzAdir>|56km)5-ra!JsPQ{cL){MXx z5);ty+bkh*@cA$a!lX`wL4;wgMTrm=%w#Dt-DfU#qz#mU>Sz>XLtWcafvXC?I-Kdk zM|QDl*Xa){aaDUE6hQ#GN~#esl~03XF$f21=S7PFOmBG6T_GI(AN;k$k-+ql5~aEM z`QdM`S8&KUu0)Qigcbl#lt}&9Oym_1L6UaIq35`nFVMm6Ta8=9LoXJ*7rtWZ4P4Ty zDp;VRGjI=NRNP1r{*a6i(1IJ;?KvZf64w`h38|!^p;0A-*NbyUsdfkeR9Es)g{}YH zQ4)%xot-@SVrJjnd-sw+;sD2Uso&tZ4tM*8s){H+$OJE$hYLwEe1x6jAR}-szF0H9 zCk_HQRm191GWvr?Oa&Q)C6zJAsy~yH8W@J*kKcq^2VhFU8rBpc_ZOxr>Jha$roPcp zAv<3^1+egQ%T^@bw!a`??DDgmoH8;&gIQ?N_j$+%KZOzU6JxRkmp1Bh5vKoba(|VR<;*u>^F>@?DBqi>0}f&jXCSyQlC!OWnsI8manF_-@j*n7sK~E-3@ED z#@t#NQps_X%5seL`h)vhIcU0gB&fFtRPb#U{C4}i$$bubrnN3xYADOEY=5IYIp*xr zxG*n4pVm<{@HzKU!NZBZXPyD5sYr(`W2 z{KVWcG~YgyYqnS>sL0^GIO(l4G^(qsTe({C&*jt=J9&A$23~k=z1ZeZ>1MHlQnQ(? zfwczb1%txD6XIuI#+@+n7_{OJnk*Xf%=Vg}$*l7v_mEx5waMt{g~K0-e3-#|uF|`$ z(QVm%ZriS?5 zB3UU|ar?Qf#qko;x{!co!@~}5Xr;?&rQ7ssE_BTGN>`%aYEhF|{zH{>e9G`QF*xh~mqoPV{9zeAW3krsKv zOyJVKVqm(cp>U=%zve^XVF+3h>>`vlh!JU-b7cqikP^ zf|EJRz41}kVf@#!1A8|Xau?=Gd9{Za8ilfA@4jXDL9=oT6@F}|C${|mqc@G8HcL}p z^^84>1fF&=QeMn|jIu_U zBGecn-OgIc?d{R#Ir%lnb1Q`=Z^)xhj)5V2sCc%*kHwsIHK%huPY1)3=A26uz35H$ zg%a!K2DihAj^@MIyXsZwLhwh2YP#q?xFJJi8v0#^Nzsy*5>5b#}4pM5qxh-!LfWN_ouH0OXAFON0n-t2i&A3Mj z#pm)9>uh_9&zUc7eX&*`w1Yf1QN~&_UbM60F;QlNt(0rNH<$aUWrM@Z>y19kJS#=% zf7Vp8Fz)axw@GZmj-sMmuo?&Y|Fm)G1p;%9kGoQ?-RfIWPfJ#k?0ZAwFov@bK@ zME8gTg%XHdCv>Q;3Qbn-I!^)FUYUeP0L>P2tcIWD6l{WL%$J}%Hg zTlulxwbdW;PQ~ke0;t2IkaGaw5 z9`V(cXDi^7YWRAD#uSCJhmQPT>c`;3j~SZFC=Zy4-JXtANEQzgqELj8M(<1J@_Es# zQz%O|{f`rh?&if&{=R+Sjlb!aRXi!6S9D?AryUzqp6!j^K_UR{IuhhUG9d5i_k$G| zGakip*5VwVADvapue2j&yiq1!s*u&@uE_DjP3$4R4t`li*&|LaE$vOPGCu$Jic?Jr zG-jR>Qwt;qKDcdqKPx`i_xB!_uk}OjVPYWbo7$q1@jaA6p=Vf%Qw9cG4zlhO!ZqIa z!F7C)ytg-uJEmpv(lW}iDRQU-l{H=%B``YLI1=eaH1bJ}z}5anDj9UE2NBH|OYnabdkSkjpL|Oo-%; zZE?Pc%eswVj$Jp+NV?3(L$+~gu@7hFCVgYw`R}$HsAX{c&|2E%rMDZ61%Gkr|98_5 z3ocU?+`EcGY2?Mx3{F!HMwnFnYf=Vk%T#BgU*G*_w;t*&U&HqAdTCOYQC@j0`Ks*h zXA|6u!&(HLE!mnu`A*^9Vi5$F`vD{cs!2<_%F1`5Sl6D!v7-9}%u#tv5gjePEm=z-0F>IMYDFWHU$ z#$Ug~2rl|-3O_}CZUO@>S&8*Dh3D6Az5l!?vVL!h>gcONqBd7yX{5Uwij(1P>*@z zNo5jo?myF`Aksr`vK-@p-D=|Q2Mc@n#jmT-DM+qYocadQV2fpk)OKsxwVRo6`G_$M z8sysq$^dHIK2p%17}SN*<@c|Sa{Q&9#DH01_qlP4#S4<`A^Pt<0h`O@+J|qbQCs+Q8p!WHqz#*hyP0SW z2E*E;UxhnR^eyxE8S*VN$7+60xy3`e3L6Du&MPCguJ9~awY_cR7uWPZ?nqN7+TyP` zmf#8jD9iUR77HVHx<6=%+qu;u&(F~Swd)XIvsSA)rY}8^ID?{u``hUDssJdvfz2JfO>BXr^B`(w>2bwyDZ@84*DIQB{ zh7GpHorMg=p-!f+>_=KWS1z-6>r_F>tlX%u&+=a@*4+LZ-Xe}cYTz(ZEhzqlIo4uv zrm6e$5qrCrUOizN74eIB22MEt*9(&zE^Q9OVWA$$Kiq+Gb-iak9*t#W^|a!&l@=jR z5pXkcrA_PwLt^`X_tATp#k;}TlibwK_wvt9sHtupa&Ic=a`B#YxtHlZbg3h#^<06S zdEcssyz^_Khio=bC`kwQH6)$Q%okXguwT5`km>#PLKAtq4L<+pDt9o7)9kdfF&Dp_ zCgrEp(ZvC*Qd}LKL1-|%k4HI>OMYRhdpLp4^TBz$zE~IYo0q2iy{G(B&yvzMDOB-g z-&qj)JK9lW?mAlX^WmeeYQgxyY1us&{t1{-X`*ktaz5&8oqIbCi|`mr;{G+OAU|Bj zxXp#ptxv9l&C2TgobH@l$*5d5d}L!Lv2J+c!I}$zVGqQ%l>aZLzB``k{{8<*8aI+U zp+!g>Sw;4!Y-OEN*+TZp-ZZFAWRw1ZMP2SKa06nA3ZZ>FVA_(zHyvm=YWfXBvt+=AE38%VxwVI|7*}-rK)Zh3 z^&Y*eRH~O2{Oh39`Zd%Cp<|jXDS@t641<{n2u{2KxiGY)HK5uy){yghxcbA?rL=S0 za{%fmmAmzpBD-IEm);qNy5YdnHeV8!E%zlU{^$I4MVA`*e?wC=UY$Sl&!oK{@{%#hwgM-qmw^&^{pG{aeVJ6|~lc ztEaRd&LZ61aQGQ2(<$h51E_MfOy@X*#Qz+g=rUNQ>St10!?ZnngdW_ zujp#S(SN3JJl3m_^ipp*G1(Hj0=npD9HtU^0S@NuF}&ls`fTBqj$4R*QV5QeZV%}w zZ1y5O9&ATq`giZ4?rn9nD7{w`7(_<_!6Vf>J!(ztgY^cfIf9@8D^cvC#GISz8Rwq+ zl%DdmG!n~d?Rj?`Sl#nrH}Z9Co%AuyskqEN2ap(ubQ%;Zx-t)G+rn2GZ@WixW>H|{ zK27$*0&O}E=sN#+Ke`DOE&T>=<){_6xf$%PlH0x{cmXj|*`R;d*> zblUslJR9TOn=-lyWe5ZC!6a#`J?ANVd}y<);8)zvWE>!9Mdzaff(j@?&^hwaKjCo;~0qg#k7--v?scLQ_A-TjtJv#oo&K(rhk zc6~RF;jPB=`)ppq?mGBcdXNfDwU<7TdFrVo%d+?R!?ujf2wDShK!)K%Dg=s3eL$C zWl3Yben)4o2k7OchVxO;Ogx2-z^5Z~?8RA#{`ToA%lK;ByM*J-%;9!(;ZbFJw|zS2oj~>7imuRzH&( z;Gl_AM}>!ws;q(F1OLStS@FK1omH4c6SU+k8r_8D7|Iwh6EL*5&z>y$yRfNN3JXlX>M!l?`52=Y>d$A7i#znT>HZG)VJLRwsm?!D*M2+NXmg_{qGY~@*jtE02 zK)?Q~Xl-j;s(iAS*L&e*neG~RRp>yiAqZ^@QTc%7?Bl0;xngTJ#j{#PJUo0%)r9b@^wuW|g4L2A)xLXFuo+O9PGA6}qC@g?eU!E;WZ`yuLUlKq1i3)>B zHT~_9NnkH`((LnPVKLks5BiowA4}h^DxQyVIY7n2TpjEVUZU608VmuL3@N6W^y`GT z5D$74Uf^@L$g3_R$IxB(sy7yQY7{DVSG^M#_@T_fEsk`E!SOnQIS&Gq0-bVzCI8qD zz*;6v_ChzszPFb9FnrO;KKYV~t?Q$dnsk~;>g%Q+w`g|GXLD))ET%Z{DA-T|tX#9D z$nG#`(#7q_Ac@s`Td)PTMLYlAEz1T+0E=cKWE;8UU}SP3naN9d&Gdr#oS9Wbz)}2F zw!=989!qc^$(BL`j<+VeEuEUc=pw{zvU@+q;5plgW3;;aX$sf&X{gl=NPwuumg)aa zc*aN&DxFkT?(Va`)cb<%-4#z*i6VLSIkMrKkaFoW%p^ zi}4WJhzsfNLL|9@5dDhh3RTZ+w1iLfO2iYMVx?!0O+&_BxqFv1x03+?zw?g=Kp9j2 zA}A@zh)^QH_~qgRjeMc&S!kjx>EOoIHdvc5YE3JQhdL^9aps~+JXOm12)XgJLo3gy}?^Fk+?qY zvoj8vh_jArB>-o~bQh9g7_2ovB*?Trgrn}q^UT$UTx-MzX_1j^UqP_<&QF@1bHGXM z>2%`-O%ettAC=KzDtOZx`&+WdaO0=G1&O?}4AbJQ>54!nx3a zn<|12PI8*p84h7ag-3#=e|`D=>Ln#_$>+&SG*Vl3TRU^R-X)uznXd}UR?;6rp65H9 zBN&0D{Nh8bJ0~1uGWG&*{hd*LL&zs`XF}TQPc?|hoyBqrzR>I~+gi`L{U4tbPbE&) zlsnV>Jb9f!YyU6q!#BWr>7nPFSN(6B!qMYr-tB%!Tc~<&)a$=O!TGWSc~aW^#pJmdOlQjtpE#%} z*xMVed@Idpx3P$apdjCov0B|G>OffDJB(J z0@0jDZ+q%)&7*^i4A8*v-i!~0!Tya|hN~KmJ8p5Zba@}Q7b%K8kbU4B8RhkHE7=<5 z)d##8gh}m$c}vR_S+J~Cocf{MgvbUsTsM2x?f=O2g#Qr_zz-9}I`Y~5`{Ivf>(u*4 zV6R#tux69&*j=(y2cag|65YAo> zjTD0c>%pWZeE3&{h7wkp0z;`%eDJD9WBE4u#{+x+D@UeA3#qofkEU^L@leGVxqpo2 z3){!3s6bZn*mAw`)YU7?mqRO){`<>P>G60@BKE2azzbZ$LugrrI0~b<6=ZwW6wxr1 zG?u*typ-WPvdfDP=hVsGpwZmcw3*lZda2BH-)))AN4Avs_$vs|vT&S_!Lw0Zl|3J~ zmM*p39^99+FI54+kd#w}uUYPD4|{+b`XM+Z^~+}$QW`Z|$^Sr&$~#9+lwdkX$eAWW z_wbmqAd`(L>VE(wGOJ12mkQ&*ih!62v1H!Z{}1f>?~n&TMwd|G`F;5m-tGUa;NtXbGl_Dckz(lreI*R6CDy z;*cqZubd@lV&y?vQ8aZS0bR_r8B zvy2qG%bx^VFb3ENMKZ@d>=pjV&51K>D7D-zQ4LXfJQE=Bu

    @?VE(xi|C@k~OVI2^oPCYO8iv8E6eZpF>{J`^4VJr4!bAg) z2`JG^Wxl-^J;8)+E>y41GAeTWaVwB<#y^WsNS^wuMCOnHS37m`zug@%!CUP%Yr21e z95AbD@xj0H5fQ6gaL&4wbl-)>x3ycjC0Oi^!heFt4f@a8Lg5*v5BedByUl%;2PjlpU)fXQeOEik4cU6e|tD{hl$z z%D$oPqiJdg^`=2`x`+BJNI&B;pRc89`n0y242FesPwhh}aiMA~=}~)cI3?`sjJAqp z054F-0eg(F*kH671OZ30^APFK5zXz$DxOa|uD?G<34R}0j@JBvq;t9Nlnb`t*xZJm zH=Lg7zxK}jjf{Hh(?Wo}tWfF%*H*zC$dujxn))9H97ay>gS8j+KhwUZdvmt2Gg++8 z4H~}CBo6pWar)T`&`-m|79QuDT4gC{8GU+Q?SCRvUd-*yh6+1h*u0D z&1XH3W22~02vfr7?u|JmA~%%9=jJILs~B~Ft}A$v@XLzs=TDD(UR&U6bt!D0!M7DP zrPj%&a}^4EpL9HAqOK5f2T$yz$6#(pp?4GcafCjJu`)Be3l-0&6Hc)V)_B}PA!~a=)KxaviV00gB8MaoHSbg)mr3MVs*3q( z6K(Z`D@XUXIym3jQA?3FD?M_bFKwqZDZcHo5gl*{F>^vD?Wj3Rh zpt~C{UoObQ@~8F)tmcSMiXaY@LUY67P_YLl9YrCU-Y!97`dkiG{E*yAN=vhNUP$x2 zp@C&jEhMI4`(-36K2zf=CjM!Xvt# z@V^b{w4YN9Qhag*BPVThL00Gu_JHYi2twfp-?|Dlj+%?fKUBE?jK)_<;jzEX_w#*^ zv3oM23id=1b4l{fOMzqs?dum{69S0+N6zYM;17LHKtaj!d1{6>eb2y7i%a3RZxO|O zZ(6O$VhylP1r+A?#=8Ic)>tB$w3gzfJ89Lf>0OHq;Nn?1g~Ady5+>C~bxs^mJB%dN zJ@f$8O71`sUC68VV4=b3Feq<;1SMk~z=t6lX)p*9o@_Ga{h~nwAJA#YbyxAyns`(} zD*RM&Wn`&Tqdn8|e6IQ0yJ)Z`e1xJ@BD~ptjv^J3x)mkw ztxsthLk2JOgL3b&P#Yuae=5ur(wMWui#>9^dDW=VsK&U{iM82VbG7-6L{@X z^~nm3sf<%BZjV3y)n`82S?AT~6IK_hzb#u$4`q-ETn<9T5;lmU1k6P2>i5KA~A1{DlFNNouV;hq`o@gL)KzLhqu)?fv zO4q-6GADs!1S1ysFK9`3ItL1JyWPJ9!xgOx=0* zls=x@2;D8O7h1vc!hak za6;pqcJntVD*bOlmTL-SKCf)=N?Z~QXNnbB(*b-}PVv;`T&tBH=WqRS|GE5kZ@KCX z4T}IK&8zfzReM*r=P}kG7YmEE?Z3PoOZnf#9#|yP1{$lG*1f)4-DEj+iJp_JN1rGr)Yjli~z9nWV&VU8H zbjg~BqT=I(yPe53rG!!PR0z;2N{Gy|y`)RAw^ah@8;G@)f<#ObC#X?Du?Mh`&;h8T z1fm^?mlQd`-O0#wv=2wX9{7fYG&bZ)nf>`qd7bdR!BMk-oa!)=q)=G+?~24Hm%)_N zZcM#IVhBG5{6s*QUr4;&fh<*S@1?yGaA6$Y3T|^5)w?l%53Y(A6U|f3fc-72E9OJVJwX{4$5j-hfs?8h5$vuK(DPU zz&*){O;*NRMYhN~1%k7rq}iVhkAqpdNx(_uL=kECDNVYt!mkkyK>(xU+C)y6e@0Hv z(Ri|@endq5wju;NARD8|#r2LjN~}?4IhM&3jhe|weo@etLAIN9KvFZ zffDg1#-N`l0-6y~e_rzp;%+ zx>NBpG(^^+)DTIWMaT_YsL?6&`a^t+@DWGr_S@4j5-f|-msttD5@Q**gQD85JQ#n~ z47l=cyCu`QFV>wD1taZ57PVKVEnL0XXRcw}hKoh&14|6hdT6yxay>Btk8|OHdex?e z=J(+4IZ=ew-A4Ad&<$&pw`E(y!orFl!KWwUV5SM+qz{?luNTsfMQ??m{L@9(EIB9~vx`NhCt51pWD zOr-wjx$&S(x?pnXzFN?Rmb}#`{88lvU{UUjA23+QHidFTE4G?Y;@@D^M37M_x~y&c zt>flpFNu2FYrQu!23TVhQEcumd*Z11MfreELg;kDaSQB}GI4GCykLX+vB0Ou& ziTkeAOnetp^}fiW-};XD_48!vNNn7tgQ zA|kf)2+_@I2Nkrr>SU7-)!9^Kt5gegsjX$31L~xTq~Wd!p=O`a?N#B zGX#dJ9W2KXdw5SpE}FlQ?j^NaFv`k2d>+#0e;bxU?FO99iao^ta4}r$c`RVP@s19E z^$n6BC6FLN)o`#~ZSPnLs8hhM`zC~2wko)+nRSs`>k55CQ1o`OFale*2JM9zX*UW_ ztiahG6sn5r?soA0-aM08#*m?5*0Ys|0|e3HDUv^h_U@pRt(VNN_&d}14u@0H+20C} zqXtV5d$KO;M*wmk$Nu}RXR-XjH`qF6^F6?zid!ly@ykFGA5kIpVqiK5%-#>rMx_WD zPT$1)_o0#b#3ouR6qrK1Zf9u~6Zz+Qm~)U;dN?I#+f~+r7#tru^Eg@=ib`E%iD7S5 zES3l3b%%^z_n_}^$Z6+@BYeF!bh0+C$!Hh?FpRS|E}j91XO=PMDRvU#KZu3{UUQ`o zYpt&pdEJY#q3l#RXnH~8WQ79S@GQqWGFoJ`t)P(4J#Q%VB9mwEWi*v3lBNAiZ+kw%1PbCxl%@l}U_a1^F zi3;R|&C0VPV{fc!9Fp((?gklO03cky&9aMY@|oJ40ew+>fK*VlD`Oxj3|YN$fqIs; zZ4J-^BK1GgevHm*wGi>XK|*Q-#yb$k($vJSXJ>HA^`=!P30`<=GQOT`+S-NY34a0} ztuvRt;w6{TFgGl1pUGXKd~!N#6dd=d-ov9hS7~RR*T8mYAR#g`r<8*>KXEc9wo40vi*@ zD-;F?#tH?qn~e}-7I*}(NsTcvY7&|Kh9lHY?CnD69YN!eQO=7+r=laG6hrg?;HcpH zH_rsHDlk0xF~%fmW&oewARLdiFd>5CNmp^-Kovk>>aR123XBYsIV{xN`K2kNB99=; z3qLY9Q{z>@xm&C$Gzm%cJ&$mVynrF+6_QF+W|K|7Q%^x}{!(E8p&V3bVv2ndgfVsE z@jmUkyZDhHb!9R>PcRd?5sI|x^IHmoVeiNH%Y}m(eswe7d~G7RlQq$RvW=^rS}6x2 z*LlT@xNNXWpJ#YdGWMiqZwSY=`!w*5^mwe7yz;?^$zKm)o@B!QfH3vx-5d;SA_C~8 zflQAAKnzAZeL->~E^E*E#E%>FJP4F43rz%F7Wkr&$~&d~6#Ku0I&h#g-=iaTBd4^; zT7k@8%Lc65A8rL!P}xEyLS5_}HN%m;C2jMzGkMD_n{IL%?@N2DBRnLH$Z-f~|5f%B z-ir3W57&;|oDMehWK@0a+!uT*`Y@l4{r&6VqX&|pJ|99inB>wSTyMSyz&?C8rzU5fKMqd( zIFK}Old#zl-k(pbFasQq zTJD^pGY(lP0rTqts?68l+e9>@!-GswkPA)w!^selml-ZVRncBz36b5xwQXKJV|3?0 z#E{d_-C}Zb68igTK(1VLuf|Ak>lb~^*Mm%Fo}IB*nE70Fd*R1oRJYv4NM;5YGzUkU%1 z{}!sNMlb5W*h@shFW=a?RPb5ANxaKg%R>x+3PJ{T#ZL>^BTb17Dke)t(Sp9=q)UZ` zA3VtYp9CjXSQiY?q2zEsRF=Ju^MIy!l7D_Qf8Wd8lBxuifW~Kol73K^d27neXEi6T zT5M>eX&vZjccfs<5PgNwjX0jhLqP6-z00h@$0f*2A7W8o3%)QzF_fB)wyQk60Qa*Lh}%Gm z>V?zg3#S))yUPTj)Q!H`XJ^R>xTUDx$#uC^{x{6g+w)J~&?}~$`DfhC4xJizt2Iqy zP9R!l^O|?#mF{ojkXy{JISZ|h7Qzck*wAZuJ%=fcpjkQeAo~6VksP7Q^i`(UtR**j zWL;gIE99J+-s(DQqWu5#Mj5QoB?%!lWtU-&v``j9?JL!*nYIZ2z@F0nu&C$&g22L3 zPHmnsAWd-o1IX<;jH1l7+klUsBla}y(NCsQK4>vIAW{tOL-a9V1vaLqLp5O++!=>z zNA|MO{dQHTYvJ1NE1)&RPi`Q^aUGb}qkneRxu<0A57dgi0FG(iX!OfH?$--dPZsal zZg1{_eBiBo17gE5_~kv%pX5x>9hyYg%ODjhBr$~6Y#s6GfGe<5GIx@JXYx+`0}VX3 zG%dE#OE?9N0Y?gtGS@>~pxaJb*rSPNlq~+6JPrIB6}T5kc&*=olAOQ-$?M(mJpzC* zu!*7=!$58q!{P$uHpvG45asP}m13sH!1OPsong4XiJZ`(A~uU<+NhQP746XU0`&5V z1SvHwg8*Dh6UhQfsst4XzU9G9mI_fTpb+Mn`{ka?a9nyIn_m610TLsNGvGr2lr`)- zI594{Rv2D`IKzm1?Bqp43269Rb2StQb}zqU0z&G;>JxVzy-3fWBaYxgpsi=p`M+)R_U_1~z$<>d7+sg1DYX{n7m)nABZThc^L_12rZiOb#Aos`?T z-}mcl|3l_%P)MBXt_M*;NaIa;L2c3z=Zc@S_;2}zM;p=on<^439kH2NYl9v&P#@Wq zJdH>(h=ZydvjhanAgCA1n%qR2@SPHjV@6ZN=G^XfdBLZB8^7qwd)hZ14F})hAK}Eg zbG)zBzzYBjNtLwutsnAX2@!d8%(9T<_Up#Tsfc%GLT|8-PM#T1O^OVBWXA5>-9>#vuuC)Rp6Q5Hvyez%`f+j-S$%v4IaP8x zf8cXR`NF+z?M5*3@a>`KJNSm}EgKO5enJ7evbNl9e8ohXr$TEg!4QnXLnusr?VOIt z(IC7q14Pwb*Fh@`Jol_g_q5bNn@)>7*QKbTe#dPfxj6%2=YXoZLNKYKwfSoViW8(W zLK6o!R+AdL+8v0nkg6~p#Kl>V_gR)-@E0m!UIp^0h?hOEHkwPGsR*`Dc|z&y*|>2a zo>&&GMvsfLBjSULlm2W8NU>GXD)cC?3G&(cjn6zt^-AD;ElYi#aqiS58}@RF$$lq5 zfU6QhZi^5#j#^&?zx22e3vsxt+fwq?S4%J`R_)im_&#-}ia_ zRM_#2*M+h99**;OgGQh*Cf@ximXfHKiK;1k9lgL2oxOXtAE?1VGluXYgOq+N-Fe*= zsDVZ~#;4`*qG2r5v=Ac%K~2j}bgUFYAfNEiGa75I0eawVBWvSAqa9oc1tDC)lssR~ zk$}3BJZiL)`&AEdU;+w;KuGXwG3`+Z;EbgiDpY^VJ;gmqIuC9dv-L*-jH zY~Ntq9lX`)CXqEpbiB)UjDNrr{~S;uIGT>#InOL>)W%zF&~X??SAnWG5JkOx1-QxI zk%@5jEW2~RVvo642JtWdQ!HO(FLl$*1IFt7wQ>C$FL6|mBDX4p>-yxrjyucGGQu+V zlCnhZ>XHS}J>maj2CbNYu~YKp=VMAOMwiON?C1`3G08b#M|L?{LoLABxDVREySq`p z61P2L>QyZG*>#aw*5@KFw)FdIW}iRS;B%*tl*IVBfX>IjK&R!GxjK2W61yAvLnR{N zp9Ty6MD6#7u%6}uTNL&vF8_`&asV~nbYMibxqs2G0BcC(pHRmzDy)y*m zxv!8J$bxQ28AHY9x0X`A!&iQn%%vPhHUDtv0xLD|Wbj2{)9Pn z3T;#~1YCydgho?^5s-@CpK_WAcT1-Pu|;>NjsWAm45vwm^gQn zsla#X&D2zFcLH{9pTom@M*OzbA=f62R+tugCP->yUt^QsAw(nQ`8T_)5-B^DdH6(!;3s2I@mVcSD zvomSU(u8!Q2bI83SkJji=F z$(r0h(|aZD;r2>*fq3$O2whHS;y@``)rWzWhUb1KqeTEMVYrv0Ds^RiyuYPkf#e+m zp2AEf+_NS|`7y15;~^YfZSmkr2An6$TJn2;Ht)N6&9*J!xg zg*!+S9h<>&D0jO+%ZTu6)t>oRX64eBC~*eMxoO0YvgLq?lOOKHVxE{g{|09M$L92s zSwZ5*P7C!L`CN^m4r3XIw{~X+Jc5l~+y)oMqe-!v11&83j~!yx&Q?Ev^6=r)XHKh~ zJ3)V5*r0(;E<5Qw3v(9M=Hc_-*|&cF+)s5+u2%S)&Y7E!&hi{Eva80)(j9%QcpY=t zJWp%3fiz=n;_OUn9~fV(XG+psar605Jl^)U-K#8)^R4A(!>ULzYqDzjc3HESAP1hR z2dMsuahoY|Q|l7Yn!~4UVIA&J?qfV{5|Y^NM8=?ey0Iw+TgtE!Ty)S>$!Z8a3UPnGO>RU0OJkocc@^t<@EkB7YfE!+E z2SPC2Ynf^7Ax>bCfSP&hAgNK@Y*+wv@htsdIc@y#p}OLrQc8_3G*0mn6Y?GY%u46n zpL90{>sCmYAMqG2fx`yf<+8Jxi@>`1e1BTd7s!J7eo&Uc?AH2HuVZ1I#(VxreoZVy z{rM7tQc~s9mQyA+HW|McZt#}o+KwOKJEM0&)}ltj-66Kb@Zf1lO#J#xkKaHg^Q=vO z)euxm9#o^l;`~SaPuonmdfvaEFq;J>dL^@2&|rtO8Cf*B+K&#QLrv5M!bKFOt6X6$ zmL~)pS*BMSV+Yaf_O5KvtiOZxA!6~KFvo*kj;DMR9nHx(_MRT{NC}fqC^k-FM z(LKCY3gJF$t2ijvAcS% zCSzKWj(E(~*7LBE^idM8!xV?3g_J655Awx2uW1`K5Y1Cj`ylA-BnlV5K)a&U>S|eF zqR&nBi4?4i*p`Oq}>n6yUvCsH%o^jBze}ZvME`!g1@Myo-7>)ll{$(K$U^^+Hq^7_(%cQ34?-ZA+#(EhH7?wa!ym}yIo8JwycA)|D)H#U~0VqP}omLVs_ z_6%`?F79RA(W1db8&XQ zgM#c{#`5L18^z9egkYS_+^&c6){M+%rS{usxqBIX0Pae)6H0rJ!D{KLvBf~W7WYDg z75kGLw`|GfdBt!gEY-ivZ3T{2Ok7+Mt3P+h5$;+nkYKFI+L`v*&XkavgR0de;iezV z+h0&88{IfoD(O-{H*7t&pjz=$WaC&yMspF=rZ_E6wC307LzUt3h&YB&tu4jbU2uZv z)(kTJ8OVjy|F8-ErqeS^etp`v(E37i<*QI)pnu!ucTybFRpvKE3e1W=b939JuWF=L zvx3aMy~|9;p^s!d!Wf*kVi6A7=bnKMm)1dz&CS!l0daVh!L1s4ezW4BWXtM0+=ZTw zPzn!88sA?FFR|&xLV_!wFD+r`f=pfjh3yEmqK)X$_h^^tp@;(c3V>u&!6 zfqfVT9x>AWC)_T@KYq`|WsapYUpXy#sCoZ)mC2Xb`wUacw(hrT<~E>R2oZrCJ?(CA z;gBO7wawt3%Got&N>>Vn2Scq(gTUsu4uXJh0?Mm;oY-qo&BT;6(^eHko$HDZ!q(^47NdP%|WW$ zDeC*5!8J**5%3in!p+Oexq53w-A=mHo8N`X)TK6)q>7Tpp?*vM6Z8;ZnsX&VVXrcD zXM;gO7@*$?JyrzYoBvszDk$HcP3^Q0bJxQpRXOvxx?vZKnN}<7iM1Om(ykXU*e4E6 z7mqI6Z-30)IF%DKe-rcDkHt^07&i#tw}67R*)`$uWkBBbQ58tOJO?brGOERewn=*L zQSs&PwX&ZSye+6wIB9xtF~g-a?ROrNxT~7f?vhj{`p?{^PFh;p=GyMg&~&=3mu1b* z#`2YdopA3lQ*V>I-IN9bj?=_L?my%bz?!;2Q4_-}M{A9y{)_HkBRs%k+S}u9GM_i3 z#_>6??nD{g+^P-QdXD;brA>dShVl$2uivMKS^)03UJB*?txK_M;u5pws_hi?I`Pm) z6^ZNcGo~*6?N0qkz=*mR7Z>xJyg-6dvH>m!q+V%vN`L!eDRj27`6B`C-`$}>OmdLt z2FmT&!}rLDvx4aJ!7buFlvWdD|N;!$D^f4Sv4wzlJR*0_CroLnZdF;(QJWmx8yq9 z^u0;5J1ph6B{?3A`ejX8>i_ADZHB&Kcc+Y){=7q&sDwl_?{*vSB(#U$giJ!;!XHKe zcQbs-RRDq3fifuF-g2Maj5zWNvwOCY8n($<2{nP(LfN1W#W&&4Cc#=8&J)P9n5fFT ze>Rkie;znhx0u-WG3B#h*0=*1$ARw>0Z5KeLPI3@lOMv5HycbPlc4z%k-d4X$))TT zDmZdq)NyN)+V%8;TJ28gIM!0&fZ;e|TP!~$hTE!{5!w6DXYfh9L5XSav>}=(|T*7UcZjVwLEyM+x2!Fm_kKxs9ga}_d30v>wVR@H8}6Zp~DAm=IhJr zX@KzFj9dT4?g#<>%CZ|7_APbO@=I)~g#OXoBhKR9O&xT&h7x{^0Y}NhAY#F^e6yr# zr>EUSv`(a#m*EIG11}cWyS~7*`w*3hw@K~P?0zxg7*#=a*_%km(Mh%YBsOOMwRn_> z*sPM;l1Ba7B;1-%?ayY8)E|C{agpZ9x+O9O>U_(uOluPl->{5}%!*hKgIzn*>iJfM zz&N6=5Ly|1g*bx87zN%W96>8o`upr$3nVF$5lFlVHGi3KN7n4R8x&Sv-)?B$3V!Es`8Wf@g6Gka))+H3Hn>r`e%BskaN&wDuk@M z^g|fLrxq&ykg>1yzPuU~eU7(voX)bl5SDmXmXLmh$m9NNL-))L?l@+-01u3jA4|0$ z>e%33uRWM3RKC%;33{E0LQi)9Zmvj3q(g*aVQsCfjx{$lybj1w22bJ0F+|!u)49RlM-l3F7wIHMpL&PZ0!UAI6_YPjC6V*p>=m zaI|jv?1670=<%;5I)#zrdg5h@w->mBwpic2Po63t6 zC8`f$kD+Ibnn1q8S7$*5AdS|#@$}_|e9FZAxHtD>1IlSonB{BAZTeD<`7u8ZkEv*J zONbDOl6cHmCimGN%Rx^7wtKVOYwJEIdyyC{IkcaLb-&swv-IQKMw#`h@E=d_GC%GB zfpKR>8=Clc9ME(`d^$O-vV;A+wT<6&UdC@mEDlC(buIo%2YyOAgoWzFJNmP{;tnKZ z)#k$nu6s{-nK zG?#Y8hk?LU)9u?@Nh)Pp2|jOaR3#raf75^qVo;3hoznxCahnc<=MI&OtKh{**VrjA zRMNd>9D1T*ZdOO5B#4dO2Yp7WJ~6Y2A7`M1wZ|}KhE;NP)Sj-Ncw=L!PzN@1c)rVX z%zE|Xs%by#T%oQp0qcOp`98dg=Dct>_=pMmbLm4GIGz}AL<$PKCM8 z6?M=`!RbJi40?BLr_Du$KUe0MeO`aFp<_lvPjZ`b9kcAKJNh)?vC@0naT*I{y8jZpV-mFEq^>Y4=xI#ZtxUjH z)FwfbtlHXo&(9H9BzT3w;~nBZ-iIZMwsu<{;ymF~^{nuKHqdX}_ugwoTTw@CMUiq| z<7Sk9W7X#x8N(b_H7F}M642;A zCq(3jU7K>TOP(dxGU{7i&@(*<#e`N}PhM_wpW5!9X(gR;?q^N6<?{FS>sTetbw%H`n`FmSE<6CuK4N!zcQ8y9S@su}*ui`;Cn2 z_2^K+B>9B(LMpMC$9%6V|E^Y1pAERm=+H`M%l>Ph|h_3 z9I^x+ONDV2ch++lIdU}m3eEblMjuZ0TTJuUx&M59^}5IMUWUW(!=TMe$RRPBlnU0LA(0p8y6LFx`(54A`b;0&>b+CrtII0icKGD&PiUX?;{Nx3wiP_l3}*7aU!!P*tQxOt8k!F zePj5~!{iJHkx?-H@sOquWU}RE-4Ka+bQF)IXuCt$`}|Vgjm7Ky2aCOPHM*&pKD;^} zdpO`6lI@(CE~=M7j@oX}9Vp-iIDnFm2d;eej0mW^rI$GZfx4X5DpahsQH@?fq_QtPfE^XB>sMk zDcW2Ncff@k_8PfigUB5A?28gH7aL5Durw$9k0%hM(ru8LbxAs8AHx;26rn_u=v3MV zZ1bJq8Oei`Oq2RkwPjMa3(yG~?uYT9PI6U7NVKWANMk20>_c=QnIOZ;9B> zj$h@+S%p+;U;FpVLCo^YM*GiE5(K^}=287;rFZOczOC0``OYb7^-r9M#8E@rHV5`< zCDx`=IZVYMafMoTDJPANhQ_Oy_ z`5IyGcnfn?O5jzqF_T?Wy*tNs#_DjJLM$xa;GsjlzmQG@ca(-12D@QH^@$2GVYgNz zt?pA`KD#)JSC&n_CA2FtI}Oc;d`jok6XmbHvG4Pq422TkyT4_r#>h($w-TS1UI3-U z%*5#SO^&MHPNV*(@>faVp_}Y}Hw+5}>cqcu;td?J;{}u$gO4Q-X^MXsRmc+ff@e-z zhZw$q!%EAoCXr6lWSB`5koh}gna%mbDzW*cI)tQKpsgG*aJkB~#Pc+u<$vwf0d4M|Lns)-DHu z*xRD*)c){is0>ftE0z5e7x4;UX7j^-eG9nz1*3KoJ(Mc{VoE*I&8jB?1aUUo|26FR z@*SfwJ8+z`3Fp+*(vQp&@@t%3i0Zd2xUIy-ZMn(R6ws4^cZ8jGN5=1P(|+HbRHlf3 zJ*}5GDqkp4kTdS~9pPoK5_zw_dgXBlje!7)7|h&QPhXwXStaK%pO3)e*H|b3vuP1C z_mXbyuWK;k`PUiWlSN1bUz%A}r6-2`2eK_K5j+69rD#2c**WM=H_9}g7farU>52J% zDJQwTurcceoh)Ue)o7sSJD%XphSxex)2Dq6kw0wtCATWqAQi!((K7}oMH%FQW(pj z$NeEecT5FA*nLYaVnt)Ur01fC6xDx%Su$U`Qq}yvcIWJrJmcvRHnJWHuv?gzORUEq zl63{;ixqIkbG1NGriaN;N%8sc8#!OU$cA~bc0#SN=H<4+?}p!w14Dpv#^2NC|^vztlp2Qf6eR?8usml3T4~Z62jg(!9w5*jS zhI@Q&UdZ$O56fJigP4j{ftio;k^jp6_?1VUc!ol^ir+MOFAFkaY~iBgrC$po zuvI+x5#1-Haxmo2Vk?u<5t-ZKgw|fOG7Qim@$Xq-DXD;a#(#b zXo8=#8U1btJfz_btK4sz(PebS(BvhV0sD+U<=bSXs2|-FeIa~GR*%@M;p9^@g4YxC zO+?zuHa4o>qaJil?VhioeqSRkyNZhQ$dfBX%;)1U+!2@effnq3=l#O|T-Gl(VU4=c zYL)8tt0$h9@+v)&>~C8w4OY*t(-v`@-xZBM-?#kGz42)&8Adc!H3F2V-TY|B1uXX5 zTeE^i2i&g)BZ%p$`HRY-@0~}Nb^zcUku*9ZHA@{eL{YcRbbq`#*lH)Ju{aQ8-G*K^d9Z zDtnJ4vSp8CZz|M@WM$7|OWCre?46yE>{(`6`CU)%@8|b#x1PuI`FLFOeqGo7LK91m z{OB#b@vw75oY;O|*8T$c=aI>zPFb zk|FKyZ|?~DAn3n+DISyPNj~=L(j2J7WSbm5r9Df2h0dlYrO5wm<9X_Zbt)8(y5(@< z&2d?09J+Zi^G!wZi3PVy>^3c8IE7DqUO*&BbE{x1 zk$*h?3iUhre#m_=S$ei5zc8rkJVwv!e4AGmq7!!T*BBG_K3+MEj=PuX=P`d3+&tmQ zeF{`2)Ljj`;D2Ow9-SvYZK)~DCna9laaj|!nC&MlI{8MBu4K!9<_)}aXBLmY5j=Qe z##tUs_0il4za43FD^Ye;Knsp$T`>Cz4t?XPp8a)1XrI1Px*!?*lcx$Tr4ice$cSou z-Sv$r$UsuBh;ESQv^H-tLqyg57&@^zPxRQv3k@3W$|xmJL@ds9 zB9IVus_9lvRm>{6p834fmIzI7H(4+Lh%%(MF2g*Y=$>0y5$u|w3Yg}L{};U|TIFH9 z4Nl820+!muM}kLR{Nh{=Dd$g-tw^KX48@6I!bEbI}H zx=@mg793B%aEkmtvNAuHS2vQFZ$S=l|4c7&fS4ft*Q~s+7Q61*46kTuApS7BZs;)| zap#Hk&9+X$H_s4B?R)2W&2fv}h6MEe(20UgRsv;QQ_CbXOXJ$g8*Zv()x;;XC9HS* zZla37>nJ6HvvenZ;_89yBt`f2`OZ6rA*2vb7m3puVuCL1#L@PGXhVfBp`%%2o>wP= z@Uu{TLl6p8mE`Of(PS<$eHZwAU_PWdf z_K2h362rBUz^&Q{K)vqxBABGlGKh7x7zT0J!INNi-fZ3xUkeV`;&lDxjY@lGM-!w( zRfQcFKd&0BTjRJ<>ax4t6-pPXglh=e9cr;e2kxriURql=@QN#Rh(8MF{D*wCr7D;E zx$d*ix{obWAqDt%Mc~hL*W~X&Zko=?si$+fhy;UrcB1ZI##g6< zEMB*S*|6lyT)QcQqf&zV!&X|YM@N0w|HDFWA8z8rxILl+BTy53ZoEbgquE>g^b|>@xS2k=MV;=-W>9h)C^tA z)y`COeG{uKU!fi)3#nwN59--TgmOhyv-`aZ_+RO085-h1nr-W2RY>90Ww{izB_qjw zl-u!b)XK_=^HZOCPt-TFzxo;pYPDn4MyrtVti8i7ZTAko@DTnM*#9)A!xs-r_r4JI zcska0f(vFjO(+@Lgm!@l`IPPUI>a`jZl>1Pwp=4c;{OIm(EWLHXj@^D=3GGjftCn0 z^WH&L{2{&PwX<$V7V$_JCwdvt3lV28$giXS7kCpSb{mVHYcl4WF&PBh$lC35i1XLH zM}XvFW5e>+J<-xJAisjKP0bNBHx-3Qc!Uv!C0-qc2$u5outoTd3i;_xL7(fEHS#Fq zq$*)eQ0y)WROfupi#b1T0qi#CQLoVPCZf@AtWtORPyd8WFxawKmFB zg+_JYC7kbay-f9JyyaME0gtv=a0M-8gD0j7VT^IMP`w~!6gqDJ(ewDSM#k9CDtUgl z18p;?+0q6%mOWsQgwue(p) z`?qny-@7sR3cs?LIye0Qc)2v?Ro$n2c#L#;ewyZ`S(Y$jx|F4#qhM#L*?DO3-uIDM z_2L1mxS}4OMJR0fW5_HGdxo%nrfy!V-g`O3F3{rmaf5O3JrWkO;-kwE+_^)@Rf0FV z!&~j11(6uk+{c7AhIrIj=)0XL*d0HIXmLPF5Un<|IK7&4+~a9RMu5juK@eZ*GyB{! zQi))j5m8`T=T_y2rd~YlTI^G>E#oRqE>6Dcu|%jlGliJ2ghbnLy*`D0Ln~PcFvKMl z`Bv+LSGdn$v-<1#AmWG?$uYAi4Vm!c?eIi@orlTTwqOcWZeka)V}V?`EJlVj5Yz+g zU5{8x8)=_E-WMp#P>WU$<>}c=97P7F@YQ4Zm{=ug57vN41v+wp*Noi~7PtA2`ip=vTVnGd?*3LpGU}b5Z;; zs$7sV8vEEQGj#YQC(22)$=u(aYID;>GVXbR1NUEosR`x%AU_@E^_={_ryHD_nX0&f z)$TnF2rxo<6JvhNX$;!HB;6*q`i!!N1x)Z&Tp>=Y1eI^3U8(SM85HuiJ42Lb3c&adL;x_)UMSG-XdDW~-WvwZ*u!^`hve$(GRTlreRi`BDO7`Zsd@`j9c4 zxZsxP8=9ja(bhg-AR9O{FIj%(OLWSQ>LfpCMH$0%&j0?afP{MvDj@V4S+bC~vi9vD zv-1g6&2E~^J?zEP@!5}wpa39-o4f`ui{zj@+1WKNnxjHH`1hAjm5giKo3yyaq8f9r zg=hR}%R&X))~>4)0H`ZV|3C(Zm-HK&WxoU`{DWDb%9O^sCSV@I6O7e(t#_lq5gjrC)trH{d^B zgP1uq0@Op;jrkyM?@Ou}ZemQ8OU8GZ1G{AvVJCQ0}^z3Psb0C!9%nZkh?n(9Vqy#7joo6mY^Sarq{*kdMtB%E1ZZ| zI3h!rYCf6r@ekPT(tiHm`-gKmcmTl7WAl){z{!PUix%#gTH7}AQW$eA;bOx^of1hv zWP(WD+r8@R>GAq@1lbW(DW0Zz4#%`GIo|RTKW0zW(=L!0|LbbFsUs*j`G4XdVw5s25Tl}8>`YF%V{jZ*aja_p! z=154n8#m(NB)#!99?p+v_e6pfk_QHF-+~BAyGe>#>v?fdLf!!K#rA?^pTKVBVRN+s zmNIJ}|4k|PB(FUyjtSm9YolHZ-aTI5+6o_E=V=q?6yDC;gMWje=Z+< zJEM%X`PCSDFR~DoT?#v!N@{u{VWX7|eS1B-o5JdXMx4;_sJP?oXX0qtty0Bd9r&O|T_kNb z%k;LgkoiO#V&PCc!KCUZ*gAdk@hWck=dp5>!52Ky;$}iVnHmF}#KAO=c|BGLT-+5J`k%N=&xdkv*rB~Tmk|pUgHh%YUuS$;R$-$zFYrU?y zhr$M4vmBngNk!hXg25_9+y)3>b+L1>sXD21-W7_<&9BHnCJ|%<;=y*wUDnfgKB$`< zcZ03+$`NxfK=I7mSxQBlYtk}@9q;$+ObGhC8#YTe?DV^E3MI4Ps=@s7A-yHWtW@sT zSW`GThdsSyKL1YvlEt9S?}dboafvt6<9Ag&1WoZDW8a;s_e0{SG@1_AR*)I94mV;jTZ*N4 za;l+@E8KbKS-Ypk+%)O+zpIOPT;xKfyP|1+J#OTJrPO-#xA2ygf*wMI*ejpP8J1bz8`Cw)%<9o z)veV^>ieK^6bVPn8X@O-9r)5lx8u^In(i;{jL%GvqbsuIT4URjw!baiw&vRab&0Rq zTlFdcf48eIL`@N( zWCnzJuf>*yZr+l!nhzk6ej~Zrp8=8fXzAu;Ib3|v4Ag|G$R1>IX=)!b$=Gtq@Tm%v ze&k*3Bn)6EcJwo#Z?9T)^cG>??*%o!i2K=0(#+WjF$y%W{drG~YWb30wfgaCtenOf z>bE?A6Wr*_>|qy7rUK)Qt*&ktDRO-MOi@NUD+%xW%)I6v#F2F3m*pOSnO{BWWTiE6 zinOu0T9XV>3HHy2eMQ>b3l^{V!(PDsLKoYuoL~b&0<8MH6b1h2+dHwbM)_)x?) zSMN*`Kv(NTO-rC-^q4DQP5Cvp;c3<*YC-?9nPu<*7lww!RZY$SNhGfLvX z+okgYVbJ~OmG|8p^6a0hakry|$IiBu(6BRG8x1-9ZM*p7t&k}w&ZIe^lm=3Z`dL`d z%=H`t*foMAL1ce&hJ%(jiRa+qoVnN~gswv(7Zi zj0rVEd5&c08|p*ucfxUnemlh*AK1AR28AWej%fqzfA&zLWVM%*FapWwP_Nm7dxY`2 zU{Ua^4MU%9f%8H~t!4g}6K6$73t#cUe4)@&|dE?d=nm!+&=t?n$8i&402r&alRTg%C_q(k|H zgps5@E156Ms`w8Qz5*%^6$Z0sQ&#W;uepcHCt1Qxjl#rmI)D#JXSfddZk~oTfc(EN zw{lv#v`{#H_N-qySvryuRNJ>X% zmQ@^K_?jj`fJt$BeBPy<(`>9*d5VZw(w|8qw-Ehs{@x4{Qk=ToYMnniuW>$MY&f$$ zs|bIyl#~31eP0Th@yD-N%^CAuEf2ab+QHM^^w}q6{`&0Edzo(Lr2p@A>4nQ9_rBG) zpKHf2wz{#? zpnu2`33^U%Y+^H36IaOpgF(ZR4{v?{{=#L>JEey~YTJkoI*;=%pQbEhI6LWs`9l zMGf$GT#UZl8jgg5-w+pc&D6`pAna|=8Ni@4M|n@pj(24(ifuX>yWQ(?xsPhR;zGBh zE@fpAF`61=E68^>=lz&AzrPJ2excWq(`Ld5rmo7p+|sdx+P?4Z6x1%?4VoqEvc?iN z{_uoXq)T{^oM!u83Xm@)tt#e&gxg#sU`M(^N{TL>*;R1`Lst0P*0;uPL?KC}Id3f+ zasI|t{5v<#uKo@1)e5~@piTXJY-DOM7|AE?=-f+DJcNL_wIU#utoUw*&KYgq)Vp5) z`{W`kKf&=^(@-OXBTFYfaXe22G8=bK1B6%(9r!ttyW4<8DsJKT!>v;UlW&Fy=pb z8Dscg*VA>*+$$Cp=#L@qRZh~1HZPE*NH&KP_~Ef4=PWCJy8AlDk>#DU;tY1{JYY(@ z2=ez--~Nk;sYLe_kJ%aEBuuuU^=MA6zJxC(VL~m&mW}<-_=*btsJkS4mDof^T3~$I zluQ}v)3Bd@e-W(Idc@eha^)-77_F$ju9VYHr53c0pw1dHKT_-Oh*}Jpe|gFA?v=2T z)RysLLbP1v?=Ga&Wvq`tOP|KnHt94t=;q|D=GVu#qGglJpRh*`F7;R4gFG*7p>_yg z+%9lF87*T$q_Va=YVN7A(XolRFNNgUTaUgUocj_8E1E zF?&U)_ug`$i6AXDa)`QF$?|4+R`=>hlqb6RB9yKk;#$tqNd!22EF}pb+|mh8D8!gt z`9OvewUm>%?36#)704(o119NT@d~>E0QXMwydvzl5Bgj(TYo7XiHW5yx>umo)$^Pu z>C8lfc^(vEuY{ZS!gsGWm`*@*4x~*vw+M=X^3A?H>RXn7@=;Qb{560KuwoU% zQR52J5bkx?r|`dK0P!QZ7E+^+!sdpkT1ZxfYvnL^*DF+*k^eU;PA6sK%zkm?TK9YN zaW{fAnuiJdD{?At1AVt%J36(3!&t*PXx7#cn^y7Y@T9X@57H__S)KpZ!)&y9Q=LU8-AnD7~s2Abjwe0+~CN zA*>wfx3_*-LtV$647GjRtR>Wox%i>!)5xVv+Dni|@LQ^3!$xUI%Aj!v1a|SqcN>ec z&+U029X!kZO48^57Ramo>9{t(K!~dQVZY1cXhTh`nI+Q5*<|>aPNHNwUQtUxt?TUH z{D6K0dnW&{?KQRC`!8L76p;B^9;>WqaOAN4o2Jvq&kGVj017p`g9Zi)@Mud(bXO;> zUW3lrEf7N~%^QIX16Fkd8Fu1wpXUSQ;S3D~PO2J_h3Al{D;7N3Nw@=8GN#$;3$>b}IdwJr^pa(SQqu4)vu<63z)e^Vob4@87c_D^VhY%NtnHb8JB%JF~7} zi)^RpZf;OGJhqHZB4Lbrc;o9OmI8ELpcwMz#+cnrY>8tekwTP<=62YcruCP+uW!LE zE@aAC+=pBO)uIiFQf)s0+Q_)t=plV)eEBeVkG+qbAoor^p7Eq~tl_35dK)^AGTe9L z3)xjSMIQJ`aghXIitUfxt~b6WH|C#pZ5U0pPmZ9ta?-(!ePgENS~ysWCwBY(Bk6KO z^#S`?A{8Bx4@~6~T&NDmFreRrNX?#0W@fZZh>%b!|J(tg zYq)CPLgcg!dk>cf^R)DIbzzh9efrjKm5!+}PcLSGbg9qtrRKpRFjW}f#XHn) z$lfdXe6S$#WcEcpOy8`)Fv)QNjF;-Zdi4sXFuu051VeR$-T-KZs$paJ_BF}PYy0h~ zhYCl7YDdusLr=N^x4OZKaikMRv&jWp4lrw}F*N2i6nHwGzsRc3Wtr9v?33z%C=r{f2KJI z%0&1ZvW2b3n6Bnjk3o>sY79YAyUoJAOj3*cF$n^Js3HR{6?ilLj@Lw^LRGZ9P&wo| zaN{hWj^~3$vnxnPmemaGKj}k;k&&^gH#+ydD{Xpi9Qqcr{biBd(c@Wm&cPogGnkTS*e__v z|5Ljl{zUwcc^x)$r6Ds(N*ZX_<9P;Qzr&Ay(=>k4$6NmYdQ&901K7mOH?e|U-#YbJ zv;{KP+|})*u?oo<%m)VvHyBZFopd|$rrdXV-$i)yEw7UQ_dx#zZeEprEbRw*S%$pH z;aKWXJhE}7pr2OR<^ZUbc#(Of^>$}p*wZ)&;yntYVDDo@tX4eZZRgvsM6GQ$^=R_SNP7D`&HyJ<1v11JIo~CS@$c^KcPC z_{E;`>BGMEseXiCjANpOBMr!PG?1yM9ay_11-xN-DM0vDpi{8a70;KDoIG^ACwVM~ zEVSG~*oSO$zOYH|DTu?Oy+N3PsaUaXfc4+o-VJ}e4H|yII>YpTATBjtpgjdZ_ptG?%)1TB&={1htdP8MH5NQ*s2RK^pmLJP zQxga7-s9A>Z?R-7Xw6F*+!PN_HoPyc_;(C7%IkP!H5=}AKH=8>W<@D937RN{$oN|5 zEj*M_7cYXTn3>_>;cZw7S+^4RMeX0L+VTxY&sSh_TE5R9U&&Rst%=N=?8_Z5GA{l2 z^lbkJsbuc)?$kg1)`cTvY5W8XCsqI3Uvc+YV^dA)L$;^BZhnJ|rg{M_Q1Zbc>?SP+ z&NtJeZMEaFNziOCZ0lchV2N8ruaKx{fzd&^(EzfLk->;Fz-O0gulw*B8*wBnc-)U* zqzZ2QqFZ)iV#|?Abfo_}xb)+De#%xTS%^yzN>-z!_&o&HTe>zS04>Ohx7gNn2m~x_o9FK15rW?%3}8g+&+dAsw$zs?Y({MVisxA$1*_PkI-)yyBC!x`sL`o3d^5{ zegW~F%j%28S;ynGhQi9)xf}N3j1oQ`tuoXoiE$aqoV-dI04j_|KARq|2`R^Rwr5rM zyt8x^h7O?p{?G9r*7Q2kbjHv2e9`?q{D$=60)2peAT;agi1-RtEgK7Cet-D-(jLL=f(Eck6CDruoPE7!YR#H=Vc@NIfCB`O*Hc?y49xU)_*GZL?7f|J@e~M*@w#= z|5m(DkdY#l?lGz{pkW*8oF}``ILqRXxw>x?=m$`*(iM02&1B!)})MN14!@HwERIvk2 z%klomP!EtXeywPI%^;fnjFe(`+ehjF{bGq%+2vFD5pujPg0W1h$v+3(w4g|rCYmVz z1G*uUZ~hbt-mEAe1+ma?B<#o^bg#EgSUxc-$aY9yQTH4T;6Mv|@Ba@W2pcy;_*Yto z(rb`qx~>n+_7UyLSs?02qh#}1b*U&HcuiU4RYq$QBSpQH{pt0b7_Vv_XlMT*?JEkQu?rnh3NhCk+2X#w_`!TZ;88$nc2 ziW!TmBi4iJD{_=!Gjg+$cL`=BuvMBg>>M#T!_COpvvc2*MTC)cny>wLVR{$WO{Q0X zFaeH?47Cf4JRGR_-%iW9q()&;p2VYB=mReqd*z~uZZ$8AyrFqFFDdD1tGhpchV}s2 zO7-T?N&Dx7Jcf3n4GcT#=VxD&7>f~8QGNYJ1#PBUPu5qxG@-3FMdW?Epzfj<bN8;8=LFcqu90ilImq0u_bK}f;Z*gUbx!vCQ8nPc@+)e)oo(bhx+C<&Hcf~ zqROIVRRmPcf5kkU4Y4o{y~i<$4e4gS8cUca&->Vkeg)a?EaKNYb(rX13cueRa6&jj z{TCTfo^isV8+RGvy4^G~d-AOB@Y#lXp~Dy&iluX)98zF{Q-LXtuz2e{SI#%i2xkVa z_~LBn*2mzn-@He0Ny$gVios0H0Y`hO$DXZ1Td_udo+HXHVP3afeAv2t$q->nVF+iG z^s5Dila??8@oz7*$|oaFoHUl6&iva8s;alC4pSoW|?NMyw7)hYB+yMr@^p!0aj#FZgk$f8}x0gFlEOLCf zHI6YdG+ZCA3Us>J@U8DK-})DSdc55ZHd~R_DkIW&sq6&9D|(n<_u9Lx=mBx4SM(kA z!sLnh;^vF*mS;87W`P%{?PSIt38CPY3M(h`UvX9Et~eLID{CNF*S@hRt>OxQ zDLoXoVVn+`%D@V(KP5G`u~BT;4^Op^;&n?YS5 zuK~ipZ{_NG4{^%bIXR+!Q{4Z4axc#(I!+Ed3#!& z2MyG83GKOZ#X-_(3QB7T_w{*jjRhvm*uLTgSpmB;)*afHFXZVPsSZwom&c&8#&NZ_7Mffi*tjR>_gw1HK3cH&<|u3~BNm}a2| zrPJ|aw+D(@!1&tXRC_rd^j_pT(|x@XdZ-gzOY`=wL;`9NeF=WM=w8}iUcc+=+?0w~3YgQiDs|t$b?9}kM!}E>=GUJ#nH(nh204`g4WZO1x&9Yzcv_k9 z_N*&nQ~}PaJ4;Zc6|loJ6E`ni*sQip+PWW+aO@UP^26aH@IKB`9zFB_P2sYrzF@?P z{JaDNTg$Ksx95G&K%qQumnzO-k-0daRyJE$d3Q!?1Hk@P^z6ayMn9bU;Jeuh}J?pVOL%0{meKoWR?wm3clbkM4)*{jLfE%vijHe;Lop-R>^-(6F^E+ zBXPg-5Eq=+^G7ddjR~P8GwLM|6**}4^23m%W{2Uv!@b4c5D|w4JarpG8kxwpcnY63 zJeFHOt;9eujEYZ@ZU^b2IgMuDT?CGer;~qMgn$MEBHojke#BB4Kr$Pjl(edwtE<2A z>syU#uUZ75Rk#>#gYN-3AKh$HrflR#DWi}22hVQX>i4uUnI{Ytz;XNzv8)Rt8$j1lx>mfm zx0jOY*!lhY!&W4NwFV}w(CRx|Fa&c77Q~p`w7lE;&(1!O{6DE%gE?(@DR;NoYxeWA zn)Gm#bGIW*6M>J@5J9RSxLW(`D}8?PKG1M(1GkG(jH16@rD)h|mvNpFnu(MHU>aWm zuc1*r(!6wt8DCGi1BSN<^zOrJl~a==D@)p$x`0D9HQhGq5e0I?U0vE>1l`+z zVrV=#ruJ29VNe;X8A_IjjH?Wg(M|T!HF~`2Nz$oxVcm)|U{S!3Kua$d*2c0@4B!w--*T5@k zf8<>Mfk0Q2$N&DgAJs$9CyOwF?wCpLnh|~ESPJp~8{!H?LgnKB`tDHd%+)5B2qSyA z>yxNxNnw7GT~k^6j-H=f92B9F2bBRl4==%?u`%QW5a`N%3K1PGD}0E%=AxA*hSeY~!Rb$e+&ZQdm`q47w zWRrKVYPE5lVsoUnE@+(}iLSPDCkfan?Zal;!#vNGz@6whqdAyu{m}IQPF^# zrJm?+;TYcnMYiU}QpwM<(H2kGmo@Tdl-9`VP%Uy3wec=U|JV71GuM*ZF21+(uz(Uh z3*9VTI{imJ2V?>F{f1rJ2G)`3f%iOTcM^diXP@Tyr_tHp9X>+eA3xjuH8r*SH@4w$ zE+v^$MeBqW+WRnz+c&T2&2e;qSa^cqarNHwIw&ZfvEE~F1x60x9O3Tzw=f$X{mj0z zGB5<09=4DaAYHA1D&ZUFG4E445gFG#EcZSlkp}`1Q_EcM08!;i4b-Dm`&#~Qz01cg1f zh^zKqvo#vu9X&j(mH4+2{%en3A##z3@vqeQ%zY!@@|1(`3+sDgjlu~JzN-&z$_}-A zIzD_LE`m7;-RvSx_!CwIpoC;^-|pU{&t@&jOPbkzF7Yu_%?67=U;*88%M9j^qQmo6 zU;K}M9oNnLIgIk(RNE$N_)SJsov~I0izHkSo=fq6(-i)?;bNO@DLoqp4aWx}kAJ{R zIC^}h+uc5dL<+t*n_o4VCPg08{P#DsN0T#J4qv-rU-oO5h-d%F7B+JA*Hh!Ceaf?? z$M&OKNiga_(?R}UDE{jdgX5w9?z*^aWDSt3?diDocD?706CEX{N;2wV8U1mdjp8ox zEl-aCU8kby;@k9OFXhvSukpygyukE4$n=H0>D4C(pPSAp5ED>d7k$HqmEyutzd$`( z+wrphATTnMmVdv?$ywOwZ8KhgNp%B}IBHrsDuWJt!NezkC%PR8B_<|50q7vc_F?g$JXLr=qH(OmQ0F#ipSVc|4EF|D)1~Y!CdlcW)8DCSfF+x8q#UA}>p7;@(rM40vU^&^>IzI*qs?HPpx7IKuFhk#XXB8a$c z;Lop0+%X77Cv!Z4YQfdhc7IWfzL0Qh-DO&VCi`{j#ICFqDl}wXCU&D5sCC8aBCT5E+^bRD*h07m}^)j?f6J*7W zI<|$$-ud^(|JZ#rL?c(t=O@(@P+*GHKSmzYK~MfnxOW13pm-5{Z*wuV&=n0D_UtAp z!uiP7p6KP*3WYKJ&Z0<%Xp7oKxvwIwUA|rV;))m&FTNdiO4pP{l#Z+f&pInWD4!Ys zsb^p>@0y_Vbqd-oCAKbk0*j@QN8bW)jj=-Z8~zYjG=u&b8q+_p1;!qRv|MfrUW`p( zgt~9l;59}dYHd+l`J&-Ilv@r6fhT(L8E;D`SN|Amx0#v?L-#4!i7$Ri;CC5!ubzF* zD=PuigPp)!&dKe+*GaaQEHvd)`rZHdXft7?Hv7#KX=qJQ_gg!;ysfx;^`R9GUQ8&j zxHJ1U_Br?UYM&qsLbRw1R4+RU0jIb1ig^(QK(cnowht-h)Wv3V4~As;XOK-@Zli ztITD*;)=8sUwNh7g8|bB8mr@kjkG+sL}#sW-Ni z9p_N<$_tpScmxw#Qy%+O2u58WhEPpbyid|BG;YbdIIN|rwM0j$>Dj_7VB=7G(XGi# zz#u{^xlKnT75KHQW2roND{gX?*IPsgb{lyhX3K;J?eDlWfA@>7 zZy&c*Ct8@`=bqaV(yFxY=YLTm>oFVd#2XJ1d7lq99L?_$u@-~z%bAys9VqoQEikvg z(nwq6p*3i9Kn5o~ai-VK9S6i0vjXAyVz}$$4=EH(h$%=QZ3ld6s!EJ#CbSapl1(w1YHRqgC;+*V^ubOj+^lY^<_bZ>`2v z+q#}J$u9{*iRy0}SWeCd|1m1!d zDi;=bZ}Sx!i45E&Ev>LnQ~Z|3M==xR*a^*-zLpOw|B%YoQldgX0Cm&abo?-`3s{#! zuP4i;3vtI?Ij`mZ>nTyqT##kUjpE@WKWQP7mjAUf$$t>TdC~GDib?OE=>=GcRzMuoUNhH$zuzF*ZBn0S_v#vOup<%Z`o)-#O<%}SmJHaH0C1aS_(A;hyM zq{h4(+x=HQOaX{A7W%uMN zFZt+H+TR_}1}qP(?f7A2u-Q7CTW@$;VB}l)Vq)GyoLQ)kvCr=?(gNA2n1-aO*j-a_X=5c%z0a2DB5{Qd}_5j-?7d>1SM?HKnV>9#TO!Js}Gq?D7Jg z`?KyL&f{Z}EL9!F)cr0q-`Uh*Lfjptt#7-VIhtGe(W=n>Q`@ozx}7#EN@@Dv8gOsS zJV!cp8o4$9CW`ZT+5}P>Bz#>6UT-2$w+EVqpOurOUe}0<)cm-D^l6oJ?lVi&JeZBgj1%xkp`Tn&*zfT{1!N;GYk zXpxFGphWV|6E3Wzy z>S$kwB@MibnM!0#)=i2tw5LJCiqxv3n#NZtPucCp8GC)dR;r_oCx=1R7kz8nf|?M7 z3Gl*q(w=2Vv5xuzdslTLOvR99MPHG+Z?>hRBshh)mD6{^eE@LMHoDjfKK8q>vc0Zx z0qLps!4*TUAPLf)-Al%3q|eW{?On_sxuADi=^;5I%wB2?fJdIlHZE)!d)B9X_6=_f znZ*taZ%N8TkiRT(`^RCLQ)lyiEJ2Q9E1}*Bo{c+Wv6182^sF2UDLW z+wrG6#h8_^;G6i|pRj8#@EWKS$)2dR{XV_?&4vSuLQ05>P;Q@CUzVw2 zoG}CLMN1h{my~a?#WvCHrO5~OBh!VuCenqkLx-9zZ}8ad1`KMm$t3JC2vz?eNfXg? zW}CP{{@*YzjA>zt7BcWa-WJXmK-Y!Bhk|sjKATcV$DyBF+`hYfYl6Qz@it8@N?UF# z&fD@EYw>8;S`rzg@@e$@4?Fc7-fNV&>HHjuf&0Uvr&8dEwu2sJ)R)a0B$;l~n$<>7 zK(`f~&x3BN^<--pq|~LN8t#Dan&P-Lzi=u=+Pz0&P!lk4jhH3Tsr{ahlo4;3NK$mjzDrh# zmug=o;Y|e z?o{SsTX`XPn|qP(-pf~)FNwXCacHH&V`xty!F=_W?!}q~i)CI(vVF_W8|8Px@NqPr$G)n>X}fCPbJ%SBj7GRK zSEVfqlk9VuNLJ+fpT#Pr15jdF31p%7GREf$tF>;lyvVC^FAXe-tDgK#sc`U(H!=Hb zg6KU66AoI0tWcxR%4M%}q$+BPu=m~hK+f0+QyVex=+3DiV;h_p`G04_glx#Y|x$<49sf}TpL?#!_#vHQykO|@AJqX?bFQtHYlXWtUZJlvb0P;s4 zfLsl~G&3zcW+2JEiP#)c5m6~4yHhRlQe-@6n6angT(2sH_73$k)hZINCOrKqj|nNU ziCoc3YkW(?!OR7mkZ%?_A{R^Xb|}a^ADQ5hI_GO>?zV9J4VpEzpV1`b$%)$t@Ddnh z@jisXTyWD`3&6NxI{3RCZpAx|oB4qx&Tn=udQs!52z$VE>F_RPf&vXmaPQzUQ@*p7 zWBOGwDts_M7v5&>usdYOj^=ddFwQ*=fqrOZ& zgkY)Itv3O_C;HUK8HHdJEd<~r-Q<^AIVtA4Da`+sHl3 zt(p3N#zTBG%7>h!(!OdX^@@SjSA{^;rlNz7A?F^EsMimFXJ4>{t}S21vvf)7lwO}h z%604#gu|Db=+qw}rx-hY*&%|doXLyGGwh4IOIk0v!4Ey#FRNvw!EF}tcbz9h*|(Ez zjdP#&jq^t}ue-+#U#~*bGWfhY6=0xeo6i(9d6k`sUo$PLsP&^S^4uarB$RjZ*3z72S27oJK*(TQ&8(~DB8Y^U6_Ko5`hI7kh0eR><_C_| z_SG;V|4VqBpSpn1!PQ%w$IdX~HubQcrRpn{(-ti!L}@jd+*kM@?ji$+g^O}zWdaXk zvMK02``kiN-ikF}hNh=vl)N|kdX!b*Z{<*g5(rU#O6_s^2g3lKy z6JAozhFzI^Zn;cIuYT|3Jhn;9CqI(*z2udBim5_-WuBJ0W%m|H?EW{5pf1gNwwXA6 zD~_vZ>HmKO$jcff@@`}rMm%+*Fc$t9BU6brvG1{fk)vEzzBz~FjVJ8zUtS;qe9fS3 zO-Mb8gx{cT^A#G@^7HxbUJ=Rh>yT;e;B&FSu6j_(Y?wroSPZ;*L&yNATY5|;1hCxi z;P*kMwtrBw*8&YOh_1eG6Uu6NX~ zz6y_7y?_qx`vM|{*OvPg(zyu(70-N5c1RTz(UPJ08Nh+Cbk+3P9_5~%!7LVzxP^!5 z{1iWBTm(rFG~EB;1r{?v1A{J^)pnsL$TOYq|G!7lguKm{Z-0H^PeA^kRrQ;!-fP87 z`jiuBsrZa$zICEuFB%UQ&9vp(h;UsRI6A2vBxo?`qj_DelF9`~aEGSkrfoCM`=-4d za}m)aT%8#1?%;SN9H7|58onkF{&>4yA$Z170p#+@_M7_2x-(x9`u5q{6bcipG65YU zHqqhPA6fAxb>+tUmfDFU3K7hcjIG{$8)=_5ATX&%a!sb)Lt0?DzYy=3foKo&NTRyVghQ=rh)-Ci^-)X|nMkHyN+q zQ70r9l$&YqNGOHjr+w?nc>Ef@-fI>cMDV|@Crng+Z@85MsR7Y8+adCJC3YK-j0?3l4%< zYj5RH5j${PP$>q7%$*uBQGZ(@UL|1C9OPo9}m4aBIBW zb#D$(Km4J#^US6p7r>~}%+`0t^;m5G-KlF?rb^0DOz>w%l#q|jwN?4Fa^I*x8p8dI z+f+WH*QW({E)!^QLVexJY~YY;S&`4?knuUq&Rydf2U2#V*MBRAVrMlyMIpdzYdcJ0FcxVqjuaC%b^Q<{Q!{w7iezrLEz%ogMg%tzAm;cIZl zTOLnX6h#Cg`@-TkBU^A4Vje1li)nu*)GHgFWCl9eBSd&Vp?ChWzgb57^6I|kI?oK~ zx)zv7UvxD?DIgb75k4DF1tvg^)Y;D@a_=WFicn%WeZrzEeRWJ0@X}~5pC#d_h}0~_bhE>I>{!2_g3BH-PBhfbbN z>&hWYMAu1sOw;Eoea$9Thy^XMH?7vHFXWwq&|6C<$K^)IOl@Z>1Wfe$J=?xP1u#KU zozg+`BQ`h=ZB95lyWKiAM6vtewCNIZM6qq+m|#Mq;kE{etW+IcE)-hDT5Dm2*zRu~ zn?TcUEIVXS6qEefe~4X2Z7Ex80nh9QEmQZc8);owpH4isHy!+b^d|0F8elIrg}j;V zcK=g;k`{w1sjD{2UgQ02#fJNlJ@U91$VBlj&b@dU*R>NUF!DP zYTKu~{Txam?ycus<{fq(cjf4*07q`5i+P7nodJ)IhRF}Sv?deTTv4phV7vI`6c}-U zN+H+mY)t*UOsA1n$GsPeF0A>5@i$|Jm*$z2gYao#vnqgpNBs8Com%`GymqHocu>C< zoq6j>{ySP~^}Q$-mW?2yFpu$h)e}ndUDM_Tk}9bBF^A=kux-BdPeN9eVJn)DBl?Hh zZ^NP=YPFg~(vB_8^zq>S-F!cf?@I z2=JZ9KXJO9ylnjSJO*(;yNP`i#ds`mG=y$>LqH!5CiQC%*J?gPqX>V~7HL<1+U>gH z)6)plLpM%d!0%MSF06AX7o`82vn<_{Uq0zZ?(-9(zUgl!vP+j{v90W&W6=RiuW~6XMV;?ua{cM+Fgd0lxcbkEz^5|+jn7sE~M;B$h!m?18+ZDG4+0a zt8E+^6QIQBoa`e?dG%bd*K!2*P}P=YI=w4gJA6i@=@IzmP0Qzdr|D_I-XpZ?(hLYAF?Aw(n8RoF3G4$1l1zr7 z;qg;rXc2^M`S<$jd*M;u)qwx(PPcoR>&L6`kKa+pvcE&TnC*5@xS8^D!+6Ss);ku# z)J9J>nU1qv|CIjX zvXD!EjS-v{y{eTXDR&n$>31}!p;OZI@}fG9bMy1}g&iVZPUL-pn9GbcWkS6cNN%N=979mjnSOMM zEnL_uc^?$-$JTcJ9wWJbKcTbFNUXaX@b%zOk|(zA1^K{k>%9$E4mj6SrgW2qFc;xL-s-;n_-Y^haGo&-GO__@Ua)=V z^f$mH151zlrHw&(c7x`5Ed!~ZzVL_2--13Gl zcxm$Eea(|pKGSgmubB|91vMN(be+OBDIZgA++KZEgwniCtWr1N%?f=sk_JR|%gP!t zLkP#XZE%w&ORu*k;(T2pFvJad3g~&{(FBzIuteU)2C=FVg1TXlu)CUnrE!wb_;F?t z(8p_>{lm!F?$OM*8o)OT)@7RBVNl^lEyy2PY$Aj&CSR7U6F9>~=5N4zc$MJNH{*axtyi)rA{oN7wdD z(;r(w`v>o5wQTOAd@9?4mSz@ONnY<$QL##Gme6TIqL$yX#$l>mX8>4+`)R3_4plVX ziVfUj&kj*gmMFw%c$|2uuu1H@3Lq0ClFrPppO zS_fO~-h_e33Q{pFgc@fY2y>EJflt8vJEqU8o_L!6zk3o-C<9k(hTNm9cv>t zf@0y=%0NiYfP3qhCG3qX0mvsv4=RPYRzCoi6WuYjhTK#zJ_D5Er_c=0PNm(-0h)EJ zd?0()TE&6r#$H!$0E0nn_@%di>*OXsmiHlWmxJMD(@McdmYMp0F1M+lr=^yiqB8jK z!5J>j6JV&}$Br&n)xQwC*pu**dS4`vrY>NPV0PufET&8M9KtK?TpkOC$mFl;)YZT6 zLNJY{DcSu^pK<_HFF;I;>?#h$h9P!jC;W@mNkr$^42?jR0Ppv^FC$D@yNaxYO-92K zA_BHTNd8Ij%#&SaB7g3RemXmjLE4>e>KJgXWZp?OBhk;_j%wKisNvwqdH4S%==QM~A@JEFp%4nilg}Cw^@I6gAXYPyL41 zw+5_|wbQOd;2&K2+mf!N#ZmAK(ks5{wCp0<6E|5x@guG{JPqL<_PAOm-Fmu8@wpw6 zy40cX`92VvPsuop*B8B*olQe6BvU8kG)c6i)ycK&b*4^{oP!98Uor$Qg@o>Ij3s0s zo*a|?)0=o0;Rcz4qjeB7R>Eoe7*rGH&x5b0|K|=o|IE831|A$ua9+(lN{4!6 z)P<>uC$Y6wdfl_`PiV+&LB{!%%Gl-oYqaQ@_--}y)uOA-V{1Ka`tQ!B@aSJw9kde( z-TNBr&DCVVD=~;Dko(hp7*y3ltTN23gc}C0>y0cqhkz`Z{^L29ITztwK((q1?2g#QR8A~mYtiT0tN}ocoalaFR7Q4WRIRc-Osoz#<`y(-Y zHbSY^9Z;?}7!R472kFw9E}vg@rr&jFx<*gNYh3f18!Gd^Iu;40Rj6lN?r2thS|x19 zw?yQGPHMR@_@`$-yo07mbvnG9H#3%1uLCOQB3 zqn_V3M=kuYV{-DXFso%Gj778I-YLKDEFXA;L)RH!Tb_Unho)&N_$tS{+EuIbA5oS_ z+(nn5OZ_~SN|S^dE>dbrkNCI7&`{6;Lg98$)Z&*1*G zih{uX$7I)XzW`j4jK29u$$7oXe|J!B9J=t&i9zmfABkB)xxagSjkV3Qi~QD&)L<@$ zh(xhD8m=Jqk40x3B3dUG2P#%WJTdji&moODprmtIdC)G>L$2mM-MyD5~t}+xe{7cu!Xi-j_*^KhxRcQ{tM|(UTeIxAp1Ai#)q9A)*Ir;~9`~rSKo(lhNK0n(Q z+eQD*i@Go&9X#Ny?R&CSogax`AiU6Qu+SlyRq;Puwbs^OeFdGM3@&f+oyly)=vTVQ z^B^H5p7}_iT>q`o4yCbWMb0r;tpP6MQ>`6Q?AAxcvhVeH3I?TBza>*P+2oLz>KTk1 zxL7`6?ksEfZOJwgp-*D-oRjLvuk=Oo9Hc5m>bR(tyNprVcvnoE2D!9=J?f^?S$>vi zhJ@Ic*~N1)_V6pbsZu=Y#VADz4AYF2nFic5fj^c?A0g0F&3}!41*0o%z(aHLcn|gR zX^pCG;z-2lVS}RPHgPpQX0_%%03jk^suoiUBwIo0N=ZwHCtC1V9xhL7uR;;MP2!58hmPH34Ol7kRdfaVbc6TeI*Z)Pu58 zI#mI;W-&7=EhtHl8r+)K%64AcvPnbMFuZc4-r&DjUhN~)o?Hq^G>}wpw}Q!G#-OJM zYM)zJL-0$)H!iL31;VwP7yUW(%C>}5YdZ+x!1pe$-Q|febJfqE{X^E)h&;_%iwe8d z_@2V=0AJ$+RyX~n*0SBMl9nImIsd#n^v^L&-*)L)5?9kT;2hF6hv$@FO}lq3i2Q}J zpzTIwD_gM+-f=vV2HWN&>ZzV&IYY3(q8Z=^qH%Y6^D<=@dFPhc8*pJq5TTij?zUpDeI^j2g&NtaHVVwN85vsgSj2+S>X39VU5Hp_Abkc3bv6b_Bj?`A3mIITaT zMI~hldo?`t()sx&hlU}ZEr=m$@e;PeASeI2?u9ET3J=d0pKD)Q7l6v!*OZn!3{2!+ zXjCP!q(6_ifk{0ap{daklqgahw-$43l$xvhg7c-iH&67RTUq_PtQera1qvR9p6zHL zA>x{#&)2N6<#Qc!u}kkMj4p0EV=LOlu9!Y+XkSe<@v*)eOmPlIu*hu)dGFdP^@Wr} zdX4gp!#L^+<3lS;w}M6SOrEo?Y0|O5d{D|0WxZWgHP7i!r(D$iodzCe4R+{ZRi97) zi+j+E{p$2O=jB_+sO@q;3i`tygVLYXpbTRDkZ#);XV2ZS+hHo%F|$4CoCw-J=31+Uv1=QC|vj;WM?YF34a^O-5KkmPsp)u;(Gs zP@vFK8`}LSw})@;`Nn%e^BPF}YpjGJ59DFHUDRI-uR6MoOobDWo}H?~Qxo@L6)hWt z$sM;Iu)L59^<*Hd{*oAB5-g)9x(L~vtB}?DZlJ7#u(H&7tf#VTHB=#axgY0bD7K9hzqoIC zkzmlsXBx!m-|!u*CAmdUn45m-%%s)7K5rzUS>Otzm=Wdrh~;(+%}zGtyB{>gB#<$% zBZY94Z^8~J%9VZ_*DgzSpessBamC<=;K?=IEe*oWyIDLgl84`{R!ckoHc z{+X)5Qxi;7471SVU#{q-jC*yz9XQh5-Nd2?h;o+wlVU3$E?we+aIpIo{qtUV+!GJS zc?m*N407Fvtmw+bVY@#*)erS*kxE&b#|0Gp%$x4^9jt zEH5S-vF~N`zS@l>;w{N9-)Q)ixp{XoJLsw)rK}JYQEHcrPvMgDzcF$UQ&uWb^e=m7 z63{)7$3ctNCqLU?gy2{|0e!2M5B-Aq_SGh)h9zT7O0Yn6nCXJAkFKqL@GJiLtBS08=NCNko+z2?i^IPIcs z8VCx3aiw5!Q03Axqx>zD3sg3ms+9Qd%>6W#f$SP@7{Bf8`g5}R620G-uvRu#%i6Pp z7vqvu-;>xv*HHN4>nvcxc7+h%-m~Cp$UEvyB+-z!MSn5WaPSza38*LFX#Qv|%bjkQz_5ZSS43;wx;<(~kWGU9H-3#%@4Nu$R|5OH(;22rPBMM8=d|5s~_JxWqzwWsGrb5w7uEIjF3ml!h;FTcE8=IN=674 zxZLYun#6x`7Ug`y$Rk$fK3r7hQhJP4KLM3R@OtMh81Lz;oxfCwYD!#9y z3sZjV?`Tz(usk%c{x19N*-t}QtTgMt+j^k}rs)dwgzPFo)=jZd%+A$Vdh;0qN)`i+ zcnOyWRtsGt1T9%&SiA5i%ifEbbywCOl9{G{2-iuvJMP4woklNEjud)y^dtl?W^ZbT zdW(xz8pBGmcjCaY7V#l}o;^l>PjIrc{N?~dFayAvSA+HV7mP%F>jH=Y*S$u*)IPu6~DyrIINZ41Oj=jSv9`{@>Pc;B8b z&p6(Ia+p4cW?ZYwSYlDo{NOAVPfhl3Spt{g*m2x?n3OiIwXW_WO(@P$cVlN zAUJ0cM4sBMTdhbhFhbok)5cN6xt<;HHFoMj>qhi}V#WInwuRI>w(REt{RB*ohO`>h2~-B+hTg}n&evd=E^b6o50e1_V-01}o(oI(ElSX?mP>>@ zG)+J6f9G4(EQXoiYR7X9$5z8ZS3{+aKh`W8{Ru}<%tj>WL^(}nlcS|Or|s^ceuvYg zpViOODoio4tMRt-JJ_E{Cx*%g6B%jr8QruVJW9RH`zH0qfbx6%<3P_uUJKKAfmQL- zW@T!2bH|CV=7RjRFG2U}G~wvvWHhiUP82gdKU(4a{$wcA7{z_g^?my@4b+zU9!DDC&zze z{CG5?trFV8o+A$M{GK$|4|`gLCN-|L2_79QVB=vFg53Fb2vmd~6t z1ofc7riGrFW;pri4bn)z#OM9DEIA5ch{6p2aRA6i^_PR{4QOM3Y+8gz+BQv6dna^B ztWP@XUvrD9<`&{SCBD@y8o78&vxo){XgezwKC;^_&V5SGhL4pwuqcQUTm2~e`EZtp zd|Tu*pp;Js(*HelN1nju;CC=KTVCW-Py+y}XwO=1n9%G5!pjndi@+Z1Nqv7%6`8sMm*2 zpRj-YP7Y>acJ)#*xxD1j;_ddOC7b4Xzr}aH%AdC~cv^Mu7!7Q?8^O`vQ1shUJOz{V z>&&O*AfvK3690Hx^8}GZu9D^{@@2wmj22R8rq|7YWd{7;``9|;S=XzJJ9k~?bo7Is zo&z)`xq5=gRRkMwh@h04VY2di)0>Fv;Tzx0C zeKHIIXKs&iRoFgy;?}VjJCKH9J<4Y^8pf;+VofiUW?x(H4cv@bO+VX`hWZOBQ6SB{ zuK0un*Ic<_1i+<(|2p=Qo|p{>F)}jx?PvLou75&6AIT?s$?hvJ7v>Pq>MYk(Dj=)eBpaq2oOdgG|EyI!_q1>L9hRy5j{h24mL7 z%K*lwpK3e!@cA=0!(NNx3<6dfGHvCT*qe#ikUH6vqD%IhI+$cd#+vVJ(|kD^`@)6L z_J~RP0j%NA@(#h%iXOF@oD8mcgr+JHKGR5`T-qf;g~_SQ(I}gs>89Ya@#PU_x7U}x zSwSjx%Zp7r5#2hfuUt9tN59TjGkxK!0mlh&xG*DIGz*+zn7=eqn>WGj8|$UX%%Tu|@8eNHhXToZbYMw=dktocpUq+aLj&#(zuSxq2Vlnj9EhEg~TO7OE5P zC7_&fBpDC%{TQG9%l1t<7LTl}$^qH0n?`bh4fmOsQIL|&*!M|hC*TSK%rw(m)?1iD zTL7ye`3W$evj_f#mL*NrF7v<(1;2h)Z{#^+RFnQg{E!7B8-1g{?#nd{Hvjj{6*LQALbsBqE*c*jM zhNxl4KLH=bUldX5&I=f|tpOCb2Wto*`SaiMqE-%*y|!MH1E7d9Zk{*ZsTy)MqN}1t zgsi%d59kf{i)2j5*#haeUxuskQ{}orH)_+fN}QldV?~HJWKWasGLDl@UyXDAGd{}P zdaeUpW46G_wXhs@oQ11=Z3b0dV5tv zwS{X#r1cuc+qrjOOWz04vmag$I4U0Wq$P8qZq&gjg@9yJLYdEiBWx*Qw+9AJ^3uZ; ziR()gFU-jP`Fx*1Eq5H!M!M+WId$lu#W;J5O+81BE3wq>%}>aA1_HYJ?l;qGKkLJp z6SYT)2S$2Ub|e83MBs7Dv`D=`$ij8(k>b{!&<(;%(`ocXT6e0IT#4F4t%n+Od7|ss zHU>k(74b;bCJ&UUi42_qpe#~;p8>ps0h^6C?lrQKyI;xMNQ~D4?=!p+UvHo^N(N+; ziR9a%m5QI!Gp!M&pFZgiD^Qqzp%-0o(`?XZaa=M^pv%_IYJ74-gZ!F(B9ECvbIv`d zABS|svjs|4Lvcf2+sDz-@Vy-$pmL0CmLM;w7B^2)9=!DqK&HBW535s{aBAi4r9KzLqu+> z4*U<~?5X7+1gr5a1@JjPW{=#iV3bd=3b%;u58RyJ549SC>~eZ}=XadNBO{qXPj}aC zQVIVfzHLYpX(XbvZb$kkVa(B3C-M0kU162AD~~o1fUnbH#=G+ekHxdpT?=(SFUa#; z6i9K!A@q0El0a{uTT)8Z+FAyoPfY>+Q_mt)JwFxEMH;4uV@l0#32lvi03;$$G>)jO zU6QXC5l^|`IdK(?!wp%O|^`Cu}!0CdBeLH#g~$ zy^c4NrHY4q!2Atu?~RO%1k?%@(~{?K6rZKM~GA}GDa`!&Z)~*-X za_TK5DmtdntJGx^H}$JYpncqyWhO$c_G+3Qv>9-LrwMTrbR}axB(ABI<8*3wT<|D{ zIdEvE2Z(Fp{B*L=aqY*~H(dnV(?#jYWG%S68t7jL!}Qn)Rcx5;MK!>|Dzd{5s`8H$p#Ox%5E zkr*F6ECp|v+4I1~$JffrDy2wjV0Kk5{PCUh^;8+4QJZSldfnez+XOs=nM4?eDy91? z>R$`#pchwORIsl-EqkCrN8FGUqYG02!(Vocf8px6Jb@mTl5A8|OSk&+;c?x=!HGZt zbE+hQ$d$Fj7jlmb#q)>92h!?3lKiJ8Yv{c^x4u_3l==7 z;Q0JzkjGI(SWbM=aN}S^zc-{n#uSsre-;>5;cxBNd-@a{)~k@ew=*>H=IESpq~a&h z(XXn-0uk(HjJ+^9#GeG_!L9o8(A$RtCD^dVu0>iEkvjJ0PjnO>sex6&;oV1^-R^I) zzDe6$W$=n2J=Jjq&%(%0p>gdsR4hK7<%_c2%XE z{SE9g6n&2fvtKIZ4J_>+`nryBJN>8&2>2}2-8$~6dP#WPS-_$HX&AFwoack|Ouf~) z5O0+3yL?XNL6@OouSB$V9}?V$1@m3ZUZ$WkZGS=jn;PyZ08|*|8YSiB*Sm-Q{5^nH znY+H}+@;~15lRJm7X1VfEtm+gjUM~^Y1cNFJNTi`{Q87s(vTS<7w5IzNdonPtdnkV z2|3C>3YY+Dtw8QiGvRN#$jX#@RzCXQTmplHVd}dsxyl<0owOSU4yztz?Hn%RX$xWiaqtdKWdhY%Lwi!{pOL*c;?lZEkv~)(3 z(c3HqpR!rv8+t{ZM}0VZst*WAul^+B@);0i# zFj%^t*T#ayLqwvjwA&A+j7;S$pg));fm`dtFP+lAgZDT#rboWI{=z%xi4(ilE17EX z$exwZe*?3fwCRN0RTB8mZc43FO7*ON60q(h{q5>?wA#*HZD(3UHUq@Ymy_HT-)_4b^%Mqy&M669Y`tb|JX^KV#!)Tl_j|Y`pvJzE zu@RvKEX>mkxcNk>JWF_5jelp3#sgi~=knFwT5#!*mPNVXa@>3&b#9{pM@NL>M6*kn z83Ij7vGbTv)tlE!5ZCMNF&#f$kG%*fEbt!PY@R2l6BT?r7>KS!_H@J4`*>d>8Q6OT!H^?w&4 z=EXls1-T8p^7c;ck}h5H$$F^Yyns!r;7Tj8rJ}fKxg2?>4G4 zk5C~~cBji%wqV)k$spZ({1*i|s|}-^RPoH6=HObskflEB`c7NWtIg{R{t=vuRNvKk z-@<8U2wrx`{_(42I9gEbwG-NL5eIWJkfv!<`R0yPwX^`m-t(9-M{*{0oYXvuJ? zJItPXi29~kaExbd4FUe+H}vJDn(gPx%OCzKASc?t83rw;h5x5*z)TLf6&#j!$AQIg zrX`H&`R7S@2;ScSS?i~+mC+GAbcX?ll$Hm2|IK3wUM=#ymjt7WtEqxz7qjdg|J(X3r0>a|j9`@*SgL}wcDzdTq4W_}*Xrk)PzQtAQD_S=# z$S`%27ji1}eP&kW67s4d;5iU@wcfYFiFgt$6P zY~lJk(F_zN*gBX?f}th2Ml)2zZEiw-W9SM#+wE>J9aSaVi~BZ+V_#RfOYwK<&KCm! zt>?b!IvFrIiV{EGoj&jkLE^RO`XF+5Z-g*%=d-U=v0;3H+?!leDZhRuQ-yyQOfxUN zocx|wjdi(t0Yd~R?((qsxG9_SDF}k;)ShEKRmrGg0Nlb8yEmj z$1%`TV3UC~MO5+xVXd{VTFjI{ zh3EDIh&^lfhR#BQGKIP}sq){f@bcP-d@2tYd!!!J2`(D5tx%_w=}M<(y%1C)>aBwp zZ*264JAQy%GX~BK5kk-ro3!dJ{1ar^sqdC>D-r?j93s3N8wj5{!kXYtHtD??KgH?b z(Qf$HrKZlf@gYlSk|R$7O_-rld?DdQQ0Xq$p@g9)7soz^3_RsucLIW=7GTF_3OY|0UQocL z94-e+bml8DLnK0g3cixn0 zXu`-_L8dUe`k$em+1xllg6Bm6tW@-DKl=~PH#Kh!0jwsx>%u_!|C@88_>Pp`eP7LR z<=o@5P>ozyb#v%9w~6z&NMWog zWU1D^OPXojDbX+PsB``}`A(F#1xD9JD>&@`g=Rw(`Uq?(wiBm3F-j6M=41;&+zT18 zQEaZSeWlE12xQ;pCq`Lx80lvt-Ct*N>(6{u_qU>@OBxYZf5NigT)D@ml{YXWkh~XM z17x@FuCV>}8wEqB1{_fI2zJ9)vX6{FywZ9-cq}lC4cR1dwd~ zd7q)_#(hj1&@Qr_=CF|z*^j5>ZREad1UEdlvcGq9v{h>f9tlZ$D@#CIP$%d?*+W`R^@7X#!<+}jyzk?hlYy-xSNbX=*dM9^j(3c<<;-znMt|?$KLdFv zjfaBQGW}eB+aHM@b@)ZkI)8RUX^z2BB1<2N3s_W zFRKYG;pymMaOWoeSj2jg3j?5=98e0`A7HKyBtkg(mhgUesYyK6+ZXz!!+k?TYG-r9 zikT#y%j2iK03-p_&ibrFb)z)9$^-3pFu~9^<@e|PeFmZ{U-q2uv=@L4gPKYchEKcC zjCO3EzV8#dgYq_jwh`n-wxHj3HjswXFlk>+qp$P5oc+9%d*09~O)!GFJ$-Oc?*yXZ znl%;38Yaw@uqGxuZ?driecp&oOITwR@(>QgkoyeZZhYMews<6ubN+xONje|`8UA9e7go_{qyHBkLdpf` z#4)CC6r5I&9*_W{Q+0>Mhe;yrLKzDooygiSLmkf3s@_9wY9z6+#1onsxwS0xU_x6c z|3&~FOsj;h#g@)}P1HaZ32xpAo3wZ1P5N~&L-BO*8bc_2hBl=>kr9O!a=Oynt$P6G9CRBMTAve4>?;^m`=}bV1cV#VM6Jg6Va9 zr}?B_C{3PXK$GEWWg8*+R$?2 z!C-C;{QsVRK1VZDFZ|VKmfrZYaIy^LX{@}<1;Z~9rFIWv&KwixL=UYe#nHT0A8qO-QK%;h&;nEQqmX`E0a|+9 z2mJBkbBN94IvXtwC?2xJUbb5<7ICpMDy%&m0i_ZAswrZXuAlR-;n$~&ONI14orJ_Q zC*mhJ>Lp2~lbpW>+-HzcghNgFBCk55w}9*w_1yo6oU(b5g__=Ns}M}xlz#-}(u?_OUNN2!2 zK?;2_C{O;Ql- zN7?18y3Bn53at9JY+~MhwOVeL$2>Q-y?hQ{$s%SR1@}QkIX*BhqIc!N*#xXtoJV1T z3E1B;cIGqZQYGJm1eUI>QRFb^rquxOD5OCIQ9#jYKsG-=x1Lq=jgZCA)oTHz772RG zynU?Gob37%pEie7=&zqAe^fWtgilKPht6yqem^-nY3n+a5`OpBbGuvVL2&w`0ILv@ zh}W52Q&X_svc9uz)RAs#7=|%LdRO1US0@m@2QHTUJ)8^W zjA)7onhm^TB$3V}H-Ma|bD=zTDqbI*S@aBYBYsKO9?lgt?d#w0TFU7)q3)(xwpR6# zK#V5Ah)w&ehfO*61bvS4>cbjuz3NrVl%Wymk&4gsePE>>;;DAai|ZFkA!3NivcN*K z-NPH!35|VxKKU5MeiJ4%gsW}I9=+yrbL`x>ZXf8bDIDAvca~ifOGRe_uan&Eni z6t71+Rjs69Sti^aYm2YZ0e6v&$&QPRrC|bNssSKaFD9l{7d?V*tMv# zU$-_^`T`|`Z9fyQ3@-yObJgpdD2vV}a*8n7-0rh3y-$8Ysv|x#ywRT3h1;J5o~uw#e(U0u_q|?5e!YO9PUG4`mY@@$c@$78-TeIL=+BLLmxK@Zg|5tB<3Gpy z`b^BZfGb$7)U&u0jPyY-**_oJc2qLVN>q66W$IR_vPUf&8}6uZ8>tB0s=AkJSeUB9 z$jql=b_Vaa86M}Q`xKXGt*qUwGpEmW`S6`_OPb$$Hj%ivD0y^Lvz$fTM}G7BqVsW= zRKjE0KYKTE1sLeNHdVex_Rq}8_MTsw@3f)mwPWQRzwovN&6JP9@2*9;irGui*baCu zIpUoG67HNVD;jksNe)$LBsBFu(=@}f{J~4G>-$36o9h;dZ$@uREf&nGN}N?8XzaH| z=d8FTWXw^9{&iHu=pdJ4PtH`tkB--?bN$jHw7d3&RgJ?)x z0vWNo2~}Sk6irfR2=Z(t9qT+2UBya`HAWe<&!*gUN>du+dN|@*=T>ba;rwxG?3@43 zPKLVZ8xy$gUk`-`Dra}nQowz1%BTaYTXymo zez&#nrdqt^r@2oZtbcc$RWZ`YXZFOYTGDWm)y13?3w&o6-j!({zuub!erm#!@KPEE~P1kM6-~fhCO{v zaO&Y$!@+mo3>Md?BfV3EPb>sqSC{4p+s9oYA`k^GH^L5v@mm%iL_z}VI z#fMhT=R#d+TcrpXjDZ**hpsFL|N7YJ-vd4KZ;*LFfeFUc-9wXse{FycXQ4m7XnsG zsG~ZQ-3Ci5#K>5(2N4kpKC8{%`po`^n90UX6P%_(3r$`0+JR<6j&7Vsnj&!ugZv|> z>IxIjZ9NA9jYm!gdJZ?swHCHQ)(^BeKTy^_sVY#djHn1LI}9R=Z}_CGts((K+=4YV z3b2njKbJHpQ_J{a_oDHu`Q{nyj|X!q5;ZyWH?L^3!}g&n?s6+p zxLfu$#IE&uANsdBTvOu1wPX-=yT4A9Q=A*uF_C&yqeu3S@)04C8di|(pN^$8CGwgE zHmw9Im~ct@YMKlM!kRnr~%G ztzM`b6lj|9Z2V9&7kj%yuzvwC#i}&K3~t6_g1Un%qPCHqsI>Xn@X*=AEAsOTo49%P zZD&Kw1(30=iQ_cugrOB?Bl@zp6t@HdZqDxD9yUL;N9RZxW76{07i2qazueD+-XooZ zk4&hijMV81E*1j9Vxe}po(64{|7Tnur*LNRfa`5D4$Zm+O;hPTef3&}u>Am~;LP2A zW!F#!*TK?D8T6>=Gf_65XX>jJb_3Ldi9j&+ms%rUFL8RMl$3tTjD5;GKp^dK-&7~$ zFr3^0y;$;m`~!V3{mDxhc=62H-3Y?Ko5<6)10lsr4y8$sW@winmZ% z`4K`-Sj>Oo@PR6;v|UBgU_vM8HuwGsMj?1AH1$pnG5p;017Ug9rs%SZg|_h8iixU* zH?jmFR+H!7ZB+Tfy&Vh>Wo?CHtT8_%^*EGLcok#o+vm8FQV2tbV2~bq%~=dKJlT zlG_AuAqCHC##a8u9NP43?Ik?Y=f>9<+7s_BEbRs!XyAHElC;P(JyCDj_N3`gziv9q zPq;QHt{W4D-A26#WJq7gj1B)zCb}P>9Q@+R+!AV4PN@_YY2F{eRV|ZW;_8n#7hbF~fiB z+b|K!SEt{3i%ax%o3Sp=R}?qqmm7$$XvVvZ*j4Bp2sCOgjxW|Lh;nKl0> z$!lCu-u(&JrRx4o7EfAse`>}EUB7)RQl1LRRli+yg{afB1w7Fh(VM0^ug1SjWDeQR zm6(&*xMBA&ghK5f76`G2L8O#t;CmNZ$xW>$3hjRR`e|(N(L7;C6)*a3BzT37;sh*> zD~t=&K%oU68uJ&3=vL&%aCGF;zYmyGdLXs)q4&9EhR-1Tqw5LD@B0brRMaxqDL;m0 z`KCBKo;)p`WX7V&kqwN`y^|BM{JkmT~-rPdX4ac|P zq2J1s^P9c~C6?dIQN*-GavY6c^1nJw%>O8yP1Vf0V7=w`{-|HN@(&}AjfvqyXNXErrq_K<`>gc2Wo_4g zGJwurU_zFvG4##%8%1!~a1IjJ7^HlDs(q<^eye}@&*1YhPVGTtub=ZlgB-1XLd7`h z!Tg>zx~p@`*>Hgpxq3WSFaK#X^4Jbf70J&hzwO|t+_EU>NVMQ~{b^Fsou(~?%2(9b zQI#D1lymcS=-XSGa^hD}!;hsPwN+!M5nFDfwSO9Woy0&7hxooRD_^BC=9Se!izhIc6K?y~c>z&LbMhZ>$pEFSE zy&Jo4k@E8J%ZgqC`!+X9N<>CTo`O^Ix6tprY-0VWWi2(VgerIPcIt!AoNHIf?~ncGB?{5r4Dncd}e3%N5}?#-E0El4Et} z6uJ3y>@Mc5X9M->qbk+}ma`V@1HSeo(qCt29yFBz-GnWPaUHro6!x8Lb|}7CKU4iz z=FgBmUP`w7x|n;~_rA=S7yi54{i+eJqRroHNVCuKv5oS$wGwDx)O6u3(c|OOQ#OV5 zCFp2MBgbyyQ)BEAB@!dj;iN5b7!*;58CX!nL&uqH^xP5v1%7vrfabyZ>nAh(%Wh6& zEBJ8E?p-lg`y61Emow|yP%);vxqbw)D@1_^7wsIVLmRiQ$#jE}dvQB=Z_HSbv3;~b z&!|+<7>^7+ ztlW1giRq+Zw{SJ(xxqx_GbPP~n`*yoD+os!3B~iP^Goc0Tl94xqcwFrxjnA^om0E2 zW=mGkF$(VxU^MHFkzy<8ISC z55j>?(TX~^C~?MgdImpvklnU=1pS))L@Bye^SLy*oP=eAbD5rk)BRF+(;yqccRc0I zp&sQ)O>{CE@U>$1ZM^*b2s!;BGQl2R$~pys``IZ5a97krac7xC>f~iGI?CXJeKhS# zuvuDoSQ!xJXJ)|h{F8zw3il`1{5gm9DK9hU6lDtc#Xqr=7%+a>1xjp?DKaJ&V@X}<W2m*bhdcf&>u^w{qZE4XHgfHOm98?ruqkGoLix0nVf`J%3^`+7Eeup= zQM8Sih_1{B*Atp*^|K1*D2d^jcD%?Nwn#~?WZGDl8vO2tg$cJov;AM}y=7EXU-&;d zr1}L!WK=>x0g;eSK}rDu>F$tb2qgv?8pR-$5NV_v0f#O@K)Pgx8b&&X0g>*zhu{Cd z?ppW7eR1FY*Sg0yBXee-efECh^Td9hf2vJ48|9X0yKZ^A%<$5;TdCY!9`pYv=)k+J zA)p@5LJNlL-t@H@6+z$X+Dv;rOF;a-y(MEl86KK)DHy#ZG@X0n<90PGJ$f6FS#y$P zj6aEbB^SBr{HF|w`~d zmy+Eu*vC`ScT1JNs@_dxu!@gL$TlNUZ+WnOJUCE>eYiiN^f{EkQ5Y;*v#sIIqmk6XV{60&7LWJ3nk5 zLfLfPOhtxOr|8p=DIu>X(nAh|?P86QbKsTTxG%+E1x7hk%E+h7X)gu$KW`HdUz6DG zyxUbJyw><4Cu6FOd~TJf)%S2iH$N3!h;)WGy-iAZe`E`Z&GDcsSWgH%q!O`wgh7qw zPcy2!@TRa|z#`sVW^%P_3(Ry7E8#E;D-j&rj&}cBAN9BAudd}lUJTT$4#*!z$&N*C=7mu2p^e=oG^)?A|)T>t{6mra&f}nlJ z5F-;$VP++9F<9WqNvcV2B}a)%*%gbX+uW43PGm0(z=yxg_NTBeAfJZ)Q&M{5XEPM+ zG0`q-_WgjvGB>j35m5)juR2{v`*E~Gutd^TJ(%bItN)>H+nD!xST0#!8a;fE3wEC!7ODdVF z%-ib(*}1#`L`8ZA>>(`B+_!wv6Y}vhV(dZU?ux^9>3s*NUtH)=P{bwX_|FORMk!po zp-}69NFD0Mh(iwuz7Pxj^G>dZF0!i6!nTBc-JSs@3fttt_F9!Yt)G`=vB%6jEE#A4VIz$ugRn8 zJ0{kA2KUQ^cjH_o!zYY_Kr8i3Dekz|VP6N=uXuZHQv1S<+Yo~}@iBZ}(&UGfhg&|H zskXOQZ?2`kQo-2pOTy0Hw-DqV7oOysw?~K$ECGp$w9NCTWC1*j!f#Tid0FJ6oGWnT zT%EnzWrEC*2ZlUk;f^|Q{X84Y{ia3<&Y}yKyjM)LRlMW(}{M^8N zxabshO5J1cMlDLo*K7_cDNM0H+Ow|tojt6cfY_ajyU{sBWR%hRWx8Na>3+Al;n~Ku z3Fv8c?YaE2_e~$q{MZn5$yG>o`0A&L1W-mk8~eSYU{6?c&krV{2}Eeg>LnmRh95Ep zR97bNS8^6$O&xIw zkfYmEG0)c{z&9h{7%5l>(_KpNA9ph>y-!VeedenNe8Gw%KNuCh$7?zxG#(5<;=I@6g zMwA?Y9u2%~s|(xjV>W&T-UKHl3I{}fPA_}Nm$`~Z%<_xE}|_0{==_YVNC z-^yVi<9@fn`vIHkQ%!@rKbQg5M@eHocuJ2C_uaP1i3ivkbhd$aL}4}4u`wdr^8}D} zbKnAGNi$hG;=bM*lz>sBDfGGXc5%o3emThojjk2%e(sh zdz$cj3+WwPE8@6!HGXpxM`n_Is|aOo;$pxkd`MK^0&ec%U$p`Rv&({@Xuc!~ z=xG&7!i=Y=8mlw>l$<;(fS!8@U}Wo7TE6}7=s}rlMibNH!_Lrx>n{%>-?lioKYd=- zG2%@~;obim;o#*m6Y#$Ca9awq+__C3C!0hXO!OHDtOZq> zOKidJZ(2aPsE|8k5S0;4ONs0_3O5no=Ec3N_r%$V4;vd0u?$Ot&nCr6_q|cg`#W5s z^=@y;P=g#5$?sTv2+Rts&0pRut$(*(Ljm0KmKtEV$MX6E7|$5C+dAKshSW$dOgk`! z-UIKuqxcYSNkNYcOZ>#{v2qFQ#CO+;zlPGc0ZGiW=8R|f~j`^)@<4=#t+OP-9A$QiP=YX+v$3Zsxg&A@$MNCTsTp`pKFr*%-WMij~c8> zE8(Mu^k8WyrDzp}zKRR>@E^W9fne{FyaoQIxs#29LZrzK!*En08ySIDiIF-5oG;2{ z&m0$Q93~}SxqQu-VnCGUQ$H+sz22MWM$SY4EA0bxar}plb@Jg0J0-Doy1>3c0YF4& z4LoSFuiyZ#t+Nk+N|=CDA>&m4J)3}T+kM;_ z>RWNk%OdFYJ#WkQg40O9=U+N7)BV0$g?qrY{jD%GoG}L!Ivfe}y;rp{%T#?;lcn`? zPstdT$pcpd;H1PZP~>1Y=qQ04Fo0Ka{ofjQDb7~6BsbtEm5$M-eLx{&;5b2o<_Xz} z|8G((Uy-Esn{cj9GrwX?EHx#0x?C{L0@~GQL=FEFA1`bC!7-WK zD)Rz9`nAboHEa{@bidE5ogau~FBpvYp3(2`3{9F%Rslbc+z(Lp^&U&$P5J;X@(btj z&)Z3^YpY3btE&IlX}{@oEKw`s5B?#%DmtVll+v4e0EB+R%j}6b><^iUhFEM&s2ZR( zGUzKX2!|p7(T_YE0d-LQM<9=-2F*J4kk|*h*|?cMntBA4^o1LMpOu;BK0hjv<>U%x zDT3OfimEpBOxt{_oy9^H{8$JKlw2Pdt=h8Gwdgi618Ru zfLMU8S1f3-$ZNb!Qh5NX%x4cazyf8%f$;=|gm;5LQER}-Zg~ivO%r&&jEDeJSiLz} z`ITDVi_kPO=0&J417+0~OwjhPi!G@ByWxxGIyb34UwJgIEWOpYl}p3Pj~k02_;kta zBD>A!Ph2WDwz3IZM_?oxlu5uoS51-`!SF}^n!iEdU@@D2^U5ihpQ}%-OLtBk9FCii zAvZH5mKv*_R6*De!gh}{5nyEaab-uoMi0jZ!x3;539zQ8z*d142S|B$MIT26dF|LZ zx2OKA#N*WaY<5*wWXLSfZ|>eQGKkGBRF3MugR2lNGY)RRpzQG1NK}y&C@Iwt8spAt zrLg1tW!2|r{w=a#YZ|h{mpOsmT`sT5lY6~S!A5P84lCSC<{;q|(e-!@twb^PmiVLS zFQ!0@8Wj*0Q1b4KCZ=PhweU3&?-w6BNjF>)>zRvl<4{}z^$o>0AzC8xUtsC04he_G z4lA;u(ALWbTb|Mk_HYbsSA|DGFs%sW2|!LTu_6D375X$cZOc^eN!5YcA8Qs#ps$cE z!KccHPMl*;f|>&7sMZS}vA#aXFITK;OKU=wWTl^oDQ?&fP5Nt6{U^i)i40B;;QGAv zY>b=Cm$=cY9?1b?{4=T{D*cjf98X7GtjL2wAMv5ou zAC<6TyBcsJOH+ve@5@A>o6{e!ro1E&P8BHnM=SGh!cMSXxCRP{DYG?QqB&Ee(V)HW zJ$TC7Nd$u<^CPkHaSF4@*jGz$wvz*)5T%4GkCR$?ZtRqO02Bp6Tg;(Qxe&apl*pXlN|>LXXUi$U;{^9loE>% z2@B!bnI*`&J7L&}tlJ~N{1uG!vx5~P2UhG8WIcb(!~r zqBbBTi5cXjdNbW$jXboXij#&!Ug!7gLxfC4-s$)}$9RRa;OU7DHHZ<3C@p>@>`yy& zW2aLd`}Q-LX~+iWujGyX>L6jh4_ny~CDn~&hbuai*TF-Hfq}H!X4Y%GJ(>>7)p}dV z465tq+y=U%31`y0V6$_iv(O{$62o;L*j$mZt(z*d7Pm$XJlT6mE|FoC<%kZcgmqzK zTMWNIlr8hZSV_rHgxgjp;n2EXfpt&$;@ap!Q4pnwpnlx2*?1@B41eh=*e)XJx!vr) z`3O3dvFkx+knsE^^C?M{ygn%^DS_v@G9FI7b=}PVED$>0I-Es}kc6sC^;N8@+z+o< zy>}W9Bw>LcvrK?=dErc+8C;aB)m!dna0vUu#vg3}96jesQi&=+6SNj=F*=y=_!7Bt z_`5JQCj^K3u8)Vt?yM`KdW!IvOf+y>YH5WC79HJVnGyZFHBYgYCw(LY)kDGkpoh|2 z9@z(w%s*-$WlO3+l>L12L-VZZ6;3+YsJb-Ue;hF*F@Ovfk92+}l?+&1p8vh3!arZ~ zt1?;&E}EetZ_gA=Gs+`@i@EC>GxKXr9?XaH3tN@j?;5;l6wkYm$8O3*&@b3TR^0HT zgSxt5m3dL?h3389Q%5V%jBKa&uWv|1CUh}~Jb>^^&^#>7=tXvOpsFxI5`*+5;)Eyr zH@jMHGN)|rcs?`bF3_7MJ14C`E9*cwg=G7Udelz@7FEw2hHe2iCr)zpx{<%3hz>Hp z3RH%c|GiC<#8>Dxo9*nlP8heo&yU``swOuSQD*DO8Lf^??}LKhM@XhuK;w{k`2Ucm z?<>(?^XBFYJDDKiY>pMLVBHf2+PQ8xNAboh`EavrHG;%o*gSFvs7z;}a%f2WQ7MFM zE`#z&d{Ie9;X+Ke4(7aXatV>>_Nu1`+QXFNukL40X)Yx;BN9ltQ5UCuk974_0wc;1 zih`c!frJ;eW@`orRBOR5DmSU$PUE&I9SB;=#ZFcCM01cW`qP|H8f)i34*shEc9Q zmeS6~*=OF+-mssdOA_$<>>|VvrvZ_Rb(u3iZt}BjNu)lCxPLSAPPCu-8ZH0h+YH&k z-OLar<#NFs0}HW^%OZo6Yc_RqVO$BRXt9k8EM^B}9n3waExkT8EMY!Q)gGKPgD1!5RtDC+yH(3;>E$HrL;64S zMp6AIzjOQHB?wt{dhbku86%G$hSBZ(w*W{KQ9FPL5PQfQ+t{}KGUnd&CTUm!_Jf@K z!70bdv74I=QDm}(p|mXfYz!A~kv~V6pED;cR|G#F4Y7jRHmOQ~#!6fY>1o&_*pAUa z$6fpClkM7Q`tmVQ2kPbHB^eKCqLiOlpX&{gT7wjXp!us1#RUhQ1yyOdB|B|h(v6k! z;RAbeB{|=IwQw0XatL`amR+~UK}UftRz-WVZmNk!{OwW_L@73?blY!7Ypr6JK>MEt zb6(H@HRX(O(5Wqdnp^no3UR`|*?QUVBih#Y6~^4SglaO2*6PQjeZ0W!!Fl;yDJ30D z34Kd_q;f2KwMbs#V12kHK3Cr*#ki{Vm+3O zPji7sRlkwZ{d{N0J}DkNLhj{ZF0;H|PuhBdPs9I!137txz#gGpu)V3+xGeN{?H0YV zUp)Y6Rb9!RZiz3!Y%G6GEDt8{!U`X;1s6T%W zMVULZG46bo|H`C=tY5)@(2H2mv0kKPeSM2B*dj;SO1PZsUT-fAN>$!UAoaYP|q|W0ulfqnf#TX6BTJd)&THU zmImT?{};yNybO#CL*yl@VW7j#lhHi41yz%vu_Ewo*8v=Gm~K6jX=L<;aEAWwg;ErW z-bc8$DevOkH}4I0Y?f*))!*q+IS);`jmHbKIT*yVj6!( z%-MBv7SvBb&!Qdy12E<1VP292hp{V`s;&<-CZ{40-a3O%%85ef!pIjXLGvl1$Y_l@ zi|wL&`_&HnwNjy;P|~qvXA4PBEl*gb>vV!T=OIMvwo|!IOr_uEqrkWnr?;gbX2SVi zn)XJNA)7-fL)ZWg9=l60a{z0ty+SvJ`=~d<(XV7{L}PFK$t-1O1-(wfJujx=sG(v8z7NyG-4O+8T6YfYXcgd3M*@4eX^zC z<>>erF|d!2j*lG`F4v`CXQJh2MJYGpmG~Rnv@Yb+g5;*&P|ID-(p-MB;7@-Xq7&NX zLeM~9+DC_HnrR1M)q%N_;yQ0+ygma$(gOdgIMwKuo=Lj}s)LBLC@}J<{ihxT^FY)vkZz* z6RDTS$%E_=&TBSm8=WbHA5)!jqU^I`*U;Fx5;E_a@=yIjcKw7XFGMU7X|OuiSY@BZ ziS~PbVxNbgWB}XxV<-`5{cM(wqlG;G_#QWSSdQ1r5ErmyPq<(;woNmVvp;im*Jw~( zdQEGSAcP77))17Eu;TS*vf=Lop-sQbX7Wd(og8>mzj#^1sS{bzmBuU57+@-^KcJfw zIbQS<{f}rEE#_D3Xpqkb>zuVV5tF4L8*ZU?&2cJi(;F4)5q9y+LHHyLgbEVEIj~+1 zAbR3Wc$!*yGgN<*yy-^1YV9nkmRtlz1Rc{x{aa`4C2E|v=94;6rdA13_2z&Ctf`Wd z1A8DAX3=g%3G$u*+!Fr-92JXXECwU~Q+O{*;E^yXKCJfhFo+@!3j|tLh|9t{^dsTn zVUKTi`~@luIz;7%X@-6kWGGe`n0$U;Ta`o|LN>CJr`m{{%t8CjWfc}x56860i-8w0 z3cA^mW~)sJ;)-%a_@n}7Ec1TOiz3jBB=1FbA4H%8VW+K^bq6i79Swu;d73`CSX;%4 zvj^cdyTCVni9pQ=Y?NObTKgKXbHSL;ojaY}8vofM*{dErk}{6i`CNQOXXi2a#`@_^ z#g`Wpw+5)c-X8s>O3c{vH8d$F>}nGigi;(r=V5pC435wbvc0SfP+`Bnb^K9|`RQgy+y!tG5$N^tn2`|ntB?-P^3`UR1PRIim=m)gVYjP;htxpQ1b&X-yKDpk~-N)rVsqQ9LXE8;16s;5FR zceGZ_tJ*$rsW&aAolZ0GK?us>Poy9MtL`SI_>fX>-);QXq%9bk56_;VC}`|?AEEaw zWacH4F?2brd6Odwb4MbY>R_WTj&=V&<`XNb(`3)B$-I3Y z>y0=%oK>7FPMja40OJNg1YJ9&3hC+Y$Lvw!~zzc}^XFKe#EwK(B3W`O_U*b28D zJ6A9fYK6mOy*|JT5NAbrqT);Z_f8&L?bPy$6pQSm=9Er`4rU@Ulr+;tK;OWU;S z5&L#y3huG#h3KPVH`I7k`RX$2n>-NAYzw=FE@-6#lo)FRZK%mUm zX&zA(iQ*fV*@QX=={p5397_TMM|~+}T3nLH`R=ygZAwZ6UhvQ5n^s6(IRz{oEsR%4 z`zc+@0^FJQNrviZ@BJvZCAtCZfvdaTZV?Wwn@m~e`sZtT{cnXfy=Wm~;Yfq-X|9Ri zO|nrOH6W+g2^+m1s5Si4R<`CH70?!Rf`0dlk5*h0C176#lbJnxWlD0AloBg)Amopw zG`#ch8h65pvzc~1+!j_GW?m`s{SDuCh#cOzB*U%C&1<=CzW35z!?nj5d+5dR5g*MMyeYyXJF|Me@$_3PLlmcEY!I&U*4cMI3Ol6CE+LZP(R|ghR*%8 z`eAkbC>_ZKkdX}{P0vmXpXefExh-z(i(4X}ls8N>$-avcK0K-^dif_G3kCS_!=witJJ!uBeT*P>fS+K{HUxgUWk-((^Cqs-t5!dezkwBKiOOr)6i}&@R@C- zEhQ~&4BfmZdb)pphV?!HUaTVr{^o<{0duq&L!e$^@z%@E{R6`BSSA^NiJCydD}WRD zM>p43rU{v&EGMUNCV@AUE7kb>YtlNsLO%B>sNU^1gdD-X#x3Oe>SfC{+~?Lv>e~1a z-u!naph)5CInTF{xjJ3Rqw|xmm2lj87BbvHlN(p-G;STBrX8b30WsoF$p!gGgZp2{ ztEI(FzBg|w;hXmZlN@6Nzy0qNg5cvZ>#pkx-V-JbLUtgDX*#&t#f08c}<8%JtrfcqQL0*=c}6i?q`b zF-@iQCS=$F>rX}$F2m`HEyS=K>et)~6O`5j&Dowfd1^ym$b4q78(1QS&W^w0lhd9Q zEH!6oj)5r3|2=;$-#<8rtI9Yn3EbQd)Qsv3^O=#?5zo>uav;@PS-3cz18UBnmQW8 zh9!h+(DHGrDD9hYxZ0>PZR=Z=TLYZ9+Ce7yx)R3`e6f9x9buWs#!LXCsVjWU3SL@T z+9}iwP$iUs5Iga?C=VdB^+D6o+S(e=(y4VhayTFRs%~xOatnSpR`si2Ro#$^S6tf`*C1j&y+q*}$q#Xh0z=jHQX!6646BBg zK@a=sYk~!pMqB>!aN{TEOWq*`!))B(>FT4oa%4%bAgH?$Huv%!JaNO(t7gU%zfG~Z z6^xdc^3t!Gmvx|hw^|MqnIyd&$1>V2ypW@o-uZZTRDN!9 zzJWcJ!o2Kaf&~tMnbU&maF&w=t~QWqM0fnmQkoJ7UP^WK)Mcc>I!snRY7<%67{f$I zSBlbViNXa0CPgjaM_Rv>GkiyHBo_$zIu-+5xi{_C5~@089K%t=#o1tERps_{^~8zz z2E+gf{hj)$5vC}Dl=d+%G~ecS4eG*x#Xfp-M=|82=6nykgAO`H7oYVJ7}Gs)JLRYe zdn}FdT~3>VTuom*OU6lDC1Ub@0rSQ} z)Es@uy{;g`^e6Y)vD-*>4R)~vgvGxHIF!L3nM-7U|M8O=QkJX2EL>S3K3u40AcDly zeg48Zvf(G2{Y|NTA&XU6``Y=I>{*w7{wq)}&2osaei@^i4-$KisLy9*R{}Quu;H?v zJ1g3!6B(xy4^J&9t0VG@j;2k^bQVPWQ%gRJ=;Ln`tSo5A5Lq>qASE&3$Q3(#dNw?B zdBN@a8g4&uGqT2_R3MYO+!xvtsjk274;r8QSUA{T&K*~k+-=D+f4D|U)#<^$5K6bavXEhEK_VYd6xN~`j zP^`0l_AR5qNfJM(g6E7hS>8Ps{8EM${u;Em#B;hysy@c5j>rZb<$$=6yb=OzkL3+D zso_TSe5W#?TJ3uty=3s{#9e+YT-{AUs5<=$G5+Xpm;U7Jo*1an;tc?*hiuD^++z+7 zfi+IfxXF(B)-=!0IY0n zCf2glU^kaPK;;M3f1;M2o}Nd&EhoJcN0gN5ru<1G`7^J=re(a9rq*(&Ngi{o{(Np| zPDpJnv2SL=sl_mI!N1Vy zkyLicRCg%}9n)%C<49g2m0M&MQ-dw*KEkr;p9%ie;9BkqC$Q9>luhBw81B3RG*}Kw zLac|%F6X7VnIP9~kZM;c%f-zq%v=6VK1&m21JERP&2FEFwaVcBO{s8Qz%;1paTO7C z&m~THbb>yA9Xhc>wIJwl4<;gQ(S7=e{FyJ>0$;Zu*ex~wzVp6kwu)V8>;%1?piOCr zc03;+r+KQ+ttdU9OIj)5pW*nijhH|aju$N~T56Pmu4%PbymXr-avmt2J5Tj`GSt$+?wc+xaD@i&Dw?v&e zK4Sl*8$c|C)6~F;(Y&kF_kG%oZ0)7Xca;Sfnzy3dOAcmo6D^8BZCkr`8Qk8KJ6iEp z>9l$PvdOBpY553qbjY|b0aH>Moww6x-4}|r2Zwq@JePsh#g3fQ%V#)*bX1$D&{}XA zbBP@7N|m7&r|JZm#B9WyO{6vt-#0i$s!qWdnB`oOxznY&Qb2CqusfX7|h+?kD2}89RB-ZscKtBd6}okHt6o#Z7;{NUEQgPWGQ? z0>G45Q7Ye#)!jsIT3<+<4c7gWB%Cv%0e~yj8SE8(BvF6;bOAulT;}pm{7uM1!iv?q#jtYtM3T_b$&cW}CAd<~SQ#j4qo$*CK2r zC~H0*zNxOM3ESVmFrFnPn!}SgI5-Ua&s#%C!2jtUSX=ERiCcVSGl3swycVOU2W?&@-5J`sB%3#h z6tBfue}@+QZ-WhU8f@wma*|&@qNz-Isw3y<8hiY zb#s28MAdFyz{X;tB_J?RRQw<>fRFqsl>7)AxWR2+1?w{odYGNHCOY~(RztKwax}bd zl~n0xugwQWj6cU1=xO3W-T{=BvU^MPs3Cd^LDUq#3l({8S+Wu<_n~;v^)oJX>@4==gy0ZJx zfo?P;;deSduE855U(Wpu-z*p7-g%6lsQRbQE+0Ou!xMH?T4P>}gEwHlL`4!FW*p^l z-uL+auv&I;q#T)+^2_AagU6=k?)5Q(BV}9RoxO*+wo7gk#nhO3U#uzJZR^rz5seoq z=r?s{+P{l;vOye)P6=p8f9h~UV(1L^2pFS7dp<2KK;J;vlm&C5S!A2noOa60Qxf^4 zq@|nY{6KY56Em~v?}MFx3KO23E~OdbkckcI88H-`_#3c&!0Lef&O^0 z8nJ8RkDq?nuW15@{S5R=7wnDb*#hRM5?41E_m?z&Yncr%#P0>pc~bq?)%fytF*!Hq zDdepp%J{CFcHsl{y{)rO92%Rox_>T&C3!^#B!H-}aMjvz3VqIao#%29SfiUaI>6W@ z0ZZzJD{067&N1o+s>#eez2}pw?9cK`ReIF#YmxT5WzAEhnSIvd5}1@S*6x56nI0K; zj|0p0$Om+9Ed1`7xEFXN4vlV5|MFVLH%v~^@MTOr9P;`eI8_}@PsObd$f%o+U+!f) z@8s#T7H-;w-Zz5vmvtx$NAoqykIsJo{#~?b`M$e*Y#B8;IOsmF* zzoTxyv*#0#NDJzm`l&!rt`wxa7`;MS6{e9D7gcsLUEo3IIB2W?DFbC1wbRlvZ-Vg} zUc=t!tp2ydY`(LK)svW=sUpqw7%XG~ajX*eO9FJCiJ`*MB+y)DY0geJe3I7*XQ6L`gie>c_`9bMAE))a(N-ZXH-7vctp{i>Mj2j$F?fV#lhZCO0ySg0#`|kv z=yyS3lt6JRe0;7fn$oY2WnpAA-94qKKy6wW8I1$NdhzP?#+0ab)K1WOyYSji2Y0?+ z>&zzF8)-)C+!h8)pNyTVZ@70D5V?eIspc?&nOZbw=UKMQJF6RPH#rN`t4ie|_jOyo z+60|tB&4PX*kR&Txz#rf9*weT33{f23>i6)pG=ckPzW$BpB$)%jT1SgVCl7cM#N7b z`bqp=(WW7HiqB&tYEvWjwQ#SFwjo*pBAUonw@L$qA=%-*Vxt5Nz-x;xe$GTD7}Xr0(EnlHlTvE37-*qA0L7< zvzZ2)^qF5?;ZrVaS(*RJq0?Dq$iD<5yUzF1gy@;Ogfdzd zRRebK^RM`6rcJKlA>#_#j$Y>}WkWDNO!b)QkB{M<_q~Vj2bp)B&BcsKZ;kNafD16% zb%sNjaSuYeK(+3tpz?z!z6KwM&h zi`%{Flz|vpYc+fDW-o9JtvBPjW#CTM>iY%JD|JQdPvb`w!5s33$`z;?fyqe0`s2=~ z$r?X1%b=ZFa4-af!8wCnk+Bv?2Q!x1Lss>%17>i_4L3h|Txf~zJKw(nGFhj=OBh|E zRhm32+jsh>?#?C`vi%smdP47_K6cYfGG%W9cDi8_MNVQgB|18Pl<3Z8cMI~Z{+j`M zBPPHAq&OCDpH!))M3^?+gEY})k3^dnnQs?O$20#i1K2?)E-tRP8S5w_hOa^&VRjJ# zqcV&TNF=jOq_d%U{-i$I6}&4XB{CiQ#CfWE3>Hu$q%0^Zige1Lf`E$?xWb<}m)_}U zYir93*fVMID{Ueod@)1;WI57vc|aeVk(4y?eb55uvpI=`T?`Ka326Wv{NBJc7`mp{ z>C1=Xr)tV4e$x_u8Eiq2x_2&nZFTSrQpv*C$HBnPEyuCX_`on^gj=AD1gHqwwv->t zd}4blhW9i)#ux&H4qyf0`^<4LL`A^yUg^P1)u2p+Q$~Zy$GLhO9Thp@YYABbGU*q` zHqQBhBAnBCk#__3CL9b;n?RG1_P0SCgqy5H2+*pSjH~j&Xb8zAu@hky--S;%u)>`y zC{uUL-$7EsU4%pXPe9>vK2xOc5}`8T|3Fr6w0S;wCHDgdV!~ZYBw)TiT}(c}3;tpquCWkZFZ?nm;^Go`s zw5q<%R-)E^exN;C)eI_XIVx@$scGIVz2T?T zxZZrcVT$a#AcSB~>va>&EIRJ47#1|a@swzRaMG1sCYXAOEhlz>U)4`j<$VCXt$^zO zb-S?gCV2k?DB)FtBRpb4CxCD2tT*V8zkVevLJTiF^Y^Xzist!_=2IEDi}f8hBKR{_ zl3``T1Xpy^(OCJ+Uo5b3eQ=s*3z{NgV%4)PfOi2UO@giXoi6RSlThxj2+FB0>lcsl z9qhYKRjUUbybCIjJ<68VL7HHKnJ&ol4{+#MX+u}VgSN$YTS=%_&W<`4WBmVU}*bM&Xz< z7v&Rmb#s znYGf3;Xk(1JiPcocNyg85w2D_5QVw;L{1EXdKaGru7ThW;R+4`Ikp#{C`mzV|EOij1VRwYON$Ks zJQNTW4XdkrxQ@qbmzs$FE;gj5Vh{;__wG`WVYvlLmiU4;t_W~)feWX2ji&J5&Z_Qh zX$15gHA^QD(b`&CnY%{bYrjKkYQ*b(Hm}~lfB%Z1ib771W`;~h?z6-fyKDN>EkP_> zTU*NN>WUf~S3NvDv~+Zcf$LVUK#M4WTR${Ao9#9elXi`pxroyUX<1pBfXG6g2`j74 zO>(aH%AcM;fBp@z>-^^J+pK~D<&g?1Dyre;06$7bG0G?g(O55+tbg|1vGhJ&P@slSs3=H8bD~>B3^bSr=ANH|9EanYxMIec-?d>^cRTq~x zH)FP!2NNgvy65u50oSb3@E2hN6}@594KxPW3aHa3>B-~1i*jxW#(-pnyzf~GN zH}`yfrioETMn=MCBXxcIQ{ckV(p-Kk2F_V?bH=u*`c>?^@Bs9!YA)on9DzD8MCLV*5k9Ny%zC4X#w*K|;?s$!R#>_H@6VpQv(wUhV zQ0tkD>OTsKUc^HMNl*xwvmTBQCxl>K2iDhJ9+=f$3k(c=9}|=4wcghDxWoiW^`CjY z*AFm(drT?s^`0p!w|=v3|2t-AsdDC{&VI>YA3WN7?&pP+CVt6r(e4HOFXt+Fz-qC!weNa$mFdNgp5&V%3A`X34nWXP7I!U9!P zt}G3tQ9OC_gpy7`E|Dc_hm)HdWaazqqYD2~e2RS&7G~WO&t=y{nUj;#ip8>|h`YZ9 z{Top8Cjgdw5wv;xhKG&S`{4L^{@-FRxQ#VR5Quj>R(5vMI1Y84;_|Ow?@m^`Mleew zG6CWd5ERs&K+nuD@9piqfWws<;CRR*+4I{_=$j};aaL(*bFb#Z?d5FkY$ZojNfJVq zGNEv1$BUeECFDSefI2GX<%M_Jhar}sY3lMmbs}6 zP!DSpm`?Jf<`oPEBj`FQlBODFP;SA*rW6^Rk--AiDFXOPpL`3_)~4xGKjl97%$h!RV~mfyng%k?V(J05-%Kzs&$)9hd;FD z`F2M~hcy`EV5^H|>|Fl+`}g0!t3eC?cb>pcpcYs43Cy7sNp}|^HuCc)scxRy55PXa z_eMgZvQ%AF)qZlgJv%!aLN9E8nVCpMMdinLr_pa7i>fM19IV%A85p?h+kgD{K?I}= z+BZKjE{?V{nu)^F(z5T1APIJf(E6mK-WxYm<8Ika4CTjR8pLn%TTt5A%u3+5=DW5)7bz7PSsHC8REaU$ zxCM};E&$t(WIFu4Nx;IeO}hUGB?E&0lQ*w|g0{AH?aTSMJ#Y#NiW0NB>-xn83I1+?Xi3S* zvw*}2J>|1#{IzylL4jS0Ahh|Z{v-SYGDPsD^JaKp zIxP*&YUn-X56bZ84V(<3&g_0!YIosq_zKvMy-lp8v)@>e{->lQuGLh6lJMJmP-a#a zT2R2r&cQJUh~QUuw>%IgprATfH>yjQF8waly#!eLZGQfJpkD8pzblK4jeT*n<7C$O zipFPSTK@TS*2=1?PZ=4Ym(30C*3M3H4GoPKo}N#(m-@GWaG@Z7W8navb(yf0ZNRZ` zjfp8LHTCxR_;@Rj0R73LPrz>6La4N#MKv|58j)HNiZES45q@=V1 zX(I|ly(uo{NfvP;rlzJgGBQ#Yl2y@k^m(kU{fXI-xVE8zg5#lvrY3scIllPYw` z9WaB+%1SF++c&BS+&{pJdE-!FU>!`pJBCPlul@Qv8v8Lcl-R5ZaRXg$`P9oxg!$2{ z;DrU-ocw$?@E`&*5)ukcN}}gBD0$DVUzBNrbS|)LkpcViW~o0VV(GQ7Ii}GU>={ih zVwZbve*WA$&C1@M9PkH093q{^+JN0p0VJM?%lJ1n^a%hS^MIyn;dllBX#RpMuOONI zl9G}?D=U|8-MaPNW#W3N3Gy+}yuDsc?yRq`=at@PrO(aJZ}07;7)+PeowzR`a8258 z@ArJs84ip@KoV9~R>43nWC6i(eo}7VpB&q#ZDtk;R>B7CjD+VB@H|sch%(RPYp_b7 z-{nx1gC;;-^0D4T!NtX}!t;&!`PX3-x6YQa;M;J50(kVuEZY~%Ybf{GElTD`M#b#G zK#jBk6)6&!#_hS(ClBrvNyl|YF`iEzdajQPs-=ig0eBd?T~}8(iz{zY0-{aC0%l^u z5E>eK4GPWC4eefYi4w2 z%D+B4JSQh7C+s_DXW`=Fa_!o+VDRw7qe*JnlWWw>k3PEa0*s+gpSruh-vw0HGuPvV zI86bc4Kw7@0hrI<35Se?$!f=8)>nRh=Qu22!Ea8Z94-@;WB{b&RII)a>%E|`df zyme$m=X;Qv8YR#>QA0yoQN;Q{)BOZk!;4R!XQ$z|;B!)?=-Y*(2mAno$bnVXuXdlV zrRh%*H-wb{g=7PI!EjGyXJ?CASUM3_|0M|Fu47wR90t3`@A`&nDK(5}FfcW_MfS>&Vt)Isbk75k~$LRfE?S1z@*5CiX zhDxZA(GZ1Xk3^Xf$w-o&l~M>riEN6fq!fw}O4*|*dlZUF_R5Ity|TjhetNzCf$#61 zetF$q-Q>EibI#-OxUX|PH}I^iEM57T=d>07S6gKmE^d1lt6$vM$dsL(ja>>hk-PN7 z2B=Lx-ORgda<>lpOosF1KcI_GQc5&B>!P1OjUciJHGi;=GmPd-lXPDc!^1ae<>ch> zg8uvO?Eki%iOC#I4p1+}(#+6UNl6J9dH457sXLfTJ$NW`*&Q~I17DgKpWp*nRE3_y z4}Y$zs&jb`0C%1oU4X>G`EF`AXp4rU3R+EI0O?nMDWp8ew6L)F^}f^NBViC$wVZBK zU${k+)Bm2+pxwMLxB)$FeH$R$7F2{x%JD-Oq3aQuvlJ;?M)Vw~$hR0@ZJ#gT_LmQ*o4tz#|=2SaPHQLSSsz7=> zo<~NWyL737f--937Sz`ro-^^5j4zxG6cpC}U0zm8c{0^ivX0OM{r7f}x@+!+*|z60 zuG_dp(atVaqvyveX{KOSWkAhb)SCIcf`VH<`q6&G(Q)+HI&el&aeaP4LB_>zJ0pQ$ zs=jead0mnxe!ZThi9S0F(LWrCA0 zgPpLp*|!fxua34Jni;5BhbYSv+Xq<9SQM8}f5oeGiz+7dr^52DN0VRWxG#yzE{z*wm~3P7#pH1=t130YE=E9Jmb!j~KQzm)S;``o(q ztG}PyP{WuP@ATNwqh2O`wGAleNu;hg0K7vdd%C-S;NOA0sfu4ji(LFOdhf*x_Alk@ zz3?AGUI0vkADrzV8cpWSnSn~Qk@aPk>ab2ikpFA;XY3U!i zj+dQXTw*b})8D>52F9SJrFC_A(GgPkHav%yu07Lb;KyF04_AL>Q5m8Goa_G{X;`3Z z!(4_yhCl5tasLPBF|8BOHs9{?>Q}IuHfOAEW&19m7Ms#d@U`XtjkT^_|->?JeL2>;S@uipd@}z z44M?t8gq2KA1P-g2%;$~ql7G?U}q0e-Z*O22>KA}%hDGEsJL5RHwCv+w)5gRJ+C9Xog{ zcp!=Z1Zd_sSVZ3F)_5ws292CywEy?-+k(cqF96Zrm=s77DN0}8|Mujc|H*JO)R~LXqraHxKjM_P)<{z~BWs|W_vJ)T4!!zW~QE3;*PiXng@Gi5=FVoAVY|tSJ&8+#SdWME^TQscy~o! zeoeM*n;(~2sDEhf?99w3EQy)ro0a2gx^oXTZrl);1ST2!W^Hx<{{0_-I@gElsldpU zu=N*AVs6~-;Kg30AoBRta;hm+R)nWX^`yVCbTl; z(bg==e&@gQA}E2Yf9LH>Jcb)nJ}!+H2{rdyB#%uRt*$HspvGjjgT11vO1esJ9pY7b z78>dYxN;s)GgeBhaCOCXW~}|}Xol&wMOHklT zm$rlnnKoLoCXemCUjbSxZcfEoCYW!cj5fhUt9gB-nQrgiy#uXTNrsTlx)w5?!YMot z*5kA6aP8V8Y{}2rTn+dHYu2nG1G_b3?@(jPy^|5*F_)WCeU>rYETpP=vuf?`C+Z~m zfeD?*%M*o#@FP6R?)jLrrbD z^i)g^CO_@w4F|y7G9Vt16B$QANdcB+_Q{{FIqNcWqISZ*X1z+c16rReD@)OGDc5bc zv$Jc4_5^t%M%Qbt^GfG*Qd*(H)vM`UPCxI(X@&0zP=_G#{K&QSOZf*DMuvxz8V?y_ zAZK7is;Cvylab1i@!I>4b^VVz)ftX``_^I`eB9mK-HE)IRg`Xe5&S9Re1$m(tdhpVNfd_$2vk9)iC3H+oenLfm>4}ajA))LG zZrSzw_j&?HAQj>Y0gIeRex(Q#zdrkiZwoo$@*l2GjUBI za53_?HdxO^i&@d*EWfPTjW;@v8E1wkD`!??`it#+95pUWCu&i-z2@b6bIizeeC`ri zW+4-8ZLWA!@g`YqjGrUfS2|N0G&XiE982!>TxG>%&~E9+G$xAX@g6i--H8KsfN9_e z8v=uB0PoL3u$v!BN)vNoP537?97oK3cBo?+p{TGWK9~=Oyz2*o1q2- z*o`*T16c$@s=vJKa^}pLl8EbF3uls=PLdjCVL9Mp@&T*Cd(DoZV~9#VY0*+nso$AD zqGjtBy5)48)CGcqD3n|${W7AXz?DN-STlutHu1@mCtbko&4un#h0A}=l5zvjEQOjw z7{sTF3bha2Q+x5lNxRwo{QL&$UI!VvOWhcGqr=YP>_MYsxwL|M8}B+lvA6W& zN1bd}7Z+<*F^`bEJgL@qR&kjHFJ2rKk)majb@PYZmuTa3<3>5q-RT$w%E-Qq?Cf$B z=K5()0pncl(c6)yqNM4hwX89-u?w*dy_GxDW_>Zeej(UeyEr=|2VoVsfL_`9ZN$-p zRMVmd)Xai!Y~Diy%fC4-COIs00qxM|CO08+pdu=LYrXLJL25iWzVYUB-4w%;@82~n zmLjE`u16hHw>?CS5&bS2dm89ia)L(Lg+W_en&k3p`|9Q4Q#!71N(`SN9zzC^88ce}=F zz$xzancw^caIo#`HIW-5`YH~J(5cT}Rc1)I19Nv@a9}gTu78X{(ZhU=H?&!m#a9;A z)_04GkCw=`a>i(vH8n9q?~)8UZ)v#+3QNeS!;{X(bzoy=HpypWlA(5xX3g6sz|Svy zu5^85pR>-}i{HBX`(I}kq^E1vvNK!tgNrGFWEB3LQd3!3F=1q53j+NzgJOqIs{q_! zmYyX&JvY}hIIEMW?Ojk%U=~eW3M@y1RTLm4bv89CPn@Te>!0LGabSu_r|g0uxc>|` z)s>aO*JW+DZ{NOYY;kEIE@%ReA3Py>383rrYYo+cP$>S1CCeK#-*4uQLFKm>FtNo4VO~v!4~Nk)nmGk^_^^9(1RHrnKntFAMb{fSW+%XyjX?Jr)zX#OJ2s31+H^_5I$nsoio-t=o6q1TCeB z@o?WvW@5n*>I5(wb91^6i@$+}mR8A0#_|}ye@Ivu_rmjV-0h0GYC&{ya0<#vCSStkvRy`Trp&XHe`8RDyD@lfM3ugWtb>a~D{vZ(?E+Y*g=W ztJCmG@%cln1r#N<-nvp4R(p>eF-ST%&ncsrYG2H44g-aoar^=TzsAM{tMbu(v|4ll@t_!%&}W;=>+!ICqNw%^L+dF2=kL6i z{`HS62kP%D`TN&RCPmQ%ZX}~kSWiF|b)=*ty?QG5_F~PjRQU&b0i(2=osBz~&2>cU zxt`c}mXyfHB~pY>{rSUW6V|^zXhca< zVK9~Soapt|mN$$s76xXIRX$YDHRE-(E;w+;6uEIpZeRXD{U2u^6#K`6UcAmsL9>$N zT4L0K&R*hm^TLIfUBf~q`EN4u(X6e*W*TpAmlCKtI0iqX#h;Sr(}P?2f*2F=ncwQ` zw_}Ee+S(mFc<{rA4_!Dcud&7Kfd9ZfBt!$~& z&S@MO=XVa#=Tc?8eR~VcfOGn@W88@;9$sDrMaA1@(ZRv=GAZ%bK`0@spJ@?PelcV5 z{rh)bwYJV&N41G8g{|v8Ie1&Dr5bbfQWDUBhnm!Bg?;AdQ()v7YDnTCz=qYZO=K#*7g|UcNv6>;^vI=uMEd79~-JJuJvc7tht?P zk*eYWP3gnU>HVoD1&h_4ubU5@HrU7m?m^kauFZ?2G|;uyP3hAElIqEcf!jNKUnLml zi9^=?oLOW@%+m`THy$kD+_@MA)@!vSoq4@ws6JsG%9o=0@t_|p1c)CH>XXYC zsC1L{*Ffg2Ij?Xf90p*OY(<22aKuVK;3`~BWi+qu?(VDo-&sF>`qYK-o%SuYgqfb6 zetjEA(mhbeA*(~Hp~1mE_%SWD%iLUCRI)Tz9UOvfjqw3Xf#)rDt)Bb`HsUb?eMS`| z=F;v#7Wsu&;BA|IbX{{~ungSsdL`f98`5#o!PaM!5>t|dp3E-w!|BMZKDBrz?}jZ7 z;x6<%B&(oY;z&WLfRm`$YZtBuv`ZTm74-%~>uZwE7WWH-VVRi}gL=BUOlZ8@7#MCr z8Q3Q)y9ZuB?rN6ox|YniZMBeB&DYo08MZ^h8l{XoYaFzzU1CrtG+LGc(f;H(8Er5> zz0f2N8L6voTh4pAwcTyE9R<$rZ#Xh25uhz0VBU7LH{aPset>E$;=1?A)r;olYlVb_ zz?9E*e+t0J=EDc(T8#So{d+k$s_>=nyJb?|jfhmNE8rCop@T$wOkbY`C&Dz(n6A}% z>bHu4kh~_Wjs)y)MzvUi)4f7kK@GEvMcP?d_V2_o ze#3X0-rKeFGOwZCd~~6SKCv+E(~W>H&m`3Eo{#Be{8vxty(N+BDJdyQ2B7Ee?T{x= zEO(314W|VOrQNRgt z=<5>`6Wc~Ow3$>p(Wy27K){Wrs0tPM2xU>R=t)`OPi=QARTZ1SMdzKTTIuqF@xYu4TMuWTgZ7})s8&zv)v#tc~L`T3q85s=^Khwax&IgJrM zDfp$?;k3&SL!GV@HvMs$S|^QpmW!SRi*Uo2tE{VI!1JsBn`&^jhwYUTBc*TBBWD0? zL+Ghjzr_65*cgcUr;U*7qFq|eO+6Ny_wZzgJdy~nZYc z$*>hyc*5y8KeN2&Dqg;O);<*OBO}*wyu&!%y)OPFI=VH)VJ7Lz)|Qt3kY++#b%8HK z((Pl{LFwX;8YNH`REs;a7z0TeR&;K75;@1`9AqwF}Z&!cp; za=~F}H)p?9v|ZqGRJ!->otR3+p52$75Tk4-4=1S8fok^8ey{lQg$fLfh}TE{OY}$v z?d8rGPl8hkEOQVF6|;2WzWzBI1qC0Q^F@Qijc);lJ}G=t6Co`GYf_6S3-)nyZ$xC8 zd8CfGV$37pk7pKgo167prnMlG9EwwQPgMfgV#wAC?Gx1j*N_?W4TMlJx_9B zvSf!jc5KNwdOw&xrs!*NF$Ec+ErNO>IkB<(Lh}4oc9YXBg}zmzKB*Qa7~;0{CN~>h zF8AbQPmr8$OJn-EVasPb(`b zZp!8pp=yoj1NmUI>CCzII!brS6lcR{6y~>!Ayo)v48{9;`MdM;&MFmk4S3^}Z54sL zxNmOLv(($gzC6ZwvH|ExSjhKzlcblOTv1+LUS)Pwm{66L$}p(bUFq_f+<)1D?kb_8 z?KVYFzZ+AHlU_IcJ%y5jBD1ggHEiO6+E@1~|A6LE6|NwpVwiH06>1^FUkBTc{2ZHW zkHz3dC1win@KB*{!)(V;Y)Lj}Uf&iT)EMaAK>Nk4|xUM|O# zH8HH-7V-nvn$VlmrvkGDO$+&(O&T$JVEvR-Ct-`LLOWw#zFfbGboiZ6fwQHcau6!Z zd?=~Y9fx(%GZn5^JPQj8tIWn$d-CS0434zC4GuDhA|8QD4SevLdy{4Nn5zm4mMvf( zJQcGF9$<(;u!Pzq8R&>=|C81t&mtSDj2q(}0?i$r+qpF@0YXNS4IdO=l--4AbI`0nwf7JSzPFMQpu!yKf%&n# z@d;#j%^{cgq+O|rrMw@g({vBBLhhxBD585@Y;UE{k<`aUJW1YX6bFh$^n$-h@X1h! z8W4sU3WPzSX*Uy_r$iQ0Y#zi?J6q0uQ9D$iO~UTyw)^#Zh+#o13$9KQQ&`aO%9N|% zi&whGl%A1sx~0%{&dz{7cp3fNM>$zF>Ef~4B$I;Nt~0V-3y*@Jy33>t3JL; zeiu$OQEf6)EznZtm*+Z_mQd}g@5B#N)X*oYh4MeTUUdU$52D_d$ihmdEAaMY@aNi~ z<1%`a$VVw3vGK$ueR*vK|J-NX6US|SaZy#0JE3oUT&VRDplYV{DBm}rQOb2MAlpMD zjce_pS`Or09)By%kl6PyJe;@XWHXL4=MH7w(9lqyQFDu;Lm^R7sf~6#wstGNH?~?% zzwhtr@`4I*)M5!hV*=sJ%hIV2Q61EKWDbgnDT3iERnRSJ@bUA1f@+p!*qMYbTX|uw zEy52~u&*`=hKb2Ug2;q)l~bBYfg+!sC7IWx1aOL!mR#WCIE{B$2ezTDluR!nO*!8e zafMUrOs-9fC>#nEi@bmUm7JU}+g%f1)whlc4R;n5b(LMXdQ})}$o<6#c|aBkyXRe$ z*2vrFduRt?q;b25k(^1V$C3bYWqg;*USN2UcqIKu&-i#+P2C0eK5_Ozu(VCtY8l6b z0fIx_D01KEXT)}WB(bc0`}ZFY&cV3ygGQPdQY9b3?)#(D+5Yd)}EHqp@3TXL5o1h~G9L_}dO59Jr! z#EK&fn_$M~>FJqO_^xxkxs);7=-019EYog`w)!w$pkQZbr$D}<(JBfA`#y_^!o=D( zjFy=K_1XyOo1&1)*DpaiG;7aw9B5401uaa-YF_~{zY*ose`kp=9Mnb}NyPF8dtkY^ zgoIv8=+md4Y36A+bA<|B0_2t)b;*YWAAc%3b#}OyQ+LPZmP`xDY7#a=2PeeHdX`zr zPitpPk&JECc}x#O;d9P7(fie(vKz{%szc2r5kF*dLfqk(2qW&5RgUxYX@0VYa!LJ} zsM2f4JHEauh0_`NgvQOJViH-~UfJM<)rtf0VG*}s!KID($v>Ykw$O6OA(}@npdqo$ z4yp?YIilO|{ML|ca1hbJlj)~4HMfztpT4JY2!6piu+CWT2S7|_zdt|P8MK<4nVrpK z)0uwmR+MgR1a_Tv^Oz_vcqvFgmWRtT0HSKyCG{Dfd0evMW6n{3QvU55Ee?Qo(l`dK zu-(tY*9U7Up`*~{`!k~#`oLf{FTG7Q@H6KiqzInHaKJC>j`=6?2rlxrA?e#7>7u-- z7k8ZYLvC)OjSyZ7Ikqg9RaTg4#CyMSBU@1I$w{Op*SBrmeb@_fou!NiKm>ecKK*lp zI;}<$o80A)Zqgi}u%H zv0s?7K+q&Wwtz$k;bqiU#!be<&Sj9E_JDbdgS!@z2H@-8{sMYd)|APWGg$^m>FG5&Fm`E$qtCv8i)1}l3s}<(!3JXO z>q@Pgc?H2aR*DB_G4RN>KFjNWhoB6Qz%q$}*tayGg01V>oC{rbLSV6zNDiE@6Dlh5 z;Dm_TZ-ah|bVZ4M`_G^Cs(!Ne-HJ3j#ZHX=A6*Bj+hPO~>KCs>;bcQ|CXo!EFK<*1CT=aJr~C35$k5x{8@a<0FyVR+V?)F6 z3;i3^&eq{q-Sb#pw30dgN;M?iybRZ$N89u!*75^9L5Kecp?ec#H)7928bS`z7a3*I zg9q)$J7oU(`&;*XLN~4t_r$vNrjERM^oY*7{*5;vV2Jw`Hd&*g$Bz(4G>1LrAb5)7 zA8pnX+oKVlaRO^-ra5fGuM$C^c^A#+=OzX^1Gxor@kZ20dQO&Ovtkp z-aF^~@5jG;agP8J300r^302inW>dE{VA1pQ^TqA$tT5TUaLocZnCuByQ#Z;OR90yA zX)r8&#P)gA1bJ=2O4*QK_K{kH37PJ(?6Q92#*Y;h8wCvCc|}C*Lio+h&h7zRSW;5r z;!Hp|#V9#@+_5OR!+;Ua%NL0>sP*4#{=H19>gxQC8^dnhT1U*uk|qQsw&OAb!5$+{ zkYk?9xH63w%7soH`5LA?0`vR1>qo)MG*EI=6)tB1YR- zSp2aAw3}B1Jyw^UM%we3N!cPbz=fVLQ;!mWjLLW0BNGyM)~;JenZ*C53at|$p5$!=7GDlPpd(iXAfv_9JqOZz zDtt~MMfoV6 zWvAqpZ=>(*J#gSna@aZw{F{vgNY$uHCTb&Yj%2)HNNr$XpvA*j8UuZOQj$+49TP1( zkwQ+Xo<0>WMg?wimr9GG7}Lle2d*aKD;S|o>pLnSj9RNgd>P(aVzc23N7QT~C&?rE zcij6od9z7b*rI(HnG=>_|CvE|kg2Uve1@U~UwXnB^D-cS3dH3OZd{;*03=1um(zU3 zjg53u+@HY(U~g8b8R`9cir~Kfozfnibf`sz)vu&Q~(%JKn05F`qhnzx%lZc|yZtieK=-GPrdTW4wUcJ=h$#BBFA%E6*K!L{x z*n!JLsgt`~(;?r(e1Es{-O~Vvk*q|dT$?IlR6YRaDzbJrOOfQ}Q2^wiLl6p3cvGnP zlVGf%-xk)ph|2;uZ3qtP{9u2c6ce0}sSMMrPEN{j$_H|ONkr<4^6NlT-R|ml9otNj z0J_Xihmig)MOq>Q(TlMcns3msScr}YE%uz{n@+WCa*YUTXXD^}TNPf2cC(a}RG?`E zyRRsa%|_&fLau)$p=z^^{F{WcyzEg;0P7&g$)=(Ua?YJHx5a};K0HD{yWgB)C_6y#Xz(eUX1E2>fJ;` zD0^d=#Y=oj{BA^D?}hf%g<>JlLvN+03*Tpz((O^74TpY9yBXGV5R^THtmHH8Sy@>{ zT>seEAkPQoKR9qHR}`LRwcIKVl%hZrJxo2sah~bE$|KVeM|xszE^KBz2HlRN6ZUI7 z_a~qAgt(we8qO@aQh~i#iw@u7X}V|69{nN@85}8OjLg4dzNE-GtkK5Vrp1_+>xHVQce>z9bMrtY(h z*)}acI4o9-`WeWmLGt`jGM(@8$o~r^7$k`Ofpo&=6iPG6ay~Xk=!s5SOY5; ztP)io?knXhlRz|KQavK@>1tAqrHHYJ{ncqn!f#Ry;z2llOif_3%v z`2j{#@0WLfCRrh4qJy8~*H5Q_%}|bQM&plne0D}cLIT9Iw4y@!Pfs!W=F>x$nUE-* zLLe>LQdjXIFA=@h@#nxbzWfd0=%aGReMUMGXd3iTR2yBQ! zx!yncjOP$P2tRbWw4s3!86RC_IX2XBI%3(#t0N9ngPTXV-Vld@Lt|5L?tcoS zQH}$py}dn#>lz?NFI*7!q|;66dl^ zk+mi1zTT=Zd)#RwaNvK}BeJuPll4e5ks)BBu&|Iu>wq@+051I9!Z_{0@gx8da|E|$ zG@(1AMU$#0EfJ#&NgeG*wa`yc@Ch;`?-J6_2{pB2P&a|l&e_=ft# + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/actions/waveform-analysis/data/figures/rates_ns.png b/actions/waveform-analysis/data/figures/rates_ns.png new file mode 100644 index 0000000000000000000000000000000000000000..40104f0cbf429c54a93e452e54ff144a080d11cd GIT binary patch literal 129013 zcmeEucRZJU|F*8CN-AW9vR6bQ3T0$whs>-J3Q=S>P{|0P6tee>jEo|?GP4pHg^bAF z&vCl$`}aK0pU?k~`*pwS3g`DcKcDwF-p6r#&c|vha%8*d$aa&EkdP_J%V?00Y~vy! z*-^b~2ma-i>mOSDvCTnBL2DPj+;*8i!he(6$zO6HAu%{l{C^AOGwE~qM^Q&vT}MsZ zD~?VkH!Vo6n>gCp*gD!=Gd*(K;-c>{63EXbeRclKwdYgQXGTY?b2VYY;^&s}SmC8U~v&&ziUYzjmU&;v0pByN8 zv+#>-_lZ{v;|t%_qXYuDxA`~Ugt?6wd}nSa0Hsh`LH_s2`$ zvu;1|@7L&dcCP>Yusr{9g>(P;X_tEnWV`=+@jc2K`~UsvAfx}|+W-9jYZI&T|JUUI zAx@NUm69-XGu)o+d8`n^u24NU(!5o2b?U((ZPv-Tv5u*!si%HQ^72g;RtQQ;{bENh zkM*Ui-U9T(Hg^jO3c|EyWLN`;&}`v(cY8u=_)BDS@hxjZe(y(*?UOk$cvhx;@ z3pji(-|A~#9`jm-`5yJrk2lGgTTUN6dQ|?xg|BmhoAEB+K;%Q|%upT0rzmm#j)s4e zBKRM&A<;jB!J9td1Aq|nH~vy5c%;1y7QaaqE$?!jf?+(zqyn6 z=E8r!DYp5|!2f=8E5514?Dg>B;NtXPvC)prw7T{*C6oHB469ZBGp^18TPB<9*Kd_l zVpa1$N1mp382*BLo^4N7k2`MF#%aj^;8C96X|6}fA1`<9+zdby;+_>L!`wG-mX;40 zo&2%?+P^pJ^LTT)=tFsQ4*9ySE(-km^dheR>%Y(ScJsO7)Z@;NG{-$u8~+k{`qIBo zWqx^cc?9qLHP=elRp$)*&lC7~%RN09WR#PiU*$)8V*la8ytMkd^B-CQMgGpr1O*4* z_w(CZ;;}||>C&a+!oufY2wJEmD${m$bxkj7Z&g!MyL+`U>Zp(q6~52O$$2*+fh|2f zT`fjx`}2suagkc#k&*sGL+0@b3H=C%<0no$@b=zL{6v}Copm=PTlI8^&!btDm%`VZ z;^fH3yYrOLh=@pAnhrT5Bco+|IxSW`E+Ld>xIIIE7dg3{qvOfRo}veNc_(%C^(#Mo*m7&E z-8(6XqdV`~gWq4%tZm4+xVSpsTqVZ_J$?H0E;YZ=`-+Nx=I7^=FTG)xSp2bdacSv8 zYpW*9jB&XK1Bc41_f=1*?SIx&opGKb>FVl|t&WI@h`sr<-uX}ILQ}Fj%gGx(H2!o# z_j3e9R9eb^4h{Y2DROw^>svwm-bA<1nLB^uJDttU%ub1k#k$P>wrqO6<;mY_n=w1n>PiSSy=2xTiAMvZ|zY~P;j36P1Vxcx`jkrTRZ#B8)@9pkKez2tNrOK zzkQ?Mw{M@A(UPQvx%m-c;X~nkh7~^>!tEC(4dW9NnX#WQUcAW8&Ap$IaqLxOWdE;U zJ8W%j7Z(@bcX#V`C~<7H(8Auo9+TZ4)c>u>frI@*MEr5~BS%Oi*B4nxe&A9gEeU&q zLqgbUGPP0;&QE;XNl#CIseL)KBg?q5vQk=*@95EUEHl)_E_2-T<6RFVH&!VgKYpC+ zZ*5`Wedw6pkHJ7mpRBAbo54d7r|g+4Dl4CqmYG!UaCUXw7_`QQE%rZT%6472@yJbC z2+JMq_LuaZfBx|;IU2saL@#=i743K~Fze^9U#36nLv@R8vI(9z!PfC(VBmglscRfI zl2iX}x_Jq6Ad_S@ZtnmiV}R?zWQtH&TpWwot>0cAYs(+Le!ZBHLvrNgNyCk>5*-37K;$FD5Uj*fgQ$V#8F zs_@=JoqheA@L>rz8h)b^HEUk%`$?;|U0b$nA#$`^a^;V2KtT2Tdt0BB_LkgnNH;1i zuC>PgEzWfq=Ui=MjOpty=<4of#_E>3E*x^%&< zAi2x@_+ylbF&ih1bLY0i#>M4WckmrPWk*6wORHGg`{~nO1~JF86hM|Z{N0k>KAGKy{$WsJ5OD99BU^-#mf!IO1JLF?5`x3{FrI@&g&p0iQWA8 zB|nDKhYa7{uEGko8C9m~WF5EZJkD!WqPzHu9T~BQnokBjBipQIU+6FQ*^vW@Dv`c# zuYWTgZAq}=;JhoMx-2CvePI9oyC{eKzdpaT^6z+iUBB+RW|9i&#y2h&K|u|{UrRH? zbP6<#;x1bKw^&$M@~k^l=I{J;oa_;u9qS;!ckkY=J$p1ypW9Nxb>g(cuf113J->&g zHTiIVyS$Q8h)I5G!HD?;0c3YV!;AZ0_+guUlxhvZ+Kc2ePSU}t5$+?j2%_&Y7j@n)R;pI-63jAv*T z{`BdL&WYUUQClH(xqVys{(}eh2<}j$jnyTGGoI@PDIG&Uf0`idrWO`z5NSa#U#7M6 z_zn#Z5B~V@V5GP7^dVl|yU6jhlK~+i6jmLX8OPa0MK8_EoI7{!-c-4Qme#X$hpq2( z%xWl&7N(~5-&jt&E-EVeT*&&6#L^JOD^Z8@W-}!&b7Z^A*Oz&SL|j{0u(n~8Wjy12 zSHgYya+NPt?i!=4jLd8Of*T03+c^o^30;X7ULLn@=Z(=NCnrxgE@wo}w@#%F&HebW zb#~$#wPvF7ht?!j3;G2l|8vxn9b|M~HGxbG!Z+-VN?p8hJF&KXWx1@gd)AP3$jhC= zHl0VlJ=ZGUY^c}&4%OK?I#T+Qk&=EuAf7B?p6GmgogQia0M{KeUq{{BieSlI7hq>Q zae@L*YxQ~b*RRC+_VK4r_vhajQdU-O%D2|(UwlZ;M10nBNlyu+q*j!UmWs+gkF_}+ zx7lX7LWki1MYBiaiBDbSRHUTtPc{1VDEQ9KI)424k<%}TdwX*z`q*At!EHnc)lP=R zvT|^keR?kNT*Q_U4Le_uV=9rA@A&ck)6>(rfsx_i57Bnbe!Rb@SM-9H3)#V5GL~af z>7)DZ_VvfsKMqq-c_Vn3g@v`v9A1gtBHN9JpgTridV7M-Wnt1E1;@&Kb$s0BQ-shS zW6w3AkUR0hfFtr*=zAvBeza0KJ{t1^w!LS(yu3zMrPq;WG-8g)^{PFgLRY^W&R04h z+m>yN3WCi+1tE0KRq+t z80Yk-*Q#8H_I`Huapg#{i=0be^R8(U74@T#-WmIWZTIirH|O#X{yWmlg0e;#$S5A{ zJ|4oMni~3CySmJM1^6dDznr1=_~y1}UH|qrA#vPn>F>`f;d`y#i;K>@dU^7LGlwNT z3``u39jLCZ9%;{bS)b+kcZf7mH9E7Mj$~R!L0NgP4;j7BvuBj~!&(3sq$;NmxK+#s+JaIA@i#daknrTC`B3hQS{`d9cV?bOM5MOU)rTE> zvX4PbzS^+RZVS>y@%zV@FJ8plnfYbeTOtZvw)5)Ms{~-{?4$wqDRlb7I50S9Kk$+C z@afyig^sK|JbU8g0;`wj#=Ha7g#-nq@X?g)VYzSK9H5|JX_$VGc+oE2#=*_47^X=} zwww6hREM!AmtS*@Mj(MVPCHFf`U(M(78HoMxx1^sxpJYfuyA$F$n?q;ALJa6&;V*& z;mx09y8{l3-d76eBh9ivkG5=0^sf#uT>bUZmX%@$f?#TP)+;)i$?9wBc2`$dN=nKj zY;4<61#1WlM^De==CDXa94f4di3!`}oAZX{8|$Y5nphpTcIR3st**{AvQ3`qNK%b9 zogHZoCiTs=Xo$r?HTCze6e?c-j~^sh_078IG}-e39p7%eQy{_ROyp^&eYoaGYf@lw z-;Nu7W&W>UA4xb!dFap~0t%OulmPRQ?M7!tjb=e#DzNRV9&JqmvOKo5@wvb9p;FHm z+7>1-0_u-1U%mS9Pua>omh*m3{f_aj?4LN9NeQRh2w8-}la-=q9I5=3(Ry zQU8A+>N-pAoInp|d*)mRm<;3-fOJ14DoUD>hJ+1%XAB%{p`h_f+*Nxt>4mzw`YvMc zHC!hf!ugfh<>oTlSorx>N7fqK+9(O!c;1gDCOar5GLm6@d|a*6GS9OY{5JDuM7PPBa@Q> zjS?$+C%W@P&Pbg+eVQIyyZFa*gU28s&u!@@F1_{2l`D!FE7yyPifAM~&KQ-saZv)9 z2V&P}M_c7g`kvx%C2mUx@tZ)s2^AVNhS9UqY}5_nm?14YG9#yMuLo<-=Ui)LkD)l0 zdNIvM+;#r)cxMi`Wa#YF)O#do_La|c{gFEnqVLYDydvpst3OoJ+DdWa>X(m9o~!pz zX9t05Pr1x;h8@%Q*|K%V>e|M=&`>I|+vCZ9=_uJaU%h%Yg*M8<%exm5U5#nr04?of zq7k(vtJ~eWwRT#YRb3EE*&ktsn;-xFj@qo+PyKh_x9aL0(eCrK^MCpRk$HPc*^x&S z94eH(QDcLHTX}eRyajH~C7iM!@M_5tb((y|>uwmYGDo!L-g~jfcJ4d;RC)E1zP=e& z5S1-gk>glfrXf8>sG80kGw*?d>)(jPP8be~fZ|kfBporDTO_&-M0O%Y2VI?iHT{%sR<@l zAfj+(HIlnUMWO_fAs*^_ciw>rZ25}ShCzmIj+ApvNO`&BzQd>P#z;RT+btxV|K?3) zQ;f9z)Q@wHqb;%-w+>Qy6VpAndZO|RQ@bR0^D9?OaWld87gM!9pttr93@|s8l$Dhc zIl!%ze1vx8?@y%+VJAmByZ6CtO4+x@w72cp5qsrx1Tno~JWkcl@CC#)!%)09mQ_CW z-Kj6eb7MVNchjb#wmt@Zp2hw19v>gh16g~{(^yR+zNX-(>a z*@7jrn9-xX4pOD0r088ZEMn8SA7xsL>mG2YH`2WD-Mc+ijTkb9{R4z1rur*sPTx*f z%Uzb-SR%*R7~jrE;@*~RA`K#84{D?K=p5#F-M2O`rp6Y=yW(2Tkl10yN4}{%8`a8@`=KT58o>8OktX0Hl@x}11%_XoE$wCi%FtoFEl}krz+WDFS|2*UL z3kV3i)f=morcGA9`u7R%=`^&loSQ!tW6W#nLwU$yogjM*l8`SOt~jZxR_ zRNM9_orzy2dz_n>_YwQUI*7g)YNe*nDIlP3NqycV>rj!~>U7QG_?t#^`angIN*C&* zu^N?X^%5GInm{CR$E#~=cVTxrM#N;6MbEe|YsFcU+yxYm!Q@C6Ef<6thWYq$wRVA- znVAE0blkMVBO}Sp>~0t^s9o+CAhToEw}7?@{x+%_bta`h=_q2CQmKvomKBrwNjX8y%tg6 zc67XC78E=PBI%%FncLqw4m_UE2R2TU%c#~Bp0c2cF>7Ox%k(o|`s2DvHm5{Mg06 z(*sp|49eUtS*FKwc0cYP8+$@7vG}@k4Df{xTTr>AnnNrgB$byPu}Fte+DRA2-Ez2vJ?TBXnSZ4NyEJp08i4x^G+ zb9dRuK3PrVee<)h`el{fhg*fIwcN?qY&3XY133aOMF+2_xnU&a); z<3&32#DMDl1EIPT-wODrEtr5=la0&EDmXluOKIEKG>l@tP+U6zv?C^|`Ms`AfyF{- zCpqIYKl|Ia53S$PehByoR*#jIL&ImA?aF^$)$@n2nma(qR2hk! zI1y6HD!-2zh)(R*PeXzrS?Kc&M0Xv;+*;^7%}g{H%xYBN$7xPlK5c3>yQq8VlF3kQ z5FIT&iNwaLL)~*U)m;k?%~w&a7g1xpduK402H2LbY41sE@xObQ#D5~};I&WOU$cH2 zVo(lWrFGj_TWCf$CRATMkEu&YOd@pOCTdJn?y6}^(VWX12OeicpWO)($^O?T+VP$u z3LwI2{L^%^9Mgx64jmp8Ka&5q>Fl}d`e~Ut+A)C zUh%H4a8>-o-RkO|W{$tY6f;TU}jc_59*+^X3!~qm>O=w;gWLZNBSj z?Wa%A{1^mGw_(^x^1e74FcK7#N>I71W-To(&*)~r?mYEd8VXT;MyE*??XjFvJ$$6H z8j4$}W&JbvGcL38wha;_?}1$=CnpKw8XfGoS@qs@!*_>(eLCuUG~(+u+Dy#NZ~ogkKjjdB1yi+Q!C4 zt=z-in}hUYRaMH#g0?R_?!0p(M;z(EDf92Aq>K-e@y>JuD@qqFJ>)ctETl7jnD|Q4 zlM%xe*>0!(RLkIcyj1scrzl^z;C(wXMR91$lU(wh@e!>N&!4{rDW>S3La@Ve7-Q(7 zAMT|lq>X`m+djsPrAALL)4BX{=?2ce;ShX*C^;|3sJVjQ_SQ?WL)l37TXW{m_M*~a&q$i?DG>9Kfc+J(|nPj#2)NFc#zp( zEFI!aF?()?aU=y@{K&El`H#<^4KZX{FzF2K5)DdpyJ_8>mtwALVDPF*7o>S`k5!gU zot%wLdId+Z?Vpk$?j^PP5v3H3K+K+T8VQP6w+pfFZW1IM=DoNJFNGJ^SN?!FOF4MQ zFOmKBS*iqZ9lQlG4eY_Xkr{MXQHZGLa*}$Zy z8n*^XNlBg8SBumX)UB+zF{>pVKX1IEPMK;@B#6=zC}iEvxz-K6i=fsaIc}Lsd{)ue zNDdr}S^C8n)gN5G!nP&gYV6ln?|2JfoRtOCf-3oy4RmT(Zd!)W&;NP`EWnKLG)#epCVu)%QbPhX1wmUX9 zmUT?{NEcs@{t`wmi2OoLc3HbR1$sse z0b&}xN)7r#OiVA?qz7&8>C2b;o4}qqiib{S@RHd1d8~fGwA; ztjKn&s;cH$Hvf~MU(o(U@R+8iCeVYl^~~ed%-$jgxjj7UeGtJyCxuRWuDj*gbREQ4 z)7q3e`>-}eXIW-wSf%xybng`#8$U$PAX>HF%aFZ<@@lSze|QMS!VLW@ILF(9$>Gn8zv14k3V3fgrlQRrfy;BdrGGg=pfL7Xo)6g!3gIn2P2FP0_$rZV`Z zl`r?_rv&7O{+g~|pfW!gG3U?c5%qO?aoWtg!{6UOzxQ=_b8`?rPJ`4Hk?>)(DdvGj zlKUzqX*#1I7vcfYd`Jm3CQUozIH-JrHo_-M?q^~$9-yEkxolz*Gsd<{NI)~JR#?X{ z%8FUAKv3?7LZrujDyjs#aH*rRa)I65-4)-zuNfPMi&bdH^UHd8lnt%iD_e+je);kx zSmn;wIZ3^QDh4D8dBJXRdD*ljUg43SUz=sfcc*KEkA4+AUj0H-;hM{g^;w)K=yNRH z>(8U0;QQ*;;kv{EP*2AN1e#lXd!ahE{&q7zwOM>mTGUhaw@QExn*Ey>h-sPyEOn&V ztqMqxTdpymdrfY=zvx59&jr5R2huNCz1#R6K=SPe+Ymg+`CAShzm<8T=?0Rq zg5w>StT4A08hUy(KqE@mQYmk;-N6^c=KS#(&PAtfqz=qm51J(!zEyKNc_??`-|bcaD2$^M5f(^CE|E<@y7%5JV90aS(9(sIXSCLkC{ali&t4x%x?e_dvl{I4)HxK;Nsr7rFZsh zq34E2PREmP0wD2@bg`VX67g*_6fOQCC_L`;pB!Hwvl{0W z39TD4lkT!8IHMHmCckE*WT>On9&@AaVa#kCrwZsi3?shZ-#MARzq^G_vh)WOv*$#S zB51Rm@7ue3gZZ(P!S&mEuUJ|6Zr^k0GWhc3i)mrzZlIEdZF|$bLxU)T8tG&&_zTIt zU=?ZpwzY!zmAZeMy3A%@k&TzJ!azNk)S>u&`ihDWsI;~ z1VaZ^`7&nsOK+}_ir+ELzPu$kI5;m`N<$_-D}*nAfqKdBC^y+|qEa;xmFik+B5Bp{ z+;Ow^^h*G~54#6DzkQ3tn1|7onpk@HHU{7oA?yHP-v|c?>;<8gyWGm(oqDtQ$@4UxfzIqVL7v}zQ9@{2hQn9V8VJi{*xh(PVrR93My2NH}Sd#4? z>+in@)>X0W?NlClnEOZ=`mwn($c6Tm1WrYH3a$#Nqs)TN45x3)oIOhdf{vf|9h6tc z-)*GF^xw8s)c1Clx{3(j=t-U(GcYh{0tW-GCJwVLl!L_j$jPNV=@S^V*~~y<qH6t? zQ*TickB8tMgW(o4mIMOv9#kGkB)_@qn2(IYYm&hj|Mqh)%w_>PD zdUE}B!a0;DD%L=^hT7VuWq<7$xMJ#Pns25Qq;!W%si*8b5*betuO#97TPY|sG{J7? z!;};*^b;1*f}=Ta-=2rqa~u_P7042$_+zZ>lO~8}gq7!~z31{M$0aB7Yb)&X<`Nee zmbgW%t*z7b@>9W5PO;w;z$_AzqdOntir5SDQ*V2wO92u-{_9e$9pPq5fXw^AD9oK# z|E==hx}8(M*tt%fqJhF(1G!Bt-|FI}4t2VKPp#W2C@5lvnla$!XGeIVRK*N^j?Kx* zQ51>CTn0adO-=_BWLgZ&>tkcS2e35{{}v!+hXiX7((3qHDEZ`X@?Jf-p?AfsmCud-kqcy0FR$V4o;LfpyT&&yNs_ zVRbrh_U$ASK`~WIN?aTSuS)AMSWWhse~1CXO}Jl*MuM+mDJl5*X5c1ofj^A0%gb}t zFd`kI=g)oe56SP2EOL7Km!?@992^^Cu87O&+Zht2{owFHrjhN2@u31^Dd7j|@0k2n zp!)WfxrN2Gxoa8nQtCraMoiCmbW}KRfN_*Mo$B2E@P-1zhrJ{~GkUsp^gyb5FQ4os zCq}T;5zVd|%nFnerN?HgsEuD^%BIubdE_mdX1JV1n0dZ+N0^_e=X%K@?Z2u((;Ofssio>Ns_p2==UNjlP*s=UUso6Hy{CP81EmZlBqTZu?c>zqWPe=vb3l|! zEL2v7(Ci#w{|SB0>dgr`OZkPMEMXTb*2Dl>M-#N*Ui1pminT*fzX{<}qjKk7dFtY_ zha?~%fS|ulzV(q}Rz34PUhM*S0yZIUsrECd?1@e1v9T$o7^niEMYw$+L2~5PUbC72*({?{aI^~x3mIGlai-P-CB@?9o8&9W5l8X|cbv_+z)AK25Qj2M zgUa{u;}1aAdD+Y^FGE8^&ATpocu4GHl1QJ<2mUvnXVCoDrkK!z)behSfcVU}vI@!b z5Oe_WH}}4)}_+{Tt8u_-}4hC>Xfow|;BI=mwe5g@#5%a8q8jwdG&w0mdgM z5AUhidt4zVfZ$E4ZJ?gD(-#a3!R-aS5^N8yQENqJPcy5xmL%D3ix5iYEYVxPDbaZ- zB_`6;<9yUq54fYuddJ7JdXpwY*|K!Q+Tv{{4R-he^Mk_PvRbpf2$Rv={Z% zdzK26G&G!DGutnBJBq zxG_Q_592rHqkI_>64#thlM9|eu{u66kq~z1jKNXrPr;^ASIB2roGc#xH*W0X=jTrtKBS;Q3Gsk1nteL}ai%A!Jl5mWT0PVs^|E z3u5+JQ&E&*H34y9XJ^;6Tmqt2%AUFAdx{whlok2?%mVdpZ~Av|)wynOY_4;(;)*p(Q3XMOBsL@d@=iDhPto|>B4@35!_ zQIEPsFrCyrhw-?+LawFbTB)t8`=Dd&&X#wY13butMxc}i8xw$GP(G7vj4u_>K3DkUc=88zi;&p;orkN>Aq(<-vvA8TqF z#D1a85!4fH2Yg<{RNP)P*9F={Ez3x}?o^n&r7@Dg%Vm_1&|K%ogRb|&XyQjN5^&+I z!lBKe>L_x!8goVSrYksDHnU8FqSzpn9?WX*iILjF@cen7aciz)&|i0f_o^#|gn0xV z9G2YN&x8dCk_g#uhOd^;iGTdK-1TdIc2=u1ejdtW?n2zt!F&uO>ds!NWe2&A`9674 z3Gab<^l2_Gg=BLD%|8W*scLwYr)EbrFI6{u`t*_7*zIW1iH}gipxOpmdp#lT_*C>7%O)+>}d9kz3he&be5>dSi-z=B_ z9;EC~T=}&B_t7KFFi+vH?_n3va_J5V3uA8(Q-m*%h49B67ZeQk^G9U_J!LN1C~@o< z8C3eBrn+q;$Dt-)TG@_iFz#ZSc9oINtk+jqRg;wyPl3MSE`Q4!`Fr{;Qf!w{romeq z+V)ICo^K`akbf6gHSqw9d}hhaAd^XrK1~slH{ZO17;3BwzMa>GzwO3l_736SEjB2= zgmR*014lC~g zqT!JI8+zDCM-~%oo<~>9=Af+;)DA?^B(;hv=y%|r?#0E$6*nBqfuR0iv#6HZ!uv!Q z6BDDSOSR?hix;#Q;5mDYIYmWj(O6`lD#KOgM+h>QN6#ZYzPu8BK=2=guh?yd44>{D z#3DBUdx=$sIz_aIIgOU*nR7DcchS@Xp#E83|262S-ehOLM^Pi5-k_QS z9`lhAOZ4oDnwp(ZFp%pzAU9k_(|}i^=baNdKI~K6o$XZi6yQEph$~3(Ho(>nhMbUnAaOmdDg`Za3>{6{VM>wgT8xYM5qrBHj?jz*&N01E`^jY!r zunR%y=Pqi^${t7TJrhaRgQM;N5Sl4cuHrGMQ-9hMJBS%kS>xHqUmxQcco&W^yAVT^ zc7sIO(l7cLv#mlg==+_;w|I(gPmt}_*Vl*fipx*ZeK{{o`^qB3n4CK^S0aUb9B$pJ z!VV$vVy25Q$Hui?P(Y6`f6)Oe5r9R-G0Wb$}Kd*aFz`^qt4Vd3Y(*CW(;8zk}?`}&v&)8mBY=m0Sz;4^mZ z+jpqDs*ZI#)kC7c#4;;KOBl9O?4uMA5h0}g{?XBt(51T~o-})zBw!;PKMSAG#<~l} z6sodG>^bD6*u-!hE3HfeTKK6E3F3JYPS6vx-B)gde=y{kxrm9okb374)s&r6iJ#s# zG$@@aiw}1xu_jEoC$9yo+}Ht@gD?ff;E(}bWKB=cVJI~FC#U1M;jDocO^U+=;uMs! zmVITVQ`5Pq4+Gbj^nO9uMzQCa^GNnXZW7>d5t1WGN!JTD+13k=DMO|hwvu;sOH5RD zcheD;CeQU5CjZ8t_(d4afEOl>=lYpNEKz0K+FBIZ5R9u+mE^iOa|NeL>huz5nQV_W z7edGdZP~o&W@`--j$OI|7VB(LoIKevg)Jn2c2bs>$=WL<1PfOV57^X&wBq!Pj2x@4 z+^`l|nY#gl5vK_7lcx8j?!n%S(?AN_YNrV9L2K{zaCcqMP#}2;GY&ch`^qA!if*Zk5SsK#;CBk!8Ca`& z=*n>xf>Abg3n-|M@Kg!h=s88uAM?}JUsJsSEX^Q-<%Vi-DxFk-;h(Iog~j3#`)J+q1@MO7y+rhe0+#?PBtjYt^UR33+EPa++&z4>xG>_iwS^l zfsIQiCGu>-MS{IKZa*Ls(}|*f8Hq?|bfB~W7zla%5!se~`NKaauXk%De0-UoFN6qw z0=dQ%4(Sc<5DL*Strr?+xD7i`g*=kKhq7`Ma(-j9WJmWa0CBkT80IIxKf#0jfNskz zc|FyrR19-!Guopm1%>UK+}sMFl1+ue9s==5cYd0pb?gAtRDu{?oNZOLUz{=-|5iYb z?{Y_CE1!Pca?`sf{J?-kT) zfDr;1oVq!*ix^pPEDn9-LWX_ht5;2!XlBQ|G?T=&Q6k1W4*(_9fZ51~g)lTg1;9lZ zWQ;e=nXeHRbh-)s=w#Hy1A)}5>x5rA7Z3JQxMuc2N+TNJg@}{Qmc}7yyac>4 z`2?q(fK^*Ea~2FO#8JYN<+1dF$N++;-(0HS?jPDwe+i$M; zS3HN6g4XTkbFIoqoDFvQf)j4|0^Dhu(~#eZNAI7Q$e2#Nt0ndVIzKqm9s2c`vE@K) zucaUEBk8p{N7&clb-5>#{$pC~bUH9TyByv!Ccpmp?gNke5Yi6FYvQ;73_8IhLK zS`qN0D^+WyXvps2i3xt>diL?Z2Qh`APQucsucvpDV>{Io9BthEQY<7)*N}{0&AFGB z#)ERCR&>)ML*#-7M&!xf(zN5%pFdw1{`^Y8ljyd@msW+i+v0u{yN#L-JPDE4uxP)p zs@jfz{Sd0z`3}N732!rxUy5c@!1<1|Z1f<_How?jWn@g0mxaA}@z~328!Ia-2??FZ z4L|fR*pZ+WhWTA@m zllV&Za)mkMGRUFhR}jgy4Gpce1oKjjVT^4Mw3Rw2Q~&gPdx^85|G5#A1QepQEfc7r-MZS6!Iep6Em!FNpui;@c9P#Wda!4{y z$C(y~Bp!167pFSz?r5D}{A~xuZx3nToqrr)iZ9jNEW|5SF z9fumFGDPd9{=2s3Bse| zM2BLf_*puEBJc>?zn{GyuCWSmlf;S4y3WGFQ+`a6jOgx`ZOI1+4?pZXozNT6u+Z9Z zeo;MA@+mNZV@Po87Xjm=w@HOm)dtQRPcY6;Su~L#9=!cVH=v8H*b0wg#-oN zgKLRk6>_s`nwt-xtKLNfjGKj+m=s^6HNQ)QWa7-iTbr(bkaLll z4-^mm_hkHDWk?v>Sw>`FHzPmw!9+;(GeVHATh+SxKkIWB`jZbtqHFmk7H9`KK#jzR z4!%$CW%#Bzy}7$PQVHdeXkNnCySFhhG5LSigziq9UV|a|EQ-=eVRBjt;V-QJu9=;Y zkr9sOF~Asm&oGujZQFk>1MhD4V0*Z~c zZN}<>YaIZT#EBBH41>U0&Nu@XCE@N1Ed-?}4x@KiSQuz|UgE3;n%;-cpUL2HkU>9~ z`mmE}q(qd1mhr!9@(6DWn1B@zQyWYKMClr%_S+For)nrhf>0*geox z$fdo6yRW#|%Hlfw@n>ypc=-$pi9-Mb2y=q>g7pz6#P;mj^Q1i55qUTFC+QV&FxK1K zTf1FeMkbzbax;n_ym1`WAk=JGqtnh)M}Q(Xrt=|?5J$OSQYB0q8V*91O(a0iME5X3 z^8Jl?5)5twOTY}DIm!y5j=Agw>LGv&5z2aRZAfv;mpbrCtQ?yUTKnS>I~NqkoZAz6 z1T8x{I*M~zI24LWE*5>+%3l-fZT9@c)qrmQiQZqoe)%ACUV~D|^;aOS!gx**Yn0Fe z>Q(?p`#!xCQJvVforIO0-4utc2*-W5*)gLM8o1bBq?6(;7KAqeSvd7sr0)lMQ*OWo zTxRDy@z}8%9I&@T)8|4DWgjcV`yX@*?T+G50deUBW6be^Kv!Pg-gU*9P7}SQ^xz>X z5tN--s6?|cbrDrdJtY`KCUUSo>b3JXu&VZRzb_^j7vPALKL;n-?nrUhLpb5oUT=UK zk1Y%#ikM<30QCn^;hvA5dos;nL!KU4hO(v#{ zrq}0m^R1|mQTjGL&=85v-*1n`cXIPsJ~K0SJ_P6-)LgI=7e+f=V7~?k#B)H9_gP(a ztIGk~V=$f%p^-SZr=t5ec6^l1wm`UsF|q&B6iI6N&G)3~ppip^JpgetMyl`)OcM#t5n%eq$?)h%yW2lj)dP!-i30P_-Imt?m4$Zw_q!8V zHiJZ!3+0ph7S14Wf72xlzIJw;^DbAeBo5Kw1NrCm3=9r?KnM+OpXX!e#2WTZhxih) zj&k?ARxB!(RTgUY&=|dtRs7U4L4V*~2W@>whh)}&Te~6yxPVJFU`IIT^^A<7hQnXXTIeP2hfdiwb|9vVgm}u1tXUKt0gbsl`TPKW`oMab6o_j(sn~?iBEQrijs1d z|1^mHK~y3_@|r5axm@D3Eg_H~2*G~tn3|c9#^m^;zkdr<+5Q|n=(?3v<7CUJuKPCl`^AN~yz?!?69cR_h5cW^%B z@YckYIZyus3tAOyBxLAp+jj08gxOe5TRUto4c zN<^7l`~C;DTSluMwqCN`AVn$=hJ@gR1>A3MZ=dTI85ZV)!xKl29^HZ>7gqX$6N}3I zFE(m%KuZUMdmQ>UB7N&&aTiK-P8b9LMttt-UPou#Az-9#!;k<@M zOL-Z{-dpJRQagEY$I?0gb;OBqu)5MXuxn~&b^vE*f#0#T%p4qYqXIhVy7vG*DnSWs zgpxG_y4$^JnJmPS)+I)x@c zoaMzy-Ndf#STlvon*qYS6@8GnycuR}!eKxhkph`dNNr{FsQU0tHdSyV;eGM3c*>xA zHys=*K^xi))gB;DCIn9h1qFekM8}x^cYOryEb5 z?TNW1hcI6u?luT02H)RM+{irWdn&uqcn@<7d^(y z>sxxo+L~v@4cD#z&vhT7$UG^%jY-X*)aByaB798Hvu9f4bC~MtgsK0JZI3~5<}Q(d z&#>#47!Lg!l{l-9&%ria|9}11QD`ObmmDH$3p)o^a~&&=9-?HiLsR-}v);&5zQoPOUB49GPovXs*Ew@%W3fhZ)^lUQQ*3RvRS4ZF(yoG3>~Ad# zI;tcD>6C;7S%B|lP*iz1E?7F-qNIm>saP?-^D|UzJi9V@iERr>6N?wFPI8GjUs(J* zHO+11y!_5oZtPDYPzKx2va8YVZ*klx`k6I;Sl^3MJP)0-bmq%xkm8|44qzjML`2d` zOAV{4s#24a;VY_i9M7rw{gFbo4O+S2GPN(BaSZxgE86;NfRmKWOqIF0Ijif}FM_$# zQdf@wyKV)YZ}U;W>4b)dU$rSGA)$=5^<4R8Woz3({F&Edi!n;@?2OQ{FDBp13{@}y2o~dJ|JwIMGnJOFx8c9@eWtxj8BSkQ5=qRin>ue$}V*B zWc=lDY^Z8lVfR)9|w4vmj#Hljz`A)OtL8gslObs0NNhBn!fj>_Lgp6J= zPjl+MBe&-euNvN&Qa@=w=r6+l%D=4v zva&+!@5V~sxl_dGHgzu2dEhZuscPntcmzN8H^%q zYY{jMyn~#PS0ObuwFMOlX~aLuw6XY5PhVd=tN&C$X8F1c!>u;;Qtna=%qf%a{*-w& zp2l{~hGx0Razr`D?vq@#qoSrxD=RYsPtswXRhoD;>P~gRO}ukSR>#2JJIZ~&tFg?8 zxD}G%dx~VciOBvUzF>ff;@iR!iAmvyzN<(-%eZLjX=sv5yw3bA;&AxkXtbOmb zE{h4qy5UnFR=@Chd84>a-^GJqE0j0Z`Zh9nG7Bpf?l8nDx|)Ir zF56NCXg>$A!m*c=H6=DyN^+&E(XqqOX(`IkeeSDHKFniLHq^wm?-uUj61y|=S!535 zqiZJk!ZFYFVNb{PrD3O)Zp4l}jn*nE;mG_g_;ORIjhsI?ti^|@w1_YC#QpvI_lBVp z(!O{s^PQVq$oJdduIFBVr{A%ixb*uyN2`(!*EBOY_4Kd2!g-TR@Fz`7i+fBxV6q(e z_&90|Ao?rJG<_M?%M(Qf)$52+s6-}F_-c%rC`$O!#{%#MXE#MSOTm1^OLc8kSi;hJe|UqwZC z{PNkBNfG$v8uKwPrM!JB+%HtopN)vR)Hnx*(wOK%&Fjiom#^w_3_pu{BY%@`-dM?g z4SAQzqTw?gK6`0f#>^NKFl+muM(Gx{cmL=Sq zzip`gY?RFWL5Gp+X9w6??ug$wGitHAI4y=saZy7f767y<>7QnQi>WAGY=K{+$*mb-$H=WU+{sJq_ zUMm#A(&B0md&5PyTNF5!0`^TjMmb8urXD+X%)Wy-0(B7YqQsX=!jC}L67;AjYfNsf zpln(TUuKeeOO<`*RuvnKkMBEy3*x0eQDe}jl$XUf7uP%ChcsSlBhrEQ__)wHwcJ9o z>aZT1Ho$ypqc}O{^c_=7(ohuf33n^b$@f!e#K$rpr3I%n^v>gxKu!EmnFoagOuaFQ ziHXm8HiKV{hHST3{399W?rf6>!^`$H4B^$^9lryziFYU}DGA~2K+k%daB!lG7-f{} z-2c6mnAg(2Xsq6q{e{+OtA-J|L8Klg@9`uSm$VfpT{}%4E@e{u=V{|!C%M94_1R$p zgtN|(AJP3bePxCaXupC#$cF}i_Nxjg5FC&9r&!^gLSnz3n*rpqUV!)pnq8^B3{&Y? zk+6B~)A$~iC~0!>HmB0uTtSNk;*FjpL*@7PalN(en=JZuQD{Hv^lUk%$7R%^ShS1I znVGTQzqL@S!CYBlmvVWP(8^Nz-i-_514?yPGE-Ck8Yo%F3s^QCp`xO?BRr9wmZsEI zy7{O}S$I^CXm>Kn7|(Rhb?)IWdHv0{yi~4+4v7uQARkQ{Xj}nyl{a{0*w=|M`E?WG zIF+m8=ge$g0%pyWc%ov~Pm&RLTkE;~dr0itx9tuYGcVVE{kmf4@L8z%Z#_>)i<1cs zkrn^Azh}0fd@VyRy3anIH41e5oTI*>hLO=^k+!jMbc^d&;xd2fk9t205E&E_5?cPP zQ=SUlgJZ52ZxbkKbAHc=7x zpO8@H@Hv;)@YdIh-G%mMJ##HB8pO$KIB%M80^V^X=3y$-pwx_vi??p&6R*JA1T_oa zo!ohtST{R99Mg0Dwr(u_QPMI0i@3Lpiz@uqhBvK$MFd7gq(cc&kdOughE|4>G63n2 zZX5#;B!(_QWCo-W1Oy}$l~6jQK?UhhIz-;J@tpIX-}B}Dy`LUFGBbPMvF;Vuy4Jc0 zOFqI(8eZX}d;-gVuQk{`6Wo87sdfiv;8@Bm7!lb;=c8Xr+(03K7g*Q@F2kac0(gmT zAZj*nu&XAb)k^_>5i+T`zV~NJ!GB{J7QqO#Q3+r>-*#k&%KiIxFF&^Ub?8#|zEwq5 zl`pYx{5r({g9`KW=g+FWzdLJrw{`^_73tgI9J~ZPYNk=)Z}HhL%OhW|-QVthtal>h za;UBWZqrnub97%ieqB-NR03vV&#k>}1OM-bpz%}9xw=0ts2QkjAAmEJ=C`amHpP=0 ztAa6GjlWg)_|}2_{Zr(kV#T@Xfg%Ot@B&J3Y7P3Npjh7>-3xgu(9pG)t~fgvFHODN zZVDV5#rgN_D<8rbdSF#ngX%s2?YvO5O_G~`qk4VN4yez3?Q75mWNW=hrF2R|ALq8V za}ZrdMcK!ggSxu9)5~AZUmKKDS5tEvxSOygKLrn1-}O@fp^+OjFxb*O0SwG*YD@pb z)CtDN!2FU%jJAl3{_Kq_Aek;$pZ|~ACqJx`O z+l1oPFw)o?@Kd32)^C%s8s9gN&YP>0zxPeCy-Xtr6R@*y*Eyo#=t3*4iMKbw%Lbs7 zG%@<}nM>%>Hc(e(`~KA9gMxzCmiXz1%6ofyCMva5_LqH{7D5(wVD{;Q)HK&Xb=uO~ zn}&unl^#u;!Cr+6V|8_nzG@_J<2$W;Tz5OJ&}sg!;|xl)_9)I)kb;4Vr>v|j%?``r z{CLX9-Q7KMBUVLEFK%fY6q$~P)BfW96`UrZ{g7(sLLNRIWfH!PU-GfD%bOaE!m`a& zmP6MX7+=)YK1lg_{m&79jFGn=(i*5?)I5HWvU>03??e2|%*?tvI^E;`TPRm`$_REI zQg%8nxAxz1hi{tjBbykpOiRIh>XeSh5?HsfH8}g;g+Qrj*l>O0I5HR`#5-{U7se!# zq0VjkPyTSInZtn_>;?+nORKBD*5CK@Vk(ql1dn<3K-V`T&|PaRG{ChmN`=z=n!#JL zkWVe18U$!4CO`qHM19w5a%-{r`8QsG0TILi-PK1O!JpLuGuaLdfn?w$KnH^Y=ryL{ zbWrg)jP!CexOUSgarPrsdLTUlkm%j^-_7!b&`h?PlAH{P8Cn44-W*7491^|Kg0c3ok<`|+F@B1^(fQNPSQ6H#x67cq|ys*fHg7ipV zl`in3XDg2%36^_=AKeBU;@=l3vnV;{Ug!VPtR3899OOD8*D2EPRqrgmO$Pc085NRl z47vY20CuLKUrFn#K4Nj>eJ}>(dt*VpGivel5X5@lDkaQ59#~r%8{1fUshKiaSq=b{ z!*E4$qwiBIV1%aG1+%z30X#FIXNRmw&cVSUS>b+dMyGYw8*-%SQm3^p%wS{p0~7v_ z!7omf_UHa1#PfKw>}A?1jz^mH+cN z+Y?1TT%0Dm&Xnde%P#<7Q%wnggmMrzCyi3$5C2HbB!REc?plzOqYC@+JjSO^VRzCk><$aS~*%ySJRV%5b_uPXpr|1zojRevbPg&nDM0LzjzN{(>Q z{o0}Avww_KY$e?apuYIkdLD>`> zdvJ&iHi{jL!5b?8>6Uvg>NHw?jy)BnacfC_r)*yX7x)&iQK#4CWp=<{eF=FEa3G=U z7`UnUKkpN@5ycDtHSp)#i=K6P;Juc>m`xo4y=ygh#5@0XsmQlzp9R19`^W{QUW^?zga0O0n_l` z`f_WrGhkmWJZW_CaSh<41Lwd7oL?g#Y}8M&c~3-1Zvd?dwsxl9JW>zl3%dd3`SLYj z`+T6q+uEq_67OMA2qUvlxnP#{x)-^z+r%9?{ngk>bF&)E)Xftn_a11;EQp~&E*Jq@ zYwHeh;US*Fp%R;0RCKLk3_R39PfFVtk`UR#GM(-l2VK30%0eYQJ)*CXU z$r;XLUstBOXbmlL^0Ep&R#P*)_U~HJT+B6j)vX%T9}i~pQGwEjg|#xritj;>kDaQ~ zyLqz^{V%FYX8c{KIH~Sk_q-AcgjZqK0|@PZ-qpbq9^a>&3nP&8*()WDDoVgaUj1E8 zsIvw%gFm%f)}rYs3MPP&QvJLZ07nW{f{={T`n;wA?p8MiovflF83(_X?C+~LACoJR zrFR`s^z4YK{{YDOD%5Vyri}fuOu#<$Xq;${Spy`AM<|^@0?1_qz`gC!joO4&IXcMF z(8;Y5w4j+2>E^#s^9UFQ@TOK{p8vVJf0Xs*gdrc(e%c=b*|Yq8^DX~;Dpc6qL8J5h zOh%!TG~Y!j%|u~N{=R+Rfde|ty1nOr`78s%_sg)FRcyZVA~oRnfle5yY7l8;Ap&)B z8sHp#;P{1l_;kQ9%e;P@$?eR)_5mtY8Kg!W{R6=LgVcGZ`nk%h;9~iOdhGiP?=C&Y zj0pR0yP^I!oEjfMeM(U-Ixt66fz)Q;?_UGxf}V*;$&y)av11J~TXdH?vVfa%tS^ekEA%+hK`~N{K zsP+*}_>gey0JQ!`zoq{VN&!sj|IW7v7+zjpet&s{^cr$2?N3JUc>2`CtEo1!cYe=eMcPB3N(t_f#iHU?lPO@0Mtg zkxSqjsf0pQB)8fDaU%7j+V(@#k07QG)`etCRw@~CA>`_fk(vMI3XIVqRgYl72x2c& zJ(5R#=7ieo62n<#^r3}I`RQwE&nEYOf_^QRulp2)Sqa@*GMcEON(lQ&f@d3@pJ_OeH|c=_h(H5SA3uOkjY=$3sXg}H*vhBlZ2KF- zA&9O7{NeKz|2cO^3Hd*75^19S&p!GKL;k<;EzDgXfJ}#vh7Jyv*D38J5B`+YQd`nv zIc&Z8PM%plT_gT(<|+z`HL<}c@sGbQIP^S^cQSBLmn_&|l_|ZPpvCrr%s;f-2X*l* zs2c%muU(fYow+|c7`=|a9Q}3Cria4GNv}uC;U^l%mQcXF-}QBA_S(`7oqW4@rnhzQ zMsIBK4jg(8f5}BMJ6eewHiw364`KE6S>}8F(HD&DPeixx2Rn{ZD6fw! zkmuORpG?|AQQQ%J@HvJVJ-hgq+vSv;N*CIER7A#=GbykNEg9iP|MC>oSdf!n77>5N ze3f{FNKaf@MUTEX5AlcMUv%zXE^DNF!;Ny$?@P}1m6>oV9YUo^v3CD6wI0dtdEU-b zmg0dYpCn?hp#!>)o;PPD2W+?leV=(M?_348+D;pYtjKk*{g1>;1Mgx)NfIRC2;aor z^R~w3JLd31jy+Uzf8>e_oM4e!OvB9NlhU0}!>dNoSAC4jW)F-VPQy%=wd{zOD*b@% zLy#@>#2q!r_)R2Jr~MC)O;zwjAxU`Y3^w;=GORO45k2}yHC@%H{NF^@7JyoZoGqSm zv%^mVAEQ4_7>KFQw?9A~y(7qT^Zp@GrW~6W-snr^_g{Kft6P}jk;OWZaD;_bc!$GyzL`a^yHD`VlEy27_n5kje9*Hz zA-=zbPft=O9;3xAV+m@Dvxiq|*9yK@_`)J62B50Af`?hbR<%%-rJ0Z&UGGc^lE_7+ zY55o`OrK;I>5JF{;~v5Sh>~8hV#~w0*;g~sAwh}prYvYn1p4 z9!w}gx9gl~4oM{tf0zIE7W>w|(r>!8|C_6F{5X*T;+2faB$f^IQRu(%Oi|ed+Y);- zY&p3k!Vj_bFy=T+tM2|Z1kq_IhE;ui6?QXjKu@((jdx#?xX|qtj@0Ro;2vte%^PUW zwvmp))Eu|a-81VcZwNvxj|Im5fYB43EyZjb{f39x^!ONdn9v!br<_As^Ywj&(A&=r zvNU6gqU-5<(IpMUqg(ue<#$qB0492eFJxTBQUpuOh$6Mi4EsMbwVOQctMdEGQCB)k z_%iGtsx_Y!*A3*8o-FJUX5pP*N-)qnJF%DL-!!kG(`<)y$gc`)t{^{84xe=prub6G zNtgyG15}9RyBQ*K8By%hvA`IY1qhek%nB3#CK@8Z z|IkKqmh;n+?;YyXJ1IHn=$kI?KilHNrZ(_JZ^V-yZxw}~fKRgjn;k}797&M$#PhuC z`G0Gn0N+PcalSmclk3(k=GsFMTmAFLqSQi?t@g3m3HE)_<;lt7EpL3p-RS<2D>V*d z$-y8(&KThfZ~X5sY@`GXMTuOyA^@{$caGc@x+4`)c?JE#h5vfOU~eQ>xy$=#jK+t} z&LaRE-TSC-?#tt_0|Qi?MOT$abth%WTwWs5hms;bzZ5p5E+eCyyD@tq+wn&e4SJ|K zVU{YN3!B++e~7$=|9u7o_h(^xkiTn3ko&eF%=|A_J~wRC_x_E}5Df#|$G0!N zDL*|^K_z8a8J6?9on&tOb+O4}Yq4@?OX)Mdeje?V<|=t9`iYwYI4L zZTkt>LPb4g@rP2gqKulNy!_}yjV2${iIV>7w1MO*K5%8h?u4gd?wI#jWx=zW<+jBb z#2X3!cJmPWbiRAEpxArD?3om1-JJ}0l^9V=j4VUofM6;F#x-k&8b@NdD8{ihiw;4U zN$q3kn9u$DspT~q(R9Kv_FPx9sVcqiFfm6cqx_y&sxhpnV(9(|L?hJ`u?i34GZm>D zB0cy#!2C=!$u3_KN0o&%$){?E@M2PcQaTG%%v zUj_FQ>Ypi=)Jb7H-Ox0Oi~8g(Z*t^<<#T#mVh!6_R%??an-CwIWZQ#um_Jg9ngH7W z^w&1P5A(0{9ig@`OuEMZ&un4btowaySM;KnFG)y!|tc3|=9$$@`RjSYK!ymFq zO<4gL+#eAVJu$YPB?lxD&SJD_ks=vl(|J51w^)c_y~u;^f~KIMUq%mPm0 zb^JQB9)_kNGC2-2Z~|9x+K=gd=$1RI9LF0}aL5L`j~Y844G|3}u8i;JsZix|MNz`{aT5vdee$AE2Hk z!r^&$DepR>sFv8snGr$Ej@cc@%3!E=1^L&-%bPt~40+)hO;qTb+%_4x;Q*GkxBPK;CHgI%gXoqdUey$RN*;e!@F~PX;}zH*XOlR_e;$P9{!`Gk z^6YMz|J!@C=rgzdsaDY$by!$JOvz3hAHp$%es0j+a&{5R>8-i>WS80F;y;u3bYGsu z%CJ5C$3whZ^i-oh#mGrxk{IQ~ir(iRN5$H)>90Wsf+r1_vhPfeM2*j?MlCeT@ocO{ zfsH$|Z_Zt`*6SF6^&9SexZcn8{M`*yvdV%DRXf2`F!#0pbO5GO!j4YmsHY13&SWj$ zZGHm!rdXz4Hu|9`A!2ey+P?X$M9nAdf1YeLjO3G=0*PQNCey^)VfUN-0sTO_%z+N) z190pr@H(Lm&^6<-wTax^mKKt(Z-%~KBZa;yKb7$s{^tjNuv^Y9(7&SJ6f$x z`XDyi?{Fj?h46bl`Zg~Kf$&0vW8)~!3)sdl{sPe_Yqu6r9!a*r`=faRvl2(5lb2@WWB0uZ)yq`U%P)iVGN zcR{UO!P9e9Dk$OxefXYFn3Ai!^h=uWd?9I_BkuRhyyzgi{*l#wSkrf8l`FPlt&reM zfCu)&g)#YP0$nnFy2W{)M35GI9gY8UMTNc*z+7Ep>@Mh!p=EH#$xwmP#X$dyxB@ z1AI+$U=84Elmc>nZ@aG!=Rt?$#AHWvB}DkBXl$Zlj$I`^;XZLC6w1hEftaGcSq)j9 zE4Q{j8@K_yJc}k#Au%*NH&+I=cr}pv@tI7r>gn&F-r54xx#~x#;3_mxv4x%x&3_mW z5@B3&P_K`96gpoohR1MBSzlVhJiuMFg$;FCsH2*k(vs@5*5Sx*KI%+!!IR9^X4eGfW?`<;oXLuBq=r8RT>?J3rq5@|i8b^3p(Y@U3z{Y%FRG->{y^BERIa z;nhUN`yOxff#yR3!FiZiQma`$KA~F#sVw~Ec;6xwoqPb#_aSj$2>LO5#`Ht(d9D7? zd9T9fZe6NXQ)#|cnCos505t)^Yl`A0Y3-E@p0`zDKZT zb%pD%3X&%`@1Tjw5<1SnJ8-bl8c!dQnm9_!DlOJ3v+N0=m{%bz-CUc@k}edgL>BHs zZdKdhrg!GlHt@k#0iRo+9z?pnLT3dctfJ)VxtKtQ2>1eXnURWRQFe(wfcK9E1P zjq-dTcg6ej=Kt_I{sJw9=chb^Gj}q7JFlgAfmLczEtCZ{1H-=klAr7M&)IO)+afg` z4#*Y(11oKAKv%UG((Aw)^DTsy?V>gtki173e^c8~K>n=MmrO-|MboFp!{YFI6ZBbO zZK+AoaQEDJPmEJBr(4Dj%vA@%cYXneY81X+1^;MHY$V@F5*Ry5nopzLxsR!2*9 zb{DkJ_sVj(xC-(=A~_or1ldUoy4N zJ}`o+0wP&4iI-Z|2jkrwA-F)~Vt0x(V)zWe(XE?Ii$)WO|0hF4u{}u-Q$EgT@78*@ z`8&D_t)k|24XN%9C9Fha$W$REM}Xl3sogxdz^=j$42SggG_kvy+X;wGYbJt1LcNgY z*KrvG0_Aq$(r~3H?*>(et0mO~!#f;5*TLu&P9{b5PbPhTQcx5A`xH02GQKGCHc(&0 z{s{#d;*9|3fKzb=IJ|5*6NdI`kEe8G8Q6dH^a*&FP zDKV%Mz72Pb@!R1&_xULBdL0zzR$HV^xAN%O-XQWFq;{#Yv7`|tp+~NqnDOp?kptG@ z>5-*d@rwnZv(iriJ*qb@E2-Q8m{6l#V}I8#qC^H%?>j#q>*~sgk3Wtk&Y+a611LgS zkODw0=-8jhi{ikIzPaEI)g@_mkdm6|E!$-QIJR~Uj0OMOi}*C>Kn%U7N)%lvc|3W1 z&lZn5-)y#PUg$zuLGt{qqkstF4|9_?V{fUTOn3m#HK3vMs(;#Z6`l+G#bGG~U5BNK8mEb$|0wYK8w@#H`K?@}#K zc{1T29pHCM56w7pjJEj~kRo${-bg3=OEKYLD6r7LM`>RJ-FMp6cciNJmKQn4?(i<3 z+5NU-G-s)n(?KR)3-H*=gi1#|)VE*JK!ZV*i1=_jy^V%1wnf971B)E8apZUXd!`b{ z-I@koADcIb`sz!eA_U*uVqbe=1^iT$VJil;8j!$Oe!eq2)dSuZ5NEAH3qkjZ6clnt zb2g^TU$($POefnFc7k7#`sz!7UEX~)Q~mhCwzYsup#~88AxTm9O0aCKYlI_W?WH{K z5oVX^js2z9GW%~1ZOkU(#?FrnSrt|kO&P(pg*WD>xkp7c$NLLL1 zd_l36gG9LB-O>hx3lenMw1%Ec0z&S4ypG^1peeElx%C^V?q3aESkNpZI+y~KPjYhy zh$3GhCzihCHzfmU1t6-;fvWPXc@r91y%+O4*#nl(=!5oxoqeSD*;{9P-GKMRt3+1j z>6mshoR;6Cr&E>@@%d6r%-yQvJ$Z;v`e{#J?%&jlZcTO16J`n!mFPb{frD27(P)#N zJ1Yk?7&O5%jOSweQUVR^&k7lqT!mD$=H?$bfNu`&-0DB5HuL9y$UG&DTEx)$kUlZd zc36IXEogAXoj7o_JGyw>A0eC{EVsv%iun3Oi5K`q!ZNV&Z>oh_i{%1KVOxI6cx*c! z9FMBUSdnTBa6jXX9XrtkI8dW~<DHMGia%>{D zBr)z5wSIz62=xanjV^2JT?`f@v4ed`e|gzg&|JR!%0g(5?n@_%2kC0^7gxXS8XIFA zY<0DjX0wLLRG$Cw4II>j!k1;!y6KFkZa@u29npE<>GUa`FrC(@dJz>4dT`#$S0!Y&i_ zie*S^tnS*VXal zevyg5i{u9C2X46R#}BiyIh2KT>p=7@@ibE9Xs0=U>i4>eeWs30nt1E{b(U8cLeJJ2 zJ>QS|-Y;u0L$=A{-aNElVHN6k^33EtF5H{w3sJV9IwIjlw^W3CPK?ytkwS=m`mR{OMpua(|e08{9lM(~RwdB>lrY^S`GiF%?t%#Y$lO{X4XPW}o! z?{^6$W<$byybxLj+CfDVdP+^~0=N}rV)E(jg;Vwvm#Ws(Wov`B# zbmPF!u;5Bhk+nut=__TFhc1g{li_tineYuV3~e;!lMbxU6)B!L)#|xb8@^T|Q*%W8 z5&i2b3dO}A$Bd|f>Wxw~Hl)~r-aXt1MW+6bLV^9)US{zNrB4x9O|Wud7iZ#^-$Y+_ zp%H$eqMJGtq?{4q(fcOT*BBw3XbHf$uo$S&^9kyti&gIB|LE_lo0K!%At$_E-q5p+ zPk|0DOH~GOfjqPF+iQGMM&*mcN;9|h&Gna!i2tX$JWWDa@X_+mR6Po3S>I@ zSHNqVtR22rda-}F-%W}GwyRic6xKVM0>h@soH_55LLYwPLW z+CTl}C;_3}9Znm^ihW~eIrCmK+m;{T0sw=h)7O`t8lw5=^hi$qXM% z?4=clQ7>rmaGmT<;SvYmcKK339j?_32&A=6vv#(&vVExg++GGXfg85B0%m7tG2zN` zeUL=&h#fhl*f;NBZ(zLn?UV~PVvg2Fo*lFyOO7l1mN1M1a#8762F-O9rDLBS%rO_N zvS1@vcdBA*F^U0AO9r`yjvX9J^j-x81^$Ne2`H$L%PrFw0dEblBH zhrCS4|5SYlQ9f3fBf%yb;Y-Smt}kI&&pZICv*{2B??m6&i~Rf+*aZ^o!Y?_2u2WD8 zxMFgMlAKw}#X@cIQ2JasQyk_+_D(id{$lI=ZGD`i3;S08Wl)F6bo@PsG7HabLuRWI z>}LV~A0|V3s@h7tR0O&M{1>td3)@^b=SaX`@uG0?o(>>bIP3JsAyECf0I(f=V3Oz6kkk>oFo1Tm-eyJ6es_nWfpG zp-!_L8Ss#k;}eyqBAz`=neR;Up7?N>Up~h%e!;c$2y*mGZ)ClsBj=ashwo!Y#!z(j z{uyR%Qmw?@4H^PlPF~|@vi%w)G!_Pvo12rP?ch)VVY9*)R0p-+JtqIk5Fr>(1a82Xv1apFA4ce_`z5)Q&}Do7z)yTWF2< zr$Wvp{d{01MWg9peYwEgklV+1@+Sv5k%{>0aUua?KNhi3pSc4cm=UAv%YXK38$NjS zUZujeD3r$gT0I3}7pkLsZCRjWZXX0T`KX@@Js7l2O-(gEe1>Am%=yuqWLJWLAh}ui z+-EjNuGZrkwC7a=N}Ajt9e%angmq}DA)f^xSj<^G8VKb^WsmdOHa18+zc)dFRGl@s z%d&AGg;ObX@9#;sTVwO;^to!LjNYJ2J2*cV z06sG`1Dx-yt%k<+J+2FcD@QsZ+>7>6Kt>qLSheRj0OaLBRIgsrbtnjNNS=Z2%8GiJ zXkE-JjM(3dKIMJsqi-xfRwyCJ-;$M-GY5#8#^#gm1ad`3!F+@KAe3Y%aBltYoo!(C z+Cm+pYTXjh0$10EoO}zRGvrO^F|tCEVD@{?E8}UE4lgHOG0Teu*lNZGpPRrXe&Nk^Bru!;%cL$f) z%Z9jIyHjH(9vc@o17YBA6HgW_a3OWOmUe;_{=E0}hoakqMf3+K-QboN-$Dhr!UcsQ z(&k3MZ*$rV5{F`tJGe!P^r@Cm{F4PfTd}~irG(2a_ggJhiXr44r+xKu4I#|CCpQ2ztUSKldwW||+siB}uky?KAveM}%2E$D(W zfw`_S=mtGksc&jp0IbDVLm-nx?cK?Xb-?`>wG0E6(#M-)G>S`*HQTb3wKfzGNDsiU zwh*{j%1po0LTZt4BRf|xM(zSVj;WXR1tEiWlyMcYsDm<0h>hrfs2e~^FBM<$~4t7gFucVq$i`hBI zk8nhF)Q*U-H=a^RKJq&vwj+VO>3rZ;Ztt(uC5Yfzekfeqf+DG}sh*=bK%U>J_5!T% zC7_EeN-MWWR3g$zXzUhg9@WB645hl z`+UL%BGUCCpAtgM`tpHDuI$TtmX9$G%J|pBay^Idi+lDo_{-n>%il)ViwB5lat7Y5 zd`SBr*YlR?DJ7fU=5cOn^rkO5td`knm!tv`L1uCsY)>Q zNcy`l_P0R2Pkh90r4?woYbImRoEaq+LLnPZwZ4u{jAP}`<0x&vHvD4y|Dp}@^flyW zB}TTYk*VWUU;T>kaTBIUzWyBMvSf4Xsi$o&4vF(K@{8ooZBt?fquodjX^_J2<4$Ydt#Ra0x9fldvMxdcY;; z&(X3P0K=4=YPYhCj2P;E?RF*9lAtMYRiiIEw2Tb+GtNE-#KSc|E#L(f)^6MG{@tkS zqdH-djxv$p%B|}*HaWnnE(HWc$h1lqt`;o?{qDa6m;MPuA;7D~9V&v!sr4kzK(L9N z>%{5n3}LO~tgHtFq=QeKS{JvS?+6uJI*hnHn#&G$XoLgWK**@LVQVK>@%)wduz3;7 zQ2eoPOT~)kxJc6zgLXwIQx?d0m5_Z5$YXx`qL#6!IUa{BrB7IbF!nbpHn6C5r{MzZV z48kajgT?;F;i&-pfx)jOq}$s8eIE-*_nuMg5GJm2hxRNQ{N}vURelC(zEa(<3cy`a zz*=6ZX1*lQ`_|r3&~38yPDeb4G6-mPp^qy(b`1#PP)g6G`Akye?gm5$liGAc&Ss-w z>WgWI1DotwY}eEK^}F{yg-qQCf!T0R+iVh9al47Im|FBN0BRW^(k$f&VY!Btf9%0;!=;)p^N;!c+HEk~*S(2orbg-~vN8Ppp>S*I~P1)MZg_dwk` z`jGwdZ7_i1aQ_TY<`ouvsXN>!Q)c;g`TXLJpKKNVpiRpsvsqt7Jg;OZ^8N_ocHrc( zgIZz?r;PY^<1oJ$XL3o|Iq{4Ktt^}npI}19sfX{=p_v|N(9?H)1V^LpzdJXrerKlJ@mEA?WtHJL-I;VM{1HnEHPORp zgkke+{`Y`?_$=*E;xEodZR;_%xFa$b7JMl>WU76r@GN(=*3;Po6+~Z!3?)2-)Y(z) zQcr`H#&YL;E}b~q{}k>>w?R@<3%EoRry-&MhJTq5r=ECvI&?byypE@kYk&^Ac_ zy-OK~z;HqJx@yz|R8$oe<3(EAhEpm%kxDcz?{eK>TRZmn3iqhR`n0uZ?zQs1^6Xx( z!;q!ZD=oh1VW-|=uGOD7ul?+AtzFkk$Q=3(S*qO8eE^Kd>W47WQpX}N6zkz-yg6b` zkzO%U3nW-on#L#zoF*C2Mpuci9Hg|zH#D=rlOG-uQ6>hh>wXqV_9Jf!*nhydWW-ly zP9@`h7CE(lA|@Q!oH%BT@aZlR**N=LFG$I8cRr?jTca7ZJ?Q3mP>}&mC`Sy8bQA`C z?Vr3oSxnVn-Eg7^EMtxF+hCX!4}a;I^@_)gFKsMOQ#eDKoiY4#vH7DZ;a1TH&(JKr zl;uKNP+}x^dBH1I)ztfaJUCb9^_z>=b3)18!&`$ClX%Q5%i`LWSfg61d z7dmT$Aw(&!Bu2QPl||= z4p?LZLieSFfo<#dVSa)y>{RyC%G3<^Wwf zzHDjq3URXD{G$h72_4Bxi||0on8eSamWAyRi783;EhK?qk` zni(yr6rJDUwDIf-lkCi9k&$R>UES<#Yso$GI-1L*#-RK+6Mp_v9?XHPe0+L*q*#ujrEWRlI2Gph zs&zu#$v8{|ciE{p{ya}KV)(AwAIWu;08|mnV7#{Kos?El)<$=~-y~-V;Q5U=HD-?PQ#Gx?XG#8xe(5G>lTX4GUigTNWDn{%btPpAJTRofp~GW@@Bok{gsM)Fwp_wsNzFaZz1IScW{- z9PeEo7>m3djXA)^6h0W@Fkj=}x9+xhK#>le&hZ^mm7zoGsBq&cxzDma+%b%|bDA7&6`)53LO`@j61PtLx!wZ`oTxg*rosPA^T-*P_7x6mJ*19GWXvawRN|x&$R2S`O{B=ae1=LrhMT2V-?y=D(Qc0lF*JZ-}Wm_b-T)<*FfO2zf>aYBei z&TN*)LXOi@Zy*@uXtTW1#Ry}g8Ul(G%rN|TSu2TnH`cYLE;yGayBAonG1O3J5#%RO%;D&P>o&?2C!v$(_1`$i&l*(GlF#U&e@W zHihI&2$)~1sR17`4=s=_VJ~td<2WQ<)18$zizLht4Bu!HyUf6TpoC82dIAc}Zv(pgFI- zC)@TF`#yi}>}wAvVtuF9{h9>g*L(Ikwo-Z+e)_{V3N1;NimSiVlmj!0_k0n>bE0FV zGE#$Z04fb+de~N+ciIYESYFH1E0&`qz_a6!2mT^)Q)7*vlcaKNBZ|&g>m@fkBtG4J znY(L*5S65LQ)Lx;k4WRTIKT*0OTq~Ce|+Z4^_6UMQEJl&%EdB-q||m3ldFw{)7gX6 zx|nZ`p1Fy70_Ee`aty{&#i80HWcf*6bbYq$tI(%+e|9Xf=JhjOVGjQs(jXz{I8-Sf zE<@hITDj6q4F=^MR2bMgDln;O7Gzt=wM-`EtL8aQ@eOE37Kr-OO*Jo)-VFDfRA`U8)m z4l;Cd%+Z`Lr$5hegOZ`1gJ*)np7F8pS!%|xsDSu)9IqSV2?s7yMimcux%Q`QWF^U5 zY)P$Tl-BpuOI`UZa&t`n+S)2G~n017{h=SmqdIsMal1Zy3kA&64&$bdy z$}v+K|70{jE&83?@u^#YrOcUvA$6%G*aF9+ARF|~KeC=H(HjdEGrQ+}IV#N5kf|$N_MG>Ym<;PTaMopbsKiQT9*Y>kBo<1OYlEcSVb#5}8 z#gp>(8_6LmJpHSR(bygLy~VgAxRyA+wI&_@!#rX&>hfCW9G(y-DBdO73XL?yD)#rc zOEA4@W=nMgY%i6UL1^TgC=1giN`B-v{CEmmfYl z$ZZy-rx&XmlWJ)%1c2R}Imj*@Q!gize z)8K!Pcj+3bKOIeGYt9j+ZwTkdT(}gk(M;pdkB_)*?gXxG*%%Gl|J1{%^;r=U zX~mu_SQpACjyE^h-ty4Dlpku4i@D5Wy!_&|(vLDdRl8o_7brluJf?$ovl^8`=~;)jndrh9re3=^yoXg zJion-_la%T<8gkrkTqdm_BH;WaM4VeNI)-!hnURetCUS|HP8Hp9-Sm50yz^ux*IAU zqP^V0%9b$EDo0-SkSaz``>1F-WSn#0#+O*h8}8o=MUOVbiJV^9%TSlkPYJuAXc73Viy*ZVtVF4hlWI#kv3Av34qBYW$B5XBvnyUJ0slS!WO z7cMa)ANH4aqW?$LhGbTcxy4Cyi}L=r6Xvk}YdhhxZ>W%+E|ZEMa$ip@n1v-?7HMRq zjZgb^XUHL{Exn|ytE!T)Qi#|Gqhj#D{hSV4`gxx#YI4e-{cNWA*`|jOtpBb97E1L!+(um(Mr2iN3i(Z8Xs;}M6K%D zmdeNGN9k9^)h3o}j7E(q@TT1-DcX#ji`m86E!Z@W-8~C1YhSxEDn9OcBEl@N@Ele- z?k;9F!MMnGDlm{JqPo1<94U1>i4k4FyVBL+XA28$B@*@Yg# zE$dR9%2y_>zIMnfB1u1L^Ka-I%b}=^{@61`Jy$H=?BgzBjFN*za!CTxy1BT)MTv4z{B zmQu#%d#VD)Gi&`zSdm)-8Wy<=BtB~8&=-4aIliIKD$Dp69)n;Kd8@uhvbC-gkBTs| zkUI993P;v=a6BQUj$53mKEblB<()shOl+g0$KTkGCHKLFdZrXFLn0{@??I&vf`Ss zE7{!-NIg;^Zq1G4I-s{BN^iz^-5oG?&9#~2vC@9>B=Hr;Y4E*;XC)b_@z0*!9E>HI zn`AO3@H28eHIv1>rHq-)ebZF=_E=6?wga^=b8_FURW=#BPYn)EnpVsjT)TVOFH^2Q z?faNB59_tXh3<}2^{Yua#|HiU6?HkclVr*XY0I5qI>oHK>|aAclTm0QM9wa_dwnGG z@>PxE*glV-(?bavaWm@lLP8VZGO!*1=lF<3a}CpKC&#n_53O#OdfH*P`y#p zqqyzvIqRujrSr*i;SAfqctqJyQEL9nD%3BC)$4VlFo=&x5g#7LdBmO=3#F86MTYukUcv1+*-_5@WQ9&XK8%**IphBV?+u?|XM6F3oK$4>0{ zpLn>ek!H-Cn?A8uH=7^*wct|=GyV^%WXayvoNVs$={D}xJZ|;$#pCxA5&kK9ak^wWI?}f{{%kJCF=XPCR6;9h`fFsp#$f)jR`!p%MN+#GG);+q!_F|MELbw}POi-`s*US8YCd-JF6 zckw4$RUuw>Wcj5ixk>aB_1*St8^}JZ(pZ`d(G8a-EU6f+Jd%NAIXao?C$`D`S_P## zYI3JTW{j4jp3GT?8-+7eR$wGW;c18-dnS0xB;)Gq=R9 z5xqkA@4m)fAgUDI{A?$KNZ+$Oj8M3&YbhnOX0mFTWU+tp6M6PI=7TES&q={giMk6T zgRy+;eaLM>M#{yHWkYnwpM8;NeO3ZnByx$+nst3oqBSoev5oRD8OS!mM3^etX=NaO zwA^NBN!ZPL%5)9fABt8VnKd=}A0I#GWVTknp}rj|UbK~jNQ8*;(snbGj?P>N)urO^ zn$7ws_{H1tARd*Q2ieLY&)ypU{yHmE*F(fmn}AN?TMG( zKQlJ^m2%-?HjXUen)k~ZD=j?qps;#d^ZwRx;@^+YGa=O9z>c|%=9l~+y}<3-BuW{E z-XYAK&!EsrSn8b!fWs$jZBui4K}LOaur!jbSEHEc^e=@sqP*+|AU59I=*HjkdS7Qg zYW*_fi;=rG((wFmip01sZY@}$L{WkY|Gqnut<9)7S7f4xhChs+_?Om=z-3f%T4Eg= zLcw$vwyMMG%|&iQ6FVQfsymbRBC*2hcP2?mfGYgk;5h{p>XGS zHWH|^aqvXfBOi}SIaDE@LZDW-!<8H?hVZr zzuw3d`Y#_-r$H*=_;3nl+#DAmEknQSq(zs8M@pl2k{3GH}r(-7DN+$W4Af0q3X8xeR2KnckT%@J_r(ErrSRV}<^Dq|N{W;}l zkYwI^^|iTJse~U{O{g7r>Q&LCe~1~eP?KNf>#9g?zD_301TIKAoxYt=rC-rx!3-|a zg|lhcv~i-#pFf|`Cbxx|wVxdS=-yYgmCsa8LNY$3Jg0eX7gGH+Tq=GoAsSlxn~RrS zkxkN=8ZR%Ip{$nGrYhPN?{nJ+^H9-}_CJ3E6*Z~&kM||J_;%Of5&W+0m|=A3D7~JeSzTuy_y1;4RhSSiMWMXI9(EZ=60lTXfg-xk> zHsB;>NXC7frB1fcL8j?UXTL{ZHJPQso|LPqv2PA$|EBs?pSQLydMX~Da}`wKk?FzR zs(jtu*y|%loy(cjm^y@A2V3GVci#6H(OCOcpG^8%bbvfKFaB#YS1G$xo}39cD%~nIzuhpK68k@wlN$<3Z$*P3D=Z zk2zl`i>=cSeoIfD{V`xDSYDtU+13%6al%|;y)K3v_(b(mh*f0IOx_cwAX6|JG1&HZnsnw{$5^EudE zi&)!vyZrUSrO+=^qB=UrDxFmu^6DD)#Mj-! z9p_G@Rk4$0>2Myt;IHat*s<0dbk-opmHL(E+SBu1kq&QpwZdhNd|oB?3laYo*!Qfe z$=mnDTK_g09U{-7MyJ&eVb5fnCoxsc>P0YpGil4*XQuD6s1~n#fKA8B#jh&>$shcd zA2-Q+|7@0CCR^4GjLx?m>o;yI8VOlu=J$KN#zDg0rK2Xp|AvXv=aJAc@tQ1V_O|0! z4pJ~%ntd_h$L!j6{Jey9%n#9fa0r>sEOWckrM&z8p=%Ncm5$tc15_R*rE6JYW-?EF z{OwJ9nDXDiQqds3;N!J|%pQtVa&rr(g6v ze^VFr&3KCgOa*8~{~w~>GN7vO2^T(;=ubjIKw3Hk4$=+M4Tls24k1X3lyoR4-O?Qr z($aO5?(R|nX%Hl&-?jPQd*4s`fqnMcYt5Q?=9!t%2oNjI71n7vQE}+aha_kzr+PTz zqR4CtpMcp(4A(4(>Y_%lj+4|o!eDu!>?lXzlLn7*J~FiBVqYr zL#MHiS1wo5@t#>9%*Ygkj@o=(8%EZ=_!>-3yBE`&}@(D;%$1>Ysj#+!hMmi~C}uXIjRT%)!x{$R+#@PdH> z+KJsGiq>b>{FPa_;foZ%OX{d!(o?v5GwphLn@E>!!B0Gic-?)y0{FB;IhborB zSSOru5x=TtiG@qBP~ZOaV!@iC4Vb|lYpH2${7XgF`{FJ7JY>e^iV|jkR=u{xgUQH{ zlTK*k+jiE{IdUZBPvp|5JlJ`0SovCK%z$s$9*rmhTFm#LwPNjDZ1=|WdX=K?7nQVV zxP2AMw;rqK=qzzJ=`^F-6$)VE%3_ycze^FotGpr{81je$&d-oy`kfTXW$0=dji}<( z?Rj2Yq2nd==AiZ-nLk~VI(B1Iqi!zCndwWO=e5B2BZ(+g`1*R#aQuoT@C}Fz#QQ#Z z*Q@+ix@x8oM6dAk_C!PBrR-{}EzceO&#QYt#v0_EXXbdskTlV#l1WqmjPpeOjD7J3 zw&SFO{mT_(<0o(4E0l)IN@!k$LB>2f6N%LXtm0i<9Y2F2&BCJFucucmcp%?9kkg$3 z{*hv;&+q>@v|Osd82WdC#GgP{Vmg098W-K{=+zBCTXLNa?0`mPBD%fd-~LWtiOdcP zJ}i-wemaS9k#8arA^33KsnfKy=b$s9xeg17nO{>Z6DE@237<575cr61Xi~@txDXiM zn8{#AuiKVBv9n*3DHv^O0P$?YVF85x9H`=gU*IbWUZttL+9wCW7?;lRUe2A?6Q`U%YH1+_n;~ z$qACV5L*H7Mj2@|)0A>JMO{!hC>KRGirFG+RVA^*3H!beVcNajvvERucav1SL(x$D zBva&X%C|m`PR;vjwa=QdNJ+MF1n&}`tG7#{l3k@>ek!P2~7^A9V{jwvPOh!1%a7*`L-=$&P6YP7W&X(%G} zIhW0wsoC zAGO$bCnOHUa?q_{1=8MrvbPFi77_JaN$kyofkL~7>$P1dw~-cU*bZ){1#G0Vp-G2} z~mBlS2YFJbs>Ak0Gw>D6!1P~>-%uvH# zK6QF{Z+Lgd56tSnOXl-7A<9>Lnya87bRG?Iy-gm$5>b{g1VHFv;0v4KCZ7x69 zUDa}CxXuI{6?(DZssNg1G;Uch1eK zNYfW|8q<&pJ$n;?z&|qL#>pc-HyLbPUAbHg1&ucGVR0qbfdC^VtlX`wBSCD%l$6He zw<#9kQFgNT6LKy0Ivb)oAcQH@L2V}7-tuV0dsMw2`&>5Bn|DRqPQLd;4IQ(C0|Zh? z|M)T(kGmmq0zzYrtr!t1vZ~$M`VM^BZDTr^8{~hx%-C6Wi*AX`u05j-ijGpp3FbVj za45knBGMA~-yAV$eB4_=6R*;g;2AxeD590o8$YuFLtO2I47^3aL{^?qz=SCcUnCCY z-P?Zg8$BjCnJf1CsRpV+>{{7?EQd8 z%a}?*$YDGTK1c@oASxHF?{aCku0@QHk{BG>xJn*JSpRA;q$@vDggdzv~Jk96!xI8 zGd5?sHNn8*Bqo z%idF(I_qtG*P4l*(Xs*G?gQr_hx6=@SMI`M`0A7#1B^*)H{4{)be;nwEYf9)x?cl@ z>xVI4sBE=ZXj_->v}p%qt?SlNeLw(Qh>6^?F3~$6jEh8NZ7eYZL@kHBVsrY5e{b|u z@z~pgz&c9`;PL6lXX*Dj8*b1grJq80R_zt+De#`4`vxNbkz`u$6MRllOiCO9qPcZIs;Fq}^nZS^C7efwI=^TxYM0TNo5e zW7li_Dx&p6{ zUlSdbz0TZ#Cg>u86oJ zu%bJeDgBF1ekrNiBqQ)|FwM#oim-z}gRr$Q7T+k+#U=!NCgFq{^$GR7AW34O(+uwb zrQ$6>^Y!^Dc}Br;3UB#~ksDT65VZLP6qdDG%pr|4spiGl!98Sgy#<9Ou~Bj&3I7YB zvZBW1jK~v*AV{O&o-}vL?nsc%*@wWxhWFPv0cqKF3|9mx`3yj#k5a;?o zas_e{sENj}FOHQ&8WTJR5^?`adtkN!(sX8)eIITN#A?1i4j~7HxkypL^{RYoP3g4b z0k=BI0C*@J;Cw<=j!}QW^?E5E0o3nDGj>vtu~UCgEgwuBQT@w$F|?51y>V|{o3>Y|GR6jo%tt|an#V{Hpc+*28EW2aeUg}zw$dcV zpqB+&h7JNPqDX-J$rNV%sb&E{pnXkqjikw?83VADNXst6akS5Gk2Ai0a#*crM>d1& z2T$O9qL*K!B(_zVvL#i7EvLYWlUFGBa|<=MX_!i=b%+-JkfIwQ;q~26*|mLuHX0dR zM7{DX(R;?t@CBilEx<2pfkTYa9&=AK3>gf6J>gy!V4AA8CXWk(_lJf;?jM5fP=eMk zyrt|WyeodZsGTr(i_AJBy9cIJVP3z~Exs-|cK-Zy_9?6uT8=BQzRBrIV&5f|9@E5- zaU_FNuXJ@Uc>FNAMhyKgU=H{K3 zTyb1iV_XSbH-}t_0xg@Whg|}#no9X&6?M2ri$#n#YR;(${P36tGnU;*S{Zt^wZ9!9 zF{RpnEJYIf+4(#cbGay{NYHj-TNPZV&hu%i_&5R)Q3piCVP>I>PEHrjw${0v-v)Np zsp~$G^`WoQcub@sx9O~9GZ_YB; zh%*1ZPZM!>n9rPFScnHRO&dJ^7Kj20^&zR>0qIi-2`)#k`T12)ADsv~?M`AWvqxiZ zr=?BhQ#;j8NDHuF%5}bAjgQ!n!l;GrjBZ~Lc0dh?)-YN93D(E7Z5k(}6EHu{ZpjB6 z5DyJ1SDn!+nC2GL^FAaJ|JPhb?WZOV#{aw`o5zqNvHFQI29^cL@mA9?Sz|DSj>*xZ z-*B~M-^Xzn*6Fr&+$aiYp@%-pr#^>ZOoqMz@98(pdfztANtUw(b7sysP6>G+och4W zAp7U8nH1HvpPI$)H?J|Fznf+~7qr(o#(YlDeS2`jo3VFSGxUf&R#dAI1Zw|1_K!-6B^oOo%7U8kMSblE#8{wfV} z2D;6P=`MqIGTb`%_sjm7LXd-ze5}9?gF0kGpDFF(U|ZS@Dxnjje0I#u?ENS{8#THp zE`hRCe2#zUl=04LYFx(|Tbg&niKT7)xaTZ&XgMm?eof%lroTAs-a#j$0wQc}+_Y0V z+n6b9iu)hd|8yYCg8Ws1b#1`!N-Ic&5APz5X6NQon)iM7i3IX^=fN1Ct3!9cQ+JGu ztL^RWLmr90JXIAH@QQWVoi$+oPq*zIOCMP&i@nka)&%A%g4m_^0~l|d-dH2_b)OE_ z;%b|eJO&4@hZ!qRx~%%^S)h}cLCi-VK`WaH4s$;a)TL*Oo-#|EDV|+`ij)iqqTuZ2 zvq8sC(2mC6{ENDY2K{>b!2|@_%(DTj)m)mZ!scCj$GA5Q?i0SQt~$O4q<%5f56MKB z9nai9ncKFo-lLlpnLx2T?XoZ~5&q%UHucGnqJ29IGposnZ-6)k`3VuFhzyT;y%$|~ zg1{J5n_LN}#{y}aoG9^w5cQtVpwBf}5|~4@`i|xjIh^UyPO(ILbEJO5Ky%h3zslk0 z5he!U3Vn#zbr~2o(fdLCDBJg%3x@GoK8k-b zeSL(CmGqx}$J>z>Ef6BhB%Gxq;_P5J%Vp%2Lqi@!wD2W>2khWlt@ykFZKbn~zux?I zye{}UziS`W2Fg(q+b;Xt;<+xWxaJSs#X#xKt?)11T%Vq*@LW!O7MJw{5*M*%!{E+; z)zs%n_x(veH5ol{akFQOR^PP}qYAT4e;;KBFjWX(vYuy6+VnOp9hYS%NPyqH3`-NP zx%w~%wHZDuT|Vbv1%T81wTb}Lp!;&J92AgukMkxhUo9>#j_+dzuYGOIO%nz_T-&y& z-mkKUUGjCY_*8G3S_pbu*z!G4g&=cqg!`X%FE$7$b_wz}-Ys9WEXVaHa_wKf!$6iM zNSx50f&`@}w)mI?;GpU0fpk+ilBV|C8 zfl3+;r~&wpj_WSh0^mZBJv^t24^AF$Ck|_}$(n8SVuwU5gy#_B91O1F@H^J?(ZR&VkW>>0{*H-mu_13iU@7dA{uDp zTmWI&^vE;8+)pBDvM}J3oFVy*TJ0**?E{K6J{YQP6Q4bIk^$2ooFR}H8_dk6+Xqz$ zpgS_?jh)d?eSKbj<2i3$?lEW!iB5k&rn!TIn(t3iU(@*&Xo?Vrt*tG#FEvsFzyY4? z{<>*0Mt~Dh&keBLZ+^R5(oO}oyb%w&$&h>r*Hk7QHwehGs?dcqC$AY*R`i{H|`!E3OudzB>g zvXO7(t7}_8LD)P(#OKL=DH?qcc>C3w$#uRcXvl38b+s^jmDUV;V$=Miz6STfaLnbR z$sB0w<>|Whl=Sq3{eO}BGbjI`BDB-p27h0r(zw6wSNC~+^gIe4C}cVR4&csyM?7SY z^-DM%BFey3O6LXgUHiF)Re5lE!gvSL(7!d?WLeuYIp@6DdE}(FtcF&AEfwkm4d1-{ zMsq1OZEkYvYQijW^H(CXUmUc#FS3tn0aLsZxUPS3?QQ=(2992upwqKroxKUuqZe%^ zr#46F^<`Hq{!S0?$n_O(miR_wwrCOb-{XSwKAf~d zPrtL|l%dgy5fV7C1=O;d4EvtbO?itBR*|5Z;r9NEMV&8{n|If$V_kGPUUs!gn3OLk zGlYnOw&?TJ*uk>u#~-zri;lUb?jn#2n{V&a&SJTGU($qyg^8u= z;N>i=f-1*PT$kUu7Ebjuos-+@9CGIB-|EKp$$=0gO; zlqJabXlkV$UvzDVY$w@uk=@gdoA|1EYC<}sc--+)XM{O8-V;ek zW)6Tl7lRkJeU{_u%y;1WqsOF-#)ijJU$!J3#P<;rhXG8So^~RDb^Vf{h7JMjbUn4| zVSu7+v>9od^C3`@{Z*AQstr%OdiJmP_WRa-me$uAKZ9yjJFgwSa*qgN?4y^{C223s z&82N>fWi!D-W<(6&*6wJ?WIOBjG)!&n(+)i?Ja;E>InThefZkR(5`8%bkiC?39mpS z8gjXnCk4m8>L#3b@&K5dOn7L>{paw_<#3%nh`8b;&f*R^mJd0E_7yCwt*z(HTh8Su zCqSo&vA=K2eb78?m~}Z9|Gu*XNHqA~zyV^6(emE|@%VtR+z>Loue@?7UTybrjI&8Dj2FNG=an-g6?~1-v8QZ_B?mkTYs^yg2@Q(Ln3ok&CSib z(7wM#4qp`OwG^)(fNnduI}HIX^;L*C2A|ggAZ#sEjz&)+4&Y9n{)&eH{E$JFI*=Ni z%(dAmtcfjlxkg4-=8g}pS1I(IbMz4dQ8VfQTg z5~7F!QVv{3lvP@LwO46ae~KOp)N3d$(zX`N>U0wnkRyZtjBjPEqUBWxqSi~JO~n0-aX-kH;ReZDqlVDaE}>uCgy3N{fY zA@C?{YkvxixLDIcK2GP+k0&i*U?g52Fy-a0Vke<`&CkR^g&AIrZ^h_Fda+0kt?UEL zry@;0@0bg`ki;7x!7~5y2ozhvL&CYA=E}v$ZPoZ)`HB(M!$u@VBiISc7mlaK8fhqb zJ9CmAC*YVLVX`47OZ^nrHh6wL$y`jr!(=4}uIswk{wzQJ4-A@rs7NBtJEgOBC!*rH zU5}0p%f%^M`ZWBTH$*zm=>|V4Bm>f;N?~%&o^p&Q$Q(ax@Q(6-3TH{K%vF3+yQXe; zcbz83lu4YKg@lnMv4yXsJ4RO^AAscmWeN_gc3D#ge%c!7q+%4+a$M?|uz$6*Kj>N>lwh5Xifv;fdXMjl8^1!}bE{SKM^#*Ts35o2mQFKJ8p8`)Sr zbs|a~{7%(;|M((~VfKV9`oo%yGC#R*#gqA{Km@)@85}}Rsw$@9c#nP`9Eu$jr_^72B!B1QF+8VO$-5!Y) z?h#^0U3RM^fW6|>JW*|XI+GAwu^N#;ABexnV(;r8AVH6GxNrB{!q1|Fu5^$ z{-`U)?2sVuL5$y7qF)Sjm-jt)wt<7ZMz#M|en@1iRR0MOgN@iQW2tDV({`ArVrg7I zI~(8Ap-5`Rq+mq>t-CU9eaBu>R#a#+66UQ%vW zt^*J&x}*pnvC!zM>H17@L}l#XOU%Ns|OHx$w!l(XQQRNlE31hOIi|aal_% zE9~!!8!OdZ^8jqyx0{rd{ULsy?yLC zyn=07njn{3x$6{2Ojf{NQamB8dJF>e(4X3VJEoxowe}-D~;vuzbVAJ6bB#7!CKonDo;-IH9g;Wo75(SD%y|t&Ug<6oJVvY^psM zb9(9edYKgUb)>K5C;u$fm3<9EapCuQfsj1!6F@wgKl`{WJm6y>ux+T3$ z%U644D^DZ155dUU*LhsEVV!2fPK60dFOkD7~=eAs2f?Hu9wbzEJ8f9&&yX}OeP+% zyv9%SsoBElc;#^aLo2FH;uMCHf@`_Xup@ZTQe_b5nBw;mLf&xh?9xyFcGNVo}`WNK9VIQWU)Lj0ybr>i< zxnhA4#8jo&KPzH%+M;lN)5xt8a>(#$6Hub$SgVG0WD*=yhZ>Qm0dDeI~)F} zMPCr$)b;!#=^ToOGrGalEy3t@G55WN+V0k^l2#kq;d?tWpG&r%grdk;$D+`+lmv$D zKI?w5VJq=!glzzlPCYL{Nmpd>-*BqVZ^?+~DwP|h`NdyYj13chCwxo0z-X6@HdAQ< zlXiDzZ+;FW^Z57;t*yOm0B2C!-L|*gTDA{f5j+G6FGBl|a#6(W4;zp3|18t%fnLHp z28h|{^Rw}#l%bpl<_t;ZJ1lq(wvnv;@|wiH;PJ!0pk_UPW4jW@$(7+V+dPIt#Tms8vyPQ!1 zv<)zWHvkT3YP)E_#SkvyD-zCeRGEAxAUG+lari5i3bzw(yzS)$kpHuP|jp@r@lcH;x!%71b^ z`(z*Gx22W2HSc`YE^+y8Vtdi{6R_`fU}}Yr7blX7L_0dCG?19_ToaaTN4L%p=j5^? z4!oBvQmfMcXABttPvi!cMWaHdBq*|83hwg@d3uY)0)*H(5zMtfGl!BCM{pfRf z0T7$QT6j%Fxen$4?|ABx^*)4zvjLWfN{l2HDy_yW^;)%~uhOccD?9=8MBnil@acB< zmLGrF(-JSaFASeiwD~)Hel==S*j{ju*8)R}Me2%F55&@d>v(gu#ab zk5f{n3JugcIRUx1S^Zp!F*DZarJO^d2hw%bEP;~f36c0msSbTxu`+fdhf|Q5*1Llq zPBFB^jGAA*cJly}-D|~sw=vYZyw1}lB{oIc zgdvsv-CxAOU!j&uHf>HtW53JbbV(ZZwM6vv(SD_}mSQSk%S)1Ay+QWzfb`O}f0uRy zeT3epd=J+@<2V6Q031dO?aTq58_mX9=i8$V&9iKp^T!^bC9~V5Pf1D1;gEZ)mhZZ| z?`JFGlWyOg?p52?-?k?;R#`M|DLYc*DnA0u62Ij9uR19_&md-QmS`y@W8-m`f}lX= zN*TN~oICmVm)eIRT0Sgn!xsU3$TVWNYl851jv!$91X)PPWI0~&fDw_gK%&45qJP1T z(KG;gi5F=8iF+t(awLmjA-3@GG2(ntPYY0j8&(M2V;Qt`o?oV?JDdcr(&5r+Yu)e- zDQZvFiOrqe*E6^EN6rMsTUxlBlIf2YbwGMg{{HSD57?9{Hu+4FO8g~(q34x0N9KaS zsHRr_k!%A-)vP!b09A?BEo?!0&40 zcr>nldf5QwXAV{_91H(~P*&+0tVNe)5H{ zLrDG(;h*RH4$8-cnL#!bxck2}7(`sr$QaDSF`Yj!lVb4`ZTwAZH1GM+n?Dg0l{0@y8G-c;|!?yg`*3@LL$ zPaaJ4Tr6AugnzDRq2z2F_dkDYT@fD@yNMX1t+YJXHd9NDjF>F_0S~Jrx1X1fV}{;V zfn+OACMfht=59a<{=o75J}^AopLsQ#**m{7b!J}Jb=`r|RKj}MI za$SS2ZH`KH1<5e)PSnT9#m(5L{D>v75P$2@<~LHHW(^{DCq2`=B{ujEkD@)bD$P^% zQ_?yHaU@|I@D{cN!!nVMU<~BiGQdpNuJ-+ITB~TNJvSbo6=j~Yo{cJxc}dC_W!OO@56%I7xGWnanBM#(1HF{6p2uJJ@sXJY>$2+sS#C_>Kl;mkzP4O$n90H@1M z61`6M6mu&l8FpWCc_lYru5l&GQ+vo5gEs5^0^aQcJrqlS?j)zDQ=QzPM^}E`G?5W< zA}pEn3?!Cx?}SGe(!;ZtMU*L2Q>@IkYW9|5H@Y4=4o+Qq`hoa;;C%B$a_Rfohvpy2 z%4U_jp8#`UxYSK4*?(s0B6SK@n3b11Bn5{U1plI zcjxBs959hHJVU?G!qW{wO$JvL?tcL>{zURw>{NLQUx-RltPqC*)}OTb^8wESn1d@| zEV$)>#S_{C8hnV1KASwi76fWD`_h$XJD>l~6Tg-ODd_NY6{aAE6vZO!ic+&zG9Ui9 zWI0-=(_$6qtCD(yz;~8gjI0u*obEkVC^@>~; zjKhZOf>iy9AMUwbhmS?#dMeYl5y zPuo&`&JNVN9P9wU|0xqv+ldJu`Q?e8VXTYF;p<;{>B&1FqdlUm*&=`B^%1N~XZMJ^ zQnPz|xnY26GfR{njc6Ed_WexySAMS$b5S3xI9(`%!w6mO0ayXdT-HQ1-)L)-^%Ukg zZ;i9rVxVjg;)jiw=%|0X~3CLpLv~lPg`GyT21n9dJ3%=m~m*fIUSQsF-)h5_*EtXK$L_i*_ zu>JX1!vFV|gs-!Iriy`@>qai21P-hk4o?oJ2U40+ zv%eVgyQY6BrEGE8Molmi_grkATPmATPt@R+6p$*q^%*J^Fh>mvdS^b4| zbuEVajjnbm+FgmDdD@`)?;Ux`CVD;5yAp9kb6eHdzH1RRi$CS$Dq-Md*$WoHj_Y)Di*kS-urDyJG@7_EQG-F*)N5ck% z3LQd~xHmOMB0db`URY#U(0#&P>{0*xS!)aUojINEM2-9Y(UhM6M!^#Fs5#g)xYJ3 zegd!!kxw?}{&j4T_*sC3p?cNu^N~?tq@43JQ2D z?Qgo&*Zx3|+zf%$5v=R`VsXaKPZJfauDc<`sHKe^P(zvw>b=A6C1FnHs$bNcO)1S4 zdPxus(e#BoVRos)c~T!`mSDUY{l#a!_#E)fB-OnS(aG)$$I)qR5s)L^1c;3#6RXu$ z#S3%)#E9#vH9&~{6uAF2qLK9L1A=?&WFnylR^h!W=M{s&^}N6jCwh)d0**4-{p2_J zi@b47MyQOSfEd(<9jK;$x1ju@3hE&U}LodlK@9-7 zgmWR#sSGs`owK&{xtMQuDs z6;zp7Z@FpUqP}V#A`kN7A7Oq~%L-zbBQKQgpQNR354T| zdaW3HZ%ijjG#wP-ltH`e0oYetYL1VQRoE3KjoNILoIJrt)IO|mG~gp1P>ZB0&Dp)R z{dW1dRUKZb;=wfjKvy8bezBExbnF?})u*?=A@ULtEsM5eQrUkY-`1_WjmZjMf&xh` zk#H(L5Sm*6bdfi-gVBa^lb{W#sU8YQ$J0Bm(_+!QMEPO`#EbwG4fGNiwnXnz-96HD z+Krs91fCco3L=z{{ch%=HTkyV?M7+c?#DGToNh+R8XU^w1*0DnVm@_aIR%c_Yq&6l zV$?szIP{ePA?Ac!-}IJ<#s~=8j2p%bc<=moDaC%GvmtWW$2Q;d@(jp{DCoO@QYeuL z=?L-rCewgDVv_tjnJvyND1(^He6*&Yuzcz7lnY4^>n8>lP|`pG=S{woG8L+G^}M({ za}e{;|CYiv_H;$QQ&9;#uD6(C!-0zj2UcDy{-%rokWLhPYYejJhmLnC!Kl=6DX5aHQxuUdIIGyhH<@nUpE znvuV(Vr|6Sf0Y$t3O$!sTIfrBj_3F)95Xx&15f7Eb(25XC8(8{OnP!)Ml+R4M7VoK zQ-uaX0k@p;d>?6px`Y2+O8<|L*!-Fz2cF2@pIBKm$~4Z?*L2BM#eBe&S%PY!<5fI! zd08mQa~FL)>q2m>pdQ3aI;vIyqR^vbdnNaC?Idvj18H?BEIFCBIG3qdUoQ0AGT*&C zC~nW*o*A7TShPSIU^*Lh#Y}B4tw4F2S$R|zba}>(7Uy>?@Ws3Q-vLg^1)}hD&Xaz~ zSs4|uiNK!^ed-=!ofKki87TQ|GOCmR@=gk;VxHS?{UyWp_>~=MR1ZjPM-=#(#&0T0 zF=3663jg?A{b^62ClB@S)#CG5fOak!%xRd*-0Ao?^2iHJpd({W4o1-j}c$o{{y zv?)MgVDKsz&jweuFQBLe=eyb(bz=wzyciTX-9~+7)uiTR0BrWwg|7=l)$D$%pOL^W zq4we*=J@{~Zhb|Vy@0VnD#psJ6X&v3s+}V^2zH=#LXGAxS4G-<3#zmb_}Wc zAXtIBy=w!+?8@>B=bpVsQ$#MU6pc>*q*N#0_h)!pK^2S2gAq8dIjUGTupSd>~kME>rH}1!!qfT8Az;q`R+QB?!v7^q|yW?X1zWqme z8?lO}Mkg(IaSV^&OOTItLQde$6g>%=#Vvt!%21gC@I)+KwNmuBez)+cfU;4TT&x=V zG}u3Sx(*iq>#)c3onEq7{x1Rcs1bUWG(+^K#1HD9UIxVW{07wBR*O0 ztrlwlTsPBDNEgKNAN|vm2M2&0X-v=h>9s9BkFd0V3lUFw2&|mACA5-f|B|>*7S!dbw$(^tsL!L3|&uo)eqGZWny+V9%r=HOD#P-j$S|YE}G%8JYAHmnTlfu4Jur6bOq55y`E< z0p9;}!-Q8qK@HLOct~Vc1=pXt?w>yk0cQq(I>^(Thx%Am`U$w`f2I(w1TO<617{n+ zdsT3#epG`JhnX9^!i=|^;O;6xYk!mC#J1Z}&Rnp7(euIAanl!ml!q!T%oJfQa~>#k zHcR!51|0ibQ>F^_Zv$VFP;DL0u?fT635=OG2V7qJ>c?XQ&2H9ofSn6acqU4#Gnm{^W22UB`bUR;V5{I{ zL7e6aBBcUzyh`mOo!h6321m9(dGe_{V=+4sz%VmKI%I8rc}T(6QZr{=;GNY5ZJki6 z=6*pkouSrU*pW%Wf^^HxuL(t-lYLzbk8x7jp@QW5%;3IaTjBmEdr#@5qbfG0q4Is8 z4*G%Cc@6o6K3$E8co^ zBX*DSwycs~e!7{*m$)Yi4H;Xhal3%0EWFjqfWzxMi zQAn^OPE(Gacsrz-OE9@e0MCPW0pRxCILF<><#)Wp9dJ-0^GlG2gqtA@eS?As(=Z?u zuP7xiPM80G1R~QwNK?N7QG4V;uB0&l;3R|a5F3(o(WDf0`Myh;3|U;Cpyn~dpf?lp z*GuwOK)clMmX1miU4fnxsGcGj-xiTIYRT58KCG0<#ALV;_qjgWy1yU;QFWr{z|d&j z-3=b7&O_Q!we56^bO^A$4;M(7h`~x>^qssHm`3En7p)0zC1g zm&Mp4j!=Nz&rd-|C1pq2jc9uc% z^<#VU6gsxznUSb1HU(39iOClhB{ZPvK`$tOOi7L{nVXFR(Zc_p%Ng%+B?%%RFauxw zvQKQ{V#I*?ST|+;6MSus-95j>d)}}bw{3zxDfuDMzlbZ?kse%xdF+hpr}%tojx<0m z@c#Gu)PiIed+a+UBl!#M_Xc^mMbC4(^FwB8C1j!K7Wqd7u-W7;w`gS{qJB9igqV{- zO0dt;^0Lq`4S|pR0~(vVtUVm$i6LEo!Q`{Re`QQ;7LLhN4WTJX#=^9(pz@kbBR#(W zU@v!QZjb9_H#njy7XN^4lKU3lv4it{E(#cIOTcb9Qw$8mzQkSy44-3V@jS!c?t4y0 zoZrQ7kIGGJ4-HuXWXm5};K8&;-4ikd89sgoFWblY)RGP=i35yOc^{{B^L?yXfzk|w zlnCPJE}|<6y*(Qvke?{;k8-uY6e#4sO5;5K!xgOZ;G-trA?%Ja_8t2LfIY0gKCZr& zp+?q0xA#$zE5dd&gBU~$?a_~A zVSlDQL6@@oSuR43PD(Q@^bViygNGgU2?fy{bUz3mHdDNwPWDWEMZYuNu8Sb%@^-D8jfw7clgE(S?rSX=h}_xzEM&QPJZKk)VbAn{{>`^4AE zh8n265z(EztSyb5BA@FnJ+AYFZ=tzF6zO)xD-GFtQrbFOBaL}?x1u|PoT3NUv^qu^ekNK&Q`7^u;4XSN#jGY_VWIE#e&H575s7YY5 z>xdbK80`q}0ehG3T7Ned1Z?AxR%6^VSL~rpV7HZHz3(5o_njZ zHtqu^t@Q66`9TgACa~i)3$wlL&oV(*)hw&8_W=P5%_WjMm@jVw_rKJFrzP@Y6LHVA z*uaM#eMCkW!oNB_;UA-?ap=Ms0cHXyJ27c@M8_8ztj6NSVEm`7735p*L>Q7Y-WZRo zTh4-~@U(ho4zqo&tOTxOBQ*4RLy2LY&teUd%j)h8tp*Zr6xP}*up*ETH<-)#Lp!?m zma(r^NhD9n%$t`Lsaz=3!4b4ak^duT4nc*7I63Y&Q-rRu4^ z9Xa<2X^9xV{MaO=nz#>GS-6g%=&z%ggQhy%8yN#_=)H5x?$CsIC;Y6EIV(iHdR@S~ zhkI1hxOZ=u}pTMsr#5FM6(#)w1p2f(KaLuBR7 zMR=)9(v>IOrNnWZppR^ZiOY%kFU1LgwkD3bl>{Mj!6F{|8(PpgV2aI`=~0mrWXqws z=r+*>)zFReHL_N``CTiz>Rp=IkwW`Gi)v%_F`7O@xdK6u8PTcZ`)exfDh(ilM02i) zcywtmt`Sq?nC}La&p5Gk<$1X|fBvCf=L2uNHoY_TmF6rWV-EM!pf4D%O+R^o% zGgk-*PosmlQXX~wknQtt$uME{^6SaA)Qk0n0T@!~w>D@GJ4HIx&HE=~1bsvCn?Lzk z;h;#{Fh5Ry?MjRq4axakNMw!b{Dyo8Z956m?j3z}vsF0W=c>@=SAFSQ!iLzG%uOgx zLKFcZLMFRR$Ej*5(${5`-j9={zkT^Lu@KeLLdFj+2-sp(k`un|vE!49x5wY0?WBJD zZEj#P7k2)RHL)|kAE=f7?uAbu{>=vzK%3m?=0Qw{X@$O+)0E`GEKBzJDJdiRlSJPf zo0Xoy&ktgdxVhAl5(l;36N}%?MY%agdtNi+-}8A7B(Q9J_t$d|VunVH#TdRlQ=Rg0 zOnMr@yVr#uE;=Sb*&L)t2>svXIkVakdzdCW8-ji2zg@4{64mLSLlzbdn2{FVf-)BS zefsASE&{|A`Ugkx@7ul7rjLlGk%I=f|4m9}a!(eM9iK|yI1EcvfgN}+{tVo?=}omz zL018vXn8ajb)?LZV-|IATD|1j~(^$`bxj6OOTgZ%i6rW4sP_qUZZ_ z8cDrD`H%_v(;_?F*G&FZf|$VHX<;9?+Z27d0G+P$HHZE z$JKXqSj5m_+NhAS5=uk`hG}Ot9rftMg5Fc>iZ`4Xr2~%hY-9TILw6_4!Nu_dr0+Wm zxMH4R>h|*_*2qH?nw#%GMi~dsaH%R6fWQ3iZ0Ap;N%4lCf0^81uA+h9FVWJr z2OaetaYRG5#;=%+K&Ra#grZ8rujYcLLK|Y%KNQf#h%kPhWD)N9hZlDPS6GlotyF)s zfp~x@m(PdD48*cKmP9e~XsdCF$^?yAedi;b<*!1_a-fftJGP8^KcbSQ_tKSb(*Y10 ziC@XrId7*DbIYmZ&wZmuA7S;hRVNSLODnHI%pbh^5QY0+%SULnkCL6{FZDsdepH5f za%qyQa5WS;RPhsI@VV_3upg6qR5;+0uOsl;*^efwm@R^wDWiN$bxd%(NVT zW7F^hd2#L2adGh4$K+I>EZn+0RO{TZbxsx8{V(BCKU|eI>987zA3)|o*|J^#w|0+l zTA@lPq58PL@t6bdW)IE^^{cYlE7Nsbif&-^_Wd76q4)5mE1T+MKc%FOweT&2BuEC5 z*^S%tq&S7LcN~qc3q@Fu?vjou45w@}7c$*#KJtT|<>&1VsY?ups5 z%eE-)e*}K1V6@p7y}qZ6tr=&mhN}!3U0ZLih5)rLDQoenCd?zT#%xAz?_J5{5Y*B&eU^?zmJ!qcLcrO%}rstQdCPT=Kpqp{O=XVg(`MF3T+;t{TcTRBs zBV{3h7W)i)2PoKEUn*-oKAhkx^%0}6Xxx3}e=gKPt*iv*9ojv)uuzn?E3<69#{jU_xDo?n zqUcsQVUpdGIWh&d4yjx#)RKOG-muR63E=;g%o@@qpFZ6@NFDA83o=z=bc~DIE29&w zzEuMC1IM|Z3%TG(He@}Cl}X7?HS_!tdIA*uszA5=HOQK4Lt9O~PM;3yKi}Imi@V(v z$aZvZrY12=UZC9y9h=x5K@s}OKf8@J?W~!(b zI7n6*Sw&H1Msz|Vj=d{0duES@+4xfUZIT zAJ*QI&?9#BS>J?;XZCVLUz(nqkWyxYXTWA0UEJ4Y)sznps#((n@YWfQ++0{Rl`A1i ztbOcPs;zDC?idkji?%pY#uWR?fhTg)b`^!=yg0`B)aK|DDU=G-If)?{c}#CyCu5pd zQ|K&Ai+hf|r;QD+flejS>(+l!9tn^vU{_p}e_g&^w(cBXsdT7mtCku`$R(imlqre+ z9EE}|=R%GJvP*NGC8A+t)fY$f{zhl6u5DbOj`i14dnmn4jio;Iq<#JzGo_#5tPA#T zcok)iWO-S$oWJd?E%Ktag*ILQb;Pcjb%upiC7Yb^Z#A{_9;SKxx2y9kIELcDZp zKM>~-Ovkp!BHQlUfN^YY3j|;;msjMTAEneLIcvRR{w-6&zUf32LMC499*>+2^8fhr z)9)wqI&0Bxgw}#|NP2RCZi(R);{W>+XG_mqowkq{I(irr{>S-UCo@Pe5o&z+ww&=} zO`!w{1#Y~g-s~FQ&$@Tw1&qq|WX1Fzn%s9$P8C^xnJ1rWD|Yux=cy0U$)sBr+Pd*E zZeHbJGWd{(Ya>&tNkpgCe$tgrt_ zqGm#UM!rm)%IN0C3m=K07B6@=H$hnCYZ_vE=||X7f(Sp^y?4~P zE0NJRp;aSJy4T7?;P+O(uyZlPKDlO@vkc{-HT0U|P`psCPKE5xZcfIgQz6$b zP>rU+f3(8$R(TVhUV6>Gg%t?yevJ(s&o1ye*%DH{{+L7Yde0ZiIMzIhT-DIvA)5^@ z)Xfb?ZuQ54jLcLFauCcoQzEXM=|)Zs7nK!<0tEW|vCO@FqJo~;mXm9u8^sNJG~CV> zSvMxz@1R<;g3wPd;BL+_jd~HP7j* zU&)P{UaC223v=>#cAGb}>3jrP%5y_m9@w=L}x(`&jVJxpQ^Vc}{X6>))DEhHcOG-Hd|S!tD=z zHmLVtND~k6e4+yb&&IxgA9kJ06h`Jb0*k3VGHHul6e#@wB=X9-y`s|{@%;H}fGjd` zk=gAB!QM!>&y{!~n+W8a2?_7^_S|)9pA}kv|8PfHZ0UdB)amw!*0=vmTxvT}W6L7s zXrj^y;e;8XcQN|H*}*pH58cC zFDYURHRoX*cNEOI)K?b&U4D-F)&^Iw8hvc8XYno8o79U^trv3N5#|d2lMGPcvEn63 zdJV5#duv%0+T8G5k)wNm{3Ls*UW>nl)F{$r(1M!RJR5Q2;SIPeq__q<$ z_)e>ChGqkK@D?d?9BcK@IIFpK-r{#Eofbu}R*GtsCI3xRD5490F;AzaUUuKkH@YUZ z-y5pA<)lg`zLVec;MTILz`grmvG*g+bq7bNV>MonS0vlwSmjr41>V~cEnd2f^Mj+W z^d1TlMIyyZPV(M8*IuzEb78q)bZ=PQpAfruOG`@{hoZ;~wYlGRzO`Tev`ZM&z)-xo z{gq;)lJ5SW3k&l$cAoLTXE~h8J0zRyR~}SI74}r`NWl5|MBU1x$(6~FB)OFAOy{q? z66y)QKZV!;Kd=xcmWcM3wl{kj9!}{#%P{p_$TwA=uLD89;+>KY^hFmEoaP)tJrfFy z8V#>pxni<5S-$}z^6)#2$KHD|%yDwV$+q$E+1~dy$twt3{M`QcwU4vs_JFPq;^Rr1 z2@CijP+>XwowEI;_8jAPQUKd6_w#Hnf75T+zKAwJN%R?H1Eqz*Q`v#Jp1iB>pwkQ1qqOJo0 z&r~z;qDR<&tpKjS23X|1!e!SSagFUc4i(6F|d$;OhO?fxb%b+f;-EiH&pT09F&sT$*7 z^J6I_`m!q*7B7?fBQp7)Nyl3Ca$f!%LRXLeH^Lxf9R|id(h)%3LWfC(dR6T(t@JmC zZ{-_2zt11iy;ax7v8_X=ZV4^P?c9f7feJUq=>>y3@fE{{yqUCCO-IOcr{H+GPVrQOuz z)*&cys2pwZA3KgDH`-2!?IAGtdB@GAI0P=+vH#1es5)!D`w-yGy`^kvQFIOK{u^&y z>(ZAFU~+UMNPc*B>|3J)Y&W~e|LcU>uU|v-tx}rYsqMtsIqY04#4I3}I;im3i~<$Z zBYE3NtK)|2mJ|+M8b;dtpjtl~Ms@C|__luKOuowR{#6kc1CPf?NN$G9F^7Y> zD_%M{QHz0-(-a}8<_WfUppZ^?~o3Wa3Km4;IHnTdOj35_$-hRy_(coI~< zRL1G|2OiW&=-sUwe1QsU>Bv-Bh%6W4|FdfW6$2*C-P)H+OHcRyg!+ze9n#hPAa-o$ z&Mv@r*UUx0eV7;8)RNz=UCN4&Yp8eO?67=5ZV<-7iw#1!VYk{mjP zJ@mX{Ma3z0v%lUUH+nG*wILnqwfKUa0q)K^UQYG$P3li+ZWtUpWjuSA6}%U{>0{k- zc+!ZR<3)ywWgqRl&2Fj2`2!%H>u;HZ>Oj@RGrj&Dqy4^^_R9f`rHkEG$oZ?h4T>h# z`$xhJe?n;XMDfXq)T>Gg5xNQ*o=FWQ1U<<8#ZmDXT^xm0J zni2;IlzE7D_9NcrCn77NG{wNk_zn(7(PFo(q%}*jOT%9oK}85p+*51Q3U(Ve$6Cjo z2sctC%g6RSF5m3`9S2GOBksCzii+v<2Joon7y*NPhC%bXCrS#eFQH=Kxc%k?P;p^8gwK2JlV=3%ZAqvijUITYtJAc3x{d;y5 zV#z?)F!wOiq>hx-Acg(5piz^A*iAvoe9hWOIf6%`b?e`9R=t>3>Cy2u3k-8a zu4kFnAt2F%h;ct_O^b&Hq^%~ABdb9s^7Fm1rp;=Zf!S$T>VHE=)hbthj$69s*s5<) zYoQLiFU*E`y~>kT2xm2_yNy!`FuQoe6iPDDUHsU)eInx4k=kkA&54p%ol&l5^K*dB zc57IlP0PR~>TaGyZZE^s?mf}zSJbqJ)y>VFzVxAD%Q+lOvsgype_fkmxp+~xB01zJ zZ4)w}#4o;-;g;^E!aY#1sZqS|iv5-Jen-Z+w{g_p>@;ZDrpBV8IeIX-o7-X)%bpkZ z@X&0?fAs8`Ciuo;d<&h?RpD`a*^V`d;HbYdWydP z;n{?-(TWWB#&gyd0c1+?#tEtMXaS)>ohX;!!Ay+$mI+8mOl;N5o)a}0X)C|5GE``# zoAEv&L4OdI;XG&Vukm6W`m8%zTJ;?v+x#c_@#`}hp=!B8|0boxggE(swSIn#8FaBQ zi=c^92q*ls5qn=FBUL_CoV#iIa*4y$EKHT~KE<&WUw@K>XY_VAljpCJjijAAIm3T5 zbo?vH#e5ffbSN;RU?(c`?HCm2KPa$H;|=NE zn*L0PN<-Uz6&?Ll^l~_7g8d79r_Ng)d@66=eCw`Cnl&gh>nxS>ypcEf^WohY5kut3 z*VpmEn=T2u3Weu7=LU%8bSg5M1t(_qzv#2iI&~6d_Od`8-j#laM}z!7Rn$40;bZGU zn)r`9jNmCLT%mbWo}i2~sD1V|-{{ctBqxKd`0`s9pEtQ)j+Q64VrP|hp62J+LZSC5 zBFxM#$F)TmTe=n*UXg6(OWmgj{w8r%MC3fljnr-U#PN!g0!bCs5;B(I`X~ z8SM_s{1qvQGG zus-ruY;Kz)9u>oSC@)q04Whw!RL5h4B5rqD$h#k~3Ex)hQ*WA<5U?K)G!T_6xP9bt zRrdTT#|f8V(*{>yT(+0AG4lcwtMWuHPAOjKD-!5RL1L-r^ApLE+>Z~Y_*wq_Akp(N z%Is7N9AvJx&^V>@Ta|iCQo^_>IpK7xJV(lVV)S!9`FjdHx!PyvK8gP5?bQ)o`PeMx zZJ|xzQZd4&@q74A6l9vb%^g)G&mRA_X!ch1w&29z7^lO3@^}J&mj@Y)Jr4|9mQmUZ zwhen`)esNp`aG=dUNqyx)Edhk?YX0mKzdvE`I8G=!qIGZ3w9SyIdbnuDp8-^IadR@ zEK(~ZC^!#|K2^2_vD;;m@_d*i74S+Y%snKKv#I)gFm-$sttX&ch@uI{nCo5D%Kyy@ zB@vr_<_$YX$%tP1Z4x#F5^;gh_@73GlBi#-8GYn@{XlZ|bed1==ktu6pRHT*Q!0$2OW4zVf8-Ibii5awRiZ2a;>q{K3wIYx00)1%#hG zrynROT|4+Vs?e`)W)@fV6Pv*$Bo*4^{X`cjzcbc5e%B4Z?jU@0Tc8~;*LYSVT&DYV z{D~*ijP6aG8@iu2^md43LfUAHABQ%uAJQ@ZN^hRfyLHHgn*(P7LG3K_&d02^kdP3j zfszV=8#gX1MBMZ~h9p)W9OtAE%M}5U8*6o%LEAYb4+s6yxQUPMC40;rF^!alvSOr4 z9N1l$;^-qFC~%2ItcijCw!|y*pTrm(pZls)^4P{9l7K>7d$cNA!v1_=%Y6J>{Hqsh=3qj+?H+{fZv8vTBGa$3)?jwK>qy&xa&5Qd>c?5l-{$F6 zHmdIE#|b!%DX2 zv5}yoF9xzPwl^ir#rBPuuJP`NU zk~_?A&m<*mNPS!}WI#7iosXD})gTyZ?VlXqamfN|CZeOi>jHHJYs;BjyJMC}|Od*;qwHoF_ z3a5xRPX1rPF`H@a+GjTXJ4ss^oL~31SK^C^CO$f(C%8_!lel>4==!@S`Rp(89&Prp zFw@7WK-7|gKw0=8;8=z8+@qmzgdlg5l{iM+4HIO3P8jit@aJeW?DY)&hz_nSLoX4 zw7v8iD+q!f;}bum1hRfwz>!-fN-?#}rpI&nr7g36$f3JEV*0K~-R@@!4}}0dc79Ev zk=HqVhWnxW{f-^G#>2mG6{yi@b?kKC-uxE5CIw_}tNqE0vUc+dXF$C3YX1z3aeU;c7fgd)<-7S{PS68ZHxl44^Uw)EMdJ$ zy~p6GcI-iLrHbrB9aJYxrW(9?kDPX(1SNI6*B#&B`|U#YTyVJRxK7*)$iF6{V<+A>t#qWTG^3XyW!DbXS zT&My8wZC%h&O&b|WnLYrEs84|2kW~{`zuX_&T2P6*jlvPU4OK{!eRS9vyZQOE}}A- z^3?PHmsEp4xOH~0r5SO9uuZi#adQa!z6jra=NMYjpPnpfWNeF2j@h@qq2?WH`zhwF zt({@wqn!3f6=?!fewZiy#3Oj;hYe*P_=6_F1Ec9R=A*^Xqn!DJQose-mW;!P5@6LbYM`2zKeP+U6e!{_hGmq)RRw%Rrp+=^_X<4!sl zUuXvs`S-2E*jRc*P`8Fv%Ie7z8KAFM-6CH`Q&umg1ZJpORex@Iv$rwJ3bw(=$4J}UB8%}oW)AznbtCMYa1+Zk=yB0#?ux$wTUBW1ZPl^1_fxo$`}k<>*hfXm99jxc zuqXd-q{LXRe=S#?XQRlq-bx|ab3RH-$lK1x#}KLKo4US$h(jt2iHD%%Gee!s#qYb< z5wktA=(}&mT7le4p*LSk!hl8zb^RTZ-le~mYJ5SLlVQVEloA9u52 zV;ye|ZLFXlg)ERDOUJx-#M}*`UU8y=FoMDLd})u;pOR4T2d7V;j`Inv&@8I{c@gPq zlrK`^kg6D>XMnU?=6mH>Z1(EAy?zSL<9Lg-`y7skNIY_y$$^*>00&IbUAa1C&QgZgvt6%h7tk*jqg$Ox-|=x*G`# zx8?Y17FpdvUxp7cTc*vg$szN)mY$wo`n3N_^=6m&d{OOcL~d>_=J1zQalPjKj`3?g zP~F3W^px#hPk`jWmS<~Q+k9SrQ3O&c0Hv*%udw|di2nIPZTjeubXHcD$>z^aM<^8F z3#%rPG*n4S?(Q7O!x@w$oZHIojjajp{OC*OJXUGDa@r63C<78tc5Cfhx*`e5 zChB|su5jF)4&Xl!>^XKO^nFt3)PI?^G#X-E`k{9k;jGGc=RQ%FOi*tMsD;jl5%8&c zV33%N63Pu?9TeTp-HL!w=-qvz9(ub5z^*h+2Cp3V=3_cYpyTq^1cY0T_8j|_gunL6 z6@TOJhUnF&daF-SYp$#m$+kDDySm^(oW4|zKE&0&AuINp=bdk5 zuzNTAR@_!YvJu)bQCf!F!jo?4jL*J5=H0J8IYV%+^H1@Pk2;S#w0#W`p5$6cbe+Wc z@a>0I0E82Nar?&$8tG`rctgxdc)?J0)!o_AwmRHSUk)^trX%)K=8YN)Fh3_WmG@@y zUU*udIUKo-PCFm9$@SO5sAPNz4xnP!{1G)BZvpdGldqwZ0KMA7JrtVOij@jxi)+xKkSHFebgC^|eTPDH% zmp)DO*|}eGYvZ&ycZsCaZ_P*aOQ;56!z)N8Sz^zbdI`N_8`^x;Fjl7;3dQP=7!C+C zoL}auW0tqu8it4m?AKDhi_oh5jINqmZ~V^6=)Kj8v;$-j@$wF68SqxGH5?$pbp(_6 zGyG(|rzupB(zqflD|nz95((PSx)7*~56!Cnd-8qr@Ln&)!T-$s;mi79r8uiX|!DpEbN6u)il42Mwl_Zbn|yqT|uCX^1c=3j716m61_1Q^aP_?um9 zCP(=d;mNwo|CZc1AJ0y8j^gVl2hL}+>-Oh&^Gi>)UJzX=D4T;8*Ye-gt0Uam39Q)( zj<~v2m*SPbsVSixxlx5|w&7{a2kFd+H!w|Ml)uCp!qKJs4!^(rydy%XSrELt-`Q!^BtM{_a2>>oVR>TD_$keXB{|ANcHtFGZBN#OH0KVHpILA? zflE;jL0x=6c8jj-JF-O6$h(O99hOOy`xBUvOROZQpos_3&|lTpaKbw3eCMw=}L{F zwV7Riw^`AU%SCdpokN)yHQG;53vDlD9n7fWzn*W}1^ZKPw$o8H+=4M_cOV;mD*N%u zJ`wUwQ^^M=2j3G8;w-z(@=5$!^4PF*A4Z$eOrJ{b%vI&M|9FG zH28nHwR5DfquJpLOK%G;K=1NC2fiyRC~d6B%7I6$&(;sgW)xFui)p)fNxH78KA8{i z9RcX|U3T&ns@1WTx_ivTeul;`KIy%*PRH-*y85RAnhf=UtLC?^)E`DJV$k$-OFRAO z4?v_X3tyeBM%P~&7hkM=pvRkAv(6bxD9vvXqxkuw+%bYMEc`Q~@>i)gRTcoH_8%ZW zq0ty0SO8$%1mHjVMK*rc=>Xm_h0d)S9q!qA@u9N(?b+9j=~W2scj%r=WSGhA-zM8! ze)B!VUG9UK6;8)>fE~JH4)`EvW(-VJOc5bZIjB>{eV@Af1uy42T|_9Y2MJM4;F-H7 zez4@GJ=Kum-CxeyYB#Il7VF~0BFH3&Ot;DJ9AT|x0W{$?Vr`4Id<8`&w)bWN9TsjSMn6Pe51=d|qY4L*O#=d>Q>^9uXrB~V*b1|mu>Za;r0 zAHCh8T)m1aFITVuX>4AH<)k@?+3l}y;oIt#GcF{Dm`nvTym~#D9=UGA=sso46Q#^_ z4pp8h*8}e#fh!$rL%)s$+1=63@fAKzIs&bV3nYG-+WDH{Q0Xc0n5lT`mK7PGZeb%U z$V+pBASMju5g@!8&JNhlxTx^Zqt8YcP)gu{C_=x974PNC5rJ7_d}qmh-e6^bxHrU8 zhh_NekS;%QGQ2oceb>7V)@6?YitY^gUVfytzC0aHuW<36c!73qi&!YMeNZHA7iJR` zox`7WNbY#O8l-%<8e`IRO?j+`sRH6<1O|DPCx-CkL}qQ}$Vn(;rq~LgY5_dmo)ICa zneh(od9>~7XH(?cH(h3mTdI0c2AX*MmH@V09l0jt(rvz|1PH&I^M%YB>CA)JONb>d zK-F__m1w4YDa0Ll@aM~G=^-8*y1TL9;`0Ap!QFn0ty%8|Mlg|uc*$G09$m;0nlG2K%76NC#$zU4ZpUAtTBUb33L5u9(D0}&F{l%ASGU;m-*yUvs8KGQ(2q?S zJ0d2qQWss}@hxGX287;1%| zN^Go^n_j1g@eWy4U4h+Z32sH_hbCr7k z++J7bq~P9>0a%XtM#c0R# z@*Eb4iY4K!Ex4R~R$xG(_7h{$BWaSV16VP|uob26{tG%}pUvffPMMej-8~oA;jY6? z0fyEW^Ll4Go%sh2dmbRWh)zxSuG`P^um(8sb12ps&iR#i0yb761ST8?Nnu;Ah=Qo5 zNrz;m7h|x6iMI7P-~W#9VYUIEKeLPM+K;zHe%e;1o03s-sZ}28_sb6m7r6ivkI5*y zC&`6nWVGAng8Oq!vk8CV{GEZ|jveej>DSpS0=L#GAFP1Wy(fWk)_oK_{8=Mt!ijo1 zmV}d0Go5+)MIy4&c{XllarZ?8#;4Ppp4bl)NDJk2hC9UFPpIjT(~$rV$xx?}kr(-7 zP2J$if;&|upez)o{mr6zoqGuu6=SDk0}oW*lC#tY!cHCOGaF#LevgNP4@=;jvoJZMR#}lCCGUp34h^l`{DFHW47F64+B_o;uzf(gCFK09_#Gn(!%N; z&lk%=`7)LtFkMv^kltkwQ+_xbLGzU0= zm6KQQtf0wu`#cPw0=0AN)+*(BFo50k#-ne&K1`?Y z{O`M)AI6xOIEJiJufQVk_pq_lL_PubgSX(eGBehQbSL+(nN>?`$tD%-rj1KI)3JG% z^5v#_yvMy!#Fd$yIdY=cv0%NVDK4laqE#(9{+>K&fraz;z0oTrZ}xYfIV#P(=%kak z;R+#3aU|IU2A(sAyT&AH{XP00?TR-mAO=76gs>IZ z-%@ttY=47Fdlwsk^)m|l7(K8W=$@MoOD{27X#R-+sYMtH`$KpWrHsP_-5ZClU#UE# zjCJcWeuV~$%vR@fo37OWa$iM-B40IBWP6kAG~l^=WS#H5WmX-NqWk*&>b2S+%C|WV z6hfXTeEy~L)E|ANoKHU#kqJ+Wu_qx!4>a4{leiB_!{Ut^`#74v`J^A#Gq>Z|)&9rY zLF|QS$$N5^aGvqBT4WoT6mIj)ZBu`}g#-i0N}l)D>|5Y7@biDTpnBE%FF0IjpIFC{ zJ>Afc?hK(l8i23QkwW(GM|9;uRMc;%2!S-==AIqJ~%27~08?q5uBTQ9ysJvU$O zD||LSZ@xeujE7|O3jnv1|7T9gAgL`oDvsQSpb$g*mjur{c`p|r=IqG_eAjXzE0nQo z^vFmuRPg{S^N*~amURio%%%hCyZlq)8I|ibhC@q#UflMA6+Itr83+MSy;TTL#%l*2&2wnI zLK=5xm?U;}Um;bAn*a7&B*AbWD3YfP34NonAnT0ay;B}l=90SBHx%pg0c|QJdkH?o zdxUSREU7-nta|*W^+udeL!ovz65v zRqs1S5IsvLLsNYM{TL1q4gXC+CBdOkz&C~&15cff`)_FJ>v9r%IYRWS)in8nDD8@S z)Uf=?<)qz=aS1WHbF}6`4_vW}LJR)e>COWLcz)mJ0A1OOuOqs;plK8KT%0Q9(&)VE zDKjAKqxSuW6)0<`V~23RE@a2gRLyXMSCo^u&oKl{v5JCQ88zuwlahYTUA|0&to@tzF=O;QZV%FQ-`4{v5CRp)t_!m+YP)cotr9gMwNxpn zXREIKed%A8|A-?_gQGr5-WB^`_(^O+sF=IF#Mi9cFa2t(2vrIEHt`Ra5RPEat&6Mo z{RqETOfhZu7@%R*0^x7o@~+QYa--BW9=ql`RI%PSGyn25m--LiH~Jlv${7wZZVx8p z<)F5RYit9|28g5^^P+0td4f$19nV$bW3V1fGH_Wu=t{Y**iTl?ck#zfg_(X zmOickB0$pJ|1tc%+YxX4kCiwP{aZ#5^L-WC;&nwO0~B559()&>S`yEOIeBJTMr4sF zmunW>1$-c$()(Qh#1l04U8=!`0j|U8G5ktGRy-MS;DA8;=3EH0( z6KlEA)z^u88uK`I7-_GpD%e^Jy&F-nDdl?KQowQxLMXJ~>P3)#5L18oaOhx9XF7O&m)fva^`x6M zHTICpNH@aJUYu@vL2c_Z+WN>RwnN@`48r0If}Wx9mm|YJr;}FYN}8vo?*^Tk`;K>> zs8*?Z!tn%#U@>kq32wg*O>@P5Ln5^bpMmu%l(d7Jzs^b$b)>tdmMgVyxF2Ib-FzU8 zg8KFIaAA~tSd?O~gV*!1zd zV|o)U_wp^fdS=iKC;v|=anpHPD3&uaE&k*&CUa{xE3`6xq@ksi-x2yII%d3hvGaho zOg{XUo)Q=gR;w|PV#8?tp*xGuM#ULMzt( zW=3<@1U1S_D=$_4WUokTEdx4H7_ZnFZP(C{Zv*vB7)rNUX8My8hC<&Tdw>%yshK5X zYBplOl>OJu9laVTbbaQ;XKspdV||<38VH}MeeXFu9?9c;{eG-28*m#>R-T5GUSumY&(ZF5~F@7rss?WsAz*bP3X)2 z%j%M9h#aympm5&$Gi|r~p63y#|ISU7s_UCODDZAG)o_z!h1V3VDH0NRC~~J%SXAV4&#)p?#jyB{mt5{}(2kE|~gdc`3EZ=Uv!Ml<3?7 zHpd}!iIA3i%fAx-jfdFph0a}0f2|*wHv1UDxiBB>du`rau{}VXNi#1w#aF#{&Rd;V zpG$1$`I~eBjJAph{epyxZTXE@^aRwG@Tt>6>CE^3X?UZ;NK64kRloQE%X_fU1QFvf zXvm|A3O+sZHp_@i^F-dw%_6=}#^BH(Uf57@#b(eanxvNz^J2g7{0sTbjKcA)lxK@` zpXvH_5#0K@kgku3Xt893c!_e4a`EZ+A1!I3;a2Yu2toFn-HlmhXRI?Ra@GP`e~y#( ziMX^$z-92fFid7ZR5_W5R4e0>2sKJSc0pnS*=tp>sU2G(m+hj#v7Skd)ufI9HWPVQyoOkrkdxIyr3^-lIF)YZhZA2n8Kk2;A& z1%+0As%n=^)<`7!P@vq?x*hfzwaZ!kxueF5>(ekLnx%w(!hf&K&^f=1IF?vEv#Rcw z@KkvDGV5fW5Nb}LRv8z#hu7;&u*&M3X9lD<>b%5$7HQogBRqdsaD|T4MTE!dSJzJd zUzfAvg#!Fh^~|ZXJ-Sf<25@~W0E-aPHCr@2bvsNjUC=h1_0Le~Y5KwjR2anWtQDlk z!#OGt#+$}oB=&2vl3IOyVP_F}wOxw?9*D(K8glQV=q~V_iq!JiWdIl-in!`cKl3c} z1fWjv^iq*ciM2>XKZ&q8F=<`?#{L&~RAM}ryFWdtNrKq(A9eEZ({CT;hS%+w@$?er zC+8YW*5KmUQ8nTJxH>;*)e=mJpY9+Z3HL~lzfk*-6k0jR>rY<2s5n5gvLSiGV#tvcbwez3!*tR_fpj0fhEE1r;IKMQaF7k#d}F3HF;lt}o7Il~gBi+gT08Mdi}fPtcrs z%c|OJl@-?Pts4~kA@joJX2cVJ>CSwgOP4O6+9n||ysQJ!0#xLsO0@<^aAn}axN zI9W{>*lPGz{LN`IBUxvkjICrL1uN-MQ}79pMZm2r{&;XWa6P}74z&T=J)vnP*i%GS z|LDjWBvI)1T^WzY)3fb62N(0llh- z6_hWG(y379SH0|j`0T(bh3N*PcdY*M_f{NJ1i7_AYAZ!#6xmI^P+av(I5Vq0@JzyP zt==c^49Y!A_~Me&6A3=$9lxsS=6BM}zK8u35(}A+0>1VeLKCa^>V}bY|O6 zOXNStPO5zl4sv`vMD;PGmV2F%py}LS=Vz%V>W+`thAsiMzBVkafVnxtka6us?K-3Rmd$MxOIc-EZdAg8?oST1nGE zGnt_|+wufp$hc!xDR7aG?UBi7`6?l~`NlG&^ zhX*K?+cg)g+D+FK4ENr!iMz|=!%Em0q@^rf4HVdjQM)*2MMKezKV8FFzl=_gicqQL zK3fjkAEjG6mfG7OYFzyL7_~7vC9Y@adn7s`8QcK%M(2{s@}u+Ig$Bbw>OYOFBb?7C z1|CG8X57r%2@`pE<(Ou@Y+gtMx!6SYy9iaPd}7&=5!Fapu|?tE#kQp9QDH9HaWR$Nd2!1Mgc-s^-yp|*FZ0AXiEb<^GoOot z6Fv6|I@t;ECGASqM4pfv^lU77^5K*`uy4bveadH&i1Outl0l5TO^f5}Ve0TBJ^xgz zz4CKN?bUi2ptgv@XaDMC_85Q3is46!F{gOt2~Zk|iqkGw5C@T#9Fd<_1&txXooDY^ zF-X~Q?v>9)JjWHkw2t769wWM6CbLA#OWRq$Xs=mccm}Y)M}s2>x?KHpB_yck z;1o8}lst7m7c~>0l+=^$6E-Vy^H?!xs-&}*w5&65#jWxwAkY3#q~WF9E6tO8JPTze zJ{|k|vndv(%AWh<+T1k7-PS+8QzsS^Nvwuvu`2X^l_m7kh{`)xlA`~Id7T_ADgDWD zd^c`n&h*cCDHEk~U8hCI+jd}~ixuR)Umzx?e*GILQ=EdzBi14nPlGLnvPf2+9jcRP6w! z=AC!kIdWP1|H)A=V&ac3DiG%$_}`g)#_50HQtda(e1%J4`)r$n_s(0QVvW;x5xhbc zEFHgf#2XDZ>*rb-_H92PbLFOe?C6MXfKkRB2(Cx3()#IMJlDx^JfV#82_<@~-Kd%5H9$EbNhS^dT{#xe z(_aU8ok8z7x>GQU>MS%g%3+fSlCXHG6xA&AASk*6J3~UNLN5fPR=ZlG2!#G4Wx#Wk z(j0nGh9fL>pqXy)Q(=1V_(oS~+SV*xsRnfBTz~RWc>;pBwST2e?qi>IAPG@9?q2ea z^K+SuPl@Q|+-bXJL7OmbQ+uHMuaZj42Uuun(HDtIr#~rWDm%|x|)C>$=|S>hTxzb54VRq7P(yBPq6brU9PY7w?Zmk@ICg(z9cm3L7e$p zsedamzRv`??>~7d9URjoea>&vT;s#wZo`Es3Y!joous)46_OX|#xmD6Ls5YI8h5ZG z=q`M$c@j5hW8lUcAAKg&`S9pDB8vg!>?0Xwuk|}8ly?N=*4cdsNJf6x=pWz%snZow zptrFB(8&U`>n5FXw~!SO+Spw97Rv_H?Ze^xsY`C9QhbFYIS25$%6tf;Euji zCGZoLPT{!lZUETXEEM8A0eeT~&sVJgjd#CJ}UbPtk?$RWM?JZo> z#$f4Yws7OWvY3vwAp3`Vbmp9#U(goqBq_p6!PhtYTvlD{n*2-_zCHBNd2=Uh#uXsO zRPHl@oO!Flt@x$vWIkjsT&zhQ0qFHyS`c3Zf*K{x zB_e>NGHrXyq_M*Stjto=4q9&7ppxWUK)_4hAIP3_DfUeC+Dd1M`ucUzV*ru&u&v+L zbl;4h8t>8Vm8^cSyB0$CXXoYzAxH5%hOuqEz2CFPM%gh0`0qti&pggbaH^;R*8gT| zar{#??Mea0ch~RLS@Suou{=o}e2^tz?-jHv7#K-6qyr19d%ZGYOl>?a`Q^w$MXZfEE;;;Nias@Drar_$X}9nXmM7v4g_BEf1~fcJt!b4Y3Onch)mPXpG(=_k->W# zsTAHhKiBl1jhK>q|3uiQc?ZaJw^GkEAaOljd##r_9EF3&Vz208^X z15BWInQB8ZK4u1w|OrLZEu71w=QFzeYZk{Qn4h>!>K#sC{^7JqU;lN(hYf zfHYDP0}?~a5DHS#At0qVv=}r-HHUxVTpc- zxg5luhKkH(w&3(w+duIqf4uu8&E{oN2--?$Y{NL8schUIg0CFK_jc|Rkx@n~wA2B~r-kB1J!b=5rubFZ5(|7QZ=x^p)$vMWHdLcMzP>aas{tm+OAZhz ztux*77;jYC?1g%Am8bPy4i4(pP**Bl{nRZU$Rrhec>$A0ky_9zL`7+5ajtaj2h(n- z{O6+>su@lrP>3taa*j^aC(Ey)WSS^A!k^BtQ6yfMGksFjfM{N3ToHj*J>JG-sA%N> zcW%z*YrNGXwEeYfXE%GtfrSh2{_>*y$6TKiv_)zB!7}i0e_B99i8HIHb$))(iOrcD zPwVdS>&VA5Y|hbddRsu|VR_G0AbwLnKf3#>*<7qYU zv%(RMifIHIsFj9S;-gyTyom;NG#i{K0=JOh&sa>c_m56$vn4LNe+U6Pw@q#=5qF%g zh{ilgY2MyHPtiAa+uL+u!uf+kRe=Y^qfh*>vVuc1oVkeFUI$3hfjwEB>2&|IgK)>r zZB<%SSN!$U;!2JE#H{PO_!MhNXN2NW)$|_D*HgZdRt#?!B?jA36O& zyDeO(`Ul1f1yzFwZ?8I6FxJzmM$^~s{K$4+RQVo8;kHaV|@k62RtUY%sij!wA_q|N^{IkDvZi|UD*YF_xx={Ah zrjv~2i3VgCs`Y9E8wOf)5Wp~(#9G@)nq$kngX;S&#U%{#*>RU*veZceC+Qm8{*uxn z_!&v~&o>*_a&n&SvB* z1#Tj3A}+4ojFee;nZV@pXa@D(`Iy%k zp4#vyqRh><9{R1{8K8U2G_7OuuV zC@3hXXdSP1zchV=w={91IB~y?s9$yb2WEM{|1xd_m_F zCW$qdC-Z?3cIoqgl8SmQ#ICz_h zYEmt=#>#_qjUxKdPfU_5Pof4j(upj+OonlsA}2_5M`6b-1JAMzam=&2OHPVf3WkEz zJI9{+)YKHA+}l@NPVVy{+fUP%;y^aJhfl$V^VI ze&x33p}Yc@k%yj6F<~ee-}Bh+H(c=@P$m1SELOrMPJug_J1bobe|2YJS;oJp7r=lq zexdieTSbCTtsV~gi0e~gzf2dSnqO~yyRx>0c;tu}r}5S-wdzIR&?gu*;Xx>N0tzC> z`W=RY&3{i^_7o*suP!4n@T3F|KC1l@*4JyTe42FJy_v8|mLD^BOiXMko>OG;RO8En zKt_^FL^?V8=BT$;_xP2DfM=FI?R@8S1z*%+G+s$z-GW1&ShM2e4XzH)aGGrvt09Tp zvL&5hj;?J@YG2a6nXzS{?VR(}-eh?o^DdMYo|NIfULo~nRW~h0MLK7?N}P@oYjJIF z^S2KWT3V?EH8nM-ZT`&IIBfnJp$iVNEK#>SZeQ=_sLL{RnKrjzoSvwu{x=<4v$J#* z<(DM7)#vE-JleeRxm#OLmdHpQt=d;V84Yn|O*780r?vtD%@u)Hg1d#D77P}pA1ApK zl;#n2kk%fbPb5rCTs>41HGfU??;ejy>K-;Q^tjos@dSf^rK^AOq0vzCyGU<=Ad}i> zlzmMgX68)jV#{}RI&Jmp$+*rJ9gS<5)+Q(gv5X_>#EffZu|&~+R=YV*_?+o*8qP$O zz2_>)_c@8+@X;|abRs-E@Cf{kTcc?uxhW_pOt;RM``&*i`+Zl08(`Dj)M_)G z)a7%ck2C|jSYeYHgse!e0P|tQ7TM7`jp(!S(`Wv-en6o!P1kNn*QD~h!AAav${LW` zE%6H7`?{JQx|0qp+NW7fvNsnk>sC92vwQLbw3Q!LvX*^@)`TyVRScf=3gG*daxixd z>uAFKj{It*err6B``vIx5(Bfw2&eHueb!*b`eXmaQxfJ3$ z+ikRd)o=%xUJSzQDK@FFO0Emq@!0`*Nfgi|*Y;;xnwk}hKOGVahwBs1$|iFMRs1w@ zLCu{~hMW6>eh^;VLj0GfXTD>@qFyQW&bU zdqPPmgjzpS%5`@sim^i}OX6QQ6^TD7KYUvvy>*nW^#V*$|0X;!;k{Tqr!eJi+vIPc z!r`ZK8%;-qMncmcm<&^p_65(H0>LsMbf%HzjDERl<)yo)tX<}xm3(<-e;?#`EA}9k z9C&G8B;gGns7v0_e3kjU^XC2s+4700LHF2)i2-#D#~#x=hwm!jfwC@B7UG3M{hpLw zI;Yvtu&AY4t|i8e?+*)HdVMKg<HltCMQQgjI+5!_dMvxTt)3hwV zzY>gHtP!1eETB3<7@Yr+?UjbOiFv`BBUw$(u@4eL){Bs)Mv>zsgM}8wJl;&2B|MAI zPl;KNA|DnZZ$s@f(G<#h?q13dsCYFR-8R}ak}j#e5xiY8zLq1K3T_5Ii;ny#|2r~5 z?!4*c>Xtg|0@>rFviG5XWpjvK9C#&u z4@|My*zB#mvo?(lBCQ%zu@au(R|_QH#z2*&-4p++52Ij&Z=>UuV=h3hMd3v^tA>Jv zXxcAD)X`|64RIliM6KtA+rnzXjHJkwUeJ+WjWP@>bP}Uxd~j>+M>|5^-HA}yj(Az= z`uj`uxh)mwt>Gc>`2^Dpp{85BrpD^zE+M71fU?h-{MAyZ@jUAH=v8i=G9 z+BNM=Fc(dCr&f{i9R0j%Z%6#`sOB#5n5*rRwH8JcF*DBseJ&)$C!xjBsVika>AH5Q z@v4Nf!FP5X_w6WeM*r9SpLlc0?tN2B?gXGuRM({^%@$hiAVKyuAdVrz5To>!W`?ss`BNS)z{x? zL6@H)J0(nNi02_gIx!OO9jckIDR~>+vGK`94B?O2hb~><+P!#1Am9T+9IIFi++S&( zc}v4}ZGHv7i{Xkrr`|j(spk~A&unWk#ziMIV;ypn7$ExHz28_e@BZx_tKTgzGb1W& z>{3iRt#h$Si{K8b&wBVvWPed}U+)fIC!dr(Z@Xhb^AUocH^h?d0sw_&%}3|WwjXx? zMEZPCUi$F`It;|dnyBn}HmtOyaR?tFM_T+{@&5~r9?#^p+7x>xcLprpVc0P9PLhCD zes`*e>q_P^&4rl@zf~5}a?f4ySvz(25M9-RFGW5Q%AiF;|n^(i>UYlJHad8prBuCx(jmoYJPt_N1?4BX8b!xD#R zIrLDiSX6;7StT1gE|nSv{CD$~&k)W)_{X3Q;qF9>;vR7$-?i=*E$?|}YnSY&R17Vx zM?xrEV&(`5%jaB{QT+6q5rZ^X@EZ}%B48Q!Py0k7bX{#1jW~qLSh2{?&Yq0;?1)h< zQQia2Y`A66O0(%!<>hB;(9)o`M47$4ue`g_S^f3ploP>lM#*ZpG`8(zoy7&}^cK7V zOFWjtu5XeC(r-ijyykqMT7}i zT^Z~#bdaFDTb2X;3swI&iBFNo%gpS^tMrn z8d{dOarm}WP~aWI%cNI$X5uB!9|+9y^Ko@gbr-8j zheJYITaOiHWW=|4{hhE_Ktnj$QJqTZpCRSb?^&2O7*T!y5=)3^?8Y4XSSDxUVb?dL zLCL(M-q(epNA{gYNC4oR>z~#z#j%u#^b1Ca)g!NNR;F}1!aecou-Ph-m_m*rbYFGs zMl}~|#7qOF)@wtB`pbvhWyVHVUMQ@te02Gz-e%i;JEv3|$%V>3)_CoS`#X>0k-4!U z-sGt6>s5k2@)9B2!F%7yVmW`GD(@j}BTYQ#`CfD(?JbdhnMgOyA4_A<`4LHm$pq)v zJrhJG2mUEhp=h^|_Qfp*1XlR&Hs%K!(^4E@`-9d8ou2_&N(vCSzcGnUKB0_d% zd;ol^S@-P^(bal)%6pt;md?Ih53JX>bLAbwe&RPKV#!LisItIim?SFAM8MYnZDdnU z1JBoXYkKw&vW5m?1tP$?o?r;QeAutSyxPrFSJ@XK=f9_uZA1E_qy=#%oeLBfxO;8e zpy;4IbRP%b8Zp$}8N7DoK%+7X0B+IK*&=z^V z8K3_8>aKOx>N6yd(9kV>EbL&Uu7a z8vxwI5mwBl5jbzLoUWr>@^StP>Uil>LPEcMQm$dSmI|yVN!`*Wx?K{%GhS=ZK(S1f z5bD((z37)6B9$lMhnvJWkz@zOGh7C3>I~mnO zIx;?3SPj!J!OX{nDiLORR5}<@&UpahtBEH%o$h)KO64(f1m$6}A^XwKYO8SJ8Yv@n zf;^(@OB~G56B8JblVAMw4>27dbNq1_5r*$%_t{9G z+eZK3u1AYm)GtZ9@ctx5V?rulCue>I%sraAuGX4CK z^jU}Rg}$=`Gt3?PtpoM^L}A7YcNMOGmL+*w-}0K&KnhzDi2JM~^(H3xq33%W)54PlZru z!}jnj0r0V^nvaJfX``-r{?5B-(}{A04khZ9zf?(x|rsHX&dJ_^xG!@JA{ zBf)z*N)40w=(I{5qWRo$m`9-bniTDn#Pc!3T#z3nM{p+Pde@RA))mwCFVX$iBW!uy zZD&Fz?q!<7yTkB)7p!u_&(&_?B&_8=NBsfyTYN#;Q7&Qz(+Du|9?%n}O$WNvhLfqJ zR<*@wjWhH#sW-2j`tpMr$@WBO-yFn*`T3L(1M&h!EM2mD`qV-}aGTV(+Fz&_r^6!A zlfrO-L7~QQhMRrG(7KQz+S%_jv$pRp0n$ZwgQ2J3QzF$&d!mAgz`$2qE!OM2zkKI02KP!&$LOTtr*-Yq!p23}$^Q-?(J{pc{ zzmpB^D;Y^Bf}5#&d#edkYV>7YBu_MU!8w4{I|BX4X+Zipd%#Wu+U)nKZzU0ErYSoL z@=07471PuNT}x#9eH#+9snf|_L~#^TY&Q2Jb3s$(-@W=d3S3PetF`$!)0mO7ylV8* ziIkve+Cp}WJcA&Lz{e6QvHm>$Qt{P10ga(4>VpKZTm%Iu=)7fcKL}X_{`!JS`lq6B zy53r9_HjhJ58n@w$rG>!$!^j#1zv=m@`T=?=myK>6(MK#|9Sfly4m6k+614EviqRw z>qqPU)U!b@Hd-0n%C;Dj^5)q zzB}SjWw(EQ%IW;u6b6hwxqr{k?~YDC&I-`d&a1-imk+kD^x78?X8w4c%rAvLjV;P0 ztKA{tX{t??qNTfMY``t0=#)k@&f+tqyUWpEN-B?1>~Uc3{i+>Araq_fS+DauuNrb; z=#PPXKn}pmOixYi_gzj&bv8xMdsr>m8xLp^TIFv<_b9?v6wwz z3(yCy>G`mZxCG;uA1TDg7ChE6NJ!&|ECo26rqADxpzEg*ZDdp~q2h8sv-2)nb#zIl zRWFyIPDp!npNw-y>jycd#4u%NffkLyTTd&gD1_GN{+Yj!NFL@JQ8`XXqYysCyTgv2 z8{(M)LzIciM87Vm<=_84G4nncd+m6nh(2WaP)7$Gt*k`_T4-tVV)ptIxPQYSu6r&& zZ)6-wLp&jlf=VTYNClI&w$TF1Bwe*+zr=SAl6I04J{Mpv4mvGIwFBtS57K? z#a(znqGOT9N{KpOEKB=Ny%-hv7fG`+-6qAH&tqcCe=-72&MW21`=UE@Rdr1-Kh(6t z&NSi7R0=UsgADKub>7*)s%vK3n*H;-M&Mpy%v0a!n5SmR>r26gl8Tiucv9z?0ed)> zn`$@3Gs9KUutBd@wWOz3O##dhhTF6Ke#r5RvozAu6p4aX3lo{aGcLwY`0@S5NcMAg zq*Edqji(Lv{Mlb*ttweyz~yc!!&cioUtH<5hq{GMh)MMc)srUp#APq=M1?gL8munfaUFHZmE>SP0QGE8LrGbw&>Pr`Pqs`&N z_QbsM?w7E2I27L6f4_cAC!Z5DbHvXd ztLOr^BDO~xc{|v=hO0G6ZWJs|_u@NIyf>|%u z*|=m&Mf>^O?o!G({H$Hm8{1wUf=(gYBA_SA`ene6Fo#mbBPrd^CY&W#3QWrUiJ@+o%hL!%jIP? zb70J*n)w_u3!x|2p74SR>^gYUpSnS^qt&= z$I9#nD-WxfB~df6u*Oky7Vq=}?{dWii4dKHnV-!NT(Z426OuH-#bL;5el`1+ElguA z_yj7-Ff#^AYt66RE zpzd6{>xon+wb_dD&^q1mLgzN30Y&NK53iOqk2*>KAN3THV7MD1)3~%=oIg!5=b@0S zM#Hlflcr#9fmEReYq1NMr zjfw9@F7BQdJ4;I=OvVTw&HXsX>O7wDvhYk8#9qS#nHKVJQL}2<6!m4tN<8D^y5W_RJJ@3_N`b~S#fA% zoH|^J6@~Kx@5Ne1OmoceWZDxw*qw~9s&Xg0+H}wCb3o#?vG5I*fS_~%S7+y^oW^1 z_#WNo4pUL)rlHr~sxF^zz=G4&Gb8W6l-$tkkRUCdCjd19@4gOR`Bb)h17%e~7`aq( z?rv$%{Qjh)_R}Lu_h4&OOlCQoJx42VU;D$L4j(pcdO>FU{4P|`dQnE!g4({;KHZZBSZ zlj*sNTP2r;Uz+G#*Fa@4n=eSr{ONaio|IjK0k8HxY`Kd=g_#gZlm?X}$*_!NvV3O0 zH^#CHLo?2EVg`xt);>7A^RkAcN4#J;(6#@r*iKQUov)x3`PI}VR&xd6ecOEZ51GpV zm{r(+@yi--HuAT-pC+;m7kx2~TXuobr)8Srd>}w}o)>8o(2*OgF{_a~` z)7Y`c_$Y9vN>tP1W+d}iG6`-@>S;Y}c%nHzBjma_1a6%@AHdPqpka!8=&f_!B`Zn} zj>sShpbUx0zzNwLFreZb-Uoswd(PsOFC6$Z#pEnA{;5BcO+M#ikf`Qp1VQ3tFAHM& zRgvG6z9}fs45Cy6>EyVW%kK69fqeg7TXPJulo5|Ra zy>*V&KIa--ZRvKm5syW`;<7NaY189MiS;5pjhId1uU~Zq9{lW_=O1x}q5K%!pM3U_ zODyZ180F4#;^su2@GPyF603tmZM?Y}6JT}|N-|wjvzr9hpNG8ZXTYKA?~9~s4F1kv z6iK!@uG|_f2xI+VQJ(Ew;lm(|z{Bxh6W-m)a&ijdiE)NgC6a^D(4@lZ@ZFxorTb(% z?b3UlHF}ZGHf0GaG$@?M0URO2R zN}vu0DwS@>S~p@cGoK@834J(PCwd1*QkfgwKc+HwL)c;b-f)^unu#*euW&1Vf+(OKSzEAx(%hPVS;7|L=)1-TU-mk|R7;`xBXy z%oJwLO z_zQ29uwAfldPmdeajlqJ=3-o;KmT2!S@H@bp&;7nR1S+X{yGRLs$+y3x;vntB(pA7 zVC~)-#F!iAJ&p z7yj&{P#Bc9x~j=L)Ivc-Rvu$}*$GK2r+a?lnU5Wuy6L^T?nv!ili$Zt=KBIdB=0&X zpPegpc>a;G*VG>6GE>(f=3!9keKS|hRYs);)?&}*7{M8wJ2BE` z&+Sc`i!~z=@~mw;1s=O^Z^N-)n4rW;*1Pf-bGnvrx#Z|Y>oni;rOlVRrg5%2*5wAc zpK(a6>Dj_k`XHB{Abt;x%h9ndK0UWmRN>068g0_qV+14HFf&vCUvAwmwnAOy(I1&<@IJSXtd}&^s~X*q(96VE602w!%hfYoBu3T8;kT0t zk?vW#f208q2)j4uxhKD2%Xs-`EHhxba$?_7gzqy>`F$^iBWt0f`n#Po#yLrY>_OMHmPB$Zu|nBnndl7U zhG$D!QOcCHJmN6`9}io)4A{_=k{jn7AZdG!dOl?c{(4L?xg`_V3YRRLQ(EVD{mJBU zh_SvJ<1~lSkTcEpVL%O;JZ3)k`F-8Jvrv%9*dE_=^xzk;K*{X!;q=c_bpj&Xt_!!| zogB=3Xw__xg@9ik?jZ@9l7p3uBt>LEX5_0=#od%ZoVuix)_eB#_X+BX7&3ecC)H!A zJV`0doGySn=wUc0I%KR?hMpRv$2O_tVILsNp~$m#A32#;_@>}-7+piafNe#Jr(8%7_~Ny^ZM z4Fkq6|Eljj9|Jmh$n*_fuwnOE_)-w~4f8s7R@%Fh*a>-JUxP;7jJAQ7JyQ z8aAx!)%FtlQWAFu($!>pAyqY(6Nx#KiFN_>5tUWAN0>|TfXV9fJE>u!!akO9YQ97u zs1JUO)1WR@!cK2{B}wmpzO>{++!^Mp?`Xor#}d@Gs@feDSvk6(FwsxmSu$)Oxlj#v zdM>do1TD0jlUcsof$~RI1WQ!UKP5jA!LEg>6r`%&GwR~%iE+;O6@KZ1BOwy+&>Qp@||cDht35!b$>KAUDT zI1&u^Ngv<}jBA94gMDGM<@)tWPO(cAN@DLFAwY#!%R>Fl1DR7eNx?1LD`W+wtyG?l zM`-(L>pW$niLluB{5bj>%M7;9N^4 ze2TWOWJavF6qfoZAzvQ($ZnSRaNRt6TVMTmKtfU06xEYf%t5iW2h%u5O~*V}G|PvKN_opGjFxS=Y?;L=}};%1$9O zKLEKNPkt)dc-)s%(|I>5!~hJ&ENB(9CiJjQ#<3UfXbi~>1nhBJ8D9oavkD@bMJ=P#daznj|NY+E zYje&jcE_+IXk5K1cqZEl5|(Xv(S_e~7;fvUZ$^GJ6cqnuOcZ?7E6>z;Pb;?u_qvt` zB`#9by!_SBFm`+4hmlG?(6ErovberajJ85zT>X{mudA!m0J;*)<$Lt>CnZ*#`9F`OXb{P~j^lj)p)%O_JpIt~P zn0uEl@^QgB!^X#$!*T)j1C=3ja8kOcu?+q=Z~Dw^of&7t(?-IbK6nF5zN|#S+kW&I z4C=q9dM4g($wY1T&o(iZHnGJ?F?MqG&2YL=VrMvUcHmo0=_z@)4$PkILm?|J@^rKa zD&Fd8rNc}FFO7zvHT?{uuiLQWVtPq%EP44C@(i2_>iRQe3$X3pyqG8YSb2%6$xtPl z)sJ>=y|3YnxMj1-irn!u@(hai^3b?e^;|FM9`*l5;|nK_iKnsP7C(wVF#lX^$oKwC zw8Kxbs3@UI@XFdqZ=~UVXyUTRE$QI;YtgC$f*ohu~XGPCUX;}{bvO_8C!w2bZv^PZz zjt3^rB`T95v#)noRlP}{Dv@3RKT(eQ5v#WSg-l(-eB;fO-q!c?)ObA;{=1WuC&Q_c z^Lqjo3^H8?VFVj?m~N%X+i32fR+P5)?b{FF4di_;hYq($0hhE1MJU`1=;&zug*>zr zEhYAN@4WUISjKCxj1u1P)4fbn64gh$kvoIWuR{h5Rbfw{zbghGUjJc}bQ~rqF(o4p z%~{Nu!4C^#p{C*@r-UW%ydsKm%zRJK>n; z3I_%6?L4%L)Ztj+ocAd*;m->szk_@s&Z;5uiWx^4CYc0W5&u3jv8C#NB zc18Wx{pWWpSum^yx^({xC36>wvGyH7-t8oQs)y9az?+I`A41JZTTRTAvwu3{-;JuM zC>@Ouq)JT8@Qv#d&|?aXK)ukDxN;s37A}!<*rI0if)x|BFB~!Dd+Xl$&et35>XC6e zQkyQk?Ae5cB54hdJgq#cA&I>x_N|NDDz+ulMFbfl>%p4><5#Tk5n6+7S97h3vwxEh z%`x6@`pWVr6DOB=>mIF}(hPGX46o4kdA` zeLC_!$=&b>9|p{8KQQ9GED{U;>@%EY?DJE&Q$?c`PnyRuD3Ky5>?k9N5qlevR@TuR zd!D2nP8>2`e7i*pALx_Nw#Mvo2tbKU$@KU&kpPx}fFQ)giec5f_oxH8=}I5PI(^S2 zsEmd4A~Gf26T2N>2x%LdF}VTPEN$@iuSP_AOf=ayyrw#F!nb0i?0=tV+;xvj;qX?% z&ZGp&O=)2_a0l1kTwv%^T6f^6&R%04KyIYYIUfebt>3P9mqakkuyMQ~fOf^aq4SgQ z5AkWV%L<6=r-q{cL&;zuEJgKgA{rfOe7b3V4*G~b&NL#!Yx8F{-3QTz1;Gr+vE(8& zS15Q!!~r|g#nKO1&i7;+RKIPv$m%@1{Hx8P|J5q1>|&kR!DgzM@XtG6$<}#twF`__ zXsRf&7n|C^j?St^`Y`0PC+^&thl*Kh(7y2}N9SHFHB&1T2vV@)jOr*OaPoLocA z7@@MGCZ>jQ=Oy6KGaCFo73>Sk50g{ayx8~e`8stEE;syiy(bZ03Qx7phOQXHGPnnTRN=&BCgl=w0KF(`8y|x zE6t~7fFhF;6%`f#bPCG15~0-Oi+BH2;8ewPyO^1<}_W4^g_LA7P&r}~( zRR{~(Ds{&UQ_8sFw!^+%jnFAg598D_jCO?*a*(d!83(yph5Gm_Uaw6X_h-af|9s2- zw$6VG2+N{09Da#sEo(1UjXXxw=%G50zh=}Y29b@16<(|e{R8p}DN;Rh7Z3$_Aia3Z zsF3ff8x&t3kYmCN%<|RLvjC`x<5}2U#Vk|#QF(5P>pKwiK+Fy)4^{)g_di8NKLen8 zXWE`??{YW)Iiwi^BF})R&dP%>m&3-w5aH}ezU=Of9C_bqkS<7V+I!WMjHt#VOq&|_ zCG`J88ot&FXMZ>BsnjPgL)Q{YQiSp1gahF^?d{zWA9Ig?86W&RJxoEe=z5*&+el6~ zNnfCil;}aX0)0^5{$e1e(WCM=2w~?B9YB+Y+8~fOPlOVp4&?mg+@IH~YIr_MFEdgQc=99fuc$OIS5?>GcXVvENYUO?eELJyze;o8A>w&_ox};=Dx~4Va3{wKixQx@2SJKmPrDevaQq?E&R` zv$qf-B-61_D9LX-*cw;)J(VBoaIkzTeNRaG>m<$pTEu2*-=^os-vX9+IbdJ=7nc#f>-^5qlcz^h^j%a4#ibbR!f`!lNb(--y zZ4(;@1CCt{^~$^sjHKuP^H=-uAi zZ-2P29eApE|No-AzE}^?I_<4K6l|!taz}Cddjt?siRq=Y$4(TZ2&H+gS{!|pZc#tA zRZmhS<`ZwDrF%bsdzo?XCR8gU;#;7v{_}*&CiM2O_8*5`>lRP%(E`$N?(q@_pvd&` z<5a=T`I@2+f?;SM1HUb@Bn%bX#9-~u``myc`oQEs*5%DQaF5;rcXOtyQ#2V-OoBqe zjO`Tx0ReZJN28$C)0r^;A7#~aYa9f>L{#{R#+Lu>%UK74dTQWt5{|-ep?2*e;@KL2 z%jx)z#^OFkg90ItFGp~tAYw(x4R_-j2U1V!6Zf?4cgL@?jk^CKqkc>F?oe{cIZCn` zoGS8tf^s{;-};{Yv0I08Z8236!SGgUZU)|#Z|)LO*L%uAlJyp7o?#JMisQG2Te;Tp z$l-cg7dlj7iZB_DawRBjX8am?Uh2rC(f0}-j1k(nROHRi#;8|@(a0wfj<1s^F)^ZF zsA8OS>TUs$F@Q@fyr;*{qs0~cqT%nsQu<71`c0y|SRfFhD;7Iv*Qx?mCSRVGT^xT4 zWLHsy@qHye?i-+R+>7i_s-@*Ac3B|kJ$GO>jKCl9r@R|SaOx$LSiemsBr;*t)Y5|f zHStLZ;pC)<#o+vm9B1hMO2ytG+w^|Z&f4s!QNu)X?gkDjj6uq~NcINai&2_#ndo&A zsy@0}#;^Ehk9j_nc5w$m=K{2tklJUyJg^xRdp~+|zrLL6`G2!Xmm)oKuzPtnwYikL zpa4W;j&@18vdGv&61NH(r(S0V7`K<{{Dz{*EUyv-hnD?3e!gL9>eJBY=23lRu4=UT zb0=+nW2L9n_O0o;)DpR{Uv^@-Ksvrs6#^jw6j%H~YYF+)k63)Z$nsZSB!;shOggi>{e z4k98VJd{G7^j0z}l9fybpF-sW#X+G%Y1@hHL@`B#&~=y0#c&8p`tARtPohD&Tqy+Z zjrvMU(VC6Vb4Jqn@SX?}{rYh}=^jdj&VdJ1Ni|MmR;l{L-|)U)XFxzwJ6no81jfVzZ+oNW%>D>8XQG!;a0}~#ad+imPj7?){#8! zNQ?EcgKPc+dIh5t_$=QZs)<=t@Hg_f@6q4vCnfnNZ?g=T3SW7ry+@8hW$@2l6xi5wK@YV&vM(AAfG7TOyRp7q12>Ux!!npq|xwYf$)osWo1> zdQ40wj5P0SkemLJF!E{rqzk!fG$+$3(wqao#^@Im3dJ@f-Q!S2)8`F{%ib}ycABha z)7PzoY-B>*AVS(dJoPC{R8m~LZ`hs!6}Em9x`Dt|*bWmqtYGc~aFEN1OBoUIJql50MSeP3Ag^vZJ)*??cV1YB>{FJe|Wy8jj)sLR$0U!+%^iT~dV}N2Xi; zl6WI`D||vUaW|59vcQLB&a2+U+=fPoQmQ}f^E@ZqF6}W2OM`W+u}mbKZ*9d^zQxc0Oc=7x590wGW0WSMFJfzgqk|(4n&z%axO<*k& zpz4c*EY3oRBp@{~1PBOB#=m6;T;q1Z;bHP@iX}FUDM59 z^j=5aiRs0`sxu$CqC~-7b{C_;U{UYq3O9wyf#277_N|eaQ(~UTQ*tbP zH>9+YLPL!YJaf9?#LxMYo1{MTT$m1y3CbhF6{Gf*bpMEx`%hMUi*TdDf~Y(nFmJp% zy}2L`sMu5NO$K9EGgCV!G6Pd+T#Mp=;i4evqU=(KRl;Z#H}=05_r52wfitzVuqU6B`1m~=LLkdK*IKD4|%Tb z{`Igv*Brp`vp$%snN1&#md9>IB(pz7AMuGQNvjF0J!__kxb4mue^3ZYxbJt|5 ztIUUiNXVxTC$@Q$qtze-fbFT%;-|8>15>i9Xh<*jJ*;9cbmNgt^?t^TPo2}U{ZvaF zaz`-%Cb59s0z`snvOc$lvFl)gHSPiMi1}vyeNi&9g}0`!wSdM|`KW#g(H-7dfu9Cfxk_q{eJa7988GOb+}hz!J2JzdM~c^oQ!(MUQJhuJl_6 zVF7N7N_J=Jp16lnYAj_GFu&E_Q<|)-tmXB8K}+u1$TMJdB77m}Z{z)eaT5BxkApG5 zL1h<3n%)*pDJN?)I$N78U#f8T?cBA}utu~C`K3+HnOk|M{RfRqw`@S_TvA?sB+32& zL@kpLXLR8YjI)uiRW&rjL^g5v?HzUSWdCXukN-?mFQ1gbQA#UuylE#b1Fc1YUkG28 z4WNEF|8dgX)g|JmS3pPmvonkM3)!0zLaEV~*WXeBXUOW68NI?>zAG2a!3C9o%enx} zU_1(MKiIXnSU5`IU-s);u?)2A_oKCs^`(cZ>{U*GdJ6yV9pB#n$AY>ByuFXQVyOsy z!J>7$<5D9xcngo}|ALp8F+5xJH$_Ndh7+)xV6m#v3kQ1qR0~E%406c*7^^_z0nAUh zn4l5WdM(63MGKA3o=M0btPjipr^{>Mc_=s{Z4e|``u_zda=LaZ-hJVDf72+~;1D%5 zPGR1i4DOl_&r+iYlGRjDtN^&h`}C+WT<=b^6K?fhN+=@I9LB4BF^dNuy~5(#sRBsfux&avK};yFGHY|h-8)9jz2 zD5g(;U4G6188Q+L4ZT;G5pDyfu^B!(LeqJ`3;c!_bgN ze0I#^XKogA1w1A=hJm%hV#6;@+Fj!WUe*JVhXrjY0vh9L4!EZ0njC{0ipf`{toXrsiVdy*ZkfMFjg)XZ>57C(s95h z^Pk5`*eQxh-)aS>K~?3x!L3j6^pB6dj>TxuzJ{KH>99QhL{_o2U>k(fBft6Ceg+Xk zL^%8q_|xA4=JyPQkV&9U4Xq#^KzD*ndEb(*-1C=Yu6@QJO~w#0O-cKfScAVj`K_1T zb7>e3Y}I1P@%L+e5)K(DgC`-YQ%BRs7i8n$mdI@fr3ip`VxJK=+@Q%pH4;naS_5Wq zx!f*y@Mz5;)Jg3PiL#$`|6~Y(47P31S*QtJobY9*^`n^D1I9#p=rCFHs(~c7k0p8s zz)+Ljmr`R9EL4ef|8UN5X53r#+_-2j0{CsZq=Ic(1Ue-!AE{$`p*NV_k9)1;SWlBk z53Y&=fEkFT3t}{ibS|BhIssZt| zx#x;6oPeRE5%~j;uT$4Y7!#QpP0mW)Lqpt1mhT8oVWi;Qr^YmW4-ukwhtkES=ml*+ zPoVzQj}C5;FMW6dW0vz_=KMvMx_l5*IhT$)5NdUwZZf0^fl1sUupY=_{~=(aRc9<67_}~xhtR6j z#5(C>?&rG@OTP=A#B2?zZ*P%mPQ7YjIbzybOA9&!+#M=zJ_!Oc>;{yvtDT!8sLK%uVyq^}S_ zl2g)1wP9MOAlN?M+LNeUX6EF<5z{FL0_HXo2`UD;4{M6@AALv(q@1!pp{K`N$Gwge zX7)b%zoQVesV^`r02gnGVKtcq4)FLE9JhRSt7 zm++Nk16HSQ>V1@BVib~qXbn^*6O3;={%#~Z!Mfx{5f8TzQ}J>fDa5^liU!YMADgUO z(5d7X#eyMd)zN^;!6K86h7g$ zBwA``OB8Mj*Qd~yA^GUED6uX4bucA8nac%ISl9;5)T-(*L2!RrfB!%1y=PceOS3LI z0Rd3~MNqPUWDt-bsAMGPEFd6~v*aX6MHD4U&N*kv$V5ScOPOPgIl8;L>aFUkx6U8hjU@S)0>#Ckz(+VhV6>}+Dnc&VSp{ZjH~&b3 z>LF~A(6?5}_pycGWZ=Js24~cG95|2$0cUMz$N>~{Pr{G43tot|{Rl@L1YFT>Hp-6o zmyFKWsF*VcPJiv}YH{O;bGwt)R9$_Lm3er7F}ouZEdMeNmH$OS9uPyJNr(W6)-5|t z#UY1`a%(1pAaxUH%t>aBk5CGAELZ18`eYuX;?dKhNY)vqt4U*uph#|dcdWL?dD30| zrL><4(#_)>Mt3psvPd_NDpK~Yn@+r43WpfMf7&rqQ*6@(srxz}HuJ6Wc3<$6 z*0`#g(p;B$`8<0_ULo3L>h2+r!r^%y^ zn^Qi^`VTJN5XHEgo||hZ$!isPfxT=lhtcW-<23V6wMXfAvfoIp{{=nf5(h$Xy6|u0 z@}gqcd^jX*bo2Y=4;w|^dMzN&FOnD343jOEcw%{Jn9>&}oZf-vL>u9$RY>N~OEY*x3tR}(|2!x(vFK1(tX01=~ezD!ofx?_TsfUV;@|xo{T5Oad zZ)WU$wKWY!Ql!k&zH;yOtnNGVuvO+(7Uy?8{C<9 zVizAir9%d4&k%5T^7hA97-1y8wbg1wC~`CXi0u#i%{CKkIQ0Az!_t`~3)95P-W(}} zT)h8A*$c*7TZfwk<9+8erY`I6F6cBgTe$Z1;9?kspb*P5)!u+KG6l>#*VIs3lKBKD zPjoR4b6kX2F0#-7$G{3GL&q3%tLRzx?B|ej{rxIj7I4Trq%Ir&wG7ox5N*mKPF@o6 za+x|TzQDE4$Msp^8pd3qKqq#>qH~33&Z5wln-^J7f147u?e@411zFF4hmHRzId7Xki%fK+Pn_8GZgcFi~7l2+=fx%5>~|*CSjCeW}=po9L5~O zW?sq*E7G0NoLiFY3y00AaIR$h`;NpI=Acm66+}+m$xX?ZWHCf{-Vjw}`YoEZB(Bi5 z=-)w!?sK!T{8l{RiebP;iz0%w5R7v`g`&^0k@?8_>(Pk0(gByfnTd|V0m|`1&e8WP z^v~|LtXT2z)65YIZ)5yzS`+)~jf-O0Q{ZG}d3vvprxOYkG3IET>ZEyBShB3MIkAao zKq%g8{OO2WgBMtcN%p($(dLx#>|QrLNSV@S(^uWgRNL_jm_+cVDc?R&;M+Y!Rp5|e zrw?lurw9!SElFd{B@3umJbpu5B#FEui#;!M7UY7FJ*PYSW>pY;b3$2fRwx`hY?8fm zC%L{=qu9b$5l8y<6LI9~JUiZYX1{-P_Yb=F`AmpCICWtB;K(o)4Z zYsrBnaA#$y*+!u5@de=%13){_;oY5*AU&NqQa z%2!)llx%Wj(?6SwS1lI!Han zQUr6*+p1y=zCM2xd};dieUiUO~zYIBv3Upc&b=A*N9fZ@y%;t=8`jDZ9$xh_KNP>}Q%xT*$Nnn1fb+WWH!q)O=NiB= z=R3)W_7=5zv4gcGNk50~-_kk=hgo7Y5U>=!8G50X_`9}4=jS}YAH$M2^0RvGd*<@D5A{g9`Fy zpaD4~ccQKat)_c@isxvBHj3Dz(^4^xAEszfa9Cv_i-s2a z_pc6=ALr*_o`y}@bkxp!9a*C{F&N`&Twk(e(2nT~-FRSwM?R(_+V<@$;;m;5aKQPl*{lNWK6eKf)R&u* zMw{1F$IZypXj0-%fKxu`BAeG7pS|{(fFV&Kz__`4vy}V1s(^xjpKI0h=b}~H?})h2 zvFVw}yOQ6`z_?w*&UVGrQJ|eWnJM>$B+4U@LFO7EB0xW*vj#8^@B=+0KrznUggJZF zS>E)NG4Pem?4jJRhftBB#@A!Q%60y5ia&3f!Lr@F7N*_hG?j=cB@;f){^?&x9+l{b zvB42pPOT}=I-vow5b9PF&tpeYkTq_0pls=aVP|`#VzXJC9+>Mer*>|$ORfv|7SR~- zeMU@N_Ghj`XF{z5)Q)u5wy@}B(t}hDwK;yar-EWx5tvIaBVyFtg>ldKu4>0JH9Xei z_S7y1E6Xn;F7bSKGVGaqVdH{i0S@U2DOi5U6LWbb8Njdb`)8!IS9(W28nP)$+&e$V zZD2U_B{N8OCj;D~LC_Kky{)0`8M4$Zvbx1e7lOZ|dC%zqVc@DpT#B^$IOf=+=h8iHUi!8rdhA~jn zu~Ed)^LM69J8;8p3DRPBhBjTTcE~2P`;&w*SEW(l#RUip(GbD47xEZ7$75c?MA2}@ z`e)iciH#Ss3G>y}Ug&ni>B~};^%ppwDQ037=B3lecO`<%;O*hsMbEy+z7=%hGU1!Q zqddHh)L`4fv%yOK*DbB(?0d`v^#+$mH$vmGnQtbF3R~Rk*-PEl>HGBUM92T1F$wWE zkNy+4-`}2*k>mS0ZzVRjy7^Q6u1B4(<#53_?|w^RA=`zQ*Ozvlh0MlnT;mqL>>2&7 zR!q{MOv0#FU8A$c|JpQ}s2xv_(I3j{_wRY`lmC|qS8p|8xBSC&<#4!zVUo08@U)ny3%A8CM zlKc;|SfZ^=38NF6ITr9QAsS^SuGmy3ne_ogW2w(YkH=p0WffF~_!YA(2n2b0s=4QQ zq0|y7h?UQUH<85tQ1y0ZY6Rvs@)k*M0fZTdP7;kF;e5?2g5`Nl?N{UHC}JrI%|Mbg zzb8>vhpIZ!YcHF+@Gstf1=F+X8O>-olL5U1Tj8x4;)KjGs~E-~`&8f#3T+uCClmV% z#AK`Hv-mxkd!)`TLe8?Iw2k=)ijnX=6FS3MYnN<-h+x)LGp?z{F8T^s6bKS^%!P%u zyfh^#PPx;mN3iiIf#*Iw%I9v6KHF926H4Zit~rY^2}DxuL`}c#eX`X_wgNmQg(EuB zH?&4T)7%OiD=0p45k1gGahm{CT=GZj-+#=zI?=GYPtsv9P59n=B`al$0Iexa6%K2sDE zZXbB|G@w4diT%*dh7r~&KKHg{un&)!=>0E$ZBSh~c_31?y$+NJ2FJ!@>3eW~i{Ey| z&}UW453Nf-2|yVKMB2)V8Rw6Dk%J|xiQ{KQZsIhku}B_I>!6M!CvXHn?N>o+GVwN+ zVLHUM2&!vVx!5wrG4!Jt?0EnIz5*MuW^N1lz=c$g#2D#SVrK;666`Q}wY`imTQ98x4D^>M zOuvdH14=EU_Q#%mYw}3dy8QNQ;#OYHY)=|$WrhF`p4*TEU)$=`6VK+Q;rvHK3uX9= z6H8S0arC@p70&xh>|y@#4QsF%(`prtVfA1Ogy zju)>K6;h4$n(TpYggC~*eGxyzm|c5I{GG%3%+_7|uLZ~kv`+_Xiaq(&I4nC(2HYgk zu~>fk1@+oK3Qge+sTmW`qU)NHFq>>iGay~>+f6eSSA*o-~NyLFvcTn zYwdMcfD6VM55N2SvFa{6J{ysvh%6TR>c(X6-Y1|RsrPY>C+E3OiK4o?`Jyt|X-sg@ zKN=)3Q*pXnT)VcKK|Y{0_`QcQ7R`Y`$SfY^<7<~LIO?l+sdg=K8skLV_KY@h zlxe>^gT~Sq(fgXZnEeJsoreG02dCjHRIf-TiQis*a{Df_(Jf7DdAa_@4AgJsPGJU~+f zA}mo?f2`)7U=A8_E`K35!ve&!A$G+dPV~W<-ZH>oJf9~1 z^qk{PW&^_@PZ(yR$-Qp&D`Vxm!*~Y71i6MDM%jS@l*Ai@DGPDucJ}q;Vkw!_xo(uH zrxgm)SJs-{%i>zB0H-Wu_M2t=vT(KZE_=8lOh?5_D&WN!%BWuDQ#K50J%Xr^D1|`3 zMMriVwl}Eqq4QT3cxwIJ?ZES=*@5pLaJBZ|Lv@-7hmf2Or*28=8O=zqtG}0K>|^5$ z%D`oR(R)FBq_pX#9@$>8ivm{xQ2Bk}TFguc-iuGa3-f%R(Lf|9^=^zcy&_LPPWabm zkP;)~{IJ<}OPlszZ&4M|9(H5c*u^YQv}jUa`oH24WSyf!rh&|8D);rPsvJ&9{p+w5 zpFB(cWF`{S6jpRf60Sga`F`Q^C7F@lXj`x3Z=T6NFqfRcxb-O3f1%>OafR~t{S<$9 z7>vocunoy%G;u&H>#a(#aXoMEhpYrU-6KlBh5dl>v2M1Cat3FBL&kM$FfZ*7`ptTY zzE-K?k&toIeY`DB00FA7YuI1?r1o63)noa2_Y_rIVy&;ty*|p$)lDvn{=B%GeA2=F zfYBL0oOT1`{u5`w;1DyD)UDez39&P2rsL%=#YU{djWQ4k)~4R2nRTf?e`pVJSzn3*I$YU922zfmWE{@ zqxx{D!S_@rSyLENvrR<6DPFXqUn8J$Th+?kkzxMWEPhi}z`f>SWGVZok@2}k)oFe= z*!LqbTT{T~HG6`das`1e3yM3toVgGqYJ<^JQi@MfUp;bu-j98RG}t4Wny+`h;fQA# zYu)%JajQfviWC*GYf5<6OZBsRl1p0=1JP8wT zFsoj+UgysCOubDfG3hkYol~yl^eJ&+0TDOM1r0(r(nu1nBURD{Gd~k#IFX0Wd?w@g zm&mNc ztaoeFp2dKR#hlv+hZw2?q#>eeo zm@x1>y7D->3FBb?_5GsD7Hn*!yBw0_ERH9X);3|+8HR8kd?dS}TeXhQ@+P!rF02n5 z;7WTM#UNZxKW@qFCw02Z0s&ZLAWK#yI>>bn~K+^Il5Z6>N*iFY9vJsP`W zq#+)>uAcqWuk*6=lm7NHwN7E;XomW}2619_VZWa1Zu!#RyhEg<);4sOv19@YE~3bQ zed6a>gL2+#C0z!mqy!IKXQMv2WT5!9DzhnUH1uVb^h~H|rVPlgU`ge-NW#=V6=wO; z+p!G*b)2uk8$D>5T2RYO^E2;|R=j;PS@hoB-tRKZH1#bSgyYfsG?{*(L2V&UCtbiR z9`GGQF*(mKYXxToNeQK5Br>QMB|>!z^ULu!E4!w~+d|1FiO1q+^HfU} zFhqdZf$6uoNmh8zISc?3qwn&lWtfn?mt+>f~2CG<<`diEfhDvp5EHWPk!kS z8~2{F0}I+2NvLIaBq1nXg=hJ=1Bms@AwymR+fY;aak*gDZ@yqvcxX~#+WqW>*keK7 z-eEi}R$?ux!<>P{r=7KRzJ&c+v-=?6RmgP!$=(j6M9VGsI6Xc@TFk$EB80->9X}$|otBsVf|vEjP~>+b3=cNlRRZi;r9IM44Z;cp zCMogtUt|%lTK6FDL{>x~Bx8)xIA8jw&~QdNb7pvh9JdhfT)2C|i^o;R^>kW#N#AKP zJideP2{HT-;+D9TGU@EVHyp2TOn7A0*6IK~`*7pw9_Pub;n@J3B&V*AS6f3fCr3)@ zmX?;4A4Lgo2yYelXGmMG4CReMEr1ExA7Km;{AGhoY6c^3trN}Brw(GG!IdyML-(Xe z*c=7r;iR^)E<5)_9Cb2d^>tiLM<2SPAnDDtA~tbHbZ#`LB*~T_Ep6|^k+}Rjvf#+~LHZ&$gUMmI&KGGVssBReR;BZ@+9V_>9YHDs5xS(TOcnA{1{=># z?1kW{{Ak_Yx4`G*Xc<0*ZX2I8)SA?}|Mr%%D~=TW{7m=@Ku*TgSA9CH-+%-$QXF5kPB^iptn%=b#7ZmJGaA9nP<^<7E zMkDyjfNj$J3^bVj)j^@Unk@MktE1iJqi%bjkG!cebIpVzLr{280RMkND733WE_G4n zx?92X6UtI{N%0M)%Hd#kPFxdR*s#Uly*Hvr@p+CliLFEf>fh0Z5o8@JIGosEze>)j zT)-zroe6Yz2k{Nn8+>{{L3sDoq-XB)tx^So%lcPoC2v+bEh;5J>S^8YAT|y4!EMg9 zBE9Mr=!p>yWX`v8(P-g4PLyq5eTB-a`uc>_xcRxgZdE=>%TzoQHP~jlJ-em!BxH-( zwUJz59M~tgEEDx5tCfDh24`)P>dzR)nEWO#n&IJZf;@SqwZ-L|SQR9`V)}hh^x!;Z znX?Qu>igc)Y+8kVKu}wlpPxTuk2Ch=bN{>7SjqP{hVgm(E^xOvP->DbJ_+|Q(4AVS z7Oi^>0Tw*OJl1oGV=2;L{l3@5&Khl6DR5?^m*u70wbkB7a!t+o?(p#N186R_ceGlP zvrdX6%R@Skq9pc<%HA(>qx;(YB30~BuN%~bpM@BovikAn+K1$gF2(9R+YKNaEqD|q zxl!9L`haBfzL-{N%k+#dg+&#tV^p&n_Aj=aG-1=`uHXG$tSV~p-;L7V(`7C_gC<-# zP{P2o>?J2B$7|k0IqA8|J;$u^-x&o(M{OdfX?v?9)N!e^9*HrA zK04Zl-j#;UI2yX7Lw_;mi$?%6PVzsx+opP_fdybt0W)AnY*0tdLq8;l`dI7D9 z*Fd%JT8Fd>;`7K~ep$Y&S*dPmq%wOHlh6ndSAY5S$rAwXSMhoMd4s082B`>e*y;2#5?0cjh6%~~=G5xd57}=jxkjp4L&F_2qBHQ~5 zf3p{HfxSoCYNc96d^#<;x&#kA+nHN?u4wP+9A)p0{5yAGhwKz~9 z#1Gq@#)+5G@t{${>bBrhMEi$0!g*RgwX15`@rzHkQ6UMDGvR4$w=bcEMoBtVM}1Z7o@}|%!=p`1U4fq)nwrG*p^aSm^~mRtI;04dY@2;|{Wyu= zV8(ye;~%kRz!s}4%z9qImW%o&^2x|dtWQhe*Xck0<2F>>jkm;k-`pLoZ$`CqM;B+u zV_E=uB<7(olM0%^NXslgA?TPZ4a2?2;`qea*m%J27t)*Ni$B)G7l~!YZH!6#;e`=c z76n*=^_}fl(OGY6DJ>;<ne7hB!iSl{&`|L8xOs2# z`gqwwSKPyNK9DyU4Oy|3FT-@B1o)aAJIGPNj7)zL0G3(KO>qDwW{K`Dx~ zGvp0s^ghLtxaBkqyr@mz(p7V|t12|V32HO=hLdx?q9WcSHjVsirK;q$m45l~YsTF7 z+2`=YgD4jSLXg^l*W-lu=dMnN-iMxOug8HwdHr}htg&^E)9sE(U4ei0@jE+xbqz&T z4nYhN4SwEE!34PvPIkZTqFC`S;bNP-e|h>!L%^g4TsbU}Hr2v=P#SK5n)t1y`nsvS z8M}C-<3J?VR66{|Kh62l>S-T6Fq`r<-oL-SL*L>V6*lx*ugp|e_N%&xW7A6%xWN53 zqT&-0rAp0!;AWlzD*-NXg=Or!HSKM_0|_!V(g=N0hlU$PdFi3o`s9?1U%@Hah_!!& znl@pqsBE6xeqz{i+WCBzR$7lRP72#i2uz38LYqj22^cU?hc6!A4R6dQSe@EAR;eQK zy+2^q;qFh6XSvJqP*;o8@kB7wD;!7jhN_L}zs;fI6Z-p}t`YMu9arZgi?c>`ln5BAoswEF^`A4C z%9frLo=n3?YIj*HP7C>peo34rv8$MW$9`M{j5HJ^r?h&?lWnFdO(HORz2+4TzFduM z^Ba82ha5YDGZ_>7QW%|T?^G34Cw~@Ne7LNfDg-LPDg>S~Wh#BJVVDdE&sI&)HSy*A zhRV3QV*i8!xCr7ER)MSLomHkc$=Hh5KQ-o*V{Toil_c;2O>o_gf}7rZm4uL5P++DC z>Zo$oYuc5uSZ|XLj(De8PKmZqZVtRdsf}w&&Ir3TVdw>jWduFbP*xTprAc_~Dmt&8 zU2E{Z`pL5jD_j^EX4xCh7IN|@CD?Ku6P-%qRUM4CVrRl>r(tNht*uht&^-vRnn{nf zBE$1wBk4H>E%w07R{ut0ZK`d7z?y+eYCbv+#uZE+Z*0Y@)y~4^%=u6kY~kG3Nx-40 z-EytUjw0KY?AUUhPc|LWRa>kIcm%m=j_-%e7NuXjU~)62#(-_q%MiOWw@?DYxO2In z0O*(Tb$XM923^;vg^1kTrfZ#Y@(T`k0vn}v*?*+kZIm~uW#kzSIcQ9hc7wS{tZvRt zzc>~h^Z~UM7A^!x?Rl-=nt9-5K{oH7*a1^h#F`K1`<|0McOYLOvF6p@-O^IkP!M8o zzAYjAtn3fv9zYC+$>bjB*>kWVTMdd`k%56hb{eZ90PM)KgQ>c`I7LIW*4A{y?$JUC z2d~=?{_ojzR2EUOw}<)bUp16Bg%t#)gG0AcI+t=NdXFW^-Op99`lw(S?^I9m+IZc3 z=Yc?3?6b;Y{7aFM3_mZ28B(^XIwi6O`HjAR)x8#J+`X&@#(NNc0l=MsFYy4@u;A{1k`?c9uelb(U~X^gmuwp^L*@| z%9^dzyW1C*^Vg(D^`YyUOr20t)D=ldN!jY_YBW?foddh78^Cbfl)A3Ncun*;@&=A+ zHO%_YXaedubiN>szFgbpqW*I8n&P$hEV}AZAlW)BcAP;^Rs7!`dp6n(VC<%gwr;u8 zOAr5GG!!qWsS#M-50RY|B0A>;5KooOM83r(Vv1_-iNxX0;x?n zda5_}QDa5Slq#vFPQ3E*!ui^Z_!pN_BN`5dL(EUJvu`vozsxeVvbm<#?jRV9>Hoq! zK)n3&WOqmBK|;3ZwUdRg`>%=b=ihCKvEqtFpH=va(k$<57-KznwomX!$Y49vr>!t~P1 zw^>shRhU999=`oPai5i35k2%QpC;|L8a54_-z5b#i78Ti74)F7WncDf-Q8GIMNw%9 zn%M_<9XK`IU^kT{q`CHxGFtx^L2hTG>s!z$G7xrmjGUz}u~jx_2uMo5?wXInUdqjA z-Th&GYkg?J)+KNHN~+?i`N7m!k=_o@cTtW~8@(vpvrysMO+v$l8&_Ds!crD%q6i;8 z`IVo3kvJw77CA|PZjKEMTvWaqU6PnszIP7(rMrG1aI9dX|DyeQk^B1fhMlhj-nx@C z!0TjD{q&1kVs~KnYVnHnryaYshE*`8D z40!Lat{KrNZ?`{`Hg%E-x3Yn9syH=)=cS%qg0eS8m_!R+d+w^0d_>=2Yrp@hM~p!d zUOBK?wwj-pH*@`G-agek6)8Lvs$6=xMmFdQS=w0jl*-@_|Lx7^!v3AigXZf4u4@{{9IWXxRNx6YYDh}% zw3;Q6sYS-bLj~nfiJ? zpd`zO=O3r8(!s|Ko_lg*f}cK#2X%CGL@EklAUD1ZgeQ(x6@iz`FmVb^Dd4NV?@u=R zo>frYL@wy71npBQ_6mn#Vjo(afGzvJFXX=U>wo(={I)dXM3v=Wb_Er`j?CR>-`@Uj zAA>J`d!`C%d^zuQhC#1YmSrEH32>VZg?WRa6T-e=*O9sQzNNzF#B)0IaHXJxal%X| zdVkCsEcX9IZToMK$_OkA@@Hov4dCyUNzzxp>NqkSv+1f6?Ak( z-y%f5DNF}s!5rm-^~cC%e*Yw7!e_IUlJa+U zc522c+xnrq_3U_AG`mj3^YOkkiApG@|Le+*Tq}ACGw%TEp&nOg7_B|*3)G`J$bqvx(DnMj4yhj z0r~fQYUFGDAUM55hg9lgzxw)me6wzq1Mv!=SzFPRxv_BuQdqxI)NN65>kqRoL#$eWmGNcLbhh#vt zoCfe1^h3o@h3DSNYawPdmw8WO=AZ)dIF!ZZPFWYGphV!uNU?y}4S2nw1D=U^*BO_f z4ZVf{rP8WH`6Q56>_UB*m%%OJ7w#Rb#K@g~6cB=mooet}g-^5rst>w;kp0NG4DN8} zvETX2{^Ar5;;{HxY6OLQdHYjd_R|O6P))q@L(g8*!J%yP7zcUK96wxzIM#JADrYFG zVk3Iz?CwiKLZVyqJk1A6eRE4o`vR~1=aEt}{Q=mo#DH4DL$}s3t4Cn=3Y5$hbsv** zJ@xbXH+#!^z9TCBuCWw3qAgIUFC4r*UAGk#6+M@;Vs;^vwHnMn)mOiXE`W$lJ_v)q zsObFse12|jU#i$EUZbW9>#(zt2{aiu(Rl~yYRFUmLDr)OJ=D%xc0{tobDPSU6JjI3 zM-ftop9`E{A!I0?|E3%h(piw7cKk~aphbRY*dPdv{QRGIRrIWYk~tw}yXI_LsJ5+b z(c<27fkMz@E=_NdAv-f*;Svl1tHjV~b9?Mlb3#!q5N5v_S$i0rQ~=qctH0?nmTFeuZD0&o?$Ij08?N zkRMSk2z#IZ=s;Ta`5#Qq&nA&S{@<&R`27FhW`g$TC=^@&$j{5`2NyIAViZ>3|9Kv- zS0h1MkdwUpd^vmsOF+-P5=3HUXSeS%U1hrpBs0SZCjmr$j_T}brrC8XWcVkZOHA0F93PAz z6hl`+bFICg1g`Q~3$$8+wsjQzb{f(gvk*c87YnE@?y+YkK2Bc7GTY85}pvj?6UBtll{ee60N>fdt!G)&Uwi4IZ# zx3*g1`K+Cxshu^f0HWHVa;`58?#+iV|KHir)t8q!`jFn7CqQMQ7sG5ATaaRNza?`Ji&lHe6c-A4yGCzOIIAv9<<%d zI&p9RP*?W=dE^h|cR;MqmL&yR}!ZGWkc8}scKe3Q*#;0SO;hWDbo=G zqO!;Awrz+#bcQB~ONF0$27q5=z?BkZ2TitqfJt$qK8bS)IlKbv3>yO zAufZ8{8?F!bWw=$oj&Yw+l^`b$1vOWrV(he@VaB~N+5my;^X5HcpO-$TPcT-ZfF(h zMwJ==7#doFtFxfHWzoU3@AQZ_KOf(6w4PnRsx(y=R4#Xocw@=f0EBq}m5?qloyR@~ zSj%5ls8J7wp<|_+zWYo-eo@i-kOME=h#W}>AFuHw`5Y}LJ-AVU9OC4poUEB6LG}Jo z35*xp&_{O(Sf*5X$=4%iOLRU-AtX%Buz##UKB=aroqC1-bH_pB*?RL5szM5oja~iv zy~!7Ux;2z&a=^GP@%lm)s`IF6Ol6*DdU?4T?3vJgsMK5s^s_QqUky-LLsvH+6n4@> zH!C>Z^4x4V*zI5|u|R_QGXXbsUD7rMLVyZ{2BNxf#^ExT^5)7|snIKFq5O@Y=pUxZ zM>r%aiRZUBFej9N-h2HlIf>~&EnqR%9=<-+>wPep1LR%Y zU}e+=fmEn&E<#>+&tSZY&vuNL3J_!bJ==KkG?k`<{iS{hAs6K1PIs6kKDUhttwvwi+7EvDVevlu zb}<+rr1#OTDnOi|pdey`KuvY^jFlBD;Pz0rZ`g~Ta-YR7f_X-|BM+Yft3ukJUJ=92 z=sW7Nva;UZ&gN8BhCn$>oXy#d{IXDe{=<+@)3+n(kfcz19XU7o~ zQi1Q;=@<;krR#2+%ov~K%KNQ*!`slMJQLwbYdjh*(LE!?K&2)j2?9gWcl4a6JQlMO zDahaq1VPl^0L~&!bOUvf?*^HJ;!tqS49s1DBFa#f!SNOP$ z&NM*c?DWKCy>i60X22Q{*U?u(pHygACkrhcvy!0^d*-Gu)Y`hhcDDZacbn=#aSBi! z757kMqG<3RPhyEm>AMVT9)Y^}h|U2ygEH|z^j?wu;SH4v=il#`R^Zr5n=4i@M;}UR zPY-*2k9>enbrC?Re4Y1FUs@e_N8U+6KN@{~CxN%@0TlPDp%362{;b!aQ1nRFfiWO` z-=%j<$udXD0|RP6GNd0b;P6bhjobUk8QEPd)4(}4^4%e^A_N-+N-Pz``?J_P0*naJyWX6Q|F{dBP^bZ@6%&=>y?1W~JTIlAWEJL2$@e!bzrDRi zMmDHpp0sD`)cpv8v^lWN*>BHcgf${M!TIAyD0)~f4DPm zNdf2+(o+4d=m5lqg^S!30wr+3XW9|jbwwt^RHtsOyfdQs2AwP@6W=#d7ibI_^ccA) z308rVNouUE54;3#pvjUyN(S`Ju|9i_$B{g-MFFJ_9P``KAwzK5n4EUa+Z03`#Lac! zKoCv`j&=u?d3fnihs>kAL3fQ?b7A-asz#TQc z2YxN1cQ1+dlkoCz(>kOhBP%nrOpOqE@CuOA^*|!hTmlk*oA{BVobn+!1J)N<-&C5` z0lu?{^kSfvE+Uk!u6g;)up1NhrQ*Ijul`U3k87j#_&gFnA|w*X8E*x(gt z*4_UGpJEptZv|cg=*6g60l)#QY;5WvhhiKBC5Odwz z>Ev969o7%*Yq|09L6RWD}2d>{@8;ElbdZRu&d2T%;QGM5+)x=Y_C& zFgc$b9DnoyIDx0kb#BiznhfIsXeOh4$LsU&Z>C}hD2?#1{U#;Z*^CX){}T31PK8l3 z4jf|0LcmhP+q;1-{H>h4JfB4$O)%wsH8?FDj$}~>T{Qk85e}>@!DUCZZUyjcAR`7x zNQ>sGiibxnD=RCn^OA~UJg+P$H_*Xk5pR6&L|B5YEhs_fBge3yL5`qf>@MOm!u#i! zlxRyxyu$SN!@q?5qw(ZPA;L7HoFYtq_t|SiZ^BgNtl@qvFz`KbX@IDL=iadP9=PxI z#n=Dq9u195Vecc0>Pgo@1F!Wga3n3ENoLZ61&Hp;_X_^`fNTpmB~}MucD&$8^J^Z%I7Ytkrh(@q-aBK{1yGlk&jC-OiD~#I+6yvxh`z?59ycT*>O0Fvj(7wvp zK{~oSx00E+m$TzjJ%+RS%46O$1Pp5Oy{iRUMFYQE-tQp{H_HN9Sy|AuIl~zk;VKL8 zelf&6Nf$X;R<=EDcvK91oDsugEBpfqi{$@9XenI|=VPov`OAj#LuWGYgZk-VXldKO zP-Zuc)`#B@0)g6CWs^8PQNI{2RVHxnSPW#!+Mb>~0z!&R;1#3Ys5(74UbXi0ne&PArXw(9kuqq6I{fU0}#Qho4M!Six;FHO)d+*lptp$UVo#CN;1YAdC5eq7&dQ z(VI^>iH<=ApyX=Cq5HAGoyVoAnr(jxPGHf9^|_k zAn=cTV;MCNA7~@Xo8&rX$;!eadw7a07%X6cR^j9R?9>%#Ox_1rc6=tw>f=eZ;O6H) zh`aA*adyWRSO@`1S~RT#sn3tO?;rIlOMsGR706HkfP%o;QX2}wiXbjO&=FokFga{y z+XM8=uc?emiMbH!SuSlRuy!)FEEg}R?fLKIfySBrSYAuD4qS!rHj{Ol^3m-55`;pT z0B)-f4{-6xGm$o~P77VCrlzL#ZT&Zp@2Ikg1CEZjx{hVjsc#WMVCMvr4hncl|T`vbgZs!3b<1NLSy!Z5oY-=U?i zUnKHxhENy%qL!m}j))4dfhDQYX&Mt`wj&xc!Y)P7qns{W=8e?HSljUjFrD6n%y880 zq!08xKo;iofKsKR!gl=Ld4dH$dK>=)B!Ans@jHSak6QWB{TqJiSr)wch~zURyQh~Z z>+`IG-!xzvqyJ-p;vHJ{%^k+aVT+?obrRmk;aRzL!9kQe0)YOkQItiSps{R9kU zXy&*ch1DS~(L0N2?}K4LpF>4@{FwNc*6}Y9aMUf)fs~f$V@S#;@Z0|Yv`gfc6$#up zqDXMirH#t1f-TizIoWHY9}IMHU0of)IRS!Kx~3=-2{5A+khGZUe|ZX zI&QOg>O*b0UxgfrnnJ?8J3Ls+7my4gh-a4|n8miu{bX;%r3sITK1pOF5Ta~)$cjAF z=ppZgr7Hp*q6tWG&!sU=1y<`lC%Q&|&=saCZbt}VF;x;d*>#QTsFGs8F$fx!516AW z^ldWs(7-vwFo}NF5=0PXm~modW#tS?jd4wHh#DUs{|LHu14l~S*`Jg%B!-Ee`hXaj zqh)2^mGRS^(N~1Rxuc)VbDk(oav}tn$VkGCU4|kUasYj^~qy ztg0>B6rcwisYdVJ0ju6s?JYL|O4u3fCF_m%hjr60kepjvVG!_0ei5o9o`fO;&t--r zkg@adsZSx`1w^FK`&Jgq06l&nxjI<|0sWBb1n5;e%XE6#88Gk)NUz&A+H^y zVe>bxC2hf%tyByu$;&^jd2#4yXuq+81b&?%^jXCgx$zdV3;PZdEE*?)Q0Hj0*C%>^ z#sBEYQy)6sqyL?$!jgRIc~GF(z%=#@qNoUhE%UOK zQ#M9KBtiWv4X_5kyUw%%F6dCE?8l)TUph2anGjj*4f`S*Au&Z)*$F4u3ZOQs_GkU-ufN$^4H13smI3Y;T@xD1%5 zcxRtO3E|^H#DI8%;gLN+5a|ji@geYmV#*jzpR+MD_gUs7MVI2`(L>}0Q8&J)e^U4$ zD-DS<0Je9-k&g4VYuNkoI{3yhM3Rg{?n|j>EA#^r(KIlCZTP?z93M{f-*oC1TVmkm zF)p8u6zXJX7HBO4m)Q{5gWsdnS8!aw(OgY^MKDm~Fgw)XQ1F zt`kens}qRv_XeFR*IEo_D<}v(b5a1lI%}=hq&1pkO69r5QVH92e->xgu>kltpMl4XcG<96mNdl7Gb^?sHiiha(a&9W;KCyGZ)vSvYnR>vt zfJgh_EzHYO_ zmw(%BIcuN#z`Z@$3KSUvxiZnw>Nr6|P)WD+saOZ+Foe^9eAEy;6Pv-B>qQ&k?HIU} zsR%o5k=5tFaB8sxv~2Q+^p4;^)`4*w<0W8m(f+gV>Zn{**9KxXHk{C0&R(Qj$!eq= zga{ZIQn8K`$`@N-kNQJ>GL4$wWWBJ5Ajd|-fx#W!3g&sWI>bW&Z-8ao&O42v!0T^L zcD599Of-=&><-8mKv&`I5CL&m81)ok?*YN4ec65ffpEr@HHHJO|Bvmuafc6!X@tt?-- zQPznhe8Q!7XZFE++LPu$Pn0gNiI{ygnectFZbud+5fnwML`z z;Ue8xpn)5K6^*NSnVy;XC@00I?muTvk_jNTcMLv1hJ@bDkNavYtgHhFf4XZCkt=vO ztKbSLA0>mdAnbVq;2Fp6kgo#>7*Y1wxn87SU!^$v)FpH-7M9gkjn7%ZWhUyq&;F;B ztSig}57)Saz<53Y&8SDBB2%B;!Vbs=Y^~D30i>EPBV_G^S`p+(L;+Cgq|fnskpbB= z#8qD{u6G7g#^gN>fy04&DZ}>Lb{~-FE!d66kl!2jqgcNH;s%mz+QsKkoXYj55t5xr zF5>f|$?rErRYt%rNAK38smLG!5+p8H$(kDGI*CFs>QSfRX+-(`S%{dVB4(;+jPsv1 zI4^*4tLjuudC7<2B&Yz1gdp7Gh(QPajNoj&z=Vf%Xb=;yFh?IjO+%=d2Z>WfdSiF_ zH9>;r=Gkcp!f~6w`5ku4Dr|g(+KRjC!ebktwxkFA=!o7e!C~SL2&tXi!zPZ z4W^7BKF|HNxZMVyeTi)e7ne#%wj9XBXj$sd*vk<)kp;iepa39(<;YnI=(H+OGG8;N z9SjwstX3o2!CEcFTNle7C38l<5MIvwsOu7Z4|et>=r=S6#$_a!WEr_)`LxmJgqt^_ z%N@|b-c~aqlXtHyQxX!4s64t{pCt`a z_H+_1vo5Y>G;NV87IqPtd3}9%r14bqZ1e0y1aV=*WgZ0t1R&lrGIa<6vM;2#yTDg6 zO|&6!vZAXpHB}VszEgd2wrqXA8*=cwV>t(sHC=2#vDF3|q9Enp98(bim)?1B97ex_ zpcxR793&7AVaq850`+9} zw8S%{rjv1)64(ci%`E8SfX4C*oaI*@FJxqaTbKFSuVFq~Pc3@Cdf2V;Sf9%Mm;d_d z$#a3kT}J(}y&=|-MBrMC7xDG!IBbGLHHDu}voO42n1I;bgPZJ+`)1zHfO3RWkh{x@ zTHulc5&jVY6)u$%1jejR{~Z>2s-?W06*xZ|frR06$PE#y>^$|HmGt)<13+C~g2bHL zt}O$7;kqOM{#G4~Hez44ZsrYz z?qum7*sjVCvMRu{N1$LG90)Iz`OF~i1*m3fW4cWnqL7)2`K{sWd5rB^h#Mu(*#KVz zKCRF8d&3ILVqb2^GcX!JUq|2@SfgK^W%PLv2}N||gU=~2&U{d=c-4)t*QkW07$G#m zy*#n_10uZ+1LeaIBludK?FNtmF*O5?E#Q*MfKL?1*(PyJ36A^uK$HlrLXp6JsNl|9 zgga6(MOYsRK_MVd2ojUY3@d3yC}HuCbK-j6Mn3%DJDmfPH}!`$jAi7;oPM8GyDb`N zYOdb;()fWf9aD~8z>oRqJVZ}AI0M(@-UP+5ypg+?8{k%)!zD()MKmvl7m@LqN~`uP6+xkqlk&a>wI^UJ{>!IQx;^P&Lru|<9B275(C zd?45R3yTzx(y7+Qxi`PL$!VkAX}$xo+=`7AE*>5U6BByf3JcoK#~~phO_LcgTTxvt zj?*9qoLx@WsHr*RL*BN$zj@h>H{6ailZLKErsyZH?by&G9@S(GQH1Kc+{aQ!PtW*! z1VfYc6CtZC*gYI}ie!dC5W4IA`+i!mUe5?T8bo9Y=bNQ!FW#E`8#Pj0$`1rWP z{tNi}qm`YW{#$O_!v_!20lPF=L;RSgcdc>>WS=C>@Rp%0tMmUPbZq^B1kxX^jz4wb>442lvz`W&Ru; zHQJf`4yB*5cV)yL1znRY#9(#=!aH8_;8F#1i2ZOu*k-g1jxpFkbLUkGv9Vpw%gZbO zzz`Ltcq=_&2}13fN%bUUpFTCiq2Y%OCR$oCcV6?|rT(T#rZ@PP@bIot3yn4UHm(^* zoWeOH7t|blYiTh8_~Oa5I0%^%cU?E9g292G1y7U6&dJ^e_T(E-BIJ{yOMy3NdKU{b zGBUQjyJ-S8pa{V~ROFNtqEp{MmGuLn7I^rud1B&;7UxqS&cF!0z~=CXr}7~1^R+a+2E3SO%k ziMf@b#_^{MZLb_NBA4GxzS=`uZM+B`cjvc70)Cp}~dH zfB*iO)aHec5Vj}KbRd`s2`qLPx29$f&X9sCNH@EIhO zybTT2o{Mb-*X=GGD_kMvLcPCn$LjgvtKIqa^*f#BYM@&KV7U~C%1TQ`;V+dqw}(o} z4GrBrJcf@>bTl;?*jcQZ^KKJa2}Ce-P?%a)nrZzJLGT znf=n(j9*a_ejFoFF*LZTrpfKh&{4Db`**swCdwNQNfmx_w55>`J;+j$dfc`O*<2~>6`oxVTJ-iMZAwHepDfFb}?e=D9kv= z)VMW?_)#Wl9!x$6 zuQFYK4#gx`s9N&sLkNiO&K*VT`X~NZZ8Np(I1N6(_47kX{y*(~_dnMC`#udSyUU6s zGBYwlQKXQ)S7wqj<0h2VFe*_pLPlkkEtyHU2t}fdZn9HGGO|ke9Ix(QzTf}ht)KF^ z>UzDN<2;Y^IF9rA{B|ttd1L%uW(1w8!xv2kBjw4^%W|Q`7t1 zKKz?989aS`dn|et`T12>%sb9pH5O+)AzYf9@$7We^_$H5ynQTw>`e4lHNKaI?+oX* z9`7y9?LMudtV{{Lt-aVmD|j_tUNHASHm9RZ9_s}0DYfN$DJf!~$+=&|>2?ea=sb*! zjO^Atf-|PW@953r`)*WKDKy@Nf33N-RprbXUOd|z%D-XUB|)`ZeeNBHF-GIa5vziU zZcfiDRNZQmLN^s7#JqIgiin8RqZ2JEIr&e|s?lWX(}G}TCnqQJ;hUPFZ(&QPx40`9 z{-Zu4r?+{|+J+O0|Da2Egu@lOhP_*vgw-Z@d+F-lxpgj0)L`1P(sW2ABdGc7*w`+X zjHs&E`<-+btp{&TfG=b%=96e`X(5$~to_D%zk1^ab#!#Jvzy%4lVV**5xFWVD|v*3 zw$)ajeX)J}_Cx=SY#A9HU2M}Ug4yrVrAz92NY0KHrOufv>~z_Da%(*(&oCyDd3mB| z9UO+y!KALI*AypWHuZ2z1M#K0tLd%{ZPB9tBa+epx_di3VjokP|TPe5dk72yIv%HwWDDb zy;@j!U^f>ROKQGf0@uQ5dp2)Mfb zD^=O1A;;&r=6J7{D(B0)kAZ0{pTjN&>uj{VeM`3k*=P3W&wAYdQv{C#LBr0=T>jR^ z1r?uehgQ6}Oo#T=9kt z*zdhY0XO7~^L`+=AU>w1rrON3L}_lNh;61=m&goeUhwst7B{G$I%&LA@XFYNXSBqz zW7Ffuj}Kj%eN@yr7}(L#QOq}%cYr+yuEh5tD9zmS2vbrW*mw!++kf<|O*or5B2FHki_05Fc?4yan>DTntd z1e5s^D64o$Sg!QIeiJjZp5Ggp*QYh9c;a-E2cqWM;%+kApF2mz&CNY5lUA&s<+J|h z^2*A}Y4paJmtWx0O_AsSl_|P7mNl(qq-*GP@U`=iU22n5Sp~LAS%+@xO`bV-E)2Uu zBgltaDd@9`G;fY&Vqzk@j5G7!u$)^%v(hz_;LmB(Y!@$m3aak~TZ z1SchN%KLoZ=IiTwapJ>PqBCnYA;m%?ko$XIIm3@1KLj2`{s3eMnbzFnV!Zl;Bx6rR z$g!y@5!VfrQ3l4wXN_-ZS9X?3ncLXhi4oKrfwofNF}w-<`ST4Y_wKx1c$U(Ff&|`< z*iLp@!>93`k&_RvtY=?h*=pd;k)5Oq(Fgv;m60QK(k=Ob?BY27@Z!v}eyA4}|sHfc$8Y-=0yw z6@|pbWjnMN_QkP{0EvW0ip7=0l>GPn6BFAJCJ~mpdTp?W5ku_&m$FhmotXdm^ImeY z=*x4kC|_B~8`}O5E5?;cdzb9AhpgPl4Jc ztxIU=>B$YduDA8{n7P3J2Z`<7Ue$fx%Rj77ts0Gn{{&yo*K*S0)G0fFQ6d<%;|8wu zMkD)2UzH6he?sF15>RSuYXcI90UV)Jk2oxRQ~e);@h=Jl6)y1LmXGa~wbI$V?8?f+ z&_O0F`g%*8(ii`UKVU2C;~Xs|B~?;}oWA|rNpG#mN`v2v=^c(yiHX^z)!2{WcLqOc zOz%}dlD~D%Pysg(*(qps%G!9El?aK7#+EACv#_y^g8yK&`S>c(Uqw}Q7$u;L{4q)j zR4r=DkNL7^a<5yuBDW>KM_TS23f3sG-1k$#-_u;d&^z=~W&D7M? zu285~)(Q(DE!p{7f1Achcm9QoM@dO&`ivoKJtOXvt865li6~E`&y<7VrDTgMFqWrUR`1kLw zr&guAQR4BrKExsK-<7R83S^J1_hZ?5d$WAa)StJZmiRHVytLHadp|ZdL!Cb#fj@hm z-6*gQficgZY1>|*<1@cNhkVhxoq0r#F!XT zFf(1UV|@JQU(_lJo2IUhdzC{uC%=^oLu%Yv*5e&T2J&CIya>WnQT|Jz0%njYu_cD=Ww58=En2F!2=6a!5-{A3^A}=yUIXk=cBokgMr->|4~;)t#N6 zj}EjdWg1hUoLt{s7>f}gx3%fItRhk}Yp5@QIS0%)?=pQC_N6CFhjVy8x5rHLNn_*K zTjwt7ojscY+?2R1(cy1AJ@dX%yTnLs(($@t(AuJz34fcYm>5eLsvlYwE-tZMEB6%C z?VA1H4-VR{1Pwg1zrlN3%1}dFwaS{ZmiWqfFN&MDZ^yK5PrHkqO$RVqyx7A|>?VPa zFh0HERzxF3!l8e7gErQDRlgNGcHl;>cXH7^gf+2P_7KIJojGXM$j-AYli{Ev+Pa5j zkO$-bP!2Mx^HZ7lPhW=KG~7K5N*F8Xc()`Wy=}AI`1G3GVYuozZ^b=ice%;+|`bpem$ z%wZ8w{^_5fmYyBc?@mV-%&cGk1qC#_%VMZl4uq=TBJr|1Gt8_8GfgrAYIo` zQ8tFsId5TWYYWjq?MV>#l|TOs|5}4}m$>GkOga@6Ag1Mob&tF zAHmAI&0QcpEsc>x+Sg(ZbeDjzF-zr*93`scd>ryf^pOX6v`~|kZMdpye>6iaJCU@+b**ZGxF#khiX(_T6>{UoRBTIK z)ZWnXYTwl*x9Zi+S0SMxipjYTL_kL5=v=M`-nd0@Hif%Ts?Ih~2STD_6CmA&63K&2C66}J+)Y>i@*mzQ@IF1nWchi1Vbuqy^s=ziN`S>kvN zX3OzX(r|wHz|JyYuH7)W$@%&JM5$2ZGi@;}1K1)T=p?trP{F#us`5-)B70j`mx;MD z6~#c{vh^RR2x^f=1_sx_d2V+v5)%{Sw{798fr*it2-PkJIp}2Z3QYUdhTyr1lDRj~ zm1`ym-jy)OuIw87@+E|5jVXMUB=_}d8H~**-e&I@1h9$HOBT5 zax)}VIggcDyXta5Q!_Jr1R8efbF^97iD^b+J_sA4wy$=BB>L!*M{r%R=a5|pT89{n zsX`YoOf4J&YEtdP-@ivpe0(z1eKOzjG7HDzNLz|R zqqc!0*7MG?nZX)vc(J4_Haa_vw@_2lh=?9-jasGZSRTd4Y1`_HPSTWK7o1T{xTApp)Bu>9D;A9cukk{L@d3~4MK6b2-RW~5t;;2f^$w1ZqU z-c!g;uCEV0HOXCuXL`fQ>;^;Ffg?>cpG7p}16DjBPcg{P3w6vsGno@RRokbEk;*ySu2@C$)yY21z zDP|Jj1PHp4mRr%PxFO}qlk@3liOzlpN1r6VFs1N)Yik39`B|7Ki5g`E!b#}Ur$U%K zDy%^vVc|MxtY9c_jf|YJs`g_M)JtuE%Sr+Y*}}{qHw;lHw6!C2<+`Cul2NiOu2*IF zctif7g%+j)PUdY(3-QkZ1^EO8)ARDQXXexu!9bD9&O12RegE`Keuk4;Vm*UpRb{~%}aK`nXajoE@V?ilqmoQQ`SC<0O@|#44?a|b96K`w!_|ZV|?5Z zFnKd%Japu!`uNDA{tR97yL@>fmNu|0`S4#eNSiHw8=R29PRl7v`$RWor%hjhwL)u> zoE}1K3CeA|*{r-gS}3RWWF3il#dygLF znwy*ZRPO#zw@VrH#T>K}xg3gk4roct$Owl#hOV~V1zil>irUf8kU7ch*f9zSW=`$) znLe5Q)&6W?UK%jk8{K6%17`TGps)xZ-xkmsEMK*off8ZpB8q6Rh~&OLPLw8&X#6CY z5pX+SzMS1He{ma9Oz9q@;*ydER1Qzo#rL1M_~Y}gYuB!kQz$qhso*zPHa2G7w0Uy} zWOtCKb!~0*Fb=6A84#Ywd-v{L1I`(N#X((HmsMOBoVZi|#ptA@+~q-@I7=Zpx$PU08BdEi5=jMn*z<))4i<4w#nRNBxXl9_1j-qPXn#ze6x=T|6{2Gyn`74+G}6!>z6VBy${J@(fzJUEEe{ zuvx>9dF$cN6RtFjjfn|{#nm3GNG;L{3GJZq5#> zkuRpo`5;F_Qxi?D#P}qfcCRr{{Jxa;=83mJcDIKM>l4f!)_T+w5+Hp8U~P|%yNF1V zMTf}YrZ3!&Qi@7=GAc5Xj@XJgyyuMziA17Pd{1a>^>ua1GQ(={t!JW!K<^&%T3sSa}Z`|3Q+^RMzDW|2CC{N_JfX$u5NA)T7LbX zW-F+fx`Z*Ht;vT;z(dkPyyDd09*G;d?^C=E1UvTW((7PdzJ1~GM%xvmxTWF#xo$SxVV^%L#UY8*lqw)S4($I)uUiSSg8XJ86FwowX6ZR@fzRr z44f%Z$9200I$(DJ;MLdHpD1jC)G&fMqucTB?Ijf62bX3B?}C6kHOK&=y8#~K8xY8c z;9$C!ZyWva`EzN--{br6db|=6`g7k}nwqGIZ-c$gVa=6bDT$fI-=-E1Q3-d}efY3* zre;GCzZBHchvhc)Q>jb5&GwS1@R}N>|Hk+Fjm7bf&0ub1fcSovbH%59sl-_%ss;x4 zZ0!G9*5m1@7Ou>oTCu~1V+V_pS4AS!I{zite;)>~f)WJAiA0+o$I%%qsy#5uG75U?S?wmsd2yxRd%e88j-ZX6UDlOdErQ*yJv>zsk(h~* z@hSq^_uf*PTeohN3NVnKm6WK!T114AEnBt-6{|i|bm_`rLG61D3)&t5Rz9AxrMa20 zz^bbh-jmZ1{0ZasEet)6fI#D;+VJ4u&2Sh+5cNt6iZuDksw#W<{3^V@(IeA^V5o;c z=~={lpQwNLj&6N@9c*f>&DfuXuIK0V0-(8?S9tJ1?YZdJy0)L+`||hDb(h(pI&@xB zz^b7DRIwR#ir>*!7~)G~ab~j+S08*ilw|dTn+9hY>@B;{9}Z!1y#Gdiz8Do9M+kP> z!ep1$ly|yXBpH1g&ebQMK7CpXK!01fEfyO^UmIyH404glE~ z4P%;8A3Ghg&n!;J8bM&iZH~uub?MQuwP;p()Y8%tjZy^g4}S7Q zFg0LaV_~Z2ZXdOGY*Nx~Ofa8-0I#$(3Cl|8z=0c?nfz#Qqxbjshm6exuDB7VVCFTu ztdQ7PW_*;;@GATk_d{DCo{>-{5o7DSyIFy2z^d2wg!luL zN`PbRRs(bMo6xhN|1-lFcQrkIpS<^E2vWs9A)%W{RB@U*I-~K$wITR#? zuYS*a`0y?Qn2U;na@~s6(4J!=f_EY85=4FkNpF7M%k3$_BmMVda+(m3|NAlAisbR% zk2=f$`w?(!|NR(WBZ|uZeVW&Vka+($CV(3MTPJ_F!~eH;*16BSnpLXS^xPrZ^)*y= KRSJ%uzW#q7CKw<9 literal 0 HcmV?d00001 diff --git a/actions/waveform-analysis/data/figures/rates_ns.svg b/actions/waveform-analysis/data/figures/rates_ns.svg new file mode 100644 index 000000000..50d743596 --- /dev/null +++ b/actions/waveform-analysis/data/figures/rates_ns.svg @@ -0,0 +1,1243 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/actions/waveform-analysis/data/figures/rates_ns_11.png b/actions/waveform-analysis/data/figures/rates_ns_11.png new file mode 100644 index 0000000000000000000000000000000000000000..f06185902869d89dffb0d0eb4a5087c8321d4985 GIT binary patch literal 130125 zcmeEucRZJU|F*8CN-9(cWp7b-QTEDCl95$HMktvrl#CD}ls&Q|BclkRvS%WrGDG%$ zj?;DDzvp@WeExsjulsdXIKSul`Mk&RK91vaK2}$iC)-U!wwr{6giKLEMw5hO8wUx= zj_O@I@GnuWlhpXnHU}w1?OphC+hz6$e2vr;QAb%_M=jf{ zj<=0(nv>ixcC@p$b+o>2a_pA*O^55YHpfo#p5Q&neaynq(N2ty?|=UQukFoie9?Pe z$CHp8BT8n$_UN>Gf?to z;TPHNlTi!f3*Y6oAN~8a>q_wb|NL=wTL`7hzh4Q5pC|nH$4lQc zZ$I$w*T{BOj{p3y0^bS6bN~5imwSq2yZ?LfJt~^}|NZG8!~f&j|NQ@J6RYz7*W~{p zPE?#qNfcJr$=09^|9aB?NPyLh?6dEfm5tNjdiyb*U z)|ak%@zV-f-z_L82-A^~VGbZdvzhDNtqG~$U!$9fovaM_ydFJLh-X!edNeg<=fy7{ zaP(ZhWm{ez<64E;9*vQYH^~{B#g899u5kW*+nm5=yerfb`A|ADR7>$W=FH`e`hSyy z#}vsktLf}45rYcN51*A`wyb-`(OF>2V146;Qz<1@ zHUCSr_+f|NUvbZ~?I{}ZCoEgp4fq~B%JUQFc$D(-O4rWK05m4JZM}2bt(WBhdmv!eqGzSX*otX&=4!-Z_ zx3|P&jpov&ODBYc>4WXJ==>o0!Owo}R8A zE4BT3h_Ytm+G)8;$Yu z$^y3#1;eeW6ngoViC&>2fgeB0e5|f!-fd9gIpLJBHou^2;y1HbmBO@c@ZvL!uo-AExOwnLEWz%!SpGNS0 z4!^K!bNSDqp&va(4v&0&D~R8l=oUPE=Wjx%v#F`6h?rQM%iO3%_?hedWxO)C@LyC&y7+wx3p{_(b3V#e)C2ecl2X))VJE7w({FI z+I{=>i5V_Qnwyy&6B0TU&TCNdvp(E@;g3N=QW7KfGa@1)J2&@!Mg~t*bael(Ups7V zZ5J08-*AJqS?$bpUZd}P82)?>#=B-a<2NPgf_!_A3%fva(WIfcNzB#Tx=`Jsn=Aq+PqK9U7#O(UTk0B*jby+4 zHr=d*F_1yB8n<_Vo<6{J;ZLeySbRK_nA7M(kG16wZEY7aa!8JyIz`#%xlvm2+~#|+ z@%rkLWy4%1%92Wyh=#FB(aoQBqpciAsHtnkZfj~D>@Kj)I&pP*c4YWlL00;VWrf$C z!`U~!2_2PiJHlsJqHe{FeLrQ{x@*gpEkurXORh}%1_V^Uzqj>CX>Z9Lhjhcz;!jrC zzs0!@qnv9E^s#;Y1zp|Uj9A@L*M&na8y7=cSC~kSir(DTmUcnQvL{hFeBk#>Pn{!L zt*%*Oh-+=H7(l zPQUaOuiJ#k2!f{gE;n&`)pP%2u(i(rb zzgOjf$N2<|c#$)XnN^I;T$B;jl-&&u0DdA4sa!;YX^j0pxqv(12 zRn>_?g+Dc}(1}deH8j*9_?j{e#NAdV3OHHV$#&N~_VfE#Xg~O4a*{71q4^=&MSpyt zL`CvT4_`!GA_e997ty*a3zPELlM`->Q;d?AW6rpGe=D#(yz=tX19r~n%}U>vbe`66 zve$sUeZShuqrgDa=aODKiPX`Fa7Bw3zK~p zN9KfWdem1)U2feHy8qyTJ%T&baAS4J;k4(verm_i&!5H!yQzhR8bn&qix;n(dwhp} z{~rAD;lXfksrVso-Mh%~*QWwPLMSXdGBZxFii%#EmpOOt+`XxCMQ!b8=?+`p=a|+| z8ZJyt?YCKeeM3}K^tqtbA&I3SiYQSBIn$XEmpQWCO@HFMepB>!{NlO1F<4{HJ$>V<6V4NG0Ta656fePy}KvwPN%b;!$|Le`zf zzCG72-fXBh{tngJIXY7Ml97^rKp>tfVVvlEdxI8f{s7k|gXDXCOZ7xumBAQc^qSqPD8)K99Azi*B<` z@`Vn+1C&f3jVC>Il~Cv$B1=yyNn0Zf}*grizof{Y(9`1v-Yx?8;J-wm`ZVqGzYspxSaizEJ zyIVINTm3jnMdgLyVH6V5F?EO%b0XV~hoIr1Exk2C^Zm{O(PAW12VUJ zDX*adNReHp!cCn^R0@4)(hzgz2^PL~Sw^|F?e)c`ceiar4;nK9*#tH3HD^EB8*%d5 z)9`S%Z#`^kG0&`(UI!-9XBm}OXB$^CQ*cM-y3ARAjuyYjPhoK8sHBI! zu>;S6>gwv@_KX*GS)PA~NR!lFX13FiOv@;$sO2c?&ANO>Awa62ISwZ2E`u&QIj>B9RGoO{FrX^KXSDSo%bU?4P zi?_#%`FCb=XQ!^)bk$+bxoGtZW@gM~>&sRde-aogE0`1>r^q}%eMdkw<}}CbGj3*P znfPRP3nk#CLwttZM{P|^?h{}E7q_voA+Qi|tg*TIc4cMdgyiHw?3?q_UzURh585sL zHII^T*BhBg0FIMFT~d#iBQq~&IgTg^PL_Q%H9s#G%6UQCW3A-Q%+tuow04@hFrFv- z=)@GN4GQhHAYGKce|!-U5qoFmmql-hC~(=%YuBz3fUUFh2(VA#?MeE9!9n|hkEBP% zZ>bbIGIMe5iI)$oUY;BC3e*r35Rk%0Q?iETzIk(if`X}j`aR-Br+6D1C#O=F7B$&! z;(t>eMxGpgO*NW<1l|z8{fE+55RkN>K-kUQUE|Hw^M!?lt80cPSFd^_=YWI;P~!@3 z{v_KSa8&fZayTz(mN|N~MN5)@b%4R@uNSt=6gvgq~KNqLNg zWjm^14T0fkX}R1S7Kw;Mg*7%dX8H3*&Y*l_T^yi^*>P)kuDSB+>P!R6ACZn^wU;Kd z!%e}YzPaZ0aTutk{{EFh#q0m^g9NL-Sr>2r>G^<;Z#Uk_pXhQrTKx7tTywZ3Ik32I zhfQCZ|EpKW5)V=yI&_GD!X+gozQ_k5*p zW&k6g@%YNMYd(`@EBlz_{GR&paIfs2IF(5b+{AyqnK@SSY5g;f2WpaQltAD*i}K}w zh6srMp`nL>u(22eNbWv4%x5xK?GG>=*yx6`u3PSLMoLQRWBG9wH2)pQ&I_(l=(Q=U z-EXcnr1h}R+*n^<&(6!!J~A`jb<&UijGo9jgqRob!9a_eB+q=`JN=@Y>=!eSB7cbb z{{vCiS#swjdN9i~=UTvIAfEuFyNIYLX~t_LZ16iH;9zq_&8Rc3IwQ#u8X6kAh`rZz z{Zk*#r_3rpm(j|^$EP;D*3jBYN#I5~zaz2PL9x-%bmQaW>ZLADd6sQtyI*>)iz2p9 zxXxS0t}_6-y+=^;d#pMqmXRN5Y69X>w)gY*Z+d-^Z`=0mAG*4VK0ODHGR6KCx~~Z7 zWa>XgyN+F`#`uEjscglqDrKzPC@LyCBI$A3u*{8v639Fd zyFNS8B5&OH6n`plTRMo}1nNz!&^%)Ba#ot^&^Al>OIui zL7-X@ms$2Op3B}_w(eM6+qf4RN+ot{JmoJ9B@260RMZsOC=)mLUPN>?rhx<0)Q^cq z)S9AU=j5~|uEVS$fTiq@G{w!2e}8w_wAxQ&wC`JW^^TYB^VIW`eSyflJ*BM3BMLTE z%HEi<1n;XNlha6UFUrkf1t8wC3J>aXdTs9et{@dg=0IQ>-8= zTdootPiv+DEk>xC&Ky&(fr1;~h{R6(9TdlYj)>eoj}@{vSHExyotqZAc=6)rh?6^M zg>7U2aJ+s2O4J}fygDui(*X_-)&w3NT^N|03}jIbd-iGD_PZv1J0~V4rV*#cm{@^` z!d28s?iLk^5=e%4s2kmR2O_cME0!Dj8M--A&NU(B<&yi3irkHr_95FXD3t%^O=V-O zwEfhNbB-g;vKdYXsl15ko>L=9CBnom+1>2wRTJDyu>FNJ?GNa!{R0Dx^(AFxWke2e zYNs5dUite|IYa2Sqn+LRU>4CI5S*CmuRJ1tD_uQz zS#o2E9AjfbJ1>cQYqqg8h=e_;jXEQ9nB#TdT1QNcEsS@?H=ic4!;H&qRHn~<3+ber zYeqUgF%cS5^Y!b#Cx>_{9+FaAvHtu`DVW?d@==Nm2a2GErs|4_-4Bu&Nzcp^)o4cq zzcrP5AP!5*xw_HR_2!y+^g9t%Rn^X1^F6C;Yb>T;K7XE?u3^|C`Gv|Hy~Mme%osgc z%F|+HX^D7DvfZ{iCj|sf05`=h`Rt{>&!Ls{9(BU`OBKI>K*e)@)2W}~Mr6CIHqaO< zqQ_-bm(=P`8{4C1fw;r-RR|1`CGT%nvG~;fdBFPH`}+UN*{80L^Sgt znk)0SC|_q67ZYqH=XXacPNTBZ$SNQ3DvH$-F0;E(BRCrpCj;ou_-2(YEB$>)OETQ` zhV56wOTN6ySIpCY|5jk!Ya4alRx-juz`0l-vSih0P0^*fzK!*Z?6IeAjsFWSzD&P8 zF715A_9iQReQd^8CcP_M$CUu!O^HufxrHfSji4`O0_s z1NYO`CSMy3bCZ#iOY0di{LWlOj22%F-dbM*TahB@(}SU%rK?;zTFcJY1o-C}yI(*+ zm{V_@_G=xo^3}gjxW!+ijpf|@sT6BgQy0obc2l?t^DDp0tVQfL*(+C$U2TZDVW-x* zNBMNZGTGzYyu6RtALc>y#ZXK2%k2F88WxA;jI$0ExvfsuERMfvFry7r60USPd^}FG zQoT+>Q%ehoB>qJ8r%$`EI~~JfGRvZ;-IulFtw`ZxnF?Hj$PjZ+9vqhh+53))OLPHU!^lWJw253qmTUksU&_T zuxpZjMM)kt_)=?BuEtt&ijAB}eA#H*+N{PIFLl-{+{n=IH}I_+Xs zW>7S_k;hVE@7!=~aP3sD;-eJp?1F+Cv>`8(xuS6l7&S@*B$A|Xoa5n zX)HLaa)6IIa@sjt?)U!VHSHa@G0W|mkfE0JD3J?1$*q;N7jrx(b$Cn+uRb}?g}>7S zReSWy+%8$9$FX-m?jIX_LN2lRs&fqRf-{`M{Mt3;KmRlpXp)mi)v}yFmA!2$i=G8d z($3!gTzwc%Q@N+7O5`cUczF#}!HZ$0*ZQcy2mpF1RHwE`pY7WmdH{I#i(UAQN?w(B zy=692_{mXxnW^b*wN(;%A#BS_&E}N%=N+(R4k(n`!p9VB6%`dysX4OGpFh8XDR4(b zI^)EE+WrHfx)a|D_@>PnfLT+F%F8O)JQ+)=TUj&>W4}^dKLE5NCaLwkwpNkJTyQ5j z{WCxNTel9a-_h{_d<3hofIuPZ0$W zVKx3~x=EhlLr2F&E;TFJfTJyr!EvaGG;~IeWH%+rK7$1TKg2S)yfB%SpRC3xuET3s z@(ANotq7Ri+Jgr#*!ohHe*O4yTW@b~@VmR(=QS0gN1HI(`Tudz2vta}EOr`u8WqL8 z(gT%13badO`lXZF8G099t7(DNAbv>F1b(*clW@ZV8$#x|M zv}#uY#ZCk8dhug;;AF5$_C;M*W=+Bb4?67lshCz9U(j3ZYc)cz3K_iKy%V>#wpK6q zaQ9*({a96%da9uHE0;U>9LX_98gR;d`za|Cf@Hih-N1^{yp$fgJ&P=)G4e@@lJum< za7DKJ_I|2ma6J#z_Hw4GoIme%D>_waXv>pa@|_8hEs@WkzXB^?F8wlI>YIjP1{Pan| zw&0|=h{!9zmSFpfnfm7d3Jx4P#OiqSfrNv-eUnn9K~Qs2aAX1z-WaV}TeF5<*p?mO z^yC-;J#8+^k|e@NeoV&YK4r1}ptsortJ}A4dwuc#iHe`lWWa8=NKj%A_8&aRs6Unt z@urwHH^V5Jf+k^jS%&<_moEkwvdkGS4($>RN^-kt)t#4WrlPMO)u;>7Jh;a)%eq$H z+B&_0t=M+5B#3iKeSTOuRWlH?XS`;j64vc}+`F3u35R(v{`?D}#r2g*5ND|e@AxIL z-a1Q_2(BZzMjdFjA3vdYDNvu+sLXE@1Wt%VVg&czN0)}si&4l`qhma87P{0!rTFyD zojas~$-D+`nL+)8OuP4fY3Z4=l|SOKy6$`{jozSTi2dc#Nk0pa=~e7!)x0uUp4GA> zSmX`Jt6Xg{AoGvtFBJua{WSGRo(#Qw%_H&F!BQG-ka5;?$S(gWqtryNcKXV>2mbgst-?( zOFvY#P18!=w`1>-S9k~?G*K%@x1c@^^IIo+!F>wIy&&I~5Wvi;nXt&H${2SrDSO;> zvbQui2hdIi(0MNIQhZV(BqC&if`Y<(WXFNShkelIIrIIsThOZF##k(@$r$B7U0;6G z71x@6i2{j(8Lida-26BTi>!sK-M6iTyuMnbuBc&Y$%$Dl`GlO&iUwtxevtr5PoSVxJNsHU^e%#0hvc|rD(P88LjyT* zEN1D5uWCOye1&XFz}48Vuio+E$2cnss0CHBjRkaSSMKW!!Jq&2448u(NmO@pb35&^ zG9jFC%CL23B<~XlU?F}QSJ`AuOybP^ge0vnDqXpLoul<(=&%8*Y0x?B4B76uxH#r9 zfqTL%jCi89`h9D4N{WgfunTq|YJ18(8Ss3d3ilnPpqK`+V8EvqEMXnp@sUV0mKRt5 z*6@ z)zsATESmnwxLnZwM1V(2OAF{h+G^(UYG!YdgZv&YjXsEAp??HVd9J(VS$7@8Skuy& zHtX{#_2RP3&~Me2chbFAt*!kKJ%eb~dM`ru63VNYI{v{2jD;!sS8$G(IfKKm&rKC| zL&SsY7dw)IQ!KnQ!%9#ez?WpZolHBfMV=N@54TcKRh0wlTyX^KN8;OG^{H-4e}f5% zk$DdZ!7M=qgP6xI#0nvRU6CNVz0~$U5hJYzANp(hBVVNuMU5I|NP!p-AzqF_&7~cS46^xk;d2un#t~~ zn51b8gItIQMDrmf)R@;g87DyH6SNUNS#m!EgV6v5CCL?IE{d`rxBq1&>$19;tB6WyJa{P89SxmhScE zQdIPfiaJ`GQ~>Jf1V4XMvu`g{$CgnyGm*{Wd&<0yvcE+FbkOYIyg*FTOkk;_#hfZ2 zc~a3o)@{Ddc=D#a?G?r7p8(tcj(7X=Y!T6ZpV7#-XjrSbq(&i0o>&_n^04{O4@Rty63DO;{ zR7%+K=HibBahB7N?FM;?;kIATnN= zpP-3W{#Gu@I1@S)P07m2YS9$uWu`ADx1(%r{&MY2q2_%-AD{E~zEe5hb?L6Q)?bP1 zj~{Jw8g4wdIMNTd!))C6AP7%cu-wliGBqv%6R5QsDVcIyuYAq1ha6{ zx6SoEbnu`iW1R#r&opAl1d1A`;K>lpOnp(Jjxfmwe2f&d+D}3808rRuajM_$)~zsi z2^VQIt3uv&J8tF+m3u$EOel0)%B^4`r<#jT(anjgV44M!OZAnGj?Q2_ACPtcLui#@ zL2hpF(ei{8G${}(FjMU!u$lYHeA_UoI4b=Ih*yG|>#-9rjs^8y1kJ>gE@O!0A{aWT z%2zPMUwU(u^voTj>?>P>gM;(3r8H#{vO;(R=ngOW9p@z5O;oBzqEcONNg}Np%^f#w zPrn4<>(f2h`R!Xg#ypI!hl!QoVSDigV$)!qaY!{+~Y+?ZiF$r%Pmmx@8eRdrF6+8QD;D ziEPC@LR9HnrYB`~OkZEW5gZJ-nt05%P!5vnqW>)ANuR`^&0-1?BQHBR?(tE+ zH0$7hoLk;zdUZYw0 zOacV=SPZwAu_O?P_n?Z&$jc964tWGI9m7yt*?}{T!}~F&H72VuMCkB@S%idqntaV! zezMpE3^RavJoa>>cpgm40EnbuGJ!qy5`c8cspi4k92^|5Z(P=^drCMy98|RUBpd$H zRy)_84XB@NHzunJ;i+!!6$P~A@vb*sgQ&>9U=4^7jNpoXeT{wsV)PX#d`r5j>? zC7wfhqGAqotN-+=aoJxd7Ot4uBTY9`3sSqor8H7^9*a&ONl=#X9aRnr4NbJ$>64nu zfqudyT5vq)?OQpBJtt5>SAi^1ia*B5K52w#Mp$`%+IudKuwA-Metm^i!A#;j-4ds; zm6cVxUVa)_$|=@+{Fp^zb9CopT@ia>ej2UMbSXf>C$uenvLoC~iI9087>2oXUw*6d zw|3{$FIEl_kt0x;Yaq9&=UZO5)S*EW@VR9>1qDUyP!k5+{Om|il&aXFFL60JIZDC_ zn9Ja&u+HgVfJ}>ld3|im_uzJ3US28Bhp(H%2e2tP+%VP^YbHwVpyHz zOuwCCASk9vNr?-C;8m#|2CK=w@D0&HxC!@5)lBqNDkTL!-vr#`#Xm_eySzMS1tZcS zTE5&T|B#G!WRcU-zA(vRV`JMGb46TE-^!3E?FWYsGL39Ej1LtUO9?+vf5)G11!`}d z%*@TN&t1<@kkS~sZOHJ9>!K>V4H!o$@igad9~(uw4|_>~X7qGxX@OMrUOd@LPK;n_ z!&+T6m=!1`N_l3h4ja9~ludJa=drgeTH*5MVP^SO9btZ=p6extbpEOVO^5iU5*ath zb@}fmPA%1tQENv>KG%|To~pV8|GK(p?=|h+8z^NUAtBLOXdka0FZ<*Ctc3xz_DIlzdr=gm6)T6Jeq+L?M&-`A^3=s;4@p2k z06~A9dh0F4sCN2!g8F&z1T3bMp`sSPaleASWZDg*fbhA-Yru!i1SWh0s(a!uC?wG7Bq-+U>1@e1vEeDD7^nh36A0CbF;^|_PeX|f_ zfX)Zv+jo$N-TuS1<+4V1H&YZar zQ`y^VXiR$c>eXM8F?k$Ht*sfC58t|VtHMD!)Eg50F+M)>yN%446mlvU-p=MndJUk@!F-W9O=L7#6&C_Z9Yg0^YMrwK0OF(?)U0H?Xd5AMd z{Wq(IwxwlSqt;wckG_9a)&4d>af=lU)$at$pKmN+N>pZzCTM_z+`bBDF7S;jPb0SV z3+-Y%MVdS)y$DuOsLKrovVnmC5(S1cdcn&Y5Zn(V_iJ`CxZMS*+W$JMtb&jnZciG5 zljz50N|h?KY9y=D!Pcf!otT_lFZ3JU9kcHd8d1Q^3e`t$2FGDuhHzD)J`PZKX+Cx< z5MZ!h*V`K}sypB-((!LN=k33_QK4YqPB@Kf$La=|(u9UaMsiYKv$f@0=>f(kClBwb z*n2`THh|zws;!}(wbK?148iRMyb^2=u2FkMW=|8dm$oF?Zu1aI#w<~%QA%_kN{NZr z8u8xhY6sj=X1x*;n7v3-pln&VVeURe6}=vpe*gYIki(?kPW#@(NKl&;0qsR2?Vg1q z<&h)oT{GLSbopeWS6#{-8U%Eu`R+bD+Q!Aop>Ts>!&2K)wb=S|$%`I`sX~U+j2|O3 z@-RLlUdk6CA@NQ5M{>avC{-sUB@x07jS)D?%Tuta)E4p@6sMdCfAVAxR^PWY22Mm& zLe8FAQyZIoe0+R~zYi&D62k!5ZqLKYdZ|92$o^u66)f8q6nVQTghl2?ZwWO5Ak67= z!P@dzRxtk=m)W~HImR2;ZD$hUYQM&iwkqVjGOQ zd&(v9Gl)ax+b>1I03kebzrKiy@&gA@FLpH+-&r3!6&Z&$R%V(Rqdk21u-{QpO`;xk z3u8K|eGcQp6*#_f8|c8CfY=SZEG!Cu#<7_Y;#_ljfDQ@nhY0omsYSn7P_WDbt zo^oXL6uEls8X?!xaIAc)t^IJ($ekrmoDDq4gl3?WCJO_AVNgDUY^*O8*Ffn)FW0<_ zj?STV%v>f};rP^#H@@Gtvpb7`V;Q{qH7YeHIR!Q4Y0p3(u#f-eQj;pO-5+ae>cxJc z%@NcSbq9Q2#8li~G}i^%L_N#!Oszj|bi8h0(;1Ryg4NTg5}0 zLDf;@a4q(#)=gJ%uq>vT`bBX;sy&$1-V-CWhk=}&_qY`Y5A@ev;Js=KAz>av2Ztp$ z_X}YGf+Rw=o370QI`NMmSGs=9&(3OhCd@;5%w33oI+%}PM8o-ETG>Gk9^WTVD&aja zdnwMrp_pQ(s5M!Dn5u?Xd1`h<>r!?7=g%Jx8@U}XI{6Vw7*yLJ^RK}b5Yj<}+=pgo zW)1Vp%S@{-;XXH}t`~8yUXg^bp0B__-xk9MqbUZDs}VbEy@?cOED_Z^|IM5M;6cj% zOoTt~gn&S>pFb)i=qWSN1_>S>GN|-L zjkViIPC!k*w6Y!3VEl#GI#q@jXCJn~s+yvbBm(+|v-~Y{^yu_kq}VROO#Qdk)a{uD zT;EFIBR#@z^3aU2 z*eqUzSC%a65!r50aq&G9z4c%No^faq6)Tip3gLfcZF%m9h}|(lv%AEp5k$;9_igGV zFi$)jfVSm_EJ}59yaLlD>bf6goRlEh^a-!( zVqWY33N@kr7T%hOG#dxHdl<=^Hi!{v*WSI_MGMuCc$x}qjbbVG*M;*1B5cx51s*>l zX!)%1Ks^uv_ex_fD8XG5y<2;aQg`Q=%3JpoY7868fb)gi_z;!N1ZH0D?JQk{e`0MEx(bZ$Y%E!wyV^GO!of{r*Z9+d(LJl54XejjH74OG`_sj;3jzsDV5XT-;dKm?-AKk;9C-ZJq`@4A?)s`=&e)v5JU-~MAIQ< z6nfZjM-~HYp2t_q=Af+;)DA?^Wc7+F=y%|r?#0K)7uWOTKu~|MSyW4H;eDcsjg8gQ zrP^{gB7zzNJbRB3yQnBN8jB26Ww^@x2tfw(s2tMcYn12%g8v|V#cnfX_;jxzCiwx_ zODr=qC|(Mi9ntnYeNM*gE}D7()IX~m-v*$`H4;0MtPFStJ)7EN>E~hRJ9j?720mH7 zAwf7-pn1X-e+*dx78hGggF>-sTI%b>6n+$3m--PVmrCWTH`&?mQPha1*RQ64$9#C$ z0zJE;re-G;4CML_$PHJ}G~ku!d3T!}pj70}UuM9ER@*f6z*`l+d^5-lRzx=R3nWhb2aDVGa)A-x-$ znm!OPuRC_;3>_phXZYwc4NHAtwc>C(=ua#rw=M~WF{d)YM8bLs3`-agJeuRfL=vYJ@vEF_@ByQ~NBg&>GVL8ZnhMh#-Ex7w31+j1nJ8 z%;TI_n1W()$bcrgrl;p96q@~irsFx`tbrCyio*nFC@5tu`pQbD zrgKpr2Cg&c{erNKV$U__k>ZEkB*5V!BuA2xt_T*{mh+COLnauuQg(GqOjLGv(-4*> z&-EDw|AwFVMHtP17ycN{^)m`vpvtzkHY>3p7+0q%$#rq&3Qm=@=_SxI*&b^ygpdo` zvT4!H)(R#ZyL5dl*4d(X1u`DREhK<;QWh2|Ix8du3s(*g*wp#g#pxLtIhJjluohXG zxdDR_rwH(qCikW8!QPD1K#J8cx)40^=?Uq2!gJKvs7^R^-!{;Kl_IRoi)#yg8`Fkd zntCP>JnCsaO%dFK_TC%e?z*6%K=Kl19CQlSl|@t)-BK4pH0hPV?-aH(uvYcZl;bP} zy=>YRP*5M?sp7Zk5h3W0`Dv@RG%o;4Q;1->p_=TISvd|lzu~21M|Tu}I9z#j^MAfS!GryPZp$foBh9c> z40CD|+M@{th3%W%+zOzQO@+c90`YKn{%a+xxB;lC1Tnfe+oEQ_IAuKkt$-Zg<$QV0 zsLXAtyx_{p;^OcssU6VekD(#vE^h6w29zY~aDG4IGoptDTkFWRNAK8sucB51j1a&; z3&Z+fa<8vYte_$5#Z?_pbsivj#X*oIG&nm9Iv4TP62ZtQ1BB#b=vP_V)5 z5M(jvdI@?7w?}Awplh}`&&bq6*oW=L8EKtO1L=FAZd?7D9kJ@RF}AnK#Ds%JHJQi1Xd3kZ;+PpT_bY)%~k)3=de;x zyWM=QT^WtD!7g8M!VO=5JB@Ri3On)W{Sy-z(@A%=#Uh~dgEQT6x$X+K9Ek0ew9h`0 zUh8v&eH~s09O)uKMF;VT5~Ekc#UjAXXdVk%M^BeDR0fj>qDv!{IRBRsZ6U242|v1W zwRWne>>jSz;76`!AOCw0QwZuLEPa>t^lq|kr+R{;jhkOeg@oxEk`b&q_g=r|LOD_| zx@n#veBJ{i@}J()*C(pKd^!L7OO&D~(QSz@?TRyQi~CXRHflQXBt%}rqW!+AYCHP1 z4^%U`4#GSMZ!?!)s#bD858AYVG$9JA3og1%*;$eLL+SBhyDdS z612iFzw50jL7Tq zi{o35*>hr^Aie}hP=Ou-omV{n{8?o$tvfcq|?#4&&jkfXJ8xF@^1iTMBwfYzF`n4T_c0 z7wJTbz+)``e)fL2#wx%~5+^ciI|~a%{1_zZ(cLXtQw|Uwe%N<9p*Nyop|#`uqP(6S z4Pc}X_Jh!F5hzL-sc?PhW?#9N)^{*e;D46k5&R{@VY?$j)<s`kzQS)aSmpS&RwUC%c*M?1&?Y9vN<@O^qO z!Z*d~&E4IRMktR&^Aftzy^Vo^!T*aEba&$P8Vt#2QIt*zkyA?ueP#Z4&Fl;f4RJJ& z4#wDf261%i+x}}Acz3HGBRMp6Z7UU|A!MOgeEM)_4ii}DpO?5pEjQm0P;9tuGgc2= z?*O1APLzOU7zEaG#u>O633p#;At*iZ7`?;7!a&P&6K5^Z^gev~LI#h64En*;hn)<= zC8BK9^#5IxM|fMn1gvG$x+0?ST8RxopuEo znFQWHn^FAWjpK+Wp=Qe(iaSpo1B%?3&WAuk9OZ&Zl`w5+ItW@ck^nsu-NP8k_c!uM zFt`mY0V90oC@X|I=CT*4hX5`_DC@noCdDmZ>cA&4vu!@;ryq}4IiNV^+?voMXxWjG z5uDS)p-@b6ap=pI{#saX)8{9z1$6sQ^#1zw%Nv>V3Y0>wzanuJ`g2NHqr_%VxBNKT z_xXje+Qhc)B+RU=COBk8IPSYmc??UAz{MVsPKvi!5Z(l2;nWx5z8~mKxdG>KnVs{* zW5;Q-!QKu{p94LVb*vEYf6y(oJB~vI#HACBFvkZ1T|M;jsx8jEJ<(fA3m&2pLD`vw zN;C^o7g4n|QiDNcA_wbYUO9gQt7<(U37XBE_M_y3fh@1RdIXchXH@nP@`N3t2`br6z-dj9 zUR;gn{-`H<&e6E1$dA<#_>Y+#rQla?Uw?lxLeGQe?g;7#ysH@gh>?O@H~VaE7V-3i z&pFQ<2yhT!smc&WB5_ug=Xb%y?(q*tL;!i>kSO#)>Z$R;Q$o(7s+^yNm#tMru>Ko`I(&V;c80RI&MLkWeL<^Kp(Q zs(X+)6xu%r)&(xf~cKJRk%YSPdVd?4Svp1%H34+x>5?en~>>{!FT=@4Hc)=}<8 zKZ(V}G0Q^D9vY(+v`m;!7s{>5#(wZ);bg0~c_q2J8s?yq=+9%+MGhDR)tQ zKSW)EJ-WMPYqrgIv7VAUS|d&e4;&Z~|M#i1VWQP2oH<8@yQ(s*Z)ga2bBAi*m~mOS zwh(kPgrO_od~k`guodxxAv}88Sv_R|uWSh_GaXbRp6dc=l~x<6C0^MbDwuC@}AO!olV`^qb8k6IX{{AgcW&3mRptD>4QxD>@z_;o<@@nfXxylf}Eyib9oua zUMKW>shwQ7W9f?kb;OBqu)5MXuxny!dH`oxAHys=* zK^xi)eL6s#ObDJ13JL;6iHT=<25k4m9*)#3&IZSo6LWlp4ZI4B9<}8tb&#>#4 z7!Lg!mN;vS&%ria_kaD^acCv*mmDH$ww8aJ@~>B70}jb5-m68-DJ8lw=;gy3e@(T(#bz6&Tb5Y1kTfzqq{O?pww$;% zu4`alMOEg`l(2Sz3aV!d$oS@)eJ2}EYXMBD)#sCt4D(3&(sySYKj?KC<3YA7VUlTr z#@W`>lRiIxD>N)D4IBlHkoEHbiDe5q&(&#k13lFZDWWiz&U_Vj0RqVbv}6eECYueh|lSW4^GxUpaig>+{yS_O!IVLU3 zb8T#S^|$29(6#D8`_k3F^)AD)KE$EThTm{Fq+z89UJlPZTO+xy0oyW=Oc+jDO}fe* zA|XlWSSa6cCp&WDZ259qR%?5ESdil*%U|2z8j=%06!s^8|s#<0nM zihk3dj}TyC>S&O^7VQ)UC)%)!8@608*GzHWt!*Ui+Cd63kO$ha@Sr0ZMqr%PF))b6 zyL(y@UvJ+EUC`D}$<5V#x%BzkDU*-8K!(e)y>!dPTd45Qx%!@@*e4l<{{FU$Ms4IC zQ(OD^uZ&!|6lU{oLMYm){ZeU}4(nFmeQ;|OZ>+C4q2ykhl~}q@q!$TEvrlz|A}m=- zlB@mXT01DIsHm3zhL@*f=C}?E5DipC=G5Y1Jy0DTd-zIT;nd}%<&7J2CEkM~#q-@( zP9G1*&!)}ZgwkF7JH}O0VluBqwI#fK)tpEJvGMFmZ9P5gjSHwY)vS`gzA-MN9DQ{V zP!Ad0>N0m(9!Zv5b3vWJj_>5;*o*BKTN!@?aL(KJJKFV65%D2fWg0NgCwojkF&c)^ zXx68d|+K}y3OPr3|?XjJq{NxUi`fjWf~wV2aWelfcPJgJ}d0aDE`!lH@I+@ zZ=8aB77LQ3;F~MYDQ&#LkA&pxa-&F#T_u_D;tonU3-w?%LAmKnRJspqx4HsrGd>ZvDbW;aATk+>4QYP0zM?G0#o*8A+~pSii3hYY!<@ z8x3xMPpqq}voW}h5G+Q8bCVDGezTq@_r|-+9ovaZzu$Abs$3)>{+rFaFAJi=z0UDC zoz^|*>ISUdfz>(FfkQ0m=%EFdJ7&K*n42fsl&{Ux-=0~oI9&D$I$4i{J4%Pk`qFP# z#~Z{INmL$EZv3s-!)F2H6ElXxNM$%-`2Dr(L#g9yQ$CWj?q9Xk&b0j;b4LWZK=nS; zQ9ctrIhwUtv`l$5}}iKWR$YNn&IX6GxVZMCTvN1ILJFO=T2OW(F~7>}5-aD!VB`^1J{<$bq>pEbq`vy}Rc8#n5#Wa2f>tj)II{$pG-(Goi1*CMbo zX-okk6%M81Z48^&az2iWeLmUXoJmG4kkCHjAbT@%a|OWTviHA) z(l-VwRPByGO2c=D8yLgIMiN4ri_E_~=a*jSb+v8I2eWPg##d~4IKIV2jkvY5_8iMk zXV-WVsDUphl09H}I7v>k_&U7h@I_ui>-m_U3?(b08N-~%sWTlMtxf-^S;88(h3 zY(CnoQWL|1GfLCx4vb96n7^;u3mZ^8mT`M=A;zwP^m_R0X;Z_g` zsEa1SFS~cZF&`7O^6!mEYxoe(0PRyW=Zkgp^tux{Xp4Rv-hsEGXos1b50&}QyQEBt z9p6lXSHiw7#Wg@xr#tqEkDu_8TBrVsJ4Xg;5^WH6lU7Lot(~3hilc}yAg!eM05K&< zpv}M)c-N!4QH!YTLVS;L8U#l_tYJR!%4 zgG<_)ngd;VZ!$A^O&5rFhLTX0#qHw&uQ^yGgm+GLm^PeQh_Wf2Yp18PvO6k|mqK)a zI}pS>F1{mGFt%zJWHBxIz=E-NxJmF`MJ_kOyJ2RX=$P+>i3`4(qHThFJa+~-Bbr88VI^R>ljW4VLg-J>Qb*o?@JmK#or2&3P6?(Xh#lVrqY z*sUK@(u?)_b+on)a~Uo9;;k!D?XK`bj={dwk>xS>+Q!}R^5qu;(}llXFs`}26EyPZ zSlF`}z$6NZDbjdLk|_mRNm^=Z6AJdYcv4=02P)IpZ^?~2;V=8TyGP#{YG^cl<5}Y5 z;+oN)8NIL>T4yg(;sMYb8U*We9jmA=64{~H0X0Jq(ha=p2U9v>+!vO}G2Uf8i!9g3(khm1+kR=6fdJ=`UHR zFnSt#+?(N06zW$ZzC&!&qgZbS*#h5Gu-$On^Ssx;7+pNZ7A`UoYYGu4!;2ea)%?B;bvRYmo}zqoF5Y1H>`>zo`pvF9uSR_5sqdfACh;))L*4 zo4sKD=LX-F!l%+fBe;4&le+)o%;I^$ts7p^yeeZygr)L z++>G*K`Am@{-_N|V)z6;LFdp=?&9KN(Qvn&yMIyj=Z}hPm~UXdmRrOYm<@MfN8AgG zNhbNR;0KJBOF|>2qG2j&Z`45%gh)FFvcTQ?WXQe&MV?A#%U!y6*!$nfl#|3o>cz-I zt!2Fiu7#^euA8+MTL?^_-?!Wa9OQ+!-c7vqe{whH#Hc)O7F$I@X_|Wx9r9@u>Vdi- zOL~|MK?Vz;8x1)2vY>Wca!bkS>jNc8sB36v6d2+xG&tn3AkkV3tTYS2=cmw*A0kIm zkYAho*lZtT!ck>9Y)M_cIk=z+Cneeg1Q`vnRt)Gw97!r7(kxM+!Usrl+zw~dQTinYn1)GG#S&&oG`PqcZn_$<#VH9K}-@JfOblefFQi8^*N|b*q~Y4xzdlpLPIYX7adzyfShgta4;H|ezpd6IF<3-_S4 zhPoSS0ODsLtXUiYM-Pq24D2YRLrxHw)ipHI^1SA(H-N*$=bZ-zWBS2C>{mdvJ-l*e za^GIM{YlOaP?){{g*b}eJ=yaro{Z+}VCavON5@S>Pav2FV2P92cMo-)XV|Ycpx{{f zfF6yLcK~LwhHAm{iS6QM4JWvvBOfSM`7bNptA)u~IXTLZms0t%q6A27yVu$vPMVCK zJ49;d{>{ha(kD~C9hY|f8d38R97Si?tC%e!eOJ7Quj0{Fkqa`0v`Hn|oT`_xNLsB&t{;Akf`A%-Rx{AvL4Q>IE5iF7EEx zrUEY1$3dkH^f@klJpQbK{evX8iSx>_ml?Rb_uO9k^C2G2AHY(Q>aiY5P&Sl}bsIZb z386S>g~5tCbsTLv9DzxQ7B#^NKXGw?55p|J|Jwu&zTBbPLosAYY`wf?W&HqXNq=^! z0uOJx`@{vX3J6}w9%BYCdu=!?0}l>7=shF_rKQ7Gs)Mtw<>gg*LtkGDkOS0iLvBkH zd?qNd5{5QBf~H5C=?|nE2<!btTI_}Pijuv5- zRo!d*k02)w?V*McjGj33*CUapKk?UR@Rj~I07D+^;hyk2@&|u07Gxj!-*^Q%v=0pT z-aG#D|9SIEXp!@0EP^xc|y~ z3d&Un-+})S1zx76GAfEuAY-Sh=@93GFll-l(Dazf-*p#~e0VQFOROQ!C1uq5e)+FI z(~{2>0{zaFncx^W00~kxaQ3H~K|Gh~jt)m+pb_X5H{~O0R*_rKqCRf< z=e;Dgx0)ZxIVhoGEL&rvu zd1Tb9`DAfDpS~XNOVz9cnlzKwjOWo%z%O7FuwYf2wz8R*xGNjiYJ;a3?&b6@_`^fr zStby?`+OhCa4Ifv3P!OjduK`Z!QOAo@y24|=hYu`t;Cxe2$^dD;}cN}LJwI|lRdrO z=}&hkrc?*@`*VhN1H`xd!=&Uz)?wj3j)$9woc+z{{fDNq@Z}bwxB$q4w+V*V>ZJ^PU#@ zVdQg74=^sL!;9HG(UGd=CSgK0%W$H)(c=}-oFoed6mVg4-g}lseJ8$>+5O||jLQ@! zmnKmy2i0Kc0mv$wdzsHY;r_bNnRX5D!p(u|jljQ;o|L={GI`SU1XJfgS-2}}V{PJd z6rN(RsFsi>6w8f2WU3#GV0<2h5op;5AG?pr1BtMb7W%C}qUK$+TlJF?-EXL@r`V%< zC|p6%Tfj{Ig@E!}=s*-^VtWj~qN#ztQsD0^vpCql33?Yj(vvq93%Tns25K-RcJG&b z9)#GaV1A5F8c6N$>_@}?oJ2dvOk6;diOD9VFjvr{ro^begD>T zCc=hQGJ0wh8!q<8o^~xI92}XHl#?(MgQnkUAvB*7@6xROqPuoOaZdyLK9qxwxj4?#AuGWw z@4n6WW`)4o9m=>|(i<*C<5A%Nz2*-N=y|HS4zu_ZIV#Lf^f0RkmkC#>F~^6Ui;RV~ zPJ63{DxL2d+-+rjX#o#>UpbgxfeAX*_|KFblt8}#z1jEvqPWhC5~tGTLBJDwUXz|) zVA#Khq3jQUE%}w@Ri{oYvpK#SsUQ=#+i5)Xu`?o7kg=cF6)-ekPu$)Z^j_S0LJ>{k z!Vt=`1)Hpn_eW3bi!7oOw?HSJte`F5rYGMJe*5-Fng4l^io3i|U;|UWqEnZQ$_{5t z@JquI7OT#h-zv!a&n}_*;*aKuI-&xhp#W20u_yC)_g>f+lN!#b59p3ZoCm5t5$O?B z9pJ#4BM`eAQCktivERKPp{n?rYpSzeGkKmto6lFM|a_ciG;#w+<$n0<+tKB>dLt)1|Z`ayIot7ehSZ&oHM@LGvZu zQeF)Wr{i{@T~FabkI2=%DNHNi!v>AcGkhU5EJ`ircfZ_$pGbS7+8ggkm)LNR1!f(O zQ)>!fh6fFH=t(G+8?_3kg<02AUASZJR8XI}ro{Wi*^X*&BmEwuXG?T?q~Wj`i)=#D z-gyf~|IfX!+9zBt_3j#}$EUS6lres+%zrLc3>{3>-gymCj@80MlV~u6m&~)+YkhGx zV%ceXgZ+T|F)uS%?zJm@Irh(c2g-T}EfxDcg|?>(4I(6(0{0iDGU(UHe-=6ikR(V$ z8M=tsSF%qwsVA3P#Iwu8EPMD^J!AhBIX^Tj7ML(9+;?Z0^prYH(&;n-Ki`&_UncS- z5*{HbYOssaVb&JU$}`OO8E?Jpt~89oD5Dk_VZ*>usEuU@3$2&XxT*%y1ktTjl%6NV z;VqqAQE+4+mmKNo-&0@4L2#;cw2%fW*nRh+i_sZXeQ* zmJvB8)%T*KGomJpX{q60=bp;(MMr2*{QJQ0Yt4q+r~Sqx=SLb0=hU0efq3~oM14qpn<2{XZ$b%t00FrUUh#{RPAs(H+@=uM0oSjp3)c-LPe9! z#Dkg&ep)E=LVzax_PAvFWlr|H_38sJ+%AG>yZ|}%Wi)?+xq3IAeQwy_`lzM2L*7I; z?2qpjdT3=|_t8jMX%Zs$rC4Sx=kb!vp*VT8!QagpBnw&hM`xkw!IitwWl>`~abfox zBG5eheOl3YAIF|19;^QTZet%}rghJ>;CI>w@p*=H>@@`zR4jMk9QZQcuF6uq;$0*_ zlVC)Z&R!SVC4e(vKqKQtMf;mx+e9Bfi-6sDwbH@QU^Ral|JsF>j6>?R+HdKX<2ZanvmZSQwztLVL7b~{j} zg)`!}*+^ricvCrcKM}%dbXF|7dD3KvUfY@ASNYu0zjVKHvXeSY@vcH8x1CTp8PC7B zv@&mlIRdvwaiG<|`(bhq)5*Ot@iv6#4Lqp$KF+2-#d+LBzK$6E_~9C74d^K1%Z}pf zo!Do0oD|X5q-;bCj=sDb~>ZR0+t|1ejH`XT9{s=I|v&7$lO&I(4OXdqtVtHAZ zp5i2!UHMgUgaL~rz0SX+kUVsjhsrtFgM>EH$;77_w)MVDk(eF3O0V+5`L=8FBXfFY~nZ(;sH;` z^1efdUl`8Oj|f$rKKf7gZMIzQcGFAYb<4s+Gk&Y zJGl0kSS!s)?W);-s(B(BUKM%~T@^EeU^CZYy@J<>Klp0Ive7aQ)=5QlyOQ@#HEiL0 zM%;&;&d}GNnXE1}^H1$PjCr`NfI&iC%vtW#S7K&=r_nZ9Q5J@$mP_Q;t=0yfgct4Gle?3y_^>|{Rm^7W znD32P+Rs5&#MrrpXmw@v);%BDbMN@ndXCy^6UIKOQ?k1`ss7#5>Tm-)r1$?9p~bx) z`NpNi;wK`=^in1|Jv=mBH`ANCtt@9zh2aRuG@L31(yur6BQo0~ls*j`UQn9j@E45$ z4AdQR>MLKbQCgyj-&X6pcQs8-)1Wg;7Vv?mh(23s0Czw;Qm*D?DWg5S#TyyZj=AVD zCePwmADlQ!o8%AEOSM%yrd3=0#o-RN7?$g0}ia0MaG2@Q_I#5D7`6y_a*CI6ecjF^v0_ zAMw|neHU)zbLC68=L{|%Xd8webH$D{YwL^0>uH>Vb~d`Jt)LN9JTTW$SOo}d@XhJa zYscFFNWTZ%h?yvzo6yQ;$@4-piWGJmx*A>tm;C&$y@WiM{l}x zupZ!tMLcwcgFXD$D^eL`w3hvNJQ<$7mA8RHJ;=l^89-HJ#eCW5aRBi$-f2Va-Aa4% zjwVW&$*tP3l4T4dwR-%eX%G^Dmn$)N#g~h3_;r6sgxUl8au4ybM+NryoHmLP#aiL{ z{K6{blF>1(JlJnvlW3njJpXIJJomtFAO(7!agFE$y7~%$vTnJ_kY29<46y>E=6uCz zLTS*Uo)-G;d`xOBACJ~I>o55!>ifM%{pYZN#^*ecs3r-VX@HTAM~Aku)8ZRciGR3; zH-;Nfa(?CqJff7;g(|4##gMH*mwuZhYm~pUz1k1c>PoZr898F~6&gg%msdfxn*_k{ z5*1f`XZbkUn*twwvu{|7)lrML5k6B_)3>uK%6zmU^9q6DcjJ3M40v=1f3DdR{jIR-JOzIGGtVr6#GW*B zHJhYcDCX+G8wxA^@8k~mYDi7q&z*xlEzkx7KeLUH zh$6io@5Y~pxN+%?rTIZu7C&xWVwD`OuTvVl5_Bo0@on;wg3X@5924(W5gyq$-1b5O zz0qNqH)Hotz0@~%DP+o2n@~n{*L4%=O?%WEQKKHtM7O6<8jiro#uVF|@XS9hyiE8H z!((->5n6|TMss2Au}s2-%KS^vu$S5I+PuOE{-?d_s(apyWW$0^hULUsofKY~zx!X# zM^aWcW%UeHyNfcd?fWXWlA|tIbaCh1ciU}1pzzUKH}fCeWtF*L zik*+3`X9)ATVJ65N=ri{!Wk$u1Yq5nMZ1pKKyo3;dVG8w^7;4W=Eb15n9Vy<2y4w zU4){{m7DW#Hz08cd8wR=3Q?2>`R<(o&?>&(k=oP?hRZ%s%n{U+AlztEG~3B@6s``k zsH6T)3*5;n;40a5=htJOhj~y;#@Q6_Y_ol?dGXE`1n?;PkB~ILdzhWSTlZ`Cr+z%3 zY35-KgPA;l=6@90l^`cqcfoEFSedU-&Z}%%8>!XK(o$Vf@mY3u_TK1Fh9U<$dmA+E zSPr)HyasnfO?BRc1|W0gSIinhZyNTuLdN;W+bXz#D`@b7bZePRV5}I4Z66DRB7@?z zXE@6#*N$?nPhEZ5%BwtwAheVYIZ4=hW`swn?~qGUf)38hUP;NiTp4I0FRyYnUPW|@ zdAr+ZTZj1SI4DtxZocz`qtpU;78aHyWiePcJ{LP=up6K^BPZq&-a?&g49jVu%wGyL z&m7On(KtjE(3{OAaXF;-=v|oY330#QtVII9tmEAvlVJ_1D~aQ5N@xlQB~%V?&$~Lh ze{E=nWxae$+723^{$;W_Rlaz^02%JDUK7t9^+T)$GDS`^CC6zoOteMY6#qq|4heIx zGYbj{S%bw&nt_y_>ZXKgek@9L%mKPs>5%&?a0e>3%26w3?ad$~s;RB*{)BmDW#xRO zkncS2bMtsIKTXu_hV(o;Ac(71WS8T1#(M|OAQ;kp>t_k~7pME~9?@A2(;}cLBs>*3 zX>)n0lk&3HMBf3K7^q?0kiO|oPf3NG&hPsJPL+_an;N)Tn!9i|32BgYl?tp)c1mYZ zd_isjLh<_8KLPzAAQ*3=diJ0I_qu$W&dQzec%8~u7R^Hjc0Ya9@Z%qG7GJ0MJAb}3 zb*#LAR9?q3?51HG(d5LP1cxUmg$>%}P4XwN2SFRfG|2VCF;GQ$$QSJ1y?}kpQ8X19 z270m~aDFNv%ckMdYiF|}rD3QZ*4wh;eKk-g5425rm}3EsjCLh-Rj9Ry`Cf<#Bd@-f z=t_FejsENixuc&qh7kH;u=CTbJERH9-ME>Yvfh%uQXB2gkJasW%v&{vf7kzX$06AnE%Nzmjcq#d*04Q$7h0qe~g+D4&_wtIEw?=(2jaO)MoRaj8Kab8l7Hfnw*16JprKRU1GY~G)}zGnfrDfpwo`X#I(b9-pE7h^tri z&GSfswT7}&O?_Ay(^8I``eTgT<@Qqn)^<+UuWhu&kRugL1(_Tpqq^5BXQMM{<}Ru? zez=C=kg#VKDacef%@p!^Bm`NO8>y6;%K$pzpIjsR5BpKltOt#nv&&R^%rp?Be|fd^ z+g0bB=6n|cZGiqm7Q)xB9g=pxI}{__`|&j!Sa@KJ9Q$WsSFf;DZq}%oU##EE(+)wh zK3Qc`NxGPv6e*z%@(JqBZ1W26*dJ;XSQWl^qZiZ`0*NgRopi16H~=nbOI=jE^?)hC$SamtAE;6!|_(2u$NT7}F-a_jis7XoJN z%vnpS*{iWRpH;lrOF9Is7xCaENbB^@%>@dvYAeTnkiI06Ut497Pp^z6`)c#F*J`!bf`O@D_DIpg*N%Qymz}S9MXt3Fc8##P2Xq$4hy9T;WB-6 z@12jc_XYc!>l?l@anNVkPu+n?SH#(EB;GeLPfPpu!5^fd{NUS_JRCsmt>lL z^O}R9nSZ2&4g#q^?oQIwW&-fZc&4Bs(|FZYStqB$pEpGR7$%33A3D&jPC2SvkzSKS z3LPL*Vm_nuv*bm7SsLw%P4CbdWGttrs&S}{08w6ziStuiJkB^N#4#soMVCe`2WcA&P zd8A5gUS&0UbYK|vhkBHZS||qZnh|9r0S+(*VD5hYfUPHG6a7Ktd-J`4j~1GiQD)^l zdOcnyg9B7llD=D7J$afGuZxO0)|9=Jm4kowL5bmPc?qcFn{!`O{|7&7GJY_4&gvQV z{C;CJAJU>|e?cd>l6x7EAL$!1}wXRJBwMfY@1Cq@{QRVQqU(JVs~uFtG)(#_@D7c__nWKzk6tsg#IT%OuE~K zkAt1jVNIPVgE}&=N%musi}?W%hlLWH?S4GpHXFqidJQo3N;FT0SjkOXFZ z#zsdg0a*zR)C>D=6%Tc&@-Jq0Z5@>VJgq0SL^YJ;=-Qa?*dL@X3>@vW5~?-f1$MtR z9Jnek26s*@aq|fVcvMRUV&E)!5d)zgK!%RT(jtWN?zzFVVpmYl_1<&q8>en2i#P__ z7U1rndqMhRW>TtVJFzG`Tu58$vhteOf-u>?k`bP?6hxuaR}AcFl!bO>aQG zp9Y8(@Yl4AjCL)hp1xhE(g$lSCpW(hOeS`yN6LlLVIcTI$YTk&sk(y)AD-(2)QZZX zWcD-9)}PQpX8@&52{Px_y6M`_zWAmqoQ_AlVL0O~41%)9JqNJ;!!b4AcFwljsOyW( z^e^{5@Nz7=h8&XA!JqW?#)LDQR`?hB*d=Cq&*qVzkNKobhWG#BRvcdomqIQ>cd}`; z-~~#6G<9@hzP@pUdaCnpOLg9VH3qU{)eJNn{D(C`CfXaR1Dh0immG1>OHGFQ`p3@D8|DL8zeczA;ac^0O(>H+GKAR=|&|Bvi)Hr`a5zpC^*q7rngodY`Y%C{~Kv zNrLt4C{C)f^i??H?=sxG{Hrb=9#=~D(H{$3IQ?n_IOoG&-E^M6u4?II^7whJbn1A$ zqCu~<0E8)1u^TO+``HKe>-WIlcJ=VdxG$cI(!7&q01#^f(%$gQCNfFOPr5uDY+DAJx@2H6z(RaF4|2kks7Vyzz<0 zJ1p7*iv9J$*|d>yQfcq5-nj<^@;t@v3;*AUcFXpD7516a&aIp<@$rI~}q) z%s;6|rmW)Q`ma97>Uu9QCLR2n+W{ZOSH;l zp?ZSNCp(LotL*O*S*q}yb*L$*!rac&@C!vqNS;3SPdSH(0hJ`= z|Hcx3cy?O-SuL&30eq%sO$2ppp|Hl~Q?PRhC$xonb>vdnd)FUNZtHD;iO7H^D$X-~ zKuc-||3|#L^lon|G=#E-X2^pT^G>Z2nE<*GN^CqNe`deRU9=HD_7A;SlY%cCN2}-C zYy(SU&t&~h5{k}~wUqQ}7t6lgEu@94X&luv4(+$CE4p_?@<@2mCmjjDz<`C?9b(_B zM}lG?)6YM*VUV4&XAMcvH_c_L0*VAsiXBP;1S00TD6RY^U7zdElTq$T~!Aw&lUBwiADmWJHi zSw?@*daw>a4|_)|iPVA$QX6eVXTVK8Br`KIi2`cylaT^)PS1csqV~n+tTzb4Vck#;$~t>>CJr!jRK_zn0#7ls(7_gRr@r9F2XvK4BEi;^(-# z`N>c|Om}Xi)-sGR`yOcfB2dlIdj>s!57`2iE> zHi9>^qi>81ai@L{_;7FX3LCT3TT3wo&C&9Zy}XV&>gHVN<8 z!E{K=Jy+q_Km9{SD{Y6p*nPKZICZXpN<1bskOEgB>A{T7m*arPnfrELbP$S^q2NQY z|DK|Pf-@8;O}`!9w$0<@S3)nKqo5Q|0irl>PWS$=ViW4b66S5Tze|8d-cN!&PLM;f%L$C(C!glge+m06$iVo=c&*`0+v{5=jcNd(T0Rv$4k~h#=U@)gO@8wIl7_88_ zP4?^*P(7Q!ULsqTGc54N@NTFxN4(~d^=Q(Tm040k(?y{qU9X(CrPtm=`rkY%l6jWM zOOp0J(xMuJT##@t@&*F;G^^Bl07|7p@AjngS`I^t_MwO0tMYO^s5J$`CR%;`1Zd1q z6(@r-by1RDA_^T!bhT-X*y}=L;4WYTu7K&VhV~5ZU{;C&XNF9NBG>{*%1i^78S3xo zp?vN-ls+Z^1@$_F40-^fHEbl2IVY}Xh^k0I_0%|v+)|T;!9gvWKQsC`qrgDILt5lh zvqbO5XwwVzhbaj14EJW!SK5gY!3_6k{6EXktDb-YXDCqvjS2K;l7U@%Kbkmz7F(83 z5nMh5!JdF#btdnK>CzwaZMIWdk&iojyuasJ(|WPL_MtU*p_v-3Y^L@(N5<{@!(1C% zcF}|FRum?E#}q$TqW$Ul1+8zyhuv##`Eg_K+UHG{tT0Vc;gF&S zRv-+rTtjNCtl_#@XFGnUC6+_V-1I0rcuem;aOxrr{2`+j!C*dQo7>W0tQYmb3bAX|8C~Y zww$(+$a4uPBt>_u|8L64_{zThC>D=|;!+*@JA3k*E#mdA{uMNaZXT(nhI$-qquS#| z2S}vmD*d^2ls%LV#!XN3d{?U1c0bb+<7iNSdJ;F%3cymP@M6BLYua7v*JNyb>!Q7B z*RrcH<{E0q2bA07RxADlNSe7q?WfbXEL1;Be>jZIQZ6xvuSJdM_ZApQ>;{3K^f#;iXQhd~rCe}WabVo$sJUV4lLA981D!Tk6%+H(vCNHDdDp&H%29c)qRbkLTw74wwLzsy}?3`$7|L z>*ez1m}`Az-MnFNOpq)kR2C>J>%1`80uIVT>e|<5$WB035(#B(3ZSy#)lZ~k)9sTg zCpR=*owtDay{9DYSf}ztCYkhAM-yJz)%hz}#iQ&pWB|???>;7Cn)$Ox2su%w5D7ha zx4zB)?I{oDSf6nop2Lu2<{L=Kx(qZloRtuVhW0`#&wk$@Ck9J#)1Cq~4vV?rGLA&N zVD*!R`NZCV5yydTHU;77HrkQU^ny3M;~)PdGC$qkbf{Up}p|I6{Jjvrm@6L9kzf6n=^|Ivm3)}0oT+r<-5JBggIKW3wDlVu}+ zzezm$Yo1JZO0Hrh^)m%e}psPnE^7K8=VP+Q{qR{@Q_T_*|6 z8_~bcp>L^qbptshyu`D8lxO7hBZ zhvK@1JOfMIFJn!=+6xyjc8s0}9-@>C^4W;WW~-UyCnCL*>KX3KD#B)2?`n4&>iyqR zoAHC}J_yug(LMv2tjO8q`7l<4W`0v%5jhRBY ztt>$WCmG*A+DB+N@uo&FkMW%$kBJe=s|~D;tJYUq?+R6!BOjnd10h>|fcnZlBRq%o zIF2o)y(?`BWi%HHtfTr!4+@;^x(ZhY{+`wkQ{Wm4q#hOJ#Dr@R!hglSax*_2g^^bK z{rL<+Ze^$OHha4N6n69_&V29eHmQ>WhG!_x$sYSB1Iv?!gQJxwprK-92;&9k=- za88_zZmkZzhe(!rIi30-SOz#EE0=ty{moNodT>?4f}mP@2r~J|M&P-H{xTetqnTqLYP>wiua!$ zrjx#mjs?jX>J9yMkgngsK$%};I_%~PGn{15EsKvy7X@*rjK;{Ns~l-qff6Y1jjn~? z$K3p^iQgfshCrNt_!Je0hOK8_`dpXl?;mH7-C&tfGl-0WuaYQW{xq0)voa|`gjyn%7r>!;%8>Ojk zc3s%4JU%R*tj%95IIxy#*9)jXRzlYTpYncaC@_l}a{~OAzvC@r%yks2^-VU+qRnM`zTu{p(B!6>*&GBo>H@|f71hJ7J!6W_~V1`Ol5 zY>ee_V;Chp%0s1>{!x-f8N?f7zElU{FAIaW=bb>kbQ7_VKGT3Gs#mCp(YHeO#U;%$ z!{$meS95DdT(ZJ9@%DRTre_)UpAdNWdA~2R4j@*1Kjq_7n?!f!Cm5QQhS%Zt_}e43 zMnrS9BC9)(URCTz7Ukc)P;pUof}DFJ)(uMlB{HozlJqM~SDBoCZErA5Y1p>1wAf~K z;$42CXVLZ1!*J00Og7;4>y}8UP#?@>f0sbvwduojVq-na=gA+UL{9P=2bygsoMDZr zd3zmzIfM*%AcN(cDolKAo)Ny>ItTVQv>L=E_}D*>Jndj1Eb(oSy%A7YQlh_wewiK| zpzI8h-?Ao(;c3|Qfm$x3$S2%U=Zr(opQ|k0BP%RMTW`H|>quj+es1o9?-Or7C#C@2 z3q49Ir>7t4kJgnvS!^R4tR6GLyUz^5?Obq&_%CN$2Usa8D_$wxk64Zfhs*?*+XT@G z4iEgyvDf9RIl~`nnFnX|?=;>!(CFZecg7{}>T&Rl)Vq{uQddf)I_Rs94iu~}97Ptd z!V3PL$aq{o0Lk-RKrW@6uTY#7GZAPVxC&Fj-!DFbki97`(b|lsGNO-XkiC5#CsB}v zs(B#J{@z&?6+xHcPM_;tbW1>{+z&`oOxq1LV4*+IA0W|oG3c3YiPv<7Xi zoQPF7W@e^;wl9d@^Xm2i*@HgJ7i&&1U9Yn+*>}xEw?^gY5XbiXgz+aj9A73y@XtblsoyD`&USp`YtDCHfSiH8H`8|pzSS^iI-K7JAV zzIwK8w^h`h;+Fj(0`lH>P9q(AI34TPmNRzkAiHfxf21dJj{5hCwfDqhr#PiR^&^CH zrUfi?Hr2I$^!wFl_OT@d5D4Z=>!mYJ-N%-NcWDbpKUc5g0`mN6geU0<=z_p~>$7syn z%014=|3o09aw6_WLQ$T{EEBDGvwZA_ryJ`Jpi;sm42~<7EUa^vP z?$i7G8IM1Sg2aJb{YG5sx3skuc$(5c z*gs>CxIve@LC-32HhGxT!E~ALY8Gx}GMv~WYMJRhu@BuRHo|%GmKzT8KXQWIFZ$t2 zcr8i~(`~Gg(;Fp_QAoF_+&;CY>Z7Q#6s@|pUY9Qwh4GOeh%RikuY-t|ES-7c5JkRC}Wm$mq%@!ThyMa`4kB`0BQ&syH$Sv zOQW@*UCz+zLV;=|IlKBaufTF7<;?YX4t}|V83?_dDAW7&fU=I=*L}SbE5Es< z>PbegDvCGO&juK-HnMJEleHa!%scS`(@)aCexWn^_0%f0=V^OOtlznlaTy(^lOX(T zDlA&8Woi-(ZF1kCWCOxa@QuBBv_pMn}@+C#zs>P%~@j06T3*J8d zO}C4J7}!Xlf3dOIslPLPe_^126dg_p^zw-o4zR{@7OF0!cfc}9 z(@A84u-q)0&JmI5H8t^6l(>Ff z>74n+=aa+g&TW*-$fOiHAyx;g+q<&W#(IW=T1P3Es8}Qe{S%K1uyoyis9rI95ZPdl z*Gk8BS4x_t$Y>|5@fFH3HAN6uM;*-TNz zN-hW~2Az67rFfZtBs0!L_`E6KF@c%64$k$bRGbHY>MRaX`|@^*FC1jQt4PG=JUv{7 z`5K35>1(=9N&AcJtC1%knKYed+I2W^D_zsv)g5W44iFBnpTnN682c#7+T6ple*X`- zh9t6VbR$pxo&6{MFUx5u9ngeVDU11{X7X^w*yz?2h<}hoO9)vCljt=)dnl^_ql>8%uckr;O5!3+5_O*A7!qn}@_tIkF}CXt7$8WvdVkbWde6X(L~+ ziAKo8@a&5^yrJ$q*%eb`zClo1BpdTnWrYFaG>0G5_BCl9RFIIS znNp}pg+cgx@KLfeK0kOoy`XQmp7%haP%)h3{hb_fXNVsp(fRS35uC%O6x#@1?BA}Z zu9v?n-5m0%_0x9B#1yXm7x^0lQC%Ld<&a=5wYp;+_zQxk~2(*|VxJ*<)#L^JYo<}2FvAe(E4cPHKy^eyMdi>H69#@_+$T=kiEARXiZ$iz7;r~SwQwMFqzl)IjG=7 zzi$-+tXCE@UCAaT_Qq7vkp}ACs)IQlJNn@qQ|Zgo|c zaLXZwPL>7u+-K7iB=5eRTS-6hljJsXx8*H)9p#?3d@xfSolv2@)a9I2f1SNyz_5Pu z8z9nDmf20zv_0g$iH=?7{Old)ns1pryjyi_vI_IVAj9Bd>KMhOSW7fn%0a9a6N|=A z()l}z5|~t{GyPD@?dRr%>3jyNeI}p1GXi#K zue5^k*$4(TI~(q#f{j~Qcq-JF<$T5+bp9pqXKkGuahS|--9hPyyP(+L#?0Zuo+@s? ze|hPSbaYF`*Qt*5}EJZH<-7V!=R1({sMBr?b=WI!ZSX$5z1uCXVC@eN%wErbgeP9PEXu$ z{bCpQz1E&)e_exf?{0s0e?VD?`14M4M%G;IB~UCUO-4&lU$Pt4t`@RBCGRyaUhi0F z%pSsu((g+tMZIrpu*s6R$) z-*S82^IsVXQ;L_Wi}B_LAB~{Jzw^s49kleVeFCk2(EYDB3VLBVaeOkIvfnmfW~<3X zCH^N0WGwGRIz11{(=!b8R>U&9HAg>YIkFi`e^h!Mm-{%?=vamLWZRKvXc&fcjfP*3 z|EcO>-P@K%C15x7Kq*cAXMu*KipC<@zb_&K9jMQlQ%i@F%Q`3uf>h+L4B9YVjw>^_ z6XFac3+my!_7m-1jz2HXLK;x-nkTiUZTQDZvTDfP{tgcbgvah zR0Wam$#w=<-W6&yQ3rxfI+i~wboqvvQZzYx)+u_!MTcA7vZ+0k?qt$J!O9!zu>^Ug zfFZnC`tv&#%qL@Nhi+&HUfTc01C3UngV`OPvSraeHM4dy#rR?cZ=KoA3o9-hxoP88 zV)>5t-Yg3_Was$wsU;M$>T_cWdP?7oF5Sk3!FhK_&->kLf(m1kQCfD&5F>q*=3vmn zOscGL$R|da&t~44Nn%A(c-@P3yX3;M!--97-}E4XDuH%ZE-`K$2zQR&yy5We>9+H> zKHJLs1D}oQsb1`^y!zs&V)&{txWXr&3`um3BTK_=nkuH@TOs!_iQ0oV$0)N1L^-k3 zT2oiE4qg%DAE}m$pVK4=xm&CICPtbXdk-!oQ_ zxaiQ6j}caQQuvRup`?aG{Bbtx%b^COk#zm(bH5zNhf$FH3Nv`3E z$*<)xxDmV+$j7n4&YU$d-1r|RqoKt<_sh5R-M*eYT&J2vjqyX_;yLk}mwMR9+v0n? zo$YSoR%kAD{6b5Mw#HLti-_i(3RJuL;r&e|pRKiO1ZTRb6tun-aWpERu?{w>3&)Ko z=o&=){bqxjV~U%9UvDeOGm`m7WYKz%2wS&JOdfmp8@nw7*ILdaK#`0FC=v z)~B?!y^;QyB%GnIkieWMs_^yaVKKY*W0L%)PU317a@B_(CEV<(MvmR{7d-h0&5Ot1 za`rxY!|#y6fyb4p-a{|6Rvq>KKImc*TRTmwhTLKLJ~8jPPq8(lwr>UvVCJYbMiooy zrI6$&>&6ud?KTJmP_qSY2YZG`V{z%!-_b`LY+boHc4}fO9kvFc@7qLjy#nm5?W+I> z!>=N@D{`VO#JK37stI2`GwfP;Rr#Fj7{!0}0=j4An#1V|gMQ~#s-&25pxPB?_bk@S zo#Y(w7W9y*2}o(8Sz7<`OFz{{<2OV+`G_U=yv@ICqt!a9tP=4uf0(H894*VxgOe&9 zZC1vf2z|Kc^T6|wSj_6v+59yng;U%8JURMHlYdV*bCvK=gAQpt%JF~rhFPg(C1dLu zO`XL<+i=x{eOfseu)m^JgX%}w<9S@Jr_65)_Gi*udK}K|#eF5;yikD~d=$obV|05a z*KH~J!?3gs>YZo036abtg)*JS?B~=;ocQF@=Ykyf`c)xJ#->sprAqKN-z<4fZDu|x zsQwmBDXDw+GEP3Rl(Nt622*o=DaN=cnz{gL};Pt?A z>N?!0cHbMcpEe@mmEl$^aNB%agIS+U1J@h6p5I`tEHx-NbhA>ui}alpY@m!?wYHf1 zMDw{}mTNshG0KV;NqkgDo6rl_!;b0;e1C)MZC4WX9i>$ExP?#d^S(cO3r9uM9q*Se z8r$VX@J zA$=DNT41Ff9ed;x2iPifC_0LuGv4od=!fe&qaHlxQASAEBVH_6X~lrgSOG9o5FMql z{gQkCopT8>mRegXaATlO@P=K9&m)TrEQ9sVe1CjTN=zB{;QMeC3P!+4`zeuz&$4V6u6>4V%B@JUK0f^OQ1I>fSj{&vlav*I#yv7*|WIe_Mb72u;XU90H2CUccXbRNHB@5y;i zU{{4JTU6%ADC1|3wVOV`O;Xvlww!k8?N>H5sjdByK8|6`&mOjVr&_?w_J`-q_RL%V z6{f6_7GZ=3U|-SlJa(96^u&^a!)$JW$ZR>5Qo8N1TlsoYVjf&YCIw)|MU9sD*tNWZWt}KCpzafI?JEM;-f?!mmeu^NTRVmMN`}E(6`?xs zm))UpA@*od6EdYDxivQBI}cOCowL3F42B_Gin)&LqXpKIA~dD0)HzkHC9Ufi^m%G$ z^rl-p{AUpy5L(|u?m~3buu?JiLGn`29p3iNaISsZ_lUQ{8@#3xYt-z4D!K#NB%g8T z0){wMJO`CkIB{HByr0hfe4&7A9VP^yUo(*emM0prlm5QnAoTQ2-9JZXY{~1v6W@w( zz2}^GSQ%RsU4;`uQkN|16Mf?0d{)auF|QhKZj1*3q9wo8S4R+DHFQP@`#@RpuRqNY z{KG3cKcJ`tM7w+bvn^yfvc1>d=SM_7{LmNbbkOU@iRWO`UPEtw9R|Xs&EVuJk<32_ zWu+$a#qo_gm1ns~uMQ=7G#^`>n$~?*#t1Ji2zl@Uu$!I3Q7gL)-#^^q#`D<2b1-YH zjGi%(d|&PIxWVN>Sj6jrtd0@Z(_MyybDMst3Qf7DZ}D!MV{lm9j@_R~nBJ9$*Vyr@ z%F%P_k$byByaiMR3?vs-d!Ix>a1jCV+gVwHPGB?49WxpX@yZf)2|izRl=DX{e{|=> zxIgTEd15Fj+I&+~c2kdIPPvY-FK8c_JMFPDQqf;q;p%H(XNPrUl7~gH#4fI2jpJ4yhe$``?EA_t{pfuy=%qlGK31$qO zI^`svz$i2vAEoCwkDDz5eyoLigaPtUTH5Jb&2hn;0q(?*^ooZ(g&h|>A0Ke)2N^hk z@QmwK?oTSwQM}R0oeI~(ShY8Q!fmMwCzB~>ExJLKAw65NSif@T!Clo((G`mvBIQ1@ za;+hwp&(9_h})^N<}2xjZpJhAqA=x6rRxq0D$K`^w!4t2roJt#Fx5{%Ms!Y!s zTE%`_t^V@mOQ%!K6dTArE9ar_ZfV1kZdvU8hF=%ZSRLV$k1f$+qU$qu&e}^s*Z57& z7EGOgZrh5zEtgJfu$(pM_{QBnhmEIUx%!UN`4-{fv#WT9@0~mp=dLO8g$HBp$}BKW za=(f%P*0Kzjzz8{Nthm`JsW4xv?b;|z=4!-Geo4}PA*6HRbQx%n7>f=L~dqxz`14~ z5pnx1s+h&*DU2~beqT|+3{%?NVVKT7w1VI`+2lEad2Irl?IKNDFjPaz`?o;W#BL*@ z_q)EXYbHzQfh+NNb~l>?b0g=b!iEOpn^7f+a(=D4%lZ`!zHr*A6c^pzKC3+59C#N|+Y>6zPBVx0pyngX7 zZVthLZh>%WzC}7`B&ZrrWNV>BIV$Xp*LZ)fs~xjmhD(ebU%Ki!Mc&0-%z)K{*%w8F zP41liP6YRYnB=njK*gB|r6c5XwHc2#q03??U&m(GK^FNI-0jWS^Go;U0a>E`69;eHFL6jRp8--Whs)57W!-kbT8&_I{y zOcSbpK0WT<))fsr2Z?<5HM=B^YR(IaD#dZ4_-9U}zwJ6t(HLw^LSy2Qv@?B5-->-t z*wRxmH0G~7Z;X5mm_3L&`c)jjO&Bf_Oe0zS;R6R$Q5*_XmTYYXQToXo&q^QXxkv}V zX+7T7IMI1%V{^E3Ri@e4Fmg`5akWHf))7m}{+y#u*)~64MM|e-^+!QM(9=r<+PpdmQ%aKZy^jD&%ylOh0IA(?3KKoTTunK1jzSVi(84A~~wJQ8O)FEQ;R0~OP zfvmfQqMCx$BeCtFpN~`RlkGlfl53BKnDR>Avdh~U>flytZFh2!wObu9P4QnlLs~AG z9o?Ca%Rz+qo6i{knltr3-NtF{x3Wu>|7`Z2=rLtO>Q3h?vyO@z;B%6Y5+ycv_5w7v z6PgOMHt(l3bHZe_=D)iECpCZ9){oahq?e&rD{`o|Hv5 zU&QVZHQJs)PkXLaFW;$Iq~pCG2=wC@ZZC+X9T&rxm&MJLem{AsKS7j^d-Hnkv|KF)cd}v{(gSem|!*>e%^0MJ1Z8tQ&7y+mQ-y%4%mGR zzYf(VbI_1>W@GASO~d@HP11lrq{|E^(C44|B_*TjuBaxB0(Y5D6rO&e<&`QLEN&i= z13<^Z)CUZ;s$Ha-*Q@UNHgxnEmft!FPJrx3TfDLIN%O*MU^o_uQ(PtSDM|GIKc14uvWUbsb2jnf0Xwq9Z*A zR`<2KfFxxNeD*NWXWI&zS9F^(WG#|A9~iTVct!ifungPJXdJL7^k?Mx=Lu;2Q(~ju za&qIP%N$4K5S75n~$vbv_5+}vvi-huvNUIpI_4mkDFWle%-)G+V zD8D(Dr!$|SCP^fnZS!To-b<=&oXXm+|N8FSsFBO6&&^1y{n47Hk+=ndgP(i}YYc6A z=?5a(z-iH{i?@ubqTT4rTpcpfKNvzlhN>HQ+--98b;MEo!cT}>@;Zrwh~thGaqkyN z-wuvE2<^-2dt@YY4b~xt2TD;k^B9lbE|*K6Y)L02HEkEbn;^5Zl!ox@k&SDfWy=$f zU^YsZgXvbPXH)=GrmRjpB4~^^WbY{5yJUM%x@pZBEwk{2=-ypY&UB+Qt)4zBfHGRL zC-iOze7s|ppUOldz?ZU69nC@?xO6eU5WPuoE`K}}D&Kl$j#p>ABzIzy8f2&83M^Da zA%}gL!58{e^B^xYGqmuXL$N&I#2>3ytNrqqSU}#|2u{Myq_%vxrdY0~MblM3 zjpw$j`JQ4mG&F=56-VFU1$CHpaQrqGicRJv1DYcIAI4tagbq&lzhXgCgW8h6hL!A( zUJJphd(|0ZF9Ui6J;!SmwWBP8PAz<3z{|<%T-6f-j8C|*mFjPohEY-c?}aKAYAmB< z^6qHhUF4S$n+Eu%dbu1XUOn49)BNX5?TQu5?fm>O;fO=T8yqON^kJoR{n`eU5taCo z)6z&z$jn%9lgKN_`m(gk!xtQ;{(NL4PbTdp@F4$eH-^l_6OFtS0 zz|noRg~i*Mj02dN?|7} zIQ9y@`gRkQw?jBX8wb}*`MVb!t!Owkua4Y19@k33q@2;N;AnrwnQ;BB>JtZX^N~6~ zt#4zcz`ti}o<=)26;Fa@%!`wp2Btaeqi zhn=;K*p9jQWQK?cg$xkb4Ej?VU8L>Qcfu$H z=_tGxBxX3>(o24p=x}W=Y6KW^C3K^_*ec$=d$(48=M-mMLM!T->tFj3--g74wUaa~ zKVuN>E$u=-&ae`ZFu|~rFWkc00jIJxUZw!k%<>pfcUR);%%( zb;bX8k<%W*wz(z$BN6&p76Gr(T1TQ@qNu%~Gv?&3iPLRR?>P6F@z{0D>hYx8OTS;# zS+ur>rg`OVh0fB?XaLtiSE9O(l(it{0Rx)q9-P*JmO0I3D{FKFbHuR2$zM=`xe{dW zf@Dy|vfQb8A&@~Xbi?wKtJ9#uOC6Gm*aX)9S^k!m^ZA;^Rhw{rY^K5kqn@rA+xvW~Er&-uA2%$?lu@1!XLH-q5 z+Di(QJ`O%BZ^?qckZ`p}0h8@ESrCL_{6i>DZ?o7feKaK9l@}%T4L^Qm`p>ETjG6t6 z^vCfddRk9Ph8Ny{jPRF&6G@)>2zXb`#}VwxLBxWbpI;58(5PRJQ9WblvIQvQ^ z7GU{TUTTw+P$j;cliCuq8+dAk>m}62?R!j$Uw{7j`FWG_M+GoOz!aeX}2=BQFVql(Et&mK(p(|{@U0B%q@Ib-u{C=z zR~!=(I9iSNWYvi%r{T8R$g$T|4sn)&e0QRM!KpKu#+N?!Z0tPySrf*w1U2pWj7Kt) zat_9e+mI(_8b|A=r8vug^fFu=7*L%F+57N|!{eeiC|mm8Gh`+0Ao@0L{An&~OJ#&D zBpjkPO$UXJ_hZkK&naEJEpM3>H=ZLq!Y?8+h9CbvbL`~}L1yY!c4w#f zTX()OpIU8Ah&a?DZdYWT^9=inseA!?L!FGt%m(Ep-T}&#kQ6&+B;p1RlwF%kiTCGj z{17W6NKgmso=8EoMszRwt}N2arU$B_@ueO9`$+)?(>v8Q^9^|s2|ZU7rVmZr%R!+r zbHp1M0eL1Y$;l@b5OCfkAs*u0WK#j_RqM}#D`r8}+ZdIo8aDOip0lz|4h>iBQmAL; z-srjSdHFnVVY`%~+u|VWey4)eAbxy%`#l0XmwfkIy_^J1?peP}p-Cgr4D?Smaa1hI z+nEmS8U6)vyqkG=OsJZCOy&neR!>@7`N3DBU*cENAKN8gR#$sX)_zQLRhd^T!P^9f zx_^Ybrj&+gQpj8N1MXt%xYoVV&#wFz|7pU{%A25u{v=8vq0vM66AV@dT=-M z0OxG`B)-*2tbMThJbOfrcBIKZH{s_Z)2zQRx8iwHHG^JUg>M$+d?`;j5+K*i-eLx)3ky8weDfJim7&@+K=jA-Np|5e8epYf zG>vm7^<0U(XJTTq`u&m1PUY*rzMpN=%$z|Y{a!~pj11hJ{OAGtZ7d~yK2sbaj_kX= z((0?MjPF$zzlS{{>p$@h&dZowu`MLyZ+UyUM_{ML26l7;U%q~EM}@vwbN{)( zk{k;*p8^M>UZ12>sp6+kg-4gCU)s-tK0C_{hcH!=$!zb_rGuuIHBI=ED-1{%420)t ztLs1pmqJuxJZ6v%QrGYD$mhP` zQ~xe~(MAYEG+YN$?~0&@hV>KUGs4TvHB;Q1tv0)cM7@pfhbQ~Z&%Ut@+<*S)kaPDB5d-i!uZ7VB|GntR`vW~)SZd-jey$o~&wmN@$lc&MM z@K81dlR_&!1&PI*EKmtquRXO(y95y{{sml)GXmhkosX0BZ-f>wk}xsz=U~3!ey7~OZ&X3IuQq{l>^1!S zjP@Js6s@sN>iHkQ!3lVVq8Lne$IqDl32wU0 z{_b){X=x<~p;f*rVof=xZdYa)mUGGJ?|MMus_L_E%>eJC5cu%wH44F_G=99*%ZBL- z@KowYijsJ&#?-r$&p$uE^gT|8iQ5SkNg zkiG>(r9(G|cTNyIuHo0MzrUR*uz=LTcoX{-Td#`VkeQdC46zJ;f(sc0M+(uFuNt9R z+H7|`FKXwQ$RRHaE<#e{$^*#&b#nocB_{*>y~U_HzU-zr^6@6{vo7x7;@>BetH{p3|{sHRGX#*)yg(nAFf~gZV$X{8R{K9Mkm(X za?qjGep$%nKml@Ly_M__4r=2~tUO$W`CI*0$Nbeky*q3TzOFO}G^2WdW|3Y|*U8`h z6Nr(a&xKQe=9%%xt=Gr&Bu`(CzjFQgqFf}W>Bcwg1yH_w_k|i8+v85iTf_(DO#n7L z7!^-piZ%~}Wyk=RF?sPyO`{Nv)mZ>d(K4Jrbr8`n0<{N`^+`j)!Dm!r!bml=TP zo&FOdvb|CpxSFhcC#)I@KXh;k1lARy>2a#irqa>(R^B>Ne>7LOV7Cn!x9P@KRm#DkHgXf~2MTlfexHKseY{#w?yW*9V-; z)bgl|z?RP=^}<8OE^ix|6W1N7IS8T09BG;Mpf_gIPua+l56}??;q|6wUA%jYyzpB= z89sijn`@^a!WG~|Srd6VT^L}ABOFh~eYzZasm#|wPvlE_@;Pm;GXrOG;LBet0tv3!(f_D2k8a`>oD4HFSDPc+fE*$dohJo9?Wmy$p~uDDcjc23Ks z#No55=N+;Yy@yxrsBGwLOVFc)1MMb#%IxGG(;hoxAlg#soXzQnD^#sboeW1jF8|y^K{o~&xPBh z?s~u`djK;s?|i<x_9{)cb1!uv z%)IF_59&Kr8`jt$03b)bqdpSKZffhR7{$`o$H!Mi5$G|+O&M5!wJc^SkXyRZEy=^7@Gv7$A z+HC@jx(oRdufGC;Q-HQ!d8A(&6r>)X1lthoeIO}NKYniE>f@jwZaVfTWy4jD3{Q3R z6z?NB>rTumuUUYOftiYC$PmnK zprosov+i>x%sILErunTpn6W$~eBtJXU6foK6{HRvITI~BY zrZu_BpFk!Hvi=X`gu{?DNxLYTTtNJA8wmV;RWa|)x$K&2)YR0-+3iBO<&H>tAWP=h z-S_@jhy@%s7}tBL(M43T+0{&WrA2h0o_~s3#5Vs4eYOjmA zeH%Hz2`JZ09S?QjSq|s1&0D@y>S~V<&&%YT&!=VK@%wpZ9@=C7%&s9=No^Xs^4K9& zsg`s=7Y+;w=TeD|Uass~GPCd5b6umm-}SC@;}4k@r3hrC!K1kPw4X_wkXM@<{Vtn% znzvps=G#Zf|BtrbS*5o@el9k$5Fq3(Dl zzQ>Yw_fjVWoDiL zg>uWFftY3iOop1}b{Z}?9w(^!ZAM%w^dwT7^_k~G0+xj8Z}@0G z&guNdCl!v_&JJrqiU72B?;QLJ32C_wesQj%H8g5T-<9{aN1GN^madz-`^9=&#k4581d37q(1ddR0=CYpxp?1rhWvW}U z;j)-I{{!6?Q9B^hx&|p+)W!};6UfNARX=_-e<2`n4DXiaFDwUv@2^kme2Xgo%jEf>;X_Vc=mTrpb{XDxS^Y%l%pa^3vwPugPLNNj0_Om&*nd! zuR!GQqYycACba6XAt&lV5ZAt|9hdNC8dKTYeyC_tuPjN}bC9{@w~oe^csO<)S60+etWd#?UA#q7cSMfaEr3*MYxi`!L$*li|368bC+qG zRO?9l>&Jex2MW6Sg@z&O-kq^_cD(|^8nFPatsS3==7T|=M)SR4@ z%kR{XOJbOaW@qy=AJ*Od+v&UVOW(1FvTqSfCKHo_RtgSPa=BG9*5H=ExKtsiPT%kA z(2@w8BrgsBJVTuwo9CyNYM{Yda8Okl2lc`xBW_vfI|LShrlR4-+=6P^>_3Tg<@sDBCN}8!&U}=Ytj)DW_ox?$ z$}61BM%!TOFuLYpUWn*IGpWZ@Xqo+EGbh9|c8QEXwH zB9wS$aAJR_g!bjXt>VAr)WTt#F3x7>IsZHOQHoZ?$JYF0G$+JzjpqwF8K>lzN6$)e z2}eGfyzov8WULhbK>_r3hH1>oi;ICJoLE$re}G(hf=}AnKeUn~lJ+aMlNaA`k9wF$ z^QuB|+yOQpUpMv-p!_e(Ljm$O%_mS(zNGHLXF4%*-1)e!J7W>1=2`4_c(~WxK4*Zm)|Xb ziZ_2@YThqke(*o?!2IlS{;`w|=G5({B)?{*%9i#?KIVhq#%Q77fNYTKL(1#{C`WgS zbEiywNLZg&8MFP$jGvQN8RE83Ct+u9(HgxsGuM*S`@&s_Lv%rwk{kRL3(`63Ed2yE zV)Flq++S4Fu~M-glTgny$hbU6wJB5$Bk@6-KQAsk@crI5t^06=Lq3#@kW80I&8W_fS9?&K? zPPOJ925v@+1~|62Ka9TpxnkRX=00nxWD+c2Dfn=X_aq}xcV~W5M8pKfDVg8*FiUc_ zQoMvy3A$!u6f=Bw9W0(n6K$nlGi7+TOakA8o{BM*uR}PC+kcNht&P6SYGHI~Qvz(QCC9baR}}x%H8kNx2M;zr$Bq_)E}`>> zHmyv~l;$OQAgUpnoq~(-%Ab9)nDxk%I3yH8N?*p!QO9ALH*6EQx~Jyxv{u)XcNCVt z$(y7vKVj5QyZrUc9O(K3?+!h7sf?4{qb2g{p^aNr$(eRgp^#>!rDZGGKQq|0^PvW_ zyzvZDhy0MV__jSqw~#I!dtbKjkfEFSPvC7gFUst95cSqBn$bS+K}RbQY(GD{w^&?o zg#r#k!~YTux0?IIO2Dtxg2|J+m0ci8jH($XG0HyDz8f zgOC>YvbS5(gWAYkAL5SlNo*pQ(y5DrX+91MS}E`e2X}GuS>Q?**(yNYp;S>93mch* z9HVz0KDAA@R5_DGxC@e;?7DFt03UNjK?u-NDz=bcH`C0LE+66eSrs8E>mb{fw)FI8 z`tVt)*sZ=mL?KO+sLnGcv%tjas57J{JcLPl1^A31(@$mA{JUiF;4qv2+MU{T z_|2d*y3u#*1P6?#c6liT`Of{{1K!xN4M-mx&B@BL^Jr}bS!hokTCJDAwt{~82-iw` zkL{)s@1n?n>J_0y$5V+Qb=~>`iQQAkVKNqhn{Z?+b;J=kO%`$fC~|OJEY-#`8Ohp3 zG46~Fk86P>UsWCS@Y%flvx>8#Lo$`hL~7(HFrcUx1?%6I+$n=;WY(eO1ho`eC?uYV zBt#KEzz`EDleQe&$DrB|k-b%qs_H|aU@;XD+8x&o47wi~{rmg2x%3{@UGu*j17@mw zEpJ^%l@TzMIub#^>dStamfZp9w_O=b5ayN6?vM=iKCxt9Wds2A@ix7WwT z-Qs;wPxa72&8pGCiwv|>kZ5`hDDZeUjN#+ya2D#2l%|_@jcXzUz!hwL32mqe;R6IH zb8Qh#`Lz7{ClAW(F@8zTI%~9k(o-HnxmaQQK~Xo^lKsaacFAOuG=*d$+>4_!Lp)i8 z2Z(3AJ7_l#Rq3+NX-Ni*#3eX&2||a(u~o64v2`>8VUycp@305mL&7Tp38B4LY%`_U zx|ZBCzki|yS!Z^1V(Jx>##- zD8vuB^*vac#=oEf6CPllY7?szbWKa5;lA;=uj3<-9EW6QkY`G07dM;&$FTOUyx3tq zkSDjF`*-v}Lumb^6)^xUp zH-P`k?MKY-)eO0xt)67)KN}?5pE2_c*68fOZxA^n)z?Fh1D}DW0}W~if_ra()$er4 zHjvzVD|(^jluu|S9G=SjwP8c{+-7L>w~IQ+8-74;_ohHTEl!&zvNZ0o5_5IIm4~r% z1di>XL}g=Z6fzM`xM`YXy8{CGPss=%an;L>NP8Gotac4G;G5!3i9dd=&EEUZXoNV{ zvsSSjHdd8V2)w}{r2_9iT@E0ObgF4if%EX-~FPHijIFukCL ziiy*jG{950d8#wHsyk{6eMwLK?MpPy48TY}VPvVr>}dR2xt0KIS2%L-MeBZNY~;!K zdqe}o>(YHQ@~Vl3Bl262LPJOOg;13vM@9rl1IsuBnFaa+e{QAxo$(;#4nQa+^AiV< zj6Odb&WZF?aNvQY;+86noS)U5T(M?hDeWb#QbkQfwqcH2JeB%CUD!FoMi8FL{Iurh zygI88)Ie*+AA~$(AV}6+vv7&ItHAE}-LUe!mYo!|L2&nT&|n6Z^js=ajFWXSh=`nL$ZUB)kDlR3#Sd^#&AqQ2fUSgni3d=#XF-12r`YLqT`5FCn{4vpo54 zk5NZe6VEC6IW>uUhdNkG?gKDSsvWwbs{Viu1r(^cyRz&Q?cl5;gg0R-d+IVS8(4~L z%|b2aCCn{2a7;F7iM|7()FhfyWpoeQo!mkLl9JGr<_n-!eajy+7&7w@rDZ+2xn5$? zirfee@rcRLo}K(`@D4@2{G5rv9rNnjm2gE2bpRdrax7liQb$cPa1|OpaI3Xd8%@(u z2!2KS4$yQzEMQ=^Mx%}}GgeA$am?q7v@-**jzq3(bzC#NVORO{D9zknp8SrJ`F+(| zW{eJ$xftkf{k2olOM*iqfA!x5$sOwSy!hh$c}p6ZfCt@@!-oTg?07wBUK5z*-lv3b z0iYIujfOw$mgF_Ze?DxeukJHcl2DPhE^*F8Q)WvCyR%XgLq!FYLHy5$(%wN1OGp#W z?N`M-17JC0+%6K>kVCn9;nLZX2)bOB?TfxXpxpZ38;=*; zVNOeO1~xd-<-ekG6UUR`;y^_}#bb;gEv|b8mm`eqGel_N8LCVJV&!TljrtM|N$aF5 z|A)bI946t2#jNF>C)hT{Ox|l`Eb&CU98#PK^2gHetbc*Z-tW$cOn~^H|GCA()-qkI zz*z`Un*8{{5VazPh}OqY2D()Y(-H0C5@F&-fX0&DZ5e6NH07gCf0tXjm*m(^^IuX& z9kA$72s+i@;@)Vc^e{g^e)ivfS?SuK_gEu=CKKcGR5BX8pkGAH8U5_{gm&zxgUF@2 z{3O!2A>#6&^kmR>1O;49DcrR_DknCHIFz>kYNUMj=B?kRlvok2}3 z4ztxCTKgN$V8D^jwb8~cs##p|XZijf+Nw=ZBijvFGw{=Ru^Ss=7^K^2A>9ArSi~AZ zt?*aKvttx4c6S1@Y?Ac(AZr(P_H|I*Z&CmEgW_?_7I4Be)718|*+~vc{QpL034JXY zwhBX2GPywe9c?a9q&H58dh0k2Bkb{cWRLIKXXqHE3HHrhr|BHQSSgaBv-=@TFHua# zU%B`~6_0Ws17X`@lHUixn1k|r$U8z&ci>(92urPJL>#-QQ>r5UF!r=7Uq+g>sOMkd zMFB-Xp@L@DbT3IXB|Vb|)RF9`P$Tb&Y|H5b%Z^ZLm0D7G)7|_(m05wNh4j-4lBV^j zu!gF@n-Dz`z5dIM`oI1H=1|jk=fNjL5!|I9=&Sx~z6}H@=Yh$Tx#lQ5aZfg1ww5%y z2tc-8o+z~{v5y=yOqqKV`?^bbohZ5tQglTroLz;C6Ilz1yo89^CN}wAsz6V7{+c|& zoI@qki$}~OuNbs3D@@wBgsBPe-_|!J((M>%K+h>E>$$=^c*=fNa<%TZV zX_Q0H5wc*KWL7UPlw^(xn;bWzuT+iJs1mm&)Yj{6*bt$PX0e2k@Ci+g8 zxq0-8c(wvD(KA!E(z7?!r8biFeP}I0V3BcTtI(S)6Gy18-=5qW8zm18Y6b$YlCieY zsgphqJakatlXqW|z!JUw+4)YV#%bwC;Q)f6aAb$y1^cdp+~Vxf)XCi&D!hEPic1sILtu1fH5{ zzWd6kvY?RnkH9LbB=(FfvQrnemI$_KwQq)!x%ctWo2UD2?pn^iMV1Nyx63;kwJ}~d z65CT`qHIM%bOHi`p8XX1Qasiwzote335<2Vc17M~-ub*7S>Dw2=D9fd?uSe{S`dBUY3mHH|%t&^H4lR=$q0job}j1Q-Jn_G%{mzM7!vZ-5yGM zEEyCeU-XPil)ZbEcaypC95k(S;Cg)wc(XBnt>vv%g^wIJyJjA{E8*__dyBsO)A%@n z11*#ZHSPH$ieXj*IB_3S4Y!_;bKG`qF$}%&V8Ny{7v*E7$?@c=l}C%4eJ{m-Jgx+S z|F&RTTc6Dr)%cklnV7LL5TGWQ9MkP|3S>=ga`)|hz8oUaQ zg?`xm`(b~I|BA8(W0eRz#*iu7k1pKrMw`}jOF~bfi?2=ZNue4!Yv=NQT^*9N4TK|! z^3bhiP^wy!x}{>DPL}QKVMcpIUoc5TYGse7_^({+^Yi5AXiB(R$9$4pA8=P+_pCjx zYj{}Ds;ev&jX;UgLAzgiHz7`lQcC^v^_4s2RdSa?g(~LJx|0Z!XU{T>sREzHYtI;z z&9PAY_rSh4Or7VGum56yv(ssO+BFNLykR*ejbysVb9Uxs8(|D zO!0G*OPsPKtnWc&*8(fYQY@ti$^e$(j4_HC`REBL`utZ=ZwXsIpj$V`6;`63u$AB3 z)1s;>weP!7rOWw~c{>kvkZ`=lmgraPlRMONmk~LjMGZ_O5YA`DZA)$|OPxlWC+1?6 zI9>E-8HNmK+G3N9OXGS7c{MyP##fC(_o>)e%01+bxu)VixukXplXw`Nqy6fJVDs^g z=agRthnLuOunOs#OVDy*piGsU=T7+??2S$L@_pz-LV5oLRaa=jMxrJVG@VTpqLnYe znfxbcBE@ghZK0|}he}xz^b^|xJZYbxXI3)&0Rm1(;kwIw|+%0a1k_Kdf-RIIX;ULAo7;>}7Y$|^XD^2>Cub;J%G`hLT`8S^hG;m=PUX z;^7^5?(a@_AFjz@ciN_wE-Rx2$Gm5ec;n4&UceW1@*>}cL?oHFp{nmf z;cypgjz-%^Vf`&{L#K)A8euPkTs;8a?{FE`4F^pRWL zfN2R7|FQXHH*VG?SmuTJ%aRE#S!!$BEiAi~1V-Z^1bDR~-vk)BIal0l}Y`13rHm zoJmm1akIQ9K4VJa&aA-ui(|_}Y64fHuxvgUO`5o#$L#!k{({t%7cnqA3X&N(*46gtvuc`aL8F)kbX1|)(np*YQ-X)^3-0|_ zHy&UeO~)1==VxrKXB9D{#jcTy>{yKExwtpO zM2b-7@m}k?+f*Y%x-njsJ?S|EG?A3KzjE1SD(Y@)78@$N-h(WW`zu{ap^DlASpp5L zh4g5QcDPJFDENQfVd-5D7BgK;MuAXsvC1897n(NuvHbNxpN) zNmfj1k-3P9fssfz3&nG{jXB0lj1*c)mlTj4Y8C5XzPC^^z?6BEOYhyNfCCh z$fH)lgoO4byMt*K#eddmr93sTg}oGd+Dio105MeUS`a`qvTAf)=c!{f{Uiwr_rb)< zS>f?i6f^J832FB3`z!bCZ$0Jwkvg2GFw*<#`s6#5qDa|Xp5cWe{w>?=6cfZ|PI3$R z>qvX{k`mZ8%R~(p=$B{oh1kFMourUuuFvfv!#YpRUCkRNlF_6)r#0hSHfPlv2j<`B z^uG^%BfyE6s;G3n>9%KmA%in+)?>qlyKJA^%UgwZn<;@2S>Xfph6VF?Ck!wJ)&0ds z@p8xy>o}IIIL9ezA&f{RRY!E;`kzuhZZ1A2{kN)Pu$qP2j}Rt*eJ(eWrTr|gLXg4tEdd<^UWOyeNy_o1}8M@+Y70TBr8b`w5LC) zJ2vKo7Q*}L0%~{~N5~|g%FT|^^oaC+$~h{vC^Rg4;D)?JLl?u+@Ag;Hk|>}*_&Ien z!VGD9Y-^{%;*l=0XS+52o^k|XW2Z1IJlacH>K9fC>pU|FAJK!@ERHh97j?B=q#@kv zGEqa4oVnvZDbx~nnJIRohVWnhckMSx`1bwSlSr~Vh>4sv=&s0F-V^DRtok;k67BzQ z9qUyo{)2U%zOUHnRanG6SC9O4)s)0_x+`vxtPu<((N17|;(Ek7Jl5&x|G;~TzIy zqaM*@<64s|WH9O6)5?~{6|-ktC{U@7zV)DN_%nrJ3ez9D-vpg(Q!*l@054-6g~OWv zbVkW^;Mj}wipS!Dfkq1$FwhW>v+S@nxJfMq1Q%o6Qe;UVpG#p!3)9g{)T>t@ca|OY z&)yBkRuOYnAnEGJ38~z{UFMThA(_C>0EqRdpzBKRPQNQ0KlcCVdhb9g`#*m8NN#mY zieqP_>^&mNsElLh$X;2=&dOeiBC_`i2NB84)=jqTk)5(ehd*?~Jh zdC&X3eO;*BhI^J?z06vQ^3dvkNphSz%xs8h=!gq5u`b6aEZD`CB`)Jh309?yC}|Pi zhEuqIh3y9Tmi1n3ioTUMJegbI!$JU2x@4cf%yH_J@O>7U;YDmXvenj{8Z4@upcsD= z^11j4CS8k%9T8S&_1P!;{;`CO$(lI?poE8sJbnG%Po9Tq)NY9O7ZwDdmsy%-w@tPV zRCq2*rT5|~(FU0`RXf>Oh1Ik&rk>sW#EfMB2}tezQUV=GLiXiIa!$e*q-r+i`)(Si zG}wHJS}oYtQcNo{&(4b8m+a`T=S3H^3-+$iU62t&X3N!T%N(Ddx@`m|39EQJv6&ow zA!Gu$=X^6a1UvHcQp1>nS8gp(9kZc?Ohe__4xXI`J^E}P`P4BJrW<91y$F%Rwa$)M z&N-k(lmkJzA<}ldqP?x{b!ccPrcg7w`3+?!xL7mwcnp`$?hL5LQ#Sl*-a-hB3fb7t z@jPH`90|rmk9>~Cr#tdBKA4%ANz2N~Wdknr$B%bh2Gx&LBo53(k9P*<0FNB351zLr zPx~_Mcxl;742E(>ER!zo)agII$;TAt5bR;bJpJ2c3hJelE0-*V2l3mzkBWgt!LfelHu zF_D10(|w(Zv8$S+I0!%eL&6@v@H|ojke=Ye6;-odt;kco$W*mny)rwfu9~_KdpKO6 zb0huFS5~v;5OSx(W8Fd)ggu3TcDE`%*C~Ijnx_$+jd(Ec9@`d@YD#XILS^2}qO^zb z5aeXYalO;FFVLe8N6S=f(Db(-7i!z@u)*Xgdjil0to+Yq|5thrIwdl2vVD@>$YR4POK_ZR%F>XAB?I9{XrcY;0*08DI~i#L*3K*`*& zE}VEiZo73j(qO3hQGfJ=((k<9zN%3#n?0Bm@Q37pve)Hb-*8OE;^ zH5h)Z1}5B))tawyoL%jv?7^yqBq#9Yj!AkN-_qTgU9`EH6z3;pPj`1;IrRF|0rOFxKiSV*8h_fB{ zcMHbUiuZ7ih>vC^Sa6;@)WGIx8W1q;()&5*ZO}$NJC#^SxQylVKz|9H+cJEpzQI1{ zV&;}hEzVAJiI}+EbNa}TnwHl3!0Eut@C;^*%nH%{38%T&H{M1dYZO-ODwuxJd+(?n zz})6R_^qA$RS3JD$mq`teb-4B!n!>KunbV%qO#*EBHr4E2t2zD{)V%a-m?Ho0|eA` zbg@8b?F5=M(E<3RO$$f~-nzxCW#AG!;WA?2_y>Gjcd8?OjM1La;?8F~<|*;NC*SXu z7E{V_hh)b{KJ%B4V4Cb$nPg1@L}q@dih?+*D~4b8MZcePcT9N5Y}~cQaIMK=jm*4@ z?cBQkVaz7}S8-2&pPo#gMjs#TfBu_zM$ATV%#J^USv?lsiY>E=F2B#3CE#`QKLh=O zeKh7|Dg8uV*nVna=eYjhn|((!r4bjRy|7Tbo_fc%qkP10yrieuDQ)}OnfQlAx_5=^ zdfScgm>c1Dv4)5J@g1)u{~A}#1kuhSjMk+3=`?ZA*^Sea4FuD?oH7!+`dw5r^1ZP{ z2KkBw77CDuy8IS6dO9})qC!j)uARFn#uGOhL%}sK0Qts8Mn>i=AP$5FU=x{2^{yBE5IKPQcgiR-@hkwXr~eSyzZ^H}_Pfoi z+NdBn4K4i2aiY;R5PojaLabL?!@tct`c`5=-(A5l8}0ax9G7nXhQWZoEYy=$wBi)M zo>S}SN>CjJTIK?DY=2;(Ol(}WogfjH{?K`a8_5S>TtyOcqD-M-;a#6 zwLWNhWx*;pg2SYB&Ij9FtM6?_7vrAa45J4!^cQHOL`V^E)YhX{w1VdhZ^mB0zHUQc zyUD_~Rvstdq8o<*`O~(Kcy-G#^}wc4keIHmo<~GrQl^d$SBmTps*GT8b)QI=A)sum z#8zauka&Z`FWCdI`4rCGmwmn{w1LY>ylaeqsE2LWH1Hnzd}$z_Da?7hy3%mlj>b9H z2bFNK&h=|-iC~BjRO-go=~4|T#QYcomG%RlvZVKP!sPPoO?Lo~$c`0o6wFy*aG$+O zO+%A3}ivVr-zQl7e<{+xw^a@$=0rvPNu8*q9<$s30dh)X>hZUU2bNXuw) z=Py_`UjLw}MiOLpM~;(J76J#)U)Zil89ban&p|JqJc}1j^>(!pgrljZ75DQ9{SJ(` z2y)eOFxd82cML8pMI10T!}4KLL*Ejg<~TC0=$1VF8@HhKF~$AnC&Qvn0FA?gA;edm z5;Gs!t=gSz-dJ@N(d?xIM9^h>OB9pNePdl&9<3KVG)U!bivLb>sesL3tlSaYqS z2hGE+NQuM^GiPwWY$Kr5|Gl%)-Y&0G^Slu8(Ka7$(tl~pcC^1?@8KhyzQ33iE-Vht zwIy*`4;FrcpJkNH8;V=RxVwLT1Z=^f=xHcPc3eo&Qeum9IorBD?hf58rDt$!)F3ux zzx7vqtSr19ZK*b1Zt&Bw=`?NFqx>h7^PYWDiXc;G3$bNme)ECc!uL7`o{0qe6q#bM z^=NgA?@ze>|r*yldb~6&jZwdz~gS3Y#P`$>@T>suO!(KeRKG92u+0&a|AFl1q$%A|68V zWYG&cRDJ=uiV`+;>jW~K`F}4RhuwL3IXDxu4o0;(3zWQucYj@a?Xogle%BYaf^I8Y z!6B>0*5N`ua}yJ|6Xmfy_&O)YdOf~L`CEt_6CKs@7Hl6mBSTc|-pyuhG?(W;s<3ko zXO8iR;KzR~kzgV(y#_W67?Brfx)QGgM;K!Fmm9Z=+`}$izAP+0{S@qpm3v|pm_@)cO zBrACm@5?nLd5eDGoHex-bjw69W+R>K)BmF8CBdV-N3*a^$0NSG%ex)}>7E;&)0{9gKSQToA#7Lf zp>r8jE7kpFa}A<#?w$?csr@HGdkic0b%Bf6$(z^c?d?1M|47;Q>R=(i9mkAXXTCZ4 zxu5k=2Mt9j_cVcj7{{G&7(yPe5iS7=q5+J}=MqvJ%Vgo!YYKkv#P} zsA)K=(WyJ_?R_}lL`02qL-eE$D3m|R%F0r#mi8I#L}LLIER9RZ(xk>@Wmbz8$`)%| zx{Z;)u^BfSZU~aN`Zi3#yUklWbKoO2BK%mN=ru*;vut>Kj`%!#|BH%FCv;GTwl(ux zQzWtiXV*^9dm)5)#pebDZ{bSH<@T2#M-e!Hvx=!oN5b|g`K8+sy+7GCEHw^|WLAt5 zI{sT+Tug9evqK3i&U75bHXiYiUkoS)46CT_TV7JKn-F2orLU?SP;9#U-bR0=w!(qS zVKVhQz#YDL3AQMOGo_0CX5{*)dGoW`(m>INabZRMBKe1G&rO39LRT|ZN4#AbI`_dkhl6)haJ~t!ou3VHMxvZwyz0GDt}RYJwt#ixZeT7r9^xR$@Uf+17dO}tJ_2(+51(m9k z!<9Ku^2(louUmRJdD~9BqEO?Cu|yfv@d4>-U09$6CCB6QE=VVxaW_Qtm%-!3I;jov zMek|`WJ|p86+Mxgg5pbeW)%9U)vUXJf)V*6b2?*Z{Pr>nW-|tY_fGILmap0yv(C;x z=@l8^!4v}yyKt&Oqv(=ZQ`%;}(xZvTv1zLr>7UMF7)(R8hO_t2rMd)8J^7{0K|4~_ z3I%ym0Jk^F>s2)-)C+g}PG$Zof4Ldt=A-s)dg2wEert&Nm0qJleW&b^Nnx zP*Bipq#S)D!uo{h%ea`MS>p(f8D5yJjswaf<=Iwqx@LuFFLQ!jmtL9t~3-l4$+obmhGNgxjyM;Dxt$)^Cdfxpy|j zsXG!xrjARjhB(fW4k)9@bngFc=JmOremIyri?H+cPV_UBY3A<7>m!50<(zlXBmE=) zh^h*{DelUZu5%?)gf~~zxQewe&VHf)WW0e(@&20uUF3PjVurwucQ{KHKNY@aysNC3 znI|qo`^56Mg_#Z>TwdAf=TmjVReec2npo%nsWGNgAl!Wy{_^Z-?Q>@UiNyCUi?KR6 z5kdB`LgJ-`{jA?|;ZY9wW)Ik>soq{G{<(2+Cwq~hx@A0hIkGc&#+bnG^6w;z;T4l1 z@hj>QhqU)XE}seIe4cPr9JdKj^}UxrlUv_#4DkE>%~7w%?484}O+Fwz4!jd|x%zh_ z(OmV)N9zMYq~hecUX{CafXy2ec*q}LoKxDje0&jWmb@+p&I9Fbb=Qqc2qU<~`0`l2 zY^IFjbSpnm``vbf9?4f>38~^?>qo7NYN%9`&`7CUy@TS89LXclgHEuR;CKFx5WTB@ zydcs&=>ny+sja`puWl6;EkB9K9IB4+Sp&1xs~dS7e$Lx3&}v+omxTtxOgWQ-5-p}z zYV+tb(sc{%sZfuvFR?R-)o@;;jypW@hFanLRo6=fzaa}On>%>L;G@kEt1z%#_yW(= z)YQpP>kd@lzDjQo>O)~>en0D3dIH4~@VnpAi`o=oxE)zf3Z@m?<%$MWZ|;&QLUVjk z2ui2g`$-3y!Zqeriwx)4tADJP_QVPH+$~)?@TlYA)GT=FaRQZrryh3G^?`4w-a;)8 zSN}Kc?cJ?52#~f<2xl!NbZFgK52T$p(i5N zxJNmdDT|H|`_D%4J{9Xu8)neuw-8A2=cGl#yJ2NlIlG4U&TsKli2D{-f z?c8p?=G67VTi9cKEaPG^F^QaMv0|m3&@J24LOi}+an+fu*uKGYQ|5;z++N7#ch(xo&gZMIz z(JPjddYKv#CN?$&=6=5(+f3C~EmbjIn4OJQHH_$y+0gsYU(RXO^_ZU$gNWNOM*lkwP%uen2be_BAi+yp*CiFqf*Xtm1+o5^Yo2vcSU(oc3?ct5FO zzZMV>pxh(AqSF%v^&k;C!fMAk1<{S#?aNl)^18RSy{5L)L^jf2oqY0nip42QhWMX@ z0pX%;TQJL{kT|X;ZE?gj9T0o6X45xgA1gVi=BHVQe3Sz>Hf_1Pjj0H(F;XuWsMAZ_yf<31<}oWy056J|}K-!_p*)}DRXF2SA{ zs1gfp{zdfe0(AAF_%4~xb;LrVwo>fB)2}M^0Y2orOSAZi@1eqSYzm+G#(?UV<;Ym& zCiSh=tT<=OKul)36w6)~R5GO~378=Z=#S6*9Xg!7x5%AX?*wAhIm*eT_-H1k2FUs# zejE8{D^8kg;QLDQAX?JWC^;gFt zb!h8vr{P{n&H_Z^!@?H?^bpy(0Vla@4lh&O=M%RN-4{us%O6&RSFFor*sGw-R3$Fp z-W_5efsNCE%{6)Rah9_x{Z3NiPWF2{7EGVLfcO40NGvLB9=o3&?{`9dYW~=1ADI70 zZEpZsV@l&nAx_<*xpQN_J6R0h+`V-{auyMTTRK4Gf=SOOo~W{y4zDLZoepPGg$ajZ zVlJnAG-z0CJdO1JcY?+~(wSHj-x5QnaX{L#VjqU^Q9Eu?GO@l?sHF{xY7;wNR6$#* z8(tPulKYSy#CGADEuj1KWr^z`~qU zuP-z(ALoD+wiQ*d?RWmhwvHTcbttGLy?@UdE({R|Lis`Mpt4vlEi=k^Pe(|T{ems? zGIoB0{^Td`N#@)^k?-+JiR;Fc`%!JV^+*R4Q|jU*oet*Wdlu`aw&FeuiGOz8Fg!q1 zM0Ek0%%PmqFDHyuPtV5Ngq%b{sY8a+;3jLTGj?Db801?>!@y9&8k!0cI~gRmYzNty z9FejBwM7bl*8ZK9g3?*ogrV4gNFqRb{$zN?#u? zJ+2h%gGME_6F&LJo87H{h^V04kofb6P^mWQgDW&rBp43yfjP_ALfSj!*SZ3_rth7< z$H?&a2ch0c7pN%WAM}6SVj>yrl!E#>gOg#NU?c`c8MgN!!3l^R9f)n>`1Y{~~p<_8EMC_2_Q? zBFh|wqJRAC64wR?n$-yv`nvN_F-BiOSZAr;2pU-QacNW+31 zYR{z}Mz~gv*f;~VW42J}==v${XTN_B8W}d`lfAf;Th0k8Zz>`s`@?e*Q69k}A&&?& zt!pY2^<4!0`f4fzB9?4I5E?z!ieI5qmvh9(x2_iI^vMnvoB#Z&JQJ=KshuG%F@CVJ zIEjb{BOlJ9d_5OYaJH-3Lnc=8)DFwRX1MRfUL6Yy%Pb;BFpG#wb+#n)`W|%7X%u-3 zr3}Au)-E6ahU>K)&%O&=W2N)+*zy5lSK7jy*{qcvGPz^v{`39`cS&GUU$$?Qs}nw! zn`a+ZFki{(<{|#qDQ;u$oJaFgZaPo;@v6mmoZeY^2E;0S9cKb5JDB73na<<@K!G<0 zX`i*UwwiBD)tv>78}&zsT5UXJgw)=9#3B=nRieW0#GnW`3&J1?UZA;cc_`S_)a1B3 zq}2(7GZ$v>l~oHP6$fXJJSb9zhK04mgq)l5+=#uiQL7HEIz1mG;S#a;7VAylQ+Z@Q z{Zb)IU4%xgkQU|WA8Eo9q1*JnPeJ_o3(61A2kw@R*Fqm-QmFJH5~!v9Gn98z z)gDc5#35}55QdnHll*KolwWarS`JAl(^;(isp)d^w&%OkrOSUK%e$3dy>4Sv7R0+r z)%Jl=hAOztKX+?fw&VXq>M?c~T3c^kqkjIjIp6Y0FOw%3s(L2x5-%-1)x*cu8j(Sa zGA=|A#1Ob%?I73EzmCZHOhg(IEu{O_BTXyEoj$pq&LfCn)1x|hYHSRrINPI`6=$uD zj*=jV7bV)GUL*nYAUT;>kMpv)1XEAEAGBrPc5P02c@qG1v~m{>nSrn@8Bi zG?B%Wdwu~x58O|1}14JSk7Q4t<>oI=cYkYi)Me^?q$sBZI{;REJI2?c57ZR#< ze<7h8NA)6(P45;5)Eq^fG^(!Z9$=T!g`nkKK?mZQf@At z66ue1d%9JiG&yH~GH*YxALjrK*ABg@Es848Wi~t5nsXep%>A~l;EjyVUwE9T9`ALh zt-lMBzQYZYe0+>&8Z=0!^sH#%w)vAloB1%(r;)m)_+{~(BrVt9gnqIf;qM10l|nK$ zlP;+Wr}G5{8aGuBKDToXcUKk!oLz60qbNT|vc4*7{(Bq#9hPeBw=Yn{4T@imd!rVe z(9UH=UizA2+jTl4L63Am&wfaLlfsW}+l(QWa>755qFKNUWoiTXVC45ppP@8|svkOX z&OQ#*nv+$N-pfzdoU5Jj)xk+f%3c7hj^n;+cBnFxmgl!+;*;pX5l?cS{R#LeB8{;W z@4eAU!;XT~=VO-07e}OmKicsUcyomm7SK5Y3aXcPmyw)GiZk1b(f_qj&~46L3fnB)L%uydH-U z#49GI`x`{e40Q-ik6N#)^IPV7IZdVyM{1u6QBPGj$gA--+?Zq5vSL+u*ta=ACxCO8 z@y$6Yd&MLPGY$O55VSM6lA)g1%&qe;l-K9A5z20fR*<9CmgWM(&h4RZnf>Ed_F-)wC5qHF=)TSz5(@PmS%rp$Ws?O&8Oa{d#VrUfNp-jVT zVvAO=?db+QaOoF1_!51VBe8rGll>p1SqS`edPlVejyn8Pv*~qo8eB^TIy-O(>}N%L z=ow)kQ*<(Fhk!Sl>FwlZhd`>b{}jL!zl1{eb^Nt7hUg~cGd!Zl^Uf?XkmoQRVx5!1 zOd$uDrw5QG5W9PMU!){R9ebagV7CGpJ1*J}eFPg7YJGI>9rOjfVOFV?m_D!eu4>H=yYj>36Q&mt zB;O({3$zrR1b3ZLarNlBH+P6o+=WCBC<_B+p^T0c?Q+k| zXvL084VF(9%?r;1kgE69&Q!J_JAjC8evG+Ob+hY?aG(s}6_{&ct$+Kn@X9+-mlgOa zU%z!(_FL>QFs0L1d%nmTT-=>`!O`St(#3Zq2V@eDwv|8#V`8|S`HZIV)M~O9G(EEE zGz%WxpA3J2B|#CkQvF(E7Q+-j39n%=_9UGmWXDB zbn&#`GvV^rDEYo*Sb-QJ-H)Anks(f9yt|Ky@c1Ats*>8`SX|o8{tkKV!ECI@*U0bR ziDe0a?zm_g?9EOy81y`t_`yB5i=UQ_3aW6|8hj|7OiCo*$c>Nt47K+pk8uqoe$*(sltHLWO!x_ z$;}@>$-ms?$b({4Z_8R>zrr6NfrryQ6{R0jTVoLy8S37Gl~qr7aY$(F zKQmFvlo#P_2JtB*SM=_t`bD7cA{7Uhzk=m!dkZoMI*$71YZxUhuk5|SjuoS^=o$_)9A>&0(u2fVt>daCZt^T)1sbwl>yua z$f>B?jcjq{52Cw^aeY}r>iD0o_wz3^0_ySd_+xpn7ZvKo>r-*M?Ym2u!*81rqi)N3dVVG&39)|LRrtRciCs?7u^54YS$}=Xrts5A?aR}9a zJkxwot?b~8{oS~pfv)?{xnyQb@e`$Kd z(EXLs`ix;OzLexPNQKD$cZJg?}z1_?#<+&+!RwWguCt+sCglD_L1aygXa|< zpYKSJ32KdG(>tsVSwzd@F)EKK|9MZc_M}mc1bEy(EUklBa1Oq2;cOXtu_9!HO0aLC zDk@MSR2n%uS@v1GLO<52q^#b9!vbxowSHBrgH)CD?>hN}Ey^uvJ;4YTCjXrO-9$8s zB5lf=!*~^n5ptTt8>xd0LDWbUp~s8_mG{#eD;*gxs+Q&cqzCvNKP)-Nce2>#&RyKG zkwR&sfKXVWX%)$H@EEa0bCs^X=y+goAtO2iMGJ@KN&@G zj{SV$5w_qahTnQvw}CZqL^>I(Emrl8okm`5LY zEo>0w9J8*7oD&F>rAwvKw@B;@e3a2%yGB6bb2v;+ll8g7ENWZd%!kz$Ba$kQjH3!s z=%zp=M@EfE-(9EY%SZd7MRi;u`YK9ad`K9*0ppGiet(f+=5>u+=AA#B=cP11utpkR zQ>3a%7S58xa}I!v*BrY_^P%HuBCC-g`8vaML%?7;0$&5eYVTXBX|sBw+~;|-8kze# z1K^9x2arTjqxF^IU?i_v4h&;QY+I^nk^qGv$qgNg;VgDSc=zHt(NCB}2-JaWw%RbCq$ zgby1-V&ULE8x@17!T8Mlb9vQf#O*(=G&1G)rxhe+aInIYmc+X|aa2&;BC6a*38+Z= zUou_U&0-_RoD%ek8yXS+OOBZoQH%DDE?42n<8>#VA#Du@xzPwiLq^S8rkCXw<@<PM1dsI@Mib7ii&fa&PP+ihRE6(m_Ltj0$+AfK@)zHFIfE|TPRJ&)NDz7%(pjt3S ziHwThCBWWTznWl_xrOAfQ`j!%9k|ML7+?l~hv8=mWgv)nV%s5ZQ^&G-(^s`RtU+2T z2u}MuiDa4u@n<7x2T>t2L$zynk~rDjW2>g*)kr>{n0G>cLfbSJvXSv>nih?6Be3xa z*zDSgh*#6=@CGI!RSN`VlZd{d?lLN4Ooz23#TdNgjag7j@zHKFs_{*Dm^U-3se$##s_ltWz{J_AHTYI$fFI*XG=u(-o`w5u($;nd%p=n0bHNJxz7Q< zO6Zs{HZFfzF2lOkh4?ng`3-+dXHIVxW(3a6m@w1eM}oI$S72rAd7+jp9G5Ay*8*p5 z4`fyYu_!`q1-MvLNB^s%_CA27jX`FGZ$8fvi#6QNW# z|0XadY|!*Cn_rj0*oFxl`lQG*TTL!#Z;MHWEP=KMc&P8R2wE_Gv@*;8usc^!NoTT? zS8lePtrX%Gs;j$vDi-n0(dTPwg6~{qGJ$mFoE*K?-Z-u~-TS6( zmw@25P%h#V0~1u>D^ZuOt7_3q&yI?LOOl>y0$!IE^Pvk0IUzCvBbjNQhN07Y$ z=v%b=$}Z1j>UwH^Xj0A|zMw<(cM)~vua-dDL(gdY&9Dh&P!vOX7(5O| zJ6UzSq67_tpX|V$2)n@fAxyW`xbXF+m&h5CNcwQSuk+8F^JXv0hkJ0p70$E--$~Bm-|)BE0=*+M9~PO_ z)3bP-+GOW}XpZL&8u|5N*AkX!4cCeH_3wE5VHTxB-ZY9Xhffq$sjEgv>fypSbWtj< z%sNG<@aB`$48h79cmnq=)TDwG!;4>R z?hn8G?3!u%=L5V7D9i<|4>X(b{E(;dtIvc{1&G>L*$lCFK7NG^Qo~(0F;}C5M<9yw zy96nj4Xwj~H-OEcT(^^~|G4%NUxPafnS>3Fr);9<6%};mw;qzk!cD*_-x_K2#qT>(3+5l&UCVdiy}U4F4ghhjLy`np#3%5MwWUZ zf?d>VPT908PJ8t-?Em5hTo|9PoP@@Exh1046_Z%-+fs10ssxpmDWl>Oi70kT+2U2I zLZBxSc!6A?pM-hn<{lq-yzatlK&lI@yVCO?`C0Q(AWYFox{pKmVsDj^CnF!LeC|UPxHbA_fK2n=w|L-$bC>lf{*`_YMYV1;EXIKdh?n)7B;1NO!NBKk> z!!`r7=Li$vuytGWV(yKYpx7gc{yKEH46(T_JQWT=uL-ilj@}lB`%$p}{cRfBpoxz7 z-v}%amohGb=!VGb{kL4OFDzy33(+MEjhZL+u|&V1BJf+aY}kyH?-Pe56GM~qUTp5U zX2Hv1qjfx#CH!fT`+OyBCA8?XO6D)A!Sy=v-=jbrtnS4fG-I~2t`k~MZEh6a8bdyL zLE9pnSou-i7a0mSRs3KzRNLM1P3GOFSzOiDf8q(TR=FeLjgz7HHw=%3QNVwWX4+%* zT5W$U9LSCy#G4cq^z^4iQRjMKZ{CX9-&1kEgq)+<&%-|_u3qIE#h0pHT;;RQEp4MQ zFXolu<6ETXvmzz_cL2`yPz~l@c^xv*I@l-RBd}-7tqlzYdVod@ialCT_EGaI$r)2F z&qVY+%P;PQo{wIapXWfCy@{94@YtW-GTAc2Iuju`3pBB=i+OS;AA!QQQ2h$ieA4&| z!}qC8{4wdC@A0FnaA0)ep52%*{D(#?qz26xxTi9B^N}h^-DZ{${<(hA z#^!gP#cSqR%>89S6fWWOLf((UDUm*%iEI=*E*&j9tWeND28=1ju$`&-uf(&0TCYpJ&3R2)6h6&1i?ZkaT0vu9+^L2_} zz&ewk-D6J$FlyD3XUQmsrSE|Mm^U>MHi0qX-J`9yq5_)d@EL#Yq{*?!sKQo+>#fhL z-WGerj%d~5VnGnYDty56@$d^Y(?v3gK?2b*K|HfyqxJus!wmrkhye_oE8cpnCvr@i zc!Up(npNNAA=)AMtYVwPO5mpyd}D!mj=l~Eco70*Lzv|Z&tjndO2xU|3ki+)eEoWs zf>({uv0L#2&v!h=!h&)imcTJGr#BR?&t!U$;V!lBUz3A+?yo)PeaQaF>ROk?`J(TI zWWN$C3ae&}N3@7SF&8?P#rb{Pj8k=qNuTAO!ztBZNv>`#mm_JcIW{zAW$NjCStmp0 z3$%X+?scOI4Me-HOWLf{@)V}`RLwt3+@R85%@y+eCI|xAZK$G&2Vo2b z3IknsP&dP2ZiV6~s#S@OH?xpYPw%FA^GLmIQ=uY92lOyM?_Ak`3}RR)%pLJ>7($!6 zEG&(g&f*NP!AWLSHxprjPi;7?pb}Whw@cOUrwlJi& zuju+_H0~kSzwXApo}f>PA_}EK&Mv9_>0r<{D4C4Ud^RhXI$~J$Dnc2Lak5rig}{2d z=XN8}kIZdk*8beZy@qg!G1+mM_}|u$>3EaOq(a)Q#;bNLfm9FL3H_A%JX5Cd>%2(~ zpy-OZDn9ujR|GjEG;i)s_ldK$aEw}|QD3^GV7E!SkidXz8*aGhX9L%?Q>Kgr-k1m# zbVg($7-jxCl8_@BTvD=BrqZqEb@PeTowzGN#(YS*i0s^)w5=vLK5tx3MAv~VV+2#R zLynIX)$cIEi0f-CUS@@?fv-uxzTq{#|#UkFU|A-^NT!kF>ho4k7cJYht zum|?_AJvPy1l3{pi>Ybh#5iNyRHZ;{?-)J>xgjR_yKds6Upq`Lsb{PE55y|&FVH?! zue3Qy`Ge3>hh^4DmLW1ovj*tZpdkc?a*f)9&f*)E2|oE3P?kBYG)v;eH2Lpk{z1RJ zJLYct;)`b#2<@RPg+Tl-h|ohEqMHa(dCGB*3Hos!h?_@}JmL$2Mmwq67@k*-ziXq~ zxG(;3M68wrrR}DxjL(OtpU& zrXb}m1Dk6{bM#gloODh=*?viZjG~%)B3iTHBa>^1M({oq#8pN5|%HoA|$jUs6_%Xz7GMPjm?-9#<PT2(?Ju%k_JaYl`+L%=}sm z^%Mu8ideIIp&+}>wKvkngj(lO+nt;sT~yb9neLO!KC(S>G>uH67@3qkHs8OOjuRwM zV3p`}w{>(c`X$cH06cIF&jhvqzBj7LDgJK;AR)WQKsi-5pe{CZU0c^WkS?V>f3Y93*{=o6oAn5J0aEL?6y|t5*_Kt zc^K1Q%nF%)!gXXZpwEe5G9FOe-9+T|7m z*?0@PU)pm++SMQRemGmAZB<4VlNZ{e6!92Mqh6GH*bjPIP|U&X|Hl*VKLXg`Y-@eHIz;?I%UY6Oa@}OpGKcna^F@M?kDx) zN%8jUK-vVo!%~)iRJ>JSfOMEz&EqQUr+G-kcOvcr628Q4Qf#!&^YbMV5=Ag^0chpp z$5Ir$hFk!-EK7OTc+qiK$D$pOqh^4ikJ>O%=!@gln+1$REaJnBAd9G}sU!RP)Y#)Y z1#aJF10&VgXjKUv70F{~_jW}?CQAKh{#?3c@2yvwSLa+<0>%Efj4iO0McXkDAGUod zP2fPt&@|W1~pl_1eW!fPZM@v(5FWfa&t!U<^WdMwp6Vn%g5S4P=Dr)Y7+|SBHyqoZ=??TO^2Q=QmX3`VS-S=lysd`|&fEe^OqxSP zk9|N%0qhAM0Ch~o9f8q|=sSfW*pBU5g)UaeGZ)j)s0i-ri6$yv`$6Sbr5tQ=W)XC?{njQxPTByNq>B)5FN;a_wdrz#dAsVI zOOabPs}BQ@#{WNJz9`9uru&<;7S#*#5a`|Vm>$4`uuy=VhWM_c@Nea2Y%cCe?)xm zsVQ}7GcexS0tT~z&q1eA_sWsUNg0&ZAPBEmG*I1m!xYMBEA*bGo#5a_Jn1(!(Df;p zT++-H643 z@Wd;Lo$Cja8$O>Or~6lNo?nAB>k%YelF^NFEX{b?zf?%o*+BasRI5`NvYet4ht)8} zJw@@fUtyWD8yT!J0SG`x;-Fnsp!~sVtw`K zvfw4gx>yb_8Mhn9|hh>3WuaE16^{rV)7-ApbO z`O7bU=bt158V4C`u8S+~FYLDh591(Zj>lqUeg8v;Lh8C;uB6%g&XUiejv+4)psdYK z{vHUJwp?m|Qo8kbyQj0XM}iZq!cT7?D`Xb9t?r$)O#ttdN0vO;7fs8h~Ws*e65TPUkvt z9h|jNc0Brg3L(a1w4F#pFMoY1EwF>T4K6cS?Ft21pHoNoTrD<*+hUGCT(s%Qt+^== zP=_jYjQImX(b#ZpM$BfW_t7501RpC=`U!@4h5BBb%?QA5WKz=i#4Aw}@J$Y1uWo7i z?rLoTtiKZ>#T)?I>idop@@^eKJ-h)3>aQdiYT4t~FqoDiZa@z}LGX!ZTuTAeQG zxo49I-s0Cl0%HsKK1K+twCZ3!nbv0t`AQ5&-&<#aHIn>Ww@=jWmr}g#C%Q24ozr@D zlH*0aIygRFo%W@7&iHz17R6uXgjX#|n|Y$gPUnmf0s*f3A>}5V=D9`$sGTIe=%7sVJ{C+J~J@m;`v z82X>EK*hKnnf;3!4j*f`6h^C@ESip4Q=Yxh_ud`Ca+K543JVF{M3g-cP<6T2;sb^# zkXYIGcAfVAJORQDTR|eV#`mpd7G?$dd_@dXeRDI)T|Q?OM^5&1ZquF??b7;RrX4-@ zDvG~yCu9BhM-|`0+KZ7t@4b>Xq@AXW{uV;#bW9p2H~9lzr}v~UOAMnHTHDR5%i&}B zDY>)p=H?0)(|Cn#GzeH!EqO|Ssbo8d65L*5mqZPJ^$X1N6_*(${ z*ZV%3Z;XT{PS;%<^eDKr`9`xt+D>*)eh^9`(8J306Hq!yW0Xl}8>;%gr@SL?f(Y4$ zyfof+4EMhqe{VPDvLR

    p$!zqWo#B&y~asVMR(tua_-3g^Me6i|@TR#eM4!t=o4IIy}v~FCvoz(M0N&1D}h|w9^sxJ*Q*p;U$zjMH$=v zd&-GGjPWQ3|LAHbZKwl{xj+b7s)4F!vG3r|GcMWejaWGnJ3w*kdG=F^3E3P)K+ zF&)4{s`wjfRn7rxTdwIiH}!earOOoy7h4f_XlFdHedX!ixV?QR+*8a&$0!16?c_|8b@s__b|~fkfjz zT`*8ObsjEF$6*ThS`LAg$zJn(&8qSg7p;=i)xRvz($>zJKJm==!)E?sT2%Fq;k<8R zyVR(tf+1%RaHrwSA6t{n0&vqvN?%r0EtTNB@CX(AN0XhWkhWlo?Ix>(ju7(ITRPY7 z6j9>+weQ7QbLppGDL?jX`uFcowV=t8GFVL`3P(Ea`goaTG(uFd6{lyhV4UWN&P@IQ z9Si_s#(0Km)v4hOg~wjsxkk4%ABFm2T9xymX+ zGBP{%itNp?bBu~m_Lh~bh?I0}viDvoo6s;avR78Fj2skM$?Sf8T;JcgANN1^zt`3A zS?~Aj{Tk0P*T%`1Q-@{DJJWhY%z1L;{@>5Z>8oF+%cw1_@^+$*5w^dZ6SI5fx{-z6As(y-WhT#A7fb5@@7x{+V z2?f2}QL_7Z^@>ue+1B_Tv z<@qbS(s62xsG?a>FIdJ>HRkl=FUE#i58QM62=11EEO3`qn^k3ubNlGC2Oa?XF(5(v z&n6;ENJip8)w#&!;X?7FD!8XO}s`nL97^c>)DS2~4+gy5m|*A$vb zg5ry4fJ0`k9uD6L6`&z#H{$tJNLzI_43jLn+viTkM`{+-g>*L zMZVbZ5JuA>rCUBY9nev+4SM9r+Ol%Ld)V+WU&!)HgqsTruL%=gr*dv1nflSCqM?=6 zwxVYb@PWi=-+zJ1;nMhbKq8)=pYbM+Dm;K@zRe=^i@o!V(d z4P_PNRPOsVnzF2a&t*7u z4>n)*5A+)lPq*!2v?L}*Pa*u<`2gyU z+}bX!;2;^|zor)ow+; z^bG??Sxrx4r?_8bGXDE#JiQ6poI zhmfhb5VskV_T zSBG;^o}qkE;YC{!eZPjZ1E~Z6V(o-f65@ed;(S%-kR;_=FZN+qCuWO_CR8zd`M9`y z@sju@$B|OPnS6n!onfU*wuG3*fpEM?dc{7+=PbAHPY~}nE)3OE3&RUiC_HiD2wNiU zyjtP4Wsi$Yr98%k@`KN%h4v~ zMpC{`xPBaV3$huQ;pg!wEqE?<&Gn+P-7^~nN@4VVNXD=1 zOs3P>92~UrIiox~f{G2F3>LnBPW(}ZCl(5@q>POGbwHSv`{Tv%la8S!Rz?GrL%=u$ z!QTc8VAqruSBMbqKWoOt__7C#PoX8#)dzoUrS5dg@8YR#OxNyN2Xc#|*bTED@$C2r z&NI+=di~xNey;IMS>UiahkNe~;hWL#^qD9@L=V@h%3?%m^0CqxY#XCOxY*Pi%V%j& zit`as1M6s0;P0k@u;W-8HpbXm132s!T833l&pW>`Z{r?G;_0c5#PwHyy}N+IbC|AW z_k6X9uROHT{`h{9jkQ9%qgf(rfk?h^glFfM;YAgj4&JUl(}7;=Y@##R>XU{AtXliq zb3%|M1JUmHH0L7m1gFFyCQYu%dpit^R^6Ar_5dPdovE(5s}_ z=%~7Uu-JH3pjPV>YB%hvA&c@1FE?s0`Rp7(e(9DUu>zi$1vAJA)XJp8cJsqfX*h|s zXT{-SCseXInmA1*2bw&*HK$5xO}3Oq1Mb{HuKnlRa{GoA*mVMy4*)6KzI@&L>TK^K z`_m0+`s)k7I>mIgX{u^cZuuGz;DhdOhju!~b*Ubig6=H~N?lpO;QGWJ4zEZ>X%IjQ z0UC^MpX`AXkVS3bn>~DZ%ccI?X^G8FHm-m&qa&W~#lFbD4q~QxMGpFdQXZ#sY5(0v zvqEDyw%eFzl*Ko)r(}?+ili$qsch)VU@V0|s)y>|Wd>4|-Lpo0nGP%MKOsu7=GA3W zJ&GjIf5}<*Uy|BHgt;pHcGn8lQ$=her#*+Y^1&UMl)h=QP$STWNC*NAed=!{TKB)b{lfqqIUrMq78=dsLaHg-6*W&S14Z zf&ktf&q0+++0c1xCZa*5Q_yiib zvFf|iT_szy+ZINf$#xW{w6xqtF9}(uT7zzRRtQuWwU>UrSc>;8lO0)(3i-o|5h8#` zd5utr`P6XXVTcHu`;6DPda;4S-q+_KiQ?88FjeR3daz+u3Cf)X2TT2#vu`XdEj*We z*`C4`vDudp7Y9?&N^dvtnJ9}VH)fatWn+*xvP3ui!?Aa zcab>wQMCw9>AWv%i90DpfeWW~NUpM#k`P&)A}CB#F6#$j1e6YQO<8}#h(<<$9qfOo-)0`)F3MGl2Ph`=R*DJc!g_y|CaRaT3n3W(MP)Z-}(22 z5yS=NqGNd+$9Ee5cG*1}`tU3qM~2daw@KtgiMfS_{qB%+cjMn0oeSD+AXRbkcrWws zZCUtuVn5qiScSdU?(Bh1C4bD&N~Qi>O2p?(<;_wauMVQ`zo%kUK12W(SK7M@oX+}c0P z(N4(~p_)~qb0SYvIGcY@Lbu62Sgoq;sgBQ1srk(PS)}0jJud?SWWth?llKFwcCy4T zYDE=%w3ZGiUX%4guDDd4M)pr%-{nq?D?MS24>m}i<-PV)v0^|Tvz>2;vT!7%n5j!S zTCrh1Qfi?p^T?@ZxB2hU`Z}IC$|w?)K%X8UWIBW*X%giPjW4ljap=AlBs1b8_LNT1 zGb9LFu&>7Z-~V=oMPge*J9F!z)(f*~ixrK=1xPa6jF;4}qHxaukIECKcOmuk87%vG zg>WHYsuJvd`6N45tuwnNz4t8e4~b8|-`C;xga)YOF!Z2JQU4dHhYnM3J_^PolAvU} znGffl&-oncuZTC`mURBy(52zQT{#s^IcB_+23ziIVJU;1R&tAiV1_PaQ0OWz!ZhC! zwR_7N@X(D7yq=`qF9jyyNJW^-aSk<;zhqk0du(O5==Y%Ax5fXeOtyau5vhPHBUDk1 z{GpeYM+;nXF@>3r8owPQ0w8>!6b_aPpXzX)Lf50tTl}@6V9X0UZR16Mxqx3J;OPRb zs#@+UBtRxi`FbKjq;D4WsJy=Z+8p#ao6ppx5Tr`ggukqsVP4Kn^JWPEfS~bu|#MN+NGOcETgoS>C8bW%W9_4i){DZJmY%O&{A&IMM=Vjc{e`v|DObmHeVJaBrMDd#B`P6 z-OGMI-fTi+>$N6NO41Ad#-eX6h@>zQnGSycjNAXge1unX@4YrII{gl`*(Bz1BAh!D zc=GhgAAYJMAu7c~iE#b;qpLYwZzqT(x~#E*6T?&!6I<+39uKTiD+>K_kYa{_Pm_i5up^dG>3C7B)UH3jo=?^wOI7yGPAwFe9mi z%}g4w1{y*ENY{nkX{hR7Wad!jiw!;&cD*Y1;EBuySrq%rwKwx(z3eY?^l?I78nPNO z<6>vp#Fh_Ep#(_P%)^?*Cd!huz%}#{b=OP#qn8VpK$nccwdu{W-|w{w8Fh7NicYoal1tf_`txqp`2eev2!m6)zDgw|3@3px3)b zi$l&iZ^q`!w(2MBeO183``w`{+o})tWum}$5Xq+WhP`m-JC519QcVpC&(I(H>we@- zV#&B9EznnafE3!SX8bqTqlkjSa1|qLBGUTqTNfXA+{RZPYf<215z_jDwdsjfYpn^8 zn>K!#3!(x_{0$4|C3Z&i7ZI8^^jX*{U1w!MgAh@1Za`S`n>_-FFjUfWXWyfsc&p4gxUb}tv_4l#p$=OZ53q?*e~p(LF@)e2aZs*qv1^!%nps9 zA{RTuI<=DEOP9Nn7<09_FYgbGu*O$8s(TR?U8K=q;@VuZe1ORCHXLsDa0R4ci`j3Q z2h_l9PIq5q!1Qb(?P48+H{-)}!)p@>v|Rr8D@iDCLS`*;;P(rs(x7GwQGMvjv#yN4 zdw(5Y@3Mg#CVTg zDWbpR-iiq*b9jBju7S5MJj>v5vA6ty{l$@d~!f z3?u@n7jk`lW3&mfk{k1xESd6r@(Iwqrh`90OdrdT_Xm`ec_8Q@7t!Km%LFy4h2XRN zc7D12AT-%E-tzmJ#P=l2$^8a=6G!VHwZtsl5~*d4DulW}B}J9j7;&b8<@oI)`2(7p zmwC+|X$giwWpv@LM#Bvd_80Wpu zReh40Co{Bm9!z<7?rkCov{kOTR{%kUz%K$8oivtEZbuX0kb>lyyTbHnrfRXuUQ(<9 zw?(U6vjk|~KUo~?be#8@TgxeaOLWf7G`+k%MRr3IW%kPv zU&ByAm~S9M8(c&d#}8kHGy62z2i&IxOmW#_Go|EeSf*I2bp*x zO64aK>|B}tSVX!Ui99T4tnBPC1-hC19^XI5uti>1jFk9JC-M7>rS)XBee?VwM^gy0k2H)SibYkmxiNn3yEkCLCpd(a+T^{uFu^kuu} zZ{Fm@Um1aBMwwZZmk&p=`mXf}++j_=qA@s(fOrU7Y^?@84L4)5eK><2o-OzC1#mI% z(bYx)DaS~dM?7~D3ALO2tqD8iZYj;1d)s%`iak`_uHB}#N5GWNAs6Jn2Az>P6_TsU z%9Y%xw@F&z8TU104Tz)}M%u<4X28BlHlOPlLYfxmBum^Q>Sg4Iq+FP6{)G_QR9iy% zJ76wQ=Gt}vFdK{?aBEjV`i7IIBkK3*H((cv`jPoZ zcW}1bcwclJAlg(tPbc+JGVohl7rkexGP}xa%G5k4*s(lPk(mMddT=X7r7_NH22nLy zL>h=lmIiN{S@aw2*j@4dJcwt1xa*RBD9D9>70M834U$ z&uWLj#hZX8I(=sn2ix7GCyVU4tRh?orPPUGyjJh2O;$;Lw z7qd6K8Qb4-SR-zccGeFjR$)YpH%621ZRg@CRCcIGdaT+Xa=(a*r2tQ%hQ!1un|Ia) z{n4MxBw$hO6T`93q9SdX=CZs0(agICsO=Y?xY(zxy{U3Ktq}ew+Pq0LrNz{h8jbuz zFDE*UTgA#q!$K|`h9z_|DOdy#bz6wXc=H?XN;#O9$_D}upd-xc2p?MJLXG<>m?03F zFxYokkQG90{m45g-Yqz;BdklMpR7G0-Z$?AYiylH%FG@2F&uO4UkfVWM&~n0jEW9# zDZl)jWpDFtK>SihBUOwf<1qnyDkQ}{YE_)Ln7QszQ!|?VQ^XyUH=i#|DMW;J^{UAtkL}S+d6%fDYQOteHISlC{Kp1iLi8 z@I-*mIH3-{yfloaAQYc;IUCK^^sZ>)rdHItuYP5<`faAS+5JX2ynLI^_swJ zEn1Oh#IEIyrMil8iNe);805PjsfqU@%Ygf~iLA&Z3tjUPjAUgi3Xr3YHz&KclI?vPq>&yM&FX`x5e%qsWxN?iC!0|12`jpcz# z2xmx6_y%MMQ2WpNehJT=MjQ3zz?bLdjgn=YF@MGsKmjk`%41(|;q2fe>b>BF?|eUC z2iqcOrbq#(L%>+BO`4M#w zFtXt#Irwzcb1)-1-u%=A+s};cI1B>ZJ)oICEZ! z^aJg5$bGsjLf$W{WxqSXF}0t-J!}1K(89;PVQw9J@XP}g+YOk^(wDuw&uu-EXpS(t zd%r3Np_yY+E=b6Lq2u~vhkKapWTmf=&Jb;e+&a&9|Jzv^(g99j8PmDp+KKGhjH4{s@{dgNWlhayW_uGzy=Fk*B z1t9CTPBUQg$_*_K?QmAMeN+O>y>lW^k)YT^YR2|-R)qx^o0J=oFYD6&!%p0PmaeNP zau0cF90BBjd4oh5Xoqb6cj)@#rjdva@cHw+MLz}RFDW5@4DW9t_nRt}l=wlBvl1kZ zsD5^wL(N!}Cxow@(JfXxT%;9v(ew(T>|TjJCyBR{?x(+&Vooi?#WI6@C0krfLRAjP zQ7)Xo@0zh>W%zKBfJkHY;m=>t_!eqz%oW8hl4xqL13jF5ioLr;S6{{yq{2~f&;Q=} zceOCSW682xdp%_`@10NkS0eJ;NRwu-G6FT*$L z`PzH_jHBK+yzk#vH845Jezu>;?&4Wi?p|T@I6YJN3-6koZ9k{W5DCpre%LB={l+}C zWB!$DkFFeDr35}g5O4bJ^R8M3NbXZ{fV}~ou7l}<>t3P~TzG*45;y@gBFj2!zg zBPL%&V?XK&r@P0Jni)g?g?Y8AKig#FK@Z)6sktq=#k~nQ{O-fq&BE#u{ZT}<5(ywm zji0p=v-wi>Jp1&+C;}&6Kispc(mIMyfW_Ga!@3oz48so^@`y(hEg5Z*cKdC+4B-oK1RFCE*21b1o<5-d;~R;@RjDEX#55H8nyc-!v@%J;GH%P^1C z47ao(-y3OrYPCV&wjkE~Ijm^wdNOqpkVk@uJfm6X>6Z$E^zu-R z3M6RH0nagcou@C>KzI4YD>d7XB+-}4_w}HOKbLq$to7v9UKG%BNPSm*ABG@XUsa9O zp2L`#BCH+qe)APP!VzV6G*oP6dKDui>L~lRd3^1 zRNV0lG%!d55_MYynNndU?$`xfMK;g{ws9@p!AP?`6!Xu>z#`Cq>iitgz=wBI{9N1z+xiLom;2)+o9 zp&@e~5(|+{V-jfiQT42oQ*ucXX^6L7YY{m9w;E1IA;{2!l*WC>9W%Q0`B3RMD$;lh zQ*DGN*z|;TqCa|nwRH5tej?cBv-NyU_K&PhLH~VWo}k2EfU2=S<_*weC9jj>kWH*Ki-HPhR@wDDGV8zK$r(x> z+sD}5bJr|^h-It^;Dh|M6W`FHNQY-nymOU{_)=IxBSmga7~riLqdW0d(mMPuRft2V3FHTIvAK@T9DL6p}r0|Ahpuwp|oE14RqT| z3t6Vv*ob661%jj!r}~~yn66O~Yb6j`d|X!hcEDOvmpm*;O9xbtphkEbT&nJ}0pMb& zQ(BPRV?*73GnoeS^z$}7RfW}y$ z#MOIk5aQu993Yqcx0qpPWmAM5^cwi~ZitJ$%(_l_7GR8rkF)t-opw`3t_Ia^7Y-ls z_!Sidksz4NEAm`3lmtTl%YN`5^KA4fFj+gf%j~|qfkh@OY?cJ9vXmk5(>k0g^3Y1q z&kadeWshy=V6B8rKPS<q% z=fo}k`R6f0`8KL>0~U3Oq5NBE?i4VOe`7hbUVO}dA@9U4Tr@v~x&`1DgIsB_PXuWo z%JC+dMf-E^vy*qtPuGJ7YFN5&vt?RGvevHrS>#IBYz4XU?`(exg&cOW-FV8qlH};> z&<6q4)sdYDGBB$=hvX-gzyG?P^TlS-Ade&5aUITj0hMI2WfXLnpr}RUlEc0gKQYS<-(*4p}vRm$aT)uF{@Nle2D#)Gh9a7m6!QyO!ER) zDk0tjZlt5XKF$vn8h8a|oMQI5`#u^tD8Sk-%tj4_*Nk<2?6%IKt!|t?*EL!)t)$#p z00it88PxHjFSTCPTQ2+L} zkfIWe(t1LUwGuJQv$x@&@0z}%I+`Ck9H$5-x@|fy;Muw8NJrpGa235|>I|V+LtW|Q zUj%nqOKR}#PCC~XOhxZdR(u`yWRD%*n56?VZa2%^@n9VYOq_mqFP}VxeQ22$j}7b8 z^a*1Mr#k}#ASF%P`&TAb@*hiGkmY?RB5&?E8VAju4uo#+W+HsKx1e*Sg&L+Yf;x|B zNJrYs$o=_^mM*iKG{@wk&OhDAr6V~`K+)B;!y4&u&QNa_4B8k_(C!bjG9XRn7g4Ib z{cV>BBipiM2bw2AZjRT!wT5F1`!5g&NqYL+8jBL^-IiuMTR?-9i$nE~dXr3YB`G%N^DvAIkxRQF2C(?Xk_JNDAp5(k=-KsbN_rTn7W5_O zyTdSJH?>8Qe-NPLxgqKcUTK_qq%(8t$(W?&DT2Ga>2CR{HsSXU?YKvK^Rl>3Q3|YR zmI#o3N)QUIhG2MCaXTVponEh5B>xheS_4V4YIxr8iIWcPk!v*J4&n4+8fs&X_`D%} zOD3y($hS<2_EGZL=tz^m(G?QO^@XW7F{=Oxe&KoXTIZ{H@1=P}$Mft?aU-vsX z4eOL=G+{fmQ(dZ9y5|NCgeN=&wd`kr6-C5#K)J=&S_;@eE|w7BApak(ylB zCPC-OVPJe~$Nt)An^+Ql1~}b>j~Wu2jb_I62+6Fa;9V~FAG^{7e*V*LNOJXrFYT*z zT+XE@BbNz_G)aVHs@~Q0-a31A7n6VAQ?xPLZ135pe4c@RoQpxhE0Wg17$n}dCo{c& z0ty1JxawH3!%-Rp^2WNqe@U}#J>8r!ySN`@m`v@}BLi%p{Zzg2C){6(L<)j@k=O7# zbOl}Liu6?l9Nv33GAGoMLL#S z`kzps%7N40dtID=|9i*%2@nI9q0uTE&&9=3RDYacdY{L8pVPnSdoplvIl}-{{R6f}hyW7mvmXkl3I;%)z{0d=)67X0QPjM=j-T&12MK%*KpKfB%Sd0UL29 z*r_b!Y3o3kzAicIB@d0QyF=S#p)SE{&{$2xXXR6gzb+=q#88+3u+U-98TjzXhND<{ z>o96n7zFoI{T}&5%M1XZYh=8&+l3DD98&1PxweIM=h4BjZUpIInHRRr3pBvMZPWiI zu(pm{{^zubD_H%sqpwE=!TQINSTD{j_#BNe_OsiC6r*bi$Ij&dgGG|MC;P8f%C5ra zLX3IUfd!~~4%XR-AsHyT?d$z({XrJo2Jg>;@F?Y3RqL@8&iW56GHYS??w*5y$LS2P z5OtY7E66!~jjgc*QLHm*T})slBLqD;i;vD}^pX{=gS3rxENzHh6DrOIcMtyUOEB%h zW}&?g!Id=VOUcc(?C!d&d-5W1wrV|>`gT&Q>piZ?=_lU5lkGRnVw%QqF@Z@3mJo}q zClFD?Y8*ZytZPx^jETpygr*|r8s;r%mKt4R%Q^Vbcdt^dug?=D#oi_Yv?sP+sUw=O_$K&7Gs#K%364V_ynp1uT38bTT!aMe zk6=fbUcj?$@5b7#24vxYgw6Z-&zCw?%?`XeqGO>GZt^cNI%ny5wxX)LG+LLB;VIS- zep@`sDxl3d+)hJ~#C?=rqp&Sy>Sq?P^jHYy9fBMpnuCRz8FU+lBo6{Y2w6;_LynhF z%v6i!|Bzv-vl|$oWa$q*uCk)_GQ-E8R<_`MA$384m9G#_M&q{u4(6I5Qf3faL(56d zJB*KP7>d@naRPI7M4s0!w7ua%2eUbdf;p#f@^qk*U%sQM0^a zqx!_1g2hEkHR4LSiXWEP@4@qO!?z9WZ6^dd{Q~`(9epg^gzs&~nG9;~DF;r4aD(BR zWtU+sU7XtiBLUvrO9XAewlmqc^nd*k6X!*>4rhe#B( zF7K8hbmXWe<_;1qIfZ0hY>iwh)fHqzDzilp<-+7Fadb3A1NnELs{NlQSncv^Za6bR z4U#YJ0<%$OzULMKx@@PpTrkgG8zrt3sNL7K>Vpz+-8kMS}(hA zE2_#0Xd4K$t5#}lSu1w5aU0T9Q9Xt%k)A<=Mx}!+R&?0S$BoxliR@l1w*&udHVj`_ zj2ePQf;7$hG^4Cp`4q$2QV1NNZei7iH;_TSft9%uaV0?PQW3E-yluM+!f2G;m@$`p zaX*}v80KS(%$%^hc}Zsfa*CD% z+R95!bQF~F|DA=2c1O}n7?W||APqy30ZvKlR3wV-wCt{o$Vaobmq^t<$7vtcJ_zjH zrvuHsxnA_%zy;Y_y)}XpfnDcpSJAW#>TDXoKSguHG)l-qc_;6xJA^1`^wLSby8yxo z8%A|L-|0qw_DcqEBi)zD97E2~g#F@KRBTW3kL!3nFrD`>GqT1$ z$^If3=9IfYbO{Mo&LG`_qg(pU#-2ckNf?Wh>CC}Yb&v7Ij6=8kd}n`H$)-okYJ#np zx0^y35prvaprbM%eE}l{BqLCI!4$qWX1oc}{-H=m*oN1Z7ERt4jc7tW{_uf zmoxr0T!4D%zy1Hnl=JC!k?dO)s~_(u961bhZ+fL%4|*sJ5T=0fo_?p5@9vaD$d7xY z0WJ(;Ua-eX@aF|g2~~$bZ*#j&(D^ur7>n9nVdYFcX#j^6w)EVqIqzdS^~Ut0djq_S zOr)Z9KJAV)m;;o~3*IC92Sa1}ZL#?M;@!wDGW-1Dw>#P|HvEM^R`~pfuDl|{^eiiD zo(bxQ^e3-Gzgvs~3vvp1&uYf_c5f^_c?>cM_J(@PGtfiUkO^wLUzy_s&12F2HoB8L z4bqqy)5k#VysWoA^{StgLl}+idYT=le(yhfN(;Jv58+%-ic6-1Pd!g=Zkz0x&QF_q zl4zzKRr1vz+%rzJ%Qt4;@TExH$Du4JgC*+~bd^Ok_pQHL|M1{rIVBLkWyL=>mi4cND|;P`?X`T+m7k7TcGiC8$s zA7V8F)r@@9BWigxA4x6F*w*;^M;qO~sIQjZs z$aLV}qfKzlHAWyZK!PkpT&uyzDDM_;_rO3juSu;Ixg?&&2MpVJD*R?v^9;CmtjfbG z{5vB2)?6Qn75G&lYwR)fDk3Of+zzI;H~3n8WmD2X7u$Rp42|;KEAz@|OiER26UAMl zKgKT3n9}W&gGE_A7~rL&R0P0D1z}VkPQ5!yMQp*H{^`l>+|gh5=e$UhvuK|G_Wjrkj9E7l$+!n zag}*F48iv48Y>Y{@$nFaB!9V$MvOGAKq*h=c+BEOD#>(BLm0oxW?t4=acOU)dOd?kM{C zh5tk6S!9q+dGn0(dE&=+zyW6y@QA-X8O;ypXcsfVl{?Sa+0}NsH&wi6YWDcS9^$B7 z`-nf5D-(+9llCIxc5fm7QMWB#Jw^=4+e}wBEV!=+Ew~G#OAOzLO&XeJ@OWt5UdlRu5La$n3{d?gD&iyKhjn>@}!X$URIFx9n$4j@@T6b zw4a7hJXH8~ce>Tr9Mvo-qi+UKl_*501H5uDElD zrgkLDOD?ZBx}@EPH)t3fLz~xlG|?$$`r_5_djj?-n8qfTeVOceOlndbhC}agyF#M= z06_E#;IIVda0bUmvwxclSHDzRzwrOl%KQN9_{q50x5ghH^d$nZ1@(h-w`&{{;x#yc z3oZ=g=M!&1aO18=UXy#D#F8lE-yN_a>i#7A`;E?FAq&BDM{*#2l#fO4U9Pjc4-`w{S{4a&0lUT&0o>3S4_%l_S@|S!(kT0O}ZkH^`@Cm z{*UQ~s&B`@gi$!rU7%9CJh)kfI4@qv{PP4MF~>S?D$gTULqJyc7Vc5`xHvMb$GASn zMS_uaoLLiTlp~7}8MfYDE@Z8M0D|OUEPObJXh(>r`=-|==d8@Gn8L-MkTHmLf~6J* z;z;Y)OzrdkB^qP76F9dUz?>--x$vC0{avqinwuC*`~?k#L_d57=mnyl->lfh4PTF= z$}7eq2|L#dR-TUeS>ou^0AgXGWH=q;EO`K1=3~VN;u-MUIDugy=0#=#D$2^TfA{*u zr*Cp6ESxp}qd1HUvq5Z=x)4XK`+q?k11ifg%z7w1m zN=8&jm7%k4vwbz1i8IbEI5xZc)zHLE4DBn*4tuby=((a8P* zR4d|y0~~#=Wx5mh55T~Z?V1N3?db3Ov+MSNM5GCr^)VGE3g%apKrbQ+a*n~ZqcMQp zf-dFqJ)Bz=+S5F|F!RUv*a6#mMY|8iJm8J)y#PGc*tctqrQ;GRw-tJGoq;&y4 z8T<5r*%yDs2jWwq|7CWyv8b=lugly*@1oATO3%7yjvS9%bq)LK1gC{)I~yz;T2Rxq zy=j;^#rff^AEfx(RIeygP9TEo4?jsQurcq2NrOq6_N*h|^$%O+ehhUhmq79bn+AZ= z;4}hCBVS%xg4BQ;m>q9EJ#c+@^t<*lN!PzpdZgE8a{V+326%iAi^Ax<__H`vd~qdQ zIr}zke_AkcOt(<6YPx@3kCt3$8fkWlX1c>Vvhk~xq6c9XN+1MrL>!`L7i@J9g$TB# z3_llIqq1VCyv%X^o44FWK5 z7}gk=m|os&*-UVj`3hh6%l%pKrbAG@uB#iA<{23xn0P`A#QLUnAdZ0CoaMkoD>fth~6zs|0Hsnd@RepWvCIr)nD0Q{d^>({~S+eK2+QyA>V zUl&+v1^%wetl4=OCUE2#PX~yXKH3>F3}qgM#B}8zOf<_cPS|itgr1XcT8^b)e9!AT z{coB;G&wPv^B&@=+DazgStxg8PftgO-`@a;=deuzQ2ITmqLvR@F8kuM$^I8jcdpp5 zfg}O|8o*&)LG%P6de|2Atm*K>AcKS2uX0pUl`RyZav(mr9Pl5K%#upBz1_c72KLANC>q{@)i(4>V)| z)RFgcSX$&<`&dbgb1p;95@nuJ!T8y*5Wt}#80AHP-)DYKm#Q1@i2?t?UG3e9I}MdU z;Sl>a4^~?*A)M7Z=bV{)(UFY$ab38;E-l&r8$JyDw_(nn4E=G`vh^X3ZkCpTn4~r| zA^eYJWob7<2DQX1+EOI}pl7khb#hSz!_WRWhMiL_FiA0Ln3 z%jZ3Q-$NmzCVrUtMUZ-44;9S`by<>xM?sqZX4i=q5HQsJnlFFqh=_2k`i`)BQW28u zwHd%+vPv_aV$q5J7{<`Vek0kx(cb13`t4saDCdg5FK(WXB*lKw@Ch^zrwwHLI7n6O z5@-ZN_FaePcmTm>s^7E&M39^W1=c`ZMMnBWB3U3>}7fF5@iVlbpx5uv0t!{{b$kL=fI8j(#|o?A$re?LWP;?{5DhrhB0bN?~Fk z=vsNz?6S-m6aWp4wVmjiXX!aoSq*^~`MI+bGkgSO)Z9<~*OG0`N=GlPDTNOP5u&i| zPqX7k{|vq^)0DYnu8YEeDu+Zb6e2T&JG!1Q{DU@*kiMSzt={!t`p<15L`p{;)S@CD zzNUVNx{)RF0HI6nX1+Jb<*;bfquBn|BD+M z{_6>~{Mj_lSnWdVRj!LSpxz}0XRGzRLU9wKBeMInHQF9lzhHCm`;C`*W@D| zQxp*@+Gfm{-n1gsMpaWri@*OGQP7ziCbWBAK>gehiqYVJL3{H?drnZ%v;(}DeCTkZg-igLsk5kj21+S*TR1LfbP|P< zuawAD3z2uCY<@6Mvjku8cgbJ?y4yrdQbCs;IM+$`VuS|DdDGtnT&k8?+b!PYB8%oo zTW)zoSFxQ=h@Qy-b$@hKld7w!%BY(mb7d`O-~ut)f-|#UoXp_I)cC}!x?b5#mQ%{g zibM4T)s*fj7~UDtVWVj*z|K%bpYT{g$6XTcj)5gQoU!4=I`8Tf|D2|p_^$OE(dIvmTarjNk{l@3?2gugD;M1sybHMj zqm;}4p()BMv)|Zdntp*=o+oDAdHz1uD?!;;I*Ux{&8UM_>MIG7pf}qRio01?U8h-U zFUnM~_`nJr06ncsYk+HCl6)|oF6FI3Nldm2xhw1&Reumg_r>g-isj#DtnfCX>u(_3 zz>aB)fDJ>Dhz%vmET^j6DgQF5=TsKwA|JzB;OWuB!~Jif;rbW1I&e7k{Cl{!CH26m zP3=q0bjUB_Xn$zIK^uuZMyGWwpUF&2E&7tYKFpS3D4BMb+J2KNFDx4v|Dw~o;05dX zqyB&M2j^OguidO@kUfPh(vc2sq3$}5Yhr==1|~h6r(h9OTlkyfG69@Spu3M{XNG%m zxS00^)XsqSk^Akq_!h9VTLUtd5PdUA_d9Kx<<|3BIn?q)%dS4n_m#E9Un`U)WIlp~ z*O({!lF3>PT`oC_l~pyJXS*Tqa9iJ^^))m<5|R4@Hk0VgUoa>1TBrx^A;_RPOJ1T` z9&~6VxdOTB-ZTy^&Z02?*=kT%3=lGk(7xGl1K78D_)0-i6A`rQY@DWDTPP=iH}a5iSjayl98C+ZEFx8Pv~*xH0!CZwoOcrlX99 zK^vVi%&_+Wy@wHd#AngDB`vW%pv18D7v!wQe_M_@)D(P(Lg*YnKPgMcs1w|kUWD;& zZ0lGFcH+?}#pCIOX_dbiyFR7$=!?|z-SKMSia#pVHY;|kd`Qmlo_VS z$-z*BQ!!HnLhWnY#E}ONY;K`^qgYh57~w?;BShf8rrtB7wU(jxuFis>(xo*ypkcS? z_E8JufS6_TdIR|_;Tbjw)yzl2o0BhLN~WcXTmO$&1`Vmvv=-_`vOy1u*bu3nq)lmE z9ofAFNGySJSzKh$)3pypHQ3-DdA1(eX872cM21)u5f8@P*zW)@EBL-z=>m=9>IOs| zpEw?qDWOYQkoBjP&}EbULbY&V-X7K;cwf`~|DnSH(=g)MD_V9{0(SG}yLqy-2IyVP z6KLMDUrv>{S1vVy09{DIm@lzMrBL|l3l*b!h))%NAyGe%Ajy;5#H8aMS$mjT0FaSFbndfe-y!0y?x5Bcw;)iur%%-5WQT^+(6LA`0 zHE!xf*gU^kC&Tt%<=*%N!l)^vu4KCrI9w+PJY5C$aOQ~ZU&LL}@l`{?x8ud0M1<-k zRNSxX-jGZ^c=Y5dG#{1-gQ>d)N=8~AW`t!T$}{XwrlhOp4wK@=o$*j@a6klG1D06g z&E^$DvfT=Es8_)WaiYm*3lNT=6V-xr3(h}{5MUK(-p0ZiaAE%rdnP~wqF6XI2-q`( zIvU>J@0Nko>L#bci+x}$^_8Z6A&B7&Bqk}S@!e2h~4WZWad8DRh7!+$RiidQ?#Y>m+%bw-7>LU zU*4)Y^vlsss6xj5(?Z%ckf>J(W`Me0ZYubT!PKO$K^1Wi)R(?&%Sb)=5v|GJpsWM= z-rnSR3n$QZ!+uQF={nS;AmlSBd1Vo@*NFopaKXEL=B|xF(ze*mQ{l85c>4TD^zMxV zpRCh)Fi~60q)GP*{o|$@1#?`7Yn8oL2zW?Zpj1;fMmxvK+7W%0ffHrH&s!j-pv^VB3xLwAW>vxMQ>VJR)S74qVPP{i#D9cfp z=C1KcHt_!a8?W9S`yvtqQV-6xnXh&vE2D!%|NBPQ!C{f_#A2p+ki!xrJWtnjiZKeR z98%?BqW>>;7-hfXy7|u>l@})ts$dH*h?yscdVF61rbT z3_AN(lH@a?3c7c9bxAL=83b(MHDjdVvv<(3G5>i_ve3cc8lS*(vvyIWUvibVVXIGS zk*4CIiis>mm(f|1ct1}MA(XGGoc#DA({^51-R8>(ix8nxGGmhB zLaL9l&w96dB|_vvev@0kf*0hF%fg7&9=RF6z&Cv7K-6|k^E^9Kp49S`D+u=a17X;;X<@J7C>Ywp3kJVvnAkw{R|=frAx6O zVbqf*;js|L78z|BDWQtc)RM&_1SB~-j8~^0;u$Vj0AZn;d$(u=f=4nr_72B6@|v;pe96`dudapbs_AN;_;N2VwG>s@w585zPe z(7~>oRs!LCa185C6<0Q!0-`YVZU;eSTgqo8Er%#Kp_ifU>ESDOgnEK<25xJ$moPdE zd-4(X@5nc(`6q}MvxNHQps{i?3@FZ0Lr#@j{F+{$YN4YKdTfO9QwAa5<7AW(&8581 zzLcRWq}?)eJ@zTZ2YOaj#CZhO31H--z#>+pQkx*IN>mgExk)MipR9L8KK~rVBaYkP(M+WFrx;2bb z9G4lNJ9%*VAvRT@4l`F=tdQ-J(eV6xGBTEypTcwHHm1GN@d{O?(gA9kt zhs&GqM0&^sMc%KhhW_~rvHmjY3o>d~GLX?=DzYMu7@!JtNJG#4exndrb?<6Id1~%d z$>4|s;xPs?Swbz$69q*1G{WffC)aW7mKo6|)g2Goz7NvmCWJ=igK?}n5OkN~z3b=I zAnf5U$Mve3t;!dZ=du2G9rqewz|xKrX4S2smCwmZrE8|)Xve1`otGbW#Jyr z#v0QW(0+!yNT{fug|+9$ux4{$^wk{$UGdKby9T;}a^ned1trD4XC7#eR;(>OidC0D z?|RLOF|nZD>t=jUw&7@R)Rpe_*L!#djr!A3mWQEt)lOa`pr(-0=CwDv`R1JcJ^Q~S zrmFuBcW)V0RTsUF9zX?DK=5FYf^-;ki_#!Shm=T39FUSm3`A*3>F!Qx5TrpmB&8dr zOYqLk`}>V?$G9Kvhx_S&8N>H=$Ugh*z1CcFK69?Qo(CgB(OQ&p1q@^^fRu-YnZ#yT z`#xi&;@@qDL#k_TlG0f9ybCx;0c9p^W7SGw<3+lS$wM<)}@8WOgGGC`iaMBE)&rH3S?)pXL`xTvlStl0e&JPYy=?=0> z3}PE|ms*b8dMK^*$H@fsi+npb<50ALoF}2&NPGGnz4RriB7@@KF8MqRA}nJaZtM&> zBZ=g8=M&8jB|XH-s6X<1%T&%3mp!c(wWb?$QW9)TzWsp~NtNdq5k8dY9nERBF3txh zeCtKSOcd|YD7RUBW+8u08D`JtGqD@fwG1Wwe8ta7+=Eli(y9s8QMaxav5Q5STc|zn zzkWzT^1lP%?N}*Ag^QCg=A7nw<5(M?nc$+N+eAxVe3v)2Z(1a3>wEEKGmhoVwWPZe z2Djm~1-YFENLsv^S%}?uNH39S&KtgCN3zh42-O8qtMjcnZyW1{%&cmCC<)r^M8O!Z zP;vb@=M#MxyPvZG!*M0XNO_ZBbz;m97dy=b)q1_7sO$pi*u8uilLDWHM=-|MnOl^E zmOZfV%T={8dColdnC}uXS@03XOFOu}nmWMqPd#8ZcEdpE9*jcdw~P?!a*wp&qyl8j zB!s#eKWL3&oT;=>J4PnOI>nK9`aur&opbT;6y?cP!7wyxtM#h#cMvs=LDw0=0WO;J zDE$(~YB}LZYx%CjWt0m~u}gal@@@t%c*Q{LCFf~4z1JgW3S!UarqQf!H-_mMBcFK% zVj~uG9rG#0RJ+~DqTQY-q1-9mwLBkxCxz+q=5BnYhr)2++c+`QR$G4vSW(U&1HCFm zKE!I1Ci(*#HdU2hUcH3A-c6EXLVun{;^D_=R#!x+%<+=3K1?{a*z_$J?n}jtUXEMd z`?)Nhab3mdG7ICEslF|y1pB$lszexr+`x?a0239N06&WAuZEfoh5hN-iZ|@YEy<0VH(X@&R z11EQ#HFV*~5b9Ev{ip_e>EJ~4a`ec|lwTg%Qdd!a=)3;mq>l%i_U%k8XJ@Dx~5zc2W2_?t*S zq(ASuVWg_^h2}hBNmr2}{vNV{OOWP@8i~tyr?+E2OKHA}_JPh+#5di4gTkwRt`HWmiiwW?>n%3Wk@{upKVM6$?d?HJa53S)QXh6EANeG3 zSg&B7Tl%S=m7Jx-9mIpvOUT#}hyP%i3a3RLL#3xH8YJ^WR1O-V-S&)JK> zf@_3oX7!Z2H9buK+t$m>6fK){kHh6bbp_Q4*WXT&zM_n#_|K9Aa$`cVnPeyPJr*(z z@Gf*mOU2XveV zI(**!9?H||nZo`(R_0Jy=E2e67UIP0gLP~eo_80zDN%IB80ir9U*h}HPU>fsE6*(` z6S$DrgwwFIAz@&eIeE4M$Frz=Cn=crODDO@b{8GsmUCVe=Q8Q|1Ni6RRIS&0WVsZ{ z?-~~2qS~VMIiB!+fmQC;EcSR8bp=kyt8{aus4AmLJQ~47+MRlS72?$I-AcwwQ?*Mj z{FZSx8J-1wJFWM#>w^88xe4B!c|$E~E-w=Z-cZKm=EYOmWor6rOQW!!>xKAP zsAtu%2fll#u}OXbzFqi5kP@n?ZF_=uY&b~iT=3$D$ph~q%e)m7_V;pzNELj_M?P=Q z;z6AA!UP9Q%^O3Zj;P@ebj%XBBE!(O8F02qC)`<{BTp;Nf(+Y#>K?p(X3DQ`I4FXP z!Lxj}qhk|eoyM9)Z0wg%&JdOSjuq2f(bvxA>Q)FUC}3Y{NV6)ATN~fA_Q&>uP=LhwUj&FG2Hi)Ias8kDGUXia<2TNbBu@ovv8I|M=~<#~P@1Dn*m* zhDWFTpWatA9n&BK@$k7$2t_fY1Z`w@Z-Vcc!`7xhUy2s}%wdJ@GSz<4uX~Ot!Wwlx z@RAk{4dTrd!?W?B1!89IWQ9E2^$KXbd1BzdNNjkEON27}qHzJ%)RjyQPpama(>Kp% zhfpxvc^jY8ZBTgEy4@3PG82Mnohb4~z|zlr{ZEiR^wfZs!tIXLr+*nbvw6 zdfiS`sa+Xb4?Ayd>Eu^<;xOG?F!m+y{m(F_+2n$hMJ}Tm?WhVOW!{Uy=y~3m(U1u| zGaGt?{rT^1f>E@|C?7y)vohPGiX?>d)}km+Dxc6K#;o7}_ps5djqujfuDW-9V%ddfLr@HD?47>m-MSKR62?kX|b zOZlZv_hKzrdH(`ySDg||So}9s{T@J}X7>zA_O{t)J!<1OVPs7!y$j>NT8VDnZfd^t$QWY>;JhYk|8h1GTOC@xRBqWIg-%x9LYDtg9=3A*!MoQ|9}gE8U~n%N2&6 zq>tX>y@hIR=B(+-fp@gPJy`0nJsANO z-j$X$83Pp=rPgvmfHB(!w=wkR_e(^THg{6)MNks}7sy9T05@|L)286sMekd4bU{-o z-2Q(+NyM#EA>qFe&wb=&BVCn4A)ZOA^RclSos)jNkGf*?GtE^|MoAI5yKhm(zJCU$ z_%gF%r_kWnW_d%uFk$SDwfEMM9YM;lVx^0?f21%7t~vwZpj2Iqa^6f zs-fZj<~L(CGrIW3Z-fP1^GANG6^*+TqMlB9G5~VG5u(q0MghBA82tt=;r1KwpGJc~l^~cJoJZZYa`(v}AJH?wy#1z8MdllYNkYb#DQ7!^ zi#KQ_UV5>x_!Deo@&{~+qEHh}HWa^CsG7Mu?BxGjukxvz^#-+0$-&r6Q~|S0#_AB+ zlApb2$<}?~N@m7@&x|@J9@R5YZQ|u`LH5=kyt#Fj9Osk$XAVROPAL>^f1ADi&eLY3 z;N>ZX5i5^K(o1lB?w&@8dQ)(6m4c`5{6+fhECbR?he5> zKi7@IuD{I8COBudN1jKU!bFESCY8w4;J0xAl>qIHgwx9b(nZ4!_y{|Ku<-_@>Iec^oFfxS+T5QkP^isv9`dqm8Ap&MB86!dBl_D(n!38DJQtN z;3#aF^Wf>#+bMVgPXN3WJ2TLn_q1BzQ#cwFE+gj1GsY7+`(z=TTun!E9){SE&`wB3 z8VmjI{iZGv`S4p2(hZCAZy9xTSC7E%s}r#&s@>bIO|YmO^Dc&z`%ioYd|M%lA+vX%C6 z9s2JqM|9JC!$sy`Fum{O6;~%DCre+{(82ppMWu<|K8u`y89nk*m8EsM(BmH?-mqIt z`l&qnbhM1t!F@}J#r`ZQiX@^kF#PmQynVWhyr;3rA9uI_(?&ugk$8Vfsi5^&_80Nc_-nm{7~SR<+1XJi8OI~ zFt#YKOlsL)^Un|9N_(|&z21N| zdIGENEboauM3I!$KwtjOV@OW>`a>E7Cvd#JK^w%3?sTJD2tMjCs0@x%g!S}m>KJYE^a;%9LQE?RQWLyg|R=qm&?5N=d5~Va3 z^nV_6)%1=S*_NL9j0{*{0;4%E{BQf1nqVv|VACX9afCiKj#Omrqo9#&>DPHXX;gtj zRwS$(ooL#V3k!DAe~2NCm?FsXuka{i?@*C95NSm%-JHR9MBU_0a~T*8bqS}JEC{zw_FLJM-H6wnfDNrsqkK9fK)-=M4SEXD`X zCT)(cu=JM9f&)UiCNrY3=5Ni8dj8s0Res+P=lw<%I>k|QfzDm`8~deot-ab=w)p7| zK0-N9;WEc$coY%KdK-HFn<$Z?y7bR*G*6lfK^}by6Ibu)?uME$TZfAJIvny6je|$5 zSokuWLXwPq*~{zfctsY)P%&j3js5Iaf_&7CmDM*gE=eK~B6>q0B7x zDYW8m2C;GvSMjsR)c$Zx2f;-toiPeny{$OK!3{ZUESc0ZW*fc@4RutWG4~_L{60+d z3y+2nBI9Q8As{?Oy7eTM8UW@u@ZPG-Ix35!CeU(IS_)Q!@(Bu&ZTr-sJN6>#=QbE| z>&@*q-`%pKY$@pB?C}nsiL?PvS12s59_KW-(DEt0w9zrVIIOu)#>=IEqa~PWB)&nI z4B}kCk!dY6(%$e6SBHa^!jH6R?H>4ugef)ACL%_|I^q0&)wJrnW+r`CktgaGV+$Vh z+KW%w)Lv}9VZtsb#Ov~NCS(n$ZD87zGdF)d7a2h@34yo3ZXubivQqf>XquV4(0A3e zgRqUKJx3)M7GV%MMAyO5nNgF7%ErFFZ(^iAo5yKL`K=XJo|)!v+hLyVZ>j8`I~Rjc zbD~1?Ova&y(QoEjMM$BBW_wFVH(NU1BM%e4>3POJQZYj}W2?L&Iu86L1k|zJG&E8W z)aF7DpD8~Nb#3X-!9yh!lr&8k7><;oc?7ZpZ>1~|cbdaG#rh`meV&d4?&?Wvpl+^} z7?h(pQp(O_I}9(+4`B0FdS?(VS&>oIn6jcg7P{P0MVLjlkxX&k%JM@4nta*=Rd8FW zTluxB3aa(|lLtP1U$UtsGO8c-df;pev(2Fpvly+=h-{G5_X#ejib~=}ST+(A`2%K` z*;UL{ANw!q-syM|<=dbtV3d&~J(o=oPM`fAnA>bSWKu&p$hKY5UDjss<(0l1Xq*dD z`5cs+STpXU>EfJ)iS13-2Cf<%Xq7V;!_t?PM6; zlndk-OkPA*x7`@fp2#3ia4S+p_)%GE(EW6%Hww$K$-zH{)1LqJ)m|viYr>5L6gve$&tG;FjPm`D_Z?l0;t4MP1o|)~ z+R_?y=IT1w#dneeH1%S>VMIN*v_mYGfTxXIJ$;}eJP$_UzP8C!;Mii-d_vsR^P;$b|H6WS${Q=D12tm zx1Vh(O39{vYQFbCH#HPt!UAvp9=*mvMG>RwqXxVlpR^(YQP_&=y2}_eUZ^EsT=8)07G4rq~7Ef7|_T17tPyu$`Q zm^3fb4#P=(OF5SviLA^D+7?5|(=fIsJzIRpgkC5?5utWA+RUY!~0BelNxFbCZ|JjGDzc{#q%s?yKWWUY-WIE z=QM;OmB%w)`AF2Lp{plYsN$HZ6ARXYNx%=j!9fYk(2>aAtg&3zGD`8ZT1vHLF$0>eUD?Ev2fBijw?j>RE62}J;#{~A6OJNle zF$$$$nMnf|VXO%*s`lY=vv}(UwW> zF?a75^mMT>uFoI+yyM@-aTJ;oMZV2XhdSSCL(yH@aECR*7-J_~hym?!{_fjiB8WGy zQgUZSPnaw#$%Q{B-k;C-1Q|<=QM-~w!OMAoM=?8`dZheZAX7;IaZN~<9J5{ieR?ZDt)SNDzk;U-ohW;I6@T_I$R75-z z%*>yZ1BlAxdcK$ZY`OQjQAD$t+GkQbiwtXeYWO>4b zejRDl@!=u?yLe%q9)*oZvMqSi_q~xd@avbQ7QRPIWSe)_=swV%wkO~MhjgoEhk$d! zz_dK?tE?l{=Wc^Ua#$}**ZLF)i~qNi!1Z#LI^WJV+pMMn&>2sOE?*DA!?ng=Uk9_AKrcTu|2NNoS5>6^eF-ts#7m4dtXhu zIkN;UsON8nCOZYg2x1re&>Cs65L8*;PTNq8hH&=`>bju@{a|o=Bcu2FzpN0m+TAt9 zjAcQZR^ak1nV=-IPaX3V`{y|OE?Rtk?b+*fzUUy$|Q{Ho($_r5& z<~~MtA?f$2JZHjd4bqNBm1Pe zml7&nQRltj=rEH&CIM!?^pif7h1!CrhbuhAfdU5qr40AYjsVHzjd~TXPBw;ddAJwN zSYMnNz|FA_*MdXstL3P$TkqOsNzoaxlGthp%bR53o~D{B!$YO!VcOCzV81{Gr>MF{ zE3aenFec~K-+zddKv3h?D9iU~;<3GIf8%!C9(RfsCA)DL1BWNO8O**fRP|+F7OL6* zdM0r^Tvg`9GTxye_~|{^)*;0;PfuAM9x$3mG+vz_B16(Dj#Uz*lFvI5%g~XyfMCcD zkUOt{lG`A(o}_@-of&dKib86Bem*NZyZ@{YH#wjPG&>)pWDf5m*S-yK3){Rt@e6oJq>X`wSR*@xibWbn7w;l^g| z3Jyyfywn}X2Pn`1D$2Jh=N zj?}`<7xgxR^^0Swxj(B4$>7M}ijNw-I{GTjn?AGiz$!`(ALpMszcaPg=OqpDQ#JX* zTvZF-7;zogx+$tq;vid!lJg7yT~tNuP_xa?b`C`&K~!QhD;W#y(=Nbi?EYX6`hM(Z zJ~3t`zTu_*6LFYu)%Syt-8lK!iv;{R-&sEMd$o4P3;TUrJay+!+0m>j^Y1hBFt4;K z(uYX_ZEe~pGj|syYiH+<54sE9;y>pHhEH0psY&Cy-?coE^*_=prZGbMq@yy`bzP}L$EdjD`R4?~)| zftwUMn-MvQ1`MW#20$BJa9n0^^iuZaXRVa7h<3-Z#!_}wJ!Xvd<7qy9?vZmnvw)T} z6N=(lg{ zOu#;)78GEYKr3$;deTZkm(W;f2;>Jdpd0t#P(u{-Ki?m}VSGNu!cFD#WeaOgk2Z1( zyf7Pn$LK;^Q4v?p=I-DE^?9LATMR2&nMr*EV4>Acwc7a}&eW&cb958?b|$0}DUSM0 zl50^gUZOBVAK?hslIeqEE$?G!7KTM>2<-U}l-1PKhGzY5a!PJ5b`Qg;kEl(%VLey& zevx0%#5EngV@U0*OgGx=FY`lyvm>od};Q8N$Lyh898>2QAgV5@l8Xg|5KuLX1{%58-{pb8U z^5JZ1WL-zF3T4xfHS)+#C^IFb!eD`FcaW>|JK-k+>f9G~Sb3O4Sx4i=AxPrXk5DdI zxoYTW-Laek-h!N{%J`g@bn#+h^;eX4P((t1JV`$7ScfO~W*~>W?oig1l&B(Bxkf0P z2eKI%z=Z#5nWDZfO!84wrAn-YwuH>cgrU6lJAl)toa83q?=cc$8>@9cA6#f{26z2i zu%omqKwOxJu}w0I*)xu1u#c_9$pl}cGMj0w?@QL+xZu>;m!r$~_V)a+zQHtSeS3%N zcqnAp?AOM(ep`hew;*|seEQC9BCYV}3$`g3e10}5f{O=P!qe-A&(%40bJ=>AYB%WV z-mELtj#2sSEH92;%j1g5Pg_1BO8Db2;@g17lAYf5$5L#QCWYzc6OqG|S_lb*``xjE z!(Z)ULGhY$!xfxEDM-am{qUOMDG*2_b{~(O>cUNRYFA<<;KI`9CL;yG5#>nYD;vB? zU)g*=M2^^mW3pd0zb^j@sfD5OSn)o1Q6$LNShjh4 zE%Jsw@QpQ~N;L|)hTg}FPvX{&`8g@K{dp%_`F78Z5KjlKYt8iNTu=%wD}kHXtF=So zD>L64)WAc)IbAoBao>mV#@wh$-cDgDub1nofM>&O%Hf@{UM@BC@sCi-R3B_@*zPPq zJizSf=4{Kc#}Av?W{2`_8;V@b!iIgjBqw?5NsF-{-Lfzb{=Rduzuw$2GvB`>_*890 z?-cVQpMxONp>F+xKx0wP&LG-&Lr=Vo%UT}`9loQ6-q1rQZpo?@CE=Dqi$MLP%W5v+ z{_e(vHmFkWp2WPvB~mvwHugT&$kSOq=2xmV??{T``Y!yhrf8sw!VCwZPdW@Yd#=rJ zS)X)k@!C?3?%#j0Z)Zr!3$tZcyvqSf^{J}d*dD<`6EcQv?InE-cVc14O79M({Ip>A z0*~*J5B453K--sFj}#d23;qtG5fd2yYCf116MMaBc{O>0ND|D?3o^QqI7N;o+Z0h# zu9gtlluj0ci@%GKfh|l<0$VqzHi|Z;EQ*%Y(fb9YEMi544+E6eSC%D|v~sg#`nQC+ z&QZ`vV7WqPzu-8p{Zda%tRqN3Z@ioWB_X?4dg%0rrT5o)>UC=jMMP66e)oMs6^%WW zm_FSQ7b}x(lq79h0&U8Bq8ed@x$6_P zTx{eu(SHdGUTko3GOt_YI0pQB9rI~w1n%5(f90cGaMM_rw9_WCj1Ifu5|ZFRDJ+E?{!&QJD{MaWAC6zD1k3`D)ebyZ6x)*zLT z`98EW9hrY9sxj!ke$Ra;a8SS2p%gZPvdrmu+)FzvuLiOX_N^^zVcpV%{6wL*C?{8? zqKtT5KYwe2alyt2*%Lc&-k;XF&6%BTH~cFnD~o0JlwDhMnBsISx%R0$tK5#3*jU6^ z)^p-gt8F{l`K9f&y^R}Gihmx3r*4rrk~VoXx@NPr=VIHkjyih6=&ChlcfYOx@C6N2 zN(wXCX_0Lox{Bls<5(`CzD<{uvJ4I_fcwn|CAIzMk$HSH?H18XbK1eA7|m;{7t9(F zb{W>u&Hby&x2{`u^yTzIqMF!Ou&%{GEV`%~{=wKoONu7yqY>88a$K3C^m=vrdrhC;?%!*xIT{rh5 zA{O%~IK~Re$;dc1a0M(@emERWg~ex0>u)cyYh|$zs0d@(f5x;Gm;4@xwNSfin0IgM zwvJXR_|Tp-W8b>*G6#B3l40$iMzh!WG3*of#Zg*Ng3s~@F3TG+)EcW+EMgn{5fuwC zx(C{8GKPjab@Sw8Wo=(=Shgt8X%bu{sUXJxDezL2`eb?cN$t4$HG<5NF7;p!bJ6rL z3D`WrRIMe`cacqeJ-+ZhNmUs0flSXsy{-9m%~}DQSC)C`)4GjpBK`p7^>h8AG_dpF z^&AFktzD)cz209JE&2Wtc&dca;=gYRz3uj&kaH}AMi%)KEcq-qx-J)f9m-^{Ej37^ zmpfsREB?!j5_}%`W^hHnX`kTYp|O;ls_QSBqrctTb)(llv8bwVXfdNi|9EAar(m#O zvXZH-pW-^qepF=o(y5ye+}0__ZgPpFl2#k_i2l57CL7t1-{;N{T-)a0Q^T(w6VP*p z&h!yxKup9!JEN$5Hv#9?L7Bp^t@i}?@ek$Jr6*V^V)PPk+RN0P?yxeivBf$SpJx)) zpe)jUP_x-~Eq9`|+Nj?8U!lc=b=8Q9ha5qy5L-7^y_fr4U+)i=DQbSMoV0bq$3|b~ zOu$o9&o<9LsWRhY;sWz#(M}b=^X{!>%a3c%QM#n~Kaak>xm~j4?{IW16}_uv7%dJR zR0;hJG;%oEa@-d7`toEt{S%E3Kl>6)Nfb^e4{pJ-vMQF7O&u>C!wxcZ;56+B=<&Nb z<{gwIDpBOtR>hgpI5*OY7n4P`}(DEz74paQ&8Z|b1`;1TuIsU82O(;g8HUPoc+n_Sf%$UGqDriJ}oho4E<`a4O3hgY`vBHk_7v*qzvGR_pUSj(vSBL$3D3r5!j#`4b zIR`J#>W`qL%1Qy#MYsfo+R-^1MCo3jQz^DH6?|1z2)!dHR1hJJ#G94DY>noV_}8b- zKYqlnkGLQ0wEe6&`?c_Oe26XvhS!f{%O<^bpYJ+siPJPZu^$yf8&RfDs8p@4hQ2n+oy1X34ZNWk12-rzL%JQ+@a zNrJRwRp3tu@j!H<2*s3*Kb&AEy=LjLWnzYBGjelzjGp_719D2A9f`H)h2EWjzW z9ynu@^o~$K8kf>O2nsprpe@#6L*WjZ;!kVcD&T~D3dn{!jJ%tfQsA3@?+2&0ke?Ca z@Q`&G^m${@go}a!gY$kNF>$6d-#=A?loQ%t(#|C=AzIkAY|?#Sw|kHHwxm(+qq8R| zzdw=ey*!*BzfnF*2%!Cz>Eag-V;?IZp-3WPI=lHPZOYP{4@A^?hue!5K-Tl;WCWMm zt-z{kohK|J;@HCyxk}XLcFI!X(e7$G!aE=UbU|p}rb@T!s3@`tr&<4_rn?@AeSON* zl6c6~p5#y?xkl*i07tvb+k)u@K=fW!L*r{>%MHjPJb?5C`By|Vlu+_)?bWMu{a~Zr zbkez7_qQkxmTk@MkhTk;y;6h53#BC`OlV*etgL*>&CN~5Vf2wfAtpm6gu!gQ+@=Uq zloJ57B*@qPg@#fII+9N>Krt$c2lEs>7V^(1BE8Sx%iys@p+k)JDgu=|7j+`0lgjmVGaEvNz`KmVuP=^JcmEpI$Td6_r7$2YgK z+OrIlOokDZ=Ji7+O7sbb)1PM(wjJyf!hY5Gj{7LjN8!?ReOA^`XRP{N8@`v#fp?4Sg z`9E$<|Nm_<|DWIP$_5<9tlu*?H}3`iPf?-;u+H&PAd+Y!Ol62$7N?zFErcRp zXC$Ws5Kz77{BpmRikyjucfvlzs`hZ9S})(*-beNkC$^3YGF6i0qD_ZfxNK zq?RsDPUD2SwQ~yrl0r>Q7P<e6Q0RktKBY$)sFx$20YN1=gnXiXLxN8Y+2Fyw;PiUVHQ;JRAiIL~g)}{uKPmC&&95&dwF>?d^b< z24PlVcLnpaNCKct0F=$x+4XC6IwI~)<;_}8R%=0VDefAZW`d88kHSeTyxvsi1Kb3Q zgN;PRvpsLvjIrF;Zot3FumqZ`zx$LEaV}i$0d>^u3cE#Q755`X;}`#gjs!7)l9$tu zcGt(g_Aj3Iq;&Xc9Dy0$`HHLwWaF+mkUD6So5nnX3;^rtHZ1Cti!oqCs#Tuux>?znyGQ_%Z&W|VHnM+dD(n$p-Zk) z$8lh6e7er_VL;HB&f#(TS&FI`*u65~W$l-%Ju1NhD_!wWo)pj$jdFGvRMUX&iw9i? zk)xwe5r(-VU?W)87A?#*3=~$cI~vSK6Po@oi(uDIyRPT-ZGRg_Q~>PNwfUs+13^DX zXa8PREjc=JIoWWm>xb`(+$~1Lf~_HIO1O>m-z-?aK8}t9&1t{*%$%G71i!b1FfQ7& zA)AlD-WRlMhkSsdrEOUg^$ZC%kkAN>BZ&ha1|SnDP%VO^`%-)#@FHR&^i=D-|Jy1Mf5bCMJjA2Q0KyAh_gya{H(~;o&D+3y-+q0o#7*5%&^9yzt&b^kn?yLD`uNVUkd7TVz!xxvA~ zg!_ykGQvQOaCS(u*sMPd%FDl}9$3$2pG8(i>39e|HFY1?1%PitaL9Y3U85rf$ViSMF+YSw>H$A@(pEYj{ zq9Nlp4+YKJJQ!DIGXIS~&Irtb3~(6;7zY42?80MY6c#EaDoP{%Av3eLz@U-KxE&2` z3qZJF|AO$etThGf7wQC+>UlbufEHF^xci`lT;jZKQd(A)1&K9$oSvSZ1%*J_6V|f-FZJBcKu*iLgrn zAOmE%$WAKgz9%~g)j|>}_$mkCFGYX`3p@L+u}(0T%g$2C7?I%Gy_22v2fLQ~mG+q% zwZ~S%|Nd?Z+Q&gsLTTGdBLH&d0)yxN0Nxrx6uv0|tQ-PcPEvA!fVp?~F0gKtv%HRT z+mg}sIGle9luOOq>p;YEwD+|x7t;0@-Yu18{S54y1)>m+mIeqeUMkdl47H#-$kxxv zM{*c@|8tW9@ok0)x9u*o{lVekRcO)hwO(9lOH+s)HQ;V){d{}-Y1i&f|C3et^KZ+v zqexXtD-&EN#H1IK)y`xOJlsYfxB?mI3QXh{h7I_c*6+m#|37fzSe{)qP~ak4uKgQT zARf&POsT_V(7>_`cHIkP8|g4DR>S;sNahSN+y`O$RZ~?pI{Ayt8Elcu13n#1OfUyF z;6b3s=$}tD=RDCyq@s}wzta9MCRevg9k$)qUj9R3Z>CDR)o>w#=YS|CrST+NBY$#w zGxcgG}0uwWHFBDneY-cJjW|RxbZIKaG@Ss78CY3NuyWjvF zm-(Q+Hqai%>d-IGyDT_$7_jgoHd~QtuAiy+xaGlVVs>6-RwM2^OENMtqy-1qQp6Al zSo`nf_w~PHC*IT^n&2Kf4yF$405{7bkd#p5;MvK{^}3O~Szcb=RiqW+-{0#4YP?*5n&@<8s_wNnO%t-F_NQL!3$B-_=rwbg_0hqQ zyTkHT!(eiu6KUHe7Qe`w%0(K2omlfSKP7Mu6?^Pv>zhqCcp)!V3inPq(UFt$^#HQp z6~KFwd8RmwsT^O$Yi) ztp|Uni5$QJk8Ic6plUD#%J&w?_0UtZzGEYD@CyeClgOv-N6pfgp(|xYm9%fq1+e=r z0G|>Sm7iqbAOscK*s1n%+ufAH)NZ1cAv3ln`It_TAEPw>Eav{oMU~+O} z%%<1buqB|Y{I#nX`-AV#@2|s1kcqgJudJ-#F_m!h9h~mhqLlPpLAYys2KhM z^r{GIwt#tbj!zoCiU5sFOB#fGa*H#_s^EDONFO*1C?Py{KYna3L|d-_h3XH!*W*Np z>iQjU7$!-`v0Zv?N1ret4-G;%_VzTPgS0SNtF?bVvBAy*mH>U3|a| z{W|*8%}8KD`eL@$otoBwByMQD!mjvE`bGpePJLt%byQTYOuGIagxV^*JJ=9E|0#rH zF8DO$(5+t$twu{^ra&>i^w~G;sQ_jfBozSMm!QfrziQ)4fb@zV0-z`o`D^d+!%`73 z0mLgJ!E^4f4)lg07UjM^Sdc44nxx(C3nslhb(+iByphkp0_$Mj%`^6`7=E zfa#kjBe0XFzo&2jXxyQlIem`qo(?R7d?LrD7rjXmm2<&z0;IBzO^rkk){e!XlW9A8 zY6+SUe>m@oT3BRz{CP)xu=P*M&@dUYTtCVc;lkVDY+6ZB&=6s4xpNJqih?+QMjZo; z@V{}N_DOPEJd)@_JYIMuEIlwhYypIzQ34Jt5vhY^m~1GwAo&Ai0ZEAS0l(Mj6l27Z z3FNAoMMcU0(6(0dlOS`uYZ%rHu%;9`tIXO%nZYg9!5RparYrF{amm%GP)0fqAz}Vp zYP5^g2RiQ7>D)^MXp_C;{orq+%4;5N(xz^YJX@kS*{g-(K>JE~K-I9?-L_{FnDNt;VLUL8eVxVNs3iT!UY61cR zXxfZLP#NUwp#Qch-mK<+x(*;?;2SPAMeC_NvL+EktObpyrRzqr>dpWY??KgjRs%KYXx36rt}?;Q~*aDm#wsV1S9X9#tSI95D0t0+Dh$ z7S4qX$RGfRKCOC{`@hY5E|4(x)qdA1GLlJe!ByW!1&P69=r?opf4a)J0*JnQ_M@#e zpfrJ%jO3y{tsD2Ad4k_~gcMl9jg5sjVA^xQqup7(JE+N)23rM+$&&t~i8hWUl~PiB za4UBps+-7b_5~Oncc*HtD94(X@$r|0vu>Vd8sp#QlRp(UBGva{BSJRa#ZEIk6$*Q= zMnax%&NLw_wU}zr6Nm7uk#oAy+w{cJ)wOB^vJ)icXhrnJ0u0@#T)p#iZ}0lkqDt@A zQBhI$P)132*OX_3eFC$UflPs=gm+v}WJ6MwmfLGFkN^4G80ELg*{hHs) zuoKlW8oEXF`rut&^;WyzLkt(0{22KHs5Vq0OYjBM0Dd?HK#Ly&%bu25YBhHwzJ3$} zA*Y9lcFsoOAd(g%yH<@SpQXi-rlqq5`_#u4#;+2VltTymSEJmX1E|&HK=glA6?kGD zc}l>UYgHhxUeTU98hVxcq93-uzz(z#gX7#&W@cqQt0pMqlI%gA zxB^Lh_dz6NoCv|80CYwcPbSwKE<_)7|NHv{Dc}fl5vuRE0%ZxxmO)#r#gbRg>&(57 zDY}8)L_hFqCW#RV+gD-3V6B#Xf#h@*+~<#jitzAjCw2e!|JkYslYJ83`8QUzU67Tv zOY}=$^1RYb@vDsJ^CczsBo65bb=#!x+tpLFw$reB*Jmo<_kP*gzMN%juE2jafscz1 z9n2S4PavU$ra%ACgum{A+nS4i&ECyD5zDz_=eXl;-Q%26KhCw2ywb^iz$Q(I56QdS zn<8@+ga`j7h z=7@eC%2@tT)*xOd03)Kx&j`-MWA637e5DC!1a(2LFJ!9LP7<0iwc*? zxTN#5Zi4Fx>0v<**n9(eRwFs`?N;w;LP`O;%ZejEe;Pne ziKHwKu^`!gX>b2MLn*lcGsaV1SxIm)UyXy>hs4&-ZWE#v9u6An+9MTqj7V;O_UKdF zkmrgS8KwN;-RMa`XvEiD=@F7)*Dbi?W$z3PvU`A_~jogWz) zc?N~o8?e9jEx)v=r~x>#jU6pj2h{dO+>dVY@Lans>E{^{aeZxVO|jHm4KlSW4ZfJPlYMif41bDmejxRh-l_kxA*0zj6u3ys|u~2yG$dkMSp*%x}JjIU(Gx`jg z>0NN|QAfnY_?21=&w%TfI^J9Ft#NgH@9lk?gM&mPUr)`TEX+4Lnp{0!&mW5PH+CxD z;NT`f)N;}P2jRzXsVDJ*zk#u_7sL~afPjGD;TRG3(FBp@>5Z$Op+MBZP!l%0zV6@T zd;L;AzsKM5G?x2_11-wK#J5i3Z3@@KRB z;kyfMll6HJE?-&HB_deaer=?8X?SdOl;9$D-y832bfhQ!3gG_HEc<-z>CaQR!{ z)1F>k?2I(r>MDqhr3`1+W^ij|VPpFa-Q|zTydU@H>pu_|7hft>zAKU5KMimF9V!j? zAx}7W?p*!U6t#hY0cdJm>g(%6$JoqYAtp9ZCA=ahC%5x^N&cVoVo5eug;@NzASc8y^TsT{=pur+6z4ubGkPjkl>h(=cO}{EcNUmM`0NvqD zOT+!I?@K=v&-yG!Vb*Ddoh#tDK@mVH$nbMxZtgv#C1mzP`g0J{Nfu&T+uIw;Fk|SO zmr&-zdH%356FDAOSN9+$HkN+uu5P8#){TX^63U7ANm?t3H34j zcJF^TWn?fJnV7I}P~A+2=r;oNy>pwl496=SE>*o+Z-9zNFK8p!uaA;)nsnAffa%gJ zO-NcEDZKsn?_WQU8WDVdb~d&v*RGlD+(5nOXOxwbyBWh#59pBYuU@#IhgpWFC(58o zy*6YxN9%S)c4I>Ww%y_n34bzf^v#aJLA7$%9jM$CRcKNjf|+_b-+3e^M%qSv-)`aY zbO1vi(L1zw3RwjyxuBpRXP3CUE!G<-WHTKl8(UcTe*B0x&D~6w7)nAxaamhiJLI^q zq(pqI3`0LQ$W)h}23OXPj+Q*ql8}%%fVGs_a#^ zjI0o$kgSX(n~;$PAt@snO}Q#tcs^(M^Wu5&{0Tp=?xC*hJjVC?S;u)iI`8M?B(#Hx ziG^K5lski4NmSa$5-k@u~#f5rK< zb6?x=`}a0bt0H4#pF)hH)qYt}mYK=nJl?bil3#0vYm?x}jQOxWYCi<|!?j#}Av<%P zFO?J*7n3f%z-7h2b0LT!?7(*V{Qj{R0;XF*=Z#HFp8fC@4>#RjoRfpM#n3H)y-XsV znK(;?Z2dK9XlQ8J#E;4BuRVb|leQ9ELdi{H<;eOz=V%fs%tlI&)7 zb~ex9gC6G$v;-OVfBf--UQto8d$1LtoQIdU?Y`7*b0cT`kXD&t@HLKsbqW6J~@ z8XJ55tc!?>?!1|N@a72PwgVj9JEmhj+}wiWBV|TqSxN@vw1a2|R`omPxb$u|HXa4k4Z|C8c@z{l zEdmx;e3yR2VrqmH-rPAJv7MQDpM0D?y8ufb%j~s6z5M9!x^w|iJE>_846ALPM{?Ff zudA|)vT=|)hV3gDUgAZu2GTY4?!Xhbq#b!^)3W7#^p;mKZW`4`e?OPpUOd#c zZQEo#zo+rYntOP7h$CWeTJK3mc-P(Q1}Yw%((`=2)K@$`!x1y$nY_P{qxMx$P*6!( z`5I~0ZEgE|!^yK?Kx$fADb7Z`r&ncAuDf3^vWl5AHyKv3?MVDKznZfk=0m-4frayoD!H>!9UuLeX{TB4n(H~Qa&db|3 z!J(3`oYH$=m$!Q|>h79&ZPB4qe{QBe9Ua{R(rGhn!TVoVInwEmU^Z&0+1+>3r%GF* zx{h{@)ws9i?G1aKUp3{D)3c_k$#u|a;Pk$$6OcqhXPugZN=iyTeEAXuu$MCI^6dD5 zlx8SRxd`S{)6-Lt#M52;{pABU*S)ZT*fX;&SAI>C=I4`-^3PYfySwWK#1s_nJG>6^ zzaECoo_Fsa&%uK%siJ1e9v+fJ@3-=#Q}CF5chG7L(3W_~w$zK6piv;V{QP{|n{S%j zC&S$&a?sw2UKH!*s@AwoTyt7ieDQa7Kws6~iu%@+32@4L2RCo5YE+JLsBfJ%6muD^ zv(+=-Ry)a_lA!nAB)|HBg5KC%HZC?PR8UBdudhEcGCE4AK6h(s*gE6(w4u5%GBNSi zX3VJLNyEy@#7xc146;f+(|9$S6H_R=8h|_#($XTQrp}u-`LjDZI;v@Cv;nbY-?AwU z{xfIbBP1%?F4TFVcws+6C(9_Q+tky3Ry5tefmUWbbMfJ zgSyL=>ChwRbiGe`+5D%DR&`yZF!(+5g|UzB-yi*#L$o$~Iy$HV0|QCFf47BhV=4!@ zD8Ya&9`)JW2oN!?*$!-bs9&>(>ymtL((C?y#yxvt-@Y}*HZrI&W9+B_3ir`b5)czB zd%ibp#Ov1U`V(CCapR-{7Q8Vn!D*_xX#f8GM$3|U9^_;PC4&{!XYqdfB)xi#D$)jH zN@KA=ieZ;D7DEflK!xkLf>mMj$-8&&GOIs3t1GUi6u*z3pNRZ6a0d;G zIj<0ntqV%j3BUyj@EsAeI%ceaq;=h!Ywk&_efo(b94{(%>2xI2Ulp8NikE%)F{#?v z*w_*cuX21ef`RK0?*Do=1c9Wl-pkc_w9cTyj0yBtrOdoh9AX@Yy!Uo2wWox6pf>K* z=i6%{m#ZZ<%s^E1CVe2k^yUUnmC4{2^ag4mn^o_m z++5yWhh1WjQ*CK$qX3@mgv`BP-mbvFqj_t+*Ial+L`1q>uA-lxpH=;>&Rvh1)>L|k zjcBm4x=Q!&`_1J^hV%CJ8TveD1Z_)ccQP}7z|xWNn4$*cj{sy@*YSJgG-&DQC|Fx( z9j9`}!$w@~j+w{dA_%6sjnUWc%f*ho*ptqW3IS$&!?gR7r>AJ@UP>}=U*EfcNHQq) z>9amQJ~ckS`2ij6XVUxn)vm9&B77k3JMYj)!Hm4mF-+@E(Dc^+ekM*%PO6kLgG(nY zw&59MWo7MdMOjV#QXXmaGkR1po#>hPm!TM#o143Nd7Xs)n?4H=_qI7madmO_!dTQ% zZeCsr)LTaLet0@Te}W7R4c*+`6B?oLNgR+rh zx&Cwai?M)Pw>UG`3+Orug0zHMwsuEIgBxl9}!T$Lfg2fT8&*qbg7gy(+~s(^FF)u##EK`^&A4tEj4e zgbr~~_82)Cpe_H>9sb(!;^)sbrCzj)V~SWf4Rn8dEn-m>Ev#4B+_)C0KlIRE$Ld#3 zd%FsUj9ZI8ldrP5Ip-nQF_DIQX7!$lhrh#!OYt{5bt?L+k03CD*znBEOo!Cut~dBR zD|6|%c)Uq~O-Eft371>c8pxjk4xr|eh7o@M>vGEN($Z456tM#bwAe!RGfcCBqrD$w z&F?R=&YPcmS93-+p{tbbD^T%IElp<>kkq z&Fyx;)=iDTbp&Ko zeWj)C;vx!-Kw$Vm`&atHPGn}%E`2}{sVFY{#*MwsL)JU03bf!=gwCQe9PHQJ5X3c> zZ-0FM?tCx(w9j_RniP7yy!?E@ciDx38!Pr!e#XXWAC*k|9vnKhGAbPI;pN3TlYjcR z`Bw4SanuCfVb8Avf(Am4W;Jd~Nu6mpB!)8EC88R`#_g==wv)iW}5w_C$|~waMIFed%&Dwq23AOl@8+q z?b|!5Q@w6L^wC=mSb*hMbaPw@R2=UPI1xd=XFCT+OmFY$=h=!}7}0hl^liN|S5{Wk ztMMvf6O(AH-9pJ9sM>DR&satPTMBftI{+qr;>3V8#2YpV>n+ejMEr5gaMtSL z0W-0Wh+^pbJ|k`{`WRryPsmWi{zxRY5^NOYZ$zY<|BBomgdIfvY^J_`jeb1ltKl6R z7Dj3AGtJVyh(cUcX}gB&mRi*UZp&TyFgshiTw}uf%-d-QC-g9w(V- z!I*;_gxu}S&9lnQsvN9JpcM?a#J>ibu~G0NCns-x^&1wO{@LUN4Qruype1C4u+;sE z9P*dpq5YBEahyj9X!>-uIEH8u4}UH#r3R3?(Vh?oA`weME)@*x1N?>?jV=g@Rz7+{ z-gWb|8DPZSbJZ9D&}zPhdqJBUl?)^uirV%Zld_|(7cK~o$Yo|{$3u%1mYabo&NZ=y zQxH3zJb4lwr~X=5S^0b!;swz{#R0ZwE3CuB$-aUMLy2fyV+v4xw6Rk1TxF0$Qc8-& zkNO;r>hr7%Jbm&+>8+^I;``HRpuV#=C1)lqs{C5gUYX-?9|;FX)T_s9FKq>xN_ny# z{e8UI!h8NXJ`z_tRjx+{_D5g8UID``cV=ndZEYjb`thto#H^l0j!C1&iB|skuhGY@ z7Q@lIJGx%JRCRC=Kz2pIuM`-QI3{4!3`uQ!*7z$3I_*(REJx1NAy=6x>F47s5s!=2(1kdsSP+u8uQjTtb;umCTT9LF38zN|` z_tYX|P*9MS(xM-cNErI&TWcd=%NVd2b0D7J_g1ZL=(RY? z++!G@cm}^1udqtZ&d#1VWPJ9l6;3$$F4#LdMuALiD@&L6sZ{?R7aMEf|H;Po>0V04 z^wA4tjrWEY?Z}A7>MhXWYS`RZTZRQoH(nk%}kiIa=v=ov;aboW~#9Ga&zBd3iG`DvI#e%3EJ2#nifPUsphl9r`R! z3$n&SWiU5dAK^9TvlWeAbs_uq?O5bNjH+puU`k&FTm3fbI`qJ7;@dajVRL|MNSV9m zy?oB2$FUuD$>iUWsX&Jsb=O0}=hyk+l*!I@7)NZf9{c1je-6gnSYabWabUxO3CCWz zlb5#z&HxmIrn5&}#@ejz-zu!dVNHMF!P<^j#N;7`ww z8Mvcs)8aieo(mm-d_*K)IKHF5b$Ix!_e=m(I<|vO%-UJZ*z(g?G@* z(~uD(-9n2%E{Kx%WZZxsI1brsATgH6_mh^EI$N$%fKiqX z#V#O8*9#>$WYf%}z7C##2reYv%f|<)k&@tZc6R(oiG+ZOgmm&wU!EH?dz*FZRy1KV zH}3xMI$r~pjtHoe&A>~tOJClUW_;IvhAg2qymzWS&2=8rbpN)twe_JyhV(obYxEn+ z`F1s;-Y9=+X2$wM%hkx}=vMSJU99(p26;dvZV3t9w`GqXKQ`~~g!enFbFW1{)Gf(yQ0>j$mCKm{!IFjSx~3*+*D^~m)-L7x-RRMiSk zP$1J#$>V`Gi2}4&OpF2Tx_|8o<~jQIZjlSx$c48;B#rrzi?(FkAtWC*J0*a7qFrP?D&HP_BY^yvp};~*jS$nqA6R$hIfbBxxBJ+2PTU*WM#xWDP&}1 zaJuQhy~CN@aYSITA*Eoi3J(7=ujE- z=g_b)_63t#Ge?yB7MutOLAG&*>mn!x(*ys+I&{)TrZWm4m>hiIsNFbXMo|Ch8LYoX#5SJRZ_lOJIzRt^*!F~DPD!rX^Y_6h+_6I&Jrehi$Wwx>@i z!@|P4y1I@*w1S1_PWqtKearxzFd-?)hQtvCSi~cA64Y=R;S>_)%Lbm$v`O?!d<_2T zRw0_zUyF+!usmVEb9FsnHfs*tgYDV*Yr02kS3iUaD5_=B-ICb@m9`pIHJ+Y^VV>?98{nQ}3^JQ9UYT~Q%o7e=jAet|>2$EUC z5Fk2?EtllO%1UAZz-NA$_mem;xxBVEi3%bjsvC;pAxdO#pK`F zT3KC%O~oT7rgKQw4hs&YtWZr^9YJPX#>`5*BBCz@B^;5mLXlDErOifdTy&S=@V2cj4^2 z4A9+EfQm~D4z#M2BLdPzaE;;Ls-knCP>r3d-dtaJFgXSD>_d!E8q@_MzT?n*$_bm8$hW?esDau*xMyGmWSpGr7YFVqOf7`pT&#NZ zD5cba`^5OGtk_sO?4t-2iXvar-ku&Bq>WC32r_@WgbHtr!1vw3UX+9i=)YF2mWiD} zKaQ#(H{yt<088ee?N&}N$JpA~grKkR!eYO3=MI&9(c#eIVqvUxq9x@3u17DNLl*gY zrYsYR7LZ4T^}3<{&Ye4neF+uYvG*IKA~(p*DR#DXP^D~e3og_z-TB|W0MU3I6CEO_ z#~_-sd`nIKgbFRzwET~Rgv4L%OmBS-F|l(v^GyZ+)^NT)AAQ-l?y?|;)1~(tTV5~K zg$oz_5y-@UEaXvo0nloLa!SS5D=LQ3!CsC~@1)6^Z>15lL^1+UtWVL?G&=FqkC9p? zj5t;7AV6M74;4jt(Bid_kO~-e^WTTh^o?%AyOV&b8a@VvoP?6Z$ifnaambLLgRs5_ zgnkFV2;aK+evFzn;va+@J5uk(pt$)*3gwECmDS#DrLXg>iOEMqHje|&_d%1%HJsN( zJr6}IXz%E-#ur5fLO{wVEfO9+1e^%e5ngfe(E+D7B?X{f}G9&7=54P5g6_?T6Ykxb~u_eH~g})A^9Rby{u02&&_q7v(Z?f)@VX+ zs~njUlalCs1Mr=HB0W5bETKe?`=NY!xt(=Ts)=aKe(g;08iuV~w-QAKM~+&qi!}-O znBj0jg~#+W$vH+u(rGG?{EuOiXw9j>uT$eJ@AHhqI%!)L+*di4y!D9nheUJCo+HHj z@{Xa?^x0}RHa0RszCc?WjHf{R0*GM83VH&>839(orXSFO?gLC~m9Js?fS<<9$F7K% z=k*ySC31Y{gyiHtd-310pIf|HuM`V%PX?wHEvo>^Hy0W?O3-W>9Vh6d8erB}d2^dk!Q3qW8n zw>&VJQpGG(fz*h+4&A?&7ca&_KP4&{ENmqt8+&0P8gM-yaQpf3#J+v|KA;j3n2@OK z0E&R^Z{NLZee#4{TU(n%A{|4hZvy!TRtx`xtEB}o+68S8!wG}~gXbeyExN3n%Xm}l zwQK*NzvqIF!Okgv_%H_lhptK literal 0 HcmV?d00001 diff --git a/actions/waveform-analysis/data/figures/rates_ns_11.svg b/actions/waveform-analysis/data/figures/rates_ns_11.svg new file mode 100644 index 000000000..50c799ee5 --- /dev/null +++ b/actions/waveform-analysis/data/figures/rates_ns_11.svg @@ -0,0 +1,1243 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/actions/waveform-analysis/data/figures/rates_ns_30.png b/actions/waveform-analysis/data/figures/rates_ns_30.png new file mode 100644 index 0000000000000000000000000000000000000000..32c667700679f75c01b96bbe9c9832b9fd439f0d GIT binary patch literal 126382 zcmeEucRbb)|E_i_sgM;)_9j~>kyUn9Mpg-Bmy9$}$p}#?WM;3($S6XnM0O%0kv+4W z>!auSopb&?|DXGLJ+E)&cHf`z9@qQ2uJ`AGhMFSTE;_PZBqStc%1ZKDBqUooNl3O= z@7#`mdEqfZi~nqOmQ&W*iI?Y2%lr5{se_V%GYN^&Y2yEzC?B6XiGP%EQP6kMw!i3d z-OR~~Nq+wS{RTdJr%U`%yVK%H zNDh-I%b(P7dolXsx{gj;=l02aT!+t6(sLbtK*pNPv3cIFFJJM1#e?vD@oc99=@bI1 z51fyyP7}P=tgq3WT=XXSBxSbQ$@l)|ikcy8bIX;%JQf$eL_a&`+q;+%o!BW;tDlaB&am6X0#*dQn=&lkIJ-dtO} zgVzGd zGppt1CLY8fl{8|t5%?ho1(6x<53QIs(j##n=;=G^y;X=objQ}(wj#-5=!fWGTY59=R$sc+z z|2tT}2OF1*KAcL zT%|KGFc1(GJ^f6`N+anEZF@(@)Pn974GoQ3ml~pvh=@?(=Nudyw-OUs)6>&6V&%3y zjhv2;(s>dU6*w?pnUI*+i*OJ)cI>XN?>6EcWu7BWGk}v~EqO#Z`|_4CnscnsI(7Ik}>Xi|}|?(cQc}Vg2*xE8oB0Qs$VBlw0k@J0j{|e&w#yUlg-!_gM{>zsyE2*pBD=J#-A?>0Qv3XZnxrK~Q_(c5az}b1P zkXc11Cn4seM;(WoSi6c{cPlF^yUqQfYWntV6N#>_ZuaZfr*K3+|NQZ<4y3RA{+)jB z-o270i?UXhmWM?}4?f{DuJ~2|#PRRAaY9lOGw$cJXV0>8bMIti@VKz>1Zf|eD zu(0s1v(vCmm3@nq4(|QS5rusrz2A$R+1buUCJ3+{K1?FJws4f>Cq8PZDRFmbSQu+f zrcTO%`LXXi=;`SVT9-20vP>&0D^CgW9XWFH=nQqS`yAK&XvbaI^%aT-4<6(O+FDup z9^^Ir*&i(Hmz9-e*MBfl+>yDWvhrbRnOWs_HxG~Xep}qIh2DEi*&ctd-uFBsg3BG_ zIZe8G^Jf2&BTtqV=_Q<4(2nPVvwjT@n*XW`*DrEn6*_i|we4qL-<|GKk9gcjj`MHQ zElZe#nPjVRc>5U{gFOC@r-($v#~+n+{o`|Ub?JRe%ejmklEcEnls(?-r4>)F{wOwE zTUoSen9D?2I`cwY)9g%<(=UfV&73r}w6&7gwX_a&7T9MATwIzR9{OI8l|Exr;k%nU z`^tCGLo%K;{3azDwmi7+!Zyu2H*MNP4p3}DJN>qK)_dCX0mqxqU zBTEud&tCF6M>oSzzu;<=&+AZgw0Ejt9*w34CXVSdygfI;e@ z@!M-vxPr|lm1%le0(R{JJSHXj3xjOPh~3nD^5_}a7Bzdr2fb#8_9v-D`M`C`q%C)(jPP4wA#jpYw0*PR7W15r^DW=y+-ix5y#%ynSjK zM4`f;zAiI}Pt-Lu)FAj8GmWJ@m&XdYSUJdc)jS9Y_)zHB|8ru3|5-wl586d}r?BGO7EuYod4V-gQK9hnuXgEIJ?eUNcH*8~F9h3}H9<_iqg%E#&$0w5Bfqf#1LT zf4;vv)LkldkVpR(ay(5qC@hS^rY$o=fK5WeU|#;@$&9;Z8Rd6#2RLuvAN za&q6*rL-#&5)w~EY!AvT4p6+1a6WA@Q{p~HwyS(?iJM5o)#bmoc8m&)$K7tpcr9J1 z@~6sOWmJ%te|f&(DuV1L#M$?h<+9A~UPaa+FL#LAwIBZe zRHt~Opo>5+$`nw;F7$p*hJW&hb(mk%F4a0G;KZEFliAKODKw3P^EbQzS zpPmXn6|-kV!_F6CpG;!m6A;)pH8qtR9QEYMJ+xhmpYLuP7CqzPM0T*1jO3VA`su&D zcIAQX&qGvHz6c&>QBhqB=NFQ$WV>(@biDMX*T(4F|BeTu;MiEMjE>rUiWJ#x>b)uw zb|XO)a6~B!eb1~qfL1QYPitP#zWcb3kI&G`sWqe-jigI*oqAWe$fYlb@>TcCU+<>8 zgbE->cAg3cbuv*U+{e5jTKXX_eC?9FYI94PUgO*A_TdN2n1O6Un)X<69P55|?9!tr zPuRbAv8zWvwo^$9PGrn7Ew9ctt7M_ziOhAMv-uPyrN{031HJB)-=4;W`Kg)T4e{3} zx^2q!Xzyfa3!I6PJjb!vl6P5~sHh)A439hZZM}2njwNSc==4zIQIs{xU`FXsuhB4e z_0;gEy47V~%fLVB`Q;2B1vYMb)|KyX5|c(P7N>tziQfL^yRhKKW0Y>(*=XF`$(*vYQ>M@zEbR<*q%4g2(@gt-6d;FL(|F_OLvk5XQ?@M&T)`tx` ziLw^%zKK%t8A}!7Xdg8-PEl)>!^qeeJ(lger_(bTFUc=4vRU6m5XUCJ7|m?%+2?0x&Bn-PgEN(bh)It(W<@G$l2us=C_z!~Ok+r5$`- zzAV2pU$wXEdrnnRbInC*oU^oKDO+2z%@|K$uBG2yvYSG6zXCL#hu*k>1 z^0HO|UOLEc!gI*p-24s!7VzO$uU;jv5OA!SmDM&?Rn>%7uljM{+!m)<4;(n)usCh? zLdMH*cq{=pP7ZZRBmOj*RXOVsL`mo?h5M89^QXhP>A-Ex9rCC^9m&m98#=_u*a! zNu_GzLWfOA7nL6$o{EDsg0Zi^-?8rl=^?3W zX9`_dxVd-7D+X6D&5ig5Yl;X7$>FOh*&=dZzur$lakPHw9pXi|cq=;>mr8^-E!i&O zf0J#d-kbrAHCn+0-jKRJPU$ZKNLo-J=IQ07`TFA7!otFpRTJ}z7yXcPKtg?}afMF5 z$aV!ClDMP#gpV}K3O(BTTT)=Hv+tYc0h&WVOGcz;R@zMB(i+i?T z?I{a<`SNh$0m_314-!zgq@)Cxk8Bq@Givlv^rZs(p6cOmuYfFh7uP@cR^C(X`a;{p z1V%vf!G%kg?oE^}?>%}t;86fC&+@)8;Y@PiCc(>1EU~hW>K}97RhM0*1OnGxP%H;D zL_qWo4EO-T#$pU0x%H5m-@Ly%5MVm^t0&63e)&ylIXSrxeMCL-CUcF<;<=zHjQXyz@P8jf$K&^fC`2e~9}3 z6H(V*a^o0!FzaKtTEJu=pCF{WxP%00Mj8?}^sOmyu$8jb3uzDC;aATzH8pn<_g>3m zy#5KlDx2b5M)OgAe)XZ%hUR8U0ymxxpoz^6iH(Y47#$teD0O$uvuPpQ72~}of!G%C zn74~vV*+%0hoBU^x#E^sM!vtX5r{|CF(5FoF-?zu>$Yw0J35L!J_U}l!2K)qS{BvK zG%sx2$;(gpP3rvheoH15RVNcBtH1V4TLoS!Xp1AjZ)`*&!3Jg7lt zdCyp9e%Nt2VJRtk+}ec+?{#jYpghk-Cw%mlix)4dWGr7PDk`Fpy?NZE%#)K6$UGQ# zeRlYpqFK)){Herq@c@1ks5h}fi^e!+_7p31y)>$c3O$!lw&y7M`gzp=$q@TQ(i z^ON?NzcAXK!zCL&J309d37UQJGhJ`g4ut62(`qkBx|{0`)_nU$aqQBU4@}-Gw^3*N zfojFwXE`Ex&--oKvVCQB{dRabmE^V2G@t=y*Mo7-2=X)aORvCpR|OXB+Y3mz}y1hqM$HFw{RPlzc{z%;NWt(-Q4E-EAx0a@oCy#Bar(x<|H4L^S{P>&maO zryM7Lo^%;*Qpj*UK;=tJ_gtDuXP%imyz;WVc+ngO6Y6*_Rp&i=Yj0m4bA3r!Ss9T7 zTsp~zX_u#esb+{?cX4od7s{%d?K+~nb^G?Xi=QKj=?&v?s&0lqAf^R|;)Ri{^2s09 zdt$xU*FwcU)d`7+R6Q}h`C!YAy+2g0NSa#J2WU26&2Im)zgG9zAdn;+AuBB__ zF3GMhl4ER4XyqgEYR)!01tMWLYNPJ(9OiiaH+Ih^NB)j>#5Wx$alnkrV_Ig!aSiFD zpKD1vIyM#_UGwG3-iHTyD||>PF4%qgt`bV_9eF=lo)bk-Q%h}G+~Frlw5)fgKsDMC z!Ea5b?2p5x#ytqi5CfP1~-D5&R0>DkNi}&`>-r>|vdWSmU_PI(>NT}kepvB~`C#Gb(s@BmM zDxyXe)D|_Ys6TuM6wr~;()tmv6o%27-r>*r6vb=T-dGN6VSxYn`#1ad7nS$O6%o-a z{b;T%-(UE|85jTm;s@7}{Whtr7g$t4dt%K!HI#9rik;HRF{bKFSG^FnGtW&5>w zcz7m>&$G6D!*&*^t?-PTj=nw(qwGx{+O{$;k26mNPPP_px`0bK)ROkZvJ1#*vYx+u zXCQDteeJ7De4!X0X=r0PPQO%QEodgqj8=?P*BsF`m|Zr!6MI=ZS@sw6U7k?G$uC6Z1`9Jpq1F2+w zC2(kwenCn8WBj?)+Md4XhMU_<&=|-;Kzz15nRCw~Bl~KYymf4MRJ~2rNnxJ#SwMl? z-u9eXNaz5Fqys8tp3}ALI6c4jtQ;g4P^~Mx?eG6-&xzMa`Stm^SU96cr5{-0E|&Ii3CBM-@C7GAcG0A6rC;k3GRNp*a4V}TYqiCit~S>f!hlUaBqO zd6&P46|1x$h4 zpQSU8^{MaMAFe<4y?}qpiV2uC*|fZ@g58_Bl(v~w%Ov&-#pV4#JCd^6KWb~0k6MZB zAZL6W;CSuY!L=K@_W&Qk>aozWYx!-pe#2iCNH0bi@ln{e^~|(~X8r)K=5`P=RVHG` zj)j%7DD7niqLXy}WlRtxe|x-x(Ovs7w-&lhF%u02vlBJFb?0B_#!INy3#c)^-7}a=gY3&!b$6#V1>U+v5;zud;PNM~maIR< z7?hu^(0Z<~{%u4yCRU$2jj2mSQYL)w25L+?(^1o$qCJ;63Ovq;KDz@XlH=ef+R?5e z3LwI2{L@sUBGdb}Ha%{2TZN!Q-&{iDP!s7GOkK#FWXV2(1pzz{D z7d*>dPzmHfyL?SIIHr?fcrHy{8>}9$?X#M9nb0ZZ4%%|2|w< z4aF_oy6&;parapz`+6CYcfc;=D`eAM@FrJOl?*7sUeips#Ihq>fC5+c7vK7INUq?k%z3c(J?V~nAT zxwnU!kT&}A?Ryy47aP2N%;)k)PqoQkBexb(?j0Qs0N;Jt&Qmkedck$7Pob6uaH)g- zHK+O2t9*IRtRNJukEgIGsHp`tNzoy3s6@kg&)66k8gkjaiNs{z@nYUs%)VQv{nUq# zAC>G2j!B7&zXWUvb=1o=Itfs)|KLG37pJ>2&W?_aDwW0|O-Z4V2}F2fv}SA08hCDB zwx7$Ja~Slrl>}>&I5YWSdG|Y%#g6@cmUnHhU%&4A+3y!BenO)$hvfo6iQV0I-~hAH zNIJxuVz%52(15lPmtuLw$mqpaeURp%T{c;E zwTgCj=@sn7_7f!`T#Fj>L#ioS!I(YcwGvfu-Ok3nbs|VO%zN=?pNlT6El+?rOF3{O zAc^hT393YJ9icTEK(oDghoM2R5ua&Uzy=5$6OY6Q?zfjA6`>ccl&j9beAY62v5QLi z(Ty87NP}PT8GB}i^b#`do;#(b(q+rzQnC78{L5ecK+6#Kms>ae1VE;5ae!^p@U;_X7^G(92XtmTlMA1|ZSLa+Avp`giu z){}D4ySBD=CmC7Q%aeBrHDdqK(?1J(ZdL;F2^Xp?T8~uMH#h5W#JZ2P^75viX2h*} z|LDjmA2s__?N@uZ@1c2#lemW_YU|<|(xYj0O`sdxr_kx=?5C!_hc?fZAE@&UttxJW)!L4XS@GlL zrTZOm&FKadNF2;)%~n=cM_5@EtUVmQzqyiwTsP0^DRSNc`aBt|&(|eNR!)@F+2B`? zv|Rg1NlD$-R*E!~HEnFTFsr>1IBmMDNttR?B!tovEMnWrvDyi}i=fsaIc}OvdR)=a zKn@&>S^C)*^`D&nqV^@=Y8=;AZukmfoK*nSf-2d<3OcnTH!VZt*MB_&R^UbwH9S2% zkKbG#6Uz`bY2FdZ_YeYDSb*k5b_H|uILiQ0SzC-s7cO7sZ1xEsGDbBGIf*+%wks|! zj%7sXwiqij&Zwn+?`oZjvhsV}1qTqdUFF_PI6qK@dk;`hOo3Q1=2s7uv5RW^KqMOL z^NXAJl{r4qCZxI?bA{TNU=;A(t2u;Dh|0u>CBlAfGrnn zY{+)0tE=Z(H*U^2U(otch*w)%8|dMb?aYIf%*!kP+l!H@DKOESXiKch35ELF*y%@ zYOJUmAWqz<*o73FV&RP$HiG&9z9ie_YSDHn^0=hN6I&%UwbNjoD`>!eB)%D}Pw`xw z4kai?mfa)-vji0kVjhPm8-xH3WrFDTRp0kelC&C(7ov%KUIg5M9DX6C-+a!CTHy#N z7#`zdO3X`?DxLlxKYy+QO-Zzom4*J`WawOkq^>$Y(>@AHk_%>Lu_LTIMFh1YK8orY zN82z96$mN*RF1m2kBTbM;fdT41;yab&d!P-KUPgmpGa2dCh#lVyjeD|e7o##yxa5V z&%r9Uzsz~nO{ii(l8_f17M7OGn-Y}o2Lv=*hyA#Ix&QuP!Go1AG!-7X%(y-aV+B1f zrF#Oom6iQpyf{>wQ~>HpKv1x;$-f(_=5*UmIWlabK7`a*)sH zK7z<>d47y8O7(lWEb~nGKolh#8=G}woUf(P>C@ZGR_D*xI*B&z4f*htulwzpvmFMv zbhM{sE}KUtqP8-hI=Zl+Nm1r>9odPt-TjJ8_%HzIuFB$|BtuVE#BSQL?>JN6N=eW zqDT?6SV#wBtrOe@n!f~X@$6@xxRirDU>ptuVtY`!qr z>u~K_gqMu_DNEZzzBLCPmUESRKE@;zdM@Tx93`iki%-_iiK{p|3nrK93j+g#@n}9E zZ6AivDwBfT+|Wbi3CUCpqt#G5W} zg3CoPbWoKqV1_q%eUVi9hH3VNO`)NodD(JW@(EdCd_fGMK#HE`LiR zt@@KYYSEf*0N{JCv%mfO_jrtX7+tA}OAp^hAG{)j9RTbb;Q)cXApE0joGNn&i!Wb+ z->bw#h zLV0!h(@e^H{!Md5U3Yt_hnVQquH@MfBO{});9$Vj#ACLFa*$LPHNKd4>KF!XRtu0A zdD)?H4-WCC+J$a*`}X!^qv#|sAT-xSQ`2&{skn+CX9!q=atro?nT;)}{b_PChfbCW zQMLXkYBs4#CqQtI#c+!mO9p{>8>*PRqGCVhkoyqRF$}eo?U!~L+J`ai>nnApXS%!* z)?r~EC(^jej}@DPVFoad$30yyo(I#?2O=qyOlWt#3?SXB6syp!&d$!bZ`^h(yGuCV zA5gabsPH7lUMJU)9jKpd7bdF;vB^%JWhJ!b(T>-?{iw+PU=4^7jNpm}zeGI*G5Qh| zz70dwtA|%!CZ0rjqGAd5tpE7&>r$X@EL<_QG>uLv1u30Rw(yd2+(YPtWN5X>((B|P|=NpngU z?jI1I+aLm*mY3g3xW^h~*AI!3m2IR=Fn)*5}Y z01V5}99Sg|*2}o45B%l>2Q#yK(HmW>)nIe9iVR_xY6c;zc;dt@jdW49WxzfOgaS){ zKtKQ?6vOIt+Tyz~6G1Um%F3MU2d_%&++R)hnSX!*!p)O_6s<&ml~Pjh^NqkwzJe2s z3QJ3KwlE?cr036lxS8ZnTNXJz{d4myc6Rpl5f8-W)U^zm(q3@*Ak)Zp!T3;tv6S!w z^|pSNu|1V-n**I@O}>o(2SveEj^H` z;q!-k$cYgwbx6CT2D1XCOeybd6}9P0OxbkjcN~7hs{KUKD#9|~wk;w+!h5acpzgFf z&~#Wp3XyUB+~=n^aB8Whym~7-^2u*WXQ`@7@UJTij=ocV-NACkGBPslg^uwW@d`iB zPVAT9lnhr;BQ!f_*nh&GviNd9&N}lDPvt)&V1>s9mu(u%EfNUs^;Q={_Y zT7Km2zMCW{D2SlHgx~ndF{>YcnxJtOJOQf(Ww?a3f81cGuY9Y?3m|;%(Hih!Gr-#}BG#T{(M#VS)S}TFXh|Hr40*b(~kT zvv{f)W#2N)450I_)VA#;lGn$19;YL<-eFv+kGd`ivkL1COBYYi5{*hr38gt2W-T9- z6lN}05VQ}E8@%L@x;A=3Uf$<)E8*m-eG1CMSCOkuVL(|Xj53u7RLe5}>8;V*x7hz# zP+0pcEiHX6y0W|5#EkUB#fyWo(RrLI&CMC-sjpqTR^hA~?gxqfFh4)}EtlMEmhrfc zU%s4{liR$u&`*xM+G9}@q>yD&3Xb;g-@h501aYR(1trDm`RnA1$&rWi`?sISImrbJb?D1rt!z~iqZ zeU5)rbqcXcm&C>P3IUyJPv|ndS>%W~FKxr_eae%Mh+g zG)4jH4CZ6E00D*ubiBFpyt)m(BHh4-lYW64H!2(qoPg^eoml-43%c;|$Ve{AOZN8s z%U!_u-4CzXKP}vBoJv;+HY}wjMVq}hm%Qjf zgc@Wxt@sf_Bah%W<)eHa78c)_Pm>FtK&3h%DTxqv=uE*;o}YwGrM8gIxHwt*$-{@c zarOO6qv1qECFJU=wYYk9FF!wj;_rjXTEs9ww#%DZ)iCAWN3vRC5Jc}8K3kL^>uS+E$YULc6Yks6yz(84%-^=`#H`&_tPxDDAMJ)Z0 zV0}^QZR{9`X#tVI(hp;&rLq=@|8;F>;6Fb+pdf%zbaZrfcD9DQNeW99KnQEW#FIQ0 zg_*(6toEU(yTa~~pFkY4T#u0e1BCF%{qp?9ivVx{^^zB3@sqU?;m9~#W7VTGBlOhN z)B%Siw1|4tDTe8!_9=`H7vT8HZD0U%mZu%8v;oF+QaQEfkFdjZ7`xpPrMRh`t~JXv zt694Rw>MBGMc9SeTm0gsON3lY$GQBmw)VZAsTXUW6gzm3F|A-ZEmkG~!;pL?g;;+o z?!MB$-Q4r;y1EC~Fmst_J;Aqrxbow=gTn~~9Bco@FE3JZUL~WZJnHJ}0rm;}RBB#D zw(CPpO}*qG+8jYW(YC?oMNGx5MROgXO*FDhq-(_^ysS-;1U~M=goNfXKN@nS8%C1= zdaY86vpy}bswSUF5(j<5RsM!0>d(|0q}Wc8 zOrtk;w5^%O+}}&!Bc%~E_pxOD_T`IO@e3vIxWi#Wvoqk* z3?XKoJ6G#uFi-gOLE8#I7NxklT!85kbv*z=S!&D20CnZ&ekh&5jytO$I5J}H($fz; z{0qu7F+c<{$?{Q7fSH4jE$z6eqt4ja*92vXSoZv?%OEXPvI_F@;6#b3oB0z8@fWlr z7bQqGBf_h?kQdvBLQSZ@h1bR+Ek}Xwd?NW$`!OQz+_Oig=x;S7p2h-u(^!gqbx-(% z5jLs9!AEFBY#x8zUk^mUv-~v|l;F;>?k(MiXghN(6z#eSHHXaP!TCaN^g(4ahnbgW z8*2yQpPF4qTTX9e_ng3>6ES(!A4l>M^E^b?2U_YoW5Ab!EsBGWZ=vrYfAiG~Y;B@{ zn(R<~3FSn?4vuC*tk`o%Tw|KWzaUD&c{`>;dDx2_et%(zZ6g#s+11&wuWIC0i;IgX zE*7b3McZF4sRckOPis!sHl3a5Vam+Rl*{Su?ZvjxJ4E&*_?E=M2f@KLgxwt#y?HVp zf+!)BXgMeUfgU#0mc;~{=aH4NIcVzywF6P~l}1Gs^gD1*x8vjEi|cuFAgJHnD5|CQ z@IKMS#>N`zQ*FBS>=`Wvc#bYp4hacbG!}WN%5aqh5P}Tm(bGteFE1qS68s0@EB2fr z!?*i}998Uty~HL%lOjgUl19h-_(^%oTWIP*Q2%VNeD8xM_m#LauT%lgpl8$GT>M4t zcH_o-*uW>s*JTLj3N%l+;twM$z~bT-)1gpon3j6lF@+xj*QG&o)V)%*>UDPZI}|nI z?2W1^;4vQ>vPRFYsHxcj1p~Rh9dg43G!1wqy53$V2PhT4G0g(_@TxfyKO)3e>-2%z zrltb`kQg+dYGrAQDZ?WRX8eJ>GVdIR<<+Y}63&A!5p0-R!voaS)QA?5ZPy_Lz_J5Q z{p9lne30JFEG+H{S=AkumS%ut<^~^Krb($ktX7<^2Lg$U$)it#Va&BmB$2S50>cu< z%g#4f9-{SE{`kQF-5mxZd6Z_%G(O;r`?AW{D&F7S5dyCB_!{agWrR@pL9p_KnEU4H z4=&ob){V@0fG|2Dv@NW#eef9MZiO;SEpz(#(W6@cud6`&v_!teERU(>>gJ~jFZ(tE z`rwWoJ79FQ&LA~}4oYZ?iP3!Um@~s8&=lZN%c~BK#5O z3-+S;Rm0BeYx)EY4z`<*ogt;*B=vL5eJjEQ2EM|boES<;#ierspU@oL1{yJiErcL` zeiY|-&io<1l$hZOJJEs&2Bfww;&}&uBgVF!&*Xf#>gG zW_MzU(yf;%TO6d1wb&vOi@x7p?8;qyZH#Q!`Sa&tyy6Uy^;*h{(7m_-F(&86%*80t zE@xNQD%>F?UhGs6=Gge=v&!fZme1N?B?7Rhm;x{1S6W)i<2=#{^ShOFiUQT?)2E+G zx^gYekEP{EKu$RP>_YgrdrUX)(;mAx$+pZZDk}O^^h%@#PrXcDLr)JAVR{_19_}M% z1boNNy?YOKR@Jg>qq;}*mpJA#F*3%j6niNJ#l#3{zjt^zC4BLgm^aNHCK=cWM^C^f zw7%w!F@>sZ9QPdZQe4s#JsX`&BU<>W5ed?HGS{IeW_vAP1OH&mJ#!8dcOmtT!|EwJ zCX+tBtFKoTFH3mhUSdm_aD^|2s$Jakt&0edAN{TyWMvizdY~ zfiwlBf^|<>>Eu){>O3|q-N zJ7vZyJ3HwJOOyB73{zmkFZ?2mX21*MrgOc_V%Dg#&CN|JtO&-H$x3p4>|DXAk~*~r zS|tx+!5`u**hX-u(Y+7-8 zMn;ZJ3m2?KHkO{iV8j*y-f4bE?l$br*alLrhS7!KiI0z+swX^0U%zS)4&65m^kAh3 zYxBbD-=6g;6K*X-a|j;wbRQ=P?m=hIl_y^MprJtW5@sB93by41R2BVFcM&w{<=`I_ z_A{_nb~F#MC%HXXIP z&vyJzYXJg+1>xUEC7kQB9U~yMkDniLos*4c#dFi1RVS1W7|>GFCY==O!k-70|OzCKOoz(FTCF@e5F$-@x$}{ zd=W(OL&!Dea7eFng;7XE=seRp&Sl (G^pHpQwd^pVfLH4IJgmBcq|kg zf{{|(d+j(OZXj-dLd=F7Pv8k2US6|Hmv$i52nQbm!W#IdB0drt3QOC|j9f#m8v$gy z3LE_4MNdpfILrkSme^tf^*1%ydkX#F zVUaNMI6}b&vqO-@pzCEAWjybr^?|P0?O#e=;Ru9>}%(uf9lHd46J+B6J} zmw-2BpWw6;v}sOe&Vr$ZSS4JTX^?fq5(*0|E0qDaDM)cQH@9~voxtiLqYbCz{a1dAz$cO`!Vo=d-^*zfkrjx-Ie2sgU+u*oR`bUeks%A@Uj) z?RQmG+t9D?K{Y$wMwlnzZRQS0(S8+ly6prjJxH^S7we0RjIr{vh-c3p`1ovPVPPR5 zp%c3rfc^zL612jIfXmIvAsfE}!42oOe}A|G^I0=wMp~oDi{m#AU;vK@n3%pn&*4hdXDB!8^0|Mrn!UaB#SvG#+u(gbB1n0|W?u^alI13^hZAxaY% z1V;>gz2)NyaNYXbbomgZjkV=Xp+ow{TySs#lQH;?9EscFu#pe_LS1v%Sdq zm1R11YOt@x`Mt~XDKSqFFCh|CARnOfil?7Go!LV#x(7sT$Z_9OD%eJY6D8ZR|8(pE zDFqvr8s#!1YA64DZ7oT#I_dN7-HF;l{NkDCqGU`r7mg6ic=#(IGA2PxVf)~gf?g8a z2EaszVx{u=R3b(2Vb*`&y$`Oj3UHIeMrLh$VWD^clPn{;yLEH&e!{~K`%XLbMl>w6 zcI+=I8XD38M&85yAhcTqib_TbTp#+`7jCEa90(WspUZF`{t{x@jz-ju#>vUa$0RHy z+V#niIY5oX zhz`Eb@cEMsaeCwKZcinYN1}O&Ug_M*#KaW%SsS`LvAqUE@(C0rVNr5g8PP8+|E`&X ziHQkT^B7=^y=@%Fpt1G8mVvj|dNGniQ`fOQgEWLJ6pL>kYR@?e7W$U~Pq@v-GXjcD zwr<4g{>yCul*C2}ScZOJEjR4IMay{kLkmIaiO1+25fK4eo`=}AK+}8w`7;?j4)W*+ zlkayh4V6f+(=z_|n%u|J0>)s)!_)>70a1F01ON|>@10;qEIgwz0YbfBXqMJ03oxLShM^4`EL5Ua&r5Lu~i%-4DxST#$Ej6R%zni?P1G zzPhbS^709M;~PQ)e|eV?9-sgG^lM#93zW{xE*!g1ee!D~`N0~hRH9j!x`?W!nGy;j6FFEH{nG6_SXIZlKj#un3$P*;$j(8wD@xkqAU2#@>x^*V zafM+-5mN~Vp#BL&tYGrGpg^%Eh@lsg0D5`_ng`m60{k(Uk9?uJ5v%PW8_0J3{s@~M zx$Md?OvKl?;( z7IF53&pFQz2(TYusmcUKA}O{rPj7*X-5vM@5dq|hB~j>uv{ltDS*A?D`TOX?@H~NU z`r|}bN$eyTZ1^V4U@uf3G7NpYX<7J~J~{J_P6-)LgI=XNTL|VZR0l#CbrF_gh)< ztjz)2V>Fr%p^@0zQ_0HG0D~xarBm2faDBOFU57CShpM(w2Q^c4V&%4B*R zGzeo?ynO^6suEw$T2q9)$!U{WnLI^9pZ1siJOX42sZHr24NptP6pm}4V&l;u;VLla zV~^%VXFstN+B*lmsl&?^eh7hbXP7t0UV5 zG#g>X1NXLX8{s{#`B+!SHQ$MR3^&o%EGaED14|7h4D{v}0HXEfa@ek3LORO*bP9RC zcO(0fn=iw`pb>UvKS&u|bOr2{g|uNlV6D+;zU2(V!vfeA!Y4URx9KH7WuZgwozBFg z8$qJZiSo(iiX8;5@A`zn*TI2f-u>dmqyZXyA^*Igk5JJOS=lR$;a1DE=!u*L? zN4fj+Q8GG?MFDE|zzDsFO~T|7L4V*`2hBZ5hh&z2tzCryT!29h*b$C-Llcwefe}Db zo}&6*h`I!ObZgU=?5jT{yGm|o54#@NzkgWj-&yIvM5|dibCL>2Rb^7&(D2053#$Fs zjPqi(g`k@u3|#={gO4}?Tah3b!b8X1G?M?~ku4!*7X4?4^EwAwrTMDdBA-G(6(!}) zz$p;@{isBQyuw$h9IaFX5mDvuBQ#Ok#uiMm}+M-~S5|uB4=;w;_2bcW^%B z@YKYYxlL_`1+5A;5;AnQtvhz~!)&ams~fS08xWvr&%gFDt3)hfJO5TQ2v+`#eQ1o* z#CS#&VjRRN6%~KGev1A3Yd4l#aJtg{cn|^dG~KA^0G1QN^6#BS#X(071o*jtILHlD zCCcRLj|tRnd7V1gddYTy6sbTM5`q&h;66u3$J~IZhzLI{PaHmSWD|;9MCmgQTvV=q z*r>@FEgcN50Q7A{`j$h|?v&`9FbDvQ_!(N<^YbH+iK*9I_?a}EjTQp{n+-^W(^^_h z!a5F-;=LHlqZeLR0%HjwV3t z@?ujrsbd?inev5=0Ab#OK1h7L1!io*VL+@%fy^hQwz7FtefTE7R&XKV{qeOp%aGen z&d!yf4IKtP?k6@ALZ?DPLO@ZXV@&-5W?cpi(qj_^i% zVs6SI%vXrJ^@Rz1^G;II+h|F4GoILyCZ3mpFL+oI9U98~ooFqo|DGhIq=@#~h>;O! z_|?Y|*sGq1DEAHx?L=-FmESD=I6`PtSNL#E&t-SvqTE+fM8^YWZZXe-9&a=+!OO$r zUwYBjmV4O~pIi5z&%K8t^RV<9CN-l{_j7NG@HHWiAM1?HVXCVYrT#x|dn}4GSBVUK zh8=^FSo$?7anl@~gKfC(|9aaIXeIEM93*Px0noQL4Pkg#2^LVPJbu*GsR)_Lp>SRP z2S|t8k^Gb4T$n5rfWK|HPEnk0ywZUb~vw8)YSmrjwgJ<-zO6Ma-oa^f9@-Do; zbJdudxyt;eV=EYW5C%oGXE=46m*d2MSt=5=R z!IU6G*9Y3K#JTeA6U^ANfOHhibnVD*H zb8|LVuADP4c*e!eEn@y*XCM|!FGaaVV6!B3dU`q_1LrO```P}cHWv7n=CZt_A{H@) zgg1{LAt9MPctk-=SXg-I0ekdU)Ac32D?MdD=5B;2$zQp0B{e0b5g25)SzEm}mnX`# z)nI9b!OHCa=G5ds?oSFB>neu08&=iR6U3 zhWP8 zlY@lB;NBx<0*2{7F~0U}ykthLrLB$qS0u!SGQP3}b7}mNa#8d!7CTy4pBTjj%Pb|g zwK*M9#IF?cl}yTAY0o}Fnzn_6#Mp5(r^W^*HTS*;?6cuno(ez>6I1zITwKD~DU$}@ zw1im8!py+#m`Fmx68uX%C~R24GVO1-hx+b=JQ{dnO5I@L;^1?N`O_0Yn7;MUguI(F z+n{hhV|4qu30q?#tZfYn*z70+!%sJZb?f+i%i7RA={rdtW!-uI5>@OKTmjZ7-_Q=8 z|M~N$xw$!EaPVS&etrsA^IyMyEq%Hq6A%4|U~(n<1C9xU?W3ZmzO zRT$eWE>%$mYCg$?BXf<3o`1#xL1e0`lz7k!cjZP|ULSmBCp6dN1 z4k9y+Y31h*(k=c?OVs-{iAt|FlF$-w@E>S$}ngH#)V6RnjYCXgG4+AM6s^lb?7ok;x^CP!hf_*Z>L{j}Z^x%Szho42 zry@b-+=7U7jTCo`8(APMwy@(}ABi-v<-^U#YVD7Ho9>wPmEW$PMcN93@R$!{{?b{k z;7l^&U~fHm)E8rNbI}T^@!oZ%NtK_-oTfAhPnnpTlXsciWPW#CiW!@pBbqG$itIL?0T4uzh#Q)eK(7n1)v)nQyBjG<-;&YErCh{mkr?m)IJ-IbJ+_s{B~i*s7^$OOjzQm#a;PBX;^S*YD~?+u z5(jnGuEMrtuJwGT1!_v$@T-{UPpr0J%iKY5^apuinUUxyYT~^<313Kw&*tFS#-ydA zr}y^Yr#zlC#j(>AQ_HJ{C2o#cnZyccTaLE6bjxd3YjqG=CMXIvmoGn%TATlFPq7ir zB<_hngFQ-6m@+Lewta)T*i;yqNxJ=RbQPDn^jvd7!|>l_JdjGfZ3+R$;-yA>=?OE= zg+~=5RdZ;k;nm?TKj7@5+KbT;-Q36hwaST0*OHEaY)!-P{2WRr6*v|5f9*uzI$9)D7;h{HB#jP70 zH`+E1+n&1R6TCF`a z0w->tc$aT|$=KMqZjg9RD9J$ioxPmE$P<#H4nN;LtugVOQuu)|la_4#DIP?GAmZE_ zzQSTe4}7P|S4|bC_ill1^F7}7ny-~XYI3qeRC#Rd5i4i(FcOk!)01rp$r%~03?nP% zPz#6Fpsw^>Qz-$ znHE>`|0UIs|D8W}E z!3ieM$=fDG!Tn#%y=7FDZ5KayKokp5JP12BfB z0#Zj(3{pV4OF}xNOJMeWeBb%U%$g7LW#;+vtmV16a`*o2ed&K5c9?m^BDOc1MlEO^ z^Z9VIfL+IdmuiD{d;j26K?ltX@BQc3ZI^WL%Y><5nR;pxAj9p0Upt|A|7idS?#tR z{cU?)$wTgg&K{K;cRILhMU0H`tzmKEx@GauMTAEN&quH@}n4Wq5oy0nx?T znMrFNN~wwD{&xaL*9N)ADZU|pi3*Xu?T6O=y}par{@8G(`5q@kjq2LhQ6#l#mY9c{ zwJWQsO#vQ7{ONcpPVKS){!peq!J&{>|5|y{qpmRrI$Y^T!p-3)ub@xeZ;{X7I=Agn z`1d9>C8Bi?yaD~Owi2UzA(RPO}=fWYVF6>q~w)!$eqh9%wH*3 zW`ZI(&O{pg>c$YMAiMEWKa8j5?^Cdt*_=k9L4g%O4D%=TL^(k;-0B+vgkf$e>x2_D zWkUMw;yGQmBl3?Sh)%iWPi19~0Ez2FHwH!mFvN_=C?FmB3Kf0PdJFia;RzA)^S^}k zG&Qp!LW(t6hK%=!g9mg#%Qx0Dl$4T^3hs+|V>4uFY5A0n9r01XvOdA+;|H;U=9TSC zlVz~?+=IaEC=a4@>Q>1&hH~h|)j0C(++0-_a(lYVH_Vm)XJ)RNzayJHaw&v^AsgYs zeT3dcoFV8+U%(j}7f0Q;3LOZr*0#t*l80AkLy**H(xm^(*Q0>wNuGITWtF?o4^GU2 z$U|M-kx2p8u-QRK11kJi7|FGBnH;f2Th0Q=|eWgG7JwpEb9(RvZ`x$0KPHJhOabK*p{99fpkVhKbxMS06N_ zt5z@y8pz^M!$jAsy%j;gv_sZUSJVPLn5&N+*yq2E_t0;GOQiwIT4(5mZU4vHnTgI? z1-+DQz%HQVp`ruZM$F&>HtQVdx?V_@Lljly_^Ypq*G{2A9)oY;1S-!85o=Rn3Tj$f zadWH$jfBVPFtVMHH_?>}fE8s`SL?E}vdSg*<+}ShK8yCF0gC|A;}*~~&AtIJq2EWj zxbvR~eE@s8Ea*Xk5Z{~wVdH&hp40btcfAz8RJ?W^74lopb5mW;Z|slTRHzITcSW2n zI4PMyv0+aphgi=#4dAR;oom+yM9vm1A_~MBs(TXy1PZ{l0|_UlMdtmj5SrS6-TKa( z5Y^6&bTot1Xel6KU;;^B3J+Pt5^SqL)6Llyd4fjIH-=->fWVcQ#B-31`Nn{j>;P}l ztqS)nibr=|#JO8V#sb>y$t99WE?Zbxb-{uu{O?|`Mx!K2L8it@JpVjHV+_Lls~=Lv z*Nv46*J*(Au@8_b!T!|L)mkGJdb1Q-S@x|eT&uppxsGbIfpU@`8{{aI zt9K2%q#-jl#PREK%4g19J4<%YbD`TPwnbf6H;+B(**7N-Xp14T-ojt$m@0 z5T<|fsm}~{yw_9U^;<;Tw1uiIkpl(Y1tG|Py_yImNiQpX{u!$LRmdHTt84jZMDqmQ z6cn77k=P3bBe>@l&St@v#uj|9v;_x<{`CD$y8xiIKF-X936Vo6fU|_i-iV%=SIDq-*vM`qcRBGAH;PPdGbs0Q~tnskA{Aa=k~~qh}W=vgOhtTo`=d9 zu{)U%rO|zUu$k263RI7n+*yD?)$R+r%TzI!5x+5;7VIXzf@}zgr7O?s0ib~(Na#!l z6~dX&B;GXOTtFpHE*Pq=;xp;ddY#89 zby5JM;9{Xs2kA|uB?{Pls!46}B2GCxWxrn9=6(8(xC&umWK&v%s_S8Kg!pNDN3k-u72Oz2R z^cOPXZRN|1(?0!ZZr*HU4mO{t_2*1v*Eokk$vED`A~?&D7pN4}-^t5IvO8>#%wD4< z4bPak5e%4vSl?SuKKcOFgxHb?>tH`3dL7_tY@B`j;A`gKaDtF#6XNXS2Pb6qy&pYO z3MvE*pt}h+G>|z;bP451EWoLQ*oMFjA3v|YvvVwGHFrU(SssY*nsgF^b4hZVh!6>+ zY$mRFu+Lf1gKb0aI(0tLdC)?xng_WU6x~VATWCtkg$9Yk!o!^g2{xN;BoQFKw800O z0jpEY4}pNC(!O~l5CZZ%{Ap`5Po*N1GgU!WDkNe7uPM%vHHcOGf}DO|_yh6mo1@R9 z5Vvg9WBtC*_i%Z0q!*tU;89p1EC5)llS(0 z-V#W3?3ClwV#Tjg<{ZZHI{;d5fWQQkc@E&}U5IvogaJU@6#f$sQ&9;;0%8VVP>Ihb z{2_mv0JdLLDCM44jefMwQ-7ZFDRQI}8Pp_n0eP1K=xqt`Ppz%3AW6UxR|Dwn4QSh% z`1A*-$WlocQqsG*G<0*x3U70x!5OEY9jmEqo&vn#Zj}Qh^Zur zNq`19BW{P#CJIwRj*=7{UpeNzjD%oW>cH<&-Sa?6+D`nBe?uZ;;YuRe3T>cxKL96A zpbH=(MY6MxN)bH?u~#`2Ev+0Gde^&NHDl|pa1X(^*51e~D0G!vM@h1+ZWBnlAcqt- z-NN6-YP}!*U#vj4=t|Y(UeExfh&GoiSCCHQ7J8RZ4B^PgxrDLc?lIIP0M~0(yOk!n zPG5rLi9A$m^n#<91$A``fViHfyN=>e{_BZqr-+&qQp%ttn92dzkv^mb-?@4~VFV(% zPCNvB0t!|Bc9I_X|NoCK4Xi4#{A{1l$`HrD5^1N6SQ6q)%xzrhYWGT?S8Yj#)Aqje zZR9eF;k}qs-rnR7-9e`;fxLAkI$>o8HWF3MP>H;CFmD<7g_a3Wf7JS@JD=ASaxW41 zuvG7_GK%3mq7%?7i03NljNJG$H&2Im)I;Ac#XoOl-yHP%$ZEU}t|Egc{?AK3SMbeG zzL~^&n7wKO}Q&!-epFDPd$@0t)XQG3FYv>h) z0P%wz1Bdp>0r;wsl6D(~DkC}VYg2lHStVF{vAfUjB#lFNsV_$Se+-j@6L2Gb#Vj*^ z16_FI)j7OX@BIy7swe7W)VjP~_M}G&0{qx4ydlnUvKy9Pmc#FiiD}?vnJYf{Are`( z7#pR0msqstGp|%Yl)>GvZ}N;J21H=9;>^g`*Ml|h2HK#-o5RNXhTgyoRDHZNq1cM3 z5OGz_&V_PVY)JJp1z?h2Ir()bIRoiPP0QL*!NH`oBb2ODw}|Dv6JWBK z`lK?bJU%rFjseB6avu39wvy5aM!qV{=+jm-#h*_xB`oFSjqaUyaI8&ev&Z`4o~*GE!MMH15Vh(<6C(r6zlu%L*UJ1R8$(^E zUI`*Y?*_t7&uOG4qML5bGu9Q@8UD1u-9^^ph5x(AEH>#PDd=h9v~yCV&m?`*(S@+A?+uKW@K2~I0lcsZ z%-DMKEp*oV%h|INJt4DsF%z+i$VxakkWErK<#mW&q!s3Sal0tko%XZoMsj*g$VnD08v$wjwZA8PGSa@uSV zmsSsF!44ND`4HidTHc}H`tGzpnnf6u@NZ?Nwf0kQDiEpe^AZ_~eR~m@+O-E!RI{R0#(GhQ538M`gvgk$){Gv@|&sT;s2|O3)YL?fz6;65? zesX<_j8^BI5K}=mHz;SnGdOA^Yo$Gazq115{8Z+(rHYnj8#>hy(lHKp{}_%?oj!7a zsWAoUW5;NPhnJ=UlQDxI@JT6*A7P zGMTDUyvm=tj1cITOj0&;3F>RNWRE9P>=R$fAmOazhmqGvfx3RFmU4HDh_x7ex#b&r zCF*h0N^sI!{B`dll9OTX$$@`G?`#N@YJ=EBD@AcQ&=Ty|)erem&JR)tX}M+@LGH4J zjM6Md%h)%hYVdQ&K5|}R*kkppr-tlJL}Q2K3{Nl_idJ-;6onuD$r(wE^*dq*N}mYb z1~IKy=SzvcTWBM3Z47>5PJ7w$ZOx(&XX&>;(g|M|^}q`^hGb-8EOnJe9WY;@YkD;iP&B*cU?&esUxIKMlCc_w8iIi&-4*4Z?a+Q#XF|fAtKDC1o6M$Ij_B$=YJ<)1GaP1ObE^kFVDpB@}p$kaf-vp496y2 zCEO~A#dCV&HRPJAIKQrP7MK@%4kk!ZSd!tsdVx`TBRTucQlpBavi%!oJm0;7wV$KGnB4AA{Ny@^ z2;`6&WQ!v0!}Oc>EZ>)8M0Y%*S`wJpu;xs7CZh# zC?uy7G@q?KA%15bn+@fLCPIM7JmN(e_^*7x7(6>1qa@Zcm8-GOohxK=tWby)W zmk%82?&$`?jYio|rG?__(x=0S;k5m@Z3IpruO*TAd_(9`?Zuxh7p1)%*rgr6 zVY>S1i@jiysf!3Fa3~ihilyprX#dC$VKSuYe3Q1t1jobzQpcN+qHEy$t@%(^ zpuk!iDa*x#lxJ*k#bCVydXq%vQ3xCMBy$k{VM(tBT(0! zZXU4w5RTS+_zrUR9JGZFIS1x`cbz!51aRpN!mu9M>-hCZ634xo*ZKK1^a5z7W<=`P z$hIb;5jzW_IRh@luxQ!xdEZ$&Vmvtwl!bq@ma<&N_K%^}YX9Poj~_WcRIDgz3*D(G zmgf(B(bI7AGC@JF$#F}wlKhp3fO<-S&~eIqOvtw^nepw%>iZp}ruRus57`?zdoNo3 z1B0j|Wa`~Q7(OoR?6Ng`?vLhm4bx@90U2F9B_$v__ISO0Ld?hsMp0*WX~80{s~IVo z7 zo+gZ!Z}93*?R!RfX!Z}Jy($l9vX=S87-{s13Wl0G@oz5ER^R?K`T-hc+0})|wY0nc zu2cyxHjJHX-f+jojy$LKh+?gYOnGK{3@^{0syL7N6QaVdP!+0op#$AohJ8Yo{;AOE zzK_upu`s?cq6A4!Hy-*rJMoPDYE)_L_c_uqFYqmj*Jvce zVk^%e#fPTEmsIea^8>OW#sGw zXWtDX8XNt_!4}XLF~7~q+FA|bfDkT&#%t*5LpB2X;^slw6#|!#(?=&T`p4Aml-L%;{pQ0Ic;@USJ7On=+#oXL1OeG;k0-~_6;~#u-SeG+ zC$w+zC?GxrUl9O}A^Y>N# zj>?tK@!boAvX>pqZsUg;^6j4eGcMcnZZQMKX#|7Keri7G#eXp>Kk~;02Xhc8)*b|q zLW_h^Sfx@G+3Omj?vAqgm_lgBzcQ=t!sR-4#%!UJS{Dj zAx?IBw(YmnF`gCx1dd|Joa&{sh?~+93jh%1d_9d_gfTtO%2e%z2i=g0q~wN|Es)lF zfJ;=<(?jr9P$wmepa}rF{sFR`x)8%z_qgcFvvp}K(%qV%SFr10BAQ4S=>yNiMG!f0T7w|`LW(bgE5^}ihV%x)MfX8~> z_g|DpqJ90Pig8~W^w|@W;wum9#ApQc9XECL|NY5{1K{7HyZKbW*6*M>ATlKJghg|xo<_K1sqG-1F`Bs>MM7#Rq; zYzpH+AMrnSC3$vgpB2*M(&QE8f8=eY(M?daEq=&n#r~h7O0Th6v=co9?Q#|h{nLU( zFXe*(^VE$`+o(2*SJgw$pG%f?D@n6id3t#F;y#zxJFuSbCtNwxph!5S}-G>X|tmi>y z-CqwFuKr&zA>F%B*EuJ$1?V<&h;1U-p|u!+OD&YEQBSwa{Lml^sO-DTUF0|>vNAXi zSDayR6G{mFKg~9uhAIi&1|_jgwYJ{(V#xasZGsulC)pV@b1dXmp)~(HH?&tW*Hssg zbKndv30)Tqm<<;Z@qjU=2$3<;%}pUwepU^}_y-RWvw8}JRcw$|lMNE%gAvl`4~I!O zSUADsJ&cLvewdB;S0OYfIYn08#*^<$^WU@?#3K2lq#WJLdVRVO3YMQHY8QnVjVDP5 zqqI0hYXoUutDIUin9DG4Ipe1l#c(bS5dQ@eNntmhPBlifEcA>U18+b+R=%kU<(8k5 zubyaiPvohQ^QD+;e;h)01!8Wu*#1*>2_gF~8FEF?>l(UE0#XDrL_zSv(T#$}|0jTn z*r(jy4>BF)*eS#E&*68%0^TjNn4VMZBgaT-bNrJCWJv1MdR#qt0y5`eZIqtJbTl+F z0dGDB)xmvG>750cTnJ!iLz)9}ln5+R9Hg)%1S6qMZV>`ifLdF&$9Z~&UjTc9d5Bs8 zX}?7~1}}~%iOgXmT1ZmNTIh(T`A&jqF5w4amRHo{wY3axvaxS&dwhBD;X8>8ju8dK zzrA@5^H)_Pz;qCo=Q8Rl^BnM(8-rE_oalg~d>sXaw^~|SYLI0^RtJD84Tf__dUErf zore@;$CrAvwvp7hAiTz-r#sXPp!{16xj8u)!JFPm1G+=xoAw+D`kNdgwW3Ajf&EuV zXy+VDa&gj=!E^CHAH)5o#Gm9mY`Ti2f-pRSh=n?QH}N(FU=VP94^!x z<~CH4!nOV1VqMxj$KTL(xfP4G1(-Vj(ToZ>_?(rR|G zO5CgErFdj~*Vkx~s<)}^qSRsI2sBb%L$~L5N@`x-{ZQFjrz((WOq=|YYI66KSi3Z=!+m-H5&LBC5|QK{#6HC!ZX~;r|I$MQ0!KVanp4H-dB+S^Dx7*J zXBBT{B1i;=$|u88x@S0%-6K#*L=_BsGtoB}-2gB$w`S2@z<%G~`3rF8zEcbO{kSFJ zWeO&iR~je3f!WUBu6DEJD%zhX&VqisF*7xmZh~%i)|#?G42CY!IvjcL43G^Z6Mrjt zedXwIr2-PYH;`OptBRT$cF4B!zQo^gGO=VzQa`65n@_Id>?*RM^NDD^zU`by0)}d5 zddnchq%L|lC@Q^6g^8)-e`jF&+_+NfpCT$QS#) zENZ@$Tns=0$Z-5{y49iNf0yx|o$FFmV`lM^Wd4vn$KE5U%2lHgGfk4yJ8LUPn*7+4 zb(~2}ws@<4QT>kqr!U#%e1PkjgJ}Z~6Fumz0mw9Pp>X#4h{t-XR;6>^%=vHx)eY(6 zAkl{a?{Pg)yIlT<*&@k2?kfov!{A=u^&Egr8^v(jT0-)n@`XXc{;I-ZPZ{rH4lSyGc{zj0lRrGhSb0~ zEr4nVX_(Zu3pxG?aXk!X;*#2pn>Q~u$&aLwS6UlW)dpiFHRpy zOM9Fai<1vNEcAmCaw}!K2KHvsBw_{vhNz-`n9+dp5o`&9I?FjWk@xYp^CA4mB}bD> z?`;REUgS)$*w&-ILO`GES^yfJ%)@^S?b1-~I5HJ8t0XFt?Ft z5R&iBsXAQmDrkfTu_)1SsTN3wJgivXHNy<%Dii0Koxw%blKL z0D7Pm^iEGBKu$UuQDm1NK<^!fvy=prk&4FiNI?#UmgAi^8cJ& zEp<17?7F3u!?o)(rSzydLkQWteVY83^H=kc8=9^~l8vg+Sj6pLfVdLvC<`qfINDa# zs`^*{^lIC=20cg=>2dJ*U!Y7SJU2lYIMIpDXQe^2(=zN&;*|ZCkW}uUDrC7RQ1Tq4 zJ0@PGrtgA+$;k1i77oBdB|tP#P?X!P>q5HMd1W+l!xdif%!1mkJ|~aAJFC>!P2S81 zz;VoK>Nr5jhnQY+6VB!zXdW>85p5dnN1OzgG{&eqzh)S88~bPlr@m?{G6L@x=a+>y zM_Zvsa8Qpjq^l96pVP2Ct=Pdvmt68TRH-D+?7+*N%`TpU=(&^{?Ad zISJZyH!V<|H&bOg9b4m9T?ga!}dAVyY6T3YXs496cL?Bmj4xzqRjK%;FH zLIP^QU2^d&?{1F%8UBqlztVj+?xS1L3x#F64e-WE3Yd#!Lks-UOy>{gHEN#HUFJ6p zg#Iqw3$Cb*pE&9jH*^#!Wf<2D$fbQdFD!zIW-<~Tbj_;!djlah+3}G=YQXFewmByO z!eI~IxJZg92e@M@g8oqj6sc4=Rs&QKsduoadk!eHQYf3TEhsJ?`#XIT znhu38?0|7Hn!9jJHYkrcE>&DmDqw;zSEl1V%dgG2a$^gv?UmPzyTmY(bJV`?@wc?%9urj}vnwH`lGu?)bcC6Qi;AArd)3-!q(6{dbr z(}DQ0$qPI74Rn3!X`Cp`RVrL*X1>6D;nowD`N=!O(u{Im`qnZR*4?H41$q`$VqEfk z?K~H>MGTnaYrz^o$=$uJ1_X91*#T^gc>oX~9PFWY3pxjOKaSR&94<-h3Dt5dl>d14YtEpaKq%TrW2}Tkg|{b3B4*Zu=HL zli(2ad8h8$mU%TQ%qrf#o0)1($7%fI9WIcCXU$uBKeR5LU$QZOFcSte@ax;tXZy3N z@X|^*5~AS|a{(AdoUlX2Poc@PB$uw=1?0IZ1ik=AUI1XOSpKOs# z!4H6S)fXSPd@lsAe3e2~eM|#1oEk}2J}K*~e{Ce^{(cY<1&Iw~56)Nopsdl%!n|gA zsq+Urczx9*HY&j+3mQ3+nPcVp;s?cX;%>?n(Qv>hDF_-ivLVP~a2YnBI*Hw58652r zqq+dSHrHNFvpFbenOB!&l+)0$_d(W`ndJ6k-4$+rQJt|J@ajmV4G~&0>ZJ5y%(r0L z%{LFHil>UX1`@CD;y&gDOfc8D++4Bym(L;esXV$#3iwg|zY~-e3yW5<>V$gb6x$C=Sq~D$HiyM`hVkKn8yDtdB>xl!(rHX7>k$^8ttS zHrW=bcujMWV^OqE2q3ozWN-xPF0a6|jZL)R7b5W|M__|ofaqBCk^B!3S7x6mzaoHo zyO@J-rFJQaa%cA)Zx_|JOkGfU&7{;FL?CyCdqM*qWGcBtCl1(+e~BBy;qrn-5k~|STbG#Y2dx@FTL3YZ3wE@Wq%#K52v~G==t)Qq%H(y2)$#F zNsfxg6IIF-yJUUovn_x1Y(^j8y)+BQ?O9)0mQ*N`helcITA(>WLF7Sa zk!+}9_-ddGWdeW->jG^HLcL+`^#!GNAk%D!m%fyzNqpTx;ePnC*HYv2=Rvef*;a2w zmie-(9(l@Vg>uOW0O)0|qzjuWl#;ebyE~$zLf!uDOns(FG=gNW@D=T|1!o8G`q>^N zCCsHe4nbrR9!}=~Kl56b0zn9i_7;1-jLIFcfCrH$JX9EcG^11JlASnxx31pb?u0S^ zJQ%JflnffwkrE47=HQgqi8fk4tas!=@)IYP^#~Yf}lXAbUn)i-VaW!*%O{041_p}tgi!%}^aH&b%DcQ6k{Mt*mCe_1fzMUO?2 zOTrlfR2@ODxI2O`i4yippVtosyDLkfgF4`F)F$g60s@T$XBzq9w{GS*3=qjEwI~H# zpI51UtocwekF=PlE-H@AhpFQ$7-^`^SCx<8Q=08dc{1N|Etud%>=QF*G2y=lqHA<# zWoT{qMKY0Hh#@;}h}q<5Nkp-FCI9VCd-8Z0`;kuO>q!}L_@IaY(oIt#08q-YID1d5 z*A!m=;Wnc5iS};GWU6tU`hN01FqQL=ate`Zp==8kszkL2#=m*&6|D7cgu~rZyQlr4 zJYL)~;MdP->aGa1+7>2%l9T)jzjHj%cbqkQMNtD=+7^Y+!&dTpaA7ZHKr?(vy z?mM&?!}?_Dmd$}6V^(HA`B=xY(lrxyr_J)LH_BKEF=ckS^x_g@a0U49@Q3&mH)-za zszu(p@2M-WE}p}{q|?<5@>sL#-@2EB-eNeQ+#_rZgrPtILN`Y#}PnG z(Xfnrb+8*8N`TOOhw(H|M930{i39#JE+EJ8wx`s$BvWut*MlF+aW!?*+z!3Zy=$x$ zT2GH8*d^zY!@bDwqH>oOD(?&%Fcoea0gpBLDmk^JI>siKh_$=B>6K=R;9HW@sd!{p!YsE=wtuHXJBh7KJmf0U6HLwXfC5AkJd0tN*iW}M)%RUp6yHqArz z#e>{7v@AmP6KmcEO_VU@;dPZP9u(DxiQm4NUENjq>U*9{n!Zr<@g0Grv*1|!uT}?Y zfQ8r<0FES3OXYEIuFc>F^J(IwzBbYcvy@Gy+{ZU`taSt4(9-RC!7YKFlHdNfR(KHt z7RxwfzwzF_Dy8n3Sq)^UzO)srnt+$_W{HE!e-v5_o(zHohv*EC5K3MI=%Msx-utWu ztyd7h6|Uq6%Yi=$Z8Mj)^l0nzz+7t>$KPWPayb{Zj2BZ+4&d$x%7|g|J_zl(TQ2Km zTb;7du(86YQI(aE<3AG%ZJxCPT{aFN7bBr77S=kPNFD$Y^nnf;@!p63xJDiMvU$;{K|(gcBorn6+O zKwhcSdpk7PhB&UL|Kfj%1Az&foL{Gdv_ICtlu@BOO_ms#MVo`EvMZFVAyj<0`CoX) z1j+bwbx;SIOF0>D7}tyLq)U743eAT;eJt(ebjTwbaG?2NR5!X8snS9d;+c#5@^YR= z?ed0gbwa-zdNEb@O!DJwman0~B>QpQ)T8R5Tl0p^LAF=kKfM!B!WZmO z;>%PdO82?YX66aWdDs^V39`}`IOV&S)n#ga35=y*JGC=)b4ZEdaf@W5GZq&@x7kmO z$Dhbv!Ou>(uqDVryDC2al_y|hZJ#UhMCy@Z+}Do1`TCe-&{8Nj1f)^qy&L4AU6n>( zLVsVBpGsud=653*n~~_=#{eD#o703Sl}o)B1I$PC*0W?bD%V*Fk_pAV9%pK6+B3`> z4+-mB#qt+Nox~3)ss|k;f^%q$gWO7Cg7IbVgx zYo?%Hbvz-bd_o9WYViB{yu7vLd6mU&&R;VcP8m+W8yl|RNos@IeYNSN}Qjw*GO?Sg;gC!(5Pw&>9KGXtWg<(a_l?+^eHopFndu({da^veOo_Vw>vD4URin$U zl%t_(z2|hriZuW7T<-YV={tWn_U_TZ(w+GcCeGMga?9)Cxl^jLkAoFh+pxbYFIct;M$i=b7;L{INB*=xz@~7q4TXNuKK{|2_CSj@b?*mI*a(?Juy zbbWygid-%)T&`BIso1(%_r(B?iMyZ7-g~owqS!{bD{j%oylZ)|H>)A;)p%BLbHLv< zP1?;y=g0M-WO9~#UQt(_dw=k~M3RfokORG;S;)VaxcPB1i`!a8%=F^pyUuHx4_iPE ztT#4%_H|y$e@mJUAOCts?}7?B5j1HYc^*?zB2%-zTue&Yde@fY8p-Lq$1f}yY8wtc z{NloLq+gi!@H=sYnUO0%3ZH&s9C)vs5gi)t!J1y=QI&ZHO9Q-({n|hr511yZ&6wSv z?yf4{Y4pO_4~^`}kEKg5+mPPtF4$-!S^A+{T4Bf^ihdtMs43JuNL<%N2C0@sVZ>)kK&BPm`uM2oYB?dXpJd#7l~Z`AtK&; z^9^LK!ChMFoj>H0o%w46Lnj=T&s`X8iOHoCW%+b4Xt!mr`sLZL99U%5`ShndMbGWC zia7!d8R|l~0t^M<-J@y->G^~k##dEs!nK@}^_gS|Qf4L=&XDU?Pvi~U(@kKFw-U83 zW*l$fmhe;zA#5c6O^<4qBIe;%=?cL*^E&8yE0S%X6^xPjPF-wot`&_SMc!@ud?~mx%yT=I5M?3BH%$#(Y)!u4#ZG z3{>&LR7|N3cYpWeLzA&O)&q%S-uXFn>k48U_XTnFIIRiHk-_bwnY)9-uDnOlANQR|cTGjYS=QG5z;46Xe-B;0y0FJ`GSNMC%8nW-zn zE%59?rFCsKHmAg_Pgq_YwNdYzPGA3qQL^y8f#smPwKlhXuY^IC>KefY8eY#u&AvFJ zKoYBO;bv74JE6uG!JA?@ofX656DyHZ8g(Q(=6QH8gZ&h0QO(0xC3RO}R12u|X#iVm z{5eI%fUF~>rC16krqan`SKCumqR6cfJ116-iv{IHKAZ^lj(^{6j3ugXjId0}ZfG6N zs(WhsK57Ps3VhKT;YJj$>S}9Y9?Q@eQ9JAXz-qaQ<*G?NLG>LFq7_`FN?SV0>GU~< zrUrqE6uTs+=>DrQC|h`ZAS@U<=B4Ev#vhxd z&krF;X%5okbiaLyokw+^4`@}clJ0i64}(&f;@sk*om=rR`-{R;YUs zpEcn?W<;Vrc3vc#ABNTTQLYVNhx`cFCj zEq-=KhBGMKcVYI@G~#LjPyYMa4O@;0YoVAmf~gk_$5Dly)Udi6@ZrY9txv}dh@>^HDO5dc)$U4@;oR&`GI*LJ)#P_HhI2Nl z5n>Z0(3L@UBYRW&gG_doe6XT0>R#|6UBPFv!Iv6J*IU&I405lh)5|dl22_e-iAvB_%jC-GHZD3R%lIqTrMoqPZV4RK#@m{5gxP|Q^#fn zk;NSEEpKTmTb44oYZ8YEF0_BUr+f3lRsT&I^Z7LfRR4!T72WysZ{Hs1-K^MU#$~8B z`H>Q_Hs55a@Zf8+Az%(h&i8AqPn=G{uG5#&sAOqA2q&}tx@%>vNKss4r+ZjD^DV5; zoB}2IUGr+`cdw8;W4GcN&Z)*VI%qS?5xeQozE${ZpuG9#^Q})rfw%BW3eLT-%27(5 zewZzsPCr>k#oR?FFP<=bR$eX6pSBv)d!&kbq_Msj9@cy1CS^kN4X3ji8JwH5gfM7? z$E>&VQX_$VFWH@A{o*j(N2xrP$YT!8qj5Z&AT2p04)(4GZ&_z;;+imwinG(>F?8y3uRo@Splsb}B-VQvdx zZUes!xo7;iupFhaPs;OrQGtB1*OT3#8N$_F*}U*-%BamFG)g2V`PLO4%gWo!kLLNL z465EL7P7Ey)HH8CUmx@zQ2a&sW$PRmHFS@1WS*{R^=RkjsIFqDWcj8RoON2W!pIix zQeTOm@Gp+=K=mgK8Xnb--s85ne0naOexx)ujEqtmBjI{uC69pFKi3r1|APJJNC-{} z3gerHz2{XTsIK`iG;T0=sEYp_%WC#0j|FLS_I-(7_}<*)Xk1=jRYS(3h?GYy4%)_y z2@hE>_XgPPjtvQ9c%XD|1E=7cgxM>9a=Th>a@YiGzBwOiAum>+#ItK&Ymve7=0qGy z5F_d=i{-ZZCVbVRc>Ey#i6z^L&Aa2O9Hx67vthw|a~HyT4;JN7+6dp_<`zM|=ay6n zjG*jusN|`XDQ_)jC>TzY+2;MO(E!ato=ZrHYR?zR&2YOBuh;bAWIBB{I_C&yQOx+W zG;;9K)zUP-r=t|SZoph$1n0t6`n4>wSHt#*=q5RN?`5bBJP-hp^m~M>&sf+s@`4a5 zu}+~c-D&m1CsP`)Y#ClYMmB8iM~&+Q3^NapN!#QUyE_b@=Z(XUR+}B^NqOLZ)@{+; z91*c`byvj3S(Wncas4LK$+=Jweo6N%I3BLbG>^JN9GFwQf8E%Sz?y!{1oct+w<(uQK?F!v zCOwkV$2ci=0(|W5ZKi+xDaX8Z%_Lb!p@|r!zu8W|Qm9~5Xg`%Vmk~5ea)Br|Fj8&v zgj|%J?E1?w38F94_Qy$3+9jaF`xHk+*qtI%3+(O@oDVgkYJ5#{T5k^3H|G<__3$8@ z4^@AYU(d?YehM-Kj?n7wV2yH2pG z7(oz*?1Nm*O=|lq*>1;{L{@4VP=N(|O=(8jHYC>*npv~UYdbw2&B-NinxTBrQY`>nL2pz7K5gOTyO*!;NsWf2#tgdh(BDg_Gl zdBe1a87juS_p@b^0{I3`#BIivBtHUMbkCpJ)sBSf6mkP+Hr_PWYFV&(Js^-5`?T^BF&c_xm*g11o82_xzK1lAN_F94p}VIFw5(2ynL!Tg3Q1j zSsGh~4h{I5$Eh7fr_?;g%X;Blx!??WY_F>I9eLXC)BHDpz4> z8u7?K?|I>~W+F{=e+(a+>P5A;82hK|2i<{rEqW6~q*NLme_8$W^;Ua7P&-{xR5Ya) zVv>kOg*q6;dkIQ!{<3vDOQ3xh_*?M(Mb=oF`kX7994GF{GwSE|)9S8;YDLf4rMjn} zs4n*$tE_6^k*mf1U9J6kBc1-h@&aJ(lT&K{qsCBhH^9A)pu4*ti^?ptfhvGR|Ug5|YT>A^# z6pJ)jor&jm8f1GHv``-q6=(g8M}1x;7*lw~Gd!EV|H?s9$I8{2yIXoGFW7i(E!l%V zY$flUnz_!t@pbCPi&cViic0>c{%Yr_9pvZ8Y`uM#226fd06DW4K9&kem`R3Bwcw^Z z499^ur1{fdmW&w*ozHGKbXVBEL%_SY(Ny^k3~Yh>0hr(y27yf*86V$ONJO#*V7;sb zL0n6{y=sZ-_x_nGn;34Iz`cpWT{#=5m=juBF*VuwREmdtpP85-FdtjR1r$&%kSJ{k zuzS8bqokp4B931g)3f^@c4_Bk$#J84@4?acjwghV%p6SnlyZb_-66x7aC}(s^gtK+HQhD`?Jw=% zx}X+>+^c!ss@DXS^sW_iWGK8R(%~|S&v^TuXnrZJ*&n3!j}1uzUN;bD!n4U`3!Ma^ zq-obWT*gbT?3xSIW_vqqo+G*Oq7||G7uuN_jICJZ58jf(ab2jVisji`d9M`_VAb3Q z7x{F}QUK1RQFCEJQ_hyl%?kIP#uSdfX_V&1*Y3bsHmN-q4Y4xz3uUMfX=JzOG9Lng zZ1p-`lm=OSapy|iPtZ0(h{4e`$D{5{WU!&OB{44MEXO6dR=j(M+LRQl#BAu)Bm=%D zViEv9ao9g5L0Jj8rE_iKO5E9%EJMe-pJbphl!0{d97Gspfy)&yroWa)Dt>>6O8YKI z1Jb5lyX$5-+sRr*MHs;Pwop2?dA+^qMi%K^f=1-XtlCw@wEQD$_cDhf+)`-39@xg{ zMta=!kCcjjxHd}douC#>doH@g^0v9oKi4gb(HzL?Z*Xzz^zX=D07b%!Tau)$*l@1ntE3&WxwOPDwl= z_=5NbBK>(vA81sr1pYX{A^_e__^L~%GI1zQgRa$BS*iij>KFyQZbAKoTmg9IRHi$&Cb4_DKyiXXE z4G2Zej~|T2{Y*V)d_A0*x6Dzp39KQx#XNP=cF7Bm&S>ItGn z4_W>O`Y``vLyWRXa46b;`5aR%@_3w$87|f3A5Ucs{uZNb%s}1qp_j8r%P8w63ncFP zG*!;J*lu~O)xxf|*D6=Q{ec4*l4-d4DE7cmPTjTlZmC=knT1`xuUsTE*qM!2i_Y+x^ZTIm)*!6= z_EQ}V2K+?| zo7#JPBJ9x>zpZChxQ_RR(`Z#O-^iaCAM;?}ZGp`3gpCvOG^iwJ)Awx6PBr^DQj8*{ zlu}8%!#~B8Tl#l<;xqVf^W|kI-+N27=WA|fIK)l|BvSJlJ%fX1ny=J33d${Zw@5j~ z;juvQr3?5Pl%uNd{O#|G8%ca@T?wTZStkay${xn~Csg5m%?fPMn8a;;I@P)4BEK6g zw3ciqS%$M-nBF~hUy>Qfo+%6qGGap}c-}YG(7+`1OCQ_X`(sA_PUP7smsG{Q$I<%w zAt3Tbr)=fb((QosE8#=nNwoFMb_r(;(lJN93w%BsUgrv=j9r%)#Q$G$Q|j zC1*4_o4zrek8M3ES0-Cyts?+bs~+MqJAYvwP^EkySGN4{@>Q&+VePfTq78$6`3FE<<|MJMHKAX0D zV(iyk_`E-F$eqSM);+0Urc%VFR1n|d`+baxi7NsSe17qIh81ca1h59 z86|rkE2FZvWQWX3i0teU2T}Hlh-|XARNmPuieso!9HW@9Vzi z^Lbs<49P_bESWPTwC2LEvb`Qf)Q^;y#}^5A%{cbF{i;IJ{WXdtI)8=E z_!}%8TS=$MDPN>rTahI8CJj`7Mw8ecx8eF#2)Sf(GS#3<7lvn3AfxdTET5l-bR6{C zuw%xhHeB-e`0Ww@fW|lx{}Lf@Pg&e@yqBPBo_rL|b;6`2Z1{r$^FVvl2^qVi=<>N9 zZ@U`C0L%peiPKmwVxj65{bj4McH52@TKcICqM)jc?HBVH!pA~&MoE#A>vHATEp|X+ zvdcAhI!B;0M7D;L$>Aush9yhL&(njcAL?zWuP%Xa&jhqx$ca8X)u*Og|* zY9B1UQHQ9yfhm#ad@alsP|LNcS_@=+Ow#99IUKvR;_Iloef6xF?*4gWZqk~Wtl@L< z%|8r0c_{_?K7H6bfqe~W9qNhK!Y1OeUJEgH8R?A;?dCZ%O@6&;9}J>wUq(|IM`~Mb zhrG;6KHU?db1U?btpUZYKPA+zJ3h;7`4wg_SPS-EU>ZLBJ8`z*?$;tEi6p15Z-$zr zs!!~x*0V3?&oteLdg=n6$e*%o6&iSSj98wi@?`8>JfhNL7g|z|3T0<8q#x*ZwrtR^{wd zk!DAef^HBu$vu%|OR%{s5*+-n)F!>o`+4$hc?{;7#wa)L-C*z!guut> zV-$PYc&%hi_lx1+AOn^GOxEXSe3hlnU-uz=ux$f!T4z5%d5a}iEj1btHXT4ont^_C zrKP3J0Nyz#8`ag-)h>|shr$yWV!XUhex9CnEAmdQof9gG!iBU;%0;NXSQ8z7>Wik; z7|ae7j7i@7)h&9ST`lar<t)QS+Rl}(h)xl3^u$q6PV!SX-``{ zq@Jj`G27A_HO3L0@oVp6?R*>mVP^cMnYZ-hS^UBq0DHCrnLyVjpIVEV8EH0zynAt% zA(JE85s~)Sj@}a!GXQ*xo0nMg zl$hj-e8ExStgX7)m)k=F^69U7QKq_oYpiBi+R)qhS6{Y8AX++IXM4>cmGVGv{{2`G zBmPv56|J~fYgaQq0ZZ_T9rMx&94PbK`{1qOhq|* zMHE_#%;Nj8{<^9ixI*<0{Y|e|7^oucx;z0z$eq6bZ62RJKoel%YWj)UX~4aogC~YZ z{Q}tueMp{ZTw@gLb0;XtX2yzHW;{qy&8}T@f&}$a;t_ETFH!3kTN2e{iAeXy>Doiy z74?No_ULYrNjW%^zPAbs$&h9a8x{{c+4Vz3JY@A4xE@72M}quB^6B-zXMUHX8xI9?0a$z}k#Ng!72p61ck zk`xPnTd?AH+y3(W2d<3zQ#e8cAj~-7XcQjYpD^G;$dd;fQpaUuJRT&Hp6mEpXs5Sk z_?v7jZ%FLMlj@ZM&<>ESy4|kFaw7Q*?(RH3Zf9~=Wf!%VTRJcQ!;HS7xizZl0>3+& z*|ZTm7|&Xur`IMT(T%vS?pW}zeVXDP$AACeBqIqVjeVC_E(9Qx7VW{_N<4+nPqsWq20wgQ&A1y^43+%~Uz~cJFYEIg*PXQ?u~p z!BOb}beCQEV#g@qr7gLcr(Uq{cz-iruLC~q`Y!Y?=5_S^VmJek+SeT&ikLVh=lN8R zPRD~*$95Si3D#pcNtXHz@%pmWUNJb#o6v6a`$0X55bMT6gSWmDvi*UU7Q;VGB4cVm zHiTPdRXWT__U$EExK1yRllU<4;N58LkWbVZpHtWoh$Ge+C+vfj50_*4$I-Mjq?no+ zps4xO*&H{sOJ3DP7wjHPOdh%K4#aeR{I9*>!SKUX9# z0x9dauK0POKz1!6zo1p%2|iLeqPE_Gz%BM-@#Vunz}8$SI-H!Wf``J zoo$kGGc0U#23H;B)eAP^I}|(+>-+RY*cDlJwp09@`qfXfu+RyuS&og?j@Fk|Eejn*Qv0mP< z9nqJd!gAZVZ?VB3MJ#04Jhv$xvx{2qOA=@AABJpmPbRh{GXV!KvPm#$O+ZdXwD5s1 z+pL7th0$4Z--e8zp-*1;?lduW)*nvPZ~oe3^dV?gKl<62)a&;z31g(;!*TuQBWN5S zFTVQ0tb6`=H~rXCUW##{V!1-0@V#JNMNrz3X66t{Q!e_%x%};dGYwa&r%o=Q2y&iP zlf2*k4Xwdf`NpCadt)eox%? zj)iQ)TPQTC_S~ojmZA8Mlouu(jK@1|-k)9o(9|tA+D358syh{g3rrRX@IZ zhTXf|who<5KXMh35E`lDRtp`ch^Z5~f4c?$#6LwBG+QQFM5_`JbS;jjnH?}YJ>$c9 z3=V;LHhlMLc$yX{|6$AJ57#N+q_<6xy!v0>btcrY(_s&hd#OFmd5*dC!}0VEt_QoF zX=^`EO6>&T^Dk+A6oKBQ_q+@8@-Uv$^phXvHYP!-)NC0@i^zt=#f%q`%JA1e~93Tp|Y)v#-$#V_T+kx4hW+%esOo;CDG<+adD=C5UeY2d zwYpJwhtL-^@znvz_#qM*Zmb;J>E-w*Dd1d*X7|(eo!+F8XDukVSaG8h7vsa^Xmoj6 z(ds6WV|y&Tw6v*Kdtw7nS%FL~7le{ktAUBf8d?et5OUtYjdAoGnn$`idUVg<2ikTxg1^_FME zBzCYh>ciL?iOdDE%Eo6VIgk|CXp8!4DP#L$d%jMH>7r4hV?UzrtblmE^G#lIoqG5A zgPrF_TQD%~xm&W%R_3=EfcnQH=W=gj7r0t(he83Vk9sTyzHO4bKn+hi92=Cfs%(-P zqagG`!uh!-Ub;$lbS~R-wY=)}C2_hSQ#Lkmxa9nMavs?vC0@|_ameD7f07ytQ(^fh z0}(*Ko!a0|!Q|d`Phb?KP27jx_?4?0yq+D(Uh6f>hu@%CJz+*D;8#uUKs{|U&qO~+b%CA=>g+0zQ7cWgk@i~bji9om*=-{t$x~HO{-mno~8#v>Ecd- ziQTl^dpX=C!dme#Nm{N&E=%DeXOvOFPVOUAWiOa!iJABxIr)zMuGWF4?1T8&VpL5G zRh>foc5pwsMR8#ag*_slZ?H4&^}R6n^t`c=!Y3yQaQiQ1X`Anjwq1c>DwO^a#ysHf zuBf`?Y$8CeysByrmek6srF?$3CN*0jB*`TgGrBerDXh1Z>LB&NR7 zUlfan4OUZqN!~uzwB<@?_^u3N+h%nQqt)}Gzj1h%?chuO!Ivb}tCNST9$$bavzOw* z3T{xPF#%4HHdB3dU@26spgl?eFFclsksW8So1t1gisPw@8d$n zK38@Ji3-t4_G!`iU&r2J`W%}cVzw;gcR8;DH?F?n6?P#IO)u(2c#GJq<(+RY?-Q7J z8%|0_ZoJY3u9I8${KNXgt+cvTm$Z!(xAc0Lhu3?bek@dLH2;@saZ6}SPA5KtkxVXx zPcCPO19zAvRj2VqaEP?nt-CCj^;5}0fko>p0K3I1LDrZ>K|RQ+$6_x{drOjsM-fWY zeOjcL5zV5}S?G~c-)tKe8?2D09o_4@Rfby{WK4%SmO|;vR*{)niWGfRZS!0|rgiOQ zx9dklTpNm$wF9awqrI{ew3cTG%od&vYH=R>X7cwghlCsaFlZRlbPd3uSv3Yt2%-b! zx=~+4nxMw8a48VIyaS}~Wg%~=Z@}MLe_6lta`)kaO@%>$*}pUFX}eukTPqcg(BZ%> zoi|?bTC1_B(=ZiIkmmS~XXaUj443JEtMON4ITO1=V)V#yC~<1ud+~dDSw9RcSFDj# zcj-yV3xSIP#Ert#M~~OrE-@&vC6l)GRi=F4rTPG$Twjhj@N%j?*AZhE zKH&Te3Up(j=Sk7DsyjIEU|hD#N1JphoFkc42Zho})-!UwSVt6X50m*Mh=^!~YWP4z zN{k|A4Tje!sEmF77fnL~*d`%_f%2dKr7d&C_p%xEM;0QsWPB zSG>O!9ag!!<;y37R6yZX$crl>rBl#ycpMGY1*LKC3f0wvn0Ph$C_jLYSMhW~>@(73KODbCn9YynR#tzHOOF7M$zPRK6OVaXpwK zMwk;c3*kwRryl(T$JsvH&B~s~b&Jd}hEu}F!B|3_XNR5qUDm}zzpOR^;w+{5(d3fz z>^{LR`MBFYVvskwY$vH6Nqp#PK!$Pk^5&yp z#WRw%KI_55b-yF~E6r%(`{Ze3?bz+NC0UxvMwxA|_Oveg-{&{s_>A}KPF-@sYqAc@ zcyIim>pO2okB7mC{s&D`2QqE*NO$>Nh=QUvUJ0*3<8{OB-TNmnBd0Zj?Q2Cc^rnV7 ztLcyS%d!K}VGJ#z7*e_0!||EfUgZl745$ao17tScsoNuvbUIDOM|0FnmN9x;;+3Fk zi}2yfhxJwYOCsTK1Yhf|4BP5R{tlpWy&P{77Nzd9q($OWc8~kQ=#>`+Jn`OJU+E85 zZXK-!^}8R*-HUcT^hHCAhLuAKK(!3AUS1`wWZcECO7oXJY@(~F%~v?~u5!e&YWOU< zqOO1X#PnZ9Dub(aJ@k+lc#swk9~Mr#fL<=DU3Dw^;wf*qEg-caU?=GTL`ATHQ&Uql zy;AcxdKbs-NS1FD42(<UYvm zzH=%CK95KV(MW;xHTZQ`^bjY5BE4kg_r`g*QzCYFB#N^^7{k@-{sX8pb!Ap%7EW}ZW(^V`E%y4U$tufEh;&ii^ z;`_MU6A8`i7xSIl1labA#f^(~w${$YS8k>~;u%cAB74CB@uk-N3!}p0yahVhk0y`| zk?&GMGe9?X-d9kG2Ha|@T8gXzFK6V*L*GvxE>R+T<5Jr$Qln*~Cq_(DV+39vJvXal zB-2OJO11PUWbEVK_O>p{CRq_DmE~z~?PW9AWUYRu2sKwP4Y=ucSw4R*y?ngy3ID$>$ShKLhTc-mLI=5tiP0#NOOmf@%tUw{>+h^J1NK_xuuoUVyF5Ui9&P zc6h$No2&H98Eu`T)bc2}sY;RDxN&#NmH`6KDvklY}q zxgdO5-Zq&s@5*>OB%2+k^L-TRV2ZNmrUX?q2`e-%^0g)i-`ey>Z4PDp%mgTtCj;P@z1W(~8@~og2 z+VYlPLTc)-Jv*2dssmG-D(5ze9=CAS9Ko-HiAwVNF6feZ7RzwP>>c_<=Hy}GC-iAT zHp(|M`jU8((%1LicAo{!F?~{Vd7-G4=TJ= z@rS6dwB)&qpPzp=3F|P|8q?J>n%aKDv9?9>s3C*y3pJiyJ#A&z4u+|BI3CS87VaL% zvB-%`Q#w9=`UFylD?8s{sB|_iuN}CRHCdz9+mNSv1Yy!vX?zDH16PF7PkPO+xE;H4 zmFS*(x37sECz*E0JnKa%02Pjpj?O3nTu*Sm=MIdf_DYG)_`)icdXgb0? znspuegH+iS=@jVBBIbSc$&sp~m)7Y0(_^69Zt6l@AS;G`EX~t)(pzjzZ6kJ5MiXvP;94Kw=@BQXe8tpq_T#V0i5VDy zc?jtVV5a~2YKM@~V+{&i#2$fFAF29OVOKnt90IUUuZa6zF@6Wi`CI8^ofr<%cuEqes0Lb0KDmfkhR3QH z{3onx{l3)8#+LsQ@ge~YOnlEX5#SXh!rP*9;?C!#i$=qhxPBE1V?TCUMGEPec4pY6 zs#ov4>V6E_A9EO`+dV(I2{Y9f=1C@ms=l3_81ZWi`I2%b{`RLi6m?W|XHFkcor^in zIP4miaw2_|$_3f8??(+?CP~TJvaz1q5Q|&V+HL>OhKvEBx;3 zrK9KESjcNKY^x=wRscTExzX4wX#Ez&O#!|{o0a^wDB<3;*9%{tz!q0Nd$&#fd#kGc z9uimzrAs~jopG?3ew6qA{d@bxd1N3~>u;!htdYDLo6q{YGMES-5QY6W z@Z8xB%kwQGic1G?86bBk&l8fJpG5vuuKTn>aPTw1uI94~qOZ#JdjoZ?N=aJtiHUdn8@uJug0q zsV6AcmlsHoe9xdibhAw&H`c)jW*#envGu`VUqNhn7-I<-o8Heeu?e@Y&ZiPh(5UnV zmrq{&Fs#V<3rftv4nkzKcZ@zq1jFcy3TNnAP`K~NbFYTg@1V_(d+o`*_$<;#06GWA z(S-*!J8_Q|-itw|d&NZfteE{xEF)uRiuTL?UT3HvOm-iiZg@SEd8bh4AjlF?EGz)6r1A<2k>?l(u8VE+mN{sg|6cvR+@}WCu^q``4p09dSrzm$6)W{jV z-z<0yj&>N>>FN2)?!iRaC=6f}pFz^o-=H0#gg2$J0RJJ!Q1@#E_aq|hs;j$Z>|FqF znHQWlOysR198=Kh*YHechm2V^8J^B{{K8GT41D^bFBKOuhPc`n4i#TeM~ zgv7*4ySaXQ?4A=7KSnmw50T{6CnR%!`u^|0!ee{mcftV1if!~CG?wlkm(6pDHu!#X zu*mR)T%3b2?AD~=AdN(G!tkE2@hJ;BYhV~ekHH0c0~d(uRw%VLXWR_*42bT9wuwl# ze0693Jmo)Rp1s~bSdfNP9T^P`35HwhH5{8LVck#u5CFfor^j^T`1D>(D#lg%Y zmFAt2L?gsxM1Jbnl)y7<5AOA7i%W7TRv=C=<(~raMx?N?3rRS3sHiklmNFs@C3dr< z_E>gTJ?gpq{#^9C+G1LA@*`eX~o^FRQ+qb{W;S+(Y+E50G|Z{Tq5QS^+k zO>iE<2ix2A~G5X^sqAWWngcc69~rdp#G(?sArsWyH-j&)yhl7q#V0&(Ftq6>-|W zLAu*{WsJ`g=HZ&VyX*F(NpK-z>Q%?nbHlS$Anj`JlR1IeSK_OYda%9gT=nZ*>-lvlelA3L+B#=e&e^={@E8fz(UJ&Uyrh(dI9H8|!P(iJ6&V$}5_;Gp;Hg8mN))xs^HdzU!?16R1DSs0*KvL(b2Y(m< ze(l2lDeHw~X^}n^t&;1q{t0%Z>`Y8?=p^NT5<^f`LdFmzgh}t5$k9YNiy*o^^?%j>2V$9J+#*u z?DE&b8kZ5rr2c+W7UQ~g4r_1A{%S{`rpH1_BCrF)M-<;o%lmoAH7CF_pZM``(|&Vh z`&*f#9k~-&G@!1(Y>pWYCZfssG5*)bRW?+N6Lhv5Gfn0wChwFhSu~mzeeAAinSw*@mdTquozQ)@c+GA1-NemH$Q3ubSX!ek@n)}Fh=~s zkaSEm6@dhKQs$P(Z{_zi5))YpH9W=F#P$`eZ~)x5X|@53TTPC$as2k!xVF8PNLR`m z6Sh`ejc*?UEFoeKnd6xL8QdtTjedXOjuw9+rcC=|NQ-ZX zomRBMTpwx2H#`c7FI1lHQgrOLq_e!x9LokO2wNOzaW?FIHW$Yo)Uc zPr!B3M9>bX#|5`Td4rVyqW8;m2f)r}nXo;I!CYuTzXZn2t~DfM|4dcfta{GZsw3ea zkXy#_-o^AvB3fDmEhgA&Uv<|m#Kr6N8EisI#duI6rIg#fJFEaHCD|c23wy?y+$c;x zh4ZV?lJ%+dzmK4l{=GMN$YH+~6v9MSEFrr&4!XWzOeuSIbe-gBzUP*rqV8*iX>b_< zP}?MsmoE=V4+?9ObU*cO)^EjSZ6g}!@o60?g*WP6rvt7!TpY_$n`Q8#STv1`rlNQO ziW9I5@>5e|$U-750;NH69j}A#7&MTDY+*0#qztkdH+`Po8C1#ecCCJ)uqBW~^1Ojb ziQWx@f|UXbI?JFp2_YQ_Ad2!zgNtJHC5e2J0BK$X?)AISf*<1=8Cb+`{E>Ljh5`e^ zNRj?^MY2BV#|Ch9Xq!S-maPi6j@b3-4;! zpFdcABhNuRmIOCt^U_DT>XSkKl0Q|G-JF){RPs(13!ACr<$~5f4|% zo;;XpvHLIZ#y+Dsyr+HnpIH6m)BTCr}d_m}^9e_dv62b^hNK7+K z|4PXzW0?TXm!+DlJb!X$w5e8lT$E`MUJ6C|b1;HB5A4H81#gkKvrfb?iw9}@T?n|P zDdnkcU*_cU8OUgkqN+_Q#$|}c;cVj3NzeOQ^3-(r@q-LQd!m;7CItJV3iXPh-rkw(0c9@ApSJyy4q&g(7Q!dN}?-=JHrmhYMvuokmDF;okZ^X z!1xYO?`BhWH*D2Ud zu|r4V-bo9J@)jFeko4wn$u-weeJ&gC#TOb&ME3F;T_?5&f~01%{tRIhJHLRNZWj2? z8%4rZp{7gcTbK38iSnNgJgVlldPhgB_t0C3R%0h%R%CE)S_{`^JP!uw@mP*V{1ZX? zsjuEoZ?F%K``lQg{AU``S^*W>5rhgh5P*nhmWL{#%MgAx+}Vg{t#NNL9Q+S6gat-c zLwh^vP72Kgp$wA`fzjYayM{A};wgSObQoi}oN^aXm2(}#ipTY1#1|7KtiXT z(Xe0{mXJm+L(Y~9)tFOZ7mE~KcM;|QEnxADjV;)`$L#TG&QuxVt_|w(-a}d1NhMNz zL<<+=b8zCdlZMLlfVwzq{;(Kj9}X~ILuhHc}LoJ4CXO)<@f)&T*KS#Y=V~074Mo^|$poOEao(m~!p{7pDQH3l7Cn#pfg* z@m4gc>`HI{eS0bV44An4e68lhev0{QPtM{SP;alKpN~fvrd48I<*HaAnY@#I*K+Qn zwKxC+Uz_i{ZawF6%KqZtFX#|s7qRvAVSyubL{e0*oT(@R^KBDspmHlVs1~6{TI_H| zSu%;TXr?JU1d0+sK@8&ni*o{35oaEFF0nO{=z)o}$az;6!OcX&hkdk^hlp1U$`ce_ zHp4B*oV|$zS1T%)#IMJo3P$V|8-zjc5nFBL7=ZgeCd{2&dMlaCA zA4ljp#wG!r`43sKOO8flhTzYFY`6NEEYGcS*4bIm|J1;pXplC@FM6@J%?iheS`{~^zg?;6}8Ye=(7tUDyY8dVQCZkD+;8QPaU1$qZP?8 zrH338sS^P_r&TMzHIYL;fY!B11zaP;BicI>oYd0WQ1LQ$?lc?>Xk1vb2r29aD<8&$ z?AkzS60_QU5SwBU(&}RH18UR)?T<>3(Cw{508GNiyR{2*~ z;sr3SUvC_8_^+Psvc>3#gWH_0%0$&a`!bq)^7jbNEs$PKHOAy5;VuYirlgfva;E!? zzv$jYlaqg!yjQL}$+1}OiW0X98~@;$)9FmSuA$StV{{J4wDmNCU8G*Uv@w_DZRw9V z2Fw?0?&!^d#g?P^DWoQtS>(0e>Qz6yu-Pmwx@8tt|93m?;qQxIfStTJ<_{=~mv! zNP1w(s`U4dqv0npyA73yVt52-JQ`36?Hxh04CXi{tBS1rA(mIbIL`WH9F3!5;?0qX z`Klextg8DOFXSN!p3F1kLOdcU7Pv8sU0^)%#D}O(V*wjf{v9VVxHHsKczWT-9K}%kY#d|6E43ByDw|$OL>GTKB&v>>LBC zH=W-Hb2$;+9$%)r#IBtuucf-lfo?{Jf~E1#Y&&-6-W8Qho_~!cMnsVV7~Yucplv=0 zCm{yQs{kmi_==@&viatG!F6NjP*_{9N=d@?UF)Uj2z@y{Gv&X}#aS}%tsz>I=>h#~ zZ|rvx3Ee?`v?4bT#LjG(P1IgDEz4)~7Z^r|=s1fIo(EucXq}OdMEh(^H(TJkG21Aw zmnxM15Mo@^mN+GDYAsO*nTA5L0H1|Gn zASIIjq!o)*$zx^v?a1ZksT&?mWl!|?xohI%O@2RuPw~OUuHv6%SZW+FV6SLTFGab& zlyq`~uhh(DP}xMCXa$V?aiU5xFtl4Un@0{lz_eh#h~5BI|Q`er8drW<4L8 zaY&qf@R7MAT-H%Fz5Rq1vcT3@w$f{i`SB{hkPWmy^WQgXt$sGAV)96pwA?HE0JfJP zeKYnLzReHu!X~wwwDGht+oi6f$W3E;1+)jo%@z9GYvkm^lmw_HZYML5^)Z6T^u-Y0%h}gl zpt-yFh=kO*7z~5Kb*G*mMvv4GSKL#NRv3AR!ei$!;vLMk>lR(GqR-0vk)(Q0>wl5 zj{<%~@%sA5N|K2<*w%_WqsOrMK{D=Wo2LDn(0i@5TENrsw9MZPD)~0{!G`VL_kbr0 z@CA0MqWv_IqU23IHJ_UIF{tg3ha6sx61;DfMIctRd0v~@fjFD_l z{v;+P7?6qFFsg3s)yOxpl3(ACQooR5+A~o>FEGfJh9)61(?gm{Cra3m^K6xqz%0lU z&9JZhcFOW(^Lpd^b&cQ{Gq$FF6*RsHjY^?ZsNi+zV)00*_qqwf&B0;`dG?lnrH4tR zHG#4%GFma

    @i-vV_r~<6q?l-ok6tibl>1iz29d{UV+XV&B03?UBYR5n)))OyP^_ zaUjiDK2S>kqFWs-lqDAANhvOBaa+ipSPqd0XFufT{Ffb39H;W!a5fI#L}{db`OOp{ zR$M4-U8MP8h7g+_i!Z9|*i55Nr1Qyz?X4`K%r~aSAuoe4j~e_rM9egwlCVOc1Mi$= zAmAI+hKCjNC2iu)h=`$ro}R&eeNA`WzCbWdEN-I^OY!$@dzNh>G|FJ*GKz#bx0zyy z#eYWM0em@Ol%O3kKnk%y@Z5rEg#7?($}E zp`Tny!e7$_Os-})vrf8aAR4(b(vyoZci9W4U8zvJT=tQQZQ~oT4>ANYLPh-rr{>tydNBSi;`ShXCNJS#T7r1W*C2?{q53Gri&K?D)tqz5* zAYehPGnAylq8E4!*kUaDgEob?f3tNmDfpfi=d+}F2OYKm?(9vaLq ziD`9mG}=k83ix1p&f)))TZebyTQp8?=9n*&oeXtv&K(;>enS7tOXUBlrtsmz_cTJ^u*tS(z-zICGF+Fz75U_3+&|J6lm~gdOGDa_u>ra z8EbWtPLmTY&jo@zGnqb#PS z@d^Ewxu})$pC!V>qO2HSw6v0Fw?LD|?YJ9!avk#dPQs`@?K+lzm~w4NT+k-4O7?Ux zJ`n7k_P>q!ja)=+Q5HJO*1mX5dE=|(W$+jeG&e|7=*tI}GF{m=JW*}udH zWh{pAMR$C-#yAVjS26+{YxJ0ypQ#<)_&PlN{sjY4 z&@3p`GN1P|UG$qe(<<=nh=yI`NePUG;(ZI8=pl!5s-VINoSYSI4C~6~rLi7$AK94j zhe?+VxV(rlkl3_)#E;RIj#^|0rU?sIDzS5!5lU4w5ldJi!iRTQwwUurjiy9LY}(OP zvzDI)=}Br$TzSKS1_Ne&UhJLXaowEqo3IOqay;Y?8O2Tx1Twp8+_KxgAViCJWywZU zSI71uKiT(`{{*vK0r9q`OJ!gX8Gnj4&Jb#j^S;~fgUQURk+#o!5h_0zL9D=@JCk)c zn2>#H!wk3dd-E5`pu*~#}*>iNCz$T){@``Qh6g-1c zD%856S(CKaB{NgGsC=fDJ-udwDyvJ;;o>NiY7{RSe{6*CIAj~G9d3NTsbwMMMirwN zkm@?v)yFHl)GgbNM-8a05sAex)6&Hn7uQEA-#!gNQU(U1((}vTe$ViOd!w64^5WY0 zyHD|g&>-@^J_AG7j1;OGgDRrZQ~R^{SWXe)U&bi@+&7gOj=%lungY@QD(QCa^R)!@ zS=s87eFiDc5z^}09HER@o-@oN1|7>F&AB#~@+5ks8Rrv?)b6M{4^q0jHPCdlT|xQh zENI>ejm~%2?s|2Mvc4h~(@53SPK&dX^^(Wz`Ug*rviw|7K*R%rYLr>nV@~5dlB60} ziVnnNX(67WN9hap*0b3tgOD@0XYOr&or^dgd`wSfF#UCFFLOW!y zy6HSzF!?NYMxU&hEE~4IXxELdb7l%}o;|NcS2={&&Z%rcIjP}6f{L7qFui9tW;cUZ zHviE@RL0M#)`%s|AV^LWUyp=@*N726(PPsS-1*6AH3<(WKg2p8z6&2 zmh{N0RNgvkw2T>fC||c)zW0$P@po04Jlxm^p7o7ad+Q6{6fqL0Sde~5?_tH5ef=JQ z8ev1)ApWd8Gs_|suRSfn!hFd#F5q?SJIz(l-jXBm&#owg`C)uk}T=PM7 ziqc4$vJo%Vk#)3Of>kpf1X=%18zN}``2jlKITpvV=?9Ln40xyn{#50juZ|M34QsxrhtSV|6Ya1yIugFJz z>32CL&3$jxq^Yl?d0_Bqq{=sPl=a)fH`a6?7(a;cLl9z++~YnVfoTm5pg5m-@wI{^ zeGqP}mT!;lkOLK_$2P5Ur`o~t1jA1 zVX$pc9^zL(`WxiBkVsdLeL`D=emA_veU?;RZ1n_6F!qxZChzp!?~zo}%YVY0-b z7Seo$$UmrfL`;O+i_YJd|8$013;bq&{bDzXISw!DbQ-p1=*6N&w#i87aJN8J-%WuI zael9$$jDG1$D%CBLc< zp+n!fv|WnI`@N{){GTBDY6UK9!4_fcv^;RDF4+lXF)W5r;;`(Han%0 zp{#hz`kF=}jTZq655bj$))cTHmB_)HWoY=bQ%0l&Ikl_bIv8qf*e0m^9+sw2UojZ+ zn-J_(`DCgmsPGeXpbeWpxwBI9`}52DQSq)9E=IFVtdNz*U@0ti*Jsy(b$sRLe$;xd?~T^qKO?rlbYpAGY!<**F+Dv!mb~{yiXQN)OC6RU z{E6_3J&E)v`x`)iZ2uW!q-8wzpRSeu5-IU7SJ2 zgdziu&xro(FIF^EVLQyZ`)yv5o%hqu6yCQU4&=MXoonm!>*A2$(nIvSi77J2nRRsb^X3!h>Zf#$4i%7ZE> z8Y|~3%+FH;9;RmNtbFAbrtl!t-OBu3Z%qaxYNPyiUid}A6dyG)={FK^?CWXUwekpx ztYlC$`WH}B(o%f3#$(QC#FmY8!Vo>on$MayB1>*}uMAipZY`+_NU%izft&VA!Rl6A zpvL=H5s|DJmW~u0Rh;bA*5HnH6^e%DMQ-kQNmd4v@wl~0Io{Kh(vi%qz?x=f+-W#D z1EXKw?OVkwU8{yE$ultJI?A-<$js$6&pl2cx9Z{XNxG`TbKS|aGK_nX2LKQ)Se|FT zGO{fzfFZ<;yb6=o63S3r%&F4-29B-|DJD99?7V7~`<|w`%gP#xO;&xU*n~qk%+gkK zJxYZX6N`*^lKc~*-rm>OSMJ*jFk!oDn3U6^ch5H0ba5ctd81oo^w&mtNeN%|LgvdE zb-%sAa-WmY?B%+`1jGdcy`>oSC(K-jE%u21LA?as+dIzaO6~NOpZyUa5f=Q+ob5Kl z3{B4>%$bi1RXjYZo=nlCM}GeNIe+boW!XByn{pmdWbeq7eK{jkRwoQYvkN<%^4=}bUgg{OL*3eWw++VX&i^F2a2tYmgRn-Oyg9~Ty3Q` zI>W6CErR*SNgA{hjMVVl3e>Naa6f|d z<5R9)`e3m05}C>e)WM^oDJQcqWa~>^7YD{rvMETjhV{YpBW<;tf0{$rN=7=7W&`9+ z#Z%t4)i8n@UteE8^(RJMQXjChj4dZP%Bx-GJ1^Gn$m*Axhq$_G`|g#%ym`-^pD)Yusw~^GU|{kDtJ>Jm*1Gkq%^HGod;+)jf$Drls;HcCt((oO)Hvhd|dp$_)a| z$Yt>CD@6+D5((J~m)RBGJY-N2{$eeS(#j-B9ocTl-=~7_d?D~6_$FxLQukk9L)+A0 zY~SusuB6anZ@Q4(Ya_qI&FBLDz-5FPhL_wAqJQ{yuMU|r_s;T;_QorZS{a^?E2W`r zqwn=u>VfRRzB#UN(yqY8ER)^a6+ofob$^6gk>yJE` z#P@D%M|WG!g4iUjdt83hK!i}ztET?I05GMRk003yiM;g(r8jqHV$MgvHBNtBxAoQT zc6#2uN1w@b%B0~&RAPK2qYJF?9J_R?0xl4@-3jK}<){i!3B6Nd!j!#QxL_xya0_C1 zl$LoIbru6b3|!>QL#MtYoSz343`+g}_ccxiDKIdz&|~EN7mrl;uQul+^zH1_NcvY{ zbYN(kWpCPb00IAaCdvD1-qU$^HeT=MQR8Xec9>%J|Hyjls3^OreRvQ7c?6MA34xJD zq(cOTjzM||rIk(1f-?(w{PC}{o`BTKd$wxXNH-% z&pG?-eeLVIcHSWdo3|aB?k?M%Ag5-)jZ=JdMLFcqz5yKs{MraoYA!|j0)=y?$hfMnftOO~5>AH`l z<>Y(0<-+{**pQGAd{eQlt7g2gs&ZoC_@>E2Y&;ufhhrZf+J+r|NfeX2wg)>a=c06G57LA77x7In1I^6SW5MR4 z+c#E1_%x1|=CLc5cH9q&3sgxK79xhoy0>^5E#t>cIp2BgEE8t1VL*;??o{n#_?@Gt4QiLU1_!Ta#6Q7a1rRdC5 z=0qzi;qo2*_3PKZjXDP%snXF!HHAJ+w3|DF&X#4>s>V7@tK=O?7adk2;ZX)mL)WsZ zF?#I3cwZd zU|;^ZB)oT557k zFXRdc`)1>t(v<56SO1r%hT1Qt%j*z_(8;N>RLq10CeQ2g-4-4uRee#RI0y_sZS0Myi%$?BRG(R;$GBg2!E ztOruP`F3*n2yPZ2uqgKuHGeW8SL7QmSFLvTQ?p$&Z@e)bHc0cFLPL^qe8yEh!5@JA zTZ~CA+Ago}hsLjJC~UURqOrp2^=si(Mqh;DLqdoamzH87q5q#^2T~{-k4i7=*A3wp z5Vs}%mV$y?`~#sxn~+p?+iN`%R)rX;zkWbQMwY))+ap_2)oBx@I7P~f;?N%yoo1lr zUF7+bWh3qNcf4$oIfnL(kCy0*r@ZdvJP;-1p$OO#9ZtpGw&zM05a)|gkD))w%e9C| zr4YZV^sP1IhIke*uAfmP%MOnMMOp#Vq{?;z50V4A1JX5 zWQ+=Lko3;Ytu7t$$gsz5z7Hme)g)unP~fQvT;;<=u(_%=+<{hAKe4=ZQVG*{FRp;@ zL^kSEIL%%g5nkj-BfcQBh@;M!-*Tylh{*csN{DXTf0PeQH4P-}?)w;4k#k|G($s&v z@U!u0CFMvJSS+7@&K6jhf>x=0GkCpFdgN^CdJc+_^Ujy26A$s@15eLqV$Kqh2!#=& zW97Et$hY4>G7?09Mt*dM{)u7Kjni!XN>%7n$#nGed@XOY6lcW|Y zYor;?5}KYd`t@06*5!ErZYTl7ia>bXueI6EF?Hv5Y#t54X8?xq&Vf_P2Q!%Oj^m+o z`WM;{-l5)HDpg%&gM7q`zwwM1MiV|2@!_1f78d!-?YcxQFt!F)vdnaUhpbY9JDiPz zeFmj6-S>tl(_*Zi4w3+BfZR@f)rAY^O89yH*so`#HFqW-JTQiQ`KEL3yLUGr1DZqb zW90rx578)e#|Q9sg@D3#GS8-0NmN4 z%g^E)Cc}f!MkVyaZm&)$@h$JG&P|Okewh%!i@&tPL%02w-!%n1Zfk<$B6G|wAFRmz zpAzoI1)`yJaZ|qOSIld~cD^H<5kB+XMc>(&jTW6CoKeZmOBye(#DJKuV98!~t6Ryv zLwu+?5wbt1j|Q+gsjIQ!P72YB0^$nG#RE~}YK$P7#wWHa>l7IK~af*`TD#ckGwJWZE_(AF3#{aGv@vIu45JFUB8-He^ zZUpL-b~)H_sgzb-8V1l!!X-*OqvZe&1GK2Ontd9RXZ3acL(jNmR|yXj%U1~hU}t`B z?GOzG>kSy&`r_p<>5$odtpQ$!0o7o9^Lu|&O{1zsHh>^f2iH`cP5Y!T&n0LXmGpHy zQ1$Zj&qF!zOQk5<->B;qWxE|2i>)MuE7XBxCgrz6boMwHU1ZYg$mqSQ-(MQWS!3i4ac(9R* z{)$&--g3BiF%H9Xa8l^VN#_sTWMEn2@EZBnNaj+sRt>81B9;uf2SE+i9TYeN(+ja{ zbE^ygu0ntLc?35@l!+}`3wqM80r+C9x1n?N=h=?1FNdoDm1kK>&MLKhdgUovg%$)| z8HIj_E!-LL0reYkxlW&hp|n*mD}Dhmlh6B&1`Y+7^7c@7aLefKOLgSN3M@~Li9lLK z{$Dl5w{jiGvG^h1MTWSuNImAc=)a{mt|` zBFH}%wY{^W?dUoHP>@Du`pbAI3O`o{UNsr5S;+y}n3pVbl@&O{oVC_;X;G^l82>7+ z=9#mHhbD;Q%NEF+BdM7Py7Sa&M~`>Dm@CDl!c1esC>TTg;FXUH)W)SgCHeXGz0O6s zwY9ZN>li>^M(UYLT?gJeJkjEPtt|?(KIEkqKL%p9?RnPP2D27j_ah3Ky8h^)93K54 zX9ZCbt?US+H>H;QY>b)_W@2dQ#`<@-ZQFoVfzfngFBTH%!KB|?5mfI zyRd`SwM4yGooz_J>KPO3{FnlHP0S1JO=s<|VxdbD+!&Vfn|eu@P}hSwz4EyB30I*} z`6XQ4JLM{L!_?HR0aTMgiRrsn)52YwHZXWQ15y!ZK9Z~tz4~>mB+#ndYPF5vs|{<}uI?#K3VZ{<}I-<;-0{ zcv(ckYjH3#WW*eapEVhp-^uB|iazeS!Au-jM`vxn@PeY`tRQ$#IjG!b<)_G^1mjiN%&a&kCrV3E9|>oNuKclNXfll zPfg1)(5*;(Q|8y}uS#N_x6{S3nf5p9m#4 zvpCFq!pUw)aqa+$9gUkjVMD{i&9+(ExIooCaCo=`66JrKDH5)+xE9QhAdv8un3xEk ztIE6g3oJCwMfs+4BSY6^VDS5!rVN;r%v;L;eC?ndDk*%E^Y(Xn_fqih2xhdK6=AcM z?y4x;$>o`3GV-PZYePM$IK`o$6iro%1DRk__fR?o$EHV7QR(e8n<#5;4z}yh+otQHvG2S z$7NPM%FX^mJjz}cqfV50u0Ivno+_i)x5pns%_zG!i*E{?OhjDvJpWCk+^shbIJd~> zJ>r-@a7fX$ISVLRna?4&+}<;~@CNl#9sjK!HCq^xeJ<+X(d55C^Lnxs`vj+##=6i$ zhcfH;g|upi#i8Or-qz9)iT-BJ+ZV6bjrUxz;zp9m%ymd@0O-}kdnN4GK1DqIiv13y zC-DnfFmr1-N4r0!Ay7@2euIFfFe{!rjeG-OOOrb=)*Rntxmz=IYe5%JFg6ck{&80$* zH?)1E0#7fupNv;o8StImfz&*=qwS$KFtv~>?3@AEG>$6h_d{{DhsgPk2X7@G#f+o3 z@9MNB0BE{#w7S_PXDM-aLME##5Y+y28*PG#x<^@wwJ-&pBayv9wA9E;#kpy-NdMpS zAUd=6C%!vAS<--}ZNRy4Gj&V+i!Tu8`T63g^%QXLe7T^iqlWl79HX@kCKKjT;8RuK zWWt9Gs5b*#X+|K6o{=&3ZqR0mI}E39;Vb)q+pcS3@h>q8SZ|;;*)6UIRkES^!O}qS zv9ADVw~6gleoX!!O+Z}E*~jPRUvS$}0u!Y!1J@4-zG*%Ij-%R6bq)`#8{`MKBULT> z97p%7^;96G;VSx+V^ZXPp{@P}{XfARl z_Xo<10yC6AiiT~Rx zN(R6ZfkJ@o=0Yt86j_CU6`BI zESU7g=OS20bkzqpIp)DYu17wv4R-}`LFiZ~`0E;2N5ml302|;fqJwn8Y65;4rpR12~7szXc7u)Wz&#Nhkh{VY1= zecYoT&q?d83!J^tTduDWghjd{kbK4oezP47zCb z=hdxHLJV(!E#3vQMGDLEKNo*7xaUPAB%t6ho|g=NggxcJ8 zm%l4%eI;+*&mxClcqslaZD9pZZ4g2Q=voo+L!)i3lhqB%|4L5Y-ukI9lte5qF7>*w zqJp$3U|8hlS+N(CO6v!HIc35?d<++9{I-<~6<+829F&ki+dCt{?PfpKauxvP8g+Dt zFF!`O3*d90HnT@Onx>iz%$e?101ccdc%e+8{13_g#pg6aKJ-d62J+i&@xVFKR90&Y z%ip0i-+*pMigAK~edV^XV-wtyMUGrKYQRwt&il#J zYdHF(;YQAL;W{Vr4m#?XV`W%r4sfR=B`$wnzydppck0y%d98hQyU$cAyXA0qp@djO z4K49+a6Cp{cZ5{r;>9n=o$f2{&k^CZdTAGXjVv=ka*id0QR#AgKqc~soJ=OfFYX!V zTYKBcv>-SO$ATvQI2@jCn~M(+i~k=+S1JD;%k0^lKp>jv8veVf{`Sl)ds$=xFh6x! zha=|2#s?yO7d3irY6D#pGt908C%Uu&kW4{8j1%#IOvO{k13#yc1Q%^}DBLQgBYx+| zh0=T>u-C1C_YBMt!9~bYf89Ezp+Zi2z+Sef&Wdb7mDNX}1Q|JpJXpiUo*a^a{?4$J zSClB)tlj8P*6TM16Tgfw!?cN`!-@2T(}TEGqD=mNr*!q`?7(~WM44>PrE%)Qd5|xP z_|bi$TXea?Cw=1FoX01+zMTI2rYKVF&1*-MG$<2=QuO1=p_vGMRcC}xm90hW%h0NJ z)hF!<1}L$pyyi^+4Z#(5A1C&BG)ggHn4W$5%^I--=1#R*CHG^>0P-iKzy;N$v1dS? zTTD42N6|o)qtg%gUnYwkaB#DAYW<#s_llZ1%*NshjiN&VFf%bywZ%Qkin|6I${*p4 zv87p*YGAI7J{5KF$e;}3yek*4alWUn>0h2U@+s>*ME)%MDVnI*OL zH(L(i`VqoJ2=^B5#0#Gz+#D9ak_G4K=%jTHO~i9$3+qFkU@x3MMd8a^k6yrlHlUF$ z=}{=o|GY(t5QBO&4L4$TmEPFqVAaAyO4gWMx5{x}*N}JZ7~Q9EWKE`936`cny#YA= zj#c7jgw5jbGnvnUWQeW=bYVfGhX+V1KxjY`!O{+L0@UQA{tcu(S1^?V-HQ45oKMmq1 zCxKaYJ6p03b+2UXd>#3z(uC|KHQ_i=eMpHmHn+QM>k-Pfo=Z`R>#^1tr2x*q(zvL8 zo8KBcdKTGhXY%{MQsv707-@d4eTdS%TQj6JLB$rx`=z_J4a2@aq)S%cN$8$qfiw_h zV%8WKmbWVc1BIh%DNxjdCfsQza#dr(m!o@fP)j;Gl;uW*Op)pZ4PngnKp?kD)kGbi z{!V%T3i3Xtk+YUQhc6bk`Xk$gHPRvpwyJ!NjSM?8LxNV;by*`CLP0G+3||5&FHpn0 z=aHCE;9ujt5OVb+m@itA0Ay;grX&%Hw3E!i<_w#q>~D%BMUmK!RGJb+Errd>_w!Lr%}+(?>iGHTex~BA?9n6e)jVOUCVboUEL8i2 zaNkgsvOwaxYz|4H^zbQ@ZX3?E$J+LwQEkmaS>aWw+9bpFkRf_93-v}S^e3w9J3U<-khen@C5?EuTDK6&| z^5w)F^CCv#^;fB{KBeh67?WA-|tUW0y<*iMM7B-`&i~ zY0}|N1uifS7m_0uJY>8ncp+tHK-Td=m6hps5FGb7K1vv+3~XnD%_lCmnJU6D0SavBCGNl(z5c zontu)1b(E@`BETFp{R$~mCIALi&vX{VnIz3Oxl}F7g7bsDZ59%&inTCp-CL(`001_ zw-Ta-=pJN#4B`8te6NuR&8}hzsO%v7a$YjPO%9bVniUq9IqLz5eVnFYVVNoy3BZSy z4EfwD^itN?G~Crnid898v&J~PRU3=;6RX?;5nibZ*|O8w?io z0s!sF*CLiL9u66Nk>x=tG^Yh`4*@rZ7uFyXC1?7c_spN+nykwv@n)n=zu2y8Dj1Fj)| zf6?VtH$Lv#oAU73sFr&#?Z6l{IfA~E2sIL&qE0QDY{d!L4F^D{`0c0!n^E0M8z%M2 zfNKsyE;uW)8Xx6e3_q3^l0H~Z4&|}GaE%vW&X&TIwrDFD$M@O@A94owS_|bMTX$j3 zaI?KCFsIYGpkwVu-4DAT}5Rj^bwqfA26f8TC! z-8#Ts?GWW=qi6A8Y5{x-tzdP4i+3w;>81gy8?U&KQS54#)vP!u=Nt^-(5gk&(+O@z zs|!=Zqhng7S1@^wL{8Us8-rleME@-S`C)uWaJ-+ot==PuDUgeFUxzmCz(XtZ$pX=B z;)KP#$Qnnnm;`2x#_SB=3=(AoOcsdMX``lw;wNH;J5xgB-3> z5U`Pw#oSrz4<0Wo`l8tK7B9k^^T)pKrU?_ER}V>-+f+L-As(&(Em3LYj&Fb~zC@DY zR`H^S@SUIsk$K60j&=V`{rM4SvkLeih%bz=TtK*`3mg`Uj{2aAWUHkDGYl=hJyVVf z;)j9YfjaZ^B(F#H@ikwY6f4dg%@05D8vH;yzg&CeRuKXx-EzO1{u1DNi!Oj<7VTVL zD}cO~mtlJEXp~*9c1Dfdh}hw7BfYnv{_&Z>j6Fv25}LNoL7d^lAQ7>&*)e@l4W9a; z?%-WkxUWZ^QxdO}<#>L-6OE{PP%C9do0@Q!J*_>9evF80jyTGJOmSQ%^B0I-sPiB% zO~9R{ta!Bw)8WrQ$eeU!;Z~?b_?*GY-PYIv3$^I%Z77^^c?(a=wK2B+)`weh*HI4V zjJx8%)jR7%sUT2qx$;@zF;fo2bNkT}VNv#9pg!S`lBP!6T0k#&V_BEai1I%oB;%p7 zrz>>&^T)j_?2(iPin>#!y2jxGHKY9r>`4Gu(?mmmTsmG*Mar>fDBhW^oKuS2GdHg0 z5eFO549Qe{5NvP|j^=j?rOqD9OD^jF+9vdbQJ!s~F(>Q2SqC6z27>TsClvXQt)VwYC6N~Y_K)f)&8VG# zKTNi0}UI2*0IfMdWVTgi&5 z%1N6_CD#zto+AnT@VkE64`j#>D5CX*Qw z20k{Gb3TE&(4tC}&lfj^+U##_c<~R?U@rhC{z%1zxs66dM#A5MnZga=k*WGEU%GK-n(6JPXBjFyH<)1Wy$b9g8DlMQvoRSZL8Mrslo(5G0~S#Ak3bqV^={c2&;TYB#)?M z0MpL0S|dsG_rI5!NNFgju9YQNLt4k-Uj7Y&2ArOUwKQlFi7mB|HM$U9d+UVdGHXU;X`t8VIgo8x(SW5@K?#G-L zSSi8JMn9%H{W|{ycYDIbN zc7uF^KgBHP>|#>bFCW}Z?L@yM%_kdjsAq(f6Qk&Rep?F|nvTzD;th_Lu2 z@^)V%WKiP`rA5ZeVt&T_>h`!W82kbMkAUa1?F%unk5bl$he7koNDdD~O`^(c=H=&2 z_(EFga|9dCXmdSYRX^?^sn1ovtFM`jg!CP`SMSw~<;H+#q+4R&Gp6`kCB=5u#^tnZoOmBfIOfYIyzDnG5V?4WNq&_Ogp`JHQG3 zU^fzyAy|aj;gB=a;{?gd4i+9Aw|uDUuP(Kqw^q4GJq8*l%{5P^w^6x4m8shrG(U4b zGcrLHjK)Mr-B`eMbH`y8;e4cLWArKc6!ta$!yZk1?DYo|dQDnT*P~W+$jpwquV;#Izb(QD zyQYTUbxupClRC$UqIv8d^%ht=SRrmKH4seE$?hPea3A1g_0!R03S3{&+&PN`Z3*+$ zOP3VzM&Fnz|BKcgG+AW4qHMuO0_CkK3W;}EqsTwMiA8u@7hi2_!wzO=vl$}7ig3rV zF}A0!v zSA^q$iWLx$)?5oTecC&ER?E@{F7#`HD6DMGu2j_pDI#;Ri}vj3tTA`00kJ;z@DuXo zK5uAcv;CpWo)auUJTp*)5QOmA`|ef*TBQPz8XAWZ`sS&dm8&M+)!dMw(F{1HCl8Xd zN>BjuhXWzb<*@1+c{>T%1XoBHQTI~r) zjSN1y#2}y=G^j%(+8CyWY$b9+#ka#x_%nSw&y{zZ#qKpmnJn8FfnA9F<$^lxT|(wq z&K^V;^8Txgb*Q0S7B}YKL}>DIsmL43q0wj+Aza{LK^U|d(dV4(aAye)Qk|-B9AIHB z%`=x*cTv&6|L&1ag)l@`CE>23E6GkoUJ(c$S}@7z=DOh{z-EIv zz&Ern&I(Eq*t>)T;ng5}a6w3>>-fe%j-@wWq8?%X$D0Vb1^P46L-bUdkj8lkVB-X? zD68o&yHh=@b|4E@#-DD5bJ#vVzMFX)`4rITh8>nTzd^LL(Jr8ks-Zf6Ju8CFaHjdu z>Bj8Bwi>;Q5QlK=ul{KlJOs9r7_B`A`nI2%Cmc1n;C?!wVz10pM~apb{J*F{S&i(e zN5YNd1~6gM1o?yd~-90~>e&*_Mh9Ga8Z$}uI&B>U>K5Jnr5 zzQ;znFP_F32<~ROaRrOHT_5w9X+NQWw?keGi5A6APuM@eq9*8+{!9kgx=y6Ug&xnZ z@=(M`XBQnziPq}B_N9Yxt42-KP4xtg4dHB-ikVHlswpu&^vk>R>vz9ho$BJ;GQ{GIDsb z{c!;1QVeCHa9_Zebr65fd?V<IFVcGMz932XdFk!5Q7EfA$1?YP~l`cV}3OV zi>gjV;_c8HdT!VOu8p*WQ@w7_9aM(x1X1#VC$kb_%j{%eM3g+5G# zvYQ~CaP*~(rDvJv__FRZwcDm9n6~(Ga@f?^oJspF!cc?u_dD=P*sF~-kpNuG_c#{m}NmM0bQ>b_{YxL}^i{KxIaX4pxT$K$-kc zGY1uI;ud%rg__#xmO05gz^8r&^}n72!H@0oP0Wt}9`g6He{ymmi*=8HR@FODl&1W528Cw3 zGZSucB?V%z9kOvA8QvH%yMF>(yDrwL`PITvWXWAej$c!SK#FSZf36p;-lGg>?$Hzt zEs9H<%qOl{^1=vVkO*7-y)FZCMNso%!-V#RhEclSh2Nz_i*#z@urc@tr%}2It3yiA z;6s9u-ZERjxa$3bY&S6fN1HeHUC>%fdqzknt#M=Mq(b3T@A`K- z*g>S_C9$_dGrM1o`%=)RE1*C`&@yu|8oKBWm5ZKqT&U>D;7SIyYLIEadYwW9sN5KVyJmz^a6tDGHq5aVL^wS^Ao^CQSJ_M;RA}j{M zr9S8%{A~t`3=JoxrKB$B7+|x zLW!BEUe!r|CO3^ATNBC3`--FVp2BxZZ#r9NaGa25yT*O0>Ys0V5|`{PZRx)qH}rVu zW(Q60CXC+wX#V6WP_2v~K76>5!+L}T+LpkzmCC;3QQOGl^fW1ShTpMK-4&<}UH%63 zqo6l8G=YpYKo^Lwgr%KiHnxB$pc|rE91V#%l zJnub6MYDCn_z=PZM_e}K1U$!75aih?W_3re9RPKMeaOP!)m+y3|3tcT71JOzXi>Rf z&Vh*g@>ZmUe37oM=NR}L!QouY-u>`CJl(?v*Ppa{iA`em5QSDzG+(90T!1XmY>U7H zl%cNUkt5`u?}q5ZF9^OsxY*AzJ2!`ctYkZ6?ww#JfXG`D5veKA>d1T#*PG^G%C1%i z(^q6em4l?a6=)oCi&b(k_>#wdu)LDTi;ZE|3@pCk7Ei$smMx z81~YN$Ur7pnVF9{Ify!Z7*VpQG5b?y@IFKV){j0pq1`hC>CSaB79RC)e3vNWg z@SbwNZ71UzkHW*H8y}1ItC3O7ylTvz@jwo__r-YkSv$U|q$ssLf$VzaI0Mi9|HN%^M=Rmkes9n?Hg6Ufn>j(}1)yKd4MIS!~ z?12JQ@WC}8BmVz1xsiPGdaIRv+Hvp`uw43kCsttu(8&Ai*4^|K(%Hglf_YJa&2b_q zUYY_ws&V%FUiQ~R>C(9;B9c3usgILn#y*UQD7V+zqkT4*1nE8Dn?Jj`hi~e-Hh&R< zO=14`bdaYai)a+szSI2bMzrzEYO_@B*^H}Jyp4s~U2y;b$WPX+E27f;_gM*u6s;~hzMr!KjIsrn++tIEjo0Kfk4;hy_| z;SJD#3cQ~>;R}OUZ>;};2g1EPRK_}FUw63CwgJm#B=Z->rJDe!uDfoS&U zl0YOLy;BREy{P@<>2S%`A6FN&0LHxXv-2kK#96(lc>%s6^4E=>$1z=f zh!?S#K74f5i4*o|o<`#zH-TUohIV5DYJuRM>Q;UW+ry@cKf| zZP4-eJxKPKH!w+3Q2FTTP!e0wL78e){d9FM&SruF>RWkbt9%AvSkV5Of4YAi7{d^D z%6wd4Sa4k3?nLeCnTki!f-|0)iux_3wFFDK^_n1D;2+n$J5S z$V0eVl$Fu0R>S)t&HX&c2>7^poX4mK7|hw8KDq80%|@X#T6L@T8fo?B$r$Y=ZuqfW`u2LTHS+2N4-&Rsy%L!J=soT^`n*t$u%ACFprA>Kzd$D=M~&6owXrz8${Sb3_vf zO)_$bmqy$07+5W~eX15&)6&w);ZbPX8H*24{+DiW`a`Dh&yHr5piW8fKr}#MpUNk^ zTRhT@Xda^z?`&TPzhj-6|8#$m4aE_oznZn9$h}EH34ix<05JT4sSf;dWF+6xIw*;b zl{ZW3yP)GPY9hypO}-K>2HN-7X>S1Y>xOIxf+XLG@)?`cCf=H8H`dlwl*9DvTp&Wn zI00#-T~y4%ud|bXI)sd+z)$q!WYEFDFW#Pk0mJp1RXut7RkuEe7ByW3BDm{hG}!q$%LRpT@9!*rg#a4LJLKJLB{j=5{}oBd~j8brJR)6khf6 zTn*paQ{NT;s#)9G@+IQ3`uSloMKVEI3Z0@yWXjyH^{_qFcbe*#%#G#$dsr}Xg7G!* zM)%<3yN5ph^&GD8bZ(ddbDdbK2Y3N9H-gNH0k;Le=lJaSAkJ=(_u1mq?xwHz4S9h`A-oXREp^d z+vPs(#4onW6^@uCjw0jAEHwI ze);NC#K7dRPwq&+qpNj(lg2>3DHY?tLl~5_7?AyF^7~{Yg682xF(AoJt9p@6C%pCe zY9Ac%$UgLU`c{m|Sp~c!1SD=`VkUAIH%O5Mqn@+ z(i8|z5ux?KL9E8R_kiOiR8(R<;_~Z|FlL7Y!Xej?HH3EW#C~r|y*m~-x$7Ttx_~2>w-Rgh?9!#sM?6^LTwZ=+)gFT@iRBzd zx*wf*8Vb~T&<_1r10VtwCh-Ut{thRYWql`{RnZMG{biq=92E56;#B(l=2m-ZZoa+W z{!!6J)FMkB>#U~EZob@U1$+dvw3ntp%|doM5x%8GeXsW8fwVCkifq}BH}aIr(2ee% zZ7;fYtcB>~prWRi>qw5JLgi?ZSuLswHz~h)YmaX=yihVLWL$xD2SUvajl~53I$8-%*GTN_=_iw$atgB67vUVKG=w z{yShfEA++0)o_)%X8x17_35r#7sWyFIb^L5`d9;F=L^y53e`1-ojO~Kiy%3~E{$yGr6iSA^jCDAo9?LFuN&`%@$9H1@cX zURvOe;UMjZ;416?N-unQRMJE}+KL_wsPn*}sCa|>!3OsRNJu;aC*f4g!q8$&59!7S z9|tVvKicQDsz|#>4JOSTi)fWw5s#MG4D3@9)MW}qd2##dFd{N~R+@_~RVhx6KH4EP+|t;61=o&VTj5JmX+me0kIC zObtB2Q;3G+1AOf2H7f(<*~87QM8v|X*Fj9gvI+78=~aKwmx#zs+-CtdkXHv+?~Hwa zXKn2UHz4&)>VTYj)J zPuEbqaFX}@g6ZV`3q<*}fjCtyA4CXmfK+VW9W*BD1yXkQxu%QQGII8|p5=;nF2lXZ zXBFx3@D0%8Frj4w^KMlrp;H#sPg@B*{?Urx9+)^-A-nE9fj@iyjc+oYa|?m~JbcVl z2Gpu^P*1%mEG&GrRy?$PEGM4;x3?Wn%y=lBj?DU_i_%^tf=zY*{vJrLo(`4w`t`jh zamLDVaN7kLOcLA^D-mQs=0J}7b78v17p796R3k40h^uN&$?9^&S^1nLEd03pZ|CkD z=rp~DEGXF6phihV#$<0ml&KB0>1q5dt_mF(6df<#CEjM@!25b$$q-fy(>%~`V^-0a$A zmh!+tap-sL$0J(zn+eS@iQ2}+rDW!>^y>Q@!KRhL@R{x`rNC=kFFH@-gr3lS3hUDn zB^KTNxCgX+-rcZ6VPI0D=s7KbWvp<%)QnT%7paS|IAMR#muVvqGOtw{Egs*-bB86m=dlMpbex(eTG;6+9BmWVZ`-wgV>b)5_G? zif^@rTWn=NKLAU)!S<+K1R=}I&rhsmp=iuY5TD;3qXlIjir&0}R{_5_sAEvK5hX(T zAJYs?|5B$!+3Z8WR#EI6Rb$pHFYV4;2r5iKEKUAS{yTVpncTI1uwx&XHr3MxK;VSi zBsg865ws((sTRyfq*qNV?6ij3&rmehtQYA|-~NV8#cdFwa)6q%eeLch<$qUwOzkW- zH3hNY9Ut6tD^A&^_68S;0{*sQv{gEimm+3(`OaxUXHRY*1|}OX-hJR~O4xhOg1HCvZ^%*>}wvj@(J6K?+)>{Bl(e9Gv3O&$?L34yg5CeroNQ+^72J(%~xzx|yr zrviT7V9?dWg2^!4H3bQWPbxEuW#=1~ullWhp1NnhS7P1tyakSvk)zk1-kGnuvKui` z&8$Z~taIfzzM+}itp17$&;Tull)TO`%>w*Vjd zRN#=SxzinDY)*Q^E`c&7ZO8)b2CTl21;=DQe8q+TRzS1Ry07IcKn@-lK7$7nyRrx@ zF}#WS2t$T5`tW|zYaceHj)TSQQgNBZj_}CJTSU+WANDDP*nOjgTkt?~Axeu6Cd`q; zE{Ho*L)z#A76iMJ0uxgf(PS}`1L?@s`zhsDR;TxmZ&PT!wxroOgFh?83Vx0Nr)?+w!Y^5^TxT>+{9tiF1F0AR?F!188~ zWt|9b5(Ha=g^emnF|cb95-NYOp3}9N&d4|;9-A{u{E6o`Ff4x38`FKw-%`LswBPG~ zD%-z}LHy1>Y^JTXJF0}=Z{bYz7`rMi&WR*lNTRE;|La(|2{v|KV;}F&YhQycmAEzB z{1hya8?g&of6!?cv^5g88Iz)*g7@bSK1x{Oe(^UyP z_&Sv!i*?%`xX}j2ePeF_{``3#u%N`sIMNuMpAl5^;rC;~U+*DSttCQszr8W_kV;_b z{>SymyUn?Y7MIl%{rbH>%rMh51^MwjXLr@H_D$Bz}t2&a-ga-5Tf6{4eK?{Q9clFZ16j3TlU zvPa0?JDEjRWo6G0l8_b3NGbJuyj<_k_xAhex^=sp*Lse}^Re#tJJMM&c-E@2BmY>u z*Uf~T6sr|MPuYJT3JV_Bj-qdsjhQo`!rn-X@{n1!24z*L?Jm9kL~rXw&~|G0u8bfw z4>g8cPgdFL^t;9*8vyxu+YFyt#En15`hhobw#+~SJORv$Dc8pc4Uuhlty*>}wrbTTtP4Pm^O?o2;P*!go@@95rgmf?ELDLyrsegQH< z{vT45k(KYKQP!f;YZ+U`0~+8iGy!oHqZe)R0qr9k(y^=M%}uMnfy7O_4w6)f_fwT~ zcnwWm9%^c9pZg^ieLn58sao>47$YGvC<3ELO1rXESDO{;9_d`hi{Fs){4Tp8_s~(I zEhw+alv39`RMK~ZzP-N%M6DP&QWN|vz3fD0{F!5O6jwmeLGQGfH)thv+3zh8cCDpw6M8r&?PO(6pg5VFS zm22;nFNe+Qec)*WOf*Gu8fO{zM{L+UnBKw$0R8qg3@#!}i%)MoivfiGh2egse~#A{ z4&lg=yBI&UCC5IWc;d}49EYzhEsZ<-T|o$8E9-hEWz~aU;2Z!2wtCO2)Y}E z4rd@y65AY~;`m0ju5Ot!A1|zKmIA6d_IZSGE;Dh^@CIua0#}9dP2_^IPj1DaA#+&zI)x;Yr*sfW#>Po ztObeOLD3(EolmKJivIA_orxdsl+!g%qtjL#-l&F)X#Y?Yl@YqpSe+OSKRZoau!k;r zvsY#Tr{{_uF*QpGRM_@&O;p)NA)wwsGtgBxpUnM@CMJ3tG1+0>r~Dy9z16l2XuH9q z9GTG_(9+p{%rwY@Wc-4t$r|c-`RWVD@FaDmuRT3m8x_6zH1DwRly;aRo3Ozsi@OQ6 zf>gSgtNPJ=;_co;s@LIgR?7WN)YCuevDNidkvCB$EeRVN#-;RhD3Kf$){1egSgWnl z(m7vzG?&%nk3EIJbDL7W2=yh0;R$p&FO{yM8N>l9B5L%93FqrwQk$X+?qU40E2^|S z14S(OL~&st?4wKG&U!wD?>&nwgwxn04~x76H}1>o!#y91Q>NQp%rHu^A%%jmDB&LF zX>qYgKyJ3HTF*U6HGKFGno;6|nsmo{#cVSi(`ivkS%D?Wf4=8T8V-tAooK#igT>r_ zz#lttlFTpr`ATYDV0nT&dt<2x9kd1!)b2vi;Le+2^gUgbyhV7}+P>Z{KdCMqy>!m( z#p^Y%e-2wczrLP9mP=sGd+y67F6>ytTHO_q9(YfI3jK&rM=1ES*e-&ap&wr|k^X^u z@c7>M;t`7%+>D^|lvi*4s7mYlfS?vQyXZj2nlD`=Uk3fhKGa@=Bl$7(OkzVLgo^v9 z8kpu1?+ec&o4dtcKW*5fG=Ic0%YM>Bx;z4U=*De^UoBDl-I!1C0^vGgSCGeJb%GLj zEKPXK8h($|gB%t-$A`r42+D;~l@uTOQElR=97B#JpH@(zz82`EkX>=(j@bXT3tU*; zgyjx;x4L{XV=qs9)yL1~C~aw?+A=lp;onniV$~{c!#-sti71mNaB0C`ls@g|e1kup zzSn*mD)jN4k)xJ&Ss@`kG~B$7iLIF?A`4b%!Ix7Zxvomp~_!a>{qOrx+&C!FKy56BIAh+q-i^ z{tOf1pqh_T&`iwJ=X+siBS3%HYA)>Q-;M#`MX{Ip@p7^OVPi!Jr#h$~9RzOIkLHhC%Lu5^e_U^5^BiHWAk=$gxmLh z3fIQd7Gs|y9TTx9%ato_rXo&z3xFB}iVg=}Oe7d(4||#Ef^bYYT$XvX!54i@GUr+4 zjjAAbU+yqac-57!pU;6tEbJ~yIM-&i8_Q$E+CTBt7LQFgNXjvD{NCNwJSChtCWMTVAyMwAOP zgSM&ebFdL3zFR9#)1X>}zwHqVc~--`PL;5QCti*G@XV+077{{u99dQ&PHSHd%Lc@0 z`~X;0ThojzFed>6i~08RKQzW0Z8V{eK2b@sKXp}u>Ea|Z5=nRWv3kiS)^o@Ah-jLF z=Y1BAUMqpr75(~RtjNa9azY|fii$>yDZn4%TaqrF&n3bll-;eL4f%J6GL zI!VM}EXOkXWL=(AFT8k2SP!H?MD8ruZ>{BXw^g3B{Db3`Ruxe=xFc^eQSORmgPHVp z4i;$)Qd=`wHS1ihcM`gDZJW&8sHb+??Bb~KQT~oVv>Z>R&xK^PF+iCJ5t}TxuCR}i z5k8i}y6M@;NjlLY0s25x$l5EKJ}n?Eu52-izv4Ma?I*YSoA@$OXJ&>jwS1Hesh{fDy^r@OT!dq?C9=`JIic1_Q25TYpz#G%Z+wa0vv z0qsYLtJI%dGaFy!dFa>|ru8!oB`oz(FN!Cc$CdjHQ!bY4;6k&>#(OqG6+<9EMP~lZ z&BhSTN(&MD^$q9}Knc`pTpQ@f zVj6uCaIkT1DDQL*%8iDaoVwM1`rbLa`BBd`_dw?MyO#TIZxM{3$z_CFi8xtvUGtL- zu%!HimMC?H-^Ia{TiMLY;bU&vGpwi&22# z6gN_;_*VYp^b>cce}i`*3aAong%q9D@8bHZ-c=x^)I?Fd*DkHrTTVvMx3@Z#eWJYm zx%KohO0UiiIW552Im*;L@>a1TX`nGOk6TFuc?YN6r|UjAo2#@s?@)B{ec8e`&n`L2 z`kYgcSSh||^FfOsss;A&&+;7|-8)s-?02IdyiD{14p~q8?%ZAPEju zx3LLk4Mi7uPG;EJZqjhH(O0@Nm{z_#f0B{ZBOHb%JZpF-kBjhO|IM)YlFusix?AQv zX0@W!{^eG#`?~{Lu|SKm1mkkMd=QQ+Qn^05`|8AAy>}B$jw;!_P_l>E%k3p1OE77& z?)-)|FF!o&?gZKnb{?{cgC;!q_P*wH4|%`=UC!psAYHC?^e4SI6kZp{Hg#cDz3GNX32a}HlI0!kolJF<8%?82&=iB$mi_uw zvulaCo0==uqI(8;YS9qU{FJUFSvVh+Fb!ag0}D&o;5+m-O-Z=rBfk41L*TxY*`#Zb z>yo^RABFB0DMU0rg40n{Ihx$hA+1#7(#D&akSs`-`B%OFK?nV-!rPCW2)1ujHCZoC zvMNE#7o%5pw3xrD;^)y@0%ld``UQ9`;nAwBtP@4;yD;a%H`iL#ujT>&Fl%^M`&s5l zEsh!U@C>cju*!UFuAZ$Zds5ZQj#n>InT22T@HPG>_0+Pc6-pk8=D%ihoRyyl;uDbh z4WuP6+PE`Z09DlFv}2P_i*;vE0yza))@{oBQjTfe4=I%R&POWD7|_t5y>35#u^D#IYNdfF4H7#@0riK#OU*L$;nJ9 z->#DJc$*y^VHG(hsry0dwtS?Jd^1e_w@cS1)81bi1~-$yFx1uUcJk@DD+>RX*-@Oi zM{fxv-{_+D`wH1$-Lf#^#I@}lR(kmSOXY@JJ*_5o0`TwcjB`7MLH?AVpLi^ZUf8}q z*TMw$k(~Cl({V0HXjR%=A>XT+UqH z3oQ;eERyNFT5UlpPI+;0(oO4SS~6ypfsp^Tr#eKsoKk;xYFO&F1tdzjVFJH3fJa9v z59)80upnv3qB1i|Yw#&H>sj1wElXg%d~zTQ^|f?ziUIZHt9b7+NSI=u>ruQb~J1AJdoL#=BC8j?y@$3RUZ8$>)pH98p zwWDojK6gcxU|lT$SF7kwc-7g$y1aL@t?ES%AD%8&4nWcfC1vk|O);$3Y5nshdF@gn zWu{_mt9ljiqQlxTbNsDM`z2~mto@aXYJLV2%7|goKFsmeSejS%!1!yH)}t@E0LzHF z>rt-XD>h31#z7|QJuBh*(iy<+e73#=0nRtgqg_erHAje4SB zYelsa+*7W>z-~#JY?9fq&gzE~>)Tg7OI3c$Q>3&VTVx&>-7L+fqbwkT8nM__W(_3H z)aV4*ul+n^Ny@*kyGdql7i)6`#B3e53cOOWm`_hUM!sD~``PZ_)n_}li)q==KvcDA zOKXaf(Obk7kxQCrHCWHKDUu8P3m6L2@i!?TWz5`q%r>QO>CH`Wk6M6y>DuX(?Cf-# zm3kMH(K7=J0ph-so1b1rim*|Hg45Z%x zY#UyAT)(42LbER=K1_v?j8-qu>%UNbhqy_`qhYs?{UX_0+UDXWQ+QmH6f+xT~Oy2UQC&8;ndNQEi`>*p?nNxBcU|HvZNx?7Dql7)6nwI+sc&wt) zPm=S*a2{e4mRPFM;*s4e@Ima-g~GUnHr6duSHMqQ zlnn&vT6=CCgpGo$d)#lMX@Ld^Wh9-Z6a&Kw@?@OZ8yL$j(q-bG= zs#Zr-pGuL6OHaamy+~)__U`-vNj?+|>G|%i3=pDMF+O;pNWLem7>L==5QQpY3!5aQ zk9Ju_eWv*wCeFa&@}lUe>!iJU_DUaFd3>U)>>b^ zL-{=%kn3ws!qv9b*aZlch9SM_EAph@9PXVJ08D--wRvaztlJZ!{;1FpucH>)0043?}E{>z5dDe39n3 zmn!11bV?-Vs&DupK%NLXdpH}O_FEPODm3IR^4lva6+ZgY-K8zJ#fWDj6a+8Af`{70 zy_`d2@o|PLOiIkHP8*>j30V&Z!S^BPu+*r&53h6g*9V`?2y?4UT;K1Ctv$GGNe!`4 zFZnQT838LUfv7GZMSQm%U!|4k6=XRF9-rh!-VHxw@kg)KBZRrAGgpKvvimt;MFyZB z>P^-dzG)x-PS1H@_Tp30(!f8JzqaD?vrrO1tr7n|ppIL0*h}iaV6I;t>y2mFM-4>u zwa_1iJc~>J*?O1rVXrB(#2H?t{ZzQNIq38_Ev@&CF)BFx`U=zI!8|U(^rwrl!juOu z;25_aA+HIJdUvkab3kX?b98=ic`-uQCgK~wo-6FqcI&>%J8E4syF9L}u9sm3+UoAz zkzluY5x(~ThpP*+WE!{9FHS=0yX6f6=HtvAmo`pp84#~3ES~gGld2e+IR3sPbqp5m zg0*da8^)flrt2k}j4S=&JT8IO2QH{1h#OQnn?D0_BQlWKTV*H4OBDeV-Dsp#k;L<@ z64!v^R^#)qk?yx9V`X;KUtwxJCK7XcN9uFBf-VEBiZkQ2YSRZU)RTP2eOZaU)a>pa z-Ak5&FKgy8VFDr3%v?S>iR;-x2uGTzzR+)dLlqYDbMr|9_YI9f2f^Gm za-(R-`aXlCk??IXTy3lx@os|FRROcc_Y+^VekG-UenEjvwz4r%^x2@mkIuDTY17>_ zR7YMR3CvoCmkE;{IAbm3KlicWtQUPn*d8iNloc*Cp0Vm-opb*(2HRWBE}h!Edbx;8 zuI4m`F3oXHu!*N%;6V2KxjFRRh%58$%*R2!=*VD+-Ip&37tU9aw~0Rk6;j;*`_YMf zXCqYjxs+3}J%uF3V-2MaA5MRN>VEIse;VghS4Ttgh%Px(kQ;f9_Ohxt$2}>nR@6}# zGWIMHTx%rZWNFj2y2)rRE->8RlQ$#V@iUKW?li@b1qk0-0w6?>jfw|rKA#|@$gVN~t(lLL>qxTp9-B%Zk}sppO{D@cW+&U6`E zV1AzMbcR_*(&Q*g8kYT=7Q3f7WvlK}T4E|{;9lCxc*sn`8=kCK^GNR|j}|Nc7cOF9 z@6mPNAxum#KXB93Ws!sr`{lSdjl}7O*fU{7agU#c zoelMOEXip{S@e7;D9qi)4X!xcc|VaaRt%@6*8(>dvUjNC0(9XHrn8Ze8mk&)D7(^{ zASG?lz=dTKJmFEE9Aq2N%FR-!e0NP>J&!v@F{x@ET#)ewP?3G&KG|3d{=) z9GA~;ri{=ln$%H)g~?6Um+NU^CAw$_p!rK(K7}N`biE%a;!Dw6Wc!nzOgS9NGf4ii zd}QtuEwkQ~!?k!89*`Vq?>AT?Z}FWQie-W?LoMGRH-sO7Qp!L;?h@++1%Ru{txE#=d=s$C84+=6MD4xc zR>bId56go&yniQ;>q?&lXM8wf5Lf#+3?JSAH=`wXiJf*|ygJ#4cBuDnlUE=zT*eMqmrDS~g?pwYeUVPjHipTsfZR@8y}h_#4ke?X6VqBx_vRFK67 zYxmP8WcUsxk4i<4S~|V(49Bogih2atXBIh`I>d&gCHH|z7kzJVk|>wQhY3slpBc$Q zA)^%=aaxrrR~yLh$v#Ov_*3Y8vhqguY5yCQD#qalJ5n)*@|dJ*p7U)K`jHlM`G|t# zyNEHz=(}(8!M2mbW#(!a_6o(~R)uCK0Wc-EO*N>_?Oe3nr_AHBCQUpy{_M`4>i97} zY8iJPB)ddT4PW6aw$iZGjL5iM%o;GPd+-)5tj3oILC6`}OCoP!>Zjh~ZA-a5`*Ey} z?W`vaC(wI`luHw=+I^UhWU{(#O=g;GwTDNFj8Z_GDauIHM}djT3Ov*??b1`V-k7#v zkZZTj`Atd^j?Y}N84+Hfz;dNj3lQk_$Qh(x=6mCg|k}xGqr@f z$8qKB4PIq>lFoN(e+h8^bwh#ld@|{zZo8`PosO|MC4a;hHWF=~dfPaA^Xk8MI6v1R zxo)huMGz0wANGVygA>FHD^^!fZLyGgYi{jlg=OU0S0WEd2h?*bcD*>6eLcM(B=L3! zlFzw&M9mStq7J7r(XJa`J8{~&;Id!e6w!kG82#Z%CpA%-Ifo*AfyC z3$T|f4;8-Dkp<_EN2_Ga3hFj_`33irs$)Tz%uoL2Dv5E&N8$!HB2e&4o)xF~h3Z+j2y?MuIlM=3hGR{ugl(E*{YfXE4Y~7I=?@?5 z5bN)V%q>~VXsy9^G9g3AEs8x}!^jytU|uBLvh*-;C`o`2_)KgcRDwlvR2V4`EH$bd z&Iw=WErERYSCi95cHtrGRj-^ug+9G}i$pe*+(g8Q0`*}FSxtnv~2f)Gy4v6G&zEf-Xyf>nkb!W<>i z9Hse-EB=L09t#*+LKyq3jb*-kGz!82wPHT1t89%5H?`HOcs5qOQ$TG3A{Ox<+~B#g zb4L9J30!gNH zI4!(Mg$^a7lsMri!%ZebB)bxU<8JwuB(#&{S_`rI)s;b3Bms5rJUtco$t{)31(`9= zxS@;{Z!l>xXp8cR1f0v(sON@ffmg2PFV*~XrtW#HId&W(^s5P8BU5yR6$*l0uaz?q z!qO+bj3n5O=8+5}Hl{%ZzniI{zcg9Z=LSOiYGH}y-$%XWbuU)=`h+}+Gk=8Q2x3Yr zm)Ys2e6>|^`g-qzlp4ac-+n0Lu2E!acN^kz~A1;LHJ85@G2xlLFY+L+N&*O zoWqfE9^RR+|7aQ%%a~c}hS6uOPvo*3)h%YiwcLg@xCY2LUy;p+X!?-jvyq%Nhpl`s z4rw*bmU~?PJ-SREstnHzd^@@D)|K)x33{7C#kj( zr>U~6v?JSs`C|mg;}9;^IPUUL?PCW*n<}#4NIbWk$L0QF#L~eO%2p6}p*aqA0wgV2 zYC0#r>;Qi)S$yo@^+%_(>naffmE4lG53BhR>~ncB5J1!Qz0ttGTxk9L?F0o6i_oq0 zh~OrsL7gjP@qtjBKkZj1PbCElfG2N0NBJGK@RUn zFk#bY3g<1K#xn9azc<-~3t`|*yBTkM77%6Bi^yRkC{$7% z>%aJ{+l0c?bpCS+Dkf=+6K|0nK>{y~*Nyln z9KmXtF4JLvRbzymG^tiZ{RDB$G=DB|tw)3$W3oUK>Y%}DdV@i64-Qb3EW*eC`yp$QY)P&on{O&k8;8R`o}dpkaO zb=jv?Wo=e7x0pA$LGU#%lXY4wz~_rjHtQ7&C88E$3(q&6BTE6q(c@2AzY5={ zqVF)pSOvrDW@f+|DV7<1s~9t~%hls;%qjww#VVf&kj1^=Q-JWt9^*`+)BEJwAiwB& z#?&L{u-V?=l-WWYhM;oQKlkFZ-rN*_IRII3-_j6csEzT^?|H{fA;q&N@*)e5= zcL9}rvZVNcvm-C>H!1 zOlx!+xi06*3*0WMtDF6@eK;#I8NHp`!i*%ZIdh*cwD6jt{>M9@##ehWWii$-Cb6gR zOqhC`qm>XPE}9d$!`yD}w{HC1daC%q8S&u9A=j?b8 zcv#)Apl%=wN;%Ox^6uA`;j&5T=}!!sHWLsPl{XWAx&M9Vu5@30&+t$0!Twj<%W+qo z8}$Ldz3~o_V~)cANV)`Ydr@d%-0`}G!Cfha>E zr1o6*zsZ4K)>Q-=5T~BU2Z+cg4bWnjNI}go|I!|9Y#!c9MvS#-JbF#D}yJHvHS)NEA%Jo6T6#iY-=Nw^JI+8jd5! zQsbSBGLD>v<4$yRm&?^Gg(o_b4C}Il^8k={1z2x4r{`46>lNXZ;+6Kdg&hS!SU*=l zL2cJ%GP}?QEQA`A#&-qxLOq=#K~u+@Obm6zGNsCb^DtX%w! z>_k9#ZIPZlW?D@2e)-#-{;pvyl*br*r_iL*s0fn=lEclyJ1h<*;8 zOu?KlG&RSbntj6Z%>L`&-X$I?ohrY<#2**Ne%+JKq&=hWv+H|MUIo@rat-UUo!`X5 zPuJZi&q0Q-lm4(F&0{yDNAy7d0|Z$PHKLiAevNm?zIVBvGZ@|cceQ!_Dbrvt0?g<} z#H}KKZvb7wudxUFV*)-B%8A;u42r-@RmX-3jLxNFx1q%C37Aw2-TGKig^MMNdIb8J zdDG03PBJM0VbGOuoN6ybD2U4IbEx1v=f>SfNH_S`4@ROo0KhIsR70FQ_MN?kQ>nta z@N+xx{4RUx?F5ijwjPsb1W*&uEu1dD+a`oGuCi^ra$NuO`Gm|mJ8-BRIp1)5qJt)Y zaISHCDDt;6$h6mO^~ogqaD+!1O^4pa8>!`?lt0QhEf8A-XezJFWDcmquCjlKFP5CwW6W4mmY^Pawoo~|azs#O#5 z&^Mbk_xJLjx0mC;fB&u-xf7e%py;ta1=xZykO0?=3>-YV(vb&A+2%YHD;n>srx-4M zLU@Y8xOi=R^^gDw!(;^BCLa381{SW=T=Q-_dQ+ME`&h!~ACt}pg72<>e=T++JR|8F zFFM1*$ejbLi{(KA{ z^6aAzY9F2dD!RgERGMj$u=1YsV=aJQP+nEN#^+b{q5o(>pYWcBl=~8(T*oh&-2pA; zO#r&6{r$xFH?#RM3D(Zvk~stlcklHPv*_jTeNuDbk-raUOaN;fxBOk#)C@yK1V?Cl z=rfb=`(w{9eT-*xx3r#w?h6CR+tMFaq2AI&hZ2YXZhO*q0?Dnl6aXXUVSt}uc@caAtR|zpu~3(cm6D z#LBlvm~P?Q>|4&=f6(^c^Ct+1A7T$|*dF{xAf^^2WCW z?E0i9-J-K=y)z_9Y{*wA-4tir1cRY}(1Z_;!lmc#h(zYlO6;@o@}5Yi4DU(D7ds0{ zSgz(Ng$sSB;2X3*ES$mPqAwu*J53!EUn2O@1XRh~V&6x}Q}3<3`T?Cy@p>b_&xT~H zn(Y)D9w1pj(sDmDksnc7s$ZXJ^!B_SIqCSOqyNF*JNJN}Kr{s#@Hu;m!tWYEJQn=X zZ3V|guH?OUoc+x|F!!q`Ev}vwVM=WA`+{_t=G)6m5qJg|Q?p*dBcNUW%smj$$=F)LtJn@rDxTe(e1Nr7EuIKx)Px3*%UZ@+tlW*;W&cVjkf)*xi=Q zk=j>`_UW(QRjO_NskQP@mJdMtso1hDYv$f`tx*)hKx>zJn3!AGXo+Dr96vY&TIm3? zIRo9_5y>vjUB{`H70!|m09wCPpTR?=sL1DZ358Yu^U0c!$?T&$-Jqq(@z_yfQR32M z;u~!p{68*8*A8_y7qANVl-9&9@jUEO;Sef$I9PNEy|K z{}AB|xi@}~IO4&aOOOrT)xPf+e38J*w+R|To>OD}JZ;7LC8t(mxqiX9va<$5v+pK; zw(8NBWJ2B2FbeLm9q0R@#JSp`M4)!M?~Yo_z;GTHxaUa11mlflTPVbvu zkyDUaPFh~Jv-4CVa{Y{fX#fw8->~{ ztapEf)Qpm(JZdK(m*p3tnk|YWPq=t(y7F32w9e($o3rI*=3Z2|y)?DKwXIh>U4+nY zL1+SFDrUg>hNWrt=&dwIe=q6O?M`i~t`$WSfM3yau=eCDieZQDrRL9xU8SjE7j_5{s%v=khZ(If39xnIOVcu5p9@% zHy(v|u?*q3%OVTl?N?eK_-KtYv65*-tItN^F3wEvatR-ik1OYC;}OGomC-{icz)DT zCT$E8-cawQF01PSsv^24RiJLi{GJ`!+=1Rqd|KHrETpGr`vtAui)FqYug3C@LnxF{ zAz;%izS!Pln~UNTQ1xeq7Q581aC9H?hxyYh8GYs-hCrywJ2rm&qQvpY*HQa@l+xj0 z#L(r{8*BX<5a8DQNl31lw9r3ZD>5>h|c!I2nxcXYZaY6S+C2r*4ntQ`s!p> z+iBqsZrs*BTmy@=nb)_km^;5wsZ!h0jDNy~w+|p_F8xRAo;;0g|Y} z7jqajJ{|myUdKK>KbAT7(+5T@=jEfz87G*v89L>xw+t3*w5?CvQu?s(D9u18qD(Sw#%)-WQR2dG_CCG9xr<O-w}9rY}&`S#gU43K8M7h+KMeNXo;bV3bVWu9>m5{R=%@5(=W?;Q1A zF1axB54Db0JA6Qr`TTE>DYJ}5>m!1qxl?xwGpW?jgkQN2`P~RCOVlisr0J2yd4odiQJk=a zV1`WnQA*dJ-)19!KL8Y@t#6M($>@cjE&$W&i3+vgizD|lZjpp^UZ+NbM_@|3Q}`H9 z^p|98%EbO5o0$s&!EajC!TmIPqG?p>tl*Qy(+mu8#P~D>g){6jX5UvG8Hym{H z>E7$_w(lYg4;?n=}kDF5Fkt?ymEZ=th1mZE}DB^�h+C6|z#yWdD1 z1N1z0m_xuLEys!X(mU87&A=xoDq{eF5eQs1&ixhZlTrxqyDZRy&|rSpHO)AJOn<@M zedWcP&?(%Z+EKujs=uw(JFbMj#~5>ZMTTNNRHi$C{%`=H@6uLJT;L8xw=9X_uDki1yIEVutLS@r)h+ssGmWYQRo5E` zESnf-$6p3T^l9xKm?!haG*7b*pQuZlA*Mb%qusK~ucn_w!OU>(a!cJNAR4mP+|)U5 zg?2LmwIpr#T6I6ZUhN8;UY*^!G~^;TmK<{KVY=k0=iQ>^A6)lqfQIzv{3?;1NO0xy z5Ah|Cj6$M&IHFUC#H0{`K|tzZoDnsc<9z844D1_pOW{@312yG&97jrYrh#YeJr>!{ z-2c!+_z6p-yNT{N%+o7yP^H&XAgYG+gb^rf#t8WQKzQWp00%C!K2vw6Ak}-lPGip@ z{8_qO7{?g7`CVPu7of6b-T3qytj73(DXXa3s;et8f6C%5!hIpc}Xm-atgu z{Ll9uBB;zL`}0$_>@Gwt!KPlzd9iNGO@9$Kug~M<%Zhc&?2P48fmkZx&2SMj0x9Fj zQ_WpMA5zss;K9ohER@Pb6JhNKCvH9smE%_xAxESNiwsI&%lscwwE0hW^Y)+8f^@Lx zh`=OJ`~7$pA$k2rW#T&|$QLL(kyBu)N+hU8#7#YX`YS9u=7%)SCm^DR&+5Lg)y+l9%p=^B1|+y;QpHe+y#R-I}r>l zAiXvI(uGTuPrVhLroiT;FK~(XDfTspG-pEf6^&bRbVlJ>{rDaR~)`GyX7cP zoJG)mkO+=OD1w|bF3ZZEgUB&~1MgMs+(GzW;{`O}P>0L3t)q?*i>Weqn9BH;RSB{` zp~Ql!hufZ+l^#Cn-DD&{a`6(;?^G`D5$|oK%$$*nUVHH2?A6-N3uC7IF#PuU8IK3& zY)LPFBZ==%@DEscA0f?NZno;Qg}D#QXVAKA?PPAqh$kg0B{V>^v+^UEo&}&-OPGG; zX}g(>2xT6S>w%fJ*}TW<=sTy`h4&L(8I6Mq>mgo~#=d)w^7_A~AV4ZDPDx`IW7&ca+eQ%)il)td=Bw=OpI=hRe1s zntmcU3-W9iUHdLBb^>>b5CQ|f|L^xqB5Y9|F0Uotd$1MqAYInl8dPdpM?(0p1k>DN zQ@vJ-TtPPaUDz?9L;K}^0Tu7P4zgs+S0PJwH<#;67R6Hn*Jpiv02~|=Y7Oj?=IC(` zXzBYUc+2wCQ`0nnOK{7D#f}505?QDSKaAXYD*n<0qx0Apz}qszGXK_v4+3*QXI7oB zQunCG`U=EdEV9C04Vt{r+3Q-9B;4boM38>diV}_cVKw5Mss;xQ#asepXl!Xn=BNfQ zZ_5S(6ft`$L49~+=6q)7A76A<;^r40 zNk1~AL?mVw&9{Ju&w?y|K=o*?nFm!gwGaOjiC{>|hqFz({>yhiM1(A!ZrPW*Q<+Hf zx@b;D_@0&+QhLZ9qaiUpwY3m#aE;>mmThlle@WL3kMY)B@dxgP|4J&_i2?+&_(zum zMjkNw;DBF5{S`DAv~+HfJFhsWlNjlc`mE?&1kY$P8s1~*n>XnvBmv;;r;*D$Eoa#? z@r4=(A98c>!SH{Tdju2;SHRMh6iB`8w~1WggUg4-O7QxT2eypA)gJoF|d*}3qC zybi$_NSE)>r=0rZXc4sJi^j1y%EK2aB6rv9Z%@AXjH>0^;36gbKP*C606955j8bf_ zgf~@KCuYU8B+#{8b)2=|S&qPXP#PPf8S;a5ohcqJ0?h-{cgW#Hz-D#jeslVu*ig_< zAl{3^>*=23$Vlpbh6<*95P=dED=se+!;dAowa_q6`Glm%~Phn{iptn~u@3X_!Q(L$`WXX74L?mX>)h`|S?(i9@IOG$0 zwmr=tgUu|$qZ8xnRcgP9+imGwBCgNw+$1}M)XsaBFn8V~^H12YunGzTAS7KcZcopsK6QMZ*#$uN}XbwBx4uk{+pTguag7wNSH#k|tmMK+<*7=PRwA#d_vB#VJc9>}4r+dySj z6%3Ix_f~%p=Amw9rS$?54^{twt-rwvU3lR?2Ll4^m(I%Ma|ON>td5OrwqZZXw0U&! zg7*icSd1~-Csj4m}D88Y)(&f?pSAb#ezIVfNzk#{t_3C)_D`B9f0MtuocCvV&7 zTklOMf+K*GwY5g`u3r`r2qnjILz~qDoyREzI^Dtm^d7Ft=&vl%+)k?p*svHz$P^Hi zk>(OR{k4O2l~D~0_9^nzQvR2qkPZqH^oP%`Z5T@So%+AQXn++~lL30bzjA$6cj~f0 zu!8PrgqTQ|gE}UZhK=|ZaL~|ikcX1EaM`nvUqoeXh2$WSU9Spvl7-#Bv$NgW`YV z@#mIwHZ&LHQVH(RUq`kZovyBDH~vq1a_qytCP zo7?Gp78U$f-iuUyuwvbJ&=(if#8_l?_5S`OKDEhaJ(!!O!EegZUtS)EZke(h&txSL zE4nF)8~SUrtl^(ML?+Q5mCbYT%M3L+*r2Gt4}<^v75!oR3qU0x-ru@}Z1w&9|Bgz{ zZCFz3(0vl7yN94ug{9<7h6$Yd1%g!chl{~2(-IRwx-UC}E`x?Ol;*YfN;Y;77E=nV z&tWr<G+X#;FYj|Ywx$Cwh;b{t`yuTjqsB?v2#%?2>1uV5Hz31>q z|7kK>&)a+eMyV6xOr$r7fVnxq$fMsMES`Ev*yv+~31Ln%{LuL$ogh-6x%JP7(?sIh2|W7koCOmt5(E%sJB1&_Jay=IC=9Z$B>l>Tj^lT6r*T! z6@lMd9bVRNIo|VfTtG7s9d*J~tbGHB@Th~)2Rjq?DuHd|Re8s;JO3V$ZM6#@g14s8 z6*P<+YE4?s3Cb)&{jZaNi`4)zaqD~etZlj{7OKGqW z#tBXV9;)E~4nG=wwi_lV>`(*p&lH8tF?lZeGa!*ce;6IEeI;j#g6d5knV)75K7jdB zAbFSCb-~puK-9-7?o3$}a(NaG6Ks;%FrM^p-JchMfMJkn*gupFyusj5XC`Aef9rzX z{}YmBUV3g<7m-FW4>?$>1S*_cd_cEMX6m1G^f}H?l$$o;-!b=>_I&caGjBG?o<`L2 z80iqqrzn$06cL3j;nK-`mkaQF!TW_s#|ixEV9s?pkWtJYiwG9bKaLeRA19x78W!1& zPg*~Lf9WT^!t1-xyp|gJ`O^@JfPtr7;-rdh$4f$Naw8KgL^??OWEwR*Qh*{1tP47% zeHmGgAg|&|n*{BJ70d6D1% zQiR4560XDkJoqnk6c6f=jbIA0m(xPwa1ost@^-|Cso~JSBA_FR<-S!WiGE#3V{?K2 z@Eud8Xl=>9ZN&d2#4LT!k^6+lTTtTu_o9$$rQg_#L~N?vjF*p7VVh}~`L~8;uKKCK z8DVq?EH;&uFjXT#RsY$x1hT&meyodYhHX0h{%Jfqx&2j)P8cYz0@)#@62hdYgoj{- z{xG&su}wuQ{v{j@PEpFIo<=K%N3n~14r4M6!16JjhzIhPuE;_xmYnam=+&{`{)Txa z1tqpc>qY6m{zdY0=a=NKU_5s9(%h%V=wI^X$G*voCBM1yRUb|I>KTatM9C)aAn?$q z{t+;9ZWFHww7tIk`;X`!f4xYW!ejDaXP?nfG3$|XZ=XRmWYwog|MpY}QKvtA*DpEd zMfvbicJOh0nB3=D&g7SZg(y(Z zLL5_1zG7se8mK;1oGVO+Tbd(L()ZI@w>I6pJ{uTKzRVY!85^+7^-by-9qJ_?zfHZ0 zgSs3q{C?bd8Pw_bdhHARP(?OLHuMHRdEjlHHyb+orvOjsH>rb>d9JftxZcDsuTCb8 z3q6hdI*S>Iw#dIfPP%X!7k!QyBCjV3w*YDw$SzL@hrZF6hJyP^HQb6?=#8H%zt4i&@0e=+I) zYxaYQ)G~K)(I>Hlli|Ln?VEWkW}c&NPJMlyi+|Z8kn8v8r>J8B8k2xlRfs7bAG65! zK1yntM6PM~eLE{gi}TCx`J4PgXSeemO|GkyAHO&4eFp)h3z84~I$DG5f_dLI)l(;+ z|2IJIYNl_u>LG{TP1099?(1u7F8Et?61yZatGQW}T4Dk)l6SdbddJ2W6H{v0nV)U= zxJ?s({uE&&Ar>FyGddMK4r5V&je&7HY3 zcjnIh^Uh`FozD-R^PF?`-fOMj`mIWzWAzic%5{zAFuvXeHsoh@Y-?P@^4Vo>r)9KhfdBGAmx}Qu5gjan3yIrxUk=RI9=QcmZvh6V zYmQG0)30P*x^sOdN>v$0?zIr+XF|am?q=ESr*WADXn4+9c9VTqsKbF6!*H@rzvBFW z0_`6r+ogWr!S>kbRaR<~`U}hBTPz)raPi`vXz-ZLH$wVBp)kpUvAyg=Az7(c4rp7{ zy6w|}Kow?#Bhy-1Fa~=x>HI*+>2{PDo;lOv>7M7cX9oP$y5FS6uFz@uko^=sxu1DB zEv@n?OCvvsdChB3mOMYk99Yc~>~0eM_vt(+j*Flnj9|L5Z2JgxSBw}4)5+=47*7dl zRaI7%c;0{ilIhTz0mkeLZ$Aek#{0~5>%{ii+b=cJJ;@?|bUt?^{@(>WRnsrWmeL+E zDaqn;Tf^!d2|cAyF1wlK_Q`E6^XDCzu*ch(-p2R?MpvlK%k!I_IW=N`wSB`wJck4(e9R0rj>g|BE?tHE{DJ_=ikK> zUU)7ZLpouj2t5I~t?vv9Sw6VVK=82xp6u*clheUnjH>ddjA!humZOF>l@~AkWI0(( zi*Q5zxoefsAg8sxv>>*(x}I6WKAPV55v3nPV|{#+Q%0Ku@yqDK4rb%pGYkX+r;r?u zXS zq}fDdTCgT$LMT?c_x1T-rI&GsX7*hUp=aUfrefLLV>e!LOTbz!7#$oH^Xh#xAxIN49xv`hmcZod*=!esJD;`Dst4jhc!tt`&xdO zRzCX`$CPF*Wj$47UpYgHLdx+t{}<}Gjy zq(&gcEXPq#a>!ygI~T+zSm8^lszEX413{$K?{lo*tb{@PGzYmbLaVHo@?9M;XHayX z5gY-sOoBKik;#-SQn)BoC^Zb@&5>#;BZV8fwL~u2_>=-p*wXl$ve+=j+1-ZI_k#f7 zDUYQ@PsCg;2-JiEYbweE)lhG&<7LBy{C3MuJNwyQrH6)p)-Qos3bxytluRJ zYpcPeJ$@}rpF%|o_a)_~I*zm<=lX^HwL&gK>UCTx1*6?ux=OadAn#m|U)2lea=2h0 zDJ3gZgmF0Ex^PY;7*9Op`?QJ{G`K#ZDU8H^zBC2QELn$T%7P-#Aq(L(-keh(zk(EY zbp^U|WS!{gw?0v1+}+~wpl-vswH`ET|L{rI>pUy&wH~Q95#5Cs=9I@+BFDAPAkmh- zOfCFrm6W%)AV+G!*4tbwI_d+nZzD7_li~!!6OkwLZY?K8>}c7g-YAMh0E2JVqbFg& z!i!m+y1!qC^Rre|sWT^q$m=TB1Z3xYLC4sKt|L97iJ4CCQM8kJ^4)No?a`3Tv6?lU zfp_(cY(Mynma}td{TLh(WV$hy4ia_kDKRVC+425wYve+Hy;laAxcctz*ApVt<&D9@ zty;gBeA&%p$-j!h8HlT|l4ZH5dq+(>EH_AW4SUu*X540NO(FYw9&6vvXW6dejSAgC zAKdwCa%o5vZBAa}DpyYW+H%Ozu6f`g)EW$^W8yu@C@XubJtnS%UBK(M8WfV{T0H0I zn7J#;Ha`1iH!ww1>3sa*4JTz*3lN&9|RXU1;U* zeeO%lof==TW?+MJ9)o{!icN@F-Tl(MdxaMOA4)yi?X~vf@UeVyQ9ag^OiCqSA9)}| zxsvQ|-Ef!e>Z^{m*lg<9|+*& z(>FGD=re94DW7G*%Y}L{SyAJOtZTm76>3h6G4h>lME<`{v(eOuQw)D{&YSs@41Af%7*1;_tSjdTpE&ZRA{AH z4JiCVER(M6Xy2po5L40WmLtZonb4rqm6+orB5?0FYMGXaJs-Sn(%4_d*BhkTcmGoE zl@f)W9Ah@+93C)LmtgH9SFF#oz7`e}=GxElW2F~$&9Tn&w^I}eEC^FrPv{TDTj3lM zsC_Ex^U->g(xdW@DCuTiZagsA!umYjT;T2uJs#rb(wx%vqdXKQ7&!R?KuH%Y$aRmb zh*>+>uH`-JIP=YHmyPJZ!LYlQGNDeK0Y!;;15qN4ipDJ0usjEm#OMGIyvm9@2mgpS zW(-D~l)F)wAqLur^`KcD%Eo4li(htpklXnQ-)$v5D9e4p&p>rBrfKH>dn2jvhv8#c zaV6|-;(YD|1Lx372zcJ1GH+*zn=%KNZVF9Q7**cIi=@o>b#@%? zcR=(XeR$xDcoRk=#)V3F%I2`ScX}KAWAR9xbDnGu`Gx(V8W*Q7i!+n@?aCN$jrHQU zUyoMG{mFKt+`S!Qaw5KqZpr4chEd&75qkaL$)Ie?YY7e&p_`w0K;o5e8M7)+63Ksw z*wv7Xxr6ufv|FaiSDOx#gfgR)5dut|VuDz@r*PkWuKo53HF<#C7(X?=%R6Nxgc64| zmcx>MBKwEu{%2WOO&VYQqV#)MndRoz2@v^Zu#wgs28k?==QrDl^REu>Mp8=IAN_my zw=_K;r#scE!+*V%MCx>BDOrh{@>n*#??k!G+*=%k&!uY8*TMp~(gia$s>oPD%iE0W zQz}KR+nc2nIjWvhBQtd;Y*x&%I#?dHR486osCxDM16zktioJ;!r*XMe40s&U0Butr z&=}=sK~D2Tw!7wp#^*@lPcpla8j^=J+i_4s+8;v-_TSK`@mHCKvZk6^X1vu za>^rb!pXf4LW=kUM6h9}`^&66hk88+gW`T0G&11z*)k5x?tJin*IoLWjpJ+`IpVJ$b_}80RYdm@U75cTdRO}#Q!!USCVf{Y7X8%{sdbZM$%Cwamlvl$CV``q zZ2N7C;!xX|WuI$uHSBe40&i-`*$VSZ(>DiiUnt14y_n^GHST8T<1y|*x-8t4x1eR- z+$I#Ozrgy|m4j<}@N*Skv}x+Omo0RYCU>rVdp~s9NQpJ&J{t)2u9IlZAU z@FiwaQHv^&+E&$cyN-$iDL_S--mZU~VPgtfl<*0@96SqAG21gUuh+SBnZ5?(OOkwF z2&fVWCw06AXYQA!-(S2zYWvP3&)*>aj?COZC|)owS{ao{TIIGyEv4dd8+SNCs_g{y zeW|if4Zzv`Z9fl_-Dv6FEudGTIN6y>Gb%lknK5@-x z@~xS>VwIj`*Zsc~Y~y0Cd41RI(^OSgH*b%)4oO_0(4Uxo1)4^W?5cpi)B zqur{;TqrQA{r37ixBDMk$Og=|9WrGreeFrxFQ7qhGxlrHf)$|jzuzwbs3bqLj-QWaJB%Eb zBLI?0H&>ZljA#p z)t#H2fq&PG2t4jy(DrBk#^zX1~$JJ zXC*K!J$wSvY9Om#dD>~xY62RJ*N0X)uBuPNG{IUZ-Kp>rvFDg8x~9Fr=C0T*D<&z6 z-z~JDR(iAZC?6*xr+_WJLuz~J7CYJD_?lA0l`=NszE~rg0fzm>zT3}FTgrq(%adEB zH)Yhpo1b$^dLHY3CByD2#?%Lfh-4{cNUlJpg8ktbmr2hM!4;iU-8!f1Gn6@iA%^;` zwlefOOS@f)OK+~{r@p!o_PDMyJ)Z?HD=jrNm(Fy;eNNU_TSBCya`rad#JZG?-7vbc zVlU&X=@s2Md<@saKuP1hjcG`!e^>sjB@mNj2tzSzp-Fjej(5K6r26Tz`?9{4LM%>E zcNXxaqVnF7mzBypeWm9azQ){KY|UY>EX1AqxkdKxS&7-(+EL_p5KbY~ zcNiA07GfZvB1U(asg4;(vjm^Vn9Zhw=pNO3S$Dn_B6k`d+#yA8xo< zztLyuFQgbdLb*~MkEJMWf=MompetonqM`#&%TdQ$Hp_fM9I23LqbPxw>HZ9?ox5>s z9#Rivk10}FKg?c?fAw^T>>_KWKaQeC_zUoEAcWn}b(27wEZbF6bl{>gH=}~cVY!~y zp<|neA2EFqB+DJQI#xu7Zprzim&CtB7*J(N$F#NnP=clzbQ>FEE9-38ZSCx>JEAnrSxE59? zDj^}^=SzQj&+07sq&!Fj>a=V8HQ&ayj$gDg*`Vk-`=I;la~8qpHmO>vQn-K-95>*kv+fLz8AZ0zT!im(SMDD|%T0LE(axk7%mg`>{Z-A?bf^aOJ9`5hB!XU-()*=g$Dh~Y;SB6){vdplMgV+!4 bKARqi8hMsje%C$W{@JP*s(9rasVKqNYUl{IrAk>K8Q^QNzm{G(sFBKhHe> zWA#~JI4dVxN^6^^GL9r!-veQ=;Oz! zJ6G?)=*A%sao3b3lu)0zJEz)?JLIP%hu>}cDRLGA(rii6IbaR9d63feCYqKR)`J#A%<7*$LQx6kLYI!2e>)(AfZ9t z3b>Q1jYr&Fr##6v`mQ^%4k&Kt@$F{MiOOk4XG+yrttdUQAF(~Sb@v}^pF6x;tdUkc zpN-zsI+Tc(t}fBsekwX;Wxv$pc<63gyYCoufz^Gu>)osbzT77sqbN1DvK`m<5)Rxc zHcqjmz*1%Yo1X@|f73=qiD!3cXD6y_(bday*%DrDN0WJ`?I=qnO`a}iF zVxC&Bcink$m?+<-)8Jk+KXfUTS9{So$D(sBXLPMITwUU3^fdyVQhP54a^GI=XX+#T zB`V>BRK|Epq&t}(7)i9q7rJC5aL#trmB{<`CQCDF7#f4#+|csH%W|bx z4#TG5CY#vknEp8&zA4ecMxVpqS(>-&H3mw&yfq{WT z=@REhd&l9u7JmHrGTmS~es{DtAS>T(^**_=L~lho-&%f7psCmO&TzaPgW~kt!DGf1 zZ58aQeubrY-ejgT%10lU6C}8~BqbVyNGTSF#HwOcf(o?<}6L|cN>+e2TTfpLw zz7sEq&2%q&==s;O`;NjY_GtS->Ya8LD^4!=J~HCwx2(O)7&z=vQKf8FDnBhZGYhOA zec|puMRjRr+RPkE2t(|t6ZjPLw5*ksl%}i%oi~Qyu)KG&=9a@3xWf8PFlSrG?}gRY z!k)TnZhGJhnW)toTe0ew-Rv)VxelgwAroZc`d9Ja8pk$_vC>yk%jBmsE-qgB@NR9E zdZ%n|tDW!^K#8@>jp0Il6n`#l;&JZ7*j<_`W-g5BNI~5EE=;aw6%>SefK=X6F;Cjr zw78k0?Yf*%r?uj@wVx+y8kNDT7^cDXPBPM(Fv=J0AlxVWAe1CnNUcUDD)*drLbopF z=AU0CToe%o@uiF+1j`Eve3DV?_;)Oc8P-*VPNeaA@gB`L0$5vf(D@;gTfcutKt17< zPTM-Xujq=As!<(9WpT2K zHidf3WuG2VIUhlXXcEE>HcpYBO~)y}l`5PSwnGYjztaAo@#DFZ&_loW$1CE4nroz(tdD|$1IOUar-`uDChV(l-9zp z{dZmAfu^;eeqHCwUfdm$?Kr^FB2^S)6~408Mc&%&YYwr5Df-|+9M?SuVujm=aySMr zhqd{NM}GA9Uq#9z(Zu>!t#85@<)V&n&)&JvDB^N#<{`Y~VjIwUdZ;aTT3g(g40lj< zYb{lC3_qtXbv80B1ur0xuyMbf-SQI&?n*nMZ{+xn?Yh>lU!ld|rM^A*=2vhn)Owi# zhxLI}cvfCs9xOc3f27!JN;nU%6GY@%yt9nD?6)(#CsN3lLisJ9(00(fM*{kL$C42J zHze`7-Nd{%FOzimlC4sXRb8x+HPBz|VcbU7mkE=)9s@7p;5iASPZYiP!R-_aVIv96 z^!{NQO+Mt^)BdED%5)8{J3jwU6Z=AETK4&=@bQJ)756tu_Y+dvzx^_df2_(H-j#Z_ zzvPlHg{X(4S$Ls=kPP?Xyp5_>i?X%%lXxQnp8Y>gME{-9oVkz_YFig#E@+(C!RL|j zdy`lCU+zQN*jL`K3nx2L^rb{!-SCB_Bf#sCv!}X?ky=!}^z9730N*G{;fspzle!Zh z^JOn2rD2~GM9!kF@B1iD%LEE~Kk&(2ZbGo5_^Bg9L8vcgU_mV^zlY1gUZo6yJ6E&A; z1z~`r*%DMo;oxxVfvmBKh|Jo#iTRPaxHy!Z{CbFvK_dP!#P266*v*#Y9oEDR@zKXq z1(4coNfPWY0S%a3Zh!J;Do(I5!(dw47UPJ>mC4A+m@Kj9(1oIoAYPGX z@#ZkVW@;S<>RJu-tUIhlL_}bcuAmR}Rl{SJ3=9lZPd0%2fk_%&83W5JGvR`Z{v1pV z24!_1Q)bF)b)*n}oAfZSCrOZb{UiFTcWZDMV=%4V7ZSTFsNv9%*79?J8-=t9ZTE@k ziZG+kq?%pDNEymANHCH1ml}2Ih%5ncAazbKpuo=5*R3v{LLcHLg7+%`O&8M5b>)`M z@;-l3$asyt2{{>AwWmD#gy^8CRQMwJ-&dR`0bMQZ|6S}!qIRA<$DH_W|1bIk4l;i6 ztFw(>Q&ycZoX!=m7GD#bFL&8mte!k`fo6H4=6|0eMxPojPWk=&cOEkN$u5hOqdjP7 zR?GBAn%Egy`>s1hN$1gr`?g{0YZO^9DaZeo?5adymY8;G77WBwiK0#a_V;>B5 zgwLQ)ri<0veQ zuEHT@kjUtRcTKWurL?O$hABkDP}!`KZTN_hQOojVW~gHXm9Tp?uk}>y&=!ryc0a1bBrldm)dA1!uva}=6LWWsEw)d-neN(Kf7g`xdfa?~d~1ce1WrhTbQL8K=a;F~6n z`>3j_n)atl#EZaKt0J9TKuO9_-8bCeaqwg7Z)8kN_P>AbQPI&@pq)nUw9#Y$sOaQw zFZ~XED$$oz`(Kwz2ot@U3K!(r%r+1Sk)dDXJp1{U=HwqQ@gSm$etw=pv@ZJjb`A(y z^z-Qwgh|kkH#6{dCqD`h;5qq82AcEaANOB{;hp^B|C8VJ+CVFMxbF?lfLd>|P=)j6 zOzh~J}PWT>Btqo<~N4;~yATvhXB158k3+8G>7Sw}~QxjrW+=jcR*h01*@^f4(L z**)~XI5_{0?@eWbw-fgMeFjiGEgv`b4u)YO?r91VxXim118Rv#$S3j{OtC;e-_HHN z`pW-5Zp#19j~qHhI6M_Ff~^orkn%N(N5F9^cUsq8pQ=#-*Jc2)BCy3-PjBbg-YZB? zXC%LJB_Eh!0kC$^WPr26d^j)d_{8qgP(&MP5ec2ed20fMMm(2Eh;eUnAr#Q+FDxuL z3abOk290s`@cWfUMKiP9cNwR=hY<52yuW1jE*XKuz-)H2IK)p4GeU zvF|VqjFnwgv0lA^Z^i?a3WMg;NiRBB?W%g?xE{eXOV7O>IRA?uM?tH?JnF;}9l`|E zQLrxGT}2tB!==Q5=NqY6O3qKPY0#RivT;77F@34;{>%3k41D&ZJN+%N<=vIl-<_PJ zFvgU}?z?!Qc14~Zt}oO2O#Ks^kH7p{gD5jlQ>lF@XN(xwYzFJ7feLmzdd`Tlv9k|i zq~CMfFLwFS5&d`Z3TROU7SI`BlCLB|iJB`k1HpRy(!B%^g6Kz>L%8$#3_a7KyHqex zlPfSt^WAA;x&puzJlnS3uHb#X^8_Y*6U?gclVsBHRO@>n+yxIPQPizWa1d$NU)mun!5Ly5Iy|CZH=?UNB%EB6T zDFFIbXvOF{#T^}PdS(BcvK@uB$$jwVG`f$ngoK0`@tK?$e*4Acg0h~0M1Ff^rye1< z-DN1belHnBk+!osTIaeJ7zj09zz!j^&0{fgQzMka_YE zPG9N_AVpmm-w9{W=1oXOdiq1YnU@(22OEOA?!Q`y1TGKFXy|)n!XRuJKn?O@#00i2 z&<7`V(z;GgO-+sH#Sz*gm|Z>kqy7DGg~g~VJ!*r|r|UeO*(-d|<=c;&6Y%@@3!&XH zL)SlZ{<(>w+K^Sz_f*gQm&EjoPL7JaWEK{dK4clMh2B?wL}TXzj5Wg3K%9Kt+_PBf zNt!4z^l#Y5vU>nKstsh$<(ry{8RtDZOSui2PQ_*A0);=kl;TIG4F}Ed0w622z!3l*2f*JJ5FzU5=_wj) zH0zA!aNHNd*=aT*hDZvYXa|RGZF#H0Iq*et0Y6vh$@o^94?jkQt>}Q9yL4k2P5{iz zEiF|Z)v*r-3byDnhxX9lk2s1?pjuNVIIEF}?!G2!qT;%}JXfu+rr z6*1`7X=538#9k&WyMwPV2*vqD=(jw_{x~>_k5KH`9G=E3& zPw6+;QFH$MdB@HAy*!O#J+uL|+1{4pr4k^u`7q_&K%<8UC!i~lpUc2kOj}KL1tiA?xob%EZ5y4SiDruv$pPB*J00rTS zMfQCaIVrJ(Pf3;!R9hh`3_Ue%*>DA?ikk{Y}8N*Aw734<=_3*vzF2V`{$b z07Fsl6y_U(k(f30>YP_lk?WgfgZVBv5g zdP)m?h%RY?q^@lws|b}rWAK4@MW8dr9p+ETe2 zg1Tvid|n4v2MlaQfp?ZFtO>K~2CnC&-~0Eo`TY#b zptONO+UW~4IiSTVCf1QF0LEQMXbE8W4xED3`A`vL{kLH!P2n^n8+@}<`5uirtl#6u zkB1sO+;*1x#lZhihu71gedGb%gp}X}Cky}kDdqv~v-TGgY{~&k0MW#H?V8x%zkk^{ zIMk}Fr-!l?=xM$F{R(-dC@@*?R+S}}kOf^IR1n~psdtM?Nh#*FnplS3KEu$o?fb;< zU?fie{%%#k_M&e_ro?G&EUmQk?%zXC-(~}Hav1Y9S&5yf$Pa;bVLRAinYg&PqD1-) z`#kxaf&$q&DGcZj0bc$YP)|^SIIjzrXn%P6YQ|$v7tH5lbO$)}6<){a`#{C!l$WdO z);cIb_otyM8-0Q|pS4p?pp2k%5$M@ez&jT6t-%xU{O-cYmyU$TzCbIG15jN6gbWtw zfa#yb90s`B6!+f&5Z}v!YgSQo9bUK`qU-C>oey}E-+$eS{_}kZ;9VK~RW%(Qr2AGu z7&KCZJxF)oNNcdG7xXpxp5Fm`Y6@{HrO|U~ic;``Y`1QWF!) z+HtWvAv;qh#vFtJVhEF=vu^zS{6OXgqhonV{@w%l8Wr%+--J}%xqEYB1YZg%=^Qxv z;I0SO_5S%a?+B&p7+cj6^i`;Fp`SsHnEwTV#aKhnfBFE`bon0vqXFWFqVsU56<|dx zgj-1-(WEhm`7J}WyON}&ANza+1`d|`!9Kzf(3FC8aR=p1*uE$7yohB&86H$j~wk(wmMDP*kh4`u-(=irZ9i$O2H@=z9g>Tr^b~)-J!F zpNW-|Qz1h#cpyh9BQhx|$@Ul!$ub13h5>w9kgF!yHl3@5)*7qzs)d7Io%uzzk3m!& z>qERgAjA@>A|Fua0jr1wRTdn=^M8e%wIlQS@)8oh2yw$TY7mHP0Q~%9$q=Lk$wsq3 z@hG%u)L!jS&fc@t-QJiMoWsAtjNEe=shtU35+$G~SkBI73>cUzjemS4LuhhezkV$c zn!(G)#>QOC-xgTRk*n+-4>F7h?@za_Z_ zM1c;K(X$kf-8hh_kZQiu0YD7OfX6Y6uoi?Cm!XG-%t7`6XZ?0WYY6S?AK~NAptZP- zyC@Kyw2zuuX3TF+*J+?mvq#Xj#T?veN4h1D&TVL!vAQ#=uK~Z|aaz-K+?=WJX?s%# zDsEufa%G74z--XV9W?6QxxQ!s~H^4)f_wQxXKpfi@4> z+%CU=_Vo_jl;ZG8%iw(4mD~V@NRd-WaHoZGVw} z47Xx`w$|utLeBl zrsV7Edx}ipB8`sov?HJx36l3$9Ch!#AshQmThst-kbthsLR2kuXTcuQNoD$;zhd5(`oMLqqzy~1NMi{n z!4*0ZaYN@1Fb*A2hI9pBM4$=OFf6w2rk)^@XF0xU4D@@+au3uq6o+EhTvA^$0K-z< zqEw%NFy?vw^&-L|W=k+C-4~Q8P21mj>zBY5IyMvW4do|R2!PW%EOA8_Q~0E+)^$pC z3~WhJBs*!;vkjFhGhaomC~v^vhck>AEq=Zq!TJeo7eJIM*os zjE&v3@eCQxdT#64^ja2h@rofiDJSeNEJ7bNTGXwld{S+jwgH~XXvk^zMsuO<(6s(S5 z783;8<7wz*CC%@27bQ^b1J()8S=2W6)#1V3Dkui$h2v1@Fk=DDu_~}a zO4P_D2eD0vG~^>kLc<*pe*i$i5j(^xks+P5&>6E@+IcI#KUf^#`Dr3542aV|O>OXh zK!P(NJ#7VCpCK^*MSyVm>9Rpm;5ezt%ZC66TOJXSNbx$VF^rM~)?f(4dI!{XOG^ve z&6|k6Kz{hZmKllqn@u`IM8^sQ!H?3oz51B91cVylhU=_ zCWIc&b^?&zG6aJ>AZ1P+GNAHua{7P{$c98DRb&_RJa*JPjt}=j+V+7^a0HSa3(SLz z*898S=Y1bi@tCVl-M~aV*NR4zbBw;H7Ic^zf=0I)2+!C?%JpW13R6|}KeMwd@jTi} z$p-|19msqKc&HpSpB1<;=dauvf|H2>XHAgK3nU(qL8!GhP$8_wb-*h_!zv7Pq*DSL zs|dV(WI{qd90Ba0g2*s<^4m@4IhhhK?0OyVc_l9&M}|OaoNSQ08-&4SrKQ~9g(9;8 z%2yRuzO)o^L=|vr6vF{vIshi+B&!j5Bs#-OXD%_z4*?-Q*M202lCe6l#Kr|2_v%vzbvT|T7s@np@8Ebb&o(#h;T-CnM*ftYs z*E*Or9RfS+xEN=W=XHDpOjr~+2&zg-X<)8RA-~cUloTRTR1YqifV4W&(Q8iQi;@aK z|FaOIETBoslOd&%EQIB6rOj*+Kq#iQvc5bu_G$Qf01;t?%~CI?B;H*%Yw|gF?l{M< z*#OyKSZtZXR$3d!(3j}p58-tRmF8Q(W6?oQYZG%g&>%z5`bs0;PAZ@-ezf9!-5{0@ zV0)2@&4uRM+$KGV)k3Vs-SL@s3|pD*_n^(7w)v<83o2V}2CvRMUrt-hfuC}fSDW|BNQZA`| zPS>g-eG9;h zb`N#ebcFu|H|%e#@7)9E_7=j!^VYY?M2*LR6H;NW&;grN-4rs}y!s#s z#KL`z{@x*2h%2ta&mU{WppSJMWP-2W>_fk4s7TEllgM& zauYl4H1wi9haU)lN{!37t53@$NiD0l+0GcXaZ^?(c!<0E|Z$FMtD=n1m( z4get_g)qnD^r<=UAFtv_i$759O}4`i1VPtB4X5T^@Lzc!LCalOAi6vyQ3l#-ToCa{ zM5-}c_EbOpjCVLsf1J~AH`f4pzjBH9N?L>2z{%W39w8{_QG}^Kzd2*^@6Rtpn5t|p zhUDl$W3!#_?>Lcu=F#Rcgoi%|dH7=xks9RQfo{q2?{CQE_0P7$AzJ|fkgYDiqatj+ z39aw#2wA|&BQtk$aMghR1UC^eBuMIWfMN_es2wM6Ap&(i0usDNq3EzWA_opadJ%kz zihyk3)v*YKmR=x}7UDJU8Ox?N$r}Eo(y||7i1XFG#4^If)Vu|fqo&B$PWIe4(}?j# zbq!39x4A!nUS_3|HovJ;tq6N$J7ofAGoIT_Ir#V~eb>^~3L;mms-_pKXFHr_+~kh8M2<7S?O~(2zz(i&W@aYU z{g)r;UVg)^hqPUE%IE3kflRc&X;0+)5b=Mj+uU*jiuGF%g}v@h7Vz*OP^S*iuMCv7-T(moD4%{_4!{y4;JX(AR2#wWA!-ZQ zsq)r?Ss?CeVUa8xFQoKl*KIaDft9w~`wNiC!cmqcN7(Kzkb*vPHkVc)&l{YjAJx5( z{<)kR6^s7QAH_6<6ybOQNAn~$S`0pM33zAxNLAYHX#vVZCukH~{hnFDDKT&|SA|*V z*OyBb$&yQZ2Rsl6yz>jv`hbo_;n96~=wc+F z;0zCfv}U6mTcH1)?Y_u0g9p4ig#U$Gj)-3PqvSy{0CZ?Z|2h+YP%*J%Z?s5v6|3AD zJY6;GnGdM8Z5kmC0smGfq;5e9YyUvTXtN_1fBaaU^QTt_Luf8ELXQwH$}7kIJNSc2VKCA|_eyUK zpVF&<%sBvAEE~H(_8k5S^(q+F@nS}Z%y2dUVKs0~Y!`GQP{Lg>olxye+X}?|iT*ne zY7^{6@2W?LDzen`Q%mvjcZ~uK$FXpF=d}mx*48ZLVsC%`RsRQQ@ntwE_6zPg3CO31 zCei_dLOHj1ZDtCPV~N;F#38-HKZ6Cc|w%EUk;GFM#Han-0C zM-F4iB(N3h*uU6x$kZ*tZk7+q529|kSpMF7^MnZ3Z0yDtl`nA9R;lHy^AtHfW)cz6 zM}ZOcHuDYy!h=#pnI`&Ndb7<)Ac4ms3-r_I&K7FfDF8(t^VSI0L-xQzM-3^@ z^L(Q0cgp~J-OOhS-vil!xceR99$?#OvlmfE&yZneM@M)W0eK+=VIZr;oD+ z+}3%5Y4}S=y8oJ+gGj^!-;byQpn!Wzy6SV=J30mc-fL{m-JGu`+a4zR87#x; zb*52C_kV_DRj1=51I6>(QxQEw*NdYUrw)p7ad^`dzuLLgP6gd41vzPh#!(O}y3P^C z4@Z9oNS2mqVdo7UQ2&K`OAuzs*@?)KC+%LD0j5v;lqO&S$A$D8O1b79(QoY`>L~~i zlW$|NDT-YKWkfp0zaid35lEE0Zw&)I>H&_&^V?_5cpV>NWCt}rzATXprpkm@SOvMT zbU1uto)2KD$ekIO#e3GpD}mDTz#0M~`tC=f_mV2*7R1}t*JpcCgsSbj(JEU%**Q+x z_7_;{sHCJqpe}DLd;~4^uC5RwQCmyB&N@xJO3T>AHxw(MygK1N&@Wf3h^~q?4Tu+j zAWWLTBBzHljY4wF_i7rIJaw>Lm`#5TW@)mZ4TR)SkjbS<^$_EEbdDI{g2xPo%dPDspsX{t)6?}LU zfPeVVoz#uevNFe3N|S$oW|tv`aY8NI&OHQm`ZbD<69u|AJ@*6=!2okiY_J|59U@KR zCFS_1eJ)?V+_AJ(^CJ2AGz+5(#8NBZx;77}H|saet3rYECsnsLcAuZhJhM7hVmOt# zu2H13@~2Lo7@u?pFE{_WS`;@q3KHDtpE9e8`D)1`&#vqMPUMQpm5}?tzg8Q3LEagF zZwSd2_p~W+D^ymJ>WaF}nJLM^=W=J-G#fqZ4bR!!&1b>jU-1B(YNzr2FF5fLuAbHT z0GY94B^e-utkU~{$;#1d0lEQ>vJXrZP=K>=MA;zRTQRD)I$}HMH#z%iSelz0!;7u! z;)wwF%|jdL3TQt3o?av+peTS!0Hay&S}{+N7)|t_V>8grq|UDCgN~Z%YF1N!p6Dfk zf6L0w{?5p271i1eFvYk115z#9l&O88+^Ob?!nZ`G+VJUWJHvWV(^WA8j~#HQ`>s6W z2~S8^eT?56OwA`?t+0F0wzQQi6LSkdt#rlYs=dlPzflM=fX35n_9J@lkQ%oEN07&6 z=6?P0(Lu$A!p}Z2Vsyc|>~lQ40E}ez`KbmYrv9{pdsqR91F#YDh|~w0UWAxc2%*R( zcweN0ux=JWp5K4e0z3VtjDo-t!iTUEmi7+Ffem7d6+3 zd9nY>;D68Bxwb~(3dDCOY8@@6)^kk-VwYE1fc97&)?n=44$AskSUU1DGhf7Xd9N3K z{od0PBM;{ZVk?3GcU_S8oi6bXg7323v3IUn^8`;9R?Xx=&?6tPt~6btGbUZ8F@gR3 z)e5K0nL<$UX7Fk!8;M>CER8-C4`sxSuw6fL8x8|5wj9D9=J+k*#P|^VLYINyfG2z$0Ue_6U4CujXERp^ zui#PlrEdT=Ko(p+*FTTz1XFr~5$aoo zgER=%bg+mm{Z<3)jUV0X3=|cjR%Y6lx3AOQewzD-dPcLP_6&d*)w~Aq0?PIMxRr3i zf-Zb>YQMmGv9l0M%K6bNF}hwRCQ4mVq^70@`A6IE5ch8F?7aa#x+N+rapiRwo`@!d zvXP|)N>2;9@_@?|#6=lgjp0%%0FSeHVWuchw0C?}MB@w9*f&rG~@!Z=) zt!TB?KBoSoT$VYxZPmtF{`egFsw0t|rh_)tvuU{cgUYI^7?iRAmfCTu7-GRF7!fE* z!2J;=HAFwL?ngvF$mra za&niC*hZ!4b9lElzjk-4IXP8&0wVy~qCm9e02!&55?Wkb3{Z-Up5A6J7G|bkfg%_x zc=bfHB7ZPfB^%xQ_ik2L*hPTO%0TNXKYxya;8?yzas7yGLXujX2VDUujqvbrz4+jH z2zL;+3Dp$#WAhaXpm~Y+qn6fIst_;8GU({;E>wOe>zupR{uKOiMAsm|4FN7!7z1@Q z`x3aPh1FGyy_G;dqW|RLbl-$E)pl8{dhM?;hdL|W#>yKy+56|UfBmYcqmwwz?2?w2 zHcYB41!pgEqROTiTnJSGJx$FV;4&Y8e%$@tWy@ds>@Zdhr4FP&1V%=-gvC%F8}+?f|giOH~JlayW8nK|w)} z+dBV8ZXxe=CTZ+CFlP?mKH)YS0utFxIPUH3RRG%QgWIL~;AmZue?Q;MRo6`zH63<& z@Q{n|lq<+ezWi4M^~8i*sS8t?Sk+AGZN}@qEwm5hw)gkZfjl_9X53vuAH7(&xpD z_qGl;itr}L0XtD9ID?VC6sp&l#r5PtC9p)C-Iy11b8~+4xT+j0)RLdKz3tG<84sF&Yk9|__R}ZP=4^Lng=B6*2BGc(`A?g6 z`a(1&LoHvYQ!G%haoV*Z50$tYm|mo!$|E>`nZol(a23Lce)Ge+Rn0fwmMAl9zx(^= z49c#nKo3;;S4-wkFzprV*{K7#gk^a7 zTklccL?hA)PHj+(z7#I64GJ*ndexmnJxJ;O893MMPaWa~Y&eSI#~5#kK*BQePl!U# zoj;G5$h8nedH59{1H+*kpKuL)56eGuh(C8*o3IUqQ2iLKp#5Ud1-kpoB^EXl z*EoEX93}aBBg)N(*^0@&6$U9uU8bXxm$HlF(q35D*vFS-$IE}yKReA{RNeGpD>xsX z&E%fmG=nc3$+_8lVA^I3cW5nn6Hu%LVN{qEIRr=$r4z!DkcAj4kFMPaq`TJ{LR72K z$-zDwOnA*lUy+|F$uzbKferm znoL7ppi>({9PWQ#gzD@e+zbW5j=O7GD31X_Ef^wMh-zC=cp1oht3UhlNdoP&v!0D_ zy`a_oMsg`&v!z}85hjq8kH$b3`pv`HqT;oT)d-ZEu;c~G&OVDz5^~FH0Z0&q!fdyG zh+!Bw{{tGBPOJ0~_+qLXJ0Q7%0ReUgj)ko`GXbiH2QRw;8cQ=UFgUeA`qX;(>*tV@ z7czG_zoT~i(;*VoKamRiE}f5FyeN$^-Y$bED0K++VRv0*zuORYvp2rWG&5*?R*OTEAp9qeSF3^ zJa0+o=H_PcJV^Wn(03Jb{jCM{6|vj7=aqY&;gah-zT zs;t`^nY&hL`w(=hb8N5dHXel7_S2VLK<>#le$u}HJ$T+|*YCMMeVRHqFb7;hcOw5_ z;V5ED4F3QvyP6O5OYKhl2Tlft&)c!m?{B#LFw-{zrrUp2y}l_j=W*w;|AHX@B5i;IXKL8bRACGb-V;c!}kO$e%5ReOn`bg}!td?t4zQTiDq z>Xiu6UA(Ah*zi1FXt>mTbN3x2xOw>Ty$8*#UFTHzq(}{nBs?YMOsdoBNbqik-Vn@Z z8!XgyBHU`6T{d&s^zn(cny`m=?w%t&ZILPF{vdJaiAK$Kq z&4kS36`=c^p3Hp$j|HM8J!u}V!A1;2PFj+7z)whmq73nZoF_y}N5$|JLt-|>eDB=9 z0lS?>yx#e0{Bg{DTd14ajUtQwbYFurl+ws*ZMR&}S6vZ+uSW#`98qOsW8=!^-KkCb z<3Ij*czA@NCF7Rb5EDinJz&J**FxWI`NVr^2F-qE5S{Y#%4lkCMj3g6jvJ6ZI!+61 zz%Y0X5^=+wh@8$Z$J&9b2#H`X{_Z3{AEC6^n5t20kc1E%>7`3Mz@iB_d>rSE?0|LC zu?ls8oMNiWgjM5~@wW|Lo9(f1!Gob_dt_9U(H@0}h{*LDHv}An_4V};U-vT>jmCPs zB@biH4m#T6Q7gXDot441w1w^n^k&PD0yu&)5P=;MtiN9Z03RtJlwk^XL2&5ZbX(ga zVDuG%tVyaJL6LgT!+lD+GEnOf5AOJITq^`+R(+smjj0^O#l=k_&MTjCyq9M^UF$dh z?h5DbfNb9X(cZbg^?dhn+^+k++;^_xw$U6CV<<_YFDaEdv?V&N(@;&)C?!iFC8y=k zR#p+MltZU)Iv9(U7-`92oy#zjP~XV05-RuO)pgr{aR0V`?Yh3#_xt(0Kd-~{`FOoP z-W=74tZ!)u70`R}$?o3Em#a`|rx$%BjgIeJ{SUHs?b=m|-2S-Ycxm*=`qOI~1#auD zA*MgGBn?O#2Non$*lU{f1s<_+abBGz=~HM5PMA77INYtMGhOd7ckcGXM~<{c0o;g< zGO4>q)Cai2l;4sqJof5_EP&w9D6P-+$i)dS2<;)p3P}+$V&A0um&3MIHZ?|Q3}2E{ z{PgP7@*xpQs;`iz=l}JS_qAd1za?X+!ckv3sqvCIuCFM6s~TQ(0Ppbx2A4)gMk-ca zpPasF(z#CVw_;P*dh0>PMOtLp3{4R>Rk4kcVTeZ%1KR~3BkFU~=27*<6W>#T@exk- zczDUcg2QPVxE}-Z&Z0RVW*U5K>E74YB7mn&*XdZ0U{n?`GPf zjtfRVezYyQo( zyb?*p1xb&Ijg^@Pf<|Ua$}G->OeBD12Hm}=<_A{B52?lWJcOa+b7{{<5_;xLucHof zLdi<(S$812CFEJjho}q_DM5u=#_$0{t|Krr1$D2j{f;@3qC%_u(j_R9ZCdUc0d39p z9C@Fs`wb^$t3TaGYB3H@j;T(U;KLUqOqfTw{X1x2af`}V?iVDKq^s=5H{8AjmkI44Qe5k395)wX}{w*F&f2>FX~&(Q4`c zzNTgxc1?Z8<|}fg(;!HB(9Sp1bD!`n=a{T*-c$OZ7U-Y8>$lYUgzWi+0S#Mkhdk6T z!tp;hRCXpb#M-WRo;`aj+haUkr#4V%i{mWddr4_&mNc?EciPcl3OQs;x9UYCtVYh7ea`zUfzp3iFkF0EMU;eU6InL0~9?dAN#LaKo5BQ$m*S|S$FJQmi zwrZzYPtVXo6=5BP0B2CyD_agmeY_G#K^DL)FjZZz&afXt46I0XE>Njd+XvNR34BIm zC+Ehfj@L%=97Q7e1iqDA<2U*COZTbz}a}wmnr4 z^o?9-U>{Vl8a;h4MqgOaq|vX%&UI&Uar_-_xVHAw21Uucp5BMB1rCzs>48l|6-(6ba^G z1vkqV$C9t|wp(@7aJCQPKPQM_yCJ8JG!i(H?J6vvK%{pd=}Tr-{PeK zNi6-|J+JDp;&{^&o~|8UUS6)j16F!^9!9-ws?tas)78~ww6@uffw-8#gEZ-i*R4d} zA(_PH=B``)drxPng%5Gh=|)fRae!1E(w3@zpo42M+M@)*QwLwjbdf-zWZ6>(>-nuM zM;W8txN7(kXs@`Kn8Wxx^J!03@C#eDpRDpN=e$-&X?7UDzKxtw!PJe>^2>vw{XhIR zDyj~XHEWVv!RgjSycqIu^MMq%q2q<~65)suK;^DHe3TF;zwF*i4t(jNit ze$7JxoG>c}TvN87zf2QBT1`#OKg>d?jFF*Fw`hlVtr4=)-_+oi!RXPmh0Enj5dWV% zOLjqu`DsPvXbxmWcKBlYzKov(o0Jq0Hbqf;E)47H?rs+vky6rMO#vK}i-ut0G^?m3a#@XNc`wQ=>GU$!u-UPOJ{ zR9CBpfFq^n&G5eGb|Nz}XJN#^@`Un2Sgl3u)meJp!8js;OP3C4mteLrpK8Ai-d;zc za3Z=f6xCc38Wt7=z$61AG}g)1wr$GM=H~7qcKi4!Wgtn&#YHo(?xfiEKl{pCW60!L z{I}!M`z3##018||@0eh?EJDoJfZ=%}^Ne??&8Fs*NYleWxi12-)ECz0=dW0if!TEk z#IZatd(<&BJ_jVCDzX>O<2We~r9)cmRX!A50nW!v2C~v`yqeLwK|;3liVtp`W!-3x;u6J#$H63R=Z(u>#E1kujE${Ph=?|JLjUS zoBrLuzcWEc!Ep|1t~mdA4VY^M7XBA1v)NSqxSnB961OsaEucPV%_}*v>X9k#SHEx7 zj@RfnV1Nu%?%lsXgW7e1LQ#8vS~}@%m~lYL-Nr_9m&%NTO;GYK z?h~!F?~;bEZJ!@^`YP3=Pk3r?zPOVtzv1D5*U!Ft*YnkzH(4BBrN_Cmv`DEWa~Yt} z?)H43hP7Em6WfmH*UUt{jIi+~X_p3(?e5(9l4Wxq2+ck>^Rp!cAx8aYm76#H0&;j7 zZoE)K>9)yrgj!KpWX?7t<1?Bj93&|%nB6*xl8qm>1lQ6IsmF8KvccNgkK2Eimxs#0 z3CdJD4v7whIcXZLbsq~Hv-0vLOBF^9SV>u;raQ3(JXp|AVGHE_si*}`j0TaT91DZ} zzS*%ukAp|V`&mb#NIrh`Y2lrC&lExBslaIuQmLM# zHX(_iY1^S~QRk(|)C>+=?X>zUga5ZmAn%`87QKJg@74wEd$%rN;=6SLuJ5M6^Zr^q z@a12N2i`|#m%q(p-z^^a`;-2@PJR0PKTg5ZaChH*`;C>IKgx--nrAaNXZDv{{|lcx BRb&7F literal 0 HcmV?d00001 diff --git a/actions/waveform-analysis/data/figures/rates_ns_30.svg b/actions/waveform-analysis/data/figures/rates_ns_30.svg new file mode 100644 index 000000000..62bb7388d --- /dev/null +++ b/actions/waveform-analysis/data/figures/rates_ns_30.svg @@ -0,0 +1,1243 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/actions/waveform-analysis/data/results.csv b/actions/waveform-analysis/data/results.csv new file mode 100644 index 000000000..7fbaffbfa --- /dev/null +++ b/actions/waveform-analysis/data/results.csv @@ -0,0 +1,1282 @@ +action,control,entity,frequency,session,stim_location,stimulated,tag,channel_group,unit_name,half_width,peak_to_trough,average_firing_rate,bs,bs_stim,bs_ctrl +1849-060319-3,True,1849,,3,,False,baseline ii,1,104,0.46986814118597703,0.8698336776625021,3.0949674006722168,1.0,,1.0 +1849-060319-3,True,1849,,3,,False,baseline ii,1,108,0.7731153078626891,0.3379671407820839,5.851987624531571,0.0,,0.0 +1849-060319-3,True,1849,,3,,False,baseline ii,1,85,0.6363616410117047,0.7997733360697198,11.050086758113602,1.0,,1.0 +1849-060319-3,True,1849,,3,,False,baseline ii,1,94,0.33640327062792624,0.7010967986150966,2.2273076722968668,1.0,,1.0 +1849-060319-3,True,1849,,3,,False,baseline ii,1,98,0.30601872123217305,0.6971497371169119,15.921241646220864,1.0,,1.0 +1849-060319-3,True,1849,,3,,False,baseline ii,2,114,0.22885899928990708,0.2943027729584133,26.298577745376768,0.0,,0.0 +1849-060319-3,True,1849,,3,,False,baseline ii,2,130,0.2505007955287304,0.5575224366186201,0.7890673616746839,1.0,,1.0 +1849-060319-3,True,1849,,3,,False,baseline ii,3,100,0.2796757694641721,0.608340853407751,16.705593465893507,1.0,,1.0 +1849-060319-3,True,1849,,3,,False,baseline ii,3,110,0.28800796572544607,0.6470713943586905,20.083493386688122,1.0,,1.0 +1849-060319-3,True,1849,,3,,False,baseline ii,4,120,0.1931857492380239,0.25779245410020274,8.255342198237928,0.0,,0.0 +1849-060319-3,True,1849,,3,,False,baseline ii,5,112,0.28015429699788336,0.9051105398025298,33.91103438400325,1.0,,1.0 +1849-060319-3,True,1849,,3,,False,baseline ii,7,118,0.24167855747264358,0.4040804208766814,0.5359999408985403,0.0,,0.0 +1849-060319-3,True,1849,,3,,False,baseline ii,7,92,0.26656093794431635,0.7533953634660469,8.997254139892213,1.0,,1.0 +1839-120619-4,False,1839,30.0,4,,True,,1,104,0.259757067556353,0.3623895838021031,0.18052917433698354,0.0,0.0, +1839-120619-4,False,1839,30.0,4,,True,,1,84,0.25088141470416214,0.3409274369057226,3.056960685439588,0.0,0.0, +1839-120619-4,False,1839,30.0,4,,True,,1,86,0.26340363142486917,0.6865420093405397,4.5770163333569895,1.0,1.0, +1839-120619-4,False,1839,30.0,4,,True,,3,112,0.28739990372287694,0.7242857849169332,0.3105101798596117,1.0,1.0, +1839-120619-4,False,1839,30.0,4,,True,,3,29,0.2526124657229412,0.3431476589984516,1.8269552442902735,0.0,0.0, +1839-120619-4,False,1839,30.0,4,,True,,4,102,0.2834974232035681,0.6066140140022952,9.779867137748855,1.0,1.0, +1839-120619-4,False,1839,30.0,4,,True,,4,110,0.2378078981851802,0.28517519324386054,13.513210463037675,0.0,0.0, +1839-120619-4,False,1839,30.0,4,,True,,4,120,0.26181453399659366,0.6337500618023165,7.437801982683722,1.0,1.0, +1839-120619-4,False,1839,30.0,4,,True,,4,82,0.31425231724246294,0.607847470720478,8.61364867153194,1.0,1.0, +1839-120619-4,False,1839,30.0,4,,True,,6,106,0.27192565069679997,0.606120631315022,0.172104479534591,1.0,1.0, +1839-120619-4,False,1839,30.0,4,,True,,6,116,0.27986203767291,0.5582625106495298,5.390601145702329,1.0,1.0, +1839-120619-4,False,1839,30.0,4,,True,,6,122,0.24889470856782886,0.3125579323875184,12.267559160112489,0.0,0.0, +1839-120619-4,False,1839,30.0,4,,True,,6,124,0.21989717010482576,0.28196820577658527,21.00156061453575,0.0,0.0, +1839-120619-4,False,1839,30.0,4,,True,,6,132,0.2484373631091723,0.5355669070349665,0.2551478997296034,1.0,1.0, +1839-120619-4,False,1839,30.0,4,,True,,6,134,0.24252449184446367,0.534826833004057,2.265039374014687,1.0,1.0, +1839-120619-4,False,1839,30.0,4,,True,,6,90,0.724088574048668,1.2672534322609965,7.918009586420098,1.0,1.0, +1839-120619-4,False,1839,30.0,4,,True,,6,92,0.21136669281249681,0.2679067991893016,10.90155507429598,0.0,0.0, +1839-120619-4,False,1839,30.0,4,,True,,7,108,0.27980622000363664,0.5989665823495618,10.92442210304533,1.0,1.0, +1839-120619-4,False,1839,30.0,4,,True,,7,128,0.2651580936767403,0.5814514969513662,3.9848806415316833,1.0,1.0, +1839-120619-4,False,1839,30.0,4,,True,,7,136,0.24719760880347535,0.5705970778313578,3.520318899571179,1.0,1.0, +1833-260619-1,True,1833,,1,,False,baseline i,0,118,0.27287533454695584,0.6026669525041103,5.945507510761455,1.0,,1.0 +1833-260619-1,True,1833,,1,,False,baseline i,0,120,0.28283256058718825,0.5871253978550071,3.82373683039928,1.0,,1.0 +1833-260619-1,True,1833,,1,,False,baseline i,0,130,0.226452002630491,0.27481415681112514,2.8600476130028145,0.0,,0.0 +1833-260619-1,True,1833,,1,,False,baseline i,0,132,0.24726611875307145,0.5701036951440847,3.365674251744093,1.0,,1.0 +1833-260619-1,True,1833,,1,,False,baseline i,0,2,0.18812468728414775,0.2489115657292866,38.600302762475806,0.0,,0.0 +1833-260619-1,True,1833,,1,,False,baseline i,1,10,0.21413059291697872,0.2750608481547617,30.2197221755677,0.0,,0.0 +1833-260619-1,True,1833,,1,,False,baseline i,1,104,0.20281620663792072,0.2580391454438392,30.105982031883567,0.0,,0.0 +1833-260619-1,True,1833,,1,,False,baseline i,1,116,0.2845424730742661,0.6441110982350517,17.471520071188923,1.0,,1.0 +1833-260619-1,True,1833,,1,,False,baseline i,1,126,0.2599195300834798,0.5816981882950029,5.8917394428380465,1.0,,1.0 +1833-260619-1,True,1833,,1,,False,baseline i,2,128,0.1863925383097715,0.24817149169837693,36.030809516520634,0.0,,0.0 +1833-260619-1,True,1833,,1,,False,baseline i,3,114,0.26363007829423,0.5967463602568328,13.436846974320888,1.0,,1.0 +1833-260619-1,True,1833,,1,,False,baseline i,5,100,0.28139922283813573,0.6073540880332047,17.446704039839656,1.0,,1.0 +1833-260619-1,True,1833,,1,,False,baseline i,5,110,0.20271499144026364,0.26099944156747795,40.28986089683828,0.0,,0.0 +1833-260619-1,True,1833,,1,,False,baseline i,6,102,0.2791773365137123,0.5851518671059145,10.840469694404016,1.0,,1.0 +1833-260619-1,True,1833,,1,,False,baseline i,6,106,0.31198959080869315,0.6214154946204886,8.58531284553954,1.0,,1.0 +1833-260619-1,True,1833,,1,,False,baseline i,6,108,0.2790975796380943,0.6394239627059574,19.869369100311673,1.0,,1.0 +1833-260619-1,True,1833,,1,,False,baseline i,6,112,0.2823356740528233,0.7117045263914686,5.890705441531828,1.0,,1.0 +1833-260619-1,True,1833,,1,,False,baseline i,6,124,0.28581571888607143,0.6031603351913832,7.914245997803161,1.0,,1.0 +1833-260619-1,True,1833,,1,,False,baseline i,7,98,0.3266055094657657,0.7393339568787631,16.173848431883595,1.0,,1.0 +1839-060619-3,False,1839,11.0,3,,True,,4,101,0.27769915275087437,0.2935626989275036,13.496083544842838,0.0,0.0, +1839-060619-3,False,1839,11.0,3,,True,,5,87,0.26317838800164006,0.5691169297695384,11.841874929206183,1.0,1.0, +1839-060619-3,False,1839,11.0,3,,True,,6,91,0.22987225105402745,0.278267835622037,11.250611608757739,0.0,0.0, +1839-060619-3,False,1839,11.0,3,,True,,7,93,0.270285827310953,0.5738040652986329,14.02534172307197,1.0,1.0, +1834-150319-3,False,1834,,3,,False,,0,71,0.2967312034875294,0.6268427041804928,0.5913514443436163,1.0,,1.0 +1834-150319-3,False,1834,,3,,False,,0,75,0.31398798018014945,0.7119512177351053,18.486869635928365,1.0,,1.0 +1834-150319-3,False,1834,,3,,False,,3,61,0.27786737203303924,0.588852237260463,17.162446314889817,1.0,,1.0 +1834-150319-3,False,1834,,3,,False,,3,8,0.3117537950986518,0.661872874976884,14.972406827906907,1.0,,1.0 +1834-150319-3,False,1834,,3,,False,,5,47,0.26712180523408197,0.5651698682713535,1.4681828963013923,1.0,,1.0 +1834-150319-3,False,1834,,3,,False,,5,67,0.2756409825704158,0.6413974934550496,21.543544860311403,1.0,,1.0 +1834-150319-3,False,1834,,3,,False,,6,23,0.19057690621240808,0.26124613291111454,22.965847041103377,0.0,,0.0 +1834-150319-3,False,1834,,3,,False,,6,59,0.29559476959747777,0.6411508021114133,0.2304231490028574,1.0,,1.0 +1834-150319-3,False,1834,,3,,False,,6,63,0.3033719633918332,0.7289729204460278,16.499724868642662,1.0,,1.0 +1834-150319-3,False,1834,,3,,False,,6,65,0.31225297202424923,0.7247791676042061,30.692159532889452,1.0,,1.0 +1834-150319-3,False,1834,,3,,False,,7,27,0.350400784033065,0.6574324307914259,17.81395247512356,1.0,,1.0 +1834-150319-3,False,1834,,3,,False,,7,28,0.34104467257862103,0.8486182221097581,9.497308110449632,1.0,,1.0 +1834-150319-3,False,1834,,3,,False,,7,30,0.2709104495670618,0.6142614456550284,20.168142966484613,1.0,,1.0 +1834-150319-3,False,1834,,3,,False,,7,44,0.2609643683859987,0.6002000390677448,0.6402908742203294,1.0,,1.0 +1834-150319-3,False,1834,,3,,False,,7,45,0.2839412525343875,0.6189485811841229,0.6311147311184457,1.0,,1.0 +1834-150319-3,False,1834,,3,,False,,7,49,0.2630941146066499,0.5777511267968178,0.8105593073330604,1.0,,1.0 +1834-150319-3,False,1834,,3,,False,,7,53,0.3156951990593842,0.6717405287223464,3.956956819823405,1.0,,1.0 +1834-150319-3,False,1834,,3,,False,,7,55,0.3426696018083087,0.6843217872478109,7.9200310683814,1.0,,1.0 +1834-150319-3,False,1834,,3,,False,,7,57,0.3327728704095327,0.6978898111478214,2.939424506970079,1.0,,1.0 +1834-120319-4,False,1834,30.0,4,,True,,0,85,0.2952546234097753,0.6384371973314109,21.256090215199627,1.0,1.0, +1834-120319-4,False,1834,30.0,4,,True,,2,75,0.27307112144468143,0.5644297942404437,20.50259282775337,1.0,1.0, +1834-120319-4,False,1834,30.0,4,,True,,3,59,0.2850275460000505,0.5782445094840909,34.84125714523002,1.0,1.0, +1834-120319-4,False,1834,30.0,4,,True,,5,69,0.27401139321154117,0.6071073966895683,15.072613423644814,1.0,1.0, +1834-120319-4,False,1834,30.0,4,,True,,5,73,0.2714293947925145,0.587125397855007,7.948153456022099,1.0,1.0, +1834-120319-4,False,1834,30.0,4,,True,,5,83,0.31053058470842826,0.7057839341441913,5.04701080270604,1.0,1.0, +1834-120319-4,False,1834,30.0,4,,True,,6,55,0.19823316545652253,0.26543988575293603,43.605107065492284,0.0,0.0, +1834-120319-4,False,1834,30.0,4,,True,,6,71,0.31028176443894606,0.7516685240605909,17.436178341813488,1.0,1.0, +1834-120319-4,False,1834,30.0,4,,True,,7,22,0.3078009407719961,0.6956695890550924,29.840451370999457,1.0,1.0, +1834-120319-4,False,1834,30.0,4,,True,,7,52,0.2454643634168401,0.6046404832532025,0.2958898938910407,1.0,1.0, +1849-280219-4,False,1849,30.0,4,ms,True,stim-ms,0,62,0.7789151400055163,,19.566318233199897,,, +1849-280219-4,False,1849,30.0,4,ms,True,stim-ms,0,64,0.3014672876497032,0.9482815249389275,16.817358756882754,1.0,1.0, +1849-280219-4,False,1849,30.0,4,ms,True,stim-ms,1,101,0.2501050811295892,0.5446944867495193,2.074144594826677,1.0,1.0, +1849-280219-4,False,1849,30.0,4,ms,True,stim-ms,1,105,0.2727925301968756,0.5708437691749942,10.82575363071943,1.0,1.0, +1849-280219-4,False,1849,30.0,4,ms,True,stim-ms,1,32,0.35167000521830183,0.764496473929692,4.574604319367463,1.0,1.0, +1849-280219-4,False,1849,30.0,4,ms,True,stim-ms,1,81,0.32309489655505597,0.7617828691496898,2.1183223284758075,1.0,1.0, +1849-280219-4,False,1849,30.0,4,ms,True,stim-ms,1,84,0.26462857409994645,0.5802180402331835,10.170818729371069,1.0,1.0, +1849-280219-4,False,1849,30.0,4,ms,True,stim-ms,2,70,0.2302569383660583,0.2960296123638691,37.00326970451171,0.0,0.0, +1849-280219-4,False,1849,30.0,4,ms,True,stim-ms,2,74,0.2767134514602485,0.6172217417786672,23.673743019227807,1.0,1.0, +1849-280219-4,False,1849,30.0,4,ms,True,stim-ms,3,121,0.2858617827125413,0.5947728295077405,5.642601030335193,1.0,1.0, +1849-280219-4,False,1849,30.0,4,ms,True,stim-ms,3,125,0.2976284015830412,0.6228956426823078,5.500127839316748,1.0,1.0, +1849-280219-4,False,1849,30.0,4,ms,True,stim-ms,3,60,0.28752446007244087,0.5923059160713748,17.693182326476766,1.0,1.0, +1849-280219-4,False,1849,30.0,4,ms,True,stim-ms,3,72,0.29038921138548046,0.6325166050841337,15.019324997363142,1.0,1.0, +1849-280219-4,False,1849,30.0,4,ms,True,stim-ms,4,55,0.2111662439813378,0.27111378665657676,10.068105498636841,0.0,0.0, +1849-280219-4,False,1849,30.0,4,ms,True,stim-ms,5,44,0.24447927482861362,0.2915891681784111,19.828071305070996,0.0,0.0, +1849-280219-4,False,1849,30.0,4,ms,True,stim-ms,6,66,0.2573970316041624,0.5486415482477041,13.868495035803292,1.0,1.0, +1849-280219-4,False,1849,30.0,4,ms,True,stim-ms,6,68,0.25291529742148444,0.2935626989275036,24.19945804965246,0.0,0.0, +1849-280219-4,False,1849,30.0,4,ms,True,stim-ms,7,56,0.23818577354180812,0.33624030137662797,23.440705474228643,0.0,0.0, +1849-280219-4,False,1849,30.0,4,ms,True,stim-ms,7,58,0.2583156407606353,0.7082508475805568,13.942492739665585,1.0,1.0, +1849-280219-4,False,1849,30.0,4,ms,True,stim-ms,7,86,0.2611563411886208,0.6386838886750477,6.209180464385292,1.0,1.0, +1849-110319-2,False,1849,11.0,2,,True,,0,56,0.3366485700157862,0.926819378042547,21.421383446572616,1.0,1.0, +1849-110319-2,False,1849,11.0,2,,True,,1,50,0.26994185381219044,0.630049691647768,9.006470707368166,1.0,1.0, +1849-110319-2,False,1849,11.0,2,,True,,1,58,0.30248544591109494,0.6532386779496046,0.3417148141751576,1.0,1.0, +1849-110319-2,False,1849,11.0,2,,True,,1,62,0.2537912233320379,0.5927992987586478,2.5291249303919305,1.0,1.0, +1849-110319-2,False,1849,11.0,2,,True,,1,66,0.2645941791347108,0.595019520851377,9.596309654129106,1.0,1.0, +1849-110319-2,False,1849,11.0,2,,True,,1,68,0.23094748527313977,0.5612228067731686,2.339767039734359,1.0,1.0, +1849-110319-2,False,1849,11.0,2,,True,,2,52,0.255298894103753,0.6177151244659401,9.59848618160793,1.0,1.0, +1849-110319-2,False,1849,11.0,2,,True,,2,60,0.28089115678040416,0.6209221119332156,21.31799839132854,1.0,1.0, +1849-110319-2,False,1849,11.0,2,,True,,2,64,0.2603705903424317,0.599953347724108,2.6608048428607014,1.0,1.0, +1849-110319-2,False,1849,11.0,2,,True,,3,40,0.280472305824844,0.682594947842355,24.006009827674525,1.0,1.0, +1849-110319-2,False,1849,11.0,2,,True,,4,23,0.2573027585246016,0.2841884278693143,23.630558837577617,0.0,0.0, +1849-110319-2,False,1849,11.0,2,,True,,5,24,0.2621713177921179,0.28073474905840246,22.103724811183522,0.0,0.0, +1849-110319-2,False,1849,11.0,2,,True,,5,48,0.2596581670357115,0.2962763037075056,22.53685377946923,0.0,0.0, +1833-010719-1,True,1833,,1,,False,baseline i,0,127,0.2777817979471304,0.5997066563804715,9.413040307763485,1.0,,1.0 +1833-010719-1,True,1833,,1,,False,baseline i,0,161,0.279223854747649,0.6450978636095982,21.664073028080967,1.0,,1.0 +1833-010719-1,True,1833,,1,,False,baseline i,0,191,0.2853361670545875,0.6191952725277596,0.728252628028293,1.0,,1.0 +1833-010719-1,True,1833,,1,,False,baseline i,0,223,0.23697797881222216,0.6418908761423229,4.609573686759116,1.0,,1.0 +1833-010719-1,True,1833,,1,,False,baseline i,0,225,0.259970487105638,0.5742974479859061,2.375188444504322,1.0,,1.0 +1833-010719-1,True,1833,,1,,False,baseline i,0,235,0.17979482824967014,0.24225089945109948,40.365508185878845,0.0,,0.0 +1833-010719-1,True,1833,,1,,False,baseline i,1,146,0.20134834788691564,0.2595192935056586,29.978386708454696,0.0,,0.0 +1833-010719-1,True,1833,,1,,False,baseline i,1,219,0.27126231112240373,0.6150015196859382,2.8679996523776676,1.0,,1.0 +1833-010719-1,True,1833,,1,,False,baseline i,1,221,0.3076936611753787,0.6596526528841551,6.912052280921469,1.0,,1.0 +1833-010719-1,True,1833,,1,,False,baseline i,1,229,0.2677082716920101,0.6305430743350412,4.229866690528834,1.0,,1.0 +1833-010719-1,True,1833,,1,,False,baseline i,1,6,0.30810301647873173,0.7168850446078363,6.496567421824504,1.0,,1.0 +1833-010719-1,True,1833,,1,,False,baseline i,1,8,0.28910037809049705,0.6732206767841656,16.735960949347508,1.0,,1.0 +1833-010719-1,True,1833,,1,,False,baseline i,2,202,0.2904023656174917,0.6507717645132388,25.974728441211987,1.0,,1.0 +1833-010719-1,True,1833,,1,,False,baseline i,2,231,0.19095336483706604,0.25088509647837903,37.14780877709456,0.0,,0.0 +1833-010719-1,True,1833,,1,,False,baseline i,3,171,0.2721598628046424,0.6204287292459424,14.686235644469143,1.0,,1.0 +1833-010719-1,True,1833,,1,,False,baseline i,3,198,0.2414053274240861,0.59551290353865,18.657578422670976,1.0,,1.0 +1833-010719-1,True,1833,,1,,False,baseline i,3,216,0.19281400692971995,0.25211855319656185,42.977292175146715,0.0,,0.0 +1833-010719-1,True,1833,,1,,False,baseline i,3,240,0.26991076618661847,0.6095743101259338,3.106903446358423,1.0,,1.0 +1833-010719-1,True,1833,,1,,False,baseline i,5,134,0.2730691274969366,0.6512651472005121,6.213806892716846,1.0,,1.0 +1833-010719-1,True,1833,,1,,False,baseline i,5,144,0.2632505895451487,0.6293096176168584,2.226306369994576,1.0,,1.0 +1833-010719-1,True,1833,,1,,False,baseline i,5,150,0.3021355662816726,0.6236357167132176,5.648285834501531,1.0,,1.0 +1833-010719-1,True,1833,,1,,False,baseline i,5,166,0.21219241308991063,0.2688935645638478,35.34852851228298,0.0,,0.0 +1833-010719-1,True,1833,,1,,False,baseline i,6,152,0.29346611080058377,0.676921046938714,16.48667003388933,1.0,,1.0 +1833-010719-1,True,1833,,1,,False,baseline i,6,183,0.2833110516227267,0.6381905059877745,6.766632580237531,1.0,,1.0 +1833-010719-1,True,1833,,1,,False,baseline i,6,200,0.2687036614459344,0.6098210014695703,16.010016570536422,1.0,,1.0 +1833-010719-1,True,1833,,1,,False,baseline i,6,227,0.2748973993239209,0.6310364570223143,1.4541970068393808,1.0,,1.0 +1833-010719-1,True,1833,,1,,False,baseline i,7,114,0.3238737596892973,0.6315298397095875,0.38663174388189886,1.0,,1.0 +1833-010719-1,True,1833,,1,,False,baseline i,7,132,0.29851206896795607,0.6821015651550817,7.947302054838077,1.0,,1.0 +1833-010719-1,True,1833,,1,,False,baseline i,7,54,0.2742467479273283,0.6697669979732538,10.937638915727629,1.0,,1.0 +1834-220319-2,False,1834,11.0,2,,True,,0,1,0.2994654933108909,0.7186118840132923,16.504611758542193,1.0,1.0, +1834-220319-2,False,1834,11.0,2,,True,,2,49,0.27916577014983446,0.5871253978550072,19.40208066389571,1.0,1.0, +1834-220319-2,False,1834,11.0,2,,True,,2,7,0.28596647174008893,0.568130164394992,3.2119057296257396,1.0,1.0, +1834-220319-2,False,1834,11.0,2,,True,,3,8,0.3223786281639348,0.6298030003041315,16.903193648464725,1.0,1.0, +1834-220319-2,False,1834,11.0,2,,True,,4,34,0.2342101644429864,0.5291529321004161,4.598084969022991,1.0,1.0, +1834-220319-2,False,1834,11.0,2,,True,,4,47,0.23285561483789485,0.3226722774766173,22.804419963151105,0.0,0.0, +1834-220319-2,False,1834,11.0,2,,True,,6,17,0.3059547324280174,0.6867887006841763,2.694856444642899,1.0,1.0, +1834-220319-2,False,1834,11.0,2,,True,,6,18,0.21799475797779663,0.26420642903475317,24.82279436684215,0.0,0.0, +1834-220319-2,False,1834,11.0,2,,True,,6,19,0.2860856611921142,0.7489549192805888,7.409194464893295,1.0,1.0, +1834-220319-2,False,1834,11.0,2,,True,,6,43,0.28126746383583634,0.6779078123132601,4.334578052907538,1.0,1.0, +1834-220319-2,False,1834,11.0,2,,True,,6,45,0.29494749263702263,0.728232846415118,8.766587234462808,1.0,1.0, +1834-220319-2,False,1834,11.0,2,,True,,7,20,0.2263923524336039,0.27358070009294233,25.850249905309123,0.0,0.0, +1834-220319-2,False,1834,11.0,2,,True,,7,21,0.28708331920261654,0.9248458472934543,22.408052417061477,1.0,1.0, +1834-220319-2,False,1834,11.0,2,,True,,7,29,0.27868541218513393,0.6034070265350198,4.729838427080717,1.0,1.0, +1834-220319-2,False,1834,11.0,2,,True,,7,39,0.26365656284075095,0.646824703015054,6.455919444828572,1.0,1.0, +1834-220319-2,False,1834,11.0,2,,True,,7,41,0.2922337385680066,0.6142614456550285,14.250409736646981,1.0,1.0, +1849-220319-2,True,1849,,2,,False,baseline i,0,93,0.2878581008050689,0.7459946231569502,24.705893721044426,1.0,,1.0 +1849-220319-2,True,1849,,2,,False,baseline i,1,99,0.28427123269189647,0.6009401130986542,10.658054133570506,1.0,,1.0 +1849-220319-2,True,1849,,2,,False,baseline i,2,91,0.20973049647128225,0.26716672515839185,27.9146388640087,0.0,,0.0 +1849-220319-2,True,1849,,2,,False,baseline i,2,95,0.28762164492439046,0.6135213716241187,15.941543453432416,1.0,,1.0 +1849-220319-2,True,1849,,2,,False,baseline i,3,57,0.2755654506304825,0.7334133646314857,8.57331386588482,1.0,,1.0 +1849-220319-2,True,1849,,2,,False,baseline i,3,59,0.2852238229375431,0.6187018898404865,9.389661280242294,1.0,,1.0 +1849-220319-2,True,1849,,2,,False,baseline i,3,68,0.2679440122700027,0.6016801871295641,22.633370897655247,1.0,,1.0 +1849-220319-2,True,1849,,2,,False,baseline i,3,86,0.23126793239727572,0.5856452497931878,0.7952445560271448,1.0,,1.0 +1849-220319-2,True,1849,,2,,False,baseline i,4,101,0.21504240031466973,0.2679067991893016,37.032184339465175,0.0,,0.0 +1849-220319-2,True,1849,,2,,False,baseline i,4,107,0.2873369017846908,0.32637264763116575,0.5375675490462822,0.0,,0.0 +1849-220319-2,True,1849,,2,,False,baseline i,4,109,0.38914116518565883,1.1661099813700075,1.8603835633316588,1.0,,1.0 +1849-220319-2,True,1849,,2,,False,baseline i,4,43,0.2578335363962967,0.2980031431129616,8.295644677327855,0.0,,0.0 +1849-220319-2,True,1849,,2,,False,baseline i,5,32,0.2623143317789475,0.6362169752386821,9.502950309173535,1.0,,1.0 +1849-220319-2,True,1849,,2,,False,baseline i,5,45,0.29289719310323037,0.6256092474623102,17.277687588768526,1.0,,1.0 +1849-220319-2,True,1849,,2,,False,baseline i,5,46,0.24125323607541208,0.27358070009294233,12.005305036448895,0.0,,0.0 +1833-020719-4,False,1833,30.0,4,,True,,0,258,0.29426515581415474,0.6312831483659508,15.820725220494092,1.0,1.0, +1833-020719-4,False,1833,30.0,4,,True,,0,302,0.2543928532641992,0.5594959673677127,9.482923674248061,1.0,1.0, +1833-020719-4,False,1833,30.0,4,,True,,0,306,0.24756240611615518,0.630049691647768,9.209205048188744,1.0,1.0, +1833-020719-4,False,1833,30.0,4,,True,,0,308,0.2728090168806815,0.621168803276852,14.255561957197381,1.0,1.0, +1833-020719-4,False,1833,30.0,4,,True,,0,320,0.17294362676368077,0.23460346779836624,39.14282035515432,0.0,0.0, +1833-020719-4,False,1833,30.0,4,,True,,1,256,0.279529177564239,0.6399173453932305,14.195322722890891,1.0,1.0, +1833-020719-4,False,1833,30.0,4,,True,,1,278,0.2450465393375872,0.3071307228275142,17.148102032580972,0.0,0.0, +1833-020719-4,False,1833,30.0,4,,True,,1,300,0.29961763001951663,0.5602360413986224,10.417160220334686,1.0,1.0, +1833-020719-4,False,1833,30.0,4,,True,,2,260,0.24892359116318774,0.6056272486277489,36.812513133297976,1.0,1.0, +1833-020719-4,False,1833,30.0,4,,True,,3,289,0.19037548927391518,0.25581892335111023,37.515304200207034,0.0,0.0, +1833-020719-4,False,1833,30.0,4,,True,,3,290,0.26299140502743523,0.5962529775695598,10.97305210182967,1.0,1.0, +1833-020719-4,False,1833,30.0,4,,True,,3,298,0.2597934176775155,0.5814514969513663,6.120094839805029,1.0,1.0, +1833-020719-4,False,1833,30.0,4,,True,,3,318,0.24896563947180703,0.5200253523858633,2.8396986417814043,1.0,1.0, +1833-020719-4,False,1833,30.0,4,,True,,4,250,0.21527439300270232,0.28517519324386054,23.687757855187346,0.0,0.0, +1833-020719-4,False,1833,30.0,4,,True,,5,266,0.2199479514917514,0.2688935645638477,24.016431572192936,0.0,0.0, +1833-020719-4,False,1833,30.0,4,,True,,5,294,0.30574148108620414,0.6204287292459424,6.568190196751555,1.0,1.0, +1833-020719-4,False,1833,30.0,4,,True,,6,248,0.2787733099945497,0.6209221119332156,14.396120170579193,1.0,1.0, +1833-020719-4,False,1833,30.0,4,,True,,6,254,0.22712871153178596,0.2713604780002133,25.604845066274606,0.0,0.0, +1833-020719-4,False,1833,30.0,4,,True,,6,310,0.24192598059831608,0.31650499388570347,0.838065136930649,0.0,0.0, +1834-120319-2,False,1834,11.0,2,,True,,0,39,0.30093401983919976,0.6668067018496151,20.51968608264984,1.0,1.0, +1834-120319-2,False,1834,11.0,2,,True,,1,41,0.23112339445949623,0.5861386324804607,1.161371923646883,1.0,1.0, +1834-120319-2,False,1834,11.0,2,,True,,2,43,0.2688693389879687,0.5577691279622566,1.0228111568001235,1.0,1.0, +1834-120319-2,False,1834,11.0,2,,True,,2,51,0.2681150133867456,0.5599893500549856,0.6494374873580929,1.0,1.0, +1834-120319-2,False,1834,11.0,2,,True,,3,15,0.2968383207777715,0.5890989286040995,31.79599398611015,1.0,1.0, +1834-120319-2,False,1834,11.0,2,,True,,3,6,0.3267812762985556,0.5913191506968285,10.823605550709063,1.0,1.0, +1834-120319-2,False,1834,11.0,2,,True,,5,21,0.27776550727854943,0.6238824080568542,23.060319380099582,1.0,1.0, +1834-120319-2,False,1834,11.0,2,,True,,6,55,0.19896838648027032,0.26667334247111885,47.45018749246157,0.0,0.0, +1834-120319-2,False,1834,11.0,2,,True,,6,23,0.30234316343991535,0.7837383987333435,19.72005295489297,1.0,1.0, +1834-120319-2,False,1834,11.0,2,,True,,7,26,0.30416239351644037,0.689748996807815,23.314171166689064,1.0,1.0, +1834-120319-2,False,1834,11.0,2,,True,,7,61,0.25502575873016703,0.627829469555039,0.37654681677439916,1.0,1.0, +1834-120319-2,False,1834,11.0,2,,True,,7,78,0.33327066272512446,0.8195086435606443,16.810276851111027,1.0,1.0, +1833-050619-1,True,1833,,1,,False,baseline,1,75,0.2272533519989736,0.28147482308931215,25.49886276138076,0.0,,0.0 +1833-050619-1,True,1833,,1,,False,baseline,2,99,0.2510272973944074,0.5937860641331941,3.3478812561483657,1.0,,1.0 +1833-050619-1,True,1833,,1,,False,baseline,3,107,0.17856645919010494,0.2474314176674673,39.23433678069792,0.0,,0.0 +1833-050619-1,True,1833,,1,,False,baseline,4,25,0.27430372268077313,0.6273360868677661,6.947270009649171,1.0,,1.0 +1833-050619-1,True,1833,,1,,False,baseline,5,73,0.21614805164079026,0.2743207741238521,30.157581106379258,0.0,,0.0 +1833-050619-1,True,1833,,1,,False,baseline,6,111,0.2536324391355556,0.5831783363568223,0.9602256438654392,1.0,,1.0 +1833-050619-1,True,1833,,1,,False,baseline,6,60,0.2965765795719111,0.6312831483659509,7.172960512240267,1.0,,1.0 +1833-050619-1,True,1833,,1,,False,baseline,6,64,0.29523492335277096,0.6330099877714069,16.933450144593213,1.0,,1.0 +1833-050619-1,True,1833,,1,,False,baseline,6,91,0.2685529275261964,0.618948581184123,3.3237298739522707,1.0,,1.0 +1833-060619-1,True,1833,,1,,False,baseline i,1,137,0.23053319878264145,0.31675168522933994,25.538110656978454,0.0,,0.0 +1833-060619-1,True,1833,,1,,False,baseline i,2,168,0.23948560739522526,0.589345619947736,2.736187759654385,1.0,,1.0 +1833-060619-1,True,1833,,1,,False,baseline i,3,174,0.17430718672689513,0.24397773885655546,38.87944406167191,0.0,,0.0 +1833-060619-1,True,1833,,1,,False,baseline i,4,144,0.3109821149745471,0.6554589000423334,3.932329541467162,1.0,,1.0 +1833-060619-1,True,1833,,1,,False,baseline i,4,172,0.2638164924861816,0.6076007793768413,2.6545105130975375,1.0,,1.0 +1833-060619-1,True,1833,,1,,False,baseline i,5,156,0.22927932610858662,0.2943027729584132,3.7711244495786476,0.0,,0.0 +1833-060619-1,True,1833,,1,,False,baseline i,5,164,0.31383255816949684,0.6468247030150541,3.0833160575209857,1.0,,1.0 +1833-060619-1,True,1833,,1,,False,baseline i,6,176,0.26042776984661575,0.5841651017313684,1.1681995658854345,1.0,,1.0 +1833-060619-1,True,1833,,1,,False,baseline i,6,162,0.2914138763392527,0.623882408056854,15.31018492695851,1.0,,1.0 +1833-060619-1,True,1833,,1,,False,baseline i,6,170,0.2610288129814052,0.5964996689131962,3.0800919556832156,1.0,,1.0 +1833-060619-1,True,1833,,1,,False,baseline i,6,158,0.2692720087214258,0.5582625106495298,2.68245272902488,1.0,,1.0 +1833-060619-1,True,1833,,1,,False,baseline i,6,160,0.3036510759584318,0.6406574194241399,3.3036296831019554,1.0,,1.0 +1833-060619-1,True,1833,,1,,False,baseline i,7,139,0.3298131327997299,0.6710004546914368,10.357964504143347,1.0,,1.0 +1834-150319-4,False,1834,30.0,4,,True,,0,0,0.30086026159258733,0.6675467758805248,15.125904136450245,1.0,1.0, +1834-150319-4,False,1834,30.0,4,,True,,3,5,0.28187221586342176,0.5947728295077405,17.835749445751258,1.0,1.0, +1834-150319-4,False,1834,30.0,4,,True,,3,6,0.30595101654283186,0.6196886552150326,11.77407828947113,1.0,1.0, +1834-150319-4,False,1834,30.0,4,,True,,5,13,0.2643939515242541,0.5730639912677233,0.7218123143841892,1.0,1.0, +1834-150319-4,False,1834,30.0,4,,True,,5,11,0.3189590285440952,0.6581725048223356,12.848480950973864,1.0,1.0, +1834-150319-4,False,1834,30.0,4,,True,,5,12,0.2866157754919396,0.8022402495060853,14.267712536859827,1.0,1.0, +1834-150319-4,False,1834,30.0,4,,True,,5,15,0.2710772493444097,0.5974864342877425,0.4756643362070925,1.0,1.0, +1834-150319-4,False,1834,30.0,4,,True,,5,16,0.27001779278438615,0.6039004092222928,16.78019595374857,1.0,1.0, +1834-150319-4,False,1834,30.0,4,,True,,5,36,0.2596716154677383,0.5923059160713748,0.8504301768551047,1.0,1.0, +1834-150319-4,False,1834,30.0,4,,True,,6,21,0.19751057395232835,0.26519319440929934,32.307476523082194,0.0,0.0, +1834-150319-4,False,1834,30.0,4,,True,,6,20,0.3133421796911057,0.7358802780678514,24.86870721862209,1.0,1.0, +1834-150319-4,False,1834,30.0,4,,True,,6,22,0.32847262548636635,0.7792979545478855,14.93852121612624,1.0,1.0, +1834-150319-4,False,1834,30.0,4,,True,,7,23,0.3245071466658936,0.675194207533258,13.6767356342995,1.0,1.0, +1834-150319-4,False,1834,30.0,4,,True,,7,24,0.3618074708579782,0.7531486721224103,14.279909058301035,1.0,1.0, +1834-150319-4,False,1834,30.0,4,,True,,7,25,0.28673551657769475,0.5839184103877318,30.06220780322354,1.0,1.0, +1834-150319-4,False,1834,30.0,4,,True,,7,26,0.3219326353533244,0.6305430743350413,27.761500349541215,1.0,1.0, +1834-150319-4,False,1834,30.0,4,,True,,7,33,0.30676488702153104,0.6744541335023485,2.729803253477533,1.0,1.0, +1834-220319-4,False,1834,30.0,4,,True,,0,0,0.30929078189803294,0.7810247939533411,19.435607157761662,1.0,1.0, +1834-220319-4,False,1834,30.0,4,,True,,2,60,0.28643233199072293,0.5802180402331835,3.833272841014624,1.0,1.0, +1834-220319-4,False,1834,30.0,4,,True,,3,10,0.32216004252892116,0.6448511722659616,15.867646715381735,1.0,1.0, +1834-220319-4,False,1834,30.0,4,,True,,4,36,0.24557722630064832,0.5116378467022206,2.5754955437834735,1.0,1.0, +1834-220319-4,False,1834,30.0,4,,True,,4,51,0.2414617706681603,0.5143514514822226,9.69569421232794,1.0,1.0, +1834-220319-4,False,1834,30.0,4,,True,,4,63,0.25663002347485425,0.5691169297695384,4.863078003122629,1.0,1.0, +1834-220319-4,False,1834,30.0,4,,True,,4,65,0.24970402620083626,0.5232323398531387,21.65440492115849,1.0,1.0, +1834-220319-4,False,1834,30.0,4,,True,,6,29,0.27714845187164305,0.6951762063678192,6.16900458751341,1.0,1.0, +1834-220319-4,False,1834,30.0,4,,True,,6,30,0.2733074642450225,0.7082508475805568,21.42938070157573,1.0,1.0, +1834-220319-4,False,1834,30.0,4,,True,,6,39,0.2848931935287248,0.7067706995187374,7.54469850635998,1.0,1.0, +1834-220319-4,False,1834,30.0,4,,True,,7,31,0.2230391376476499,0.2738273914365789,35.473250335972295,0.0,0.0, +1834-220319-4,False,1834,30.0,4,,True,,7,45,0.27485926061022914,0.6034070265350199,2.283651905285308,1.0,1.0, +1834-220319-4,False,1834,30.0,4,,True,,7,32,0.30482082847202385,0.7161449705769266,31.808991319273108,1.0,1.0, +1834-220319-4,False,1834,30.0,4,,True,,7,33,0.2717969188278479,0.6108077668441166,0.3792984661962689,1.0,1.0, +1834-220319-4,False,1834,30.0,4,,True,,7,46,0.27244324390033847,0.6157415937168478,0.3960033209251201,1.0,1.0, +1834-150319-1,False,1834,,1,,False,,0,3,0.33229548882271553,0.7504350673424083,15.791829691799839,1.0,,1.0 +1834-150319-1,False,1834,,1,,False,,1,4,0.28827552969752107,0.31354469776206473,0.5136057462458411,0.0,,0.0 +1834-150319-1,False,1834,,1,,False,,1,46,0.518842993937411,0.32834617838025804,0.27598573834415074,0.0,,0.0 +1834-150319-1,False,1834,,1,,False,,1,50,0.5823887326103121,1.0037870772571529,0.34034115715085855,1.0,,1.0 +1834-150319-1,False,1834,,1,,False,,1,7,0.6639403519533581,0.8301163713370161,1.0655772229341427,1.0,,1.0 +1834-150319-1,False,1834,,1,,False,,3,13,0.282361053902443,0.6053805572841124,19.722460655840298,1.0,,1.0 +1834-150319-1,False,1834,,1,,False,,3,14,0.28770977837394235,0.5664033249895362,1.4715114030995304,1.0,,1.0 +1834-150319-1,False,1834,,1,,False,,3,2,0.3770732360122796,0.4608194299130896,4.522205775379044,1.0,,1.0 +1834-150319-1,False,1834,,1,,False,,3,6,0.6015432901296071,0.5839184103877317,0.5519714766883015,1.0,,1.0 +1834-150319-1,False,1834,,1,,False,,4,0,0.705063866263813,0.8167950387806421,0.7895914845899918,1.0,,1.0 +1834-150319-1,False,1834,,1,,False,,4,23,0.725366708837844,0.6961629717423654,0.7908290887978132,1.0,,1.0 +1834-150319-1,False,1834,,1,,False,,4,40,0.264847677009384,0.44305765317125745,0.12376042078213038,0.0,,0.0 +1834-150319-1,False,1834,,1,,False,,4,5,0.6910857608659415,0.7348935126933049,3.1992068772180704,1.0,,1.0 +1834-150319-1,False,1834,,1,,False,,4,52,0.702733335882537,0.9808447822989531,2.61010727429513,1.0,,1.0 +1834-150319-1,False,1834,,1,,False,,5,24,0.2626306504152434,0.5733106826113598,18.767030207402254,1.0,,1.0 +1834-150319-1,False,1834,,1,,False,,5,25,0.2592694575006087,0.6322699137404971,14.1804690132165,1.0,,1.0 +1834-150319-1,False,1834,,1,,False,,5,28,0.46945161137262437,0.9625896228698477,1.6101230743755164,1.0,,1.0 +1834-150319-1,False,1834,,1,,False,,5,51,0.26427908339296585,0.5955129035386499,7.199143676896525,1.0,,1.0 +1834-150319-1,False,1834,,1,,False,,5,58,0.2789166557764097,0.5920592247277383,1.0457755556090018,1.0,,1.0 +1834-150319-1,False,1834,,1,,False,,5,60,0.2854908533027813,0.5957595948822866,0.6361285628201502,1.0,,1.0 +1834-150319-1,False,1834,,1,,False,,6,29,0.19338880500559041,0.26297297231657035,24.331298725766835,0.0,,0.0 +1834-150319-1,False,1834,,1,,False,,6,31,0.3651698317398147,0.8592259498861302,12.079017068335926,1.0,,1.0 +1834-150319-1,False,1834,,1,,False,,6,32,0.37460044281210925,0.8103810638460917,0.36880605393074856,1.0,,1.0 +1834-150319-1,False,1834,,1,,False,,6,33,0.31994160012863054,0.7548755115278661,10.07038543904195,1.0,,1.0 +1834-150319-1,False,1834,,1,,False,,6,34,0.46667354541024314,0.9751708813953122,0.32548990665700295,1.0,,1.0 +1834-150319-1,False,1834,,1,,False,,7,37,0.3166077995242177,0.6179618158095769,2.089075902802361,1.0,,1.0 +1834-150319-1,False,1834,,1,,False,,7,41,0.26612386240032326,0.5979798169750157,7.421912434304359,1.0,,1.0 +1834-150319-1,False,1834,,1,,False,,7,44,0.2805811831106072,0.7163916619205632,0.1534629217698417,1.0,,1.0 +1834-150319-1,False,1834,,1,,False,,7,45,0.24896740723446567,0.5641831028968073,0.13737406706816474,1.0,,1.0 +1834-150319-1,False,1834,,1,,False,,7,47,0.32217199757274706,0.6623662576641571,16.583896384805474,1.0,,1.0 +1834-150319-1,False,1834,,1,,False,,7,56,0.29164766848506024,0.6483048510768734,0.2190559447843708,1.0,,1.0 +1834-150319-1,False,1834,,1,,False,,7,74,0.3022892839368809,0.6650798624441592,2.1150655911666085,1.0,,1.0 +1834-150319-1,False,1834,,1,,False,,7,76,0.28100552362647774,0.6090809274386607,0.7895914845899918,1.0,,1.0 +1834-150319-1,False,1834,,1,,False,,7,77,0.2689517125858011,0.618948581184123,0.5160809546614837,1.0,,1.0 +1834-150319-1,False,1834,,1,,False,,7,92,0.25856790853884154,0.5775044354531814,0.12128521236648779,1.0,,1.0 +1839-120619-1,True,1839,,1,,False,baseline i,5,158,0.2656553257784049,0.5747908306731792,12.578108607379082,1.0,,1.0 +1839-120619-1,True,1839,,1,,False,baseline i,6,143,0.22652586482399842,0.28246158846385844,9.389471124107686,0.0,,0.0 +1839-120619-1,True,1839,,1,,False,baseline i,7,152,0.2711237024688289,0.607847470720478,10.462082060956543,1.0,,1.0 +1833-260619-2,False,1833,11.0,2,,True,,0,174,0.2493025002527534,0.5688702384259017,3.596019098312314,1.0,1.0, +1833-260619-2,False,1833,11.0,2,,True,,0,2,0.18482450554414137,0.2457045782620113,34.71599872125981,0.0,0.0, +1833-260619-2,False,1833,11.0,2,,True,,0,152,0.182402020884746,0.24989833110383286,31.93932574661359,0.0,0.0, +1833-260619-2,False,1833,11.0,2,,True,,0,164,0.21569269740537425,0.2718538606874864,9.30809876956855,0.0,0.0, +1833-260619-2,False,1833,11.0,2,,True,,1,123,0.20650609516771248,0.2585325281311123,25.34253900735322,0.0,0.0, +1833-260619-2,False,1833,11.0,2,,True,,1,130,0.24823794238086025,0.3266193389748023,30.649614255657696,0.0,0.0, +1833-260619-2,False,1833,11.0,2,,True,,1,166,0.2656486595153254,0.5898390026350093,5.36543323432058,1.0,1.0, +1833-260619-2,False,1833,11.0,2,,True,,2,168,0.18705877203910196,0.24693803498019412,39.24924707499075,0.0,0.0, +1833-260619-2,False,1833,11.0,2,,True,,2,148,0.2957682909224409,0.6904890708387247,10.328196365130044,1.0,1.0, +1833-260619-2,False,1833,11.0,2,,True,,3,146,0.2609621050087663,0.5765176700786351,10.532449316186407,1.0,1.0, +1833-260619-2,False,1833,11.0,2,,True,,5,154,0.2056143819355804,0.2607527502238413,38.26533143075924,0.0,0.0, +1833-260619-2,False,1833,11.0,2,,True,,5,115,0.2763688601712623,0.6110544581877532,10.870925635079809,1.0,1.0, +1833-260619-2,False,1833,11.0,2,,True,,6,160,0.27997447221456023,0.5816981882950029,4.68497911737281,1.0,1.0, +1833-260619-2,False,1833,11.0,2,,True,,6,140,0.26768676150125326,0.5765176700786351,6.150931726097337,1.0,1.0, +1833-260619-2,False,1833,11.0,2,,True,,6,144,0.29772213899308286,0.6006934217550178,5.214869630399033,1.0,1.0, +1833-260619-2,False,1833,11.0,2,,True,,6,156,0.270195390732464,0.5824382623259124,4.506403680163532,1.0,1.0, +1833-260619-2,False,1833,11.0,2,,True,,6,170,0.3291836412287889,0.6626129490077937,1.4356064559961526,1.0,1.0, +1849-280219-3,True,1849,,3,,False,baseline ii,0,153,0.7271354733371785,,10.311516483965868,,, +1849-280219-3,True,1849,,3,,False,baseline ii,0,160,0.3013717936858479,0.8303630626806529,8.774711816322156,1.0,,1.0 +1849-280219-3,True,1849,,3,,False,baseline ii,1,180,0.2711758177487921,0.5767643614222717,5.023727531475656,1.0,,1.0 +1849-280219-3,True,1849,,3,,False,baseline ii,1,182,0.24987777286720417,0.5474080915295214,1.787745024260028,1.0,,1.0 +1849-280219-3,True,1849,,3,,False,baseline ii,2,141,0.3494660817784509,0.3880454835403051,0.9594778341212077,0.0,,0.0 +1849-280219-3,True,1849,,3,,False,baseline ii,3,166,0.30051451609780333,0.6801280344059892,8.340076558130498,1.0,,1.0 +1849-280219-3,True,1849,,3,,False,baseline ii,3,170,0.28590069716715183,0.5918125333841018,11.13322314190557,1.0,,1.0 +1849-280219-3,True,1849,,3,,False,baseline ii,4,133,0.25513206222253176,0.257052380069293,6.658940182106159,0.0,,0.0 +1849-280219-3,True,1849,,3,,False,baseline ii,4,151,0.20985371698399613,0.26815349053293813,14.219953541591233,0.0,,0.0 +1849-280219-3,True,1849,,3,,False,baseline ii,5,129,0.24716189202687702,0.3046638093911486,17.493659108951796,0.0,,0.0 +1849-280219-3,True,1849,,3,,False,baseline ii,5,137,0.21720174762218175,0.27851452696567347,19.22727974256909,0.0,,0.0 +1849-280219-3,True,1849,,3,,False,baseline ii,6,127,0.2801002628107406,0.6497849991386927,0.5560051038753665,1.0,,1.0 +1849-280219-3,True,1849,,3,,False,baseline ii,6,131,0.19482125576571532,0.17342401457649997,12.824200316228586,0.0,,0.0 +1849-280219-3,True,1849,,3,,False,baseline ii,6,135,0.2793968715784169,0.6433710242041423,5.156578308507823,1.0,,1.0 +1849-280219-3,True,1849,,3,,False,baseline ii,6,139,0.24091910104193137,0.3118178583566088,24.346134990931976,0.0,,0.0 +1849-280219-3,True,1849,,3,,False,baseline ii,7,158,0.24458450002812948,0.37521753367120414,22.423899056590002,0.0,,0.0 +1849-280219-3,True,1849,,3,,False,baseline ii,7,149,0.26152403081113973,0.775104201706064,12.912767500916697,1.0,,1.0 +1849-280219-3,True,1849,,3,,False,baseline ii,7,164,0.26546729707576505,0.6046404832532026,12.779916723884531,1.0,,1.0 +1833-200619-4,False,1833,30.0,4,,True,,0,1,0.19388878008556473,0.2553255406638371,34.057357110581385,0.0,0.0, +1833-200619-4,False,1833,30.0,4,,True,,0,78,0.21104342900747403,0.26371304634748005,2.5713343645680085,0.0,0.0, +1833-200619-4,False,1833,30.0,4,,True,,0,90,0.28435214581114615,0.6384371973314111,7.236756299239538,1.0,1.0, +1833-200619-4,False,1833,30.0,4,,True,,0,92,0.19933410538330562,0.2627262809729338,23.39178330438321,0.0,0.0, +1833-200619-4,False,1833,30.0,4,,True,,0,96,0.26710762529221493,0.6103143841568436,0.40922797562725893,1.0,1.0, +1833-200619-4,False,1833,30.0,4,,True,,1,70,0.2816432787575666,0.6418908761423229,19.90609760462623,1.0,1.0, +1833-200619-4,False,1833,30.0,4,,True,,1,76,0.28393012831701425,0.6655732451314323,17.816470284938266,1.0,1.0, +1833-200619-4,False,1833,30.0,4,,True,,2,115,0.20935168168288454,0.2605060588802048,16.248692263870346,0.0,0.0, +1833-200619-4,False,1833,30.0,4,,True,,2,117,0.18921837026001334,0.25113178782201556,40.45001101867696,0.0,0.0, +1833-200619-4,False,1833,30.0,4,,True,,3,102,0.1944913936362701,0.25063840513474256,44.91806687246014,0.0,0.0, +1833-200619-4,False,1833,30.0,4,,True,,3,74,0.2522285677120839,0.6068607053459317,17.00581977191097,1.0,1.0, +1833-200619-4,False,1833,30.0,4,,True,,4,124,0.49122546524506533,1.0267293722153528,2.938189961247486,1.0,1.0, +1833-200619-4,False,1833,30.0,4,,True,,5,94,0.21858477986267463,0.2777744529347639,29.503441436298758,0.0,0.0, +1833-200619-4,False,1833,30.0,4,,True,,6,101,0.29902894666102614,0.6821015651550819,22.430599339830902,1.0,1.0, +1833-200619-4,False,1833,30.0,4,,True,,6,109,0.3288905191643496,0.7087442302678298,5.1370934161165716,1.0,1.0, +1833-200619-4,False,1833,30.0,4,,True,,6,121,0.2673363876120504,0.6241290994004909,4.198210703642043,1.0,1.0, +1833-200619-4,False,1833,30.0,4,,True,,6,80,0.333305194803846,0.7950862005406251,7.932555364066267,1.0,1.0, +1833-200619-4,False,1833,30.0,4,,True,,6,89,0.2813516996725707,0.5987198910059254,14.298447769668504,1.0,1.0, +1833-200619-4,False,1833,30.0,4,,True,,7,68,0.2717037255929088,0.6152482110295745,17.097254905429867,1.0,1.0, +1849-220319-3,False,1849,11.0,3,,True,,0,0,0.2958148465920127,0.6830883305296279,16.57072267330224,1.0,1.0, +1849-220319-3,False,1849,11.0,3,,True,,1,59,0.25909459133036744,0.5728172999240868,11.412562655372794,1.0,1.0, +1849-220319-3,False,1849,11.0,3,,True,,1,63,0.26783406965207446,0.586632015167734,8.537152707547055,1.0,1.0, +1849-220319-3,False,1849,11.0,3,,True,,1,67,0.190114969038395,0.2535987012583812,24.63042193226361,0.0,0.0, +1849-220319-3,False,1849,11.0,3,,True,,2,61,0.2902400883648746,0.6164816677477574,20.549501411516296,1.0,1.0, +1849-220319-3,False,1849,11.0,3,,True,,2,65,0.272526498281961,0.6532386779496044,1.3302185632238037,1.0,1.0, +1849-220319-3,False,1849,11.0,3,,True,,3,53,0.26510466927602805,0.6460846289841444,15.109857644047526,1.0,1.0, +1849-220319-3,False,1849,11.0,3,,True,,3,55,0.33521933994119724,0.6194419638713959,13.770137519657839,1.0,1.0, +1849-220319-3,False,1849,11.0,3,,True,,4,69,0.2793895756976003,0.690982453525998,13.47202603807822,1.0,1.0, +1849-220319-3,False,1849,11.0,3,,True,,4,71,0.21902093652727223,0.27086709531294023,33.55001247673751,0.0,0.0, +1849-220319-3,False,1849,11.0,3,,True,,5,28,0.3046411548352203,0.6421375674859594,11.488575144699869,1.0,1.0, +1849-220319-3,False,1849,11.0,3,,True,,5,73,0.27253363942027653,0.7195986493878384,17.489998716101546,1.0,1.0, +1849-220319-3,False,1849,11.0,3,,True,,5,75,0.3278604727435067,1.0538654200153743,21.72531960579448,1.0,1.0, +1839-290519-1,False,1839,,1,,False,,0,120,0.26149871605769254,0.7963196572588079,3.6529718404605163,1.0,,1.0 +1839-290519-1,False,1839,,1,,False,,1,110,0.47972356673262856,0.7413074876278555,3.9020570355113016,1.0,,1.0 +1839-290519-1,False,1839,,1,,False,,4,122,0.29432459090697327,0.7173784272951094,0.9971738410561546,1.0,,1.0 +1839-290519-1,False,1839,,1,,False,,4,127,0.23734126609212491,0.2893689460856821,20.614090807798284,0.0,,0.0 +1839-290519-1,False,1839,,1,,False,,5,133,0.2729546212487909,0.5656632509586265,18.493950936881063,1.0,,1.0 +1839-290519-1,False,1839,,1,,False,,5,137,0.24104568888419525,0.5387738945022418,9.336946040565898,1.0,,1.0 +1839-290519-1,False,1839,,1,,False,,6,116,0.23979268359350098,0.29528953833295946,18.19238290809048,0.0,,0.0 +1839-290519-1,False,1839,,1,,False,,6,131,0.2690171121672314,0.5612228067731686,11.956922423290717,1.0,,1.0 +1839-290519-1,False,1839,,1,,False,,7,114,0.26251080700910545,0.5923059160713747,1.8443967285700302,1.0,,1.0 +1839-290519-1,False,1839,,1,,False,,7,129,0.27568313164332325,0.5895923112913728,8.781294451606454,1.0,,1.0 +1839-290519-1,False,1839,,1,,False,,7,139,0.27183777703488776,0.5661566336458997,2.8524003607153494,1.0,,1.0 +1839-290519-1,False,1839,,1,,False,,7,87,0.2530310452336515,0.591072459353192,4.446045772528569,1.0,,1.0 +1834-110319-3,False,1834,,3,,False,,0,101,0.27847922807685516,0.6100676928132068,31.364887626429525,1.0,,1.0 +1834-110319-3,False,1834,,3,,False,,2,47,0.24936914097167504,0.569857003800448,16.866593646835952,1.0,,1.0 +1834-110319-3,False,1834,,3,,False,,3,41,0.26891570706688234,0.6399173453932303,23.7981756743045,1.0,,1.0 +1834-110319-3,False,1834,,3,,False,,6,70,0.2794848846052762,0.7262593156660256,13.688750137803451,1.0,,1.0 +1834-110319-3,False,1834,,3,,False,,6,83,0.23011305940476143,0.3007167478929637,33.80010080905022,0.0,,0.0 +1834-110319-3,False,1834,,3,,False,,7,27,0.3695134922470905,0.8345568155224744,19.057188568319525,1.0,,1.0 +1834-110319-3,False,1834,,3,,False,,7,28,0.3180765541121618,0.7926192871042594,2.484575611998142,1.0,,1.0 +1834-110319-3,False,1834,,3,,False,,7,29,0.30150576915242594,0.8306097540242894,23.916645504810372,1.0,,1.0 +1834-110319-3,False,1834,,3,,False,,7,30,0.28028706838011264,0.7709104488642425,6.557524507075008,1.0,,1.0 +1833-290519-3,False,1833,,3,,False,,0,107,0.19755298403685118,0.26642665112748226,25.085734808720957,0.0,,0.0 +1833-290519-3,False,1833,,3,,False,,0,137,0.2140237565117078,0.2814748230893122,33.269425737198254,0.0,,0.0 +1833-290519-3,False,1833,,3,,False,,1,119,0.23554415062751857,0.3066373401402411,15.640762068711844,0.0,,0.0 +1833-290519-3,False,1833,,3,,False,,1,72,0.20603537569333535,0.2627262809729338,27.194016701771563,0.0,,0.0 +1833-290519-3,False,1833,,3,,False,,3,102,0.19466590397580258,0.2711137866565768,20.673959736226173,0.0,,0.0 +1833-290519-3,False,1833,,3,,False,,3,153,0.23301472839592596,0.4208554322439672,0.7266197882427496,0.0,,0.0 +1833-290519-3,False,1833,,3,,False,,3,68,0.24194550293282688,0.4151815313403265,1.422873376379832,0.0,,0.0 +1833-290519-3,False,1833,,3,,False,,3,99,0.23921077756786607,0.3702837067984729,1.641943819999288,0.0,,0.0 +1833-290519-3,False,1833,,3,,False,,4,135,0.2934507822128588,0.5871253978550071,1.001000096340385,1.0,,1.0 +1833-290519-3,False,1833,,3,,False,,4,145,0.296995258579021,0.6122879149059359,0.2277465007925036,1.0,,1.0 +1833-290519-3,False,1833,,3,,False,,4,76,0.24963598498166747,0.3352535360020818,15.209128224352717,0.0,,0.0 +1833-290519-3,False,1833,,3,,False,,5,109,0.32552458644442533,0.6796346517187161,4.785930038082469,1.0,,1.0 +1833-290519-3,False,1833,,3,,False,,5,117,0.2092743956788256,0.26593326844020915,10.797353151857934,0.0,,0.0 +1833-290519-3,False,1833,,3,,False,,5,139,0.2883222119373435,0.6771677382823507,0.535746530435699,1.0,,1.0 +1833-290519-3,False,1833,,3,,False,,5,143,0.33373078662877087,0.569857003800448,13.361128046493546,1.0,,1.0 +1833-290519-3,False,1833,,3,,False,,6,125,0.23581575737163285,0.29775645176932497,23.077227573160403,0.0,,0.0 +1833-290519-3,False,1833,,3,,False,,6,141,0.2891159577271264,0.6113011495313897,5.0668173890598895,1.0,,1.0 +1833-290519-3,False,1833,,3,,False,,6,147,0.2663843913720412,0.5673900903640825,1.6668874843718002,1.0,,1.0 +1833-290519-3,False,1833,,3,,False,,6,149,0.30917521007073334,0.6100676928132069,6.586211901489878,1.0,,1.0 +1833-290519-3,False,1833,,3,,False,,6,151,0.2685216625590626,0.5723239172368135,0.2743803080976353,1.0,,1.0 +1833-290519-3,False,1833,,3,,False,,6,155,0.2575809412807363,0.5982265083186521,2.454239672825884,1.0,,1.0 +1833-290519-3,False,1833,,3,,False,,7,103,0.2617379899541138,0.6016801871295638,8.135972614025533,1.0,,1.0 +1833-290519-3,False,1833,,3,,False,,7,113,0.2672915420592501,0.6115478408750263,0.3665634155612677,1.0,,1.0 +1833-290519-3,False,1833,,3,,False,,7,129,0.28075049226818755,0.6586658875096089,0.5249014589693892,1.0,,1.0 +1833-290519-3,False,1833,,3,,False,,7,82,0.26152225092040415,0.6127812975932091,6.1632541143038,1.0,,1.0 +1833-050619-3,True,1833,,3,,False,baseline ii,1,125,0.2493179307494632,0.3155182285111572,21.422099847000275,0.0,,0.0 +1833-050619-3,True,1833,,3,,False,baseline ii,2,133,0.2569614990666618,0.5920592247277381,3.33999044163888,1.0,,1.0 +1833-050619-3,True,1833,,3,,False,baseline ii,2,111,0.17582420846424351,0.23534354182927594,56.25941210286707,0.0,,0.0 +1833-050619-3,True,1833,,3,,False,baseline ii,3,147,0.17716721578453526,0.24545788691837478,39.01764714426807,0.0,,0.0 +1833-050619-3,True,1833,,3,,False,baseline ii,4,123,0.29810195398222855,0.6068607053459317,8.449783716013837,1.0,,1.0 +1833-050619-3,True,1833,,3,,False,baseline ii,4,145,0.26408297459915786,0.6137680629677553,3.1920613025481503,1.0,,1.0 +1833-050619-3,True,1833,,3,,False,baseline ii,5,127,0.21761269736677122,0.2750608481547617,25.634515753517615,0.0,,0.0 +1833-050619-3,True,1833,,3,,False,baseline ii,6,149,0.26609200683774015,0.6004467304113813,1.8410939841051028,1.0,,1.0 +1833-050619-3,True,1833,,3,,False,baseline ii,6,129,0.29231890048680337,0.6014334957859274,10.100173870206794,1.0,,1.0 +1833-050619-3,True,1833,,3,,False,baseline ii,6,109,0.26816111563472317,0.7260126243223889,13.16480223968281,1.0,,1.0 +1833-050619-3,True,1833,,3,,False,baseline ii,6,117,0.29326758506636963,0.6113011495313897,8.135211510598008,1.0,,1.0 +1833-050619-3,True,1833,,3,,False,baseline ii,6,143,0.26270933380668954,0.6002000390677447,2.3160712801012404,1.0,,1.0 +1833-050619-3,True,1833,,3,,False,baseline ii,7,105,0.3277525168336045,0.6616261836332475,10.04224980971946,1.0,,1.0 +1834-150319-2,False,1834,11.0,2,,True,,0,2,0.29561777756299845,0.674207442158712,16.104498028742984,1.0,1.0, +1834-150319-2,False,1834,11.0,2,,True,,3,46,0.2744938446890684,0.5846584844186414,12.093637659414494,1.0,1.0, +1834-150319-2,False,1834,11.0,2,,True,,3,13,0.29959124740893606,0.6305430743350412,15.862492061260665,1.0,1.0, +1834-150319-2,False,1834,11.0,2,,True,,4,54,0.24591846689342023,0.35918259633482785,9.249512481938824,0.0,0.0, +1834-150319-2,False,1834,11.0,2,,True,,5,48,0.28275880122944813,0.7422942530024017,39.5169102039818,1.0,1.0, +1834-150319-2,False,1834,11.0,2,,True,,6,27,0.2947516421453075,0.7228056368551139,23.886433038151427,1.0,1.0, +1834-150319-2,False,1834,11.0,2,,True,,6,26,0.2001402383868074,0.27111378665657676,35.55600519491342,0.0,0.0, +1834-150319-2,False,1834,11.0,2,,True,,6,28,0.28132300942534083,0.8140814340006401,17.8118612305219,1.0,1.0, +1834-150319-2,False,1834,11.0,2,,True,,7,29,0.39560367160491,0.7711571402078791,15.461739060062884,1.0,1.0, +1834-150319-2,False,1834,11.0,2,,True,,7,30,0.412356199260887,0.7536420548096835,17.29121536469985,1.0,1.0, +1834-150319-2,False,1834,11.0,2,,True,,7,31,0.2784739144989072,0.6367103579259551,0.693824448057101,1.0,1.0, +1834-150319-2,False,1834,11.0,2,,True,,7,32,0.3242003190048217,0.7640030912424187,24.061831858620263,1.0,1.0, +1834-150319-2,False,1834,11.0,2,,True,,7,37,0.3721154840706312,0.7615361778060532,4.454908016085034,1.0,1.0, +1834-150319-2,False,1834,11.0,2,,True,,7,42,0.3301842229453006,0.7647431652733284,0.4396071702889792,1.0,1.0, +1849-110319-3,False,1849,,3,,False,,1,177,0.2633384685633264,0.601680187129564,2.341418954736795,1.0,,1.0 +1849-110319-3,False,1849,,3,,False,,4,104,0.27983250473787863,0.6833350218732644,9.458235572648341,1.0,,1.0 +1849-110319-3,False,1849,,3,,False,,4,163,0.2440810754687319,0.30885756223297006,7.071108097565293,0.0,,0.0 +1849-110319-3,False,1849,,3,,False,,5,165,0.2966405456875798,0.7057839341441913,12.31044724225451,1.0,,1.0 +1839-290519-2,False,1839,11.0,2,,True,,0,107,0.2921855058794013,0.3697903241111998,25.243909919850868,0.0,0.0, +1839-290519-2,False,1839,11.0,2,,True,,0,117,0.2510472859930529,0.6468247030150541,2.655653677861392,1.0,1.0, +1839-290519-2,False,1839,11.0,2,,True,,4,119,0.24532667754709284,0.3086108708893335,9.340387813017806,0.0,0.0, +1839-290519-2,False,1839,11.0,2,,True,,4,39,0.22828727927923806,0.2770343789038542,33.77109879389967,0.0,0.0, +1839-290519-2,False,1839,11.0,2,,True,,5,125,0.2518347137371889,0.5651698682713535,21.757685897114595,1.0,1.0, +1839-290519-2,False,1839,11.0,2,,True,,5,146,0.44595905994706064,0.8838950842497859,1.430969561496858,1.0,1.0, +1839-290519-2,False,1839,11.0,2,,True,,5,148,0.6889535751688693,1.1703037342118292,2.8586819843863633,1.0,1.0, +1839-290519-2,False,1839,11.0,2,,True,,5,95,0.2733272040652852,0.5740507566422697,9.333873535803102,1.0,1.0, +1839-290519-2,False,1839,11.0,2,,True,,6,113,0.21932178348356532,0.26914025590748436,21.811971540570468,0.0,0.0, +1839-290519-2,False,1839,11.0,2,,True,,6,115,0.2712927554339632,0.5646764855840803,12.803811865502615,1.0,1.0, +1839-290519-2,False,1839,11.0,2,,True,,7,109,0.2732000839826453,0.6048871745968393,10.122101078782404,1.0,1.0, +1839-290519-2,False,1839,11.0,2,,True,,7,111,0.25974843748483,0.5979798169750156,3.03348175631428,1.0,1.0, +1839-290519-2,False,1839,11.0,2,,True,,7,135,0.2834406473839953,0.558755893336803,0.7274276223087214,1.0,1.0, +1839-290519-2,False,1839,11.0,2,,True,,7,142,0.2681719551332561,0.6058739399713855,1.4211981456748004,1.0,1.0, +1839-290519-2,False,1839,11.0,2,,True,,7,144,0.28213675908601293,0.5779978181404544,8.007132409741523,1.0,1.0, +1839-060619-4,True,1839,,4,,False,baseline ii,4,230,0.26205371315607284,0.3125579323875184,5.416404453673502,0.0,,0.0 +1839-060619-4,True,1839,,4,,False,baseline ii,5,228,0.26609043762340057,0.5619628808040782,8.331037576947653,1.0,,1.0 +1839-060619-4,True,1839,,4,,False,baseline ii,7,227,0.2740523606501473,0.5777511267968177,1.427902832870088,1.0,,1.0 +1839-060619-4,True,1839,,4,,False,baseline ii,7,200,0.2546700841573384,0.5767643614222716,3.2954072120395064,1.0,,1.0 +1834-010319-5,False,1834,30.0,5,ms,True,stim-ms,3,11,0.25937431857324234,0.5390205858458784,11.10136778708109,1.0,1.0, +1834-010319-5,False,1834,30.0,5,ms,True,stim-ms,3,28,0.27211474107401595,0.6858019353096301,15.379331509080107,1.0,1.0, +1834-010319-5,False,1834,30.0,5,ms,True,stim-ms,5,14,0.28990849646502637,1.0042804599444262,27.73075976138448,1.0,1.0, +1834-010319-5,False,1834,30.0,5,ms,True,stim-ms,5,15,0.3247224968545732,0.7807781026097047,18.207074026711325,1.0,1.0, +1834-010319-5,False,1834,30.0,5,ms,True,stim-ms,6,20,0.32145878727738086,0.7084975389241933,18.95767679850325,1.0,1.0, +1834-010319-5,False,1834,30.0,5,ms,True,stim-ms,6,33,0.28007382471028114,0.6359702838950455,0.7175573667444828,1.0,1.0, +1834-010319-5,False,1834,30.0,5,ms,True,stim-ms,6,35,0.2577582867164461,0.7215721801369309,24.79727194760144,1.0,1.0, +1834-010319-5,False,1834,30.0,5,ms,True,stim-ms,7,19,0.23045354915436195,0.2856685759311337,22.792832092866526,0.0,0.0, +1834-010319-5,False,1834,30.0,5,ms,True,stim-ms,7,21,0.6797512682020711,1.1184985520481523,3.0600045073932485,1.0,1.0, +1834-010319-5,False,1834,30.0,5,ms,True,stim-ms,7,23,0.28277545471356713,0.6973964284605484,13.75538588960575,1.0,1.0, +1834-010319-5,False,1834,30.0,5,ms,True,stim-ms,7,39,0.3178785467322504,0.6362169752386819,10.452733693721274,1.0,1.0, +1833-290519-1,True,1833,,1,,False,baseline,0,134,0.21671455922243563,0.28665534130567993,30.896461741877925,0.0,,0.0 +1833-290519-1,True,1833,,1,,False,baseline,0,114,0.21072435978727802,0.280488057714766,0.4709691976218004,0.0,,0.0 +1833-290519-1,True,1833,,1,,False,baseline,0,116,0.201777069208132,0.2730873174056692,15.569557830513665,0.0,,0.0 +1833-290519-1,True,1833,,1,,False,baseline,0,132,0.22144261672885818,0.2923292422093207,0.8724511365780893,0.0,,0.0 +1833-290519-1,True,1833,,1,,False,baseline,1,124,0.2705930999487673,0.5407474252513342,8.99473959392455,1.0,,1.0 +1833-290519-1,True,1833,,1,,False,baseline,1,136,0.2653304717234581,0.5264393273204139,1.7901241399067496,1.0,,1.0 +1833-290519-1,True,1833,,1,,False,baseline,1,95,0.2677794693850545,0.41148116118577804,12.287112087838072,0.0,,0.0 +1833-290519-1,True,1833,,1,,False,baseline,3,101,0.2215626346510966,0.3036770440166024,12.496676836194377,0.0,,0.0 +1833-290519-1,True,1833,,1,,False,baseline,3,156,0.24954901829637646,0.46649333081673044,1.6533555672952667,0.0,,0.0 +1833-290519-1,True,1833,,1,,False,baseline,4,109,0.30348612155343196,0.567143399020446,0.49523458953674093,1.0,,1.0 +1833-290519-1,True,1833,,1,,False,baseline,4,112,0.2964838132664825,0.5851518671059146,4.406374577281247,1.0,,1.0 +1833-290519-1,True,1833,,1,,False,baseline,4,86,0.2534188417484864,0.31280462373115503,8.394722630209655,0.0,,0.0 +1833-290519-1,True,1833,,1,,False,baseline,4,90,0.26170080070107615,0.6268427041804928,0.9926751237930219,1.0,,1.0 +1833-290519-1,True,1833,,1,,False,baseline,5,104,0.3453798901616028,0.7252725502914793,4.614836353277782,1.0,,1.0 +1833-290519-1,True,1833,,1,,False,baseline,5,120,0.22925748675982532,0.28714872399295305,12.758081285459872,0.0,,0.0 +1833-290519-1,True,1833,,1,,False,baseline,5,126,0.324650557304839,0.6529919866059678,0.3496422380470977,1.0,,1.0 +1833-290519-1,True,1833,,1,,False,baseline,5,148,0.2578916520104216,0.6108077668441165,1.4790859344516027,1.0,,1.0 +1833-290519-1,True,1833,,1,,False,baseline,5,152,0.31870723998713396,0.6224022599950348,1.81218358710215,1.0,,1.0 +1833-290519-1,True,1833,,1,,False,baseline,6,102,0.24312089336667614,0.2896156374293186,9.569388193364732,0.0,,0.0 +1833-290519-1,True,1833,,1,,False,baseline,6,128,0.26607326162488937,0.5816981882950029,4.570717458886981,1.0,,1.0 +1833-290519-1,True,1833,,1,,False,baseline,6,138,0.2845402600683815,0.6288162349295855,10.531180091084194,1.0,,1.0 +1833-290519-1,True,1833,,1,,False,baseline,6,142,0.2774786450215773,0.5967463602568328,8.716790559262503,1.0,,1.0 +1833-290519-1,True,1833,,1,,False,baseline,7,94,0.26948771861699117,0.6036537178786565,3.9133459324640465,1.0,,1.0 +1833-290519-1,True,1833,,1,,False,baseline,7,110,0.273843824666986,0.5501216963095235,2.70669417087564,1.0,,1.0 +1833-290519-1,True,1833,,1,,False,baseline,7,122,0.2706903683932339,0.5306330801622353,0.2779490346620461,1.0,,1.0 +1833-290519-1,True,1833,,1,,False,baseline,7,88,0.2817038509275373,0.6941894409932731,4.319239760859415,1.0,,1.0 +1849-150319-3,False,1849,,3,,False,,0,6,0.27482519800854255,0.6470713943586905,16.272455823087157,1.0,,1.0 +1849-150319-3,False,1849,,3,,False,,0,69,0.29789395057456153,0.7992799533824467,10.60138679867479,1.0,,1.0 +1849-150319-3,False,1849,,3,,False,,1,11,0.5950952865097219,0.7506817586860447,15.904815616218055,1.0,,1.0 +1849-150319-3,False,1849,,3,,False,,1,7,0.2802783848598781,0.5927992987586479,13.727422724344505,1.0,,1.0 +1849-150319-3,False,1849,,3,,False,,1,8,0.2614695917547121,0.5799713488895469,13.308356655205023,1.0,,1.0 +1849-150319-3,False,1849,,3,,False,,1,98,0.26329890097726266,0.5925526074150114,2.1051778512385484,1.0,,1.0 +1849-150319-3,False,1849,,3,,False,,2,76,0.2823273576582178,0.625115864775037,15.652062973995548,1.0,,1.0 +1849-150319-3,False,1849,,3,,False,,2,21,0.2511981619910691,0.5829316450131855,0.6368053583268374,1.0,,1.0 +1849-150319-3,False,1849,,3,,False,,2,25,0.22877221718340968,0.29134247683477454,16.99241789487248,0.0,,0.0 +1849-150319-3,False,1849,,3,,False,,3,60,0.2884492714115368,0.6335033704586798,17.736451646869472,1.0,,1.0 +1849-150319-3,False,1849,,3,,False,,4,74,0.22549405671767925,0.2701270212820306,35.518858319597584,0.0,,0.0 +1849-150319-3,False,1849,,3,,False,,4,97,0.5617129120440081,1.04769813642446,0.45626775673933195,1.0,,1.0 +1849-150319-3,False,1849,,3,,False,,5,38,0.31297456282511316,0.6885155400896322,6.958903915736573,1.0,,1.0 +1849-150319-3,False,1849,,3,,False,,5,64,0.3059460805816391,0.6391772713623207,6.140466788539882,1.0,,1.0 +1849-150319-3,False,1849,,3,,False,,5,78,0.2819430532647692,0.3051571920784218,37.09227087161475,0.0,,0.0 +1839-200619-1,True,1839,,1,,False,baseline i,3,153,0.5540528148464783,1.1036970714299585,3.4156145726298535,1.0,,1.0 +1839-200619-1,True,1839,,1,,False,baseline i,4,141,0.26149479646387186,0.8999300215861622,11.841776764318988,1.0,,1.0 +1839-200619-1,True,1839,,1,,False,baseline i,5,145,0.2984092106456419,0.6478114683896002,9.808704656558863,1.0,,1.0 +1839-200619-1,True,1839,,1,,False,baseline i,6,139,0.22101118673545556,0.2765409962165811,10.367064801791276,0.0,,0.0 +1839-200619-1,True,1839,,1,,False,baseline i,7,135,0.3052021047082767,0.6317765310532238,8.913725476401648,1.0,,1.0 +1834-110319-1,False,1834,,1,,False,,0,65,0.2750551208983456,0.599953347724108,27.213387180189223,1.0,,1.0 +1834-110319-1,False,1834,,1,,False,,0,0,0.28403083183035377,0.6125346062495725,1.0231758236743633,1.0,,1.0 +1834-110319-1,False,1834,,1,,False,,4,11,0.2117982120553984,0.2822148971202219,40.35662133795747,0.0,,0.0 +1834-110319-1,False,1834,,1,,False,,5,14,0.28191621549260526,0.6764276642514409,9.195510480362628,1.0,,1.0 +1834-110319-1,False,1834,,1,,False,,5,16,0.2796447625299265,0.657925813478699,32.380365671868816,1.0,,1.0 +1834-110319-1,False,1834,,1,,False,,5,28,0.29077312470773786,0.6320232223968607,9.037458930364151,1.0,,1.0 +1834-110319-1,False,1834,,1,,False,,6,20,0.3098226658758663,0.7297129944769374,15.270394116394389,1.0,,1.0 +1834-110319-1,False,1834,,1,,False,,6,44,0.25497042176277723,0.6581725048223357,21.068390450549117,1.0,,1.0 +1834-110319-1,False,1834,,1,,False,,7,23,0.3486310141778843,0.6645864797568862,3.013674667640169,1.0,,1.0 +1834-110319-1,False,1834,,1,,False,,7,24,0.2833934728403451,0.6759342815641678,0.2554968665388945,1.0,,1.0 +1834-110319-1,False,1834,,1,,False,,7,25,0.26428443062119483,0.6705070720041635,19.969159745672478,1.0,,1.0 +1834-110319-1,False,1834,,1,,False,,7,26,0.3100753929410082,0.6497849991386928,7.553200389400992,1.0,,1.0 +1834-110319-1,False,1834,,1,,False,,7,30,0.3031326277530577,0.6337500618023165,6.8520694533175135,1.0,,1.0 +1849-150319-2,False,1849,11.0,2,,True,,0,40,0.2934627793447075,0.7785578805169757,14.37874536531768,1.0,1.0, +1849-150319-2,False,1849,11.0,2,,True,,0,60,0.2774294339566335,0.6598993442277917,12.073027278006998,1.0,1.0, +1849-150319-2,False,1849,11.0,2,,True,,1,44,0.28727936415879385,0.6105610755004801,13.92523508913778,1.0,1.0, +1849-150319-2,False,1849,11.0,2,,True,,1,64,0.2681180336242954,0.6019268784732005,3.0735424162885323,1.0,1.0, +1849-150319-2,False,1849,11.0,2,,True,,1,48,0.2735236099912909,0.5969930516004694,11.858620191991255,1.0,1.0, +1849-150319-2,False,1849,11.0,2,,True,,2,9,0.2950303840396225,0.6359702838950455,12.381728579862129,1.0,1.0, +1849-150319-2,False,1849,11.0,2,,True,,2,62,0.26514420992202087,0.5841651017313685,3.194777836653456,1.0,1.0, +1849-150319-2,False,1849,11.0,2,,True,,2,34,0.27329702557574165,0.6164816677477574,10.438594203457656,1.0,1.0, +1849-150319-2,False,1849,11.0,2,,True,,2,36,0.23376527703425537,0.29282262489659383,21.02199738124008,0.0,0.0, +1849-150319-2,False,1849,11.0,2,,True,,3,32,0.3013286758908008,0.6737140594714388,17.12899332729975,1.0,1.0, +1849-150319-2,False,1849,11.0,2,,True,,3,38,0.3020884297966466,0.6330099877714068,5.20077502361752,1.0,1.0, +1849-150319-2,False,1849,11.0,2,,True,,4,17,0.21444505279491022,0.26692003381475526,25.844472991311495,0.0,0.0, +1849-150319-2,False,1849,11.0,2,,True,,4,46,0.25002268779138864,0.27604761352930796,15.628143725189535,0.0,0.0, +1849-150319-2,False,1849,11.0,2,,True,,5,18,0.3261993371135697,0.7077574648932836,11.995571314996075,1.0,1.0, +1849-150319-2,False,1849,11.0,2,,True,,5,19,0.3328556980440184,0.6801280344059892,16.226462975694204,1.0,1.0, +1849-150319-2,False,1849,11.0,2,,True,,5,22,0.26390365120120274,0.30565057476569485,18.940789331642222,0.0,0.0, +1849-150319-2,False,1849,11.0,2,,True,,5,67,0.4182068229124276,1.0462179883626408,7.86121897051446,1.0,1.0, +1849-280219-2,False,1849,11.0,2,ms,True,stim-ms,0,88,0.4376024910406936,0.998113176353512,14.92285297258924,1.0,1.0, +1849-280219-2,False,1849,11.0,2,ms,True,stim-ms,1,102,0.27214211619624834,0.5715838432059038,16.211675043517598,1.0,1.0, +1849-280219-2,False,1849,11.0,2,ms,True,stim-ms,1,110,0.24976562868753224,0.5479014742167942,2.2595943272768055,1.0,1.0, +1849-280219-2,False,1849,11.0,2,ms,True,stim-ms,1,78,0.3311314173404286,0.7151582052023805,14.648022470791963,1.0,1.0, +1849-280219-2,False,1849,11.0,2,ms,True,stim-ms,2,70,0.29289997506808924,0.6465780116714174,19.858720129867756,1.0,1.0, +1849-280219-2,False,1849,11.0,2,ms,True,stim-ms,2,72,0.2532251531411197,0.3350068446584452,24.533055035435957,0.0,0.0, +1849-280219-2,False,1849,11.0,2,ms,True,stim-ms,3,51,0.2830013775616056,0.6312831483659509,15.434835600937394,1.0,1.0, +1849-280219-2,False,1849,11.0,2,ms,True,stim-ms,3,76,0.287135430738118,0.6117945322186628,17.323187113286426,1.0,1.0, +1849-280219-2,False,1849,11.0,2,ms,True,stim-ms,3,96,0.2877093720713554,0.6051338659404758,6.226905603221368,1.0,1.0, +1849-280219-2,False,1849,11.0,2,ms,True,stim-ms,3,98,0.28936109150879724,0.6088342360950241,5.229536846698992,1.0,1.0, +1849-280219-2,False,1849,11.0,2,ms,True,stim-ms,4,80,0.23335791835143826,0.2841884278693143,1.1469740700007325,0.0,0.0, +1849-280219-2,False,1849,11.0,2,ms,True,stim-ms,4,86,0.21867017760514362,0.2839417365256778,0.8167341928411013,0.0,0.0, +1849-280219-2,False,1849,11.0,2,ms,True,stim-ms,5,64,0.25932975722931967,0.2992365998311443,21.055562637694607,0.0,0.0, +1849-280219-2,False,1849,11.0,2,ms,True,stim-ms,6,38,0.24133685764663615,0.315024845823884,29.8578960077582,0.0,0.0, +1849-280219-2,False,1849,11.0,2,ms,True,stim-ms,6,90,0.248474517071907,0.34462780706027096,22.165966519956186,0.0,0.0, +1849-280219-2,False,1849,11.0,2,ms,True,stim-ms,6,94,0.26467978974315753,0.46353303469309165,7.141160296700213,0.0,0.0, +1849-280219-2,False,1849,11.0,2,ms,True,stim-ms,7,42,0.25295349028487546,0.3762042990457503,9.840705064354111,0.0,0.0, +1849-280219-2,False,1849,11.0,2,ms,True,stim-ms,7,43,0.2633452956229428,0.8340634328352012,14.745542971429707,1.0,1.0, +1849-280219-2,False,1849,11.0,2,ms,True,stim-ms,7,61,0.30868451267928715,0.5565356712440738,0.144064375942121,1.0,1.0, +1849-280219-2,False,1849,11.0,2,ms,True,stim-ms,7,66,0.4410873167832027,1.1155382559245135,2.4590680785812804,1.0,1.0, +1849-280219-2,False,1849,11.0,2,ms,True,stim-ms,7,92,0.25875043994599745,0.6754408988768948,8.345760117077793,1.0,1.0, +1833-120619-3,True,1833,,3,,False,baseline ii,0,153,0.26402141207682345,0.6019268784732006,1.8717664612532527,1.0,,1.0 +1833-120619-3,True,1833,,3,,False,baseline ii,2,104,0.2414694557893002,0.3049105007347852,29.216968576585657,0.0,,0.0 +1833-120619-3,True,1833,,3,,False,baseline ii,4,147,0.2463151329837256,0.604887174596839,4.472340328682191,1.0,,1.0 +1833-120619-3,True,1833,,3,,False,baseline ii,4,100,0.31165626759521864,0.6821015651550818,1.7909260493054378,1.0,,1.0 +1833-120619-3,True,1833,,3,,False,baseline ii,4,101,0.2888561399126965,0.6113011495313896,0.13805054963396082,1.0,,1.0 +1833-120619-3,True,1833,,3,,False,baseline ii,5,136,0.2070860369632475,0.26815349053293813,35.543663585486186,0.0,,0.0 +1833-120619-3,True,1833,,3,,False,baseline ii,6,118,0.2849094974324319,0.6228956426823078,15.827308960736806,1.0,,1.0 +1833-120619-3,True,1833,,3,,False,baseline ii,6,122,0.307295436216356,0.6653265537877958,0.5161349378206643,1.0,,1.0 +1833-120619-3,True,1833,,3,,False,baseline ii,6,141,0.28375694759761777,0.5829316450131856,6.285652953603946,1.0,,1.0 +1833-120619-3,True,1833,,3,,False,baseline ii,6,143,0.2984295384305351,0.6473180857023272,4.505920192106667,1.0,,1.0 +1833-120619-3,True,1833,,3,,False,baseline ii,6,145,0.2844310870778564,0.6130279889368456,3.956205390861526,1.0,,1.0 +1833-120619-3,True,1833,,3,,False,baseline ii,6,94,0.26356499078776174,0.6206754205895789,4.295735121042348,1.0,,1.0 +1833-120619-3,True,1833,,3,,False,baseline ii,7,120,0.2952671296254414,0.6367103579259551,2.159060848329333,1.0,,1.0 +1834-010319-1,True,1834,,1,,False,baseline i,0,2,0.27857960038402885,0.6251158647750368,30.0205373588604,1.0,,1.0 +1834-010319-1,True,1834,,1,,False,baseline i,0,39,0.2567612171639666,0.5876187805422801,1.2411904155767162,1.0,,1.0 +1834-010319-1,True,1834,,1,,False,baseline i,1,48,0.25632451241641285,0.5829316450131857,13.5783373098211,1.0,,1.0 +1834-010319-1,True,1834,,1,,False,baseline i,3,52,0.238540496326502,0.5661566336458996,0.520002716180502,1.0,,1.0 +1834-010319-1,True,1834,,1,,False,baseline i,3,7,0.247192745248981,0.49165584786765926,4.1050531547949145,1.0,,1.0 +1834-010319-1,True,1834,,1,,False,baseline i,3,8,0.2464505421631419,0.3221788947893442,18.27705107082631,0.0,,0.0 +1834-010319-1,True,1834,,1,,False,baseline i,4,13,0.28642882505632516,0.6302963829914047,15.824353269983394,1.0,,1.0 +1834-010319-1,True,1834,,1,,False,baseline i,4,62,0.27168984166433907,0.5631963375222611,8.689432280529996,1.0,,1.0 +1834-010319-1,True,1834,,1,,False,baseline i,5,16,0.33732089418117184,0.7743641276751542,23.27589324941562,1.0,,1.0 +1834-010319-1,True,1834,,1,,False,baseline i,5,18,0.2643222251758687,0.7795446458915221,29.490640299243058,1.0,,1.0 +1834-010319-1,True,1834,,1,,False,baseline i,6,21,0.2739372664330377,0.7136780571405611,23.900336257429416,1.0,,1.0 +1834-010319-1,True,1834,,1,,False,baseline i,6,22,0.29716592373889267,0.7033170207078256,28.127419647945334,1.0,,1.0 +1834-010319-1,True,1834,,1,,False,baseline i,7,24,0.29739447148921133,0.7215721801369309,18.792656301034885,1.0,,1.0 +1834-010319-1,True,1834,,1,,False,baseline i,7,25,0.25203285384982205,0.3266193389748023,20.737444472120103,0.0,,0.0 +1833-120619-1,True,1833,,1,,False,baseline i,0,139,0.2743774646839077,0.6327632964277703,1.895707658698907,1.0,,1.0 +1833-120619-1,True,1833,,1,,False,baseline i,1,114,0.27586623013354056,0.9009167869607085,21.16851349032019,1.0,,1.0 +1833-120619-1,True,1833,,1,,False,baseline i,2,120,0.23734651158253436,0.3012101305802369,19.420679022145233,0.0,,0.0 +1833-120619-1,True,1833,,1,,False,baseline i,4,137,0.24589268433944275,0.6046404832532026,3.080025373796116,1.0,,1.0 +1833-120619-1,True,1833,,1,,False,baseline i,5,133,0.21156247281467971,0.2733340087493058,10.444376700069874,0.0,,0.0 +1833-120619-1,True,1833,,1,,False,baseline i,6,127,0.29521757910740765,0.6473180857023272,16.96411899217982,1.0,,1.0 +1833-120619-1,True,1833,,1,,False,baseline i,6,129,0.27679933472611346,0.6115478408750262,12.300118631600146,1.0,,1.0 +1834-060319-3,True,1834,,3,,False,baseline ii,0,4,0.2935819705000602,0.6179618158095768,25.674725761204307,1.0,,1.0 +1834-060319-3,True,1834,,3,,False,baseline ii,3,13,0.2761904226221716,0.621168803276852,18.960595286816872,1.0,,1.0 +1834-060319-3,True,1834,,3,,False,baseline ii,4,19,0.2707173410997246,0.3443811157166344,18.33558070200601,0.0,,0.0 +1834-060319-3,True,1834,,3,,False,baseline ii,5,24,0.288067193950701,0.7252725502914793,20.808345827938943,1.0,,1.0 +1834-060319-3,True,1834,,3,,False,baseline ii,5,25,0.30091195522858893,0.6515118385441485,19.96635019730946,1.0,,1.0 +1834-060319-3,True,1834,,3,,False,baseline ii,5,26,0.27739354357219004,0.9749241900516756,23.936148073324308,1.0,,1.0 +1834-060319-3,True,1834,,3,,False,baseline ii,6,28,0.31818033542656254,0.7509284500296812,10.116229513543505,1.0,,1.0 +1834-060319-3,True,1834,,3,,False,baseline ii,6,30,0.28312894306043357,0.719845340731475,14.94576360883967,1.0,,1.0 +1834-060319-3,True,1834,,3,,False,baseline ii,6,32,0.24382674812435787,0.6305430743350412,44.30097918496733,1.0,,1.0 +1834-060319-3,True,1834,,3,,False,baseline ii,6,43,0.2911256252592297,0.7015901813023699,7.13171663803836,1.0,,1.0 +1834-060319-3,True,1834,,3,,False,baseline ii,7,33,0.2967484791272212,0.6507717645132389,6.827397309626084,1.0,,1.0 +1834-060319-3,True,1834,,3,,False,baseline ii,7,35,0.27883886261049534,0.7062773168314644,17.288885971547643,1.0,,1.0 +1834-060319-3,True,1834,,3,,False,baseline ii,7,37,0.25918545492564576,0.6798813430623527,9.110474603050918,1.0,,1.0 +1834-060319-3,True,1834,,3,,False,baseline ii,7,40,0.34548935169622974,0.657925813478699,7.692592171569506,1.0,,1.0 +1834-060319-3,True,1834,,3,,False,baseline ii,7,41,0.2804362601678749,0.6438644068914151,8.201610599810666,1.0,,1.0 +1849-060319-4,False,1849,30.0,4,ms,True,stim-ms,1,76,0.6431057892691775,0.8908024418716095,23.648705398416435,1.0,1.0, +1849-060319-4,False,1849,30.0,4,ms,True,stim-ms,2,72,0.2613348896236738,0.6216621859641253,15.185543850143622,1.0,1.0, +1849-060319-4,False,1849,30.0,4,ms,True,stim-ms,2,82,0.2740628737818031,0.6130279889368455,6.158528175961861,1.0,1.0, +1849-060319-4,False,1849,30.0,4,ms,True,stim-ms,3,68,0.27781722706771694,0.5927992987586479,18.822242472467174,1.0,1.0, +1849-060319-4,False,1849,30.0,4,ms,True,stim-ms,3,74,0.303382986399817,0.6744541335023484,18.480934187524188,1.0,1.0, +1849-060319-4,False,1849,30.0,4,ms,True,stim-ms,4,64,0.30722234009483596,1.0536187286717376,20.576930833929552,1.0,1.0, +1849-060319-4,False,1849,30.0,4,ms,True,stim-ms,4,80,0.17308217248226113,0.24397773885655552,32.60510556536861,0.0,0.0, +1849-060319-4,False,1849,30.0,4,ms,True,stim-ms,5,78,0.2813496779975738,0.3204520553838883,37.52037284131872,0.0,0.0, +1849-060319-4,False,1849,30.0,4,ms,True,stim-ms,6,62,0.2625925787788861,0.37497084232756756,9.544862727198707,0.0,0.0, +1849-060319-4,False,1849,30.0,4,ms,True,stim-ms,6,66,0.2800659176039786,0.7802847199224316,0.7403928939829061,1.0,1.0, +1849-060319-4,False,1849,30.0,4,ms,True,stim-ms,7,60,0.26830579199274845,0.8550321970443086,24.689749164088933,1.0,1.0, +1834-010319-3,False,1834,11.0,3,ms,True,stim-ms,0,1,0.28866876727721485,0.6236357167132175,19.17619749777395,1.0,1.0, +1834-010319-3,False,1834,11.0,3,ms,True,stim-ms,0,12,0.30858001785147493,0.721078797449658,13.027849946494605,1.0,1.0, +1834-010319-3,False,1834,11.0,3,ms,True,stim-ms,0,72,0.4175490534626067,0.5555489058695278,0.28913850646556905,1.0,1.0, +1834-010319-3,False,1834,11.0,3,ms,True,stim-ms,1,18,0.273931521626961,0.6088342360950241,2.366282949465347,1.0,1.0, +1834-010319-3,False,1834,11.0,3,ms,True,stim-ms,3,76,0.24316023944964438,0.5772577441095448,0.5716301507135388,1.0,1.0, +1834-010319-3,False,1834,11.0,3,ms,True,stim-ms,3,87,0.25908808929422467,0.6332566791150432,17.85014848536289,1.0,1.0, +1834-010319-3,False,1834,11.0,3,ms,True,stim-ms,4,34,0.2969539709287555,0.5918125333841018,2.111486564457374,1.0,1.0, +1834-010319-3,False,1834,11.0,3,ms,True,stim-ms,4,36,0.7187727122987713,1.0955562570899524,8.619872485856678,1.0,1.0, +1834-010319-3,False,1834,11.0,3,ms,True,stim-ms,4,66,0.27433564385510356,0.5816981882950027,5.462612932497016,1.0,1.0, +1834-010319-3,False,1834,11.0,3,ms,True,stim-ms,4,90,0.29421384642353,0.618948581184123,15.829502371212707,1.0,1.0, +1834-010319-3,False,1834,11.0,3,ms,True,stim-ms,5,41,0.27940037430261533,0.9142381195170823,18.96682133791957,1.0,1.0, +1834-010319-3,False,1834,11.0,3,ms,True,stim-ms,5,42,0.32267797274797066,0.7373604261296707,14.638606223892834,1.0,1.0, +1834-010319-3,False,1834,11.0,3,ms,True,stim-ms,6,53,0.27303368107405085,0.779051263204249,20.881117656588167,1.0,1.0, +1834-010319-3,False,1834,11.0,3,ms,True,stim-ms,6,55,0.3230366757438324,0.7186118840132922,23.72708249609026,1.0,1.0, +1834-010319-3,False,1834,11.0,3,ms,True,stim-ms,6,91,0.312245984677389,0.7018368726460062,0.5539051847999408,1.0,1.0, +1834-010319-3,False,1834,11.0,3,ms,True,stim-ms,7,57,0.305722548063777,0.6448511722659614,10.462161130501281,1.0,1.0, +1834-010319-3,False,1834,11.0,3,ms,True,stim-ms,7,58,0.3056711857622945,0.6275827782114024,12.274538895166687,1.0,1.0, +1834-010319-3,False,1834,11.0,3,ms,True,stim-ms,7,60,0.2673178708540195,0.7146648225151073,6.492876576224905,1.0,1.0, +1834-010319-3,False,1834,11.0,3,ms,True,stim-ms,7,61,0.27439118854150596,0.7077574648932838,11.77380860810754,1.0,1.0, +1834-010319-3,False,1834,11.0,3,ms,True,stim-ms,7,63,0.21616459434579527,0.2646998117220263,21.062798557202544,0.0,0.0, +1833-050619-2,False,1833,11.0,2,,True,,1,129,0.23447311460756082,0.29109578549113796,36.62856974078591,0.0,0.0, +1833-050619-2,False,1833,11.0,2,,True,,2,135,0.2516703647704749,0.5858919411368242,2.970295415014162,1.0,1.0, +1833-050619-2,False,1833,11.0,2,,True,,2,89,0.17679113724084433,0.2353435418292759,7.783435166942308,0.0,0.0, +1833-050619-2,False,1833,11.0,2,,True,,2,111,0.20628360368075147,0.2600126761929317,0.11089682735411585,0.0,0.0, +1833-050619-2,False,1833,11.0,2,,True,,3,143,0.178877163816231,0.24743141766746723,41.57978691500791,0.0,0.0, +1833-050619-2,False,1833,11.0,2,,True,,4,137,0.26773816884271523,0.6004467304113813,5.0664628967664695,1.0,1.0, +1833-050619-2,False,1833,11.0,2,,True,,4,97,0.30401757864879236,0.6214154946204885,3.0985878231297077,1.0,1.0, +1833-050619-2,False,1833,11.0,2,,True,,5,123,0.21748898665044786,0.27456746546748856,25.868315816043907,0.0,0.0, +1833-050619-2,False,1833,11.0,2,,True,,6,152,0.2546177949959433,0.5730639912677232,1.858065470080235,1.0,1.0, +1833-050619-2,False,1833,11.0,2,,True,,6,125,0.29535098434919727,0.5982265083186522,11.423460441271521,1.0,1.0, +1833-050619-2,False,1833,11.0,2,,True,,6,119,0.2969163403257933,0.6083408534077509,8.394454941187535,1.0,1.0, +1833-050619-2,False,1833,11.0,2,,True,,6,146,0.26576040593122824,0.5918125333841017,2.288606093925626,1.0,1.0, +1833-050619-2,False,1833,11.0,2,,True,,6,74,0.2685034744075331,0.6221555686513983,9.129418228357949,1.0,1.0, +1833-050619-2,False,1833,11.0,2,,True,,6,81,0.27590371797170515,0.9707304372098542,13.131489027284424,1.0,1.0, +1833-050619-2,False,1833,11.0,2,,True,,7,66,0.33019779822284745,0.6717405287223464,11.037495993127296,1.0,1.0, +1833-020719-3,True,1833,,3,,False,baseline ii,0,143,0.2468234169820167,0.5624562634913512,9.383569804886378,1.0,,1.0 +1833-020719-3,True,1833,,3,,False,baseline ii,0,141,0.2507438354019181,0.6270893955241293,6.713108672057412,1.0,,1.0 +1833-020719-3,True,1833,,3,,False,baseline ii,0,156,0.2693625191008528,0.6132746802804822,12.643182009939943,1.0,,1.0 +1833-020719-3,True,1833,,3,,False,baseline ii,0,162,0.1730788032899168,0.23534354182927594,40.27222492973838,0.0,,0.0 +1833-020719-3,True,1833,,3,,False,baseline ii,0,104,0.3050561293065598,0.5797246575459103,0.1928130781825968,1.0,,1.0 +1833-020719-3,True,1833,,3,,False,baseline ii,0,105,0.23169306200396098,0.26025936753656825,1.111888750852975,0.0,,0.0 +1833-020719-3,True,1833,,3,,False,baseline ii,0,112,0.3424812849934155,0.5380338204713321,0.04927445331333029,1.0,,1.0 +1833-020719-3,True,1833,,3,,False,baseline ii,0,116,0.2794222816114092,0.6172217417786671,16.66654824135013,1.0,,1.0 +1833-020719-3,True,1833,,3,,False,baseline ii,0,150,0.27155188359805915,0.6936960583059999,0.10711837676810933,1.0,,1.0 +1833-020719-3,True,1833,,3,,False,baseline ii,1,123,0.21102969760849957,0.2681534905329381,23.998801131127212,0.0,,0.0 +1833-020719-3,True,1833,,3,,False,baseline ii,1,139,0.26798650546306474,0.6848151699350837,20.678131451315824,1.0,,1.0 +1833-020719-3,True,1833,,3,,False,baseline ii,1,154,0.28992359522527716,0.6347368271768628,8.135640715537903,1.0,,1.0 +1833-020719-3,True,1833,,3,,False,baseline ii,1,166,0.26859218162954934,0.5767643614222716,12.16114931448345,1.0,,1.0 +1833-020719-3,True,1833,,3,,False,baseline ii,2,147,0.26667454438183297,0.6016801871295641,32.77393855597073,1.0,,1.0 +1833-020719-3,True,1833,,3,,False,baseline ii,2,168,0.20880561656198565,0.24989833110383286,0.43490060967852384,0.0,,0.0 +1833-020719-3,True,1833,,3,,False,baseline ii,3,17,0.19454713631752893,0.25409208394565436,44.77441030530202,0.0,,0.0 +1833-020719-3,True,1833,,3,,False,baseline ii,3,152,0.265395422387901,0.5925526074150114,2.930758788375471,1.0,,1.0 +1833-020719-3,True,1833,,3,,False,baseline ii,3,164,0.29459795115272747,0.571583843205904,3.594892724337749,1.0,,1.0 +1833-020719-3,True,1833,,3,,False,baseline ii,3,170,0.25432890451538087,0.5279194753822332,3.5241945956707967,1.0,,1.0 +1833-020719-3,True,1833,,3,,False,baseline ii,3,23,0.2652480939605408,0.5834250277004587,14.622729612614604,1.0,,1.0 +1833-020719-3,True,1833,,3,,False,baseline ii,4,45,0.21699697536012819,0.29232924220932066,5.321640957839671,0.0,,0.0 +1833-020719-3,True,1833,,3,,False,baseline ii,4,94,0.22925477885148013,0.308364179545697,3.9226749572481636,0.0,,0.0 +1833-020719-3,True,1833,,3,,False,baseline ii,4,95,0.2939820091075543,0.6566923567605163,0.5655850293356173,1.0,,1.0 +1833-020719-3,True,1833,,3,,False,baseline ii,5,117,0.271869759758589,0.5851518671059145,0.9008655486197994,1.0,,1.0 +1833-020719-3,True,1833,,3,,False,baseline ii,5,121,0.2081897416750918,0.2540920839456543,31.613846535572105,0.0,,0.0 +1833-020719-3,True,1833,,3,,False,baseline ii,5,135,0.2922474627387518,0.6031603351913832,6.999114738028263,1.0,,1.0 +1833-020719-3,True,1833,,3,,False,baseline ii,6,63,0.35339207044065307,0.9482815249389274,0.1424674411015854,1.0,,1.0 +1833-020719-3,True,1833,,3,,False,baseline ii,6,64,0.2869306547064901,0.6441110982350517,11.424174882318859,1.0,,1.0 +1833-020719-3,True,1833,,3,,False,baseline ii,6,96,0.21920358015527042,0.2649465030656628,23.422504264114785,0.0,,0.0 +1833-120619-2,False,1833,11.0,2,,True,,0,175,0.26850804745900325,0.6076007793768413,1.734136499430953,1.0,1.0, +1833-120619-2,False,1833,11.0,2,,True,,0,89,0.2309980852067787,0.30170351326750994,4.172429356938294,0.0,0.0, +1833-120619-2,False,1833,11.0,2,,True,,1,104,0.23290251969805684,0.30959763626387976,26.739092297126337,0.0,0.0, +1833-120619-2,False,1833,11.0,2,,True,,2,118,0.24947319775398907,0.5678834730513556,2.8583631896676343,1.0,1.0, +1833-120619-2,False,1833,11.0,2,,True,,2,142,0.22235934351299305,0.2812281317456756,36.11258477308775,0.0,0.0, +1833-120619-2,False,1833,11.0,2,,True,,3,143,0.18158335475662163,0.24397773885655546,2.167670624288691,0.0,0.0, +1833-120619-2,False,1833,11.0,2,,True,,3,69,0.23922674258192872,0.3431476589984516,13.830007858815797,0.0,0.0, +1833-120619-2,False,1833,11.0,2,,True,,4,170,0.2442915069068392,0.5957595948822864,2.3144259646908445,1.0,1.0, +1833-120619-2,False,1833,11.0,2,,True,,4,81,0.2697189334938523,0.34018736287481294,12.701742030769884,0.0,0.0, +1833-120619-2,False,1833,11.0,2,,True,,5,100,0.19973695602737424,0.2642064290347532,11.547894996598822,0.0,0.0, +1833-120619-2,False,1833,11.0,2,,True,,5,123,0.31064896927529373,0.622895642682308,2.7829659505619406,1.0,1.0, +1833-120619-2,False,1833,11.0,2,,True,,5,133,0.2148135674122848,0.2713604780002134,14.19353026164682,0.0,0.0, +1833-120619-2,False,1833,11.0,2,,True,,5,145,0.19868664753002568,0.2575457627565661,34.40806861759118,0.0,0.0, +1833-120619-2,False,1833,11.0,2,,True,,6,169,0.274706543703339,0.5779978181404544,3.8358345395021622,1.0,1.0, +1833-120619-2,False,1833,11.0,2,,True,,6,151,0.2803992681694068,0.6226489513386714,6.107176367561181,1.0,1.0, +1833-120619-2,False,1833,11.0,2,,True,,7,85,0.2803112642249683,0.5952662121950136,8.181946822237501,1.0,1.0, +1839-290519-3,False,1839,,3,,False,,0,111,0.31696300911207087,0.40358703818940816,3.6180295489459238,0.0,,0.0 +1839-290519-3,False,1839,,3,,False,,4,117,0.27102010612522676,0.6302963829914047,0.9865416261260087,1.0,,1.0 +1839-290519-3,False,1839,,3,,False,,4,72,0.2794633946911447,0.6727272940968927,0.5816973303075602,1.0,,1.0 +1839-290519-3,False,1839,,3,,False,,5,115,0.26671596836882516,0.591565842040465,13.383300115977237,1.0,,1.0 +1839-290519-3,False,1839,,3,,False,,5,119,0.27538284932806806,0.7134313657969245,0.6967583406980666,1.0,,1.0 +1839-290519-3,False,1839,,3,,False,,7,113,0.28142774573011353,0.5797246575459103,15.458659821909704,1.0,,1.0 +1849-150319-4,False,1849,30.0,4,,True,,0,70,0.3186707325569307,0.6764276642514409,2.4212510326923278,1.0,1.0, +1849-150319-4,False,1849,30.0,4,,True,,0,76,0.3140845250996175,0.9332333529770973,10.828169305167892,1.0,1.0, +1849-150319-4,False,1849,30.0,4,,True,,0,85,0.2812656087845713,0.6524986039186947,12.90950388618635,1.0,1.0, +1849-150319-4,False,1849,30.0,4,,True,,1,100,0.25950852016403486,0.580958114264093,3.4587806328784136,1.0,1.0, +1849-150319-4,False,1849,30.0,4,,True,,1,78,0.2748606106525667,0.5997066563804715,18.065774983885344,1.0,1.0, +1849-150319-4,False,1849,30.0,4,,True,,1,99,0.7243891051771161,0.5451878694367922,0.007321277420667945,1.0,1.0, +1849-150319-4,False,1849,30.0,4,,True,,2,81,0.2967203475800952,0.6391772713623207,11.329153860096454,1.0,1.0, +1849-150319-4,False,1849,30.0,4,,True,,2,90,0.25983062013195374,0.5819448796386395,3.570691587737195,1.0,1.0, +1849-150319-4,False,1849,30.0,4,,True,,2,62,0.23625002581309648,0.3056505747656948,16.22081307387702,0.0,0.0, +1849-150319-4,False,1849,30.0,4,,True,,2,87,0.25596067648449883,0.6248691734314004,3.4179906586775495,1.0,1.0, +1849-150319-4,False,1849,30.0,4,,True,,3,58,0.2858556185982232,0.6298030003041316,11.29673106009064,1.0,1.0, +1849-150319-4,False,1849,30.0,4,,True,,4,34,0.21295675685493462,0.2718538606874864,34.07322511578862,0.0,0.0, +1849-150319-4,False,1849,30.0,4,,True,,4,60,0.24697934460520818,0.5678834730513556,3.6543633296876856,1.0,1.0, +1849-150319-4,False,1849,30.0,4,,True,,5,64,0.32023454556680575,0.6803747257496259,20.04251988746569,1.0,1.0, +1849-150319-4,False,1849,30.0,4,,True,,5,37,0.2681049141031274,0.2972630690820519,25.44980621101616,0.0,0.0, +1834-060319-4,False,1834,30.0,4,ms,True,stim-ms,0,3,0.29975402200053,0.6335033704586799,21.95150334558495,1.0,1.0, +1834-060319-4,False,1834,30.0,4,ms,True,stim-ms,3,10,0.3573425456178324,0.7844784727642531,1.5251029107350929,1.0,1.0, +1834-060319-4,False,1834,30.0,4,ms,True,stim-ms,3,8,0.27075620981345877,0.6046404832532026,16.91502291092927,1.0,1.0, +1834-060319-4,False,1834,30.0,4,ms,True,stim-ms,4,13,0.2537484421306344,0.32365904285116354,20.062317511862698,0.0,0.0, +1834-060319-4,False,1834,30.0,4,ms,True,stim-ms,5,15,0.28859817171880753,0.6268427041804927,13.650412701477759,1.0,1.0, +1834-060319-4,False,1834,30.0,4,ms,True,stim-ms,5,16,0.3006615470806714,0.6702603806605268,8.379301049785912,1.0,1.0, +1834-060319-4,False,1834,30.0,4,ms,True,stim-ms,5,17,0.28292214728000864,0.7319332165696664,24.485250798521502,1.0,1.0, +1834-060319-4,False,1834,30.0,4,ms,True,stim-ms,6,19,0.2972650683792938,0.7033170207078256,15.735124549396817,1.0,1.0, +1834-060319-4,False,1834,30.0,4,ms,True,stim-ms,6,21,0.24457708565949252,0.30096343923660024,15.961665034811048,0.0,0.0, +1834-060319-4,False,1834,30.0,4,ms,True,stim-ms,6,22,0.24585811666907914,0.34610795512209025,24.22904429716017,0.0,0.0, +1834-060319-4,False,1834,30.0,4,ms,True,stim-ms,7,28,0.29080701026127326,0.6729739854405292,5.579907908595769,1.0,1.0, +1834-060319-4,False,1834,30.0,4,ms,True,stim-ms,7,23,0.3426036627715634,0.6507717645132389,18.717907607350863,1.0,1.0, +1834-060319-4,False,1834,30.0,4,ms,True,stim-ms,7,24,0.2890360769230475,0.6919692189005442,17.093019006611883,1.0,1.0, +1834-060319-4,False,1834,30.0,4,ms,True,stim-ms,7,26,0.2772228328377429,0.6717405287223462,8.60853844574079,1.0,1.0, +1834-060319-4,False,1834,30.0,4,ms,True,stim-ms,7,29,0.29497416205404836,0.6268427041804927,2.529702087125583,1.0,1.0, +1834-060319-2,False,1834,11.0,2,ms,True,stim-ms,1,104,0.28134861401943384,0.6549655173550605,0.9917254466891751,1.0,1.0, +1834-060319-2,False,1834,11.0,2,ms,True,stim-ms,2,113,0.2521703875476981,0.5730639912677232,7.837600266708822,1.0,1.0, +1834-060319-2,False,1834,11.0,2,ms,True,stim-ms,3,24,0.27214042975874686,0.6369570492695917,22.547204646643472,1.0,1.0, +1834-060319-2,False,1834,11.0,2,ms,True,stim-ms,3,25,0.3011525053845917,0.3229189688202539,2.846905264328087,0.0,0.0, +1834-060319-2,False,1834,11.0,2,ms,True,stim-ms,4,115,0.2780823414852152,0.37694437307666,8.132148662851236,0.0,0.0, +1834-060319-2,False,1834,11.0,2,ms,True,stim-ms,5,34,0.2688122016750606,0.3382138321257204,33.76736068840711,0.0,0.0, +1834-060319-2,False,1834,11.0,2,ms,True,stim-ms,5,35,0.32492379689277184,0.6761809729078044,26.563989629521064,1.0,1.0, +1834-060319-2,False,1834,11.0,2,ms,True,stim-ms,6,122,0.2915374548556184,0.743281018376948,11.73324034472139,1.0,1.0, +1834-060319-2,False,1834,11.0,2,ms,True,stim-ms,6,39,0.23935804112645068,0.5982265083186521,37.49909883630817,1.0,1.0, +1834-060319-2,False,1834,11.0,2,ms,True,stim-ms,6,40,0.264444489039894,0.7334133646314857,12.608571667128482,1.0,1.0, +1834-060319-2,False,1834,11.0,2,ms,True,stim-ms,6,45,0.28245740219922305,0.7213254887932944,7.8174094492313175,1.0,1.0, +1834-060319-2,False,1834,11.0,2,ms,True,stim-ms,7,42,0.28531695754007935,0.668040158567798,16.06951532180184,1.0,1.0, +1834-060319-2,False,1834,11.0,2,ms,True,stim-ms,7,43,0.27341596832753723,0.7247791676042062,16.565971892719297,1.0,1.0, +1834-060319-2,False,1834,11.0,2,ms,True,stim-ms,7,44,0.2552885238422563,0.32908625241116785,7.122607788976027,0.0,0.0, +1834-060319-2,False,1834,11.0,2,ms,True,stim-ms,7,46,0.27068467637420945,0.6515118385441486,7.815034058939847,1.0,1.0, +1834-060319-2,False,1834,11.0,2,ms,True,stim-ms,7,41,0.382800714624586,0.651265147200512,5.741318334485595,1.0,1.0, +1849-060319-1,True,1849,,1,,False,baseline i,0,85,0.34651057907460353,0.8836483929061493,6.485122953970544,1.0,,1.0 +1849-060319-1,True,1849,,1,,False,baseline i,1,106,0.48402141149485944,0.9307664395407318,0.37533759562363767,1.0,,1.0 +1849-060319-1,True,1849,,1,,False,baseline i,1,108,0.5688528653306961,0.8705737516934119,0.4819423565108247,1.0,,1.0 +1849-060319-1,True,1849,,1,,False,baseline i,1,71,0.5568805133988062,0.9376737971625555,2.7906017094739686,1.0,,1.0 +1849-060319-1,True,1849,,1,,False,baseline i,1,73,0.2941885079880459,0.7437744010642212,15.55319042693689,1.0,,1.0 +1849-060319-1,True,1849,,1,,False,baseline i,3,98,0.28872715030189117,0.656198974073243,21.946144681390386,1.0,,1.0 +1849-060319-1,True,1849,,1,,False,baseline i,3,102,0.2862641510795933,0.6339967531459532,6.407390315823637,1.0,,1.0 +1849-060319-1,True,1849,,1,,False,baseline i,3,77,0.2995901747544203,0.6369570492695916,8.834869558525625,1.0,,1.0 +1849-060319-1,True,1849,,1,,False,baseline i,3,83,0.2683573897979565,0.573804065298633,9.618858737550147,1.0,,1.0 +1849-060319-1,True,1849,,1,,False,baseline i,4,104,0.17276682470979424,0.24422443020019202,22.808976964821056,0.0,,0.0 +1849-060319-1,True,1849,,1,,False,baseline i,4,88,0.28456287418274573,0.6830883305296278,15.348864635236449,1.0,,1.0 +1849-060319-1,True,1849,,1,,False,baseline i,5,100,0.2643701539295735,0.6978898111478213,22.97887830248501,1.0,,1.0 +1849-060319-1,True,1849,,1,,False,baseline i,5,75,0.2937190207339531,0.3142847717929743,20.719079464928495,0.0,,0.0 +1849-060319-1,True,1849,,1,,False,baseline i,5,92,0.2813803544560201,0.7047971687696452,14.039624915590682,1.0,,1.0 +1849-060319-1,True,1849,,1,,False,baseline i,6,44,0.24697020510827017,0.35572891752391606,18.340460737633133,0.0,,0.0 +1849-060319-1,True,1849,,1,,False,baseline i,6,81,0.26286987515335136,0.3947061498184921,2.0321532544120027,0.0,,0.0 +1849-060319-1,True,1849,,1,,False,baseline i,7,49,0.25644005725500607,0.9221322425134523,21.786237540059606,1.0,,1.0 +1849-060319-1,True,1849,,1,,False,baseline i,7,90,0.24788935585929006,0.6080941620641144,10.974738040084056,1.0,,1.0 +1834-220319-1,True,1834,,1,,False,baseline,0,81,0.29862644733477545,0.665819936475069,4.591303359847303,1.0,,1.0 +1834-220319-1,True,1834,,1,,False,baseline,0,87,0.34325383721001307,0.9455679201589253,20.201512874030893,1.0,,1.0 +1834-220319-1,True,1834,,1,,False,baseline,2,83,0.28223489701090865,0.6046404832532026,20.427860357213312,1.0,,1.0 +1834-220319-1,True,1834,,1,,False,baseline,2,73,0.27093789788394806,0.5639364115531706,1.7663980060118187,1.0,,1.0 +1834-220319-1,True,1834,,1,,False,baseline,2,79,0.2869690769596413,0.6549655173550604,2.727265263050911,1.0,,1.0 +1834-220319-1,True,1834,,1,,False,baseline,3,11,0.3219468074182441,0.6638464057259764,19.56130455150023,1.0,,1.0 +1834-220319-1,True,1834,,1,,False,baseline,4,65,0.23793322384834895,0.5343334503167838,9.550976153109131,1.0,,1.0 +1834-220319-1,True,1834,,1,,False,baseline,5,77,0.33517486009872294,0.8311031367115624,0.817735760320798,1.0,,1.0 +1834-220319-1,True,1834,,1,,False,baseline,6,24,0.27972055436350385,0.7062773168314643,6.58404884904154,1.0,,1.0 +1834-220319-1,True,1834,,1,,False,baseline,6,26,0.27545462848064806,0.6949295150241829,8.935177853274608,1.0,,1.0 +1834-220319-1,True,1834,,1,,False,baseline,6,41,0.2868452495930552,0.6739607508150754,6.207912590223697,1.0,,1.0 +1834-220319-1,True,1834,,1,,False,baseline,6,69,0.29172552774254934,0.6751942075332581,0.35949306152501836,1.0,,1.0 +1834-220319-1,True,1834,,1,,False,baseline,6,75,0.2898437218538443,0.7057839341441914,9.240303136976399,1.0,,1.0 +1834-220319-1,True,1834,,1,,False,baseline,7,29,0.2633716282514338,0.6520052212314217,23.246108432131667,1.0,,1.0 +1834-220319-1,True,1834,,1,,False,baseline,7,36,0.28005048737682453,0.5937860641331942,1.9505827227190813,1.0,,1.0 +1834-220319-1,True,1834,,1,,False,baseline,7,37,0.291660413409354,0.6751942075332582,1.294840749381779,1.0,,1.0 +1834-220319-1,True,1834,,1,,False,baseline,7,49,0.2750969103197329,0.5930459901022845,0.32842575991174516,1.0,,1.0 +1834-220319-1,True,1834,,1,,False,baseline,7,67,0.2726405421912452,0.6821015651550817,26.601377006365173,1.0,,1.0 +1849-060319-2,False,1849,11.0,2,ms,True,stim-ms,2,81,0.27995630041514236,0.6665600105059787,24.479968878805025,1.0,1.0, +1849-060319-2,False,1849,11.0,2,ms,True,stim-ms,3,67,0.2911038420762628,0.6628596403514303,1.4591664804659374,1.0,1.0, +1849-060319-2,False,1849,11.0,2,ms,True,stim-ms,3,94,0.27842739516537535,0.6182085071532134,24.082014384132496,1.0,1.0, +1849-060319-2,False,1849,11.0,2,ms,True,stim-ms,3,99,0.28968283366722875,0.6537320606368776,27.78760514974263,1.0,1.0, +1849-060319-2,False,1849,11.0,2,ms,True,stim-ms,4,122,0.21831978200464508,0.27777445293476377,1.610562212134834,0.0,0.0, +1849-060319-2,False,1849,11.0,2,ms,True,stim-ms,4,95,0.28098063843734056,0.2891222547420455,29.219376212097057,0.0,0.0, +1849-060319-2,False,1849,11.0,2,ms,True,stim-ms,5,114,0.277234266276094,0.9031370090534373,28.312443686194808,1.0,1.0, +1849-060319-2,False,1849,11.0,2,ms,True,stim-ms,5,118,0.30072000590147097,0.8602127152606763,1.2356775432404232,1.0,1.0, +1849-060319-2,False,1849,11.0,2,ms,True,stim-ms,7,50,0.2592776002815594,0.49436945264766147,10.540026652377472,1.0,1.0, +1849-060319-2,False,1849,11.0,2,ms,True,stim-ms,7,71,0.2584935411135145,0.9189252550461771,24.402108216803878,1.0,1.0, +1849-060319-2,False,1849,11.0,2,ms,True,stim-ms,7,92,0.26304300587004936,0.8160549647497325,3.745962960721843,1.0,1.0, +1834-120319-3,False,1834,,3,,False,,0,36,0.2970930899810311,0.6448511722659616,20.390621313463935,1.0,,1.0 +1834-120319-3,False,1834,,3,,False,,1,38,0.21940541551278248,0.5775044354531814,0.9282090616964797,1.0,,1.0 +1834-120319-3,False,1834,,3,,False,,2,70,0.27815863171541577,0.5298930061313256,23.146380752615446,1.0,,1.0 +1834-120319-3,False,1834,,3,,False,,3,62,0.2932280135502503,0.5972397429441061,30.119051694545938,1.0,,1.0 +1834-120319-3,False,1834,,3,,False,,4,40,0.31602749363884,0.5271794013513236,0.4363470828310006,1.0,,1.0 +1834-120319-3,False,1834,,3,,False,,4,95,0.31455886271665584,0.6561989740732432,4.749854504709976,1.0,,1.0 +1834-120319-3,False,1834,,3,,False,,5,23,0.269056181576419,0.6080941620641145,12.85724992158521,1.0,,1.0 +1834-120319-3,False,1834,,3,,False,,5,68,0.3027372672228529,0.6917225275569073,19.853237119850185,1.0,,1.0 +1834-120319-3,False,1834,,3,,False,,6,56,0.19822759097351073,0.26568657709657256,46.36271027423433,0.0,,0.0 +1834-120319-3,False,1834,,3,,False,,6,66,0.3054161694259562,0.7595626470569609,19.643390812839854,1.0,,1.0 +1834-120319-3,False,1834,,3,,False,,7,28,0.3050225482885368,0.704797168769645,28.959900665346026,1.0,,1.0 +1834-120319-3,False,1834,,3,,False,,7,52,0.25282222151685435,0.6152482110295746,0.5196194268827183,1.0,,1.0 +1834-220319-3,True,1834,,3,,False,baseline ii,0,1,0.29535437395596753,0.7425409443460383,15.785275053647737,1.0,,1.0 +1834-220319-3,True,1834,,3,,False,baseline ii,2,46,0.27319953060308166,0.5812048056077297,19.73819853465534,1.0,,1.0 +1834-220319-3,True,1834,,3,,False,baseline ii,2,29,0.2829693825983024,0.5846584844186414,2.276425997973746,1.0,,1.0 +1834-220319-3,True,1834,,3,,False,baseline ii,3,10,0.317816737557975,0.6302963829914047,17.561944086882566,1.0,,1.0 +1834-220319-3,True,1834,,3,,False,baseline ii,4,15,0.24575270550851577,0.5111444640149474,16.398413003778963,1.0,,1.0 +1834-220319-3,True,1834,,3,,False,baseline ii,6,30,0.2742155936335213,0.7188585753569289,6.634438824849017,1.0,,1.0 +1834-220319-3,True,1834,,3,,False,baseline ii,6,37,0.2779292451882501,0.7151582052023805,21.414696017689195,1.0,,1.0 +1834-220319-3,True,1834,,3,,False,baseline ii,6,22,0.2834240695438277,0.6855552439659937,7.5679055783701665,1.0,,1.0 +1834-220319-3,True,1834,,3,,False,baseline ii,7,28,0.2809453340948804,0.6169750504350305,3.681029273319249,1.0,,1.0 +1834-220319-3,True,1834,,3,,False,baseline ii,7,23,0.3209314068945433,0.7901523736678938,20.05632576551337,1.0,,1.0 +1834-220319-3,True,1834,,3,,False,baseline ii,7,25,0.20696924989939072,0.25976598484929514,28.06894899532522,0.0,,0.0 +1834-220319-3,True,1834,,3,,False,baseline ii,7,26,0.2786356748249749,0.6431243328605056,6.362544617160664,1.0,,1.0 +1834-220319-3,True,1834,,3,,False,baseline ii,7,31,0.2995923251018331,0.6645864797568862,7.715410938006763,1.0,,1.0 +1834-060319-1,True,1834,,1,,False,baseline i,0,7,0.2912328196346231,0.6307897656786778,23.62552690024022,1.0,,1.0 +1834-060319-1,True,1834,,1,,False,baseline i,0,70,0.38010351761741673,0.5461746348113385,0.718822236323256,1.0,,1.0 +1834-060319-1,True,1834,,1,,False,baseline i,0,71,0.5517480712678514,0.5666500163331728,0.6391498209672302,1.0,,1.0 +1834-060319-1,True,1834,,1,,False,baseline i,0,72,0.5326024837056332,0.5940327554768307,0.887019557630422,1.0,,1.0 +1834-060319-1,True,1834,,1,,False,baseline i,0,73,0.5705643607702702,1.182638301393657,1.4695134387889226,1.0,,1.0 +1834-060319-1,True,1834,,1,,False,baseline i,0,74,0.5708088253635031,1.2314831874336953,0.7790191723700313,1.0,,1.0 +1834-060319-1,True,1834,,1,,False,baseline i,0,79,0.29092342787388625,0.5999533477241081,3.756997008566378,1.0,,1.0 +1834-060319-1,True,1834,,1,,False,baseline i,3,95,0.26757634708947453,0.626102630149583,11.131121674296333,1.0,,1.0 +1834-060319-1,True,1834,,1,,False,baseline i,3,33,0.2691425082805831,0.6561989740732432,10.68672664642161,1.0,,1.0 +1834-060319-1,True,1834,,1,,False,baseline i,3,85,0.4374042751695413,0.9270660693861835,3.544537234283642,1.0,,1.0 +1834-060319-1,True,1834,,1,,False,baseline i,5,87,0.4207371759740521,0.8661333075079536,32.28857419661877,1.0,,1.0 +1834-060319-1,True,1834,,1,,False,baseline i,6,55,0.2649176719357413,0.36337634917664935,24.294775189230837,0.0,,0.0 +1834-060319-1,True,1834,,1,,False,baseline i,6,58,0.2300924293004651,0.31206454970024533,51.6666761093233,0.0,,0.0 +1834-060319-1,True,1834,,1,,False,baseline i,7,59,0.31618602882365243,0.698629885178731,19.041707270090196,1.0,,1.0 +1834-060319-1,True,1834,,1,,False,baseline i,7,91,0.509014327140249,0.815808273406096,16.099139396274303,1.0,,1.0 +1834-110319-2,False,1834,11.0,2,,True,,0,108,0.27076802901213914,0.56541655961499,20.431707576287277,1.0,1.0, +1834-110319-2,False,1834,11.0,2,,True,,0,11,0.6101147221620004,0.8806880967825105,20.202825733163642,1.0,1.0, +1834-110319-2,False,1834,11.0,2,,True,,3,16,0.2797506794648386,0.6246224820877638,16.8562529404959,1.0,1.0, +1834-110319-2,False,1834,11.0,2,,True,,4,19,0.21161140309499737,0.28073474905840257,44.93807710052858,0.0,0.0, +1834-110319-2,False,1834,11.0,2,,True,,5,28,0.30231194214420365,0.6115478408750262,8.453557786150576,1.0,1.0, +1834-110319-2,False,1834,11.0,2,,True,,5,29,0.25306444739570666,0.317245067916613,23.43166095220812,0.0,0.0, +1834-110319-2,False,1834,11.0,2,,True,,5,31,0.277159024775348,0.61056107550048,21.366072960561524,1.0,1.0, +1834-110319-2,False,1834,11.0,2,,True,,6,34,0.2914225976218087,0.6887622314332688,17.525944259265042,1.0,1.0, +1834-110319-2,False,1834,11.0,2,,True,,6,38,0.27862842279507843,0.6872820833714494,19.93815166765854,1.0,1.0, +1834-110319-2,False,1834,11.0,2,,True,,6,39,0.20165905395553066,0.2696336385947574,20.925263484916012,0.0,0.0, +1834-110319-2,False,1834,11.0,2,,True,,6,77,0.27246343738609996,0.6510184558568755,0.1751935095514214,1.0,1.0, +1834-110319-2,False,1834,11.0,2,,True,,6,87,0.2954594760424992,0.787438768887892,0.2731511708059796,1.0,1.0, +1834-110319-2,False,1834,11.0,2,,True,,7,41,0.36070122626010914,0.6737140594714388,4.884696454482104,1.0,1.0, +1834-110319-2,False,1834,11.0,2,,True,,7,45,0.26299477329219134,0.6532386779496044,21.28412760931973,1.0,1.0, +1834-110319-2,False,1834,11.0,2,,True,,7,104,0.3674890017763359,0.6670533931932517,0.12433087774617003,1.0,1.0, +1834-110319-2,False,1834,11.0,2,,True,,7,40,0.2835753526592561,0.6650798624441591,2.7446983163056022,1.0,1.0, +1834-110319-2,False,1834,11.0,2,,True,,7,47,0.3126311126707907,0.6325166050841335,15.134458663829243,1.0,1.0, +1834-110319-2,False,1834,11.0,2,,True,,7,86,0.4186301157271975,0.8858686149988783,0.19591532250911642,1.0,1.0, +1834-110319-2,False,1834,11.0,2,,True,,7,96,0.3011931447397315,0.6764276642514411,0.13563368481400367,1.0,1.0, +1833-020719-2,False,1833,11.0,2,,True,,0,129,0.2481743314284695,0.6258559388059466,5.444804966661031,1.0,1.0, +1833-020719-2,False,1833,11.0,2,,True,,0,142,0.26427735076712155,0.619441963871396,12.43312380774512,1.0,1.0, +1833-020719-2,False,1833,11.0,2,,True,,0,8,0.17455134874490366,0.23781045526564157,41.55134036646101,0.0,0.0, +1833-020719-2,False,1833,11.0,2,,True,,0,105,0.25724837154784536,0.607847470720478,21.803129720120555,1.0,1.0, +1833-020719-2,False,1833,11.0,2,,True,,0,95,0.29374025170289264,0.6177151244659401,16.855118375692076,1.0,1.0, +1833-020719-2,False,1833,11.0,2,,True,,1,14,0.21251852844753283,0.2674134165020284,22.354384675271646,0.0,0.0, +1833-020719-2,False,1833,11.0,2,,True,,1,131,0.2765770574959007,0.6335033704586799,9.437750497225329,1.0,1.0, +1833-020719-2,False,1833,11.0,2,,True,,1,15,0.27473921453177014,0.6621195663205206,8.63012877979915,1.0,1.0, +1833-020719-2,False,1833,11.0,2,,True,,1,152,0.27902162439724565,0.560976115429532,3.909261043396783,1.0,1.0, +1833-020719-2,False,1833,11.0,2,,True,,1,87,0.25243142116986605,0.6024202611604738,7.328370090526691,1.0,1.0, +1833-020719-2,False,1833,11.0,2,,True,,2,119,0.25470578945328365,0.5683768557386286,26.96101644506439,1.0,1.0, +1833-020719-2,False,1833,11.0,2,,True,,2,120,0.24395065078998218,0.21486816030744163,0.058446308497947144,0.0,0.0, +1833-020719-2,False,1833,11.0,2,,True,,2,93,0.24432066492704915,0.27826783562203694,1.5116340697878148,0.0,0.0, +1833-020719-2,False,1833,11.0,2,,True,,3,136,0.19280186404498495,0.25261193588383496,34.54043999709363,0.0,0.0, +1833-020719-2,False,1833,11.0,2,,True,,3,140,0.26389571884027896,0.5728172999240866,12.843576292423885,1.0,1.0, +1833-020719-2,False,1833,11.0,2,,True,,3,107,0.26417078253637494,0.6056272486277487,8.222332945506656,1.0,1.0, +1833-020719-2,False,1833,11.0,2,,True,,3,139,0.2581263508909103,0.5543154491513449,2.821362710219085,1.0,1.0, +1833-020719-2,False,1833,11.0,2,,True,,3,146,0.269054422068234,0.5439544127186097,5.924330361382824,1.0,1.0, +1833-020719-2,False,1833,11.0,2,,True,,5,103,0.2270377139910356,0.2733340087493058,27.8151295442503,0.0,0.0, +1833-020719-2,False,1833,11.0,2,,True,,5,126,0.297980351171577,0.610067692813207,4.484425852024308,1.0,1.0, +1833-020719-2,False,1833,11.0,2,,True,,6,99,0.2894816438934039,0.910537749362534,25.001736785190026,1.0,1.0, +1834-120319-1,False,1834,,1,,False,,0,1,0.2977883493336461,0.6465780116714174,17.21926506695142,1.0,,1.0 +1834-120319-1,False,1834,,1,,False,,1,3,0.28180682844250576,0.8505917528588505,1.560921087061224,1.0,,1.0 +1834-120319-1,False,1834,,1,,False,,3,8,0.30439311327935914,0.6157415937168478,29.014990763605365,1.0,,1.0 +1834-120319-1,False,1834,,1,,False,,5,11,0.26847219582631243,0.6142614456550284,13.138697350251416,1.0,,1.0 +1834-120319-1,False,1834,,1,,False,,6,33,0.19939107185711724,0.2674134165020285,40.48568204503591,0.0,,0.0 +1834-120319-1,False,1834,,1,,False,,6,31,0.3053199824501368,0.7755975843933371,15.522283061889702,1.0,,1.0 +1834-120319-1,False,1834,,1,,False,,7,16,0.31202109253907784,0.7334133646314858,25.76464661137134,1.0,,1.0 +1834-120319-1,False,1834,,1,,False,,7,17,0.2964104614809453,0.6781545036568968,5.413460783778918,1.0,,1.0 +1833-050619-4,False,1833,30.0,4,,True,,1,68,0.2563278879092341,0.3278527956929851,23.42444840770512,0.0,0.0, +1833-050619-4,False,1833,30.0,4,,True,,1,84,0.25370064864101427,0.5222455744785923,2.404941680493873,1.0,1.0, +1833-050619-4,False,1833,30.0,4,,True,,1,86,0.30325349591255363,1.6084275605103555,119.40060784109876,1.0,1.0, +1833-050619-4,False,1833,30.0,4,,True,,3,148,0.1755041365898523,0.24496450423110167,32.37573627441176,0.0,0.0, +1833-050619-4,False,1833,30.0,4,,True,,4,80,0.29501767375207166,0.5989665823495618,10.3495557681122,1.0,1.0, +1833-050619-4,False,1833,30.0,4,,True,,4,151,0.26198875983314707,0.6004467304113813,2.4247191614189867,1.0,1.0, +1833-050619-4,False,1833,30.0,4,,True,,5,79,0.21795987011521342,0.2733340087493058,14.500849014293648,0.0,0.0, +1833-050619-4,False,1833,30.0,4,,True,,5,82,0.21293516640196983,0.2728406260620327,18.15968298543975,0.0,0.0, +1833-050619-4,False,1833,30.0,4,,True,,6,157,0.26475742178437023,0.5826849536695491,2.2229888559828233,1.0,1.0, +1833-050619-4,False,1833,30.0,4,,True,,6,92,0.29267733111991917,0.5858919411368243,11.294919356332654,1.0,1.0, +1833-050619-4,False,1833,30.0,4,,True,,6,135,0.26907322516968024,0.591565842040465,2.2664993140180743,1.0,1.0, +1833-050619-4,False,1833,30.0,4,,True,,6,117,0.29644710484836184,0.6169750504350304,2.5829390088198996,1.0,1.0, +1833-050619-4,False,1833,30.0,4,,True,,6,133,0.2832301727450195,0.5703503864877211,5.092701338216877,1.0,1.0, +1833-260619-4,False,1833,30.0,4,,True,,0,233,0.23946346128426868,0.5617161894604417,2.5344287570831474,1.0,1.0, +1833-260619-4,False,1833,30.0,4,,True,,0,235,0.1854867972295343,0.24693803498019412,32.48695723620907,0.0,0.0, +1833-260619-4,False,1833,30.0,4,,True,,0,115,0.21768736051909163,0.2674134165020284,3.3010856754148894,0.0,0.0, +1833-260619-4,False,1833,30.0,4,,True,,0,202,0.2960551442886861,0.6115478408750262,6.202762807449913,1.0,1.0, +1833-260619-4,False,1833,30.0,4,,True,,0,208,0.173121857406113,0.24545788691837483,28.14948419758253,0.0,0.0, +1833-260619-4,False,1833,30.0,4,,True,,0,222,0.22682711641349682,0.5826849536695491,7.10635979779761,1.0,1.0, +1833-260619-4,False,1833,30.0,4,,True,,1,178,0.2101968987358761,0.2587792194747489,18.621774944593735,0.0,0.0, +1833-260619-4,False,1833,30.0,4,,True,,1,198,0.25287158243114893,0.6364636665823186,28.576903210238388,1.0,1.0, +1833-260619-4,False,1833,30.0,4,,True,,1,204,0.28508572461747794,0.6196886552150327,4.958890486638332,1.0,1.0, +1833-260619-4,False,1833,30.0,4,,True,,1,226,0.2771712245516213,0.6122879149059358,2.530279057931149,1.0,1.0, +1833-260619-4,False,1833,30.0,4,,True,,2,216,0.1825924457438459,0.24521119557473822,45.1798495173848,0.0,0.0, +1833-260619-4,False,1833,30.0,4,,True,,3,196,0.24304043784453058,0.30565057476569485,15.297865923842854,0.0,0.0, +1833-260619-4,False,1833,30.0,4,,True,,3,206,0.25957694574851026,0.5927992987586479,5.192311063938253,1.0,1.0, +1833-260619-4,False,1833,30.0,4,,True,,5,212,0.20772891785260844,0.2627262809729338,32.81997059315696,0.0,0.0, +1833-260619-4,False,1833,30.0,4,,True,,5,162,0.22305333909273248,0.2674134165020285,11.450057385152148,0.0,0.0, +1833-260619-4,False,1833,30.0,4,,True,,5,188,0.26560798287687354,0.606614014002295,4.863447406142364,1.0,1.0, +1833-260619-4,False,1833,30.0,4,,True,,6,182,0.2812817036506337,0.5691169297695383,11.311042463560195,1.0,1.0, +1833-260619-4,False,1833,30.0,4,,True,,6,184,0.26939431906673295,0.5826849536695489,7.841893972489362,1.0,1.0, +1833-260619-4,False,1833,30.0,4,,True,,6,200,0.30139765734376117,0.8846351582806955,10.012186628984631,1.0,1.0, +1833-260619-4,False,1833,30.0,4,,True,,6,214,0.28879659717128636,0.6135213716241188,3.4847098628908277,1.0,1.0, +1833-260619-4,False,1833,30.0,4,,True,,6,218,0.2791275930087724,0.6268427041804929,3.1672578777629345,1.0,1.0, +1833-260619-4,False,1833,30.0,4,,True,,6,80,0.30091893963000615,0.5967463602568328,9.2154443918009,1.0,1.0, +1833-260619-4,False,1833,30.0,4,,True,,7,177,0.3341137541045783,0.7566023509333222,9.894957627940672,1.0,1.0, +1833-200619-2,False,1833,11.0,2,,True,,0,283,0.19988134715227585,0.2600126761929317,25.68311007462711,0.0,0.0, +1833-200619-2,False,1833,11.0,2,,True,,0,268,0.2414532526331171,0.6571857394477895,11.921971868059511,1.0,1.0, +1833-200619-2,False,1833,11.0,2,,True,,1,278,0.2770544940149745,0.685308552622357,17.67556244902346,1.0,1.0, +1833-200619-2,False,1833,11.0,2,,True,,2,325,0.19601962576418827,0.25359870125838124,50.02923752728912,0.0,0.0, +1833-200619-2,False,1833,11.0,2,,True,,3,257,0.19470337546895308,0.2543387752892909,18.557318792875567,0.0,0.0, +1833-200619-2,False,1833,11.0,2,,True,,3,264,0.24508658016367849,0.3231656601638904,21.71520652729264,0.0,0.0, +1833-200619-2,False,1833,11.0,2,,True,,4,254,0.3007312952043079,0.8298696799933798,10.024108731513932,1.0,1.0, +1833-200619-2,False,1833,11.0,2,,True,,5,270,0.21965387007514273,0.2790079096529467,22.72740020011695,0.0,0.0, +1833-200619-2,False,1833,11.0,2,,True,,6,327,0.264010470846655,0.6221555686513982,2.850055638042673,1.0,1.0, +1833-200619-2,False,1833,11.0,2,,True,,6,28,0.2929836915906311,0.6085875447513875,8.201899245772232,1.0,1.0, +1833-200619-2,False,1833,11.0,2,,True,,6,281,0.3181253118913296,0.9645631536189402,15.889875415393979,1.0,1.0, +1833-200619-2,False,1833,11.0,2,,True,,6,287,0.2912864653371929,0.5787378921713642,7.446667111023167,1.0,1.0, +1833-200619-2,False,1833,11.0,2,,True,,6,308,0.2810259693014175,0.5871253978550071,3.0770165904543094,1.0,1.0, +1833-200619-2,False,1833,11.0,2,,True,,6,321,0.33632987288398536,0.6396706540495939,0.3834857471782819,1.0,1.0, +1833-200619-2,False,1833,11.0,2,,True,,7,203,0.31986404798674195,0.2600126761929317,0.3900076136268921,0.0,0.0, +1833-200619-2,False,1833,11.0,2,,True,,7,204,0.29557105398027,0.3744774596402944,0.001304373289722047,0.0,0.0, +1833-200619-2,False,1833,11.0,2,,True,,7,261,0.27625349476206223,0.6206754205895789,10.85760326364632,1.0,1.0, +1839-060619-1,True,1839,,1,,False,baseline i,4,240,0.27290794560358145,0.8313498280551992,8.428650312815835,1.0,,1.0 +1839-060619-1,True,1839,,1,,False,baseline i,7,234,0.28370902606934917,0.590579076665919,9.04092606811765,1.0,,1.0 +1833-120619-4,False,1833,30.0,4,,True,,4,119,0.2475281769734009,0.6048871745968392,2.7996534469197605,1.0,1.0, +1833-120619-4,False,1833,30.0,4,,True,,5,122,0.20571785505563098,0.26543988575293603,32.60035215750533,0.0,0.0, +1833-120619-4,False,1833,30.0,4,,True,,6,127,0.26282466067355914,0.608340853407751,3.845045067638885,1.0,1.0, +1833-120619-4,False,1833,30.0,4,,True,,6,120,0.31256493698999993,0.6660666278187055,4.135502715011273,1.0,1.0, +1833-120619-4,False,1833,30.0,4,,True,,6,124,0.26036795420170594,0.5858919411368243,1.4190199600703906,1.0,1.0, +1833-120619-4,False,1833,30.0,4,,True,,6,80,0.291574963746805,0.6601460355714281,14.053287846215598,1.0,1.0, +1833-120619-4,False,1833,30.0,4,,True,,6,85,0.2990510611073677,0.6687802325987076,12.790372877244025,1.0,1.0, +1833-120619-4,False,1833,30.0,4,,True,,6,95,0.29341870765601175,0.6739607508150753,8.636956474729608,1.0,1.0, +1833-120619-4,False,1833,30.0,4,,True,,7,65,0.3085552404713761,0.6512651472005121,15.38529846698501,1.0,1.0, +1833-290519-4,False,1833,30.0,4,,True,,0,88,0.1972830573439111,0.26469981172202633,22.00499561891184,0.0,0.0, +1833-290519-4,False,1833,30.0,4,,True,,0,117,0.2119573198486893,0.2799946750274928,29.596895190744956,0.0,0.0, +1833-290519-4,False,1833,30.0,4,,True,,1,85,0.2016998278788472,0.2575457627565661,37.21994796331887,0.0,0.0, +1833-290519-4,False,1833,30.0,4,,True,,1,96,0.23557038293811552,0.29923659983114437,17.31982512489386,0.0,0.0, +1833-290519-4,False,1833,30.0,4,,True,,3,92,0.1969701668688759,0.27234724337475963,21.04195536992462,0.0,0.0, +1833-290519-4,False,1833,30.0,4,,True,,3,130,0.24513375737167095,0.4474980973567154,2.104872780486827,0.0,0.0, +1833-290519-4,False,1833,30.0,4,,True,,3,129,0.2369595696793533,0.48080142874765075,0.5119960817400391,0.0,0.0, +1833-290519-4,False,1833,30.0,4,,True,,4,71,0.24852764232102484,0.33056640047298713,19.48971328083974,0.0,0.0, +1833-290519-4,False,1833,30.0,4,,True,,5,115,0.20580591809777982,0.26321966366020694,28.617601097892976,0.0,0.0, +1833-290519-4,False,1833,30.0,4,,True,,5,121,0.3121375545612023,0.5895923112913728,7.016242601622757,1.0,1.0, +1833-290519-4,False,1833,30.0,4,,True,,5,98,0.28730012906490243,0.6816081824678086,7.541783553250099,1.0,1.0, +1833-290519-4,False,1833,30.0,4,,True,,6,108,0.2663620310514002,0.6002000390677447,16.18070156737171,1.0,1.0, +1833-290519-4,False,1833,30.0,4,,True,,6,65,0.3273453862390042,0.6650798624441592,18.735264028116983,1.0,1.0, +1833-290519-4,False,1833,30.0,4,,True,,6,79,0.2996368920860542,0.6066140140022952,19.07930372325447,1.0,1.0, +1833-290519-4,False,1833,30.0,4,,True,,6,90,0.24065101362877225,0.29282262489659394,12.535777080698574,0.0,0.0, +1833-290519-4,False,1833,30.0,4,,True,,7,67,0.25835798571984664,0.3261259562875291,5.8093946946640935,0.0,0.0, +1833-290519-4,False,1833,30.0,4,,True,,7,75,0.21410267379801567,0.2733340087493058,14.935928024728598,0.0,0.0, +1833-290519-4,False,1833,30.0,4,,True,,7,77,0.27126647562027484,0.6231423340259444,14.147616597287586,1.0,1.0, +1833-290519-4,False,1833,30.0,4,,True,,7,94,0.25477387494424686,0.5646764855840803,6.815778527290679,1.0,1.0, +1849-150319-1,False,1849,,1,,False,,0,39,0.2786586214548092,0.6367103579259551,11.763943919083976,1.0,,1.0 +1849-150319-1,False,1849,,1,,False,,0,74,0.28489727808784854,0.8204954089351905,20.931620332717205,1.0,,1.0 +1849-150319-1,False,1849,,1,,False,,1,93,0.27364877192579934,0.587125397855007,12.52940243240346,1.0,,1.0 +1849-150319-1,False,1849,,1,,False,,1,121,0.26150328388407035,0.5927992987586478,1.817177539154339,1.0,,1.0 +1849-150319-1,False,1849,,1,,False,,1,105,0.2613774104345242,0.5826849536695491,10.116635255488207,1.0,,1.0 +1849-150319-1,False,1849,,1,,False,,2,91,0.2815260387385568,0.6085875447513875,12.9855318204774,1.0,,1.0 +1849-150319-1,False,1849,,1,,False,,2,62,0.2716460857511683,0.6418908761423229,12.150867468967386,1.0,,1.0 +1849-150319-1,False,1849,,1,,False,,2,72,0.23963525086308174,0.3009634392366003,17.599254366512653,0.0,,0.0 +1849-150319-1,False,1849,,1,,False,,3,58,0.29739536582955167,0.6428776415168692,12.12045884309579,1.0,,1.0 +1849-150319-1,False,1849,,1,,False,,3,64,0.2923771616948629,0.6305430743350411,8.756635677713724,1.0,,1.0 +1849-150319-1,False,1849,,1,,False,,4,79,0.2799294509861903,0.6537320606368776,10.066303736804187,1.0,,1.0 +1849-150319-1,False,1849,,1,,False,,4,85,0.5312487990401006,0.9559289565916607,5.654955838810935,1.0,,1.0 +1849-150319-1,False,1849,,1,,False,,4,89,0.20064687432075806,0.25631230603838334,18.11829815294162,0.0,,0.0 +1849-150319-1,False,1849,,1,,False,,5,107,0.3021035547236441,0.3248924995693464,15.70343382941453,0.0,,0.0 +1849-150319-1,False,1849,,1,,False,,5,60,0.3298274529002325,0.3073774141711508,0.8713644172171123,0.0,,0.0 +1849-150319-1,False,1849,,1,,False,,5,80,0.3359588007217224,0.6816081824678086,11.962124273902308,1.0,,1.0 +1849-150319-1,False,1849,,1,,False,,5,95,0.26299130553410205,0.31107778432569916,19.694303831735024,0.0,,0.0 +1849-150319-1,False,1849,,1,,False,,7,56,0.39442306922343845,1.003047003226243,6.589234654383073,1.0,,1.0 +1839-060619-5,False,1839,30.0,5,,True,,4,164,0.2738435169398364,0.2943027729584133,2.700290983088982,0.0,0.0, +1839-060619-5,False,1839,30.0,5,,True,,5,138,0.26839106338590385,0.5728172999240867,7.881418607819533,1.0,1.0, +1839-060619-5,False,1839,30.0,5,,True,,5,170,0.2453447034648283,0.5015235016131215,2.0007106458860613,1.0,1.0, +1839-060619-5,False,1839,30.0,5,,True,,6,142,0.2282461327099719,0.2725939347183961,5.6645955647720605,0.0,0.0, +1839-060619-5,False,1839,30.0,5,,True,,6,162,0.8631211012402448,0.11619162285281867,2.6546177445136325,0.0,0.0, +1839-060619-5,False,1839,30.0,5,,True,,6,166,0.6787268087266152,1.1855985975172958,3.4009853017205707,1.0,1.0, +1839-060619-5,False,1839,30.0,5,,True,,6,168,0.7054579874265574,,3.3731357660038936,,, +1839-060619-5,False,1839,30.0,5,,True,,7,183,0.2665132082655873,0.567636781707719,8.39273608357772,1.0,1.0, +1839-060619-5,False,1839,30.0,5,,True,,7,136,0.25107982833962034,0.5644297942404438,1.8558930601593417,1.0,1.0, +1849-110319-1,False,1849,,1,,False,,0,52,0.3201261314585318,0.8695869863188654,19.287964443429267,1.0,,1.0 +1849-110319-1,False,1849,,1,,False,,1,64,0.25505033936882016,0.5821915709822758,6.231441297396071,1.0,,1.0 +1849-110319-1,False,1849,,1,,False,,1,66,0.23103486072917698,0.5666500163331728,2.315079183797777,1.0,,1.0 +1849-110319-1,False,1849,,1,,False,,1,31,0.3099457211460945,0.6692736152859808,3.4714291152733363,1.0,,1.0 +1849-110319-1,False,1849,,1,,False,,1,41,0.2629500566685227,0.6187018898404864,3.615378026496117,1.0,,1.0 +1849-110319-1,False,1849,,1,,False,,1,54,0.2814047182630972,0.6492916164514196,4.35415714938328,1.0,,1.0 +1849-110319-1,False,1849,,1,,False,,1,59,0.2615940906966575,0.6110544581877533,2.242509897974722,1.0,,1.0 +1849-110319-1,False,1849,,1,,False,,1,60,0.2511454284296966,0.5688702384259017,2.2829583523679,1.0,,1.0 +1849-110319-1,False,1849,,1,,False,,2,46,0.2554173121380612,0.6157415937168478,7.635240596924014,1.0,,1.0 +1849-110319-1,False,1849,,1,,False,,2,62,0.2554836754074152,0.5898390026350092,4.398174585046444,1.0,,1.0 +1849-110319-1,False,1849,,1,,False,,2,50,0.28107455749656485,0.6448511722659616,19.15115349474646,1.0,,1.0 +1849-110319-1,False,1849,,1,,False,,3,35,0.25428250946545994,0.6458379376405078,20.347951880615195,1.0,,1.0 +1849-110319-1,False,1849,,1,,False,,5,16,0.1677450812864763,0.21881522180562657,20.884488731536468,0.0,,0.0 +1849-110319-1,False,1849,,1,,False,,5,17,0.24761754321608934,0.30096343923660024,18.29578765037308,0.0,,0.0 +1849-110319-1,False,1849,,1,,False,,5,29,0.29071668116853944,0.693202675618727,13.587111694837825,1.0,,1.0 +1833-020719-1,True,1833,,1,,False,baseline i,0,123,0.2609002271561601,0.5668967076768094,14.196048456474731,1.0,,1.0 +1833-020719-1,True,1833,,1,,False,baseline i,0,145,0.2717044299611241,0.6236357167132176,14.229365996368667,1.0,,1.0 +1833-020719-1,True,1833,,1,,False,baseline i,0,158,0.17666663737943739,0.23781045526564157,52.38905502155715,0.0,,0.0 +1833-020719-1,True,1833,,1,,False,baseline i,0,119,0.2590802367842212,0.6766743555950775,8.091997501739801,1.0,,1.0 +1833-020719-1,True,1833,,1,,False,baseline i,0,121,0.2696764387265282,0.6076007793768413,1.2077608211551942,1.0,,1.0 +1833-020719-1,True,1833,,1,,False,baseline i,1,115,0.2736155736345339,0.6761809729078043,12.938311325478631,1.0,,1.0 +1833-020719-1,True,1833,,1,,False,baseline i,1,147,0.28641565691051335,0.6542254433241508,7.128565306473473,1.0,,1.0 +1833-020719-1,True,1833,,1,,False,baseline i,1,155,0.2859950732926844,0.6137680629677552,15.670349596781415,1.0,,1.0 +1833-020719-1,True,1833,,1,,False,baseline i,2,143,0.27449612711594157,0.6184551984968499,25.676717411593646,1.0,,1.0 +1833-020719-1,True,1833,,1,,False,baseline i,2,149,0.19547035522405146,0.25409208394565436,29.19727079371959,0.0,,0.0 +1833-020719-1,True,1833,,1,,False,baseline i,3,151,0.19662704593235708,0.2543387752892909,47.7690228229313,0.0,,0.0 +1833-020719-1,True,1833,,1,,False,baseline i,3,164,0.259714660567472,0.5363069810658762,5.307206458938285,1.0,,1.0 +1833-020719-1,True,1833,,1,,False,baseline i,3,140,0.26458661723196364,0.5767643614222717,14.452871159823824,1.0,,1.0 +1833-020719-1,True,1833,,1,,False,baseline i,3,135,0.27239096426098525,0.5853985584495511,2.555732956030704,1.0,,1.0 +1833-020719-1,True,1833,,1,,False,baseline i,3,153,0.29466982298150085,0.597733125631379,2.075405089226454,1.0,,1.0 +1833-020719-1,True,1833,,1,,False,baseline i,5,109,0.2326619283956944,0.2935626989275036,23.111266839760543,0.0,,0.0 +1833-020719-1,True,1833,,1,,False,baseline i,6,107,0.2667341304744277,0.3243991168820732,26.225068589014683,0.0,,0.0 +1849-220319-4,True,1849,,4,,False,baseline ii,0,100,0.2950009484163549,0.7662233133351479,24.275984625209738,1.0,,1.0 +1849-220319-4,True,1849,,4,,False,baseline ii,1,108,0.2613387102756045,0.5831783363568221,13.292402796431501,1.0,,1.0 +1849-220319-4,True,1849,,4,,False,baseline ii,1,117,0.2677917434955482,0.5666500163331728,8.519060025156065,1.0,,1.0 +1849-220319-4,True,1849,,4,,False,baseline ii,1,118,0.19035335613328389,0.2543387752892909,33.19764252622827,0.0,,0.0 +1849-220319-4,True,1849,,4,,False,baseline ii,1,90,0.38522117179729487,0.944581154784379,4.16054876685494,1.0,,1.0 +1849-220319-4,True,1849,,4,,False,baseline ii,2,99,0.2830823480627034,0.6248691734314005,19.836286502439112,1.0,,1.0 +1849-220319-4,True,1849,,4,,False,baseline ii,3,122,0.23977157378600775,0.5244657965713215,1.7104848980013092,1.0,,1.0 +1849-220319-4,True,1849,,4,,False,baseline ii,3,79,0.25882592748068073,0.6404107280805036,19.563810039493518,1.0,,1.0 +1849-220319-4,True,1849,,4,,False,baseline ii,3,87,0.2612523863399278,0.5784912008277276,13.267935522207814,1.0,,1.0 +1849-220319-4,True,1849,,4,,False,baseline ii,4,112,0.22112336953947306,0.27407408278021544,40.629020997258664,0.0,,0.0 +1849-220319-4,True,1849,,4,,False,baseline ii,5,102,0.3519816126377975,1.0097076695044302,19.28243638592113,1.0,,1.0 +1849-220319-4,True,1849,,4,,False,baseline ii,5,110,0.2602600520968095,0.325632573600256,34.73018361169368,0.0,,0.0 +1849-220319-4,True,1849,,4,,False,baseline ii,5,84,0.29610435242663463,0.636216975238682,9.105162457696176,1.0,,1.0 +1833-290519-2,False,1833,11.0,2,,True,,0,101,0.29191384092405676,0.5816981882950027,3.816731450158898,1.0,1.0, +1833-290519-2,False,1833,11.0,2,,True,,0,89,0.22769220873994442,0.3051571920784218,22.512622080472802,0.0,0.0, +1833-290519-2,False,1833,11.0,2,,True,,1,117,0.30159384512022597,0.7151582052023805,11.40255445138908,1.0,1.0, +1833-290519-2,False,1833,11.0,2,,True,,1,119,0.23603631004101122,0.3078707968584239,12.705450296203843,0.0,0.0, +1833-290519-2,False,1833,11.0,2,,True,,1,129,0.3155071293579618,0.6085875447513877,7.525996151213176,1.0,1.0, +1833-290519-2,False,1833,11.0,2,,True,,1,135,0.26412043647650335,0.6039004092222928,5.61596856918881,1.0,1.0, +1833-290519-2,False,1833,11.0,2,,True,,2,115,0.3024826666922372,0.6631063316950669,15.265817896005647,1.0,1.0, +1833-290519-2,False,1833,11.0,2,,True,,2,123,0.2723718046911502,0.5602360413986223,6.836879471387681,1.0,1.0, +1833-290519-2,False,1833,11.0,2,,True,,2,147,0.2650234649623704,0.6103143841568436,4.9545495051119275,1.0,1.0, +1833-290519-2,False,1833,11.0,2,,True,,3,121,0.26688631389565565,0.7363736607551242,4.084844370605474,1.0,1.0, +1833-290519-2,False,1833,11.0,2,,True,,3,73,0.2338654460339423,0.3036770440166024,7.2966598928146595,0.0,0.0, +1833-290519-2,False,1833,11.0,2,,True,,3,77,0.26055726799613604,0.6100676928132069,7.963618480041265,1.0,1.0, +1833-290519-2,False,1833,11.0,2,,True,,4,110,0.2159395437155002,0.2930693162402304,8.814489235838662,0.0,0.0, +1833-290519-2,False,1833,11.0,2,,True,,4,125,0.19647581711164244,0.2659332684402092,22.220135258167446,0.0,0.0, +1833-290519-2,False,1833,11.0,2,,True,,4,133,0.21513561779258888,0.2836950451820412,31.60297956916765,0.0,0.0, +1833-290519-2,False,1833,11.0,2,,True,,5,81,0.2295216086408864,0.3054038834220584,12.179195596980193,0.0,0.0, +1833-290519-2,False,1833,11.0,2,,True,,6,83,0.2570155128185712,0.5439544127186094,17.26115413453574,1.0,1.0, +1833-290519-2,False,1833,11.0,2,,True,,6,85,0.22237819923830013,0.3485748685584559,0.49523336958520386,0.0,0.0, +1833-290519-2,False,1833,11.0,2,,True,,6,97,0.2326800564110519,0.42110212358760385,0.6115633557293793,0.0,0.0, +1833-290519-2,False,1833,11.0,2,,True,,7,111,0.19556911919709435,0.269880329938394,27.28658313090377,0.0,0.0, +1833-290519-2,False,1833,11.0,2,,True,,7,113,0.24905815429256048,0.4048204949075909,1.0259196873286327,0.0,0.0, +1833-290519-2,False,1833,11.0,2,,True,,7,137,0.2490347256283361,0.44947162810580793,1.7981292143999683,0.0,0.0, +1833-290519-2,False,1833,11.0,2,,True,,7,141,0.2321208183291972,0.4541587636349025,0.860841897466898,0.0,0.0, +1833-060619-2,False,1833,30.0,2,,True,,0,76,0.18133648378470613,0.25014502244746945,35.65784415753147,0.0,0.0, +1833-060619-2,False,1833,30.0,2,,True,,0,90,0.26681507131421445,0.5989665823495618,3.392442275271983,1.0,1.0, +1833-060619-2,False,1833,30.0,2,,True,,1,64,0.24959311180995977,0.30219689595478305,18.790021518781415,0.0,0.0, +1833-060619-2,False,1833,30.0,2,,True,,1,78,0.22784742377025818,0.2967696863947788,29.045080246158424,0.0,0.0, +1833-060619-2,False,1833,30.0,2,,True,,2,106,0.24583530193636385,0.5950195208513768,2.765034784100569,1.0,1.0, +1833-060619-2,False,1833,30.0,2,,True,,4,108,0.269735299628393,0.6098210014695703,4.678350018239236,1.0,1.0, +1833-060619-2,False,1833,30.0,2,,True,,5,68,0.23273497610598387,0.2977564517693251,20.60006436941753,0.0,0.0, +1833-060619-2,False,1833,30.0,2,,True,,5,98,0.3042175033437946,0.6150015196859382,3.6744980323649727,1.0,1.0, +1833-060619-2,False,1833,30.0,2,,True,,6,82,0.2978296624537555,0.6288162349295853,18.560157181307996,1.0,1.0, +1833-060619-2,False,1833,30.0,2,,True,,6,105,0.27372436769592895,0.6122879149059359,6.088628803704184,1.0,1.0, +1833-060619-2,False,1833,30.0,2,,True,,6,112,0.2631725737703504,0.5849051757622782,2.5740363974076783,1.0,1.0, +1833-060619-2,False,1833,30.0,2,,True,,6,116,0.2611761583064952,0.5802180402331834,0.9627651236205595,1.0,1.0, +1833-060619-2,False,1833,30.0,2,,True,,6,74,0.27501041714930957,0.7119512177351052,13.106709058931331,1.0,1.0, +1833-060619-2,False,1833,30.0,2,,True,,7,58,0.30788773911573075,0.6917225275569076,15.276539568221496,1.0,1.0, +1839-120619-2,False,1839,11.0,2,,True,,0,76,0.2777389527756693,0.8012534841315392,0.8086597100961492,1.0,1.0, +1839-120619-2,False,1839,11.0,2,,True,,4,78,0.25944563266355514,0.9914525100753248,31.827378281969025,1.0,1.0, +1839-120619-2,False,1839,11.0,2,,True,,5,104,0.28989435554910015,0.5826849536695491,4.268727189275783,1.0,1.0, +1839-120619-2,False,1839,11.0,2,,True,,5,47,0.27169074978084873,0.5168183649185881,23.354144852841625,1.0,1.0, +1839-120619-2,False,1839,11.0,2,,True,,6,106,0.23880513498904027,0.5343334503167837,1.3709206754628398,1.0,1.0, +1839-120619-2,False,1839,11.0,2,,True,,6,51,0.25847373711352417,0.6219088773077617,1.8571650068172503,1.0,1.0, +1839-120619-2,False,1839,11.0,2,,True,,6,86,0.2590086803083056,0.6998633418969138,1.1310750888378878,1.0,1.0, +1839-120619-2,False,1839,11.0,2,,True,,6,88,0.2076986233500874,0.26692003381475526,40.12498707389564,0.0,0.0, +1839-120619-2,False,1839,11.0,2,,True,,7,71,0.2797534343985618,0.6076007793768415,10.557137706360587,1.0,1.0, +1839-120619-2,False,1839,11.0,2,,True,,7,90,0.25741963436329396,0.5866320151677341,5.13243342744979,1.0,1.0, +1849-220319-5,False,1849,30.0,5,,True,,0,79,0.2978789278264627,0.8274027665570143,27.17409880182951,1.0,1.0, +1849-220319-5,False,1849,30.0,5,,True,,1,117,0.2738239099139704,0.580958114264093,11.340314526476243,1.0,1.0, +1849-220319-5,False,1849,30.0,5,,True,,2,83,0.20687217853747814,0.26445312037838975,27.95248078266946,0.0,0.0, +1849-220319-5,False,1849,30.0,5,,True,,2,104,0.2991600501861157,0.6401640367368668,21.658888771311283,1.0,1.0, +1849-220319-5,False,1849,30.0,5,,True,,3,27,0.28164010645064774,0.6347368271768626,9.613108608804449,1.0,1.0, +1849-220319-5,False,1849,30.0,5,,True,,3,71,0.2794143176841495,0.6332566791150432,23.14820511404253,1.0,1.0, +1849-220319-5,False,1849,30.0,5,,True,,3,98,0.2142253790615421,0.2723472433747595,0.3983055335211476,0.0,0.0, +1849-220319-5,False,1849,30.0,5,,True,,4,112,0.2160833176026838,0.2681534905329381,38.1480086956387,0.0,0.0, +1849-220319-5,False,1849,30.0,5,,True,,5,34,0.30503636154900426,0.6502783818259658,18.499788132445612,1.0,1.0, +1849-220319-5,False,1849,30.0,5,,True,,5,35,0.3105287477533622,0.9690035978043982,22.111881563439454,1.0,1.0, +1849-220319-5,False,1849,30.0,5,,True,,5,38,0.24109730779534885,0.2967696863947788,29.128256842720447,0.0,0.0, +1849-220319-5,False,1849,30.0,5,,True,,5,39,0.2979140813720947,0.29380939027114,26.918891594996737,0.0,0.0, +1834-010319-4,True,1834,,4,,False,baseline ii,0,7,0.284015509787797,0.6157415937168478,18.426476901825637,1.0,,1.0 +1834-010319-4,True,1834,,4,,False,baseline ii,1,10,0.2291423858681632,0.6164816677477575,0.3954120667406142,1.0,,1.0 +1834-010319-4,True,1834,,4,,False,baseline ii,3,21,0.25016160143494987,0.6137680629677553,0.9871572082864639,1.0,,1.0 +1834-010319-4,True,1834,,4,,False,baseline ii,3,22,0.24928765759822777,0.5871253978550072,27.249108640975592,1.0,,1.0 +1834-010319-4,True,1834,,4,,False,baseline ii,4,29,0.2708624161484881,0.5770110527659081,4.44838575083191,1.0,,1.0 +1834-010319-4,True,1834,,4,,False,baseline ii,4,35,0.25386448008722073,0.5804647315768201,1.8493751871514144,1.0,,1.0 +1834-010319-4,True,1834,,4,,False,baseline ii,4,53,0.2829285470645878,0.5807114229204565,2.5344815111221313,1.0,,1.0 +1834-010319-4,True,1834,,4,,False,baseline ii,5,36,0.2942111876422938,0.856512345106128,25.545267061721763,1.0,,1.0 +1834-010319-4,True,1834,,4,,False,baseline ii,5,37,0.3297396079511843,0.689748996807815,11.374961711618017,1.0,,1.0 +1834-010319-4,True,1834,,4,,False,baseline ii,6,44,0.2514595021841934,0.3293329437548043,26.050515813668103,0.0,,0.0 +1834-010319-4,True,1834,,4,,False,baseline ii,6,46,0.3027845261558547,0.6870353920278129,21.801209054771572,1.0,,1.0 +1834-010319-4,True,1834,,4,,False,baseline ii,7,45,0.22581964929887355,0.2809814404020392,20.27310617184691,0.0,,0.0 +1834-010319-4,True,1834,,4,,False,baseline ii,7,49,0.27901443352603994,0.6801280344059893,12.522755072017855,1.0,,1.0 +1834-010319-4,True,1834,,4,,False,baseline ii,7,48,0.3237256125808581,0.6322699137404971,19.809046176852714,1.0,,1.0 +1833-200619-1,True,1833,,1,,False,baseline i,0,147,0.27059649582264944,0.6436177155477788,16.56247176002082,1.0,,1.0 +1833-200619-1,True,1833,,1,,False,baseline i,1,155,0.29361838160139925,0.6902423794950883,23.31900356104014,1.0,,1.0 +1833-200619-1,True,1833,,1,,False,baseline i,1,159,0.27877764001657335,0.6374504319568648,6.051254245764088,1.0,,1.0 +1833-200619-1,True,1833,,1,,False,baseline i,2,228,0.2084239449292688,0.25729907141292957,10.58459899399427,0.0,,0.0 +1833-200619-1,True,1833,,1,,False,baseline i,2,239,0.18912778540952818,0.25187186185292537,29.684167470125924,0.0,,0.0 +1833-200619-1,True,1833,,1,,False,baseline i,3,184,0.19968442002398015,0.25507884932020053,40.38291543260081,0.0,,0.0 +1833-200619-1,True,1833,,1,,False,baseline i,3,151,0.24119367470001857,0.3332800052529893,4.050929464770435,0.0,,0.0 +1833-200619-1,True,1833,,1,,False,baseline i,4,165,0.2729356546165414,0.7849718554515263,4.093055869804948,1.0,,1.0 +1833-200619-1,True,1833,,1,,False,baseline i,6,240,0.2633748057235886,0.622895642682308,4.088979120930641,1.0,,1.0 +1833-200619-1,True,1833,,1,,False,baseline i,6,163,0.3030122106823315,0.6611328009459743,17.702602528535543,1.0,,1.0 +1833-200619-1,True,1833,,1,,False,baseline i,6,171,0.3100601400316348,0.6327632964277702,4.060441878810487,1.0,,1.0 +1833-200619-1,True,1833,,1,,False,baseline i,6,206,0.29029423589144104,0.6189485811841231,3.981624733907204,1.0,,1.0 +1833-200619-1,True,1833,,1,,False,baseline i,7,143,0.28962776341456936,0.6500316904823291,9.299064182295902,1.0,,1.0 +1839-120619-3,True,1839,,3,,False,baseline ii,1,113,0.2719176815204387,0.6860486266532667,3.3341044492231218,1.0,,1.0 +1839-120619-3,True,1839,,3,,False,baseline ii,2,129,0.6414067008516489,0.8071740763788163,8.452858922667057,1.0,,1.0 +1839-120619-3,True,1839,,3,,False,baseline ii,3,137,0.5569595351073184,0.7620295604933264,0.7292245463206898,1.0,,1.0 +1839-120619-3,True,1839,,3,,False,baseline ii,4,115,0.26027747537137247,0.9731973506462197,17.071182085990348,1.0,,1.0 +1839-120619-3,True,1839,,3,,False,baseline ii,4,121,0.2509549177762669,0.6041471005659295,4.053873896077741,1.0,,1.0 +1839-120619-3,True,1839,,3,,False,baseline ii,5,131,0.2450306730344143,0.5284128580695063,17.770859446479566,1.0,,1.0 +1839-120619-3,True,1839,,3,,False,baseline ii,6,133,0.23930117950216348,0.5311264628495085,2.6119712275019844,1.0,,1.0 +1839-120619-3,True,1839,,3,,False,baseline ii,6,123,0.21935797142886881,0.27851452696567347,23.34936813146118,0.0,,0.0 +1839-120619-3,True,1839,,3,,False,baseline ii,6,125,0.2433758210223147,0.5661566336458996,0.1642823532229755,1.0,,1.0 +1839-120619-3,True,1839,,3,,False,baseline ii,6,71,0.2617562985821944,0.6749475161896215,14.869325797829172,1.0,,1.0 +1839-120619-3,True,1839,,3,,False,baseline ii,7,127,0.27357227084702784,0.6115478408750263,5.407135007159086,1.0,,1.0 +1839-120619-3,True,1839,,3,,False,baseline ii,7,119,0.2842206256880702,0.6100676928132069,4.9497445704879235,1.0,,1.0 +1834-110319-5,False,1834,11.0,5,,True,,0,98,0.2763944301788253,0.5856452497931878,27.00883715134315,1.0,1.0, +1834-110319-5,False,1834,11.0,5,,True,,2,18,0.24970024679661468,0.569363621113175,18.30431278104097,1.0,1.0, +1834-110319-5,False,1834,11.0,5,,True,,3,24,0.26679382092691173,0.6335033704586798,22.24603245622042,1.0,1.0, +1834-110319-5,False,1834,11.0,5,,True,,4,76,0.2621835245309944,0.5567823625877105,0.2302107532551268,1.0,1.0, +1834-110319-5,False,1834,11.0,5,,True,,5,27,0.3069240709372113,0.6650798624441593,18.108633640774112,1.0,1.0, +1834-110319-5,False,1834,11.0,5,,True,,6,30,0.307142756107945,0.6904890708387248,0.25834762309742004,1.0,1.0, +1834-110319-5,False,1834,11.0,5,,True,,6,31,0.22164504255320117,0.28443511921295084,32.083705311989505,0.0,0.0, +1834-110319-5,False,1834,11.0,5,,True,,7,78,0.3713315986174019,0.8856219236552417,17.111053710001897,1.0,1.0, +1834-110319-5,False,1834,11.0,5,,True,,7,90,0.3190817427365977,0.7743641276751543,17.802964918396473,1.0,1.0, +1839-200619-2,False,1839,11.0,2,,True,,0,104,0.20821325854264602,0.2706204039693037,3.3938481345927407,0.0,0.0, +1839-200619-2,False,1839,11.0,2,,True,,0,98,0.20553708631401446,0.2730873174056692,1.8919655082023927,0.0,0.0, +1839-200619-2,False,1839,11.0,2,,True,,1,7,0.4808681108734294,0.8012534841315392,0.5730533540626455,1.0,1.0, +1839-200619-2,False,1839,11.0,2,,True,,3,118,0.6413214030598182,1.5874587963012479,0.5794064954602358,1.0,1.0, +1839-200619-2,False,1839,11.0,2,,True,,4,100,0.24154210984125993,0.2812281317456756,4.841093744963812,0.0,0.0, +1839-200619-2,False,1839,11.0,2,,True,,4,106,0.23180237402515236,0.28838218071113586,7.909661039999929,0.0,0.0, +1839-200619-2,False,1839,11.0,2,,True,,4,108,0.28189976917973336,0.7346468213496686,1.6073447735903472,1.0,1.0, +1839-200619-2,False,1839,11.0,2,,True,,5,96,0.30320242945387393,0.6455912462968711,6.496722393175846,1.0,1.0, +1839-200619-2,False,1839,11.0,2,,True,,6,112,0.2473299313267022,0.5076907852040355,0.541287647074694,1.0,1.0, +1839-200619-2,False,1839,11.0,2,,True,,6,114,0.2036611077047067,0.261492824254751,6.0888507154505485,0.0,0.0, +1839-200619-2,False,1839,11.0,2,,True,,6,48,0.24935729945597887,0.5178051302931345,8.992236334149318,1.0,1.0, +1839-200619-2,False,1839,11.0,2,,True,,6,54,0.21292532047228302,0.2703737126256671,4.2845585585349015,0.0,0.0, +1839-200619-2,False,1839,11.0,2,,True,,6,78,0.6461686579882578,1.0713805054135694,3.3442936316915364,1.0,1.0, +1839-200619-2,False,1839,11.0,2,,True,,6,89,0.6541332921567469,1.066693369884475,3.9719840017734587,1.0,1.0, +1839-200619-2,False,1839,11.0,2,,True,,6,92,0.21362180433029448,0.2679067991893015,4.691159607980681,0.0,0.0, +1839-200619-2,False,1839,11.0,2,,True,,6,94,0.30309939069441244,0.8777278006588719,0.8970635653397511,1.0,1.0, +1839-200619-2,False,1839,11.0,2,,True,,7,116,0.33913129687379445,0.6742074421587119,1.0800340375903519,1.0,1.0, +1839-200619-2,False,1839,11.0,2,,True,,7,74,0.36327393642351324,0.7398273395660363,13.685937198689034,1.0,1.0, +1839-200619-2,False,1839,11.0,2,,True,,7,90,0.7997359344171968,1.199413312760943,5.309955580105977,1.0,1.0, +1833-260619-3,True,1833,,3,,False,baseline ii,0,196,0.27504370349117335,0.5599893500549857,2.087584670059452,1.0,,1.0 +1833-260619-3,True,1833,,3,,False,baseline ii,0,209,0.24404858751186037,0.5713371518622674,3.42518521791236,1.0,,1.0 +1833-260619-3,True,1833,,3,,False,baseline ii,0,1,0.18715322873112455,0.24817149169837693,40.848177919650084,0.0,,0.0 +1833-260619-3,True,1833,,3,,False,baseline ii,0,0,0.29904076451819395,0.6495383077950561,7.506468474986263,1.0,,1.0 +1833-260619-3,True,1833,,3,,False,baseline ii,0,141,0.22557451333576423,0.27752776159112735,2.6939783123148167,0.0,,0.0 +1833-260619-3,True,1833,,3,,False,baseline ii,0,180,0.17255774657059098,0.2439777388565554,33.926012243849776,0.0,,0.0 +1833-260619-3,True,1833,,3,,False,baseline ii,0,194,0.2226041354954958,0.5762709787349984,6.484766983025949,1.0,,1.0 +1833-260619-3,True,1833,,3,,False,baseline ii,0,140,0.1895587565823141,0.24866487438565005,3.564357529249657,0.0,,0.0 +1833-260619-3,True,1833,,3,,False,baseline ii,0,182,0.2759303683542355,0.5945261381641038,5.288547830817278,1.0,,1.0 +1833-260619-3,True,1833,,3,,False,baseline ii,1,170,0.2574692581926353,0.6369570492695917,26.839269787182342,1.0,,1.0 +1833-260619-3,True,1833,,3,,False,baseline ii,1,119,0.20032215334518036,0.254832157976564,27.84882131545448,0.0,,0.0 +1833-260619-3,True,1833,,3,,False,baseline ii,1,207,0.25225475155769017,0.5873720891986438,4.589372647670383,1.0,,1.0 +1833-260619-3,True,1833,,3,,False,baseline ii,2,198,0.1857480918775227,0.24595126960564787,41.195004155839854,0.0,,0.0 +1833-260619-3,True,1833,,3,,False,baseline ii,3,160,0.23062214020053123,0.28788879802386275,20.69580632957881,0.0,,0.0 +1833-260619-3,True,1833,,3,,False,baseline ii,3,176,0.2611290407528607,0.5923059160713748,7.407059681173908,1.0,,1.0 +1833-260619-3,True,1833,,3,,False,baseline ii,5,184,0.20315110794195917,0.25951929350565855,39.754681187714176,0.0,,0.0 +1833-260619-3,True,1833,,3,,False,baseline ii,5,109,0.2199730819301089,0.27678768756021765,17.605297384168047,0.0,,0.0 +1833-260619-3,True,1833,,3,,False,baseline ii,5,111,0.27718929493430905,0.6159882850604842,9.22182243932612,1.0,,1.0 +1833-260619-3,True,1833,,3,,False,baseline ii,5,113,0.2677502853499516,0.6029136438477467,0.4738485838388915,1.0,,1.0 +1833-260619-3,True,1833,,3,,False,baseline ii,6,192,0.28713203230630746,0.616234976404121,7.835622036720504,1.0,,1.0 +1833-260619-3,True,1833,,3,,False,baseline ii,6,142,0.3001754576340041,0.6100676928132069,9.358785666356475,1.0,,1.0 +1833-260619-3,True,1833,,3,,False,baseline ii,6,168,0.27835151201076713,0.6293096176168583,26.142303688342388,1.0,,1.0 +1833-260619-3,True,1833,,3,,False,baseline ii,7,103,0.33933033771417803,0.7077574648932836,2.1118845974358056,1.0,,1.0 +1833-260619-3,True,1833,,3,,False,baseline ii,7,105,0.3297987306293207,0.7625229431805994,0.15684498579282655,1.0,,1.0 +1833-200619-3,True,1833,,3,,False,baseline ii,0,0,0.19601561695868636,0.2575457627565661,35.90839463421438,0.0,,0.0 +1833-200619-3,True,1833,,3,,False,baseline ii,0,91,0.29377536579896285,0.6576791221350625,7.071948457245837,1.0,,1.0 +1833-200619-3,True,1833,,3,,False,baseline ii,0,93,0.21108487117207816,0.27284062606203274,21.555855277531155,0.0,,0.0 +1833-200619-3,True,1833,,3,,False,baseline ii,1,89,0.28194998530257803,0.6714938373787098,19.287834655930368,1.0,,1.0 +1833-200619-3,True,1833,,3,,False,baseline ii,1,97,0.28007931040335604,0.6668067018496151,16.556164162792793,1.0,,1.0 +1833-200619-3,True,1833,,3,,False,baseline ii,2,142,0.194836856951777,0.2531053185711082,49.866831600091345,0.0,,0.0 +1833-200619-3,True,1833,,3,,False,baseline ii,3,128,0.19614638746359078,0.2511317878220157,42.253958292719254,0.0,,0.0 +1833-200619-3,True,1833,,3,,False,baseline ii,3,82,0.2528947664273382,0.6002000390677447,15.695836067830088,1.0,,1.0 +1833-200619-3,True,1833,,3,,False,baseline ii,4,113,0.27102299572947025,0.6996166505532774,11.768979239175462,1.0,,1.0 +1833-200619-3,True,1833,,3,,False,baseline ii,5,122,0.2192229769587576,0.27999467502749287,26.649564282886697,0.0,,0.0 +1833-200619-3,True,1833,,3,,False,baseline ii,5,59,0.3439060774463651,0.6983831938350945,4.442023352584391,1.0,,1.0 +1833-200619-3,True,1833,,3,,False,baseline ii,6,150,0.25820369471372534,0.6080941620641145,3.7671552062364,1.0,,1.0 +1833-200619-3,True,1833,,3,,False,baseline ii,6,120,0.29429080578920747,0.6391772713623207,22.458684610718066,1.0,,1.0 +1833-200619-3,True,1833,,3,,False,baseline ii,6,126,0.30474762502053776,0.6411508021114132,3.1025903903670042,1.0,,1.0 +1833-200619-3,True,1833,,3,,False,baseline ii,6,132,0.27770790091874714,0.5856452497931877,6.90065558803919,1.0,,1.0 +1833-200619-3,True,1833,,3,,False,baseline ii,6,75,0.32710415413147986,0.6944361323369096,5.789183812660724,1.0,,1.0 +1833-200619-3,True,1833,,3,,False,baseline ii,7,65,0.27689402284169995,0.6236357167132175,12.7787056260778,1.0,,1.0 +1833-200619-3,True,1833,,3,,False,baseline ii,7,53,0.32230572452438555,0.775597584393337,1.0110143032121621,1.0,,1.0 +1849-280219-1,True,1849,,1,,False,baseline i,0,90,0.30875167581202034,0.8412174818006615,14.760810689394036,1.0,,1.0 +1849-280219-1,True,1849,,1,,False,baseline i,1,102,0.24770139279499545,0.6986298851787309,8.471421786956578,1.0,,1.0 +1849-280219-1,True,1849,,1,,False,baseline i,1,104,0.3043704098111755,0.6601460355714281,17.456263076152947,1.0,,1.0 +1849-280219-1,True,1849,,1,,False,baseline i,1,112,0.26537762449138796,0.7603027210878706,6.9311632802372,1.0,,1.0 +1849-280219-1,True,1849,,1,,False,baseline i,1,114,0.2573521186316395,0.5234790311967752,6.9311632802372,1.0,,1.0 +1849-280219-1,True,1849,,1,,False,baseline i,1,116,0.2553302072639002,0.5900856939786457,3.8506462667984445,1.0,,1.0 +1849-280219-1,True,1849,,1,,False,baseline i,2,100,0.3071603916440767,0.6327632964277701,9.113196164756319,1.0,,1.0 +1849-280219-1,True,1849,,1,,False,baseline i,2,16,0.22302686589267742,0.2896156374293187,23.61729710303046,0.0,,0.0 +1849-280219-1,True,1849,,1,,False,baseline i,2,18,0.5148717938796975,0.36115612708392025,0.3850646266798444,0.0,,0.0 +1849-280219-1,True,1849,,1,,False,baseline i,2,84,0.5192150497869469,1.0819882331899415,10.525099795915748,1.0,,1.0 +1849-280219-1,True,1849,,1,,False,baseline i,2,86,0.3247780841945936,0.7681968440842404,5.134195022397926,1.0,,1.0 +1849-280219-1,True,1849,,1,,False,baseline i,3,27,0.28171266834238123,0.6507717645132388,10.781809547035644,1.0,,1.0 +1849-280219-1,True,1849,,1,,False,baseline i,3,28,0.29397740544961354,0.7213254887932945,23.232232476350614,1.0,,1.0 +1849-280219-1,True,1849,,1,,False,baseline i,3,110,0.2785351158594917,0.6093276187822974,1.796968257839274,1.0,,1.0 +1849-280219-1,True,1849,,1,,False,baseline i,3,64,0.20653129036041923,0.25655899738201987,21.56361909407129,0.0,,0.0 +1849-280219-1,True,1849,,1,,False,baseline i,4,66,0.23955945640377574,0.3036770440166024,8.599776662516526,0.0,,0.0 +1849-280219-1,True,1849,,1,,False,baseline i,5,40,0.24525420368718592,0.3004700565493271,11.680293675955282,0.0,,0.0 +1849-280219-1,True,1849,,1,,False,baseline i,6,106,0.2729104901514102,0.5533286837767986,16.68613382279326,1.0,,1.0 +1849-280219-1,True,1849,,1,,False,baseline i,6,108,0.5271428788546473,0.1460412754328421,0.2567097511198963,0.0,,0.0 +1849-280219-1,True,1849,,1,,False,baseline i,6,44,0.2430649477845765,0.29060240280386485,14.760810689394036,0.0,,0.0 +1849-280219-1,True,1849,,1,,False,baseline i,6,45,0.23508665771650672,0.5200253523858634,30.163395756587814,1.0,,1.0 +1849-280219-1,True,1849,,1,,False,baseline i,6,96,0.2719331261032624,0.38459180472939325,3.4655816401186,0.0,,0.0 +1849-280219-1,True,1849,,1,,False,baseline i,6,98,0.2180796518311937,0.299976673862054,5.775969400197667,0.0,,0.0 +1849-280219-1,True,1849,,1,,False,baseline i,7,52,0.23901830519461748,0.3387072148129935,9.369905915876215,0.0,,0.0 +1849-280219-1,True,1849,,1,,False,baseline i,7,53,0.2864245396401499,0.7070173908623739,11.295229049275438,1.0,,1.0 +1849-280219-1,True,1849,,1,,False,baseline i,7,62,0.26745167184527724,0.5286595494131429,13.092197307114711,1.0,,1.0 +1833-010719-2,False,1833,11.0,2,,True,,0,239,0.2738871168655749,0.6376971233005014,15.750780737723984,1.0,1.0, +1833-010719-2,False,1833,11.0,2,,True,,0,261,0.23458014764430332,0.636216975238682,4.6378476555373895,1.0,1.0, +1833-010719-2,False,1833,11.0,2,,True,,0,4,0.17239174014504402,0.23608361586018564,31.303705100097464,0.0,0.0, +1833-010719-2,False,1833,11.0,2,,True,,0,254,0.277536990485203,0.5705970778313578,5.734301735604761,1.0,1.0, +1833-010719-2,False,1833,11.0,2,,True,,0,265,0.24153588262086997,0.5688702384259018,3.9641938061297237,1.0,1.0, +1833-010719-2,False,1833,11.0,2,,True,,0,267,0.2539131979255187,0.5570290539313469,2.0786696577002264,1.0,1.0, +1833-010719-2,False,1833,11.0,2,,True,,1,135,0.270392626536751,0.6241290994004909,8.441872014954802,1.0,1.0, +1833-010719-2,False,1833,11.0,2,,True,,1,18,0.2813633155986369,0.6722339114096195,7.66104596223228,1.0,1.0, +1833-010719-2,False,1833,11.0,2,,True,,1,227,0.20767738503356808,0.2595192935056586,18.37355542763809,0.0,0.0, +1833-010719-2,False,1833,11.0,2,,True,,1,229,0.27922523559718854,0.6349835185204993,0.2202329892294291,1.0,1.0, +1833-010719-2,False,1833,11.0,2,,True,,1,233,0.31982933493969584,0.6571857394477894,2.0409827290620357,1.0,1.0, +1833-010719-2,False,1833,11.0,2,,True,,1,269,0.2800331282420098,0.5607294240858954,4.760330173611511,1.0,1.0, +1833-010719-2,False,1833,11.0,2,,True,,1,273,0.24877399778558487,0.6043937919095661,2.814742482664896,1.0,1.0, +1833-010719-2,False,1833,11.0,2,,True,,2,249,0.2819341299630909,0.6270893955241295,15.890929003597256,1.0,1.0, +1833-010719-2,False,1833,11.0,2,,True,,2,271,0.29924338448234933,0.721572180136931,0.409845348940328,1.0,1.0, +1833-010719-2,False,1833,11.0,2,,True,,2,29,0.1885423228781188,0.2494049484165597,34.45056364138642,0.0,0.0, +1833-010719-2,False,1833,11.0,2,,True,,3,243,0.19715240239492285,0.2511317878220156,31.76065910983553,0.0,0.0, +1833-010719-2,False,1833,11.0,2,,True,,3,133,0.26651168363066,0.5940327554768307,2.7040371297902097,1.0,1.0, +1833-010719-2,False,1833,11.0,2,,True,,3,157,0.2786583276088018,0.6016801871295641,0.3509595229431544,1.0,1.0, +1833-010719-2,False,1833,11.0,2,,True,,3,173,0.2568919767614288,0.619441963871396,0.14132598239321653,1.0,1.0, +1833-010719-2,False,1833,11.0,2,,True,,3,174,0.22326132384131878,0.5925526074150114,9.658453180056407,1.0,1.0, +1833-010719-2,False,1833,11.0,2,,True,,3,187,0.2312102326372392,0.23188986301836412,0.10952763635474282,0.0,0.0, +1833-010719-2,False,1833,11.0,2,,True,,3,188,0.22998271740751589,0.583918410387732,0.027087479958699836,1.0,1.0, +1833-010719-2,False,1833,11.0,2,,True,,3,241,0.27841769649819575,0.6090809274386607,6.4338653484511825,1.0,1.0, +1833-010719-2,False,1833,11.0,2,,True,,3,259,0.2570983824703245,0.5451878694367921,5.292658040625959,1.0,1.0, +1833-010719-2,False,1833,11.0,2,,True,,4,223,0.3628634160520048,0.7615361778060533,9.71027270693392,1.0,1.0, +1833-010719-2,False,1833,11.0,2,,True,,4,231,0.20875738309859831,0.27506084815476173,6.29371708257791,0.0,0.0, +1833-010719-2,False,1833,11.0,2,,True,,5,235,0.20963767864923527,0.26420642903475317,32.22939028477303,0.0,0.0, +1833-010719-2,False,1833,11.0,2,,True,,5,221,0.26098253484644185,0.6157415937168477,6.890819358189249,1.0,1.0, +1833-010719-2,False,1833,11.0,2,,True,,6,225,0.2890181386872645,0.6031603351913833,26.018113358591165,1.0,1.0, +1833-010719-2,False,1833,11.0,2,,True,,7,217,0.28365331132716765,0.6850618612787205,6.696496132398577,1.0,1.0, +1833-010719-2,False,1833,11.0,2,,True,,7,211,0.2665285790781079,0.674207442158712,2.7605675227474964,1.0,1.0, +1833-010719-2,False,1833,11.0,2,,True,,7,213,0.27024899571308136,0.6125346062495727,1.8537258023910237,1.0,1.0, diff --git a/actions/waveform-analysis/data/statistics/broad_spiking.csv b/actions/waveform-analysis/data/statistics/broad_spiking.csv new file mode 100644 index 000000000..5a3cd2872 --- /dev/null +++ b/actions/waveform-analysis/data/statistics/broad_spiking.csv @@ -0,0 +1,4 @@ +,Control,Stimulated,MWU,PRS +average_firing_rate,9.53 ± 0.37 (491),10.62 ± 0.44 (462),"104995.00, 0.047","1.09, 0.053" +half_width,0.30 ± 0.00 (491),0.30 ± 0.00 (462),"116089.00, 0.530","0.00, 0.425" +peak_to_trough,0.66 ± 0.00 (491),0.67 ± 0.01 (462),"116944.00, 0.407","0.00, 0.539" diff --git a/actions/waveform-analysis/data/statistics/broad_spiking.tex b/actions/waveform-analysis/data/statistics/broad_spiking.tex new file mode 100644 index 000000000..975d17bc5 --- /dev/null +++ b/actions/waveform-analysis/data/statistics/broad_spiking.tex @@ -0,0 +1,9 @@ +\begin{tabular}{lllll} +\toprule +{} & Control & Stimulated & MWU & PRS \\ +\midrule +average\_firing\_rate & 9.53 ± 0.37 (491) & 10.62 ± 0.44 (462) & 104995.00, 0.047 & 1.09, 0.053 \\ +half\_width & 0.30 ± 0.00 (491) & 0.30 ± 0.00 (462) & 116089.00, 0.530 & 0.00, 0.425 \\ +peak\_to\_trough & 0.66 ± 0.00 (491) & 0.67 ± 0.01 (462) & 116944.00, 0.407 & 0.00, 0.539 \\ +\bottomrule +\end{tabular} diff --git a/actions/waveform-analysis/data/statistics/broad_spiking_11.csv b/actions/waveform-analysis/data/statistics/broad_spiking_11.csv new file mode 100644 index 000000000..991100368 --- /dev/null +++ b/actions/waveform-analysis/data/statistics/broad_spiking_11.csv @@ -0,0 +1,4 @@ +,Control,Stimulated,MWU,PRS +average_firing_rate,9.53 ± 0.37 (491),10.04 ± 0.49 (269),"63173.00, 0.322","0.51, 0.406" +half_width,0.30 ± 0.00 (491),0.30 ± 0.00 (269),"67834.00, 0.535","0.00, 0.655" +peak_to_trough,0.66 ± 0.00 (491),0.67 ± 0.01 (269),"66266.00, 0.938","0.01, 0.279" diff --git a/actions/waveform-analysis/data/statistics/broad_spiking_11.tex b/actions/waveform-analysis/data/statistics/broad_spiking_11.tex new file mode 100644 index 000000000..fe8f8d2d4 --- /dev/null +++ b/actions/waveform-analysis/data/statistics/broad_spiking_11.tex @@ -0,0 +1,9 @@ +\begin{tabular}{lllll} +\toprule +{} & Control & Stimulated & MWU & PRS \\ +\midrule +average\_firing\_rate & 9.53 ± 0.37 (491) & 10.04 ± 0.49 (269) & 63173.00, 0.322 & 0.51, 0.406 \\ +half\_width & 0.30 ± 0.00 (491) & 0.30 ± 0.00 (269) & 67834.00, 0.535 & 0.00, 0.655 \\ +peak\_to\_trough & 0.66 ± 0.00 (491) & 0.67 ± 0.01 (269) & 66266.00, 0.938 & 0.01, 0.279 \\ +\bottomrule +\end{tabular} diff --git a/actions/waveform-analysis/data/statistics/broad_spiking_30.csv b/actions/waveform-analysis/data/statistics/broad_spiking_30.csv new file mode 100644 index 000000000..9145f6688 --- /dev/null +++ b/actions/waveform-analysis/data/statistics/broad_spiking_30.csv @@ -0,0 +1,4 @@ +,Control,Stimulated,MWU,PRS +average_firing_rate,9.53 ± 0.37 (491),11.42 ± 0.81 (193),"41822.00, 0.017","1.89, 0.013" +half_width,0.30 ± 0.00 (491),0.29 ± 0.01 (193),"48255.00, 0.707","0.01, 0.384" +peak_to_trough,0.66 ± 0.00 (491),0.66 ± 0.01 (193),"50678.00, 0.156","0.00, 0.854" diff --git a/actions/waveform-analysis/data/statistics/broad_spiking_30.tex b/actions/waveform-analysis/data/statistics/broad_spiking_30.tex new file mode 100644 index 000000000..29a379345 --- /dev/null +++ b/actions/waveform-analysis/data/statistics/broad_spiking_30.tex @@ -0,0 +1,9 @@ +\begin{tabular}{lllll} +\toprule +{} & Control & Stimulated & MWU & PRS \\ +\midrule +average\_firing\_rate & 9.53 ± 0.37 (491) & 11.42 ± 0.81 (193) & 41822.00, 0.017 & 1.89, 0.013 \\ +half\_width & 0.30 ± 0.00 (491) & 0.29 ± 0.01 (193) & 48255.00, 0.707 & 0.01, 0.384 \\ +peak\_to\_trough & 0.66 ± 0.00 (491) & 0.66 ± 0.01 (193) & 50678.00, 0.156 & 0.00, 0.854 \\ +\bottomrule +\end{tabular} diff --git a/actions/waveform-analysis/data/statistics/narrow_spiking.csv b/actions/waveform-analysis/data/statistics/narrow_spiking.csv new file mode 100644 index 000000000..06d3ed335 --- /dev/null +++ b/actions/waveform-analysis/data/statistics/narrow_spiking.csv @@ -0,0 +1,4 @@ +,Control,Stimulated,MWU,PRS +average_firing_rate,21.22 ± 1.17 (147),20.20 ± 0.96 (178),"13472.00, 0.645","1.02, 0.494" +half_width,0.23 ± 0.01 (147),0.23 ± 0.00 (178),"12839.00, 0.773","0.01, 0.456" +peak_to_trough,0.29 ± 0.00 (147),0.29 ± 0.00 (178),"13194.50, 0.895","0.00, 0.892" diff --git a/actions/waveform-analysis/data/statistics/narrow_spiking.tex b/actions/waveform-analysis/data/statistics/narrow_spiking.tex new file mode 100644 index 000000000..049dfab3c --- /dev/null +++ b/actions/waveform-analysis/data/statistics/narrow_spiking.tex @@ -0,0 +1,9 @@ +\begin{tabular}{lllll} +\toprule +{} & Control & Stimulated & MWU & PRS \\ +\midrule +average\_firing\_rate & 21.22 ± 1.17 (147) & 20.20 ± 0.96 (178) & 13472.00, 0.645 & 1.02, 0.494 \\ +half\_width & 0.23 ± 0.01 (147) & 0.23 ± 0.00 (178) & 12839.00, 0.773 & 0.01, 0.456 \\ +peak\_to\_trough & 0.29 ± 0.00 (147) & 0.29 ± 0.00 (178) & 13194.50, 0.895 & 0.00, 0.892 \\ +\bottomrule +\end{tabular} diff --git a/actions/waveform-analysis/data/statistics/narrow_spiking_11.csv b/actions/waveform-analysis/data/statistics/narrow_spiking_11.csv new file mode 100644 index 000000000..6d145a175 --- /dev/null +++ b/actions/waveform-analysis/data/statistics/narrow_spiking_11.csv @@ -0,0 +1,4 @@ +,Control,Stimulated,MWU,PRS +average_firing_rate,21.22 ± 1.17 (147),19.13 ± 1.31 (102),"8043.00, 0.329","2.08, 0.236" +half_width,0.23 ± 0.01 (147),0.23 ± 0.00 (102),"7299.00, 0.724","0.01, 0.299" +peak_to_trough,0.29 ± 0.00 (147),0.29 ± 0.00 (102),"7471.50, 0.964","0.00, 0.814" diff --git a/actions/waveform-analysis/data/statistics/narrow_spiking_11.tex b/actions/waveform-analysis/data/statistics/narrow_spiking_11.tex new file mode 100644 index 000000000..ffa32fa32 --- /dev/null +++ b/actions/waveform-analysis/data/statistics/narrow_spiking_11.tex @@ -0,0 +1,9 @@ +\begin{tabular}{lllll} +\toprule +{} & Control & Stimulated & MWU & PRS \\ +\midrule +average\_firing\_rate & 21.22 ± 1.17 (147) & 19.13 ± 1.31 (102) & 8043.00, 0.329 & 2.08, 0.236 \\ +half\_width & 0.23 ± 0.01 (147) & 0.23 ± 0.00 (102) & 7299.00, 0.724 & 0.01, 0.299 \\ +peak\_to\_trough & 0.29 ± 0.00 (147) & 0.29 ± 0.00 (102) & 7471.50, 0.964 & 0.00, 0.814 \\ +\bottomrule +\end{tabular} diff --git a/actions/waveform-analysis/data/statistics/narrow_spiking_30.csv b/actions/waveform-analysis/data/statistics/narrow_spiking_30.csv new file mode 100644 index 000000000..e7e7077a1 --- /dev/null +++ b/actions/waveform-analysis/data/statistics/narrow_spiking_30.csv @@ -0,0 +1,4 @@ +,Control,Stimulated,MWU,PRS +average_firing_rate,21.22 ± 1.17 (147),21.62 ± 1.40 (76),"5429.00, 0.732","0.41, 0.822" +half_width,0.23 ± 0.01 (147),0.23 ± 0.01 (76),"5540.00, 0.921","0.00, 0.846" +peak_to_trough,0.29 ± 0.00 (147),0.29 ± 0.01 (76),"5723.00, 0.765","0.00, 0.582" diff --git a/actions/waveform-analysis/data/statistics/narrow_spiking_30.tex b/actions/waveform-analysis/data/statistics/narrow_spiking_30.tex new file mode 100644 index 000000000..f48a8f457 --- /dev/null +++ b/actions/waveform-analysis/data/statistics/narrow_spiking_30.tex @@ -0,0 +1,9 @@ +\begin{tabular}{lllll} +\toprule +{} & Control & Stimulated & MWU & PRS \\ +\midrule +average\_firing\_rate & 21.22 ± 1.17 (147) & 21.62 ± 1.40 (76) & 5429.00, 0.732 & 0.41, 0.822 \\ +half\_width & 0.23 ± 0.01 (147) & 0.23 ± 0.01 (76) & 5540.00, 0.921 & 0.00, 0.846 \\ +peak\_to\_trough & 0.29 ± 0.00 (147) & 0.29 ± 0.01 (76) & 5723.00, 0.765 & 0.00, 0.582 \\ +\bottomrule +\end{tabular}

    TL(o-A~Wmm%PWne^DqB zad+Zxd3N_&fk+UT)^LHYb!uR~Y_fh$>e<+#u-&1GV&Gb_yLy@J!qsI09$hQBi zEDP->f|wsae^Us+61hKkWpZHE5hvB{?H4xvs941ZiQcADKgQz3@-cInpMhQI)_-!D z|K;KOH>(oN_CM-S&?g3~vNYoFQ88uH>i;#h{qxD*&ZOA&yp!|knJE#w=W*xJ zZ;vEse;?R;<(#tOLEpHpTj%OFHPIek>zAsq@}bYM?Z0nXlCgdJ?}xoR7AeGP9z3Y5 zd;QT(H=bWN(Xnr4zpv};lJ4x1*d6%Nsv=Nw*je504DSW8kv95htDf@vmx2+bEdE6# z53sUXRXhEf;Ja!Ajf)pA`k?C=!_M`k<6^w;&zFfe6}b^H&dFoCk#WUi9l~bEPs>Cd zyESJH@Yk-pev6`px;vP^(&Es_)9AS9*43r@XfAppJEE|%I-SN_?#7wqeudJERh6A7 z=Xl7U|M+p$q%J$}@Ym(=r(G-Yh4X$^go2s>>!*-L0K$g9e)hQj7%QwB~T}a_g?xA zeZ8C*=|anI-i(Ripl?rzi3{Thh*s*NF8lk(*8R6W;{T`X`!9a^ukS}`DNQ>6xT~#r zgR{=hB|2nfT|=-*yyaFZ$HrOaO-M6&dEYat*8c0=Pznl%ewIzo{^|eKd+>i}jV88b zam#AiL`dyBbv!X=UBbLGQMwV^X$>dOj?-rPJXQ`rK_;w&tiI)6k{Gfs|Bln+EpDEr z3ZB0fwT9^il^daFkilTy9ILLI`!?QwT2!=l!-iOt_Qr$I?5mEru99UAVzO(r#_XP# zSGanvtr3V1(erOzz3$!f@%4>zcVB+(x8FGT?NdVu%~eKW^8}PM_Gh-5%cICQNMpV+ z@C-AGSaSOG={4)uM+1)Fk(ChB_1z>tiUg6E_c!G^$Ojs=|(p z0gWVp>X7}umQ1q;pv_leg!YlI@2<0&s&LJ2(jWhrz7a*`#kAu%bPzWN_Fh_EzGKMo z<;#}=0!Chh`1*i0)9VtdzM%Xs3;^>9l*FXy=4087t3nUyh2NiN`(2-g8x#1-a-wg7cjj>(*)y&g!^0A*t+ln-aTD7_@+P;&r^-T4JUih zwLc5BE0HM3J)7-V79{4PfkBlD=H^MgkD-_$kK0!hd5clNFcc_YADSML)f^qndSeWo zis*%I_g-emFs`7wJV_=rpcXfI#H51B=9V}!!bZ@|Af6AfD?=)o*j<3ug*geIr~+vk>`-NA#d zXnUB5S}6ukx``IAJL=lySt46 zY&{Q{A6~df)E2v(&9;hcGq<~(a_7#k(!u+(kB(e-bHmP3rY>8;IguJ26-9OgN2wM^ zR%;@TZIOMJ`Rh6~2w2tip)U3w<}4p7nm}`LA1|-dbDHiSPcgw3AT-UhZCgpYRtH9F zY#;YrH4}?2wNWJx{Rc;%SdvKtN_0ONr z+XT#}T44#L?X3A)so^nrM^v5b^sEgiFWyn6xJsYOj^iiSQxU}TQXU;EUjuk|8#;Ah z@|o8h$}xMbiPg9#Gw5U7Qt;Aa@d|vqasU@A;+eD)pP$*ad-oVRrZ5zv!qLL$K-z1G zj?PY-@d4!%Bl7~Qw*mn|>=*ZKtX*^s^=U=JfmyF@A847Phq-SLcN|(va^k7^+H>tJ zPK=;xP!eZ$mpcRsjlSLU3}K;>fZ6e{XxQr$5Mazu0C0FmrIC<9^81fc(_0lZKdK=UK)Zqc0jyvFg*g+ZmSM--J9-rXJ#1Xr&)gI1JOosG98&^tAK zpMl)Kn}Rod7*@X*{WHrh1gNi$PM#N`QIsN#j?}u9Hnv$=Ff3frTXzGbEUb zf!pg|tav(XzfaU*G)C(Q;KN5R==i^2E_q^hkQj&-GW+N$4ML}m0ZeidLc@BTT>3|sD4_tkL~HNj*Us$;k?;&@@wx796&1LpnSxeO~1#P{w+fE{Hl2GDDw`VoeKsW{M7_Oowm zlF2GY#yA`u#$u!SQLZ;fSH2M&7nkJ5+a-J&ID4&DjWKdXe70kKih8=bO}?$=V5gVs z(9qDtY2@XYWxql_ zcPkuuX4gE2QrKAPRO^-{PD$$&m5PIniyA`HD?NE{B$ z_wO62np<4Be(hQ_ww7{_S5RY7>r_|b{6tbV)8|_hI-D-4eSA-v2{t)n_B%RsYu)4< z=b0$V-m3I>kw$F$_rK0;YwsS<6w1X8e>HnpR4+Vu^{H-b_UnKAqi_X|Rs`&7)DSdj zv$qd66t{mLlAWTnQc@(SHOszt?;ceLOEd2`2V_4!5W*CVNcfeB@y;4+B2_Pp?5{1lWWpgqI^82pIC6&ryp`_%Sq?WDCAZ)UA-iZlK=lTMpr2u_!Q4@N)n3kCc*`YSytgPRodF;-^ z-+uc=bvRhmrgZef+HJ`{1x4h0iQPO6dr#G|734hLEzJbylfsiM4A%3E2czI}Y*sUW zqqfH>|ItJuhBsr_>-04pHj$_D{+&DLL@iKEyrWWi4eakOcNP(=XTE`OZ9?vf$r|c7 z&zT%^b%ErYDKeo(NAQJ{lar#>AMSLCK+k-R;X<~WacgE`m&mQB0|CtY?5lhO^&6k{ z{>?np!_KaOaVK%jgxwn_gNrh0A`b+N!m;qm!D*b3w5}_H0ItXSW1Gl{k*@de4QHbx zh^15m=D)4z>hvLt{SKpi?q+R|tA`!o$alHhd}@C^?0Bp`MMvV=_3KQYWFszyFK8w{X_f69(CmPlhhoGJL~qveRq z#kX5E*EUfr0pX-^&BGg!lk+Zio>7`yS1?z>R8l)hPxl)a&PJXJIS{9m7@$R(F!{b$etbSGH7$+Kec|H8CZFH_@gFbB zs;#Y!yokEY9l^c{ngC%44EOjHhJFO>(!;?xb$RH~BR(plKupt!Di1sRQS@(5)^dbj zQ$aX$!^-qczB)!WxeY-%FArzUDL02*&#uK3aHE+p$$MKF`Odj&IYQ_e00l)#cSU7o zBZO0l7(T`1xk1G0VQC>mnJE7`mgcuw#<>A9uif^-8G%Z=p%$$JMFyUt} z%rgUTKOq#okM5Zf?%#ww>pK|udztx@6( z{#!q4294x$&W@mvpbzPVkUPv;|6PfV)zCHG6!?T`7-Ja4#VsPze7+nWAQ`TIozdSS zZ8}8SQF0ODjC*Ypdi|kz=*4xEaJ!9@D_9RCeEWo)r!h&8MOd$NO)U#gpn&bbS**?r zzF?$W=$&Q)D!jC!LMVuvm-iF~Hp!km>0S{cX0a#9{B;fzWVMvWdAO8o!3BhMw`*^G z7Di%@1g8M107KE8e0;J9LF5aZzt=%XSRW&I1QFJHUX418ugEZeEsD8)lI=S!O-&P! zTPcML3Y#>P3mmvKZi<;!kDEqV_u0#$*P1KRW$BW7sL05>MMv>4lGWM>AiIMbw&ed_F|@*-pTW;kcC4a1PUNYtd0nAFccqkautdlzc=S z_!aY*Mj#yJmzV=kOuy`i`KVQ}W1lT#nVct%qr7z+nv~8w-98nL0Xi zI{Vtz0kDscYCo8#o! zsh;x?4pKG5arg!Rj+>(`a7kQ3LP|&6mdha&-=V3B-FvbV;;#k>8+a;nbxKy`;d@%1 zTueixL0$G;)UPZO2csYQ?$gLvyR5QzXwFZZrro1Fv|rF}yqx<}8u02>J&G~Xoxa(^ zejkmN2|8_Mg~Tj%4Ff|Ag3#?-wj3VoZ)`+vkpP1fhwgnOy~<^JpqB5b{Kj#_1B)4X zZ`-LpNUuv@ypXlE&BPH^z|n_ymImHZM}8Hin0x#7(q6rJukPLe-W_z_afH+XTSWA3@^pi1~D~2xM<8BG9+M~-N(S1ni}h_(zV#H@RZz;8=@pa z38P5s;l*H0RCfB6^+ql@7^Ys}td7xub#Tek{XOV^I1`VZERq@pyWJ1j4nYmAG2d<` zJ`Zjr?rcgpNf(h~#Xzf*gJEa&87610UArcdszixw#8uMGT7_5+IG%muGLz@!<>d_w z5m{QA}(=&K65dgV&srG5#IU*6J@fWzwj?_{4swb>7i z7?2xz1ZD`|*KFLFv|Tao18^S&Od6?=JhA?@Lw{nNY}l3B6VWoXt~cO-OrTe80W2jG zyf2pfOcJM{;8=n2C4^h`4<%OvK~w~SD0lq$@3m!%C?RhTtm53Oh8(SPbPHP1Aa?BN z=t$Ro4k<7P$J*WuIXO8-Aya=iRYbiU50sWr8kExw@1i~E=UXA)a*Wtu?g1HArRtTX zU+AgWk|zY0ifR`>qNqevS{}8QmXi)KVR!-RroK*e-nPN`AMICiky2}^415PuQc@1Y zi_{&bjZeNXt9??HxhO2uukqrXEclA1IyW>tm<55X=d;v^aFfi;9W{G;|F^@ONgzh7G>uy;j+E1uiZC z@2VRdB*|O8c=4hGfQm6<(Yd+fpN))ts6GN^W&%Pf-9P%u<+jmG#0Lg4Q!y+GCYgut zl@umSFC7=k&76`+>v%(TSeNptYpby@Lu&?Of+sGFE$svlT<8{ z-#&VmiL20%8TURR8y$OUEh8iTha!6##Za}d&SU86vyS15Vl5f4B53zft*g6RMaV!w z!5gi95`cl7724)n(+`lCQOx-XkV?I>DeU9`QJc6$^czhl+sG^YjEnR^+Z%xfa_4%V z{PD*h4(Puq;4o^~>bWvfhW4`ofjWJ6sv9$8r5P1<4t;>EwFWOGacau3tlJDQE55Bf ziHX84N%|fl-FFIZyctFP$aXoEr;xBi133D$wZBgT9@@Ka_vB* zSBsHC81>|+2hh*~Qq&zz7uY3{S3A7DyqJKlDx$ouH3qM9Y#h+G%gm(d&cpKZlR)E? zdGja269(Qzi_?C-h9xq@^j2SC)8nTBF@-!x18hc;c9BgCOCxpv8ofoO|Wh5A+1jtqI6$y@@IBO%o&X|~)~ zim*7jw>J8L=hEfN6)=YwP_S5rQLT7}as6q)$B2ro@vhOz^bA2-8@qcz74%|E?dfYk zf)b|KD4ZPRc%hE9{%+gz{Tr{rAWeaa<~#-k%~t$~6EXp@)X5TLa3*+O4Z8t*)K(H) zcuVqHiqv-OK+NOg8qG2rFmBlcun>OfA?86B@e|w|+IkX6*Jjt$){>N&Y=Z~|mUg7;V+hV-4JWYQ%I7cMkxq(S*@XECkBG=4H3LGJbLX<_dqV~yTZqW(@J6;If7wZ!^~5%FikLIvF#{b+VYBy!eRM!)ad!MXKP}$igp6D7k0W(7j|SZ zp<9kQz{aAmrV-=g*D^2|?&;=rnY=YTGIC1*#gP619UD(rDByB24`C$xA<3v1e$J;6EyI!rF+GQ|ics$LX^7!L9$(ge zMGdtkl)}3e`v_hZBx>XMWXpv%3ED1tX{Li*kF2_+vR{9s)gg2mrhnh)rl(Sg#aNzo z33W{Mh)_>>FQAmGq*u#3;lSkJO;331)Wyg}1x@Lf za8Njz%0H%T*|LS?$Ev;{DdddNby|yz*>h8UKFut+$~76?1IqcUJh`H8u zeW;Fb<4@yF7rjijHbT137vQd==tn-~^zS?-A>p^@6khPj+migPy$dKe%Mf}XR#8Hw zMuz??#%RA0O}rr^20BEIkF<)U0@+|g5abEFvx-{37?tL5tr>*lmO6P-!2LD@|6%wF z-!3`?VDR_SCFo!+d@bM>>VGOjqC7` z8=Pqp;JOYdA5l{a)Y>5`s!}jLmV6?R4X+#}gZ^5MIF(Y8l3bP>DUn6+&&zeDZ3U>y z$fiA7yXb8Xx?viAUDSbjZ0S4B01(j{zzvGp4*2V3Q_jH@k^pB6vobjW`dBBFb)ANL za!lXFB`ka<#QAHimLr&Hj_HQVQy|;*zrOl1N8wG~&RTQ>_@8p{2)2>%e%esJ)}!(W zF-nmW`}p}8FbKD@M8qJyGG!FLR5f#f81+&tCkcl?E9-#Pg|pZH#<){6KLH+SLouuU zTbiQRuDALCc*ucbrgKMVX$)ut*xlQi@{e6AnWnu(KK`8uSPKxaPPGyIk92X6Cqa6d z4OaJodAwfcItph39EQh+-QxWG{4Hq)w;P8Df{4>A;5c!fHQ}QsnpTsPhoSgY{tab? zoqi`4ELzUzE`RBAYCmFJx0DYb3;|#(2k!<v1U0RH;5@$}fB51;rQ6_&BHeK%$vB(`1D)LuezmKw}0b5YxgTraS z;?JKy@5TD0*vW~d>6NW3I(zi!Z+Mx8phg{>;g^Hen4575$bIui6t!7`Rb2%r8XLtn!NKotPFF@9(wyayXE(+HQ*cfII ziDlSOJmAn^^lZ@91O#plz$l(dxZ{S6o*Y&G&v z@9hdPZ<|D6;J0E~8M5LR6o8X@I)Gw^Qo>cwUz zPu1Gv%u<&L(%YN@=3Iisn|zWMRW?{590p-1SQBG}Q|IlZ@9`@zx6yY} z<(A|&X$X?TpEmN8WWlQKFa%7+<>u!pp?j`exgvmK-C4O5Iv_BcHQkxE5%AfN+h+ko zN!5WELk`{@G>|thP{A5BDWP_@=j$QamR;A?)zyo$CghHq?DbzCco3V#4r-bN&U{MX zreFE<7e)8;$KM6+9#zSH;%S2TaKdWNZ&D{}7ZHmq4vSktl3s?~p<*VpGL!KWEd!gy zC~J;^Y$O4E3x5~tz~95J)x1t zc;DBzc(K>P4VZtfYrjMO>{x$*mR-ak_?-0uGsFd2nB#9GjK%rmifKJ$?7? zUBX)s-ObvyU87dceZ!B=ZyIl&-6-gAI@$NS93YohjJm z0Tj5={10zE>%S|52SBi4LCi>oI zIrIjNe;58T^~J8Wwx%ZCq;cn9d!8zk6LpANy@C56gIA1^Jp>yghx1kU*iwh&1Gthr zQa}!qF1Us_#5E|KKJ5kGKo~Q^GPnwk$(ZHqsY<`SOLlYi5f6oE5@eoy$Mb>RE?y{|AVNw5Z zF%~xD5Hf1aLDf8$fY#Xo2t96}8ReZ;VXF+KGx?ae!i2&{iIzuN zS7()aE<~o6Yb#AeO$4n*poK6!7R&b)!(HR?N4|!MxLEe>UmUN((wtJycWf3g@8Rvm z!#pTPO*EtwvZm8*k2Xs}^|s5sS@}}DVtf?H3KFn&E;KWuqg?X=^MVT1X6y3MLsy?v z9KlX+(bLyAhG#(7dbjtgrDPw*myl}2Ew2b}frU>p0{XVl`2)kMRpIEREs4-?MM8Nt zWAESsNxUoD`+{carp>2e8*4H9+fcN^9oqnoB;(?UzRf_B95P>S+tmy|&qVZ-?_1D? zCC)56ULjVSvA|&r|4CD5q(9cE>a=4iHZTMg8@i*%X*q8Y-Qm+~bZ&%x+m9)>8a-j+ zw47AHws@n+76=Xi%&`}anxL0LrcI%^--|&JKuA@d*r(7gSa8dmxML&2i6Kw9oU(NF z))=r~`RY{#cyLDNOX{g#lnoGLNO#s94;`45(+r>=4hffe$}%o}F((5M98dx-2v%qd ztHDzzcG-ML$0tbC;9or0*1LshKPq^QD0<2eb!e4;RCgo(>CL8#-=Jj|Ct5_OiFend zbO1al#ayrlt{`<4Vnh|v4Le2C1+=9Jv~U`4nAZP>dzI95o{R*{t9UK}55vf>{Tuet z%*9K=D5N!4{fMQ2UZ^M{Cid>ZX7Bs=W0AKq6(^cDP29k`V>*L1eCL)=rq6!fCzr*W zsgw~9_pIz!<{K%Y0=d}1pi1(O0d5dgOjdQXJ_TD+ zPw##)njx9JvKZg$*+Lf@16X7fvvKUdE0trCvSy6MJz`zf0j4|VENyL_4nrCN04KYN zoWwvcWI0HPH?)6&l|BM4YkVkf`hi&8@rWpDnvN>PTSH$WVhuYYI#AkjL^GG5yc-_& z1gNe$s_Tq}w*vUj>mONqxmY3u-R~FJe5qdRw#6tjE;Vlz!liT6T1vakH zeWR&qVKDBX%0%&2YVT8(s}$hfp4L)vgq?B>b~FrJX)jp2AMgZ%)p*$pr^!=1Z#L=# zzCi#-1yqWYoqp59gJ)Qnkvz;Wkb6Uj=N1-|91;|BZ3*{Rj%^_}4i7@$52YnMnYrp7 zBQb!c!IDwb+VHZbp@+M>0?Z(SqwoVxUtb`YKm@4r=-lPTFKx&v8}VSV5*sf*vu6Hs zmqHt;L2-rSoKih!=?bak<87&c; zPN^FC^WL}hRE9KS=hY#LO$4cYJQ=|4`KQ3_($RB(R)?@_cy6aB;a4uk-?eqw1P@yp z@>IYK;fMrS^ji2i>ax7tY+yeq(vHLnGsY&?C@BD2De64+xR>E08%-6?9G8VbV)Nt) z(M^R<1nf;XX~b^NR+K=I=R)mOIgykRpv2 z_`Gx_D0m`W?Ra)0suN}iMaD*=Zj4J^JLM>1U4wp)f(khEUJWLqW=e|Nf@;~`e$dBT zxhE$pjhAK<2S=prUQ-mTegI#nfcJk(KumDeL8Cj^tpuS2xM*A*evRmU5zFAEArDiA zEw4cum0{DbG}x3<)W3e~fywu))w8XRp>bM3qv&z+96-UUfGN_slV%%4o(sUHyfsb6 zn4Q864!J^LMQ;auRi{)dRC389bpY^Fa11V`CzPeLLP#=wES3^da62SPv>Cmt-C;Bql<`J5>Ph3=Dj z;cdAsv3V4CW-;g4#|BJvvP2P@F9aWQh&gZiTqhpg2&11gT)x{7oRi=;aL3dVOwzmF z*O(jv?Ad&e8?5pfyo6}@^|iCW4f4mSk0;Kwdv*bXdK7?E8Rtt8KocBZb%PpQBw;a5 zGIa}?wSX=tr@fun0fT42OmQx4WxD?~I98Rpy*mlCAn|>YG7TD%h`;#V$xhaVC&lp} zYk369J0MJ;J2MglT{5#mJFn3)0_vaN(;GijD z(O8p9_gb)i1=8v^wI6w*Lal~A+?u+Cbwoqmg!Gn^BJZhHU1=|6YjmMu@oE)<7V zHY=l2WOm0F$mAay9=}9$aFRs4@Fs*#wSp=c$T|DC3^$f*lZ7?u=-LT}*LkjU=RijRYe8i0f}*cl!yrrj{oZU;HL?N%DP94>w#LpUmLGO_Jbx9k5me^nKOe zgw8uA0KXwA&)h*yy7HInVpD$zU$i0H!;n=@-@wyE47xW`s zrY@tW7j|z|W`jkkY@{CSts$^{XDHF%G7#wFM|=xIBHii7tC`7@m6eUW4iZDk`2gkb z(lRocJQf&nb(#K+^XUk2YOB=(P8MX7YtXaI1s(G=O2+%@Pt2;@FO`N9ci)c^j(C!Y z7DEBLmX+0l0R-`*GGwdg+6JQELz^1_lPwcFG8v5n1A>sUU@O5H8PvAuVlOBggus06`#eOP^hahK7iQXs5=L z4>qRI08NiZi*fPsRSnz7V)rhFnym^28q`kc?v!A$=-dH_HFY5j5OybueFwx(W|~ES zvZOoFbwwT)b9pBgrFPaLicBsPBxVp&jaQ%BcW`r;eYPQRCevQxw*lFKt#%tiI0KEX z=|?on{3G)TRt<)6l;*Z%KfVnK8qOHhubI}O zio5fSqAd+WUNg%n_co{26l@gWh0qCpDZ@z`*0}3(v&efd@1P(v1|)Gvx($Lr1GPDNZ=249S$vfiA-Y4ij_-NlY%EUe7v(=-j zLWo~dI4qDmX}P!1d5aOZhM23zMh%Q+x^eyX+Hd0Ags@aW+O%r*YJ!!L%xPAPWY!{} zdLdx&;pXoqc5H00g?tTB(oD4za5-i#Pk=N>`Au&P2e`uWei>hmy8t6w(zR@vSCedH z9VyCV*nMdt7!DX20|AnKyZ51FORK!gDi#P1sR?jd4VQ*9(FYWYo6q_4+e2j+a$cL) z3Tw1iC@z-Goa0`HMU&95#-YpSjAKsFZh}{%$BImH{?|C-INI9UG@pT!H_N$ZEy=!Z z+k;~Cf1&D-8(xPpGRQtTwr*X=AcpUTj6~0<;^9Mf^(Xe#d@_iXf^iio0>F|=G7z)C z&xrqr%*_i_(H7KdmH4*daP0itKDG^d6(RRoU}OOC5)6({gSjS^SI<@GT~qZ?hH}lg>33)o&M8%sZLa`txgWR_0dV6b@ zMHbH&%<4JW*j zPaYRG!T;NIJX?CAGEXo*kFXOs?L1`*3tgPP_C}N9o<>W;L8GCN9BV?%ITAipVG303 z1oAEd1gTnCv_EMUXh#k{>k?RiR_R~zgw`z1?o+$l5a@Xy`^Gm=?(~64=Hbgk)gS7~ zhzgLSbSR|USeNhtcBg1%MPDQ2iL%@q!0L?XV_mI1j)8P1+4bv*SxG`iUbhtB&K&IQ zXMIf&yGOMyY{}4LK!^g34i|hIUp_d5GOMnh9vl%HC`Ug&K0-s&mP(`ddiwh}LA_G% znXluOl?#9Q#Sl@Fr;zD!@;KEoa%{CKX-KSVza&4m8R|F&hM;kl%SqmA2CTO5Ea)f@ zYG==t58C!49e=dr3?MENb}{rQZ<7@w8YUQRw;|Ll5j~r457s{>|NFRVkv*PH0XDf- z9LLZG^tayZEa10<042H@)}(~lH}n>}2IN)IVu1&_4yJYnHOz0paJ>#q^oDhnba(j9+J3 za?_f&$J^4sJr!1dWaabl<(s!lv4@{FmHcIm$EvHV5C5`oB}cfpL)fpEXpHM9#!G&! zi+Lei7$$yHuZq)u&q5BbbIj){f*#_W3WpYPAMefHGgS7{t|>SD^q$qd7S-Es^sF1PDiurXYq!yyW;)<#-%|Jtv3K7Tby)(; zLG<@Swg9JW;^+m;$rMXmZFAQIdf#b-vfZE@4>in9@b~#2M%v!ip&=Xy)e?c)y)xu$g2U#bPC6-8T3sQ*3!zpWNX_cnn68@q##)%;x+c0c- zA81;xl5eBE7Y;XWrIkJdY=m@vGwMMgSOQPSWGEpRAwfHqh<$8{shp8P@Uj8M$>B*A zNQkwe$B-k!JQJnaW!A+1b>LXYh-hG6KtnLp6XMbkHw`4ErajO*B!m_I zDN)fZ)aV1~!;E(cNU2L;q|~ErU{KaVoa%`K9TixM^v)l=tVf@y#NiRPbQx<@HDhE3AU;Q$bMZs}RTBMtZTWD-e3?=TJInMC8#GQKc!uo-doEdW&YF*~c$Nl*8|S{Gc@olMIFiWsQbI=fXF1-F0w@+ri& zqAmM^4ia*s5c89fxFngmJOQafO+_xoQHBHO7mQ0hMf*?)+blhc%V~PDhadJ2>7bag zLKdnTkr@P8?c?U=#)~jkSZx>(b@Kiy$bPI^L=d;RPmc67_H7-pDEKZ^?8(A}*Lq51 z8$Jzb+dD%TW)I`NSc`j#iVrN(4{jlSa?_W-`2BaV1NQIlN`#|Wz^Dhlo(H-722JFF zEf=9)Iew{Z@xdd_z@SeC?&0s600y`o99Q{7juKOz zzbolxSTh}S9#yf$7|M92e?JZYuDg~rbsK2S;_XeG66;Mm{@ucXz3NvKJFi4N_>mTk z)hqdRU)pv6uasa5#5sB80>?!VvJT8gLUlgdsAQ-S#Mqi0NP|v^ z_bMi?r|Wp=6`A<#b3dK2TGqZ1Xet4KplY@6sHVT>2G2i0qmp&8oS z4B#B1hyC>xWo2czPz1FHd1ZW1uFK4{JwVS+sO@fIQ$+<`Lf5;xuj40iel*DW5rIU{ zok@6SJ{q5;kARTfK&EVy`Lj@+cX-Ro+`#yHlsem)zRnSZ*e%f>Bxk%6b=gZlhERUV z?ddCr3TFI~mMUe8ApTen70*q)6Jia}4tFb=_lMo4{sdY1(AWOtGvBRcyK-y?Rr>S#?;Vt{t_njP7BJ|eDDKFB zC}g-Jr$6ZyNWACdPEZS*g1BJ_^q8cku*!l$jD%#@FpnGSg>txLxuPZKG6DbvPBO1*lB|Rw8`0D zE3ztpK8$Lp4LylAMj@s^GwYyk0JR3%Z(3<;yNa{Dtisq0_YJ$Xku8rYiERl-$S$X* z=6E>PIn)T}Fnr)Y(Hr=Qy z#@^|Kkk%dJ%=bjt%(QYv2d)CnUJX@}gZg4aN7#^cU~*m1i7@kz2B;FxlewO-X7W8M zaDw{;D*V_MaDlTgCf)im9X38o5OBQ?CN?Nc*5CcN?F=-CD=wgX2%2~XLD}A&w43@$xD2Roe{6DTPZfs@D&dyE&TXLCd z7zOLIl5`wzgS>*8+D=-ek_L<7v`i~;TWU+p4z9LF)AVA}#+ujV=!}Rg@fe*MGy$m~ zto`@enYW>`dRPYhJyzeM$$y0C&b43Y)-B*{N8#*uKRV*- z5&~!a7^N#ZlfzvbzFn`xvg!afvV;~(@8QO(3Ak^LylW0&60}r3s5nyKk{-jL?;ig} z=jd#APyh!vP-Z8N7qDCD3+q?*gT~mvo^Y}yNIWADjoT#o;W434wgY`rN@Xf^!H(OC zFrO9r0C#-9dwm{uZ3kB7cccjV=^w=c+1|b3#f;y$?Y+_z8yKKqGOHH$pJ@m($i@$8 zFsbe!T1x!+b;7Z&$I_3u=8#Fme>1wKkG?A?DHQ{=-T+;lwj-pGf?rMXR(p zLQz*W0y9!bi11Jx`o#`7g71}II&c<_eo4YX16G(x2I)G&i45V+$#{}ZoCJ4V_XFHI zxodNCa}u-?BMa!F^hM&cgClav${Wa_8F;H_xJCzp8BY}4kgsJHv0{e^n+2Qm7H;|& zBt|3zkdu}Db-jkYmbm8C(@Yh2KY!Z%XSbv~l-qySy|N!P{8?VJiRSR1Wj{-Q{j-ex zxNFtVBJG2;zx~-&W!0v6*9-gE + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/actions/waveform-analysis/data/figures/cumulative_ns_11.png b/actions/waveform-analysis/data/figures/cumulative_ns_11.png new file mode 100644 index 0000000000000000000000000000000000000000..f2ee99d2a7ae17ede57b0d75bf10a8975532fc97 GIT binary patch literal 79149 zcmeFZWn7k7+dYiqsN*O)HiCdHib$sdCMBIp3J6F`cc>#OX#mowbhk9URSOCVRUz{KH9LJToWn19EiYZM zlrz<}w9z!zp)l68ylG@=X{4{U-&)7qLf_P6Kl>?`Q|u@A->|g2$;Zt6-zS_hHP>Sf z-INePL9w4g^x`>r+mNAl8(Rgd#^psR`&&EDk4p3l+3$b$*V*4>eA(VSzi+v1jm}@Y z4!m;Rng3$*eUV+eA|JSN|5kfoqsVAs_F31zL_}QAxO~^9yZ*Li{#)knohgHPDT84{ zRz-%F%q8Cx{!ljAi^p%c=3ft2x!nA`Uq6sPU5gI|asB%js;<$L|NeQ;GyS#y`uWwm z8?FEPk>ci>|9$zd_4wbV`?V4j6#pAG|5=Ow$0_sO(rOKP^~2E0a6yeb>nYhh4O`Nq z1QxzuI3|C+BS|HDCpEPJmCff@YmUjUrEt~JaGLTfTADNTU}e{>l)iE$;K_-fN#7f> zlDp~GzWj67pras{n#-tf0G01%>~x2N)TZ4hQ>ik{yTx`fDprc_(qZNZCm)--Zcv8& zx!*%eOUu{S_uBv)`4NwA(i|w66clH7s}TkR!3<6+LQQU_kG$Gd(UXh={~ zBXt!I*M0X_DoW}$Lwxkl$Mtm*G~_SW4mC!u{D$H!<)5qXu;t2=)spo}dFAt5LsO5g zTX~)<=W6{qtts)dmXlu_e$4#2VAh$}UjLSKHKVLS=hwTgIisfb^Y3R&+&1rhapbZ; z0}IQ?hA4b?Mw)iH!BBHr@~K0g20mq{%>5W1T)EY6(&8&c?zHxQKZJetgEw6J@9z$+ zUf-QJZ{9E*KmP8&pBugUY{p$DK}Wor`U3+=74j9O~t zhZbfhuKv37&yQAK?|PEzjBP6ApF0_@o$%*8zIs=5rF9KI*W;|@PAaO{ZHI(nl~UB* z(x#gtQ%`h<<=c#&U}crzHtncKtoQ~6ov^X7nVp$=TV5`F?%X-bKR0i-v5fXAc zrBRd^8F@G=I{L(+Ll>N#oyVuAm5Ll^zxBU!d3?4pDk|#ufdl8>y?d8uHRxYZQ1ESV zkkQ4(rTath({N^THD|qFcU~ilzu)8F!GrbbI+vMLb3U?IFD=X(G$sa8bKLm+cSX8S zSGkYj{Ey+*3_YJ8!=GX@^r{EGmU@UuNoCLQX=rHdI(bD}=e@r|l$akvJD$&K0M}YB z>Zj7%R}-O}dhOQNuU{>{zS(%>*fB<%kv7UdH*SF3sWuS2B;>B3ov9DVa4&atO zb~DxDN-dEYYK8U+MMXuFe{R{L7|5nGIaw!_pk8PnubdTsVVs`NQe?0xrKu|Pbe7Gi zdMLkxqQ1VqkLT3nr2O;qcPHQMkczdR8i<#PaEn(;Ib~zB{`OawsF)bT!Nw$aFRuo? z&g%Q;bI1bLI$JDmcXhZ%smGosIVt|Aj~}J)-o1O=w4*>WvDH2cO5TYcXb@=d`QorSf55e47PV?5otyz~5 z0*&vU9P{(_jU?L}8Tq!eQ{&dHTPLojM^^YVC8VaZG$g4g_o5O$7knuYrlB$Vsf@O{PN>uwfyMba2NHB8#lV??ZJLs_CG0e_N=R#fm8Fp zE7HAh#ipG_PRf}#9xcsuZN(k8ne@)h&kqLbh1Ccy&r03Bckk11+kA(^C_mGc)ctjX zD>bWGqsTuXAa<+Zf^_l1xJTu}RGyF*wLxc5AufTg<=M5#iKZAS`l;bh)65$APV+C1 zN(4oUJ~?{)$dS@iH`yq$IEi4cfsfDcn0Hs`P?^3%#!XIC3mU$@y^hamE>l8}?9qoH zPPuzqXyx-P^@FP(M+UO%4cyr(kV-Z2)q{DU%SZ4fZ&S(clUJUhI#z3mhn=y@)UP|5 zo15FhIUOe#Qy(e1!-KWt-c}`S%}`L&HtV70=e!m@HxP<>_EYf^db#=e35XkacX!$M z{!GS8EiPA7RYMTYzWq~kQ-g!~qeTwivgBeU`#+f$H@vvyAzpZoo}_SWEJK!lU0Hpv zi{f4<0kPT&KSqVbE364sivtNMlT%F^DxP-rdMQlN62ZFm;|jUv-5kcP93^h_!cO#8 zXG3pl7#PI+pS=1a+<8v)w9QE7i4@CGez|NDwJd`MF~o&U%VdzJ=jPJVQhl@n<(Ec* zCLIO(4TFUR1(R(S)o~Z@ZHd2{(Q`;US~4`gB|}fozRaSUKW5F^^;i7%AU;yp`=sIz z3RlY8w{LTpe-n{Q+jC0wBeIiL_0ix-jUrVS8QK9`ZmbXckyJ|)kx|HU2+ zM;YWz#^7utpY8W&OJhDRH*gWr)Le)As|Aue{@{D& zVh*Q_>6x*vIb?1_j+r*@g88ytb+};4^9%QonL=||8Y7eDha>zO1uS~RFI~D6hsfhI z|8`%Zm(!sBEsJhlv_$msP-2>9$@-E2Mx|t)$Xf;t@d~?B@^f?J%(}{~s|}@8vP~2a z5<6*WlaLLqZK(&^Ro-Xnyx;9b#d@BSn&acKaK{(lzFj{pA8dshF}E;L-H>>d{X-c4 zrvW!gQ86*GS}DQB$d|^S;vJ?(_#9_a*Pd{4tPEf+u`CfnJ>$?W^E48C-mPgf+R=d9 zO)T@G8C;z1td=b)TeRRZYJQg8>8$eT(IYpB)8468gNlU<h}Fd6}uADEqbeHCBn{J#nlG!JG?aMEDDWk^KUD3P%2(t z$|s-fH2&@w3b3Mo)p6y_*ovpjrmRN~9C$tAwF84l^s=~?w)Sw4%45Y8b>lJn8#iKq zcDCt)9}mOAlCh<6PV+xn({(&b##K@AI-Tc}a1+r{m!I;T^f{te9j5T5;jun1I z_X~B9c0Ar&ZF++1=ux4j6b+l3m#SFxs`h0We^LzQHnkRA!c|Mu)YMoP^6DHua^w=f z!;j44dM)WX#_BqM?bxAR=ViQg>(;CrHUC&HAmHkg)lNGtjFpQ?NPI9?�}dn;OpU z9O!8# zN>I)+2;#Gf|84DBT2()%(z3F6g#^XcBB%TkbEDQwQQXWHwG3HEo!jU5)On#^9Z2&-NpA{*fQ*N)P5hY`Nj4;tM}s< z*Bg56WiRV#pw&H=ab5S_<0HyBH=j%B0jnsj+q9cw*F4%xywzZ%wbR#@L<9sW>{kso zv(;s4>iRw4Oyo61oyoK4^=>yeZOf7A@9*EOo!({Oi%gC~3c67q^B!-v>C^|blYD12 z*(ZY)YWOm^8z~yiW!&1laCM3&;IvJ$+ZI}b_`R{{mvbZeqrRtYOpeLx3L+Ggs>Aq) z)5YGtMHfVu}~DsQ|LCjvr~JR)$6~1DKU;e$JWWSot{1g zJI2V$TGJD9)oO9h%4)QuePFs0kU}Si^3QK59r9vg?o8c_cR3|!5P3~u{0>9@4nOPJ z(^G27z)x8!0uFlx9CL7|J+;))QsK#V6Fs~f!dhA{kd!@{)3WE!-_ElhjtBnYJECEo zdGpKp(l>7c44VJgy0r=2)R$4|6j_8%*``XP9fhH-jyGMzy!d0j8g&+_nHG$>k*<-= z?qvjcvOL#R9Kxr+0c&8pQ%Z?+2?`3IC$H~pFzhPxiVl0>{op~(<0F@M{`D6i;Lx#C zrzAC;XQTRU5&jLaG8evl`Eo+#WnzWz@rYNi&H~uHudbE?$oV)m*n}P9q~*DJmcW>v z55Y-v#R7(nC$0KEo&)kp{h`8kgo#Ol-tqgb550fiy&HG)%Rg707lrAa2-pcWcx1c0Qujg6AIdAcM@ATq>oac)Yv z&_1hQff2B6peZGsEFqF1$lfbBI2ic$Bv)%BAhCdeIywW3RrHZ;llF9b9SI|GP zhmQk88#X0pQ9Yqmia=7+2MM|q#a&@$W+o`@%o$ak3SXHx*{G%Yt6#gjqiDEIFf@pw zsyB2LI%HuGLlb>($wcoo`3N7jbNlwk4W{KUY&z`9Q*Zs#-mZqUR6yv-C#&+V+pvKV zpZ4Iv13t^Xhg>FYvBRITgNv>@FD=+v_19iPss3PAY-lt!m{M#2Bo}S+R&ahOV{UFR zrMs)E3mei~8+Do7qh^UvvTCk;f+7?8n%p{6WN8tR`wI&TmI%U79<%cVhhm`f3kfme zn?~8?v>8!Fxod1Ry-@B=D~DuBGHCujHKh>BXC({l zf~#g`W^T(yiiuYqbsbGWq$a>XLvC`E!QxM0wcg*CLE?Ur$MW zeZcLxkB^VK)06^ktn{nIM}*6|_3Ptr)Vzq7k9&;jbwso^*CM89dC7rEIrFW2(d4A1 zM7V$&D=TYH@c~BhK(*>!}J& z0F(=gPe2EAtCK-bzxFiROK^FiZXl*zTU)y!Lr*H$0{QeQ_3Fv|Bq5Z2@3?9~DJiKe z(@yn5hiOG1O*XGhlz&qGDT~E$-@}}Y8}9?`Yr3^|1Bd2x- z#*dbG=H&2rBp9NgG~`(sP7SrlVY+p^E;>5V0@*Qc|-_# znYU8@88CDWvxEI~yNv{=5n84QNlT0)q0)g)9|GCSzfNDtHP%r z#^_5PyYb8yI$q=*&|)UszQ#iGZfLg^h3f8<5Ot!tkIP)E&c9_c(k%x(PX zrNn9Lp^wN~4(A2i!tn~mEqoXMVI_IvxOi6?HZ75!vVkS3)mfeW5n+1eOA_mEx*gsLi90Tp7-fG?>Eyt zH}9=V!eC+W{qyVHG+bc`tYqMf&`D0ColMH|f=e^lLTW$# zlCnEuPfsPWYM1rRj}|LEI(SLETLV)vvP(0sBg6=3gPP~&vyrx3Z7Q0*dkNI-ehaV~ z=)7h9h7E%r%taqTHtgEFSHC&+fM`cY2N|<=Gpi@wzyF8aY;_2)HbCy12RkIB-aPR1 z#8Cep&6(SSl4g3{x^;2rvvUBjQ$WI>i-yO zargEnll!;PQD#CB9GAT)5yVmR@W6#k>tW@^`OalUlpji(KN7q9`{TGf9m)7nXP8nL z9TR3RhFN!fd|Vb(hJ1`9?NooA@ba|Fa?EkLXa+Vm*(}4Rm$p4%ASAfi3J@X${`9}w z!i=4-G+ccg$Zf8MCIQA;Ic;>^ zcQeJ4;gSq0Y3l0gbG?Gg`g8g&86bs7qD_sof2#K?$MCD)mSeWtw4<}YPLAYk+yd%C z19t7(moJ)mJ(W2ay?b~OOO(1SPBrZ=Zx;k~5^`g`8u)nZ*_$^PF|i0^LzYV|1xv`GH_Z{W0;k(6LESOsZ8eEz~iKf9I5>oK;&+?_y-|+a*a^G%kry zzJ^K5_)1$_+Z!0*qJx;Zjaz-Yb)PLS^a@5(8?E0=^^Cj2_RwWsy80|bB}y8u${wgg z6ci4tJnOzlgswr&i@R~nA*n}oFyy+iG8axhMgiIPxcJgL?zSxndrqcR^O5iZ#w>Xksn`AS~*TG1^bxokpSrap*se>+!*d^843uH6~t-08$DxXuj|5-G~XFKL5d{X{8r4 zv$HMTX9NWWNgZT41=?lO{>cWy@6`Kx;|dc9&Xaml zv_IHRwJ{PS5#UpYmL~v}{bb*lk9Y z_*#?o0FIQ{^{O~L--inpmwD3~HnnY~2F#5+R)Eh;0*s<6yZiUwRLSAZpxQ<{3JqVr z5iSy7Cyb(qh)8r(wrOW_eSQ7OUM_HXk;vV)9@z%pDRtp`O@iss@Go4RKF@{+r@ zZ`YbWD$w6ikpT*frVM0jW4uLOZEfcDciT&Hh!6puRx#Ar?cTk6Zd>V>u5gW#aMAnP zDNcyxSFcHYb~QyFK6WfY%x{Z&T+0tHlzI`jwT^0K2Ij<+0Wc>ld z8_vs%HYEXo_(4l{FE0_m4352ohuzTOa91>?sB*D$A=bir=DVf`qYj2)?U};sR+q#a z9Sbnt1om42*5s#rOxwWzM9@g>>XX3TOv-(r2|rHu*I_4447cU}Y&GC*5&{CKtVY^e z>Md_2eg|_7j%A-l26Giv( zS>AZ5@}w4YJ7_T}WHn(;daA=yn2Q%=0UthsKTE_;$DH{kcW8PNWn{A)Du5b6P}Qm?Rf_&2{i0V&dW)o{X5vzEt=na&5d~ABsIe_1YZs=6aUC zHX?F&N>j4hr{{7q=@pd*4?z$?A9y{I``(W+hEQOVp?oJ~Bk#+Fzcj6j_EKwlaV8Nw zlAB;Jrt~=wtos!2umhf4N-6vigbun{8v}b17V^_ZgUmqMpus?Z{#5aL| zVE5DqHc`;iElo%%8u-2sE8)6#6>jXfl5w;fwY|k!!u{~N-+zzAN)pk5;7{b_4Qy>i zFn5ZaISs3Fm)0g!Kuq&Zn!UkO-|aUzG-sQJL;f&gEyHAmRm^r6spK$f{+KG$3q+`# zZ4w$c;TdfV7NKMy*ynL3O1pT9LbB@BHEY(y%SO4M;pb=f`UGh2Z%!l8^Uga#Cep!c zhfuP5VLW<1U!+-y0--v2&fE)}?!ypEt9~!S2o< zG5OCX<^cB($%eA3A1W<33Ue9zp1dk+H~!76c~(~;Nx5M}4}h?am_C7Ah1j9h0ewA$}x`<^@?Kza>wp!JKsaX-hJQRJqc8| zv9NgmvTOOm`SbG8;(JSSkoE&nPt|MNaxMJA!bbkC*cT%oC%fBa{ZMJ;iDx0`O+ZTE zGl+)4;_1{IY9pTH@vdLY|KxFqN%ulcqYq4=l0{da27L-H@;YlYwvwnktWLU$;NN*I z#Wv!8ukBvVfr}XJKrV*IH4o(+Ep4bwe4T@7vt;~qms`T4hY$bS#UTA^q;~|;+UQ?Yczg-eP`FUZO^v~%$yD8GM2>}-ATw06c&GL=Zh!5tFErrssxO;9Q%4H zre2#Ftc4s^*j%Rsan0trk&@C% z#6-n{j_2m9`m1zwbg0$0N~sKkxlWeO&&(|77~hhqbIXzw@C@QgAN2K_e-ROZ4rt6L z0BH|>RUV1IYxnMGwAn$xq5A&17}_gQi#&runK3ajaqBZcvGP5qo^Q^#Ng?DBIF^!T z^ym|PeoE?Q=M`EmKr-8BUlceU%efS&;5HB4C@lHlIK!nlH z73mvDHEwb(K?Uhs@?jgTw#@AqT3X&YY~#uQ*V>_V(ccNR6CrgQwb6 z;?gmHqQdb!XDdgICR=1RH>n@WYatXP8Cpy3d11zk@RSYRdn>ji9Ni~#0Z~fI8mAu>&E zf?>qJ|N8wE*(eV6$1NAMV+xtP?F+BJd)%VM=J^OnQ6H+>it4ftBty9meG{noZpytXPsFg2`T3%q#>VqVy1WA&V69_>GChd9AM>jO9KrRmrf?!|Z z#tMN|GWLyiBN5S#rfsG>a|Lkn3E=YD_zD5lu?Zs&Y~huHk&zJ-gVu-qkTt`9Qtvsw z`3Xb~f~6~=H_SnjOptNSM92lJxFz{57pCPpC??OzKZ3rL23R4=;vl+g-O}Q`g=2}^ z;n}&lyu81Q6F;TyVb}f=>a^oSYa6)G=xW3I*hi&Cj^~BmVL*7ndT*mxT8>b3*DfA3+iVHuYcyIvfX-k-aqi`?__!oCFO0XZ!CG zS;uj9JkZ?>Y%>BGa^w`5VEX!Q08EKvF8&A|Tutq93C|17gQx4SMSpqi*O?!c3Vib zc*H}-qkOpr?mKZSH|bY<+IhG)0?hC(Mp*~D(Q(L|0m%^v*NqkSEr*MPMWP>!bt~K;BOwN>6h<&FB==9q;}o zN`sza-xCO04){23y3?ie=HiZ!5^@^?`DgfB_HV&`G*#HS+##UEwY(D2vEE$&IK&4X z56?u%JhE*ZFTRu$N=tS==4NN#pryG5sq;=OCAx2qG z=a*i|D#~}X2Hkx@dtWUu;SfEX4~ErEw<;tKEX$>of^qlr=g;p88bwK`X1jhLlk#wC z|BfnkP0gOgpeKz6XWrJ;$%Q+PKR7BL@C=cn0A~AuHFda491;$aLa{@KR%Hmj3icb z^A#ci6Q&fCmH9V`(vY{}b#9DG$1$JLlzqb_7SGNIi3L-$p8X=$Es#sMt;p$M0bwUNtML>7ZgY1T$`3~6xj z%e{ldk-;-u7OP(ZNKHf>wBu-26w?#x1vATzPAD$BtE>7GWIPEw21rTf3qt%r-X)d| zGyr!Gk2?4sjEY!`9cRr6bq!RQCD+hH?Sle3&&fEtS7~f|x(Vw6!ZUO^_eW2#sR7z4 zF~5|ukEDq9!y6M(@%I{2Q&WgXgCGTVcR~2kiho_At~xtUOur8UR(y0Vz!;wWZtL}u zMMZ%&zyV2=?*ab`{8W#oo@vy==0$s2kz^p|f4^=w%6FXFb<10@0>_~4d9Y%EEa$v> z=eKX)zFE66d5`_W8h2mR{4?W&{)!PIWfC-x$J~9Jo12$smEl||-AIq^cfWt1rE-zy zUFhj-pt8gR7u@=qG+Y``mnX3+LJ#ACM{rt9OC6G#}^gI3yTlU>lK80J{&;DyGeM1`~;Y4ctTDLe|I95hu0MBg6z{5%} zmSPNt7YuDx{g^d6SaeZKBxAp&yfkSyppt{6bTZs@*xeWDbexHasm?ZHBlWZ$25t(OYyf$3AvteuNR6!+#;k`Z394c5PXmpWb zh5+!zXX0Wa1q+eD6*@m!QBraNSIK46_$U%GR8Y`}wtt4nMWRS*X+Js)azH^qKtM9C zJP;VvB;KwcbOq^rftBBW1B&uRPbm$6Kt6~BmyFXxBa?hbYUq_!{^7bD!i)HeNH?>TmWqLD+?BK!Fq?_@aw$gaA^0vh?SyjVor{eioaW0wsaOZnZ7w&v~;R1()8MMBl(dA_}gipwaVwBf>ZX?eLJ z+L>hRA6sF0no8!#Q{N7@CVdMM` zzii{+W`yatzWy#|qSFQbPkKK_ZKQqX~8W!j>e|Im$mt2x+z|Prb>bas!lz4 zVu@1cx&9bbj9X}Td&@w9mw&OUgf-<0FYcIP)#dDJbP~`Ju0YOR!4DsTSQZr(jsAN3 z&Yj_~c}+OHS@z8`*JNsXpg2?ie2--AbaspRAI44y8#gngyc|Y2iQGyqV{l#{zE(fW zLRP3}V0=1q^r*5Ub-~34+ld;|kgG;?bhNDW=7$-u-Q8XrHlGL;;g;oI;0Vx?N- z*uny@z!~cgvn5*v`w*kn{1fL09@Z3xSlK{Imk}gif^XnlRt3afMoUH=&0$5s=jw7Dx@u=7qRX# z)TQ1)mqdbsm=`v8;W84z-|-}RV|u)S2y!z6*tFJfeRxvp)7!UiKO+8^xQu~xh-+FA z2Fljvm&UB6LbtnSGT$cK;QDI*UshlNQj7hgvzMb#6GH$ zW#C5)5L8XTjrYD)n*hy32{_FKxa&x`PfYdIl(6WcG7#_PP?!TMMf6c#QV*+EOUXA1 z(A#M-5ZOU@P?a&Eo@;W7hYPgF$BeMEvF)2XJl|DS>6MAe5D8O#z)+T0=8zSEK^@y^ zX^kfgeCItCBNIX0zy|Pk(q0jGL-y8h>xifOx;;N)&1GRsIJ#*9OlFs&+TVZw9Sgkd zW`@PFY?k|hIAT|QAOpa6?^_s;*^3{eou*Cf%&^IW>MzM5Gdm*J`a@_aJW2|FCluH` zwQ*w#vC`+DPP2Lj<2BF=u4fm_Pmeai8u@M6@IT zy*pPVrh${t4#Bi<(mm7|ksWok(2cW;#qs z!jOS?YqPPjaoqU0e-UCCSMMj71|d)Vqf92->!*L+GMiB|OH7LB#!Z{pcX4aI`GZJ6 zr+DRLWjXKz-uc93sgk3|j(v*qE_4qZI6Ro>2!k73B`PTigKD98(qp^+sHftbU-(UkXADUn z;Ep;hWd$N>gVNvg;IH)!^6H5F<@(#dC~5gPE=vT$=StkC#6*NcA&I^}52^6%Tp98o z-pSFD5QA(MmxDBn1^j}0OB%ZL_3Ok$PNZX0Wxs96bAB#65Or$5G zD+Ph~FzSrY9fSp+H5lZRUdP5bW8-1mz?G%Wx$P-BO`Jt$1x%l&3xS? z_vCD%0`~P}du+B&;RD|(QCgIcrzt5Z61i$|pcYT4b-qfauNI3Y%8T)?NqiVT=I zi5DC;Si*8@I;Lrr*5_L2C754tAO_y&7d8;T>tt^uItn=}k$?#=np(Q8t&JS{0YBH- zXl`*5ZW2`a+WOuyG&D~5)sM-q69rtXjR|*-hoeny48$LCF@@Rn?8QKMnY0NQdY(fJ zHpVSs!)ws2r>ahm#==Q3P!~f^(&))~dCxczEOv%r(B~HZ#7R|M2+6Glb{TbLj?<%^ z8dw(gsYx@8!DT-5DHy7S5LxmtUlSPth8{A!;3N()LSh=S#O4pT=aVB2Y)%oy;CG2$ zT1u5cN%1xWYjspIBo^daouMhtwCvooCkDNM(3tV6x#?oQ49`)yA=nW5i%gy8#K}+aEpp2&G9GSq{f&w{+ zcT*|iOaOB)OzdSqclEI{hd7OzrBPZHYhGOHMw+0of<0G<9#jY00imWCiNRqOp`VpA z*E{+G(*XQPjnE+|wPB=WC$EPW6-*KXq6T*xL&tB=z|Y@aZ%9Zogn&Mhk*gcWW?ufZ zYp>XZg;!-B^Jh@0V7-ln6-M%%655T`P;*Uuj1OD|NuXHdBIZAQpO~n7`{+=^vvX@n zUTY13j~aeFF?tFPBA6zE$k__WHv!ISaP^|+M8Xf$lH?DQkO9;pd+4Y`);$sMCcTZ1 z_5w#52S~-$i>{H3I56ewz)*mZJd-zt1gykp(R?x?j^^M(X{&*PnTckR-^30k1^@hE zq*rWOpyVW{N+eD}!IeOckhGf%2@4y-CTD$`Ife#?Go-l=&&C0WJTUQ@mvo2@G$tkB zbc8%Hw6*7GCSWp2kbZvNO@dI0l5vDCbkRr@CIG;7--#0^D&h=fJM4OC;SVm+pQR&4 zSGcBC;OdkHoP-C-fYlitS~7lUOey`k=;HU1t@b!^pr&{M6FaBF4lrJ%$Yo#)i6Yt^FB3d8iB=` zLkVesupiTF^66!g^U|yy(Xx)ulA{toYo2#@xxvo<4rOm}X+hrAppEDnF}s7(e|v;m zcA+}Vu9VaeCQe;PJ%de;^fK7=XS)Yg--4C{q+V8qci6r8N-CeE|(VW^dnF* z>`eb>_wUa@N-l!>QgotIjyQYkx1ck2>5#9O`#ZkT9YS;15=ShXIX)|1|F^G!06EaW zV!Gdhv>|5cJ?gfvzvO}}A*WXeZHN_Ede6zuoe1t_G`4ohpJ*dr?$HDP70Lb-vQyAT zNXHbI`Mj1$TxUA(V5_e4HL6R{)E0)@Wzc2Av@y_@n?ac0?MK9Tn0nc(&qQdrEH+F^ zII0kp=E*TBMN7-f3suYt@xGXEj=_`>=tj8-2UvIR+Ep*QP&DDsF4?H?r3lux z8(<)*Pg^IpJ9lC}`+431w$iz$)ynJ%S8$C(vZSa!+`BqI+_U%*v=c5wC(KTy)nYQ& zot{9mN?4f;^4K@s$Cb=}-g+9ddTY(XB~1 z!wnIz)++p3Oc@e1s3R<@4ce3$l>13U7oxc>-8PFy`vLXjwwL<=PIB~oBa&@c+MUB}jqGl7`4T@!zuO{VyS+93`w zm}lM%=~75YC?0bPc^L_BGGQw@iTr{HWBXf`T`IeA?YbSALvkD*{dt+0>AxEll*=;>91qgkS@c8eD}s5{slEmVkbc`k8WB zSDP~Rgo`npGA)+82K1-@&J=iZQ-#nlsFtT zc!5qSi{O)o!mx{)8V82mZXL8Bod7^DQ@eZ%Ex)}yk#<2yT7g-CG5G?{01=PBqmxrN z?A18-gF2-Ol2V=oB{@$(>Xzmd2y7yR?$*Z1qX@j4z_>D?2$2#X_FVudZ6MYOY}xXI z_fL-bz*+X|STDR!)^YSR`Ew}qAM^Kn)82b_hgPsr!OejrM#lA=Va+3a_o3GyEm3o3C0JsAPQ(v7jAl zwidLEojP`};+B>k(_e+JDYl*eP*I?41-;R@5{!^Py4!EU$y{Z5|AK zrYq;yuZb*_yDSJ3`H*;Dc!o3Uv_Kn;(G-u-$S5juMe=Uh$MYAU-oSJquG%k!NY_4}3=s+S!r^>E-;x*pZ- zuWhVH3G0T3&^-VMx`{xvljpH}5z}$DBe}iavu((J_aIc}gT5w+uz|cJq^71OgRd}n6@2{Xw-->b9L7n6oujtpr{|n{ zz`Fa4I*mG9YFU2jGW&FSl-hsEaiNQzxx$%(V#Z4B=l2v)Yz{==(@zANI(E^FA^Z0j z>0v-_v+E5VLvYehw8%;F9!bvm>VA88J%#HM!|DfJC%18$Iol&d7ksbBSsZi|Fe=%P^k$_ z=T?{cxGZ$tFfkG6$w2OTshH#*0r1j-zGzmqSMLq#e?)pZ8(APkrWvfHHw+Cu$Z;4P z?~G~&F5%$f3X_h;vFA5UML)7`Es5YW_WxR@IOK8}4&TwD(Rfr z|C8EzrW%8QHu@I{p4;Jwvqdxh)vs~5FoJ`~Uclr+N1y!Y++7vOeylNBjRqp0C`{HY ze5;%H@D0$-K1xbT83hHu>&v4{Bco*~j$QR~QWEL#2CN2#NDp~8^r$x*1is%o@QK&B zHFIXLcxmtojNUjAr1SR2ZxpXmRx*rYf7}x(0p6n752j@pTikul`-o(BSv^nv{i0(=h<%CZ;yn(mJ2SKf!o!V)>BkeEJJYY zK>%y2TGm`*g~#BZzt>T?{>Cr}zEPBRO{it2F!@(zGqkGm+Fi5QK0Fq~;rzq{u zEW&@TamfDX>v}}au1F5}_5L-h0fuz_eRaj~>+RD2e}D4Z$So9;!`UwL*hQidSM?Ox@ZTS-zQjEt z#id!`aqh}#rvH13yZ;Fv#m8*%qdRg{N0`E4GvOk%&;D&IZ+TX82;PtC;(NMm5ea21 zdCtmILIVQ>Um+_vzwgBm>yEfSEb{xxv!$t?s+x<2yKGHLNVxp)C~Z^3>V;7pezr1@ z;OB>~wX0vpLUH!De}&3wp~5r%_sJ9+|Fs$qMQN`c9_Z`4kHb_zlA>1a*uy>shp5YaIWnW*aaLctl_8bXkj};S&M0pgd63UOr$-Ce8*wD)+357- ze zl6~yURu|h>cfB;Ghcc?m5QB7rGq1N&{%KC!6y&jaj~LCm+J=T*I2)tAF#fbyoHptP z9a#39o*+Xl91mT`KaJVM>^)QV8=!9}5=6Hp4_~$@uitVpC3XoePYBADGX#MvDhpqD z7rt|f>7WKq7Km+K{#HF0AGr z#j|e=#+%QR=59ZjM4EdHJ^>}-=dys#3ZD*)kB`rRW-x4n}L7@#jiWNuwckoRcn>wfvME3v&(q5+?g2h-< zWLMw;h3gk_{jT2^-xn`jcKmjT{sF2Dua)nMe9*-tyzStAV;21KPuX%Hr=cQnQ0IN| z=usMbzSE~8o{F)-Cu_gDQJ=3qGa-)VUog=*U)agmR|FQi z4B<0gMUR}iJ+it$uCmWES^of4Ro?YTnC^j1K^JXY#LjwH@1ELl0bKNuU>8EW$q z8uIPYU!Pk~a`4!$UAxl2v|oV@(vyb!lvT(J0#;Ch0D16kh>ITcTYFAnMbr&oD0 zh|w&*z0O9;5zo?$&+<$_)a^%Fm>U4*(=78h6N{-;YG@~Rc0r*r)Nnu=Xl ze1J+6%JS(^Bb*9k1(19(946po-%%^X70lGCzOt*f8D$FZ4>h&<@~!tR=(!{O^@dGn z_VIm}9i9}g5k~yzXYPg=_hY0z*oF&V>Gbxx`*d+7sF1J4=qvLf-HfZX;q3G7px}c~ zjm2r#im5m3FLIEbuDRV!RV8G4`j)_yl6P!k;>m%Lr7FnKXJu@D<(#x!>$9gz7281S zofsH_)2AS#v9a;R$ZFGfeIA{8jv2+>P7gc1@_G=v|CiT$dwUmTU8L#rD zvkL!J77uyUt}i4}nL&oF*!=m^#TgkHvH7cud@c64@yE+bN=hA9k3Kn$>l35FP>4ZC zt$uN3eJEIbeYyIginT6Qa2sFDIr#JJH{j=^OZs=z=Ny8CTui?({H+}-sO!0`_A7;X z7j}iHSG<2eQ6>A7%iW3pSIygeB#P4hctfp_OYZ8sU*nO*3ZV7&gm#i?VYp#jV=yMNeoP=mUeo_FVnylbbP?%=UcnhJTq$; zf6K{@wmQzY=Px!D@IeqSK$1sv3H!@mri{O;9E~oOrF-z&|s$r zS5Zw}-42XXms$$J?-yjC`tH%eoJSrzm9HM%(ao6^r@fi6Wi4$@OG7B%`U`!10cvrF ze1FGn@=n#uO;n-EYQxyGSmdS6vJylX23`!UU_jUNj45$mxr~Z2-mHmjQ?H_%TWZ7b zE;p)sJ{{abD@l8Z7jG2EYoS{_0ZUyWLzEX8NAcYP<5lyFPgX93qI~q_)Te`=S|9NV zF;o6YLgr=G1<~Kc-UN^} zL~ZmS)6}RVw8l#<`CzP^doiUmR;*?Ug$TAhn+MQhqRRP4M))qBUJz~LRXCu(8((C@ z@IRkti*^me66z3Xu7D_(SpO@yK%Bi`P?*Opcy)Q z$1I$KY9F0eu9HHV@=sqbTaW3Y=|WbsuWt$_P=FJk&4;1-lWu()U)eCRDR1lQv&GJV zju5NHJf{tnXv}o^hpAH)PC(ErsoUwi{(-M(J20A9R3soNxHx%xcqIZTgresL-0QdT zteKZQ;Smvc!IvV6a?bMIk*D97jA73@{?fFQ4un7bWSGCdzw>1p`uXPa^@XcxOw}@w z!1zM5|8_kq&zh%gf(O()p733=$3FDqaF-{Ut!YdPYI+y&eKp>0Zf@sBXM>ApgLx3^ z;Tg~pXWj}6u=TABe`os*RI|>Qe~^gN_M{GVZn|*L;n|@P`)hIoRCdEg`ckxOW_IDy zI53#b^a%@6cg{6t&xHt*Ngd#WazKI#!i^>AOQQ=fJWjb|OYL6uu3Tsob5q;STqErP zDrxCZwRZPyugvyhqKO(rpYwKiUziqX2S6LcHE-@4f{gdZi@Spg7|N;Y{rmS_ZZsxT zA6r%znPs1CUD+Sse`FUIcFrmljr*-pW0zG^qji}ScG-zB&E-??0s)VNDdC@P+kw%X zZ^VL}F)q()Qm27n_kOAt8a0Gyw8t z7@66S3_S6WN!m5ZnRGoc`wt0(zND4$SG`_!wWO~Diw&g1QYVoxb1tL}CA zzQN_M(9lpPfx4EKy#$bv^%R(^@hOAILri3M5n(O*cd`hwi?enL3 z6=QLSUb!+D-)u|H8;FmMi+dnApCRb+^5x6hp(-*m+cf5CpMG^`OlD{fT=|@{X7x%+ z7fWi_#c98~|19(M#@xOa9$zcjt36?Z;m23h@bpdWKBY>fu{fZl4f$oA$jSwtW!2eg z`9^K4kr=ki`ekN}H-+bRF`AH6!l@NaC7G5&?%C0~^dq|q{7vzTgoMGIVhu&b-Nh59 zi+8xp+;gEC1(JP{n3#B9f8{P1e5;a8?yh(JO}3TcnMD=vF+yG)=nU4LbQ zInw>STI!yR595Q1?o95~AWdF&H;ncV=BKUFT%DqxZ zpYY|P$|QB}RQ^zU&QSV$*%c}l>#ccVm1v>*L9N8(qiTVi+k7@=*@VJVYqjINN_}c* z;;#CV)oL?^>khVGyeD2<^Oi8UHhcC;qqSy`)gc3Nr+) z?9%<`tAqZlR0VZ88VjXFN!kdh?4-`!EsfswtoALW9sCn3t)aG!^75WY?=_p({_1?v zzqd4QIkJ&rj`QEwAoBl`DY_*-uyXAbufEG@s6FC4|1Ke6UpU`yEaJarYZjyb?zYrv zl~y@nh8&d48&~r7TWxmT_G{@}H4~7v7yS=WP|=owv{`+yP}{ATM<`eZ{B+o4)a8Qt z%3^)_KW;-ETD!E=VWzN7d@aR=%fEJDs>0Afd&Io~RZz@^KlRAw@jp1R zU(Ctb2mj6i3W7XWK3@9vf9f*@!@*Sw&2_u=r#a(C#=|1C5jR%Cm*U;8yY)>qGQ6j? zmcmn7TXr=av9VtNqTFu&;y-Vm|4*RI0{}K^|-dcH-D*TLsntBCqbR3HH;;Z{|?e~O~n`F!JNxyiiBZ|h@nFnYCbFh7vSckH(K@3pthuJkQKC%jfz2?tjLd&bjaR{a&v3^}b%O>vhGb%)_{Uchsm; zPVtb9^@Q#|yDW{#qT^U;t(!R^&J$aYY&3hS8+||6xE!Y2{4tAlA^$n|) zh$?qD5hg=mi2W7kl-HV?V|(4v<0IF9&Eh@IIXj$AH)}{xxDy{b%NYBtNcQThS5ofJ zo^fvJdj1h#X3Z?u{iazii?tE#kNP`LRZ^(B`QeP|0ocm(xf7p^V9CAXG%hXbJ@??i za^C!~gAtaXrj9wxSu*as_V}sz6u!FVng66{;*&NfX3o@JjXY>y{|!s-3@5^#_RY4> zM&v!-k!{l9=DD+Vq3NFgI8yw1YNW~ecr7?}|K^yHt8bwJKjPRf!NckDwA))XSN_21 zvR!H1kbcN-XNLyI!2K9>w#?}+%LD_+#ZA27ue1H|5tz*`0ZW?LOXoL>Fo`o4$9;Qc z@mbeT7fWC%r)%pU0qirxd1SEMXY&CFLgnt?iShoeX#3}Gd8Eu9-x=+z14c?t*j?W5C=QPzqg}o%Fybq5axduDL z2}#bVc;4Xpmhfrag?}@1hixDKW5for9a`QjR)#HmhY-%zDjqob-NEr+hK3a?cPCzm z+3CIls5*R6aA0TQWxp{rxTVlBwsn+qUBEr5V!(L){+31g+_;{yJC53h+LEIja&ymh zetqRDR`6-=iv4Aewj?jX*uul640nV1OF#&Ba?h4;Td8eC6L^d{GHT_<9oycppIwV7-i zk#_y_&WrX=`}NNaup!5*bUr35s6NG7W6~CYC~P0_ixW6j8Gm4h6|i-r{rO#oxjX-8 zL$a_lW}?8}m@=*bmcv`Cphc`t=! zDBgjP_FPARW0}Af1i&D7BPt0+fL>hLz`*Yyza%y2wzz?7OW2Wm7CYj=ayIl4-y{cA zkWTn1Ljx^YxI)>_ z5P3lMI0Ka7Pcnu1`8@pm{L#=vEduong1bM=o(%%z^q~It^9>-HObm+4ZZHX~v{@@6 zcL=~8hW}ExI9duHWht9fNq|GQbg({Za3OeOD}q~$V~Z)2v0}xFbewlH?t+r@oxepb zK`dRVLj&E_t5T<$t@1isG0Hedy%-l=03sBW?89*`{jb&rUrcb)25AB zcS)4De_+Hoq0l)_=jx&xPb%&9tE(%TAYJon)uP!?)MuafnSWV|U#xxauX6hW-#?6z z+HuA&AZ_dS8SX1*F5i{5OSI)d=RlQq#UisV=^~j`L42Kub&x}vQf`;Lvui*wF)*p3 z!mFacde!PY;=X~;QUy+xS7oK9-dhU(A#85hp0Ah%O{p2FAmtFQ`egdoT98L2RMzsf zhUVN>E;14P_8YS#N~$2d@$n9krAs}d>_05B%vYG&q>)L0(zcJr ztxA7&L)`#^c6~`!GVyorWWp#M41}odPjq*Rz9rYM1{Sy-ihccUvO`u38opu4nYUhPOettl2X9Yr3>t)ch9ItJ>X7L^-HyMg z`xXGT?vlckDToIWr_ijMt|A($s-cnGVJTd24EF2(*Q%D%rs%NL=UbvcEF47Yo_0 z`QCiff$-Q|H)WCJIL+i!r%o9lcyIZ1S(c%+6{NT_VQ-GUmer$~_aPi`yJr zn{DMO(_1@j<-V;2y#Q`6WRuh!UBYwbnuw?g3mmPz93GE7Abrey|I5rluFx#c*vTsAnTfL+oKxQ&@o_nfJ~>#vkoJjm?bm@p~`o%iF*f4*tj1|adTBg)QWWQyZ zgaw@Ie&cYaq33L5WaMEariB0nIiqziQ0~Ufn@WbvbgWynaDnTKizRV|hkawdF2%{F zR`wV1*_FU!p6%cRP!B!MIWkrl*kve;QP16Hk^wqr1AMCP|?)|DNTkE$Pkh-x3U^3fb_k9gnM=k z;2gSR-Gz718gqTBg`APxUUYM>d^PnNF1a6gN?crkrG&>n8ZWun+-d??0pao3hd-D# zm(PICqQ7;4mR19H$QA?Sy*ONqMvl?lraPrE1&bCgtaKO4t$hjdDsu_T56Hxw$uSIp zVx4L79dV}?E$k0#Oe4Pk3A0SFCtEQDg*kNjFN?GLQv0VkO^8=?56)>h? z)&8RI37mqrusf*N=Fp+^^C|6DX$`~#VrbmpbnFZ2{;Lc@uck2qt~E8jwC&P z0H?`pi-?ww`&M^D$#++l6uz9v!-K{@DQyII$-e`Lbkei(sh|#UVTb9^pseqFibYa& z^H!uAszt2H1wJ~wvbB)oevj~GUfQj!;fxsfxpuxo+z?u^#>o)J|(xn z9e0xHvMVhupCSv%NCTvAEQ2=gzr;B&<@~U)B}g&HaQW(nxpRB^+$aY#w*2J*6S!6` zL_h^MI`A+uQzq5jgOf82lUC)D_>xU)>aNHirO{4%P+2nfR>+N&U3xO5d>gfG=ibI9 zar%m*U=;gUxVtIJVu^X6BaA^(}v>kc5&eF2E(Bvo(*G3W0J-~0A48H8s zzVINZDT9sE&v>(f-D#sg$q?e|oUFce%fzcI;~kpS&&lBv=i>^g6U^EVon0q$e3EoW z^MY5=vWCn37_gFPPF}`~7A>lZFn2Ij30SkzQ@XS0dSs;M?nfsSur}x<0KWPpq9Kz3 z1+^%qvku)wqfg_mH~8uNca?TD%C#*@zz80OYri1l`8N1P%UV9z@YM|_C&WMXtawrm zQn_0m7J&39aX>?rpnZ8bfmiPiO^88VhjbSnGWQanvW2Py2j2;XfVKxp`}YZDHrlx# zGoe;s0N1zmR}uTmc|jc31D43f)YON;r`PgHH=Q#lLr?v_I*+(Cj@^$0Gs$f|FoLga z`ii}3I-r}jrj3}8jvddxtues1{GMLm9@!T1VgWbpQu*j{*?G zjb0^&gv`dwKM2(>MRaaKFXUn>ODhI#;JtO2Y(gRk1SBNE8TaW>!B61Ng{fMxo5u=% z?sFwst^^Z-|H||d$Zu>fH>!Do(~T@(P@d^w;cnLoI^~b9jB8Z6LZ|1$zlb0G#tbD&q-lAU6>2X& z+CU^R%0h~O{K9JTgyoGrr!AXJtRtdOCv;%K!hd5isB9^^qz>P zWI6!CWo~JsPVxjeok`D{s1RRF!6q>3{S$V#zee4-i}3~MO_2Hp+r+tcr!x#o+r}3)WjsGp^*kATyyKz_tr9WrcJBPb`An?AFGX zORhW}wy#~gcAy~@$Eb-D%=+OZKG`9Ox6((Nv}coI9 zPz#JA0*ES{TcU}iB`>5k*l63qBO_<@=B-<8%loixXKM+rI-s+&nryV3yu7-p-H#(N zjhv5bTb6vs>y`lUTgwy~W$y5t=ZQDaFOGz!!-Wbc3NJrA(4ZF-UjSkOMpkWSwT+EU zCK60ysK&xa+5>hP!JN^RHaIV?bt))J9T9RLKU~Nf}JpA7r<6RwslzH0PR7@bAEbM8Glqr!Z0>l56y9?T`TxlE0s22921rH zms=O=o)_b_dN^i2l=sI`2#(x9lQ|uLlIzRRbwPb^YAV6S z$U9mMDuWA{7+p7=UXTwmP1e!ApcfTmDh&ktwqrlJmlvDT7SNK8(qWg{o+4MVtY$Um z5o+s|UhE8hPLT{E&tzbaPmFK^Dd7|n(=IGCSjRiHMYnn`-W^pFdb;aWoi27fB^wGu z((*c&hlkD&xxIMZDjdyQc6RZJ?vi6T+7q0*A8F+g)11lgp)>w`e~X7Zy9RF&J%pGP z$SGT$7XT;Kvcx2;$;ye^Byrl~R^<9Cs=6P7<$Lk}Ig?5bdw|)Ol_k>|-CdB7;@k05 z*S3r~1>vl$=el-+^a|rtBo1a!Y>47SxmM_NcQ-e~!SB!ctV*ui$b>!+h;iB@9Sb({ z1#z<-bb9mh!ohK~wsxsO1x^Fqu+~$E*8+e1y_6&lvP7!sv}ASziQ8zEOV7*sSCe7u zP8NL6JqdJ0ci5YCpcW!&E(__Q`pADI z?hbvFdxUZya*efK9D260FdcD|sWek#0#U+Hwg2sCSr?>jWkJ-J{B*`X)i*R4K$t5U z!M437Cax6OX~j_^1Fq)`%2V}lx0j% z2%AZ{(VX3|j0_)sy0L$>UNxL%Cae$^U{m7g_jwh3Uy{B1;V)yNAvi1nlGmgb2Y8K{ zW(j3eklC^+$yNp`U&s~Aa!McSksX?^q^#T~Zj2llOO&?BgjPf(5>@vN zR_ijOrx)byICqu%Vc`b5VQb%Vda#|1S;23NPzWL;SG2o`mb$ZTa4+l|- zvAn5~nM#4XDkl_&sX|t^7lq)Em7$L*OjBeU*5Oz_@x@^L(;1ht;^?NdCApnyvyILn zx^+T%@l0%Tt*@gTSElrT5Md@MQm%;`z8xYL6uT`cDXAoi7Yb_1!#kr$^baRzP9(EL zH-ie@L2oLl9isf9+!zMSZ&%Rslc0tx*ONlA&H`=8?xsbC_v*fn@#B~x_3%=)YArQwp z_MGE>u;j*l3v0%-qjqQ2n+BnmNit`4@{j4jEoQA||5`10`7`|C)rHO(_~Luln$4Vc zv$nitYXb!9En2eF?f%VA@<(55j8`H*?YZnXX3WZC*x7d$)-i-yDxa4l+T5^7lZ_gU}7vAj`4!eq&=-$Wy z#AR{Y#NQ6llftfhs)}Drd%uW_kUp^ewp4!LxFwR4ny`c{g4sRm{L7w;g^Jg1ENfah z@pW{VdNzJPYj@xmI?*vUA?NKZ4fbJ%r*$ZBRbA1`;)b1+z`wqXQzUaa^TNqz{?)F)nKDf)cV69RtX#4P zA6u~4GwrSOITJ*`u4N)BG&%JUhJBZLcbgFXkoSUT$XC%OyEKCO=HyqI)Akjor$pZX&t7-X052nqm8w-a| zrPv?>(*5oV*WY|RsZK+4weT78p?SsG1)9*iRE!%fU^OFgWyzcX=zhwj{V4TiWc;3#xtX-+S@DFavPf#4BKHx%nRp;C2+dJ0;!%(aGwsJIe%wSiSPhm`Lne znVT$weedPYDvdSczTF?>;==I@Dad^-BJsse>ewywnU|V*`|}n#GU`UW^o$)g*U0T< zeVoDGrAA)4eq|1Z87uId8sRFl5Fp2Y;9sprkEvX+R%W(uR^N{}4bmUzYFGSwd)%;D z@fSMhFWj5s8_Zh5wo;cmXGCq;wyRHG-e<~G1sIMJ(DL4gXc6czS{VC9IN5lz7LMfdK&RyQTC2K=lYF!-6HZuiWdFz z3D4bvd&D?i;pn-y39|pVgFURHZ&<#b{JHB{F>C|)c@oQXnV?;a+a>439*XaIVCBB1 zJuuBt!=LRe;eS{IXa3v<4et(a%c8`wxX;Lt!%|0M@ctxopW79jm4zsa&@q8ujfQ(B z&I4>WsHo-hdZH%$cI*7V`+%d5zo-nkersWiRS;vIsChHLVUP4gwPDaI>n*GD_s!)W zxNCp3&u|vfF1_Ivn zf4rc$?$>%{HpY(qC-R`$YzI8dd62zN)+WG(G2r@utakN(zIy(k8#voVyCB=#mDb4Y z8PiTZu>KNf?)ntG%KSwuA)Rx2skpdgy8uBfu_XJ7!xVck2O@tnGB@2`vX5B!PO$93 zm+M3*!ITnGwu9sV6>}*@ZiSdXrFWJ9Q=#zZW>6z2fc>&R+_y(9IK+D{b>6eKtDg$8jmW|O_be^x;Xns_E>`V#Krq?usaP3N+ zR8lk=*@_e+xC`NR0v@&U_AK`!*_VFQGIOWH@-nDGQBZXPG-&9UK5e;Sw&R;MLxieR zKmhR%N~9^UB3cYFTY&si9+PFMSwaQ~JXJq`x71}(G#~k(X6TfbZ-d&J`X7?aTnO_xaDCpFaHgtUu=`J}m-s zDFJ*t(13Cy5^S=B9HD^dssm_52B`o6W_;Y>4@@I#vZf9X6uh1`a48Dw)v+vjZ$dLE z6JpgtZBJ1=q>{QB^<1Pq*VJDpWDM1LvY?AF6A?v0ed0^q(i>Q4>{WqcW6O}`*~oGL0tEZw6HWeul#8;@RN>3)#jdXon?P(77 z9&BNU zoXKP{>wAP~p;n+kYp0h699fqoVS&KmTH~V}mO%G4Dcl%A$x2Vj=Ay8az9*Da2??iX zJ7m$6N=gX@JEc**0zvF7V1&~Fmm3y{L5c1Z$cjzsdYmUod=J#Z10!}9g`i>z@}ONo zTtK_mi5x6HYo?V-ff$0Y#w0_dIncHTBmkl;g?Hfb-AL8shhb>Y7S{ENUrCG1AbN6TV=jj=dLJ-dSzx20Kzbp^1}v?j~eHOEX6(JglXAO@5nq`52e~R z2TddaagwUFoybpcTn5=i}>K|vpMg_s`#Ux z0%1Hdc{CaaNAVskYmZJ{DK4HV;?(mbyyMi;`@-cPPpq1=ykV_iuUc+zl+!@N7wX4l zL{g6Z)S4~iB@g0e0T@CrCtb2eu5LOs9_~k=Jn+ImUD%3tTRm2mLRtHQ$ zU}!}Qe@(O&$#b|vy$9-Ri4jpc_m)R%p@lPNW@>1*-&2Ge{4a4buC@F`MXJ4gGNu4V zZxSN-Kk3I(FcHubkp{yPd4Jkl1+XQ1M`Cy7DFX(Wy0pf6A1qpM=|yIvaWWn5715zY zXf|Q(GO3o(IGZQa25OEMdNdJH1H`f+fnZ%J)|COiSnLTUpovv6PnIg%R|Bo8B5V|s zWN63g5m)ej1rxid-v-p0gJwUIUklN-+pLUx+V&QVdaTsdYdM z1LNmy=WIYMhxy=XsK-KJ0{JFeKiqv#m z!LoH-PCpv`7nTo-oOvho6!!y6$lW3N{`A^|gCquQKtX1#r0pngn}m5ok?$fXQ`4@# zaM7YrM68L^Ch@^Xy%NZr2NY1}4iIfpSWSUv866TF>K6`Z5ym0$5tx4_061_rfYLA1 zm(L~aYuvX>`UD#copA4Q-)iPKSAGshvv_}T9FkJHV zX!GVXeQS#1e&W0L^He9k6_}dF%$`We$ZOWD>0J>U8Y;vfdYJ0doS=Nt`-*$a9{(@8 z6Hp-k4j8!_A^@O!px$lSkxKy^Rr4;tlXf|Q3HTE~Jjubq$Y zARbjj*jvCNgDD{Z58j8@EaE-$1e8tCJxDd`sjfN>|X|W zgTM>0%$AWS*$r@FGJs(VnA1C1(lV{Cs_9VR!4yeJ5aeP+Y86S0 zDGQZBVscTHSlJ#u>j@2;>XlO5^=eYvl@|)X=0kXm*kUyu|GtKn1!~?Cq<<9$9pRJh zPz&+)h|^4xEnvY!X>8rfOCpVABVAS{y&JbWPljA1?EGCtTnw2R{`{94XY`ES)cz_l zOifXyowww0gjlYG5GZUd8L%l`M+zX@Oj{`98`a!HEuxhm2X)?)We*sOHwM&++Bzeb z6>Ir=>@UuRe3Xg{?HkL$;M&=Re1TI@4o#+(**}~#l#YdUBHSs;nDcA7A10OvzkQxr zF16A-E;&GJ%a)0RhN6~L`w=5-f@2eGOkV~*jIyIhM|0-~aS2k3iqiN&J3 zb0;(1%=T6VwAdTZ#5{3*=J1HG{Co1oVhf;oJ`J3>_4@@lPred?K*Nh|T3UXwP>Y2Yxu){-Hl#Qb|NK4!w3=WJBv4=(sX(ars~XaPPp~rop{Bp zz=wB}Z%5c4W@7g&UUzf|Sn7|pRK?3o`a+%w9Y+Ss{#VP%))}IJ1s0=qF#A1Gp%3Y|D3=W-Vx3EI~efO)m|}aM`rp2KN<04^$i#et7qFPM6pHHnWvo zqrCH;^_`Fss5$JJRX9JYaMGqB;TowPZf3%+S>t+M5ce4%;8g#xg=TOd?(B`+0=9(6 z8ri@E%XW=uXy=q!f;Hw{#yuV#Tk&3*5A^0X6Exlt0KzD9p=_R=N$+by7 zS3TeW@&?%2*qm$RqFiII{GbPF&V>~wTOMdZ&o!rcN~tus?cQZg&u|Jnl?(B~Z84?E z$+}m-RWMAzjC{PY^wP<`j({TVF_C2a^zD_)aXcBye8fWr z2yE!s26uXq#I5VsU2yU-a%?+{dZR+9AivXM5F9<3C)RG=}{S3QWLv1H8&@m9afA575Of=1-|Is1I#HxtF6QC_Iq&+N;mW%u{_7bGBQUN_612CQ)N-98v16``o(n($(qJTQs_#8@f z$9?PcX};4$l)1ITk*i&z0>VJ{Fj396)nsiU)fY9{A7qj&P&NCk@ixvWmvl5IHB8M_ zLdHJLyQ+H=7k+gWD6abX z#zcmo!*ZW}D6&CPKK?2q56l06M329R7wwS3nNzF}>rJZo;c`v6r}J*=X?rLnd!b;f zqNZk{Wy{l=HbwvkES;?%{fNhdy<1hd!5n9|ShvA8a6{WoT1W+_I~k&JKev&(6V5P| ziXd5zX*q!0A`+2n8SjEbgzYH6^$NLb_SIlHT2g8a9_uzmbTAJBmQ_$? z*-0nt{5NlO+KVACo(^eMRf$zJptyVzA4d61d&uY(N_TE2mea_fBS`0}B8~@1XX0q6 z52cu8(7Zl-7w)eB|V8Sr)S(bA*lID;$5KJnhMcI{e{N47+APzD%74M{E^0GXtXSSB(3SJ`c3$rY=W z)c&~i{3$#z16uqcIJ3Q_>S{zU%|hBypFN@{T9oZ2Gt@8F^9ZVx40FYNu-d#5?>jPx z2zS`Sq(~Ffu}l&=Kn6Hb50rc!`lmIU$9>C)a}V@(AU32H!^fnE5wje^uij{KX36Bgr1&aP> z>dLqDh06AZQs8V_q3-T;HVIssfURzRURJvT-j#eW(mBMc@*@qoX>JQ=>mStJnA)|% zQ$WYbh7gTui+#k866Y)ft{%e%CQ=Wo|NBN(dki2D)uhfeHxpJgU5t`KvHn9h`k>Fay7A)9o~ z=a%X+Tt2IyJ{?BYk;JkC4_CS#24B94)cp+L^IIZ*n_bgJNeDE8l!Zw#9vp655weqo zMB>@^+`S%#v^N-RD)h=E=yq=4zZ&k3Er`zfnR@*hdRII-rwi5|RVD%X@p^@&Q#Crq z@$lpy3>Nd8*-+mWd0Z&VXfmB=oY`6(&daxGRDAz(Thu8R7j5zVr>-TR>`gMonA$JD zwTt@NFmgFZeI38K{O1Zl*;ko_q4{U;teT)`ChM5;LC*M1%+<9P5>>Ib*G8@vEi$L2nMrV*l(&{Z{qpf1p_K z-|p<#-v_ zLMHh4|3tj{J(DT#oO0jfrRQFgmZye=AqKjBjnsM0Raa?Vr3Jr!Q9ga6-Gr;2^eM}s z@(Xk|TmgtZ3F#Yu)G*Go&Sqe0IJWGaDLwo69Qyv)QS9|_?B;IYXvcTqB;^7_D*rzo zJI>0yu~lQ6yg^g8-caA|!GYuxI(rnRoM9gL6EiEO#mq2O%s9#!H!q|wof!8mGc!iL*?7rDUfIq#wJWZ%C7VPjz^P%BsnVQHO%mU?7hS#b9Bl+x_2J9=PbcIt9Y#ZJ?D$n?B|J--0{j~HVOE@lD+>vp3kxXTW}&mA zMACN&eKKpU%ohUCKNdN^_lib5SY%$|>vlWEs#>1usK0?XO4&?@k6q9GhWmr8-i*Ix zZVuic<0YrJvLbrnC$k8@#x>sgjHQs+$xMf_J9_REWGAc$<4n5{W->ZozZve5S#k!i zkNLxX{nOrzP{xRmXdA;XrbU>~mw5snf+_Y{$LqJURewHdg{fzm>o@j^EzNp-`F)7T&*EX{_=G!)D+|hH*P8z)ffA&3eAx4UTlxx?D^-*yH1_HU$W*fvY92PdzWE&Lv#iiRj~gKLuj^Afx(??ul0;urcK`dcsY z=UY4H@trppE~3RXFL8#VSGFNY%h=;f8I!f?Cy#g`gMo)y>>0yS=;kmf@s+=@H2z?k z{{Et4uOsJIoC%?x)xBg%pX3%rY7R?@(a@Xr2{R=Wp&9n5I{%RQr#;Uxtn<&_+BvY< zT{215+Wq>BZPTO71flr*qhiSpb>;!i@0s^qzM}c#;NIFdXVruyL)yyu_Ogd>pgkBYV}ODh`ifiYR~);?UcJ6c5U& z*T?yn(M>@JNo_+ooF=qKlx;JD3cKn*4b^*lAEa=LR9sUTFA-oR_UajvTl zfSA&+OiIsezn{9655x5MH3BD9NakGH%bXUym6tLHKPnwTY#JIwKzdb(jCvsBF2iZC z#%W4ftKLwDUNma>c9YV_;;Qq$;9hh;)=cqc@1VH559I9ysKi6-+v5|aI2chOClX6W z|4UcmK$&_O>I#&=|8v`SOYhEtY)@Xhi7l`d5N+mxXR!IBA9Ws(2v3~W+K7=gBvMof zV7{d*fJApJkpM~{>rwv-@Fk9?#8FaY*6|54MO9QP6aP{j-XHJPX1 zO;|^_1&>U|>(d>IGq)74{Xw*?BY`#ag2iUgav!WP8Tyu$6S+1 zbEO~S3YJ=6mej-qVNs!6pD?UjcPF1KBE8`sZk-e^sgND z4Oqeb!e;VhPe=@BWDVhbVyQP4O=V$-jojT zN@GWcF98}*{M)4G#_JyE6Pt!io>weoL8AV_s4s1Y!E&MMu;aeXMVNF)Od^$8km&m$ z;-nRms8xcvdq33%@`|PSG}NI)Kev3Bg&NQoFATfO*s2!ela+=;5)zh!7x0#PjDiaQVE;WKg>g&wrd8cP6izm5el|#Q>}T(1?=*(uaZl*tAP% zqdp2vh!OtZa2`MEJU}C8aIJF7Rn{sY4w(9(6jUzoE^GFpKqjH79TJzQ5Fm2(M(}<9 z-DUi)2(@VQdyw_2WJ8n(g&I6`Zep1xBK#g7o}BOMw($l!ltGz?zP@V*owjiv`ur9S zemD40M!41e5Cr;oBi?}3Rrqcc;+zFRjIMwK>0 z1N7Gz@2^;D>p8I=Yj^L&J&*3}Ez$08Ix=E66RopmdVAON8!G&>;(qgGrHpWI;t7=zRSNsR=*j$Q=eJv=UUO zI?GNn@}yO<+j$bl4@%3~oqb;XsNLCh3rh*N*I z6}vw2p%XDRL)rjJZgISLbrk`cu&`Ok{Xgoj2eJrJN59&{P~$NH=1;ilv3#jn`?(08 zW|Vv)V&IFa#z%sK7K>3;by!>WP+R(vNHbrV1{eB#i;J7|8O=VF0krdnDbHAv@Mihv zCHVHe7^VdF*QIM@QS$^d;Z7nJq+!B$bzsJtM&6qTbM4gzuqBIG^^-aC(cc~i_bb~# zOgR)76G!Q%fLz}Lv)q@|TYpPBcWG+>CnCD6p(h0&VqDcbL*{o)Dcr-vu+r2*xFhVxJVj5x8Tg`BWAsgiCvqMF}> ziVvFs&^8GmAwB0nsyZ6<#^TX9>0HjzUv|)NXlT@IWOlNV!~zu?{+zuNvTCkvlnl9= zEOu5GX9te!b^76H5i^)SMLh#W-L>xwc8(Ux(rM@KkKZ9w-FSDPadGI|C%G`<0ghjCxQE)cR6gL=}@yzvsN}woj78wWJL2MoV#y z^PD5bxtZMRkJmgBK<7L%(io&-FCgVcHVu&dAkn~|+q@ha4H(3f`TFCta6YPY1NeZX z*I5>nmGOg*n%!6cIRkYIsyalqTaAGCFc%wSCblScMjZ>s3WqKQD=Vwi7AYW9RQYVG zKe3{kyC_~lS8)FVvwp&0<)Opi6-yu^Ikmt%9m+Y-t9x^Evp~(tl`AbF3)XprOR5n) zOkFacFm`0I6KZDXFAHK|G-QEDLrL|pEdW@C_72naa~_pEBVs3El%f|_umfiU6=MHHwDB!#a zd&>Vb3|Edw!<})$1Wb0wyOqCuP8dKyT3+OuiXz=wj@($46HZ1 zvIHy{5>~9DdY}0U^Pj7nH&57#{2OXSK z{sX1_nD7Go`xL4k2&A&B2OwoEK+4GugGUgZy~d5it^1J^XT4$IBah&`bQd$u5lA1^x9TxATaw_UW`4dvmVj}%V-&u1x zzY)EF2{=s!>`*~M4N0`Xk!r}0tkYps6{0d_RBI8+3`B9FqF;cusqEV4vd8c^w{ANZ zDbz;XlKr;l2&;#@6zA}d=Xk4^)EEolX*=~$c zOvCzhc1(MB-6rkgV9npeg<10_2XRkjto2OghiO~cuu*MSVEtGd=BIK_6lf8>zV-F0 z^tjgzoO7$QW7~gefy5XMHd63vnNo;ly9>$n;#$rG`R89o5c&&P!4iJ>r-7z_5bpQy zXTM3dp{6yb6K1WXSdLO8ccQZA6^^_3G&`FEO3X{#(P?YQaArW7VPKr;Cc{Aq)~?gn zRk%S8)-K`yK{;G@9L;A_8~?4@6$K?N(u&KA*uGM~I2z}Cb~|@(WV(?h%?va1@85(x z|2#g*Mh;T9X=w2v_$XHVTH>huJoXe3X4LynBwZ43ayi$T>)2vaT#+9YWX^UY>TMZp zmNjZL_11|be1o7h&N=$Tg~tru!8GXvw~h(6SY~e8h-{jVFgYU}z{+l z7b~`&6Ux9bEV)ja&5u=n`@(aphXo0l;u9k^-XGkoQSrP*`t|fic2Au3pcvdp4fZ^( zWIHRdPEW-5Kbg063}Z>y`!i0|_+s)tla{S)3*hVy7lYk0%yg~>IX?IcxCIkfbUypw z-+(#R*eMidey)19VW0k&7_VqHEhfV&pP^_WPU~5ZgU~3sb%1lun44_kAJOg9SY~#* zY|jzdkEW`*2gLb`_Mh9cJ7LVb%L^prYJUNi_R@LDmYYpm!+j2UztXQ$`|*Ly`eP@8 z<9~S`vVKkaKIKEa-~3YG`EtYBuO`RExqRbxd-LsurLT2k=Ur;7-hKY8LwD-+0nHUP z`-|EnYh)7pdY+0tvM94Ft9Y+a{_$B0voL+tmj(^EguO4Q~?C~za>)0>3xijzt#|pB1sf>i0P<^RnrBBBtZuIUZVUoK>X(yN| zwvYGlNe;7Zv0&pYEN4Obh3N5)@gDMBX%9GIE9XZXES0)Wl#c-)nO^)0Q*Btl`?M-7 z&;{M2;^h;69ZZSon)!GakB0E)M zD+5k1>@p(2^ZK%eJ54U-m(Qr!bTsoXZK#pduFj~|cp{d=UXe*Cq{x!=W>yY|F1 zsBv~<)-@_jvTF{3z z+>z)buRn1Ymr3TZePY;h`Cnkw%zHepV_TKS`JG=RjXHs%Y4vHtiEH&P_3|SQk8?? zO3s7@=v1&I?`S!LWU^)rlPdWI^MQT+Pq0JAz#NVb^hl7uoGNlw_vG>t2BBqd(7~Co ztiucpYx2Lpl<-Zqfr;r_VR*aB>2*zgNbH`SMtw2Qi{D&e2eMdfbFc6^!8UzC1FE66 zF8ra>MB+fPFy*g~?zKZ*1k|DNx=bY6|wmZpPn4)F0`p?$?)-XM#`fb0r z6MlRN@8v&sLgx*PlfZu5h2f>z{@h{vbOYV)8~b}E;A0g%Y*YjPjLj&nM%VSt!|ePp z`}|d2C|ryG+$>n}#P(ah<+t0R%A{d;VRnm~+h3IUnXw&6^kV#Z=Jygh84v9!DutnWNM_3YL;4$*}rDl|-_X!xOl7Rt(y zVN;SlnVlcwSmZnd{tQo8cm?;Q$N1IvMuZ#DvBz8yOlJ%B0>Bj>V8UNf?s~M~)gj+CX1_c6DBmU_?YjYb*+5 zGDKM7os!TX4x_K~7wPZcznJnziLzXIsiNPAN^MZu+}^#y5!fi zBw;y!%gpJdR!7y*)w4!tKdtSS*OGPGyI<=5=)*+FEAL)G_E|kTeN#z&JAxm8ewZ+JF+~fE4G1ySAokFTZCIFwzyU0>do+9p6 z*VN>JTC}OIdVTSFr<{7uJKd0bSPzlUlu0cpInM|+6DW3einvk_6euTCs`PgvNum_* zoyO1qOmqRe>shasUiH{8cHB6^fOu9_*jvp6CeY|Wass5@JosL9aL&4Q>z1$Iu1hK0 zNmNjP0xd6-j~_oyDPdWNs!gG+0I@ReZXdtiB=i@O{B0Q;Y@vL`Gd<0yQj$fT13=2J zCGwY_E`Lwt;hB^tz>D#5D|?AdRZ?H2Wa7z*>^TV2bL_=B9>Uk5RmtcSyOl8ju;4(x z;OqXWtJWzhGVshvfuq+Kc8wc9p6aVk*Xwz#dGnwk=M}HOU=}S;VOHd@W|6q>pqeqV{fyiZr$qv*} zt&4T36FKd>&acFG(h>o|49fiQm5N0&EhYZ&J$v>ns<#CRhL$J{kg;KY051t}l0*Tr zF}Hp?#Xmu&dl#i;Q}|_%x2!TLbrU*0H;*XKEd%8(86=Xu&eXJFcMa|qZJ6UtI@DDt z@o@@WCQM=qim2kAPov3{+h9uKf(xzQ8O4PQ_PM^uR4q!jv$cl`>_R{*2V0L#u%G2v zW9wMs(iz~`TSvLD6j?Mt{<{KGx`TKH&~LDR=C|mons7QL_;?!=dw^K>$j)zY>8d_> zuiK-d+k;d(`+I_hj^sogrgtNqXrw^&@U)CRyoBv`7E7teAKfp-=H;CqF83BZEWgGp<%gY(51WjG**QO=98@ei-oZ34&CI=*- zSPh_Hj5@!1NyVEtGpSwxlT%4SDup};)aURZ&1odzUpq8GZUKDXd}#|&E;w#<8TeWJ z6;$UQtP2{vQQJ>R6f{TGO9GyJ&_`^o^?qS;WUZg7}9Az?}vw(Lyys$Ab^N&lJ0mFVoXsnqB=aj&pxtX0eHN~^g8nP*l7JjhuUw)0-dCe zeo|6VR5Y!jFv?4(`D1DmDWMV!zqG+KoCG)AD18$dVq{LHI=-8_{GKVIpwZx}cpEE8 zFX1k(muGNqT7BNXx>oc*t8fRW|GYyURl_iMY`b(SSJ|O1^ddCq^Cky;XzRKA>G2}5 z7@pEAOF_H$Rg$|{V?Cz5wfOOwm*xv6n$d7>%MeFbBZv6!l7zbrQKT0McW zr*erAvmJR!)wVkiRS1K393ir7enweX+-Lf^{sT#duzK z)KG5}N&4saP?d|PE%rcp_2T02CX+{u7?EF6aJUXhtLJW9`+UHxd(XWo3%3Z<8(AS$wH@DZ7h} zWaw!Sx7~aQ)=#`HmS3H!6iM{fh7xJuWI!so1vyH5=x`*NZ0@j2h5Yb&e-UUTC~a`A z3%1;=8OPtfo9o_)?!i8_?*WNuhs2V!u6|db#ltZQ##Gj3k&Su8(Ms3(O1UU8m0tfZ z4%X?skl=a@8h){9%?4)CFzEio2dQ`HZ#jANpyi|!#Ri?*~GDH+=DCHyW&Yf+`xO9lE1>quQjc@LW&6_vR zE!PXh3*5@e3JSIz5?`@`7gH&!s4Tvkgr{?QkVCWe>Kx9))c9jl;z*g+yG`kwxaaEX z3*K$m*0we_@A!mWIuq}ybtv%3hf45^Zs^bE{OWp=7I67QTl1VAWH2qXu?5VN(}O&t zjONJ6uu!e%v0u;4>+g*kItsk?x{@pFMNUmUhj7RWb~AD?F|e?>{l5QtsOQb1GUV3H zt%W*?0iB^W*F4#emYe*n_eCZMMasD~c|m&7iStX7 z0Wi9i>3%1JQWsfN(EFSe3I<(7jWH8nCe0MTlNHhi~W)f(D2_?eAR1ean~nX;JD#6zjURg<;_1N$ZWPPsF{?qbVSFKBJI*rDEhQhVM-7r9LJ9 z4O}#JCixgoch)i~a6;F-$ON^EdGh=x+e~+Ydq&dzA*rcOFJc+}CopUxe&UY9^^I6| zR5HuQzXh5&`nIZf`mn8FLTcG{zdKn4u8r5bckjH3E}4X#?iBXvaHSmXToK12SZ8Nv z2Ny{GvYJGrl!l4HyNAENtS&xHL?|!G=DR{L1WJLXNIe5)oY_+oq<7Vj^K-RCOf{r1 zDC;_pQ~Sykw-!-uG}VdQTEuC9vtTH6 zS!BDcWHk?MYy57emas+%Em!=$5Jp4?kS%GbZ#>!w$s#uhhlxO6;qJmY91H1OXHX#P zHIWBr8)M#p0T6j?;nB~+=_#l#fILz1?`!+5qwI9Ab?w<>VZq3I$RqRhig6UUn4};d z0&RJ`h_h1t=ZH?v+x0VN@a4_gEML0FjvE1B-2h9i?nNfnIWf^Jk$P-&w1z~ALKs#U z3J~HMyFp8UPFRuxYWj>wp66PM5(&qSxI~oFcRWOF3-(KA%4F;Wp zaVnUi{yh#K$j$Fcs*xr)-&d*-$+UpqRdp;LjMPx#28mvthx0*hwSqBaze97y*rxD& zYX1l9xFTzus`x4{6zggcgSL{=j&sDwMS*&ckNrOGExKjl3&p?(hF-;k-Nx`NqLCi^ zwD~@gxliSi5`;uwW2{)>Ege#fqFnIzemEyBBbBD@sGH@xg|kPdwd43HMC^u&-iV5Y zYnCBNZ73Z7i{vYseA@ywraFLrBXqJVKce<{zyEX z+tq|a{(<{-*HF1=;gJL22j;(ewZb>sk16$1xy#HjMcyd`diO;kbYjZLYUM)LpH z-gie;eQw)s3^5u*Y%xd^R8&MzL3$HKktQM_AXVAYn=}znAjXOmMS2mW_aY!g0Sj(a zdheoc0R=%35Kx3SKa_-X%RA%Taql1RjmsJ5j++zM`}h0GDs#@Y)@pSC*WV!hd(Up= zjLe6Y$7qK;#C*uaQc}NOj(Sz2u`1F*jfCWM4EyjScAD_v*ku6$ft6psex0i~Mput@ zBmq=WQ3ke2pIGc z{BFuD>I)AQwKHu0g0?Ypa(E(jMgy>23ZWSYe&-_}fc|@BoW0(1;oY#}!=!cA84T(1 zuRYVZOJL{D58v4iP1>Xy*?csS&FID}$o)P~9%Ud_v>2 zm3dazsP?yGa1s{9@J}+-DYI=uWw2ubU@bdZ!ht9&9#dnB{FZCks73&+Q{J$s%TpTAWkOZVoU?@^?} zAqy(g&zPS>}^j#Qs|ae<{ghE`Ka_nJe$XN8S(oZzdlWpw<7?PbP@ISBGXu?SZrI2T+bQ59m{N zT>*7)>BzsqK&x~Xpuh{U2HkEzgeI@tz6;@-xim;focdW7b$s<&PHmfamP2#&d*~tR9`}@zo z#;X1&G!bEb)OF`6UbFGG)8ENWidQ@M-_T~aOY*VqFOJRUiTC+lFCdf`yf7>i=j`z9iM*2AqTdNE%6)58X;xYCKXQ+?iJzV)bM9O9F8C;L(=m(LagqN#h@#JD z;8ec8DKdF)VLo3)3-a8jVX-XJT5C(+H7+)g5qw*Rwm$+yW( z%W97Ev_C8K>(H|k+LaIfQ27*?h6nsk?o%j7KpLn>`pVsn9lF1Ko=v3iTwTB~e@I~R z67*@QzLMxy1L`Qx<;1n`;YO$`7V=qkL5gsVe%W88FvnOw{>$2cW1n>XqrIdwfMHHe z1Oo(QJn=gnNl{z9fMfelYRmrP8%f9uFH1>H(JhN3ba%B2H*^JmE9ZwK{1ZrV)2IjE za+vvo7O$f<|NZod*Ty5!X;(p$9^RdFuk@&lcF5uH*4Ha#G=b?@#~bS~<_K+m|C%3t zO@=IXyV=TL`F?j2YeGc4Qj1=v=^4+=bZg8kyoWo#D-&f|mDpsP^L}}M<<9k#5RnZV zn123Akm={|$L`ucmk#_B3xR}{SOvAt@6>$QJKbF(H|N*UD-4E-C*|9gnclYAaD)H* zv+w$I!J(QrH~6rB$&k(2qwB005vvb!ME&D6lXVRg@v@-WX;?)Td1%aEd`j5-Fbq7# zf1QRUe5C1}Z(@os(Vo#7hKKl~(<(Q7$I@jF;)QrqL8lU}z=jQ_-OXz+{Gid(>@n8m zGapmOFPOma&nc{bz6<}-!u=<|Ot{Sap@1ygD^p)w4o&qB_P>7BY2dqZrG0YQjx?R` zTi1BAVX>Ne<%gT*Y+-H|7%p>?D{klfwqE{k*w+8#=@!`O|MiCbhej6~C`hO@n*foR54@>5p)ChT{7rl}M*=NY zJM12zORxG{UPMV2|DX55lo?KUmvsjFgT`lP9d|J-m0NOS-=fP^Pq;6O2wpxXR{5uK zAXl3&4{tL62d;CcmTmA}9h;mHdoFq3$}KT#zAj?=*_&(E`NM$%E4Y3*vEk{#;rITw z(MAP{HPvd)gPUE;S{%kLKRs=)7%)w;?KbGAQ1oRR=Tk_sLSD2yC$9PK zkMKLPy?g)f-^1{2FwFcnZ;$ya$Rz*M{U3!uF#r8i==E(3)%^d$Tn7gH@1GZo!l7II z`{$p%y)SPnId`nSk6ddiH9&W;Bm!`uIuMzcgWFK>T;Z4Bf5q0rI{&vJ0IzqS>`X3Dv9=Zq^(ml*cG ze*Fer|IoG-0Fo}Ze?^?~_M&~BP|7!>P?M7NO=S1&5KLSsEb;Q*ARurU&AeIxa{Dl` zX$9Q4A?(AOzjd@b*l|`7>rla6yKJI6 z6?;6sWXSunCZNT2hlCyau5MNdjX`B*b&KnQgTy32R$SFLaWLNO;m zxX^A-1-4O)24|R|*stTqYp)eu5~Rj{)uXrbd>0@^`AyZy=L?Va7Hus8qWnQLpg^r z)NGGWW5VMYs)boA$}1|Y@ad@rcRzW4bv=E$5KZT$NbM1h-L-nlSztR0TI6WqB zp&Mcx`VqI?_PD#|_umHyTr4ktu{RVz^ue1_M+siTX$&k+D`dMtQ-U&c_t}YV-NKW% zprtvAQ>N307mGyG%v9`1$EWXb{@ilO?tFPVut)LW!Df_UnXxQiy0jiRdYsXXoEln3gC1M@9|ET7{P5;ohiF6NKkP-s$G-+$|&^!P}F0cfaES`j+?9LvE zfL+0PIm-0&vTZYgH_x40g!Y{UDvt9o3%+N?JM)go<(RM@*gD8B^83n_w-j$|4zij- z|930w71Pg4x6a%KN^6A5W?DB(z6C!NFRY z?0+p2g~GToTx5oS_wJsyo%Y?%twF8_uFN*wlKY7+ur)DCW|0kgqD$DnI&X3Y6|8q& zqx{?ljUf(O^X=Gih+NH0^H2-<$Oq>WeLeMx91`pg{M2Z>A|dG7wPP%uMUF|38c_8z zKkgL1mS@?lB<(hqz3EVtgtHUsM)ha_-8J++E_kFBDtO}pR21vc!i6ki{Wv5$f(M~_ z&_pwW%DiCNr!_S#5Lei-l!4f>t~Tp9%e{50A_^OGg#Uu7@Nu?r7IFc#{kueX2#;~6 z{~m@#@KMvWGHy#7SwQ5ZIyE&lw`UJq&R~QFv7Y>NVlpzO7Cg*JHaJX=nJKe`q$EAs zj^Z~PIvvCNRFsqi*EO$Nf@i;Bl8yl>mYsL-cMl&uYQ~kQoW$nXRL{#Q@M&J1<{j7a zOe%k;b~UM}Y2n>(`#_js(^K00DKY_)7OhGh^jz;9Ic;5QQM}pKXyLNHlW)8jk7CWE zw1L*FEQo?SZtmK?T{Yjb`L@sdwwy@^PTX`C+Jp0qm(zEWBZMauX@7e?o zeEc2)lb3q2I9!Aq@~B$Dme~EvDn5$XbTkQ?T85w0b#S`O{%IF|L9p1RlFI+x!PC_KKegIdAv7xd-ARa1Z;?|HDj^E<)aos ze`3cX>DcFkX4>qPHV)I1_LVvc3YW3c{W`Xdco7jK?v(Kk$-IutE4WNy3QdlscU6SbMNVoU}ZOfA~Daigz&LAZ!YYx&c`^L)?Zpxx^dva{>fy4+TL zU?g{0Z`Mr6VD**=9q!Tb?Yz9|=++-Mwb0!LVsBrLPWjkxiTG{r-l~uuBe^RYD!wai zhx67SDao8?X31{!9>E??3ojLG7kg=E>v@nvRX{jZtXpAKdh0yRKpy1oktw_T(7gHD zi$;hr7Qd<@# zG09!2XBy?!&DI5oRyFulFxEQy-e-N%gpuM?buXchLT!XYU!QJ2(cVC9<;s=8{fyFRJW$x{G!*Nd5E23pi zz7MfHIrkEaQ1UvgW9X^UDi`o8yVwhb=OAZU{SEC$!xyafF;Up6eB160!9LAD&z-RC zFmFx`qPl)f(ayRF18T?Oa@*ojJSbAX*9#u@K9i7*LNQuy^HFh;)K8tdGbFy8UF=w7 z0W9yGem>t{IV5ywun4^hQ2M&)(qMR!u>Ilz%nQC-v@UPGW1~FIJP7FH?llO-kJ6;p z`AawtoN%vc*lBPB##b_+(dl4U>B2Q`^G#$@#2_MXU*CM6SyZCm=@+VQPd&1&IYX}% z9)gH2kJ9|sNvERSK}YzG-MfvDmE`zLys3ZGa%RB;6#Bvi4T?G zd8$T|YK}m3Z4%se&mDb)(Ahru=Jk7VTyy!gUG>p}DmVu_ZGlkb&TB56zQGpi2v9TKtMv5Iq|CD_8T}X)NHNV@g6?cf=uyG?l9ZS{> z{ZFOP1e7$Ge!l#u$iwrOE)7CYhye4i=SKu587|^s2K6_2>Rg{P$TY%b&K9GGw~~|@ zY&S}yv$9G*KXXvQ3yeWqkf3Sx^$?nL2+R8+^WGA5>Gh;xNczK}&_zao;wklOynE33EUxsIAb zETMw64=7WPyml=Ha`JS2E8E6IUjZ2^?H8tXQiWBc(5)F1bf1b~`kDO4hmNEuCc?H@ zvBZ5s3x(il8^qt+*EfKCx*nu=GXC3Um#eI!6N+B%G3X%{?7A@ZAp5}=A0I#2&GhhB zWQ@1a6d~#I<;xD$bf?CP+-Jc+hoe(dQ6CQxx2r5&y40_K!7;yoklo+-7Hny_q)R5N zsO>u)Tzj`Sq}7PaBl(zLScMeO>n3^c-pHvk-wJv?=Chd3>v_njK#8r*TB0aXQc=;w zCSXD@8ez8}BfW)*f}Q=R8Zaki4BUPy;=DUGY%DA(IE`;Ub=nm;8!k9j=hncx2w65M zyf2$AMH`GXR$Zz>7!F;YDk?b+R&rwE_N zzE1R5L0i&M=2-?)la6s`y}i9#VG3}}4#RjgBha4v%lf!WaB|&-3%@_}*1rKVgIop| zI%F>{`Tqq*=MLPzgP#9qQQ0|2u&rWn+!B`?2+a*-LGkdbyc;*lB^` zHf{nwmv7Ul1v}7!=3iX?74%OH3^C<3H>J}c=9WL;zwT?+?pe>-_p>QT$}`j7BD%(j zjwVpy(DRZnvzB)7AxM~S>E>Ie9L+VgY`>j={#2{R-?eL8zkWS4eU0p6=dm}3Q81zf z1x!=z?%DLfz~2%Q65ay4_~=%WYFJVXm=P)WMq%6#f{|dJL36&9_Js>Y6ZQVAOSx9S z(&t&VZYO9X0hKT!A@KV3TRbPb81nE(*QSR zEy|v>$)Ca3HgzSw?vym;AavZhd8VlqGSLJE3(7o zd>L2p0G0iW&NlhS9-LG6T$gz`?qcS>k4j7k5SaB({vo%GZ=Lfh*=%x?7cXCzo@-V+ zvtGn==8OR}GJaX>5l<`Ee2%sFMiRH(4Zc=zs|L$yYhp|te$heySje_*Z4LTR&uMJ(y$;eva{8)N8f0}7l>yy26~!oOIA^TAiSpnj*1Qgg)ekpYGZUG} zyIm#kCV`xr0JE0BNAA?Pqm86Fj50Zw8KaA2T><%-V*f$uj z)Q)vV0-$q4dp($5$<97THG9a{4a0%nJedXz9xiC&jSaE>($%Cu`QyW2R@s2( z?1U$7orqpPG{dbh!C7#I;-`Fg@J>730eK4BJ(sF1ym62XXftLCrV~ek$&KwIb~rI( za7NjKiz$i?Fi3R^4d-4nJzYu1w82fuUJVgAI zfW)g)kXd+@EEo5tO%@md?G$>O(u5#MVdR8OMUPvo&Kmy4@ImnKx4COLh)WA zOfApm&GKMX@M^7qSMyIiU6o;2(qWgWXIr$tG4Wuo)mw_1CAO9Xz+c{%y?05!Q4yD} zo38{D{pkw@gC7lxF%Fhs&%(A{Itc0s9Rr9l4)bIOunXf~Hp#(jkE7%2*3Fw~1R39B zi(zfWUq5v!kF}@}1DdA2gIs-y{zyknf(Ko?v<>G1V=U{49WdMOAL=U7=s7d$i)lKq3Z{yXCZTS|Uo%5jSaNm^MRP^gy^r362-0>489)6S?rrLy zxVMY8KD`u*w8ocnw;>#Wh@Y~OQUhYe>ESk_GPb(!#gJgQjS{GhTop-<{;L9;NXrhf zQ}03v^MKc=6aYrr0@K@^qOpap9~KryV!r3@@1^ONGRQDPH)Se%Jl1+KyX{(cAJo0(Dk<*x=FZ|@mkNBMzLXpwyk*cXL-1|oy4AyY$&M9#G>Pc z%&KHv(B8b4k>oI~-6`AN-u{>-w|B3Q^MEE3i(q`YV_$#2RYSa@?(Gv-dPAXJ{fc5C zO~5G1C8iXfG(?2b$jv_EE0m{qsS4XjO}_Y(c1Z?JOPfKQ{l>y_^p!YRFy(`xJ0DCQ z8{nLsytMu9yW0(XYh-^Ud>Y{XR>9$s(?X_IYr8=(d^|0caC4R%3Jj6)xqBLpT@_uh zv=kKHs@BEJFIsXQ6MP8k7Hp5j!JV`yzq~RbTy)ni4HRg`fJ&f>Cn8}X9G$WO=iHiA z5r0FvD3@1^ws+^P{YemFsYca_UNPXQ?M)ihWB)UTwu)^ zG_8MF{0pL*OWwXED1IqMcj!g;HtZs&EWtWjjDfKWwuYZgB;M1;${-x}i+}?tp^HO& zL~~F9s{9$I>gMLj zy`d5E>P~q`Mwg?4x ziCANDry5a;r?BFUIBdpo(R67zx8s0hLM&A&YmAV%A{DS^5$#@H{0F?s0HXY43ds)8 zN%$xYWevz7Ic4stI9@t`o_I>j*378hP~hcTMMVo#Mt_jCfZbsxNey8Y3PLt0k}+z0 zRD^?W=py{v%9V!`i{?H?8fPhZ#K`k&ev?tmqU6))44jO>MVE#eoi&`CM#EAlH4R#K z`UL|$v_WJ*eIoYX08=RJv30Wk0B4YeEwSh#ID13g zcUyzHu*~Fp`RFi(ex#1rL6|>c_?GA7%b#!tGQdS8heEt;Q}n|j*f^&e@qWhB`%U4H zjw~k*Df{Hhy{;wCjj2Effe5M>^<^P6K<`G|qHZfUw_>;oeV`%79QvwQPynL}98lZT zG_kYtIyYglq14XxK~C3gi8Ec~(1nPErs~mXzm&rJQ=_yNKv2wsGS|x_l|C@01wMA2 zcd8xI+Ir$}7Xs08P>=TT;X~_`8yGNO2cf<>i&2?Ji7JT7RPmG>lykt)((;ZySk(Fv zkJWLyN8DrjG`X4j;;5uQE^OKKL~sT-A=t`;vZfNkYJO@Wvu^kOv)pRJ^?3}8MZk6G zkERI`4Ro%zrtvRkj1rR$C<4V5t5NQIgqVlU%BdZo>GFKAq85m?dTUm~fTQyHiC`(U z;#c}5C72&zhe45%)-0R?#^({&TURo#TbGH6YHSr}h{FlLN&o6j^UQXUL|&kx?=Ma(mom4b>&o)0+7x2SI7ckx4k9kC|CBN)ww z>75x}t`yB*zzyB@`LVN}hiu+zY~D4()s6g6j{9v>`Hy7Xb_zPZU%mJ%M=C-d9q{wC z9HiUO11zt577v;djT6j*M=*Cd=u1X)4{1P76YcrVJ~et0Lo+B-B_ZJ)BZ!@syVZSpq1+hzfozIU`xE> zYUg)t^>_3M3S+Ow->6H8i3i*5grQ;E5OgD4{3uz9)C@y#6G>}quja3npT`HCKaW{d z7QQ`L)c|u$@(g}@lVQxq4uo4Kd|=)X)!ym%@$=Kd>E);Y^eg)Z$)6A%#Dtz|U$T6; zHqcY+$|GpkUAf~EchG>1HMwvkXw3jc)Ye8YFvKnut=YzpnSQ3q-HZ~x4J-_>VYEpk zE5auPM;Nu7Ya$hTYR*Fy!$X}51(R9&hbsmWcHSICcgtL#u;LdCG4ViV^j^6&0K(X` zdGo+UHrtb@4wvOZVNj`q%Tw$;Xlf;+A-&seEcw$=rL-9%To3x_NsNQD^TvYsFdds2@VX5N9gmoyu9ruGsVO1$+h)(r~urUMK`}7 z6}#=@Jk)Un5YC-GFj{{Sz_jcaV9>tUOcN_r$}lg&YFsPuna}OQ?x=%f82>U#&R_#- zsF8h-&d#_4cqYHzJ7 zdRt`sh>xc?dbbWXVU91qCLU!F-BA|B5HMV9dB+D>`wB1cu9lFDzhu z4Gl1Wqk(68gy(>7h-xo>H{Ys zrk^LS%Qge8T2Zbdx*CbPHlkCTS{7#JB&_#QTc$$TH^`{OHUJufs3ZwPBUBNDROdTm z9S<00A;i)A$piL>Z#NfGz(?2dN~>8}ExS_N6%#pRFqxD(ebkcM>)8MjKoJ^h_;tQL zG*HhoapmRZ##9o9kRIXL`6#Y#1lcIBD{P~NB(=6_Nj)k)DVgOyaL1N&NnUzb%`!+b zE>K-@#VuKOb-$p<9zB2If(6bIu5*?XJWf$Z_WG}b=De$u2JDa=@KY}>=hT9C-{{Jq z$^X;xbp%J@qt86QjoXpzGnW|xf6$@D#l|X4n{FgG0Srk!8MW&xY+fge)MeQlHx*$) zKEA3+mD^G(!U1Mcvc1}e!$p9Sq=E|Z;yMNRv9b+5u3yKnafd~toCk%+H#>VL6F^-A zAdQg2ynHge#{}~N7%DN0q1g#HN+O`OhdH6ih;jim8r(U19g@^s47O%>$JbUtFQm%?V@&<6!sWFApSGc13`jJp5a6Gk2y$-nK%=)F8 z#$e!rD+Kq;%S(KgR<^K5_GW|ZjWGp&FG|e*q2P1C@F1LP26~x=ygqtgxl-S(ZIp5T zJR@Xh#U+uucQzNHKf{4_{uS5n&D1FFc6fccvk!8RXso`cvbR)QJhXtwl@@ zC^jyIg!p(2Ys9^P+)ig0wqB10Kq?M#JfeceoM{Sg0o>4s<(!w#DJm&>n^a|VY*T#t z^r>I(Vl`ntgW{&i6+GLw*Su#bBJcCKJ=cu9Psz;ZL7F|}5Sse>`d9iB;LsN1aNv?@ z<>U|z5wuqfhV^BPR=!ehV?0I*i-H1EEaCvf1YkJx29j%%oGy4mMsUs z&PjMo7h;5O3}(FY^6{wvHfzE_OEcK7TzxC17S^X{xmT>kRo#Odq(LjZQ5HYgoMz?& zHBcjTxmD+ifN>xevS4w%{Rxkuef;=wV2Y1vS34Virzr7m+olY_@t%EE%$`4|YXGCE z)ti`^Sv?Kd6u!&MZ{$HC_xPK7Inu`@r7uZ!(Mdg3RX@^n*|^Nf2Vp+K@3hO8moRJf z8TyV*T;LX7m3&X-AR8FYR#-+7GP6~LL3@bk&gCHy z(RqOB_IxftzkEl~mRl^CjnZYBS~fF4bv-S$j%l-)e9UqRi0=o`U4aNU)WIA|#gHw?Vh+R*-5S zTM>|g2wVE@+zdaM`Hw@+PutC+aPI_ZDc5Ct^NFOU4MN5Y_=t{RGR_#Kml0!_%4-fp zHbJK5JTWEB1-r71=!;~g zKgiKTfjb4gVK;=;^L~M^Xoe%z>x)L!-=Hv(&$4LWtH^g>BqCQ;0;b0+(gMc?IC8`N zZJ%eS+;6U3v!+*P7;zrtrj>EYyAUh%e;dIS@9FD^n zvXic|o0*L*ZRzUGL_)W{Is3!VaVJi@|9h(EwR$bu476+*KS$sR%kVs$KlJ9$L(ox3Hk`%-4rl3&PM1Vu;N z`CPgnKGE9R6IL?QvY4_asO+;=$F6GSO3hB!%ZxEX5HUGH3pjvY5;S`vLHzt_NH11= z?mce5%d?;SaJ(CpyTm1v82tSC^Xg^w3OEnJK%Weth1ww^f{_PAjSIWNSu~a2*fZS( zj1w16`w9)J0c~`OuLt_;efE|x05^y{0Qm=fo_N0lG(38MS&|3e?YP6JR39@RE}{~D zJ6&veBg6SZaG8&H*<9Ep{zbW?=MuNXHU>>Cq%^d`#^u*l@}oMI#l(A9wJAUW=QoH1 zer|q8`6#ka&EHJgE$E`4ZyU+UBWg%M7u%a_)p14$B#JB{#M>8&S51vXm8BoNz5BD| zCBDuX4mYKSyn4W2gsp{n-!?MbhkT>ez$J=EN!QC=oaC4Vc4-NRM-xDJg(86^>N7RE zjvqsu6fPGDO6&Jb8`$Haz2NyLwgWQKu`Tosk^g^gUbSSd{WRy=g5 z6%D|J>|gBzpBMDT4Drz-7yvz7@NJ)#|+nMMelX?U4g6h8fw z1o8lZb)1}8AjdlbtYE|>&P-+#=|V+16p@H-)j(EU^>yT2iaHA}1>mA=bO?{cx|^3$ zY)7=+qn`g-H^xx))@B8uA+pm?u5To?5xo$%_ALUmCeqZd z@M6xd%9nD8JG?HNd0Jar@byjdR*gh+oG#kNqu`P3+Vl4KGT!eI;!^n0vGHPAK7;K3 z-mKE1_GZsEm zcc-w1gTuz>ZhPM0BvlUbP@O8{t<}pFW;}LKk|p5!F@^!!$q$dvUuqNKSU+Q2S`(%% z=sDm+HBGTh1MRs<_Ei8f%zfal#4Hf*6IKeQ2s;Ikfe8;&gNFgGc!hQ8eHjRpchV-H zS!Vf%I7Lg3tK&gW*L1*QwXiVD$g+ZVINoH1qeqVh+gt9SC_?1jjFB1R{+`p1-nU_d znJnj-4}ZLR^~$>P5LT!C>v)!@@SOZ-4#k6WiVOgq1M`uVo&90C003R!p1jGknU_FE z5TVxa3EweMmz_qUlr_r8^?WM!;NX`F(g0886L=~G1LRof_%{xG1!YBZF|94-WJJmg zx@t%Si*DQ)*LKOSEXAm-lv>1~`3r)50-M5x47s4j;p{kqGE5ca<0of76ANM4Q(9tj zFD6D7!E3NR*x{tX^m0%?h5i67W>-R;^oSYwe(*teopJmpDMJ zN|7Bw{Y5gOLU7N_Y%XaQaS)x+a+@hJv4GL9m{dLOa0i}Cokk}Idp=RG7a_>>k*E(M zv-PN;Ra6WT=pUh)jS+!Vj?|&I6$p?k?%G03ZoDd-zQ*BFQU^Cg$fU>qWIA~@(#uY;cS$7`uqFcqndNBR0 z(tk}^9fdR|J`zhQEh@DVj$?|?O;=I4%dKP-XI=pC!p8sHl%R7gDvT~7oMfdjW4SRG>iG^K%m-UiepUPeb; zlLUaBS}8X=-mA@JAX^%8D;G=Y4Ku+-=wn3Ex1VAE;JGJ0AH z`PB`S1#qE}g^*bDii;PuO#*yt zLibiZ$He&fH@F@!GTdrYP(_MJZNw{7=B=Xy zRl?IKH)Vq@%ECCa=Ah96!fX>84XIu5@)FPKkpmSD?@>#zcETl7)Oi&pJ7%& zEWD9Ek__1aKK(@|;ugTM`b1*_RRgNvd}giMu2t>G3=S!Cm-dwWm8`!33P~A@AY#}i zAdu761{zx!jF{di^x4k@Tfo-pIWov*4>TtE8zSa4rXmO@sE@VuM2n_7lHMdBd7Z(_ zWIvF#Ar(H891}>>-oTMF-S_rBfHSiMe5MFZ8)+fJNwI)0@LaoSl1^`q%{hhR=& zU1FzRih`ULq2Yj8_#lG%{!-AU>Cg!33{a=jA;YNbd7(j!hTcWI&s#)95TNnXNhu9K zp<3l*uvwxEyZd5+4XJ*IHEr<~N(3 z*3}~1HI#<@b39H@lnA1MV;SJeVYHd}Mf%3w#sS231aCvqkJf2(*^P0XGA=FbZCw0#QP(ukwiQ(@XC&D#cQ{T;S4C`eq)1-&kdl3O(pa; ziz;=HppxXi(}6*D=Q5OaA-l6-G0HQ)4*b;S={TqemfbwhzX^I*+-qoPaKaz6)s`?p zxQR%@xstzt@ubOP!s#%=3u0q+X(fhPGN0dU>>RBL+cgIvdNd!=o{IXD7#^${Nz`;{ zLuXp12+c1kdACgm%psAI=xwJwh=XIKy%$7u0RG9^{W(!rtSv+CK3#)cQ_Xpf+d)F~ z7JzxS&kp^&}iH2HoHFJ`}j6jO@0Lb9$`Il25wS>5PKs4fu2GO4L`%oSh!2pb2dHdd`2& zZVEd9fWLE3@h03qxm<$JlMZnr7)b_C!EC-tt z)ln)@9WA=-?;lb@-zq|AO#CW>i0rD-ex%C#5^I^qOiI@v+^4avMeuOm{km$AxLV+~8$|hn-%qtR+p`Dcpdt=;z>d8p{`n0O5379)j?u4p?|etHB*dnGU%P2zI2jY!w2*}b3~1jFT1!pbTYxz z8tDmr{KIX{QG^7V(s0Xb$`LFAdogA41VAQy_OlZZ`=HY`fL@7cgVgu-5;4Xbbg5QO zX+dkXp#88$P3RO`If=%b&S+f415cqjIx{*8BzSK+-^5RTv$QZ;?#4u4*S&ml0qLgJ z@(S6jZm2EM&}=AQl)9eX`0b`5mfhy^Ov^ zzLn75=X!j}LL4!I`*I-HlxdV2v1?WGa@6Kt#(g$5*o6j@qz!M2ooLHzY^Q+R*qcdU z*twYzppC}>3~A*?-Jl2)#-b%@E68b4=u+4Lh*@RynF@xH33t9({k^@9fpuC5uQrb) z{~Fkddy6m@PQY_!I>Ier3P;+QOx%T(iM91Lej7T9Sa{$3@FAI1;WzIML`>~l#!WiI zrT=(h-#&=X??I(rkBB^d5H%$$$Rs7hn{g1U3vF3U(-X4#73}$g#$@uIM$n?#=9=dQ~ohvtdP)Wq|U3DM6BGDBv zuZt0L|71OoG3{^dukh8bMj=LqUD{2E^cPJxJGieL?v;vo!yad@>tr7&ZYpkP4qEB4 zdEB^*!Xwg}7$tT29WLh`SDEVr-(^7=OyVu+E_p&X!%6V=SugKHOEL zgI42U%r|EmmV`SG0XMPz{5EWO<1LGoHnJNXkn*jSJY`Kri4PV}PfxFva5DdeLqZ6) zff7TLWa7IDh;rzd8#nwJaNLL_NTrUQ^gy7PUJ!c;bs&g*u7iPN-C2!?^x zDD6F3qZlKgu+m1q#7!99ZfX)rF-M7sGO*|ZEEhWR2-%dN>gtflok;+&P%l<7-kj5W&b2dzEe zPK|MiWZ3ttK8Xru()xYC=5-)39jH0-LG@)zrJZ$1P|$uzVO7uhF6rl%JxCH!rk}wE zZ&>`xS~as)JiH%Xc&SLt6;e%I6(uQp6RqOiik<_XTL}=dMlpLO@Y!&tpX(P3?ZuE< z?K9A*Ie+wjV|=LT<68x30t+4L&HWa zS%Fj*GLRAE?ljPAD2o4Gylwsc-G>Yf4evpsMY`cfetlpDBM2Hku@I28gWz)WNz5-) zx4We(w(*b84LHATfMduwQ1LH|sr$+iE6k00$9^C1@bIYVn|Un0R4o_M8e(>F3ilyk zv2!)tvuDpe=)ZFSJ|1eL%-8@xB+W+GidgHw*7jNt192wZI0Z26G_vOF)h`N@{gr8G z@v2&~^hL`waH<@%T7)=8ZW;o$d^bB_WX4eb2q5+`hc1(2XvK>bggV>MsX>iChm=SB|t}2kz237)Fm|WQ|3HO+#vKb>=LJ<_=>a`@a;T zZb?&1OCG204BRsw6%Rv&R}p}MC};7tW@K_yJn3BTQ`qy2o*qOdWFauPU4+2-KS|z` znYjL;mb=5t^BO|#a=17umeC$^X)!?0(;&#~apX~h>yM*MOd3wqMw~XH`h@)q89iXh zAS4Ww^(rDaUI6y1!GHM!r+ExQ@D)8IMX~d<0=yXa{XJvo@?RA?t5*EgSLlB~_u%#{ED literal 0 HcmV?d00001 diff --git a/actions/waveform-analysis/data/figures/cumulative_ns_11.svg b/actions/waveform-analysis/data/figures/cumulative_ns_11.svg new file mode 100644 index 000000000..f24d8b7ae --- /dev/null +++ b/actions/waveform-analysis/data/figures/cumulative_ns_11.svg @@ -0,0 +1,935 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/actions/waveform-analysis/data/figures/cumulative_ns_30.png b/actions/waveform-analysis/data/figures/cumulative_ns_30.png new file mode 100644 index 0000000000000000000000000000000000000000..b73d0e5ea1ab4bf0fcbb648e0a5847c063ca87d8 GIT binary patch literal 78772 zcmeFZbySvV|1FN=sN*O)j*18ZHVPu0f*7L+64FXaOG|gCBPwYC(x`Md(&!*y5K1=+ z(g;%0aP|c_?|atokF(DC^S8dwTJP%sPu%x)ePVz1-q-WsilhkT?=+OZQ&3P)ieCCl zhJxZZV+x9mWxs92Z`QH3{EB~mwKyj#_ZuFLziHpc&zo;vx@JK^p>mP@Z{056^Jno( ze#;A2EoDu0Ep0T+btsHAEN>c_S{mtV?zh%4x6n5=+0S{B?Ih=k{WmNvZwj!o{^toN zP0jUKL$@SEP*Cir5dG_{oNdT(yN#{9Rm1Y4l>Mz;=SC$4F52&Z_Q#oDq-|f+cSk;O<^84Rz~)P%g)h&z{&DG&tDwtwEqd*@>O~f9*^e z%1apv8@4JkykIW*rtpW7$zD8u!8QMUxXR|{=l%SF{OekLD2V63f1%E{O5Z7&(i%|2?~n;37db{;{Q5jzFS(YBd>lKS`jX+erF>k zho@n4derHK@8=oiv^$cNU+$uzF`%~j{AwMe+V_d{^6!2RO-)T-U*E5T9OOqlzFy%%$)un-L#0|^D;*)?V{NsU{EUbBvDG^8Y9rqD z<6wP)sw%0gc)0GnzgkgJcNpTMS036MBxuQhTtCzhx%wN5x0JuHy~DPvPu5D-E2Y)X za}7;Bx?%NsuH0+&=ah!TN-Zb9HvE{mvS8Mk*I)mVbSE!`jUVs&d0_A78sG`qJ9^mGw9yxr>@QcE_QM zv5F~bZfVnvk*Q2QVfi+rOziB^yrvy>h!x+UASN3do7tI}x8>y`XV0Fc{C(?IORK5CWLPO29rMn)cvijHPFbm+XZv-9}$v|^Ft?AL*JE|1SNL`6j%KXBmeyLa#MtcLsx z3JSgs4Kcg8xb##8KMiLkS98Yub?0@m`1?H$9z0l=u5+11CFdiX_0qzuK|^974cCp& zf4@)n=`Qy%od5ByB}32W$G6s)487{Xu2K&%DXEt;0_y7OyH8xbqVvIDK1$3Fp&c(^ zHHd317xh!_>;Dv?lzRPES67#1*PG2p7#W#uM%pNU-@IA6)P1*nmVx|*zy6A~9qZbb zZ~(XLLB&#oE44&ss21AG7Znvz{=RLSLLi6Ef?A<{yi!*D`EdpT%S%IzDUDU3 zr?PBD)k1|F6!i7=eLSZoC*_`>yF2-2r&O%{)L^`Hgj>8~%1IlWjkmj8qGDnUhZ>UH zy}au2I;-!W&ms%hYi+T(J=Njrr5<}4Wu=6oK7PD%_wL=}rX2;6i7obVad9mpPh4^Y`Ds8aJh$&A0wm z^C?2aYOwCOYO%8_uSwg(!?W}A%*T#hIwIzKWuPWXKH?%J`K-f--<0|-*H;GfW;xAU ze{0FQj1Xve_k_{U*Ef=EZ)D`#&QA4Pw{9_AOOJf-&ytXu%2uDGte9)jXKgir-E+OL z0u_=^u4G=i$LvI(;m2oZskC0acriKK7k>G1vTA;GU$~3f=FOYk^!8xCF8iO5K6A!Z z)xfFgzbn$cuf?XFMNUeYHy$m`bZ^HUx0&?K&Cd@7>V8XhfyJx ztEu~IhgNG=lX{VVKtSwv;e{*33*#OY3sZR)y=V+NiwbcG^v%z%Pfj$(NHI)(Yn^6Q z&v%;7J}MCuDf;B-@gqk{Q{7~u#Ns4^c?Lf|zhmC>UWeNB9WrimqFUJS_3aG;PIH+O zdSs6(gSchyZKIRRv(yi+dK?+ZsW*6M`{`8bi7pS;!EPVnZ2ra)suNeAp*mJ;iiZi> zW$M=+&CShi=AMp|jj4+i-RZ$za&NmLwq`h}afkJA({p}{-Wv$TJo~A53BBC>`~<{} zySuy02Y(jhrDm6_Dk>oeXWxOTxv8O{{LvzZuUWD&k^`-##q}>Pc!(F?V<0IU8+$BE zzqYKd&qZOc(`m7q_kPUsiC5VZsul+mQYNPw)s;Q%>hw}rq9uZL?Z@SF&3m|vTewQx z7(|>HuFZztR5vh)_djv%MY!{v=qa0#Or{jeQ6brvCaPHm^k| zH~OUF9|~8>+qZ9XnSZ?`o3`hq%12};oyw!36Y51Oh&ox^Gq=wBUHLplm!`u~Rq-i# zmIE*Ls5?p{Z!(5v8w6~>KU*5}ak+tuh^FB=JWwsXT<5xOecg)-TfQ}=mGsgis~0Da zwC4|fU@hiy%9x%R>z+gA*5{aM;VxJ&+f|1Pr#wG@51Dy!4ohQX()4gdX!B`{UhxYT zF2o`71kAtQm+0d*sC&z%TN^DAy*!+lrctu7B!F2lnJ@B|L4CYDRZ4ztZk$tl%ir{Vl`62i;>yJt?>@iBLa>ysq2}X94i9YODsz+qMmVSm3bNoKkw17 z8SSXY?IxCa(GD$6cUH@klr38D7&Se6+3BqO=+PrLiBsOGRznJf3*#T`r|K26(905N zc_JO2*!!PUjo(Hm5G&$C@3YWuK0B^Mcgp%i?J{R=z!q#u)9tkeEB)7Bf2-LK9Fa|% z=&NoF;x^o;^2p*_XR$h-E*E~`G^wF8J{~Ypacs8Y-ObknO7qwfgeUhWyarK=cB`SFY>G^Hgc}jVk9`Cm~1T_Hybr zeG|tDzoP$%I!HSn@2fUt;yHTsVq=QB&CLr{?0QxEvW#05f_Y7?MVD~Z5}!VOvM%J; zIeg^E1tEtYnaA~-({+s1bpF`6Q>)g?c>DJ4SvNlYW4VBUt4mfr<+LzXE+!#SX|9%0 zQ(HUr?Pcd+&r|h=2Rj+lE!_h3X@7(@nWLlC3e)~DK{M%g>+0@iDWgu3H1k7XT77Gg zM+v?8cJhgc=%q_nmX{W%K8Y|4Ad4j59dB1Yup6PhI6vLGIE>10V{UR_urBV2tVwd; zE{om@cA?z~N?8U$0#@RLdCUv9&IMxYN)~5sjE2= z0YM7;HG{1jwV4{aeh;`4`At!0@+|ti+s#eea-;_a2B@^syA6Di$#F z8RWZp=h1%Dc?+w(%ULeV&Q3p?^|n=K=vLB@k`c|>*4{paZlgOpwTD%$?)#S#@M?)4twGK;K8TIM=tOB z;}1Zo5e6p$ zc7hGw`Y}HZa~R<-$wA$VMcGi`=C-x7i*sI_i&rl$Vv>)K#C0(NNSfQ&D4Lt6OQHlK zLkt(^rj!cpvj*gu0ow)}Q^Ls-A{m10y@G>-fp1Unv_t|DpFXXI&cJ3BedMJ{d%C@j zgppBVWrF$PF(~vhV<1$T_*RaQF1X^C08y%fdzd{b^|K%l}nfIFDxurA_znI%+3)U zih<5AB*aKy8fBN;W<&+$uA#y7e7QHBERrS3py~V6lzgawm0X6dgdc(tV@96Cbn@fJ zk1dCr*o`|1u9=ycxh)$hBwl^geKY})@_Foh?aGAMBz@(|!==Shmjrakl^Mnpri;Dr*A{Eu0xNC(+1?|R(yGtUlM1##KDDM^JCUDs5oO;y zu3A`1N-E2=Q?1ZpS^-Ft!)puW@07pGU@_eHuqNZi`vLnJZ>`_NWj}cXMVY2I7Z|f> ze&iJ8KE99fqa~g>IeZ=ohA1fYc~*u~!_BgoZXLD7CweREQ`ChK`{GZIO4QumutnU7 zhaQth#6>Uj7RuiPhOc9Gu%B+Xk>EB$%e+L=65~kdl|ZM;K+f{6>8rWsI)y)43=P_H z(gcNAmi0boW^z@Ao>E+%t#%Pl84YC9xQ+gJ9D$uM==>3p$9?nj8P$C2N;$`yH&g9@ z49B4aF|o0+)#ji|4Yp(%2BF{rv1^-Id2&}WVgFqZrP8m=u)~Q!V$qH2Uo*LnqfFKS zlyB{J-_0C-!GlU4P5GL$fe;s$97&33@jy*`j#4aoJSvpl@$g4pw7k0ZNdR>;{N|C) z^WS)lTeBrjSr30i)^a&7*cOhzXI@^^`#d_DLZEZ*#>g-2aoDahI=6*&;_favAG4Ze`mo3{=scV^%UKc<}_c(JmGxIpL)l zY$1)Geo5IKv8N}K*tN>~=SPbbA050P-lL8w8QG=cl2s~jUq8YH9tr$LU0E@YqVIph5c=rsmTJsT8TiYDxnJ=4qK0K{v`+)#yNz=NgIv%v+&p%(_ za`k@EVI%nbzNw7Uw&c6;OUCX@5)X85oG;?Q|sL zN3CH>VRTHGy%=WQ@$qpPP#JPDl5|r8wIa*YF3T~;WuuRAaL8mCHfG!Qf`O3W{W74?X(g2Kp!6sMI-pFW4>B`8+WLoq| z23yc_8O1%UM+GT*KJdO^0=KvIa^#YStX6Sdt@Y;%-=v^nT8_=FSrLR=}iKR zwQ$?$x>K>lli`vKDrstJYIA+U%ldQrE*T(&NTN-Rw71rIm1FqTZ_6>GGVSOru#+V@ z8@GVEP>)^v`sIs8UT;MXMlYA;CHsj=UWrnd#i>TB@^)cBr;Bdv*8(4pJ$v)!FH9`L zms7Yi@=6|q3i;NYQLZU&t?c#K-(NRpun%m6BKBw4KLd?3UN**CqiwwB!#Drh$H;jD zz=>;lo1N4<3hcNsA!Br@V*7z$NBuGJx6rXkP)Mp#HZ9aKi+|^oq?A=t&fsEX@XG~B z88j}5P=WeM%lHagTiY8L;G%IFZ2mV(->{sO8tzt!}ic+e)_sBLq$qj zo{CR`xqV`nX#e2fCJ?{V?jI~$qQiwZPCKILt2 zK)^|bZN^-^XYV)@QUL+ zbnxKT@Z@Z(3-8@1X??LHQH?DvnQ8V@1|GQy0Z+AV4cTJP>ykZvQQ-aoCz3OLKj@ zPh+PfS)~2Jb}9{#7>NL%Iy5~2sO%^EzkC!3;xRU$wiu{6a<5^(XnVem;$6z$ckc@; ze~hBQEFjR5tOszU$f;Mw<@q68xVX%l&akm z0sks!O-cK>?xm@E?Q)TZ0>);Eq@$<6MAYk52e6+9(oCb4EwDAaCthZYz|Y8h{2Nx} zrf>PE=`pf4550cfw8?Ph`LqWla|~<3D#ZDK<3@6TkCiK@yGS)g=x^dHxN#4WeCDS{!#$HvSqnTV1p`P}*Q-<(b4K*#$GP++uWAX^*aEoy6OGPU3RS&~D92=KHDp~i0a?%i|S&aiZq zXOx7CURS3$A(mggCh^(b7*?9APYh}zAISG9MQE0~Zxdp`GNf)?l}tYW z+K?!^SHSW{w(^r2(Cwhbq>$BwHR-JmPhl-ykO6%72>vV)I~^lf$v{nggSxvv+6%p) z;dx(h((4W>k4~f%N+E~mP*Yk&ZI~nv=O=COA!6dp}V z=|~5!ofnhU3ggl91tQH#lgvfOttH-f)-=nbwNof2<#GPp>y%Oa?ImIz2X{y+(A`s=X*%RyZ`IE zCxL1<78W0}yO+Y~=6v`(otcWT;#=4wqIiJqtl^ z0#X8>K{O0DPp7_68}THMcLQSnCyql*x)*91eP9BWEV}v>=u>c!+U(KTN}}?xJLxKb zf9JOp+l>3YPPLW;e_^x(xfmYTG@Ns^w7w$obq=P@lJQgBZV8VbKKx_%u`91e`bIEK zvqdW;DS_vW1kK~d?(k!n-AVyrOsOb)HUFRvZk{T9#^ol5$0zq)5i!*ax|uX6dQ41L zQ=iG}2|Q_zV|mJ|-thVLo!vWjJl}qL=1ee;u?*JePC|yTi1=GOUp)C;b#=971z^18 zSl5M^IxSYP778E+#3ds4f-NM>%ir-T)#4LRSR5T4w`wKM78*ut#OhWCMOSC|F*~P_ zDz|+NLWCRxyjxzHE|w_Oo#sAXMVMI3H2Pg{9t=z9n7jmL+@IGl(aB$k%KBMMMNT zps~PdNPFn3a!CB$R8-MuvqOMGbpy3AbXTJm`GziL#>B+LZOj10D)5|UzA4`(g^)+! zSW24EqnY~s6xGbm$v2;eWVX+~C~!KKduQ@ChSNsW-4z?(fo9=jA*|5Dz>24FE4tFY zuB9Mf=w!5IRS>q3bG%sx55`=Ulx!e67bs3ll2X{CPeo4ii8T2mH!w0-TW#K!@C78U z8$0?rZuBxB-XUmi9#ZBpkS#%&)$uK2EE;&K?)+|Y4y>sq6tmr|YHe~({y{v@@0Om% z)G-)+w)I`VX%RV*&?gCN&QfMi;FRmp*7^57iP=|Pg&oy_x-knqx+=KBT7km zqt?rQ^g0ZIC->~kx{`38EqhJ|T0|0czV zOVcza7)JaDwC}IVMscV=Zn>ZxQ^@3PU#R`=akD0e=OZ9ReW+@ys>?o*4COuyjiBPc zVkQF~AB5^BUE)TWQL1zZMb7V-^gsHu6$Oe?A$(u{7Bk|t9=@7zl>ZWe;fd%^3IJmk zSLB;Tu3vwaa5>dIF#ME=)ONdv`T6-I;3Bokz4=+l$oZXZ%`C71qh$m{iv-9R|4km1 zV+_SEoFwXpi1)rv(E2UMzlydO*wxlYH6P~VYpOrO7wLxiLPuNsDsl+ZQo4cPT_H%@ zjj8%2;VYO2VATA6Ls`~rhkKO{*-NRp(SKnO}OY0ry3x~WMSa(QSF z1p5Lvb_lGJv2Uy!h=_JHZ7aRtRlvz7fXnOS-=9_)n=tag7G5nF85uD#Xn80ESu=cv zde8CAPatX#EL{nGVGfdHf{be-LM~XvZOLzWFfG?YF?mk@2>S90zzR_ohtOqfmlo$O z9825|&(6)|<^5fp*qXYBQ|n8p)6UA4HgKWQ)rNJkk4lHq($c76uC~2g>4k)YLz!Nl zm=fVO7Yu2A3-C@Uyd7vw(^k@2I@{=4B~&mC*&QcUa-NadQOJJs3i1flRwMxQ)vTJ= z3c5kZhTl~<^qS3xXCLO_Q6Tw}@Zn}oNL}V5NJ7A-9_&De{? zd;5}$A8+mV&+mhkbj^bUJVfapwEnBzN5psaRdFCwg#M-t9Y{WpVl(0O=`zb`}DXym(ox-}~ zJzqs>(NpYu13}9HAID91x^&)L+!<0rZsT;mpiuMvZMcud_jWFK2q!=xY{-$7y25X`` z&NoEy&94L&#=)ITX&6{ooo0KU!guia>C>lZhB^iuB}BMJ1>%2x?rPW2kRi3jPy-92 z+_<8yb2+(P@4r^TqxO1W#80UjCE}%d<`VBg#c-K+2nJVghH(btP93=A!o?r0WC$aP z)zoyANWg?C#bjmvRiZTHt$3{)v*K~gXS8KsF^R=*^EZ~UIg*hBa_vW_!e!U?wCm=jLTtgf? zQF63HyG-T|AtXL;Juys7SguAdFuh>KYM_HqYV}nH#{iKHH0y<1ozt0y2G2^iHpy8P zdW~F?5;sBq*q19{Bz;k+Pt?DvP4(VEW~(Ow0sViA(SHLA<;LE?V|+;lgG_1GW^{}z z;NqA2hKM7B?^{`{ehDBo5pmFtquEhRnbZnqmK~i?T&Sw61`?z_2|ETzN#+Ye{6O9% zmJKujcMp$R_#TXk*oz%!%?Wi4RG1}O-%I0z0y@vlJi1qLYjA7UcS?a|Am)F+9yiK&+*-BE+pq$RQ1?98u|Sq{ zUVZa_{`u!tt%~G5_76X~`=aIxjt}`OL|iJ9pnW{%?%UMVv^=W>=St~j25i6k{rhYc zi+t}wPrU>xOFVGit-n#-r5<&861zfFV5Te2&iGd^LOvZ9P%Ufby<7Q}Ss^h18K8>M zh8uA#Lb@i6z(r4LjlmO$05z1xty-uu-G7TMx%5?s+ZdcCL7=fZLZ0El6+UKZjPzs> z?)d)h>OhA?H}O3H+YNRU=DY7YuGuIMBE+#c`cFwoi5zDoU_{83O7+lFHdWty;r4Ox zH~DxE+8)ODKs8~9ABo=k_{W9SU)J$S$IBg;7r%cBe;UgmYuRx1GV-@xXR|h>RNIAT)ah z^cOc?MGQe=>eQ?Nqq96-Y}%d|1?a9vW2*b!?J#(>3z(5XFkQMd6F%xh6zXat@ELJ! zE{q^#8^FItfo3yo$<&WmE6f{cJb5ksjfqucbhN;fzB4DKf^Nq|^I2$O;-!W2Bl*!s zN5E76(inT?`E88~AeGQ7?}RpO+jmpxByMp(=g+P54Q+^o6REAMc5%9Jtc=zGp4pPY zhZSCI#TX9H8``S)v8s2l>7tfM#(qu7HfcAYmW8BrBHZ+wyD!q|I139)t!>0+nrS-> z+!z?CwCL3yrK1{ojDc6@@tYrw2Vh$%`Ejz0vSTE#4VUh0+TJo%Pyu0hZ!a{5_v{k1 zy2vm?0QhLlYfria8e za0A85Fo4Xn@UW1Ag-GBDogaN)QgR+w$z#;;C=xPMP|%2$e}>6lM3L0gdUP1%fc)vx zrzPXc1A#$J;_U`NSCGyZSn>52peSGTl+pkQes$v8bUGRb$OhF)FcAGBo=Uc_G< z*My$051YrfI4!)p8@sf$^!Se-)|Zwx1qM!@slC{M`tgCS7q%|RV58T+r zPW1h@ZCiE@$Dt!fdRV12l?_zluBN?!*-X5TM=6T9Be2+)I84IcKal0Asj0EVw1}=` zN+axCKzMmVKqDWP7mMh6DtSA(cH6+Ql;7iMYwjLFEusA=5~?oW^FJG@d5i)|>(5V@ zmX{l%ok_<2wjGvNUKLr(=@C^z?|#V&;kPIo*=dFQb4~mS3DQt|gVdgIIL_S6?<KOoiZjj1dnEIwb6U**Fm^)NxS1j4Wii4@joDi8Y{;i$}NJYK$h3BFO^%7jybmiRtq)GG87q${|#!nfb~ z#Y&~fv6&5C0YU4^*^=$T{fJR(p^38u4{L}+tn3+CvR!68OT@x`{4&Tuw>0ca5iuQb zaMZAk;5C*_@kCP^Kum1oCzkothVDgPF0xa$;#=ti*P)&I^!nY3l} zBKF;ex-^^UlSohy^TO6{Tt*`JJHAA3OpiAZL2hOMo7Va*4^K$7zJ2@lBjS&R#~4V5 zxTY0gploT%HV*!h=MmD7DUAuZB>EPZ%Nr=3pkqL~y45}a`j$(*em1{X;?kv$P#N_a zIY*VV4E%@zg1Qm7@!r>J6QG%>(@t{%?m80g6I1=4O4xK!8HjgtILrZ+BKjylsfSf- zrQ|CG=fe9= z9SgkdW`@PFY?A$fIO0@!APvBG?`s&J*^3{eou-YPtgy+0>MzM5Gdm*Jx-v8r9wm7{ zCV37|E!>!V?3J@nr`bJ&@fzp_+Aj;{r$-y%@-?=9OpW{dymhTjZTnPUXMv(xF<^($ zM6@ITxK;|=7rhsd&Pc9Q zsDO?^sZYddQ_{OZw_&WfY|YOK!y>VHefjza7&apGo#eNm{2k1V7Y(-o9HaNYR0e-UCCPhTrcgOI2GQ6iJA_Nkw@%wg2T7Ly{ndCL~g-MpG_ zej^glNq$)w87};QcV@aQRdSS(u{FxO_z<#z=p*J97Mz}5K0b=Xr3rgZ@C2T)qM@j4 zFz-Yi^JA2v51#1ggJw-kLiX)7J7-|5;mJ}s$_ZxXnsZVhV|_*hv8>OI_i%dBqEW!y zZ1A!GevQHQ{FfS9itySTJap)r|Fj0-@L-}N3~q3hsH7wes)gc7kL?Dco{DpS5i%j3 zF(iF}JL<5M6^Nuwihs|8zt%U%t0ndq?YDnW(g|=~mI#E;mAFrdi3o>65`9+=sqpPu z9r7RE$eeIK$FQDNoS8M zIg$LG4PFeYER%L6)HC+o3}9`ElZjtl7l=6|su6YfL*0{wz&Ox({%WIreKCj{9sU$% z@H#{bj@Cq5NFb6M>N!tO8;)b3rp5vr(3D|NRYeWr>ESeo)$@XgNU%YUE#drQ@n(dH z^h9)}An+bW3HsbY$iRFh<7RgJ_;D1ibdblvK_iDn5n@FCoC16eHmE89^X1Q~o{W)S zf3p8mq9jnmnd}Rzp!6#n-q5Ch=jZLPW`_*u(=tkiTmdP|ZPLb<5Vjw4PP#7SU1IVj zF$rnOuipH~I}^iAOI0NPu_poUr1YT8CgZRAn3JPpB8a@?G&d;?Zk!w$kxe;{5us?N zYm4lYGl}xp*AwlrFLeqZ_)dw^p@ck5NlB5&RgD9+$fTN=8P|k9d5nokjL^7%Pl@j{ zVB#cRaM)l8%c$Co9q~fKjLBvv+Lc9f$%bE6EO5V zhZt;(Tf&BaLbIN#IyD*#C&6HC3^_@oC+p=s<3zBS;ISc}Tlg0zRdpdGw-nfA)Rs9; zk9MkKSvaRA%`gU+`7oqlsJ@8El7so0$Otg>kl_U z1$bl-(y2l{oS@I}@nss!x51Fg;dDZhT476kV{=O;O!tp8zrDE|l1I~nnq&%x@I}JM zBey8KcmDY&7h(dHON~t6xN;_i#MsZDucJkfGfhyHuHfQNsuje7me7Yl8BN1IGJ&-P z1#%GYrd-6G0OnqV*vo+K>SCo2aT_&VL1|U^^x{Gf(gcMS?715Bpjy}t2sOn_3=Xph z{j8k1zR?$$2H;0(fDS>a1tTRVc|E+SV3Lj@YH+tP^g{N>goN7b3<*hw5YR_5^7P=? zO!kUhd(|c^vL^GGKZ8mI>uoHoFp}>S(Qd4Un?A+I_`p?=1d2sAV!rbG#6<1eM~CX4 zon24zT5}kD)VIeIqbK1Yf@va%oUMR-6X2{0S1)=_B>X_lN&YYi89*(vhmJaI-5UXK z(%blGFL0!BfK)tv=o-n015<$x3*4G{@@b* zS$bl0g=<(lLs0gg7U1Ijz>*Ej&~O_-TWdO*tC|E>41ntCWy6~oeF2~AVZy)HW834WxRthQ zcz|Jf<{lV?v$e0+|MJT((1h7!SAZFe2I%qcCgXh*K}dfDWmcD<$SNyav~oDWHR97M zd&1uY4vVy>n6H?98o*A;p*P2TeKOL1Y~WMGJ>-832C3!gA)LF+oXNvk4MTJ}?~|jZ z5m=l#l#qG|`!Rhct=UP=OS5`J%Q`+wj!LZ5Jnxs~2D=72l)S;E1$kG4HllC9><&u* z?Gav)_3PJ9mF`iG1$N(7+5PQX62u{<6DKO3+YzT0I!-Lln~!AMjqn+BOEz#^+a8aM42R7Aek?b0%O94QK;=Ywr<=B#I)_2`15QsMJsBD zIKW_@c@Lz^ix)4(V@@G2BjJt4t~aay6$VRYxGhcM;{6>s%Jkgz8(upd_kyERdtmqBJYBEM_m-DU_Wi_+4&2TTx zb4o0g(Ec zvRT&}GxcRbWvK(R)Izp|s(U1%`WOaN7(kMUi5bmtTkQB4u~=h0uM!#1lYrg&RE_h5 z^xy3F-g#0LDTepsSSy%fbfu>_0v1VB8bI|tJRO4%WPBDl z^1wDFTusv?hdaaU2al6-4i|&D)oiLXgk{JJapf;n1pHy8N*QG zaM0idI;9MPPYw#hZWEzN`N9nN`TmR9-y?ISSPS$ z%MU(0Vf2Bs?B}swc%Q7}7-sV4Q0B?GLJxL;GMC}t9<0k}rL`m4O&4%l0Zyu2yLa~t z%6$F>XP7B}-?Bv(r{EJVzt(z-E(iY2&PdV4*1=)fWw_nNvVO`*_`714ge%2?UpHUg zb=#Gte(9#~tX5S+=mX>W*@)u)kIg^C6Z8y)LWL#s*>z(+TD2raCG~yG=&j4PKGzp8 zbUjA6LH?e*Fu&ZkU8f9h^;2%V|HrvYCi`cXK7p_7bz{io9S#0E#uu~P*2tLB$XT~+ zYc8Aytsk{P`mcp?Kgy(}Bml}CPEJnJs;YF{+}!N?HIZ*bH7xnV8e`!BccOj_e~&T`Ym2Ga}It~ICj^1-@4jPUxXhl32KhI1(> zs2zM)zY>I+3XJHOm#Je!ryi8l`|tpi;!U)`JehTS@s?qP_6X|UBs_C=^2d*Da}|Js z9zh7(gFjz?w7$MRWqug_a18FGH(OW>{@Ag@)MdW4J9N}hPugOkwRo|WJ^UJ21Zhr; z27mo!H%OwMg2Iy$&_=MAvs!3cMVeD^?9I-x3eM_%6S-SX<~)l9Rki=z&l}``Y|hu? zE4$ID7mdXmZWXE?XN<3oBNpMOdM%)GT61x6?K*;jz90}qbPfs%w^Fp_E(ufn+Go`T zAS1?-Oq~*rO$$#1Rxd0!rf%(B&oFaFdSpGtD^r=(uL8KUL5rqb)L>Q1Jd7_mx04_NdF5e*3CLN>+04$7YK_#U&mCkP3T8D?5Df<&sAj! zpLxUBbx(LfBQrZ27mYewMrYHuLtb7!?fUE6d_##DnvhaROadRcr>Cd$p}$*NTE2my za33rM=P+I!L8wU`s|Awonh0NBc()`58C&M(o+}{Pz0hrVO>(}t^$!g2Cx;IV4||r= zJDi|*7*4z07kJvqK2a%)36zw|_jW`%b;@cCUvCNpL2iaE|Lf?JADvWHft-vO#Ob`e zyhP!%X5(4S28xGobe^hGNk~XY%gR3ax-`1HG+GWk*NxF!${hB9wJW*Qi!$wl5wAQS zOQDg^Z`_hObI)bw-c`Uc917BD8bJpA+~56iIBCaSG#SNO`m%WOTh8a(TimT z7G(U+!)xDDaxD4QlE(av-l-KcH(B+~Yx$4=Jp62REWm$0bgfzYQWT0azXaB;bG@a* z5%{*pJY~KhJ)MIvKl^u(SECYYkdpkWczdOGnSz&w(PB2+Z4|LL$m^NBYQ4&!-EbF6 zt!R9B_A|DV_|AlN%cnD+KR<9b$g*JdWEKAMKO0W*{~Xb`P&Ff@6%`dpT^)PRoH9AT zAR;^`9fASlfy{0xWo2bS9I1pQEZTNywoeP+dXa{4zQ4c!{`>du1Nh7|L#$i$*-3Zm z3$f^eYV8f*UX1r@2cn=5J#M_~tgLM95asW*5uczkFmx{T@^(9P&Z|vMPHvs4cyvhQ zMMefEy6sL#ect!z?T_J&yGT{@ah{AAtFkGw2#_Un3Lah-H_hDc-Klteg%mx%k^7D+m8jgJhyJrT3GLwlGsJEJ+t} z1Jc1CEJ{d=#TA!-_Lyd@$(*!zl+?)Rs-Khsj5x;?&XE*neoo)X*b@21Ia~mgM6a}6ED)z*kS(pBQ!L0tmZOnDUx{ygc`5j-rln|jz2QO zy&$}oLr~f>%e;0oXWmJ-P~S#>zKSmiNmR|}!L5*6a~yvX?gRQW3YzBl}RAv<~7EoI?%7dVY`k|KI~dL0fg+pU!o)r(K#=%ZX}=h|&hh@loI~e# zH{LhAMPpt8=)oO&MN>(pbQAI`2g2}HY>$r{hdgt^K{=o4B1q_n*l2GVOBlXfhFf2< zj$&r%VN_|FQ3sFa&gwko@#x*w1vjVyVK)p61me)jR~~GC9y8t-^W(>loNw8!UC?NK zP-mmPWi8>ud;se4YpA;Im%9WFA85atb5jEc>JN`Pf~EY_(7+S9^1V=apDXdcJl@Y! zQdpO!)R(zC5O5@rWy<&R_y~?)0($8U#c8O@4Y?CA*$ZNm**+)2k0HJoxVFk{*~g5x zYJx3FgI9HCGDcXa-|*bQgCv6zzpm`9EA zWRUN|r^d!Tkix4^u{OMP53y>vW~Ybq9bW$a{;}A|_p6W?=;W+^H=i~~U`}t4VVA$M z$%DMSygD;?rr^pl$n4`)eHDSSzWG3XcdA_GYQvd+zK$&(J9_ZRyEmvuJ6z^sTZLEOyP-4`h-rmtqniu>lTUN6N%_nI;a14F}Zp;0?26^CzGpFVzk zC{UFupuqp)YNs{3^TJF3hmP2AXR*tx+<#kigcn{_G!Z)b7o5_A)S?iVPmLxP6bRxZ zu|j4mzDA^4x#g{H#)bS9+bxBsVso+R$E=!qo%Ig>>Hq)F{b>zyr#Kp)b$Yd zoJ(N~?T#H-lFC!T0#*jv9HsM8x^Tga2`^6wudf>STan-~KOHnrVtMp|C&qgnTXfyl zFM3h~LNclQ4mCF!GqOE<{eB0E&V@purX?7%c1`{K`o^uiQIvCg6Zerx@&=S}dZT50S%ZiD&x~^muGzR~X=T+D3Z}g%_GP&j z?Nb};ulJ|-uH^w+-ZA5kQYW8&ICTo+mb<+}>LN<+g~Fc=twciqjx$aj2HE(((qZUq<%CW%yY2d;Lkqr=>lH4ah}KPbEp@ljr{R~$9??W;?XnP-Ll{QT_na#fOJU&1y% zQH9cQrLJ}DHEeCZJpFp`jN9o!A7UE(_WB3&&-GzzA-9LIqT|~8nljV^_y2uq#6tzR zM-vMR3u9kyY8Ad3h_5|ad0cz}py2D@($Z3pk)560KQ!clx#>k)2aW@FG(-9DFyFcI z#Qg_foOtrUJ#Vg#{d&cF`hNGYh{8B6HcxNgQ8Bvbhw9D6UZ`X))eejg4sws3qE5<1@|Ev?94q1eXzb>FLZv%|v1?xDt^7RE%o%?UJX}wRkYCYK6;U{oW z7^uWk9xKcV<>_o6#Ps{afN92pl*Fz!rZWKE`;l%+d4|5AJW_EgD;XE+m?E2rI zS1?;?T6L-woVc{fX_)5h^h}+Glz*-&1%-@E%V#U+J{xDo(P11(d4R?o^=#TaSH-BK zfPZuW-*3gzFSPo(6vsA*(H2y-b}s!O1+QcFkdL6uM+ayWmX_Amy`k!spDt`DB)SB7 zM3Gq`DhAm6B<8`HY5Aa8LHFXTx!ztDLubk zh%3_cA6sZCT0kOpePmt@fpdhhkl5|DVGue z&9w6H{1pS(F=Iet4~LOl#-)CrrDOK?_8T3eV`3PK#{E*>fGO@G>!gC1ASgaS(9WD> z4;j+QN_DF*^{5j;{Z7XRZH}?Ktd0i^3=G`A|Ex7<2ClSx4(J&7fB6RVbhj+{ooCfJ z&CUq=c{dJU3JfT_%szG53ks~*sYZCUGkdb=1d7Ym)o-_x(phJXJw$Bhs5nj46Sfd$ z*ZV-Gw?|o-nLQvYlw~!lDH93>k5{bRDJt~24GSr3QqT47+c6CeYK^$h18Z#LQ$tY2 z9h$7YB6Qm7SH9z7wEJETCFh?U931RoUFu?mkt*W4LqdFfSIY8SN_UW9^6@6gl{fu7 z^>1nLy!mfrvN0VqzIpCs;baXT=AUjT(w-0lw%T<9NOxO=&#P2~@MlmAth@sSb;Z9W zCc&UFhbD>Eft?pw_{E}mOfnImshbbev&LlV$-sjg8WZh zqFe8J@FyeoIY)cDWvSk>zU*0>5u>3K{ii8N4Ox9FzLP>C4t^&na4_Tlyu|-r0b91O z4hPzAxIo$cM?xQW<2_`{@87>)*li#qLg6ZXVeP)D6?R)qvD=h7#c6p`hcCuRq-7*= zT5Y9x_S@R$Kl^(%asBJq=LU|a34Xk)>?d$enoG_{if*0jLD^Mm&h<}!L*oZ3+5A>p zk6rsW6aPcIQn+7l&NF^wJW4Z8pK@`X>!&sT7@vc6r~G{n#s6&t{Wn#}@iXGDsH~Kd zT@vS~X6klOe2!eBWGOr~|8r5VeloDGJ4{zEN{lWde6<5n9FhFFFk`qdu|FwZ-Iopf zxvLN~B7bh=|A#GG*)7+u;~%tNyhuK6<>}0H`Na1BMc$Xk)tLA1pBc~an6Zo{q?BEX zsI*DTkRnT#NK(-vp^~Vy8)J|*q_jtts3eu7)l3_$qLs?DD6NwA?RUNJbB<}AXXZQ4 zJiqz={`sBP^Ng9}ocrAOXL*0#%XM9EmXa`M9exnuy5Fvjwm)9GgU`IX|2Rs?gvAnC z$Vq$lUgfUlw2{(1+LCp1CKlIz( z9lsp&y{_s?rPE^;=0rvG^WVWm(KpsMZURnnfiAZIgy%E3#I==3myUX#KhLfHw;%pI zQm>wi`-X*u3w{iG{$&e@=PjHJ`TpGSuyBtAk+w~9AiOP>$yUmyxtRKa4e?{8J-8>d z;^L2fybhU?c^T+ ztO<(T&&(~Yn3{0Zl6GfW)KYb>U&GqJjC;Cb^wKyR!MV0*kM=H4c`~aH$FcU``8WLg**iJ zhH(p@cP{@boa4>w!5^8&v=PqU7COK+kGQ1EU#!1n-<(8) z!D5BJU^|79b@Jsy=f3eoDR~F?L|pG_+Rl#eksbZ%?=T*t3W>ai25)1b>BAK^@MAB%w5U}~2*P+Wy!t`NbX-fUN%`^?7VX5ZH?q(Dx0;_r z3LGv|{)#U>Ymb3xv8OdWqZLY1G05L>JPEaJh`3iR*YaEq|9ySkU#i0W>Go4v%&DZx z@Uqv|ypygs*j^`o>^66cz1k)*kL`6LR_2U{(rK=XsG@jvkv9(EUPaFDeYJy~xbdM| zUb)um4rl)HA2YZv)nBz4+?d0;Mw=V=H!evWIo1Rwpr;pSie`;kM6A?5H+rKj>Zs*1 z%0goErENG-mwl-W#0D_XmQs=f)KE&NDk9VLEif)(NH~T?M!F#flmU=P?Tw3~F4C!e zdE0mI_FirKf=b^2BR?xcif6E9X6kv8-vrueI>l>RTD$~Bpu#r+SeBcg+O+T3)32!d z{VJN1Hkr$N%WYa=Ny!Z4sxFKZv|kCe(Bhx>NQe1Jxct{Hm;5w{D+x z<;iF?4Y;<-q-f=B(I8Y}_CO*E_^-uCOkC|rxPSkCV^fn0s2Q06j~PH0cFGhnan(f{MMEJK2-HlW>a4!DVcExDK5(Ge-m)5 z_Y-PY(2|;^*I(pQgYaGMy*y%53+P8?Dh}5wW-gC^GZo7Eyv5ZjR9sea8s*fg!QEx8 ze1aU_IzUeb`+`SKt?4c^_^KTGW+{(r-Q{Ys6o)MaTdRjn!DmgGYj-XO@}V^#$1E=k zR#i?1`nHzRHG)HpsvS^6>=8q6f$v)>=nXkhzgK&{kLgypHLSV5A76c;R*po|48h?K z=f2sytyd3m_{fw}9cvwaNZPzjylB+ZR@w1%vf~3GCrAo-C=T0Du0_|eul`00Cr)+V zaU=E;3Q?;2AoCXue&vlyn&3AlUT%3&T)Zom?`#ofjD7)G!a3`cW01)2ZB$j94F#B` zP26*4LtgXtk5r2rL{^CJlP|OtC?MwnEx;lP*d$lvU1cChPuY1#)acStCDI2=@=Tiz ziaLOh@lX+TrnuvGUEST8kx*UQch(K~QHiR~pq})zGj(U7um&K>v^jI;yr`&{O{u^^ zz-`V`Qm=3hVDK*5W(kW@kb_i##QbSTcCsHq#d0;iF}>aKsdK6as(Qvc9PFscuz;?C z>dBKQQwv0pj3ca-M83=dsz#OpKR8&dH&h%_UDg5c(-Pz~tkVHzocQ(S)ItH9x2K_9 zR~u3QnYwh~`)XZ8?w|koaaix|4kXFq;^JtzKZdNB0TNanz6JIN3#VqI4p9@XH$<2= zo6?gBiXZF@6!)ji8l$p#*2J%eRbH$VR}**gdLJFTLu{FZ?3{t?4H`>C#9!{5=i{~H z`kFZspBk6`V`}HZncnr6T-NMfvhwPM8<}6;nLA6i)p*-Vh9mU_w}t)~6cm52FqR(_kboflAC{u(=E%zc^5A38f#}roCBC zgIPAHeMtl*;xC!xCI9j4c{&xmv;#NjS{(RJLvz9gJGas>(RLk0^{-gY_or6a1mc?O zckbMo*^dNxkKBWfd(hD9&6G}=Vrps{4ItB`f>))bS%iNgSk#kOa@A=5@GbGi_6UmU zD>EhoNixx{IpT&J?0XWc-6lJJI76knNd;7NrYdQ#50ZGIT}DUhjkef+6tQ(|!<+HZi`GAE1Qa&x8x)xWWN6Sapr>uCd* z^ux|2@|W4{($dnhA9!8u4yJ{xaa-!h@F6p^w%tzj(0DcG{U9~`962|l+RiCKCjxzd znq|S-N_C=I7+{cc!;ir4l5B(AeZawmcY$VtIrE7geiWa)9AqfJm#%((evf-=E=rX6 z`}x&eQWbb+!aNBs|4C&nU(_KJlV`K95nzC(M799RziR_5^JRIP%gy>5O+4hg_muP_ z6L=J=&n zZ@2U3cW#wkbV(Kx-X~mViOn|{0tjB+kb5Y8T8vw<0d8HQM8!j34l;Z8`Y|Y}Plp_C zQ;DcNNjdQz0nk(o!sO`(i(kDmj6imB(}g_F`gE>ZduYM@ir24eaq4Wz1c*C0s5jR- zsdf(U5zyt-?RBkDQ9c-f($S*T;mG$Jn8LnY$migDoU4@ZbxI~i#H*n#h-`;%xh){x ztDAQ&mp6hkBJUAYD=Ax@eh}(_5(bf=Cq{FMd8|V1f0`<%8+gcj$C0?*Vg*akGkA}* zwzdM*sJ>7kCj6niQ&Clw0Kx0@V;;(%-m!iAr81JbqgUf{mm=K|X&cZu#Y>=%C;+V9 zg#vzwgPWlZBm=0~ivvRdGrJOets_Clq9r=(V5H*5>;;65>kL39f9Wu)-$oIFC^pL$ z&?Vo#-MLL;dd9BMBHda^HQRDj=akwP$4((^MBW~NgZEXvD}f;bs7@{d{gf7)TlSQW zUlQ=`qD6~dfP8&mXo+Iq#(nl38L|ahFwG_Xl-3V0rfYk;c3GwhEce&ld{gs?yMs%( zN=C0%{KAJYn@Y2PkeYu3i_oC;!OxR&UcaHTgTWyKSnE^%iK$~J3-B8USg5S|kTzyc z$;gLuis?Xu*8l_YzS|XKpmfvtO7Cc0py=)dTJ4P=z)8jOjPTyFLS@rXe{3oKOGaq= z?PR42Wc>9}N#bn|RjF@Z{WD-R2P3+EEL2fW2Yly+kdRRJo{=J-lpf=LCM42iilNr4u6E+uip-$zPl1}9JMjEj5dNqkd@aF{aOR5Vi{OV>IQ8XN zU^_K5Z{qHiS6zLDnV_b{l#H7=+bh1@$jC^mIe8IQ7p2}Q-44E<0&ue_t__51A(xHn zd6j+=$KIx0gQ8Xd5E+#^JhYndn)FYH;Zt7VBp5|b=9gJ%9wXPB42K~pugx9pY0}-K zt7gHS)8q%d=t7So0IW5q#|eB}#{M!ZM7;Fy*4n<_!bgxNa+2ueP#%DstsL2J5=yNF1lo0l{V(6p z)@}qL1WSHfv9y$`&bn^npf6a?V|E5R3EWCfmOmmNENwb{#=((p>ls4tN!Y@o@?%qtpO7Q5MxU9!5lQY$QU2_17;3f<9k{L0B| z>*@*+eA@t8cw}f)FuBnDUO1bN&j8etXsk>EB145^4eBZ4-6mN7G}|=Kv84xTpR0U2M z4pvqV>8z5L&H^>2=Fw}joY_@`Bl7b0&h!C*Hz1XZ5NI^*ALJREEF1fx+^o-vuyA80 zukq~4g{VR;A^GgzNd&)N`QXJR_#s&kZ4e-+Q^1L$jamg@p#?^xuf$Ll<742SCrx)y zh~2(p$K|*bs17qL37v~RN+n8YKRU{+V66gv0G!EVkpU7oQPKcr!UAHKnOGeDU2lMw zCInt3A>^4?@-CV!07{M|-@Ut(7Pb!Jq4@H^1Q4e}0bMh2NIyTNqq5ym8nxZyemnQ= z;|IUi9pHab=s#zS!#~&((i--3uerBf%&}y-Nz^6lQqf4a{>*pEw#AYyYBv#=6b}5;^u*K(46Q0mOo?2n z_Od6J+ zay-jc9x~>bbnmzncyi2$Gv-&$9}E|xNQi*dpYpXUH}c8AM2MHb6zRP)5@m)K2!rd` zTlenWy8%T91Nq3pOz`|-+ODcosFJxC^k*Qz7p<_&0UQk6i2OZK2u}f2O3LM$(4dlr zb$oDSfrSr@9tL`_-qh+*)j9s-8>-$}9mJW%dxXq>$?KKJPd;CI$1o!9(IaY_Eeh7ZC^IfW_2V zBKBOQV2Mj;4G37~id`spqlZX#lc^O%WlQ=&#j!oa2BxrB*-D|317yTroYE14i7tcY?YX!gfBZ2iA4D_D5?kz6_C2IMJ#^HlO;Iyk zv^_X&F|3~6G&~8~6euGmf~#%42gC)ZV4Fj=x?2HiZ343NlT*f^?jYad|hsNvORZ?lwD1edNxa2YewfCbu~LA_(I0OIlKlq z75EupKUa{qNr&u>P7u$7qOCAB3s;ASgP}VU#EZ5E-7PT%lmh@7|D91cktia%z|`U_ z9A)KK(o#M5(f~|4c1&cm-RY{DR&yu2%nGG;70t)>aH!d|+f~C&fU(*G zosN7<0SH_~Nbe%pf^0$dE&!SWa5V8Y6Yv%0e#Hx4V)fv$5`@UrhydQY&8OL$1MEUl@4!)6#^JeVx{6nir!;NK+n$vq;uv} ze`^T(8&AyO$1PCKC;c7A)+tp`tU~imbezn7Iz+C?+gY*QubC+y&XN$Ec#yA{feK_z zVzq~^SV5>g3o)@cxkR%Gyg^5dY(aljPs&WBNS@igyBB`{`Ke!ng!LvX3SaL#S-h*` z?U~7$IOgRdMjD)kjlsD~M+6x9;Mj=x3VQa86^>$#-7&#NYb5m3&p!q>Co#@aIeok8 zoU3sP$UfL0SCm?fz0y3BPAwo&1fS9U1zor(`b5YqrSF{#dK>m6_JqULtU01Lu$Ph_ z%?T9jla&+gp%c}4OnKS!hsymLK0WGWAwAb1MkXSc{a~%2N4tH49B;v!lchQxgsLXc zwhU}TOm{d85xG^+^KXi1Ao`Gy$fkEI4s1M?qg^%CN5@KQ5b>~TrUa;n=Lu;AwlBZn zKv|YPcDFp+e5(+aUF>4gx&BH+ZBk*wq-W%}m9?UnUzMH6n)IM>4IkFKdvfx`=~o z)~Z9>C}#sdp@xjr8bmCFLnSD^T%gY0y|ZybxWRxgOkIfEW=#_Rw<9NQ_}hv`CHSas zj^`{F1G|Sv84^J-t$NF}A1y<-pORKB${i9`xpLS(CAmNO8WtFlkDANr97K+S2Lm5< zJV+a7D?nlKwKuP9eV)KHvl@w%KphQo1ND$>}rRwd-Gje#UC^WC_`K*9@4g z$Ru}Zg~CN5Fg{TV5YoB=Ek`HUr{>ZXP!IVQp}s}-ymL5L`KJ)EYU$3~%J61A+Hs^X zujJE(D$)?R$N~~nADJkVs3H*>8iG~>Kxz`j1Uz^7w6(k~J(@m_X*My!VPy9M8&xt@ z{L#Z@+*DB77xSIkKNGS%FBNj9QEB4WoX_JYcg+12`tap-?rk_vr#AKM*G;8E93O!- z_bXUC=3UR*H9vhHc7K-VhNz~G!xuim;`Wbae?3G!{Qj(OKOdBnr?Sh?J1km@D#FZ< z<|n9gBay;R_I)^O;QUk7`T0H*PjA?Apn{w3WPMt{mb*|`OTXn5w2^%~{pU~fJ=PU- zuOHi)D5xyJGC1dvbk+xc1-;Z{S+hM4#OKd%nr&5|1T&d-dNcbe`<=OKv6OHk9JWGgG4U6I|8F&jBA{v7QNUw&R?2Ea#LBqvq*9xJ@K@nBkFG>58AJ zaZDHz*kh6U6TBSnY=z?bp=s|i?Vd9@le*JDBu9Vv)5eZBO~WsWUJWS}uj|hme1GM# zHX_2eti`c8%wax;Tx+3RFn zEGJ_VFfc)Vzt0(+O*#7|Mk}T{cC@>oxK^9{3d?w;&S8h zVU1Vj=I$j9rj>0w-$bpvckYw=v6wSEHx`G*YT|(#CE35<_>z+YOP~17ZWWBbSr0GA zeLY5C)JaxBZ2Bwy{Xf}E|4U<&_J!$7cX?Td6h}MDTx`gu_|~n57T})B6uFirq3m@@ z(8~txp1AdRj2|9hZ8;A$u(d$&!9TN9O4TurZKa_`FE3vBbg!(~a|1z(8%@}Q{pm4h zSt#4~eL==zoNz%X{$O6ev3uOlZ;|W1nM^C@=2m96ISa(cN6NQS+Gy^{-=D$1V5*#B zvEy?RR8O87`G*u9G-SmTX1|1}i?nIZ;+j-e|J?uaF6r)<3aPOzL*u=Y?;WEPV&`Ad z-7@CK#YN;JK2c-e`W*SfBv7JN&oe*k6zT%Zza?3vBtSO*;s9yP#v?pL1E)3yx}}1kZnT- zOnZY&#qOQjRB;4vr+xSIe;lUldygN?y(cnuus(I5%f0#wVc}&P?8tIu`?4>mwM%ot zc^LQg%ITKj1FD;LKL2LDa`D?DW*a*Pbh+!f;nU2k(cpi{s1!yY@hMSpFtE&bpq;m$ zj@r4Ly^*Ye_nC8uoPxRP9J?a+)%x|@_elyjC@dP!3{Nb3_WA3Ee<@!iW?%5g%qiuu z-hnmoPn?vMW6f;E?&xq#QQa%@BPPvY&)2wwU+f-bguPoX+jYo9?GPor-i{!Xjz5`~ zlHS7q_%N8X_}|=gR-qjG#ukR9L~E7NmMvTHe{1vj(=&H_ueVTC{1Vr5uF9@1qmypZ z4$j%QUH+z1ML6C49M1N0u6p~~_jvN74wHXned0I~Q?^%^EjxDUyYIGdpRVbqc2jfX zS_gdh?S8gPrnDQi68*sl?IK-f+*Y6E_+I!-;Y{|!(Qo~ZouaotTL9f72)*Vz+{+nQ z!tDO+$;_5=)-@azlChix-k$mlkNP9;@2~B&ZC>5X**fkF$5*rrhOfvT1O9)q*VEK( zql%ZTv@g;}ZK`98VxQ9YB?Uvau}5viS|xQu<9u3aFgWMB()VxxW-ae(e#s1x4C}x5 z)VMcWd6Mm>!fSz>$~d;HGCk(O)4m8#iI#=O$oOM$$o~6Z`va$&YlKGhIBNpMWuf;* z19;-Jr)wFbEweu`_3(ES-Xtt)m7G8S24|Ne9s#%1 z0I@G&3P6Q^Zexau{EJtwrsGCB{Hq5SlZFUo2m(;+M>^D%?q#wWS#x^5|G4J4BgCV& zQ{l@3{Q-?99yQzn#u5-m7p#+;bvlTYJDIOL2{fB@#i5sq8R&jG-21}A(M$5drHz0% zP#S>YNK=sk9hpy+aV?0g;B~jHtE8kdAstd9qSvPuzjl07JXE0{gAZ6M5!|;Kl@#O& zR(mhgnu-#pT`k~BCK&XFH&JnMlISTXNZ~$_*ncgDSx>9T)<@C3!dj%)-H1S$ zM@6(6fL~pvxCoFDKQ zdTy)br9ok{0jy`Hxnrll0aCNuQTT!Yxhpc$8I+_T(xL(6)3oepU`Q_^6Ih-b54Jr5 z*e)dgF|$wJ4d;wIIWci+8HM|A(-z0RI8FJ|j+ep1tD1c&b=RQKlOVKWg;QSeOe7i( zoSQS_+#IVt0Z_rA>|ZaaeF0sW?$F%IBF3UkgIu+5_Hf^anBbvhW>7YZFh={EsQ}BJ zBpP_Hf5>`dFp${Je4#2hhcbn0kWsYwd7^YWswm>!c4$e?2o`M;O;~t|+KxHDfz$WR zJ{ru0={#ejAi(YY`2B5v@se-8`KA`5WNY6Agpq%miYmz{P~M8TQq2hu9ZNOK1lC2O2DHEnAjB&)Cx8J;Nq3)aCSoL8c)BpNIoDr$ z1yX_HB^Y>KNCzJ9vGw-yVgw3EGDAG*Zd8n)1V9ODG^)g|bf`9pCW%V4u3eO(CFYu0mnge#o+XyWf2AWg z(7K8jmF~9PBlcQ=0#g3aAo<=s;go^Oc1qYkDRzR;Wk;U5qeOEnKT3&u@wT5=F%tWl zMA8TCto6a}9XqB%yDFEu+zuI_^2s}9;@6NlV>FTO@NR^Zhc334^&Sx+q4QMurV3lY zLH?7kwriQs(}F50*|Iz2h0&|<^*>FMZrr-H=*a#WFj?JTKI+yO|MbInEnJoX;Xnz- zLvN@_led|MFzNjkb2Y;fNId-#(M5tH7jnrn!izvKwLEC>dkji4D9HsY$VY4W>^r_O zb1y&u)MDsD-t!D-_JyLH@$+5+A0bD+QA8QEKwr*r18cqOxTT1s&Paw zCbu$84=FUN=D0M?8?tQLDfxKSb;jR*LKp_yGZ2!9C@^P4R|@RG1)Ku;3+r=nXdsbA z#Jt|z`+Ly4Hwhr7IVGh0R{JnVbd&wNS9f>TQuz^z0>jnB2_NZc2RmD6nU@4yp~ib` zl*;O1IbBViN6E5#drsPm7^n*)xGRWk6O0`1phJ&k@+}HjNYYB7TZCV<0*;P!V`yc{ z0<{8-UOHrOnl z7e!v(O!_au!t^_3I`p)fmjv19*GNGA_*!%ca6puWuaQWs!7k3*GcAJd125+{;{hWA z%I9jd6ppj7d-v4r-yxl?kLKaL&FTt$hBXpBn&8xy^nu^_{;4VZYXJK!{5NEeAqUkX z*Gbi|ojbFvb0KadgWPoW&wQNalJ-;;#Y@27#7id0wLD15lZP>pKwGjh&-jEu*!R3W zay91{+z1H?85hr8VrO;+Pc|jY0I-STC8}sv9$yYErQAK6Bx0kXBy~`m zcIcLw$4IY4cU#L#H4wd%{C3MRCBZ# z7WlJ5J`WnX7p9FCjq~lUjFBNRUdw2&J$Eq+^BQ}Y$m1g3AIFJ$C}dA;gfXK z(F)tz(_6Phk(X3j@XFi)iOGkupcf0V*$Wl!EEMR{DW~gpDxFGoHg?wA<8BN*e@=^GqGXDK?`+jsg`x9r|uy9+QtQiWWQuQ)PD6R>&>VYl}{#c|)M z`m2>eFndZpJeqDU9WiDX&Y$O-5#jpe$5aO?OD9emeNo(O{7Bjtku+5P>-YvbUu`Jr zwmyhj9{B{c?K^WJj!tN>5(!A{^FE>;IrW$r5L<70Bk{JZ={poZ|Qg^ohoZE1k{f^ z&?JkbPWAG7zWOT>y9W_u>(W`V3cXT@Ugy}Bi7{1yt=^LXlxY2w%gFKMiY{O7#^5|0Ae(f`ms_JT zA*>s=t5GD1zp?}rBw~ocq$aWrCqo$mWW@kFbyD4mhdVX+U9yHy2D&;`c$Tb&;Ley|I zQ1fH!0$d)}=`(#PV3n8D4SSPXgkK$S6O9}@0asWm8xHv|h|U>1cG{qmpd=u+`;HGo zidCbf8_M)*`B-6m2?0Jo)9>ST?D#hLJ0w8{V1rtIFru+sbMM!(@O#MUzLWOQR0#F} z{`*edAi$~NWvzFDZ12^zM8xFZD`OlcT%_@c8lSnZ`bi%~tY9YV7DgK4WW;`jU9oGb2N0SMSE10NfHtktSYqf>IWi8SiClkUw?gDX+ncpp_)?8f*R}wL!Y2UI%(duq;Udtg zfEK+#Rtf0>?R~j`lt{#2Qv_P0en2GOJJ_J8*X`?X_GBqg%x`M>5J+?+6gY@Nyi`pA zQBVNVAx#}z6BDMQ#@GG;9!_?>TB>s$k{FJJA%T^%dLwr+L;uaOpC@)el$EdnN0Qwk|^kk>rpQlw-g1bYA5%_FZ?Qa85 zISjZ%{}0ymba*Mn?X0jlH-6gUbYmoP9u`o@*zsQ7Y4s!X>Z;ZhO7alqK@lz6a}?q+ zyg)q2Tncj_@ZRqG`*?xxUlfckc-!9C)Vk5ndN1EU7!22zA%Q$@d6;tpES;7Z@;hLG z1CN=pf0q?zbxUuln6nO4$2#DYW&&NU{n3}iNkkLsE)xa{&9~&BoiBikx#s8R9|D35 zyGj`9LW1Zv?t-@-_5l8+*&Va&t|S&DVDK|a_gQX%7R}>2OF{urRssMg(q-;|QmrEN zc@1chRvd}SKz4=U3=t#>|DKpU07z7W1yGYleV+@iyVjY6ev`0Il+<=<`2lTx)xHhJ zk1)uDD)TT$FW&_-An08i+%DquVVu*qByBjDS3S6eA5BZ@sNdK{f{Ei!?M^~^F`oo# zx({e2(?kPv$YG?x2iZj+I;V5m@tF@&uaY$7S38k}#tNqC4SxfAKFRSfM) zAvmgW4re$wY%~dVMN5NB$fFWQ>6v{G;hz}j4wwSZ?5!6K{USJgfT3`~@EE1Y`Q&5} zNe0=Pq1)Mr0=DISjFS{gxjXOU8QY$mk$t9HR4&lfdrj5&DrbRL0sARWemF$y+PhLR zGcy@V624DI_=Kt5$+V1+fS5`75d8IKs}vGsCe35w51ko1@wwp=xHn3rMSBFX#m;;G zl04AW(71D)u@}-qEa&Rmu@?N$r=qMKNdR6`baDh(Gw_2ukcgB>A|}oSWUOMpTsp8@ z)aN4fqG)?Nr6W2wD7v{(zJkeHK>&0br6SNDEBVWfT&H|>{f=>s>gXWAL-z-hC+Y}f zY$kzu30xI%vIfAfxvY)K-)Ru>E*e=28FcxWFng5{(Mzz>#c(nbP>PJC7<%b|y17sF z9k_B~Wo^fQoHS>4a9^%*4do7#fSv0g1u2{va{xRV;o&krT{85^Iza|(HVBTyG`uEd zx|f)nzR7nvo08Sfcgsy6yP=b~mDgk~4>k$yGQ#7Lf?e;$)ZUA)J|789eQQ1|@caj2 z5K5v9+$Q9RkK#%7fRFFm1V-!~x1krE_`*r?tJ8%jw3IPBO%I=LtL&a{5_8V|-hhat#?5toWW3 z^RsjT=hIxV5DfO8vuOW7#NhWSw}1ZO>|0D?TO;$5-*+zx-xM{=pA7Yv*g&_RCbyJQ z18Ex%>#f_lSvzGl#AxtRV<^4O!k42WFL-D6kMyLD>uL+XolxPoY(A~5ZSxpkW83<@ zvzra_-tbPD5^b8}Db&{9cmKtmN%=y|h+ZvBRD8&tTqTeHJ)w^Oy({Ag#?v|iSWd7p2ttUki2rf$a3CpX5C1m5kooKkBw0;+0x>hH;=i zjblFKdAeiE#OQ-c6P=finPja>X zv-Pn%*-KL?>W`Kt=Y5S!e)~i}!ZMWa@_8XZR~BaLb=}+Gc*1h?KCW@-XD`~J-Oa7i zs?nyJO|#4`A3y&{U)Yw+9{G3|)5IHl4sBuFNtUfLX)`!0Tw+_3%~s^)K4X3XCphz0 zFW848+y7+UQ~9H*8ns~m_jdiLD|@nc-;TS_>gOvykv-`ee>eOgw2}~@xicaP4)?pd z{X@$hg_qh*>N&2;9;heml2phN&N>{uepnleZ*%L6Fd~fkrR)7YnlOLE_;4P1tHu`5 znSC$vlB;(5JY{aUaVet$(;qn4`0mBWeHpx5B=<^Ygur%#Ofv z+9uz5(7t~xWRb8yMnb6saO|>3taUn!9EohuSqm@BvWoJi5ZOyq>{9|Ftp|-Nh@HrVnyk{B1bjA5sgxJ4p09DSee)VnNcaGx; z?#0sjC`Vy~mn581n7t{>e?E89oyl7-;bF`1(2xBcjT<<2q&%mzM0t~e!{Wrf=;6+` zTpz5MXMA4kF6 z1@sFn9!8X9g3WJ^f;3j`@7wT@U!hHZelq{ThuL=%W+s`iuTE9E$5vfutQ_6RTSG>c zP)Q4$O3b3KiG7eF*8WSk!oGTcqP^*s*i|KW+&iRjP~LQ>A7Gte%yozl$0=i*eb$ic z|Fq`ld;ft8{g+0A<8N0*vQ4AN6`gYu6)^K~q?xS|f|gLPt=2~u`mvAlZQqSvPHb(O zf4wcZCygHN{IXMtp}}y{K-m=s1CAGrq>B(;mq&)AmL&3#lZBMaj=}u)!L6ixkgqV% z5_b3Q#yQ-mF>IM38j;g z3+1I4rs-ExyC+kLj#B8G*+(QE_wvq)MxvEdR)t8M8K7*~C7YuF!sbO#8v(q=jvw%l zuCiG`O6w5UJ=DYng?a`Qsqm84Y3g83s%!92i?MIJE~0gY1BKQLhAD}A9T5AuBdx`D zWoSlrePVp& zXoQpEEE1HY=)PskRA;hCZrKJY!7|L*^QzS?l$y9SPvK}M?7A1LxyUj~r9k$j+{?wa1WXN-b@_}EH`AkuP(9~!b(5F{lQ1{%{>?~?^uNX;g_ z{vGAgR!oeKz8Q)NA1`?rUQYExCSu`zbnz=ob#nSVNZWSV3)Ig+*>DbZHqbk+3+V|w zy(RTWIHh?YRD`Nz29%$R_Hc-3v7}PE`tyRD#O5Jt7DU+TF7eu>YEnCA7}Fvtk%jkLr0ge68nxnTeK*6>GX+T6KA*Qhwj~psO-+CE(^DQy~swB+IWafP}d;6 zLIG z@yL^H!oHwJ2VY(3dQP>JP zgu@-i4wMXh+4+lZ8_o##3ptuSY@YcxS)_-{A(H@=lRI_x=r-kB=|{=ZBGOu_MV8?_ zxHyJZQ7cR#3k4EqRsB(-n3=a=&q~K8=aP0=Add_E ziGaR5YByGQ6u>3l>gI2-yGiT%eopz!)ZPp-If6?#Wo754Td1;=q6B(3#n%lIB}yVy z%d7$G^||A{TeIa+>F*!~ah-fBn>}v27v3*3h4a%I(zo2s6B})p)i5+=R&@HmyraHC zwi$i12z=1#fAyhtdldm&_@Pdt69a=sJp1o8IN#q^=_NJ41{w1evcxHN6_8)u=?`L* zEv3>HHQZ8=*x|;swn7!NqP~ULVPJuETg>M^x+5N)I;30;*n(n(zBRP}HIH{=Q9seQ zj){fQWH?@;#*`dHiTr`bG|r|_8i9KkG8`VW2kUlLidC5>xergoa?Lbn+={hbeBZRpyLGVd{k5B2rr4%~X)= zP&<6siIZY?iJ{~WjVwYQjzzT!8D^t~N*)p0(8RSH;*v~isT&BCy`po4?A zoR8{sew=JjcilmLxNk6|qU@2;24!V_v)9Gp%Q&u;ZYz5*&S5YbTUwUMMb-IB9X^ud z6nHyv?M6M4uORKSrsLg-sRM~rqqt9NSg9LM{mi^MiFR?J+|*y1^Y#?Um8=szi`~>_ zEP3*}Qs*v&a*)5@gOG-BovJP&$gp+1dp>IxWFgy&N5Stk1v;1QqMb> z!YgXByCmNBd7>J@fupFMf@2L~(q;kl>37?HbDc~zM~HZyDM@`sO54Iz&! zF@PHFkT`}y9vs7~C7*NS>vpjDPh&&A7`g36jC7-hsO0Xwbl-NU1MwsdZAD#)Hi4CF zPD3Z5e<(E{gP=ShiDO1KTk&+y$z?|{U{#Jui6wYo7|ulf=(74XyG#tgHl=1>(XZP- z5q`3}t@3p})0y%PTFLMfJV5b?n!r5kLB zvOI~}_hSi_{I4G)yE{6|WVhI24uvYnhO1 zuF#n)vB;R(i6U*EYtFGOtl|YetCb{W0Pzb2l5pbJXV?04l53*S`*iX_+fD%dgk=5E z-hi~XULurJs()2?{E}d0z_a^L*oiS#vARj^a%%hpSJz7RHLMC%FJ9WAL?tXMhk}oI z^2s&#AJ@3xeG0>Awu!ax(xwQ7S>U$)M(A@u)~8sU988R>)F+ z4-$fm(Z<=j;s!uWb%W4}e9qKL>1io9S0xU-?kqsWd}3hP8C|tRm>p~8+?tnVMZF7c3!gciI!~CKwTk3?mxbf#qJo4WAx~$mzi?ZHIkUs-VX1mLxVb6 zDMbSvYt{o%5y|^WAD{Q4hP|&lfu3sJx}Ps7b601-7({@6f;J_eheH1$YH_zH_!L2h zsRIf1j)mh!&3p;B3R4Sc&Lf8W4ZQ^Fg-6!c4)~K(Mv6IDe}hha6@G_IA_@#Oa~{m| zZDD4oar`Ye(YoUaq`Ha1|>By+~y|zCi88(sAtTJbL_sPY|kEHPk=?miqpD3{GR} zzqkouAr%hPMa)h{`x*UXz77`G7;@3C1ySe`g zJo=$$K+G~M1QKi_Aqb{{1>xbamKIPPLu(P;%rgK}AeA7JHbH|Rri%sDk>ld7HfIxq zg6DPME$UB-)wPqISi{<=^OCZi8(fe@^A{+@4GlE_)M6#9_Q}W_X_ki=US$f#HYKL&ULT1%xcqZ6>2LGV#-NMYyUjJAC+|d zpAsw1E%odQ!AV!q`f=~wnHg86FQ;w1%PkP7_&hS@otiOpcPH~aHyb=2bM3&tXWi%{ z|3L0)?u6kQ$J)W zbx{G)+4VPNBvzsNA0_Mme4Kti@%jgY`jqsyO!y$Gx16NmN*1N%3nNjkAxUez40A`Nftlhc^Y-X=qU^k~QrEqI zD;2Qh8S!;5FTqOwX+BYmtS+H!7%gw!S=Fx!o99rui_s3ia$=IAwk7}sMfl1sU{_>W z{k||y%#Y$9W9R=38DOU5miBCgp7ylmZqPZ`*bJM@8G*uQ&Uy2=z<|j#8Y4MXL#m}Z zCDyEwy6!5^e{6oa?aOC-Cw_fmj!oLbor~QAdER)6oiMI3JaK1bR_4|vGKHq|k5$|- zh%^dMeX@>6T3GeF5VIB=tB2wr#$}g%JB4T7_HACvYz-v*9xXNf$+V(H&}wmo-OG25 z=0OX4x>f_>u%>TKySHLzThD2~=EFzamy7st6DKcS{&Y6}mYO69aVxb(w6?j`d^l8W z=aQ%*&Q#5DkWn)WXRQdCHM1So4R9(ItVyG|$A7K*`Zw%qB?W>Tylv<*-#hcx)6@5Q zS_<}4{glOuV+`}lZ6?R&s$~pwqT;Z5qs`MM>`bp+*^myCJmjg;rNk<^(22VI4a}Cdu>C@RsHqt7JT%-5=W3w)Dh_%$hELiD%4pluT)A zlvLEtjM*;S%}M{IO}NCa3)16+2=vhqEsG6HUUWrXCvpqNtzkI^G4IFV{YMe|yxF;K z)=FBLA#IV|Mb-afw~;4P(Po9s#N8-WicInlW>{D()=p7&iI;vyNq$s|g;DjaKUnG6 zw0P4-v|m;2=yJbba(lvMx(F5n6+~8US$5d`!l)g!dCI8OF#4#Vjke$K5HoPT&+cb( z0)TCDG;pty*#oz&D+mK8#2&ctd}dLk<9K3xO?s3tUtKp->)D1r43d`t)H55D%z@qCVAX; z?-0(=S->%jtdoS~xwa$Ymlus#ew@crI!?o}?beU>3KPGc6S%A0B$u=IB+k+O?7Zjn z@`=#INjGt=f$-d&jg77u&C(*8{I68_CdE%X_^#QtBGi5X+!ykI-qA~em4 zDk`q$i7-|A1pD3X?aK7Qxlr_nTKBKPs=%1A7);NXMpR@Pn!1!d+QI3#mBqwZMqI@x7)OsvG{C%l;uec zE4Eo)tkBkniN9;W9_Gy=qs-|aT<|ZMc;?q%YR)VDR>w3Cw*0W^bL!B7S6T}dO1+AU zOZc^Si*A~8=7-rI`(Ru!aAIfJMZA@-X#h4$4EdL=$EkKjXCV9ycT-(vhpsk~WHn4~ z|7H~_xd9Hzejr3~e{B_wT5@C`oXhpu3uc?qpEF_;P*C<9(a%A=Y| ze00sUeP^%^-?mGd;)#%Gi?{Ox;8<)NLw`)3W!u42- ze;`*uOl`uyr{iilK_XYxsAV!iL7B1;z{BgQ$vwzag!q<$j@s>&CtK0Bm#N1L543wg z`%!aEBKWL~fEsR#`lu77_568Cagrn)Ma;F5QK#}W(%B~)CIX8yZ8MRcY+m|TO(%&$ z;TclTm(IAz^vUSZPVLg}07g4Xa)ZoC=;{lmLxMKn=Jo5U8ORs5|8Uk#jq>anpy)9@ z@2NVAQ5N6)83_8)rzrCuKb|{Ri@KvLfzXlE)9y+kt#HakJ7J`!ptmLO!hpT;)sA*a zD8#vueD%v@niFVxXWsJBolSHBIrD!7`f#nD}9mM?l7Q5VV5}1RH;XR;tuVM7WI>66I1lq@6mYwK5A{VIU_p z%R(mETL$^Mno`HsQhl)Dnck+Pc?iZ!zc^9(Xp zZlgN;SioqVE6SWlG+{R?u147$MAoZ=DusKswe`A2W+K%n18QO|BzE0VI+j6)Rcdw5 zlUl~m1Snxg>@@Lb!MCW1dE1lb`!2>r6{I%owdy0E)UjoTJUc4=ZZNpO2K}JfRve*wh_leG=O7I}02Zs-| z${{^U^&m<#t5_p`pf^xk73w3>`Jm?=+RTuk z1Ud{&m&$)whJ5QJg}swK7zqLRO+<)_RM6ST>oMT@T823V5k*6dt11JH!F z^Wji{Ja1K6M9t{OjH!1rSq17u@0$jNnSp^<24+4+E|mx?Ye*)c7rf3r-EW9QKuvx@ z8{FI^;H(Bu|M?6UDcM@h*_Xm zy?fZHrq_QB|1a`+p8v7Wp0?o20T52586K9^FgT~X>>qJ#8tdTfTW*>}H5FU6O2aAz zm5AK7Cm?@3&$qR+BNRnm%l&6WJc)W3L+YuhEPD0@5=^4J9J>^T!q9OEXK$kic83d^ z6+LJYOm0lLza=i)rnXBhc;$8A=_KT0QEU);01zeq({Sx--IOB*Lw z>pUH2>gI8^wY4227;4mz+UK9@+ZRZQ_gYj0Wb0Zet$gHu!s1T3$)zM?g3lT?5TasB zTWe!um`pYFI&i&fTW7?@-*o>V3^$zX_vY@UsxTCr6#=@@vKsC$O;zZW(;Mk8^;vF8 zHm|U78_bWfWBV_S?d?%AiYRd(Io=LIg`E}(;^I55*nM&P;`-L*(MI(TIT0f3+I+fZ zq`5Lt>be6AL}baxL-u$YX@EEGOGo<4o5IRuUF$i+P= z$fff%Y}qm#C;efh#HvTd!X~y!9x*vLfMuy}MFA$IGqBw&FfUlq=_g~k#Ri!64!_c* z#jxR)*?ri!S0W$_U(Soc-s#v*B?6aDkfXM4pSpiBLI7?!wlWm%!?j6t5M2!nJpO#C zWMU7$ar=K}<#;76AesNuIt;Y(v@c5!kbPkz; z(|cceACV~l2HAOyTl+m6-nNO4h6nz|!%o2i6_2XA5Uulo7ND(rr zFtfLX7?>gMaKa@J;fZDyvXkurh;0{8L7j1M1<4T1uK?ME%G=b+WYwHwMTRkL5+&7X6N zJquK?hxXqopDn>Cb|IqFt@M#XT3g4$5r^BWmNswi=c#q!I9SNmGD^Y^J5le4%t_bu z#b3&Ze|A$}-QooCh&EcH#MQ5dO3a9=4%j}MnTGvO!UvdIyl_717>yW-7j2NV#t*!I zOLFsruTzJ#GbDWU98aNxgQ3gRFIHah8awWWMvFQJptZjU8N-`Wt5@%}aD260wYa72 zf|ZAx8~%JnN*7dF&tS;O018;)`|R0Idv$N1Nae1^J(+@rBRyi50VLB1Q1>#uZHqCj zi5hN-ssV$~r~ojbv%T4>3Oin|2;{6ACAE|6Qhr9Ca)!&{%^LsobLGrd!ZNCSxL9Jv=l6N{Pg>*Dt?IfzYtEcVn>NymhAUb8sd+Ky7gp-L8ZytiV`*Y=as)>OSxYpRxwC3YPnPs7V7SI!%!(%S z*VwEi_(U)I+Q|P>PK9hV_L{wAi(|+5m`Wz*(j0Ee|K)cxSI*DEFhA(qk%`r_a@qys-qY^AoZ%L@n(&uonNq$5w;-^e%T?6#gwV$|0$H}{Gsj*_)O$-1-luWd{Q8~@X z-z*3Pi~~YzE}`9K z@$%la5k*OdM4_m`)EyyS&J=7`$AW4^(I37hyw-C8cZ5v=FEGzs!}pOqEJnX6Gb>Ak zQMw`;Aw+WI)&o+*y!Q9gQU?DF1vKLMPm&!0zj;SYqDbrTS-sw~ewF@LF+ZdjR0F7q z|A!U|O@iTz*2ccv>i@kV=Q=Bg@DvN?*O1}Vu4rs-4u?s!3Pz(1$wcXI;Gr|_w192n z_3;HHA5O@%`R?GLF5NJeb?(l*U=IYtl#!6hV>kz}mV~xS{j@1{x(9^A=NZ>O=hq6; zs33$!URz`dED_^NL!^7FP51ZTh@OYvq+)5=Iep=n{fis_ILu~Up$iiayu6$|+AIRk zfwr0dDIelG^C-Ts8irhy)XRZ~4}rYwC11Po{d?aJEkqwBwRi+-n}G{C=u-4n$;)Mk z8%X6SaKioV6&?GB&c(jH7r4KObT94o9p@0c885552gtRE=A$ zmO#;7goF)x(G{lhVJERL`v(TXQyL(dWyL^B8_3Zuwl*}{zkhBOs_U9-B;X%YFT#Lh zKaC${+hrj!bwl0aI<4_IuPe!4i#JEV#otmv&sZbObpNduz3U$Nh&m)#1wU8xo zi8H9j4MC^MPeG23G~KE8yL9tcuVU8TpZBD~4@n;+)Yu#t7VFxwTW-M*QQ?2wc;liz zdGl<}HPAAUGs>INu7G7ijT0&EyDD!<(3_-Fo$fZ)%hCTw?>ysmfMj2i-mKg6WU1Oe zzJ0+>o^Zxk{CaGM1S5c58v8#U)u*=pQTsT7*HMB;%w{A1>kk2 z)5j%F;&*eWOrh8^qmNwt9`LOv9Vw+&l0OR$AIp$v2zGKLtn0bJ$ujmw6751|*7&Vf z*)rYQje|-@T=-*AW`Rt-*UlRBIy9zcQ$_{UZRY~P8JPwO?{8iaZfkCBb;C0#tE;PL zSYk}wF`mzq^WWfp7!@9opguI}T6JLi!XxH(uV2>y9_CvlH}CAf7~?RpTW;&fj4}du zq-14Oum%ivM&pBe5I#mVoP^(qQa(#iki5xW=zs81U{7%;nZPP*>Lf$r0$qXzMHGp0 z^E<5lB|9r*et-`G)9Fqa-Ly2Na?5d(_|JoFo&oguVu#X)MmaS<@|j)xRA6ihP)`RO zzh5EOF}e_(c;5t<&I9dmlmQ~iYm))6qPF|Bxd&{sU!}!OA_9N@#Sl>;Q;i1zOHtoQ z!an=9r(mHla0bR6*;`9e!>LhUun{o&k~-tjMj{;mMhXa#`>s};br&f+QuWb0-q35M zHXKIvIbX1ZncB$qA)g1IeX(s5Z@K;KSU5T;lytFW+eN-HDrVpVQr z@obTgGA`?OdAB(z#0VJpy}7>F*eefGpO2WGbET9IMNh1q^2^RvYh-xO59->Bko4Zd~ zTN^(d7gF+@G7XD$<#w#t__J&0QFkj6k>h~Na2E%|DjfPbPTK!z?>m5^%+_sN%rnDa zRzN@n3fbRbP{qOySwbu826yNN>1zpbhV}k6;=QI9PbZ)@XN{uac zGpIAo{on4=w;CX2wGiOVxjB#T(tj6RJ`HPXdF53yvn#$?|J$`37Q#he7y3uQcm|aF_WQq0Fa0h2```WJ8NzRU`Yfvw z_R6xFOe`la6%=a8FZv{wb_tGkb4hxu49jPx^$}xrYx`cln2btL$v$S|6YR79zihk> z{PB#wzkCbq>yEWd{cR?#d0jt(B^26m>ZG*u z>>CcBn;rL!-_KP7{0kP~e_jQGiO1!Br#FjU-JPv9#^;ZthBC?OA6X}g`uRC+^5>T5 z0IR>g=!01G#kH3$>Bn@BsBJIq6E(}WDz{G2WeRd9y_2 zqwU{rIOf#cPZzMEsH{Y`m6Y*;_q#AasI8$%QYw1iw-xej+h;NVFw55JM{ZAMS7?a( zpC#&Nj=)a+Z=`|7buFXC+oP=>Zk>hRcWB|j?VP1qj%VL4w2DiKe)~;2P%$c_s?jbr zDZ`c_k&^O_MxorT#u8ME|Cd#j*Gc&t^}T}|<=RZu*363hLwO@1l{5{;zkELWm0q&> z%jh2xMXqIu+deS;dhGi5OeqPq)AB|)rr)Oztnboj3V8CAdhgrXQk*OPdD$1bJs+<6 zp*WaB4r6*-JmcXiFj%W+pAW_O`CqM}|6U#7%tp(^^WL){Er|%+jC`g;f6YCp(u_|Ic3H-}>a4`{|nXSg6+2wbI(`F?+KK z^Wzy~5)hseamV*ug`y($FP;(zwr?-r1!P05PyS0r!TfsGYKm(rvEHR>v8=zKnI-pQ zjZ*$yANX&Z);T`=|IQAp_3UZx zzuC7aek+B>hfU}!vF=b_eSUu|*y10>cR~O5k^fr@Fz1g+grj12yUfR=+Q+RW&Zlh0 zmbEYpX4khKoqi^t@Ok#WHL#IocH!+|Bq{gbA&w>vFA zNN)3p_6odX($Xu^axx>;qv%8-8Z>=0{@ziKeD&JL;HLk2J!1%mvgohZA^Dl+_}_ov z`?EQO5P!W+&LdLVzh2v8K=}Xly1P*Lhv6YVE%f~{Pi5wh*8W~tijw9VTeuW%j$E1UdCa4f4#xi z??M7&%o)FGHLWhkc)Rv1ah-fO*37x2iL)CD$N-ifFLmbn|CbB!pI!YW_87*(pjEa- z?>S>EUHUh@FXu#4zhfh~Wgd1s-BsIUq?KML);W572h#8x^&|Fw^?4zS^Phgw|M?s3 z)$sN%L+9cYH0H7z?W>V=A4_`D(BS-O%)+hIc&~!ORvsQD{7x6FXVYz60V9lzeD5l4 zE6^pFoSfWVXdjENZmH-$$ji;WcW`j9s=8WRPw)DsO`Dvc9=MHyQdFZ{+m50~yu0qT z*_>VUj3r!DX@iJ}4nP!l46qE2h_IH}E+(dHVPVl;?o(bi^RIVm@)Uz*!m8z_==&-*JBNZQmmPtrW zO%U-e&RmkPhaf7yOUDBJf}fT!@iEpBWD-=x?XQ%_-t-A^Lbmh zhl~D#Ho3x{6DQM*N}4|ug$kIYlQJ((&ifyVBF9jtXpWjZNw@cLX`_8FUz(%qw>y9! z>&Q9h(^r0P!?{1It5q-?K;`1aivhi80ePM@J9o(Gp@oZBIbrpAw`{4*T8|onJLpwA z&^q<~hVbtNe#;8hE=$6c!BiADvQ%nk7#pGY@XS-qvusjAOV%np0Q5=Bv*{4!H!9Xf z1&&}XDm^x#X1KpQ<3c+DoqFMUT)6$Y~VT)Us#W#qOkxw9x z$HCiMp|i52=R~G`0J`}nK^-#Go_9NP`g;I9b7>1!g^T*V!{EUohz529Tm`bRjuj?VB_$7ciR2qn>19>cVv5)tX{PW4T#w_ z@t}LJ16NRulGaBVeGkV`Ku+3;YLTe4-qHn56r&fe0*Gghl<{a5!T|T4T9APWW=L{J^Cr(XL zG}zRMhQ#3#jtL;|O(l-w1FC9kw>M3xxqW_J5F8kIl-UQcj8bRj2$`yD1wxhar={CI z1x4ZEmyXa_s5T_j9=L+*aQP0 z_hAmL+vMa-U@<~Q=-W$FzI^^DpcQ~Vr9*(p3aA45*$OaAW>s^%vHXTx7Cq$-j*k9} zE71|cE7>Jz!UWXSPWEd@+XwG=qoH9MraS7<(2CqlISQS+ZyV%U?xi_6IOLL}IZG$Z zEc`M>^Y)1hRPr#pIPG}7NJA52l0&i{JWzPumQ$I3$n1#a28;Sze-t|pA6JgTrwjt_ z%cS~1Wt0DM&LwTQ@;GRLstG{b{C?q@uq#&%OQ%$D zcu$S&r|V&JHUecd9R1_mxfHELwU7~OvtH03l>=n46lYDlt zTKuN_1J>K~We6k;ZbCd`o(K4dxT6@7Nq|WPvT8#N%;5^ zbx|TT&P|)v(_dS?p;CXTbht6|=l5HtY>npbnuujDJ}`7bJ0f9vM=6*mp!b7_3j&gF zw}JB?&?jnyFF0=)7#Qd`HHrq;gFxL!Cr3|Q=H6DAIo6W8VIcF~rK@wUKxqiU!rre% zO&{Y{>)^s4*3^j5_Uw)*Q2?Y*E6m7~s0eCl38z;H`xqNX#TL!?*SV$y))=JX7P-_7 zy6=_eY|V+wRUd?W;^o-mV`A=Noe%t}yXS)8^a)|3m0ND;agCA@A=*cd+>D)^bG+Y$ zDs|^RA9we+-*RKsnKRX)-MV`&YN_}yw|$elQKu~ZJHL+AlCRLg{_zx9D&8jk+{)HO zl}$}hBt^VSaYa(gELt}6AWC#T+1~a)oeT6p8LFc{G>9@ZqU`MBj@FqmM+zBa?1Ug_q#F=@ATl}=7vF?X7VwP-N(50 zU{4e-efgR-$Ep1=iIAjyRt#VKF8vI+VGr} z^j&G*{;odv>eZ{y^=wTXKO5Z8vTRAWVU}|2qsA7gj+Qvf%(?xOyYaY_v=RdZy@wjN zRXThQFEK8459k%W=;xPBjZa9Z8XlJnk>cjA5bA55lOR#==!K69K*B z+?zMk*8QfYc8bgH)Tw;6XjvO(F_CL?-mLyq`x7jmC9zSjp!f*r6{+dUwa}`3|LJHk zd!W;^yYu$HXP0(;>^kOm;~)0}tZgzHUxx@LvaI5AY}ki-(e?CU?haIXCjdz`xwUx-bQV{7423-4t}lV-n6Ouk2L;0~i}AZf${|GAMD6cj`_ zpHH0z&qdr!+pWDnH>DeOe2CyCgpnQ%rPL`X@@)?nKq3JBa30lVxVfg;bIz(2`X~5L z!W!}-=WMDNX%Y}1 z3bbKXR#bcp($boqcjW$}NOAjnLQjzqbT|YbL=FSNqMSZ0bi0wIRT-9ApGG3pHT(wu z&F_tvl)8^=rWxeMnl(mxdP(TSY>9y^A*TDN>yC7`-D5;%qz>a?=85fv z_)#ml4>Lx5QS@xpwqzv>OA2W#r0qE8Waivqpe(A4}`vg>NiJiIS(Hn--n2z zq9PVK?>i({qzgg=-9WU5E7Hb&keF0W)CF=YD~Z@?YX_l$h8o>fO)UToPi)c3J6&P) zO;?F7BHlzzO-;T^!arN$YA*K82_|Ch#8~vWz^WynqMo@D-3;W(8-86c{>-rqQC}C{ zWRPziX5WcL^p`Ryw1B~|Y)%a`lis;g3zhnf-=2$U#O;_E`M2fMWk*d-onN&I((M^p zMH|uDM7i|%oSn@OSvfrJ-es&1LlRo(l~Qn&)>STCyx0muDp+f0XY9ytj;2@kR( ztWK`i8%S68p&3XxFbC`Cjsu7hnxM;yfraRhw8KU_UK^1NJ=FbXw>d^&iMFuK#LSi8 zxU%d#PEA2n-!}=DG!8X|1u_;yZ7GbrW93jzD@A*K2!p`GjP8lH=S>hOB*=mA&aa*m zcF4Ou8*wi+E?BE!93kzdX;(IxKvn}@CuHCRtB7SB)&ec1^bk1bdfC8O2+`2{J{d*& zZBZ_O03wnzo2)tolUt7&N5gV@5=V~ziga=9x81ISa zi;>VMqv&57xhEdy>hE-M^2e;D=Qu+MF|BJtTqpbkN*9*CHp7ZcQ;&C8JX+~Nb92J$0o?*zOcs6a?4baB&>762j0^2m0 zfptr|u_~Ea8b<^F`pM8*uUFEfc^|?Y4!dW-=wY>dCWMmq` zw`8=Ew|o+J5l!0C(ML*K#(j*KcwVc8>fUTJ?%K!;wT>RWMM7-uEn9ej`QbaX5a^Ta z=)#31BIb|f5vOV*2W%{IJmCy2`NoZJyvAbpF}yo}@7`{*yD?Cy5hKH#UOrqNpP0xi zBVz>Hj}b-c$YGo@!77Phjlh%8F+)=)S+nAGyw;X^cMrq$z^q?G+89Un`Pg6s^4!m= zHg@f~$v|~(vdg$9L8V6`KSz%?%Cohd`x#cB|7M35_+}qaRn>vtd+Iaog)0voH~}f5 z2xdG~&}b>J2*0K+qrBQ__f)zjY-c}{&zrXi{%6iGq#Y{KgtYlF(s`w^9O6xZ^EvlN zx)39Sx5)2334GNH4W~XK4$4E{Hq9ChOsF$*tP%0MbZOME<|b}DbZpGY3&Jdf5=Sn| zG3nkusH$t^9E=Z5xU{|a;my@+{3VxeP=DQBZUUG81j_WU%M3FQpDxCX!U-1Sq7GsYz;xh28+9d^0aR^`;`*Xt=j3(Pl`_hyPg_x%d0Fx>@J;$bYV89$L zT9hpt68vo(8Mc-qC{D(Rh9MHpS92_1eiNMvF#>j1ex0iSf@e(SQ|~W*MfV;n2*C1d z(Y=j?JMyHd&#QGBLtMV{qNcQ8P?69r^yXN@xt8H3lp(~T0!a(7Sbj}MiViRNwpYdT zW7m2m4!UQnfyXzi9zM+UvZZWI!{+p7 zlWNXBa^D1Mb zl#GWkbc^(^Jrr&B%F7%s@kj3eO3oaIDyzK2wXm>c=o_~Q3f57EF0| z4l-2^__W~LRw&;JfSR?xb*inctr$}yiJ_}>pe(UQ;#CB|QTOF?bv0K^$rbVX>E+077^v4~g( z)h*T|1qj6YszpkYrNBX8Y{Gn|yc2coh#HilJ>Orf6JQ={$;kLk?u$0e_^GeFlqDxI z`?ekedX3bA%7WjRs&aTq@k($yz+&>Ow_L zys?zX3ST)Ax`=h2JX=@5xo7w8Mzn^*g^{dM6aTEjZiY=_lk+|V;dLyA`rd?8aiUrR z?1aqwhn!}{QqC*nV@lBfGS_|FGP);1oV~ZprMn3zy1(g}vu6q2!nkgSJW@toggijs z;~E>aktPqJ<6JX}7Q95|5W6aIcu(9+(M~?vU(Vp`@B%c>69jb6l-@jHzkJV&OWh65 zJBYJla@k5yLSP+kV_po+e(BPs;X-D9b!<`u<{p3BUH-sop>H5(!A^2);}b*9cxt&OJFN>Y7X5mRU_@I#;aL9l-P4J{~?VNB{?*`1v_j zr?CNzo;xjxy)hBd%i*+76%|fOo{*XK&_9h+VWdeBRtvoTc7C;@i(aNdmOY)ODPX0w*$J^ z81xu@65JVYF=G`D5gT_gC}-fM-D1EFldYyVt=_Z7KhRTOPWxK>-OH!C1u?t7FwLq zavOf0r4kjY`41Rb1GRzL)kI3^B0$PnpJUf8ivyYZz)`vJ0Od44GJOnAQ8Gy?YuK zssD;GQhMN2^Qk77-N+(pt(V+4lSn+lGi*vwWu*&}G!R}oxo@#=-~@X0%{WYO3bq1! z1IO^F3~1OYo5Rr4Cq4G;D0i%@yX?&yG`(pxk|lm0%IGjUWUk@a}?8&I5$P z#(*w6=5pA>MzlE<>Mg{iC2HhULeC0{_Adz@sf2Ni5UC_h44} zet1~{IM7V$AHVNIc+vI-eMxqFh!{fCAUda5y&k*{aG=_;g-exB_|O<)6P$l^c$wB zDk2d^hGwd%BIQMqC-griPF5D9At9lt3qnUpQ@U&_Gy&!aDa>k@!+aysF`&5s2b@x0 z8sn*~qN1&-8EA&KpwAJRXY!kXh(&5(wtf^ReznzhOD>Af!-o$aqqX8;=5ml$PRQij z1BVd~<`eA9rY$>OVRR<614d;~MmdN~v^;gAtn5>vH7i%fV*S#qC9sv8VP_3#y6K0K z(TGu~f1bK5`c>0~)|l^)B`#VGspmXfSTP#YGL-d~*c82Z@q*73+&4PxUbZQs97aY` z{N+Q(I5rKG3l-wcJtIlL)VvMCf^O zK7bFgscS;8D!gX~9w*O1YF@AXYj zp3Fq)ykKR^Nnq4Sz1oGm5qasqS#(GfwlWrpmc}tY0fFD>A^bVqOulzd6o*=M+=+cY&n!r~uCC=Y0qWx#>Lx{FAsUU^7BGdm60m$7F55sH8g!jZ{@y>T{Dxua%#ps-GO^zxZW}>Qg+%6Ubi)B6mfO|HLUpA zyqH2v2i1Dz{)ALfR#pzfRXUy0D97!v(DlG#7ds7t5Y>{AgJuOQaRTJ%=|6KX>BGsh z(G5YW(e>=hf{0TIMZaaTvO^sO8CW;2%ax-(S){E!A76E|XToGH4D&0uq-zw0dIWmJ zV69;uM!#y9W!du7``Vm9qSFA8b>oi{{DG?@T(}QVnxPJYiPVUQh)t#h*Xf;bD|8j6*Igwog}nPLUiSC1%K3zHagY#A!sSf_QMPn;cFH{< zmKmm+_44DK2KbsNEY%i7M~CtFxBPDmlH7&XY?PJ*`yKx z3(#GW`1*-3;g&Xp3!0w8FjSLc)|gO9un3c8`+>(Bdunaf8b2aaC$Y37231}i!I$C` zX`h@SoEJW+--_%bm=)OvWoMU4<9{Wfi$tD5u>F%vk;T_ z_V*joB8TpRF!t|V9EULql7TCIJrM2s8;VFh%DulIQ9D&m*?)n$29jJ|nkzEDOEcFT zGl@ptt2sDKj-{e;3X8OBW_NSo_3P$TDSghgaM7fz@)aj6e>eZ@^cO8Gf&`>lrT-6- z1ZUkrx|>f8vpq?P5k{CJeC**eFGv7LMr34zki}6r_@dT0nXMX<1qlc5&YcZc?@)L` z(eQQ%U7bVhP3-hFIp=9BEL^yd01^B>Sm6rqoU0^*KLH4Reh#z6LBLH-f>WT69KeNc|@7=q15S`jJ4jqcP6&u@ST+4BN zh>QT;a=Efc(b%Lvjzhvh0qDUgE-~L3GX{WMIA9V(fRDkl&C?c!#cn|T9bXTwqZmHl zPiE$BUL;zV- z*;>Ge5mgt6$Kb11Z}RA*Bq5w8FdV_yV5EkSG-!d?;J4}pkkLu3sJ4Sc_8sF4vpa|Y z0(#Rya+tkBTtaYNWN~bCrkJCjG2`>=yVG0A<29sprj!N-5m|vPCHOvSsHjY*Ns1D6 zb!N9lNV%xNhcsXyfaQ9zqYswAIjr(9CePu@l`AoTMbP9 z|G}lcD=b_TCwR*Nl6)adON75yM>BqHV`Jm1Jt%IzjZ|w00tbR#gHemSa%I{0K>Z$c zvNdVMX9%Tq6u3PzEve zVr%^re6+2U$A?sqP=+r<1Ay4MV_NU3HEa6rRdwFJT2^)iUSxG>vPCS62O!f(0*3U6 zUz?ip^a4!s3F4!sc;&TZfJ3}3L(lgI5|m-`J9sDuK9|3A7Oa%c<0<83L#Fz!((FV* zCM1`)R$d=7X_SG66c8G27$5ghf=OhByxW!NXaU6huyv8LUIws@L{LMp%wS&KAt>f# z`v*FUa?r+s8zfQaRx#%lz8z@rn?8T>udA4Wm_`6G>Fr+lMfc#rklv2rz??csE2wIS zEB3P@dYUZA!;}FOU?k1hS+Ff@ShVw^g$t9hz#&!-tE-*(#3&zMJuU5+&~H6JZVOA6MzBOZe_|s+ zPb^W#)$F9*)=qvw#0-X!Hj5~|MsVGN#>gr5kKT}dpy4quNE_5JAt|HnDo8?D;eI0m zCh?A=3;EPV0fk-5Ds@t}0BeEyd=1Y;SEa~v_Lfs@`l;B*{ko=Cc z39nruf*#aAjw3)wXeqWL@8S{Jevvvqb!Uy6WVL{a8bCg0>#64YC=c} z2b4f3+X%qmXw3omK;xj}iT-d#!}%SyS}=$NW#rwyJ^g{5FcO+VGLWMQ2)7>&rcJEkbwD+a6E!gtS#Ft92j9; zT_-elkI{M~0kBSoc)({x$}W&2^7Sf)M-J3}4g4^^@nWqKWwj2%DZw{md$_c05!&et-5e-7 zP4N3}DXTSbd>`thex*ow!gA|8-}gLMI5uI2tg6glWCh$O7$5}?DuO=hMYPBV8HvI^Pnyz@HO{Sk%!x`@4srRtH&Td zXRe$=xos0j-6Xs;dzS!rME`)B0N7Y75#hzurmGqa&XADusNQ{oa5)>xhQM}muEWJM%{7yA&OZe=1oOB11Zh8hn*b)tb7 zkqB0h`^Cq_4FITXM}`8F=QdP;pFNMfxb~ZDJ} z5?#qjx4q4tGQ+UYnGK-1{72A5iKNvbhX@1z{Qh}_SauS}vFC}qfe_N*SOj(gNfCL3 zg&WtoKy@^ju0}a|DWiRO?38Z;(_uBcvrA$;iDDU|g`41wSSy>7H1+_@D<-w#D@a1L zmFWy{G;p|^OkpyhYB>m(E#mM}@%7VELjoltaHTq?1F|JB6pZWf_4^|iJo^nTz*mpxESp7mphwwlEj$EfCyp?G3o&9Z~5dF#LORJV=>(P77$a`%g6M=?wB9*-eS@LTwj_FRfY0`az^D;;F$oVhzG@E+Up?Xw1597` zd+PPks3t-}3j}hAsocb~`2>{(@SMAT4=zyvwz!EX36AkeOCLhI#rRWUXu2mG9jL@% zF~D+=6(oVUCeoJJA|NAUcjq&$W9=hKTFBiuT~32Nrkq$$nOD`aIP67KvLQ=ZAE0rl z6X)GkwQV*&P*qctMqCX*4=(z(-P`UjJOdH6y*K9Gg=R1c)G`^v(Gw(pv125 zgQi7ZHEitcZxHpI)C%U&p>hO9q?VTT_0M17+x;1FFnNeDjWqFe1XAvx?UYLI(=rf2 z@MHs4AHv{m!2ry8zd|xx=0r8%Qs@w*Po`W5i5|X7=|WQuZ)1&-!pYQ}%uMwe1rh?p z)<1hj1`uEh2DIIAbG+(P>%~POIn-)qW(#UbTdoG6j!K95z8xy#Ej3JvW!?gmBx!_m zq(_$w&>Wgr8Fw-OQ35eHp)rM_1Bp71L4iC}AA8=u8g0T3Q$cx(TObfcU#Cz%DxpS|6zCY)ouh&)ObYrd2A@l~5C^FKr?2Mss0|Jl+x6}Sjdsbxe)K^y%Ru0Jd+ zEX3YYfN}s5?`Dkr9>Z7}dVeb@NW~dN%h99ObdW;o^=Pu@vy;}6VUmH3txrq7Mu`Z7 zBOm~MOw2PTL2Mi{oiAoO{XEzRBGP(u%zsS8WrK+rrI)yNYUM6A35N$l1n4LtKt~dg zgmpbQ;|_cU8ATuf`^huAk^D6wE>1i|Oh%^k;d#6A6a>21SwTz)kFb{-&;_d3(Hbh& zF(`#5?j-VUBfBXbcGnWAl$kWZ6>tS1_Cs8h#HrEf>D;MoI{;R)E`)PjVB4fw zmGWu@3yY<-gQBWx9@QR6y)EI@8_P7@{O4&th-Bo_5R z5sK*)=Jh!8iTU0QMWhVz&>+-0vH&(|Lmbl+=aC%Rm@GzoXZ9E+HQ+xCXe(E)LOh4vwSfNezpa7p zgWm@}F2=z$k#U1Ok~$*V5b~ayu!sJ(PnM)x^q(oG?>bR^4fAwwePsx4!;qrYYuEPY z9J${!LXH(7r8pT`SK!)uAEWJ?Y3JBEF6R}L)P;eECs)=k~!ZCG|)b^|#@6IaUkRPw~OZdHWr+MWwo!Uy2a z7GneTv;uoB5sBY5i&I6DC1bns394@Re-^TC@tlnN4bYe$5Y7trYEEX{7Pnn;jM>t~0 zDkj&rB>u)BgAL@}RT~BqVnS4B=ytRVoCUw=NE)bxl}AMCwez#o^k(=V<)C@qofE?PP!*qkyW1F&k0`A|_2O zt>BQ5gl~Ekr9jZVi3si_0;L26vmSc1m>}%w{AMV!ke}Q|+DeTKJy?E+eoy!WU~0m7 zb~rM~$6y+vGM}kh<5PIhVFYOL228$wy--(fJ$QegwRNho_oSI_ZFd5m!eSUGpO1(N}smwEnJNtJlFSo`fnoIo>QmQ zY?v2OPA8aF2KZ5_xl{q8;>P?#NK*{TJd4bx{CLyV)t41m%kM=IhbRiJCdKTgr;Jf5 zg%GLF^8PsmP#+w~mv=UYle?Ih%*zE@Lzrg084@R2%0?Z+9s{f!WNwF!@c~gb@f`WX zrbuY#PGs9Wbn!aL(|$zJqzU@L%oFaA6qCJn!vd$lWjz&onr%gB1!q6rc>E9nnZnmES(1nn1{pky}~RegxCts&ZxC0xk-Q zjs`^plEtfbSL6bU6@YirEtIe4lnVAd6$EXKY(J5-%;4#V5Y{*WcQT-@o!+nR`IsX!?7BMcG7vm;VL9Ks1>mo|P<2NWBvqN{YulH& zdNuGBU%4@;8)i_{6M&1rf@X7*qEC!0_3laEkGL5NlIAA@9FLMZ{<@>3b%!8QVj+&x z7(Mk%&)RGRUuNMP@`p_Ww468dT?4TyO&e4G=ed;+#haBLKC)T5fUflp71(C8Y^Ir0iy&;BU zXnV<0>Azk=liwhBYdztMGex0D>akVA-8O-!OoP`6HGc}?&=5njGN~TY>_pV80C`t5 zL1surmN+D067DE*R?b7e@2(P3os9jWA28x7?GD-$@Jil_ni^QjN!L5^lL|lIU5%(% z(;8WV=7$|5L7qR8>{a|29b(*oOZgZRk$P zb)&T)84EkyF9V*WIznRScH=v(Zv=tTTtaAi>eJJ4kW-wNmXe7aFIJUtZvT4@r5?NF~SHlNlE;kcqf_#&^WYKufg~ zQBp43NmD!wtc-m6$jHcujSyt0G%{`|=6rQczS{v51R1$l65Z0$vftU+xw*CgdqfYC z$nzcsP-yWP=JT<;K0E#E2>_&$kR&Zf);{pA5K&77fNOW7;f0@~K+2G*)UAW|u%=|b zB$)~*DFcyr&IodZ2VlKo(WmpiDRka#!`|)*!-@kY3apRMlOfCq8puFkHulgPH&{^> zcnM_4UL?-HV45+;Jl?{zMDR`=(cYgd0RNRVlw6s*Fwgy(cKyBwXc=ya-r$k!fM3@@ zWk?+w8d@iH${IQB1Hk9RA%jB)>Z*KQD~QZ;cbNlfYHBLs!rMqc%%s#*>J7Ux2{`^002nV}^HzTB_ThjQ&JCS; z*V^MY)%v@Bp7=E z)lZ?y%O06gEASd&QBfM&N=iluBA+lfH@`47HN}_4KJYUcrYNfx&Zoda{2r*mTj@KLj({6me_bJC;*;6CKTqQGd|y|1JMwh$A?!3N~yPt zo6R}zu`eB?s%%~fvf)+MC@lMS+#DzlC$|u<6$3wODzK79=TP`pAR7p7Dw?*z{b9Po zGE4>>Y#ybQ)^+<#vjKHb!VQ0Dm4IMw-P_WS#&}}*2y6=u_kQ}-)2CpU6tG=M1Iw;c z0Vydd=*Z}Qc>c3#SGXB`7IT;AGz1%d#l@0x0WlnfC!gv-j72 zM88o&%;l`GRw%>*?#2QVzqSU-xg!NroS*6zR>0il$g;)=(CPF`K;U;qp(t&;O!GTS z;Demk9w~tDI@r%p+JN7!M3IwHDK#~FKZ8s!V7?1j!T9)iP!j?I0^ny>g{f@zLk*o| zi|o>q&SYLDd_pDSn`~LasbEVj1GY&2WF7Ms5+nILfc&yNC*N=7<9ik2NH#mla9%*} zTRX&GYSjEpCTYhN>09rnylkT{-B6Ofm(M( z5Mc@jr~mnE9m?HrVVofuTAW%v-@P2-wMONEH6IjX63Hw}pl53!no?p#A%g``^TVM|AFMa4iJBo^LwhMkqjZ7t2kTFPZ%}0ASYr& zKz#`(yb`6TB^G~Bj9MBSSKM{3>+B&DvmHm#K#BqX=F<5bu{v(a>$jj9&~k1=X_4%YWHP*2u{}&U|SZv z5#sinys`PoR)+!K2Vv@}wQDO;pB;Pa)+Qca-dG5Qhc7oW4A`L#e2t0E7iTiF77->p z03JVFdL=lmqqrnuHxQ>?c>n%AfanXbDmT|Zwrk})9rd`mc@1f)iE+lHMefX3!Uc;X zo;+0MDS?DI7SIeiH3&WI5vqRacd>^ddy?0IC+`B)5}8io3Ch79LMaUBy@)aEJFydv z;#cHrk%ZghxbH(wPxceAY=f)3)aGkKZ zI+=?Lsb({20(%R`9@3Gr)Urjr?qt85H~(I|vteFA%lH50+VG4hJShE^>5(Ix2rfAIfbirG@E|24bfnGa + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/actions/waveform-analysis/data/figures/example_waveforms.png b/actions/waveform-analysis/data/figures/example_waveforms.png new file mode 100644 index 0000000000000000000000000000000000000000..4d0851cab6abdf78dc4eb7e9055c8390f9cb9334 GIT binary patch literal 144863 zcmeFZXH=70)GivgTiGh0hzLki5orR_JE(LJ5b0g%y@lS@Em9MZ-j!a1^j?$_dWS%0 zN~AYwp~G1(y3cpV{dLdpdoo6bks)inYpyw;`OIg|81zC(hUn@YqN^|%j7Uya@+A!R zk1Y&#S^1yK;3ope)LY<>zv0j1)cyf4?|)1J!QZbq$ZEr3Fg-^tm|6WUgPnV;}jgTP@-DByP(7{oAv`DXIAFLg(k_PsC=@WsvU6x!E^mqX;vJ zEVA*dVMjg<#l@T&g*wqs?*INB|5c&>ur)Ln8U*0)*Z&9qeDZYgg8xNUCZ@o) zwzd;7Lp8NqrlzJ>9{lxth4#?k;NXi5bUH8ktE~u=S8CrAo3w}DE4CWR1OHe<?rhA6FOB`Vp>U?mut!x#>$Q8VHq;>o?myn|kN5fBzAk?3z{AT+ z^NX{mr$~1@ zu%>G;cmcuS;^N|XvWtCtZ=Mp=#nC8o`s;(Z$xqKe zzu2$BWNRX;prGKr-%N)nx5hlAVX!vqO`_cJ+3+%687-u&w*#wr@1)a()vnjDreiMs z{!M@Ub4z*&yM}}L{T0Kr1n1C#cwTD_?_clex|iASgNKtjo+WQ=$L{{Y{!gOJvO-T} zVwJLSF}ij^GspA%axxtWiiv!!MEsLC6crT-d?q*1bab(Xz8*=gSW8Z$mOv(Uc0^50 zjaI3dq6j#+m%=6xxgrkzo7T&D7RUTfu>;3z^3 zha*MO`uh5b+hSW0$QFs~qPG|r7$}d#{_OIp-ch8JBri8NXs_|?1nvBq{{C!=*Lo1R z=Zb1Eo3Srd8x2RqT4Vd>2L}g^J-nC}(Y;Ah5XzR@j*0yChz;)rVVNlMKdT85UCj)m zf1#p6V(-zVYc$^-56qI6kdUyCuWX!}_uQDS$1#c@$PvP|Nf?GtCQ7uBu^czRg-%Bld;(62+xOU{PmuL+VwS# z0YKB{ZjqlT(N&_W#NN-8RaI3dfs4vG|Cf>%|B2!w9$25M#nICp$WA&m6BPqfW#CNo z;c)mQyie2?rJO1z+AF+Km!9C*$(-FXqG>oae|WMtLnrLIDv(F{=aKpim~HFcIt$S> z9!+h`f=CM`p!0sbBp|rmLaN*n!={VX^E*45NsSPsJM90ER#mm{Z%sr*l)QW<_-BRW zkioX6kMyb@qZ$sE_gfgn9Q%!*-M{}bS1rkFy;@K{20XZ%VWKsN=rC1fQC@nu=k79@ zy?ZkiR`2X&!w)R|-?L0J*-|%sWKfvJS{H>?*3GdMzxw)C)7v|iU4OP>!Y;(EVLMq+ zHrA)Syqwd#H;E6!QTOXxXm9OeS_oE8x5PxQz_3v)ef!UHpG03^1^mzUk!OL7Dekl3 zw7LMt_a@=WdY(&}<3!OC%Hk)^JbZi=)xN!g3ntFf%-KmdfhXCb`jP~>{~ybMB=$rG zpT%F#EOyYLEWNir6^Zz$;&(JLgVkFZNS6tv;%86aCc1jg^c~y&koxdzT0d%QJWqxnDg^6uSBEf5M868<-%gi z-HM#)I@XsS9x5;5$lvP|T{UixJLNPQ45x7Y*2J_ryF}bnY@sZnsJ4m<4c3n?w$n6K zTh9x%b(u)d%H_+4t40KWOj{pl^g5#$_IX9fLV4qz{N>XPzw5#4Qd1>DbTF8|aik{a zb%{#5saeqt59PWA(TyN>{h9|fjI4u8&W{Wm>UwrJacFbX^?$FBV)Z5}Y;|q0Wz3ha z(Db6E*D|-N?v3 zDsskp{J-rS4w^hqWQG&$!g_esi|sHo*Y0pc^W^PmFn(mDSsEMCBK5jsZKSx1JsI`7 z6(XKPkaAr~%Q2G5<(XE#Yv zUT!-R?=|8kZH~nv}vpX>D!o zjF-8x*+T?+hK;^H8uNd_`WwnBvW%NU)Qi2Rv09bx#$^@M`+Ln2>h&IOBJK;_Rr@FA zt)Fm*rc4YlnLOU9JGxet>!on;aE)~KPLC$Wzp%RUtp<}#7*5(3+B>FFsGVCZIHF#r z<%$ow?fb{4+JY&!!F}UpEOD^Ioh8yDzmpYQf;B4WoAm|&kmjm2pX$)T+@D=-^@YrDcm9iyfkekf%}%je7D_a5R?Z;%p% zA_r0Rq|g5W1q>fEz>504X(|toX_JAa-SnJd)=kelcP#)>{ykf@hGrY zcxcRg43l9QC-h7!h6TX_HHy5%d5-p~$4dmIxSrIiyF^!O-S7Mzt_U1dV_l1;lx4o9 zj;K#kU)8M3J^3r*aM``YNJ&JSlkxujfL)3^(4)wmFt$|rGD=o{oBfv*5WsL|gF+Gi zUY)VPz%k(XiPo8!nJO>B>&3YMxQ9ivYSKCs7IJ~&jiwKwSZj1pS6=MoE5$R+H*aIN z)_bTWWbTr*Q$y;+NBW6-T&I%FOtU*|oJ_fO9-EheqgEZ=7{9TyXA>x+A%5E>+X74dbIw#9I-LP2f$=YAFN7$am57p7_=Hk#U0BQ>YTf#lSKsOT^`(evClkS*%=7T_pi8Q)&#hgWcXC2oY2}+ac)5vWtjrwVo#)L0 zS$S=DA`&4%<;uSvRK1dV{tgU$Geyt>wlNy?zrvY&w!df)HHC2lI4vL|Pqk_c(!MRq zWev-lUs~(DG&rvV@-B2#haH^+UE_l~-s0~OrYeR*z8f{u6%9hJcH^Y=1Us_OIcqg1 zw8*#lL`Weg>!it#L^PA+J{R|(xd<1r|g|l@e^W8u7m6TVBuob=l!$#JZhix{wnMqHfDv;yWNLTy( zutG9nqo%+HIhhNxYH(|KcWx4upTUWH)JC4H5b>4V>00j7s^y4%T%L@P1@a!Wk>mWY zp)|irUpX0&6a?lWlfGNaa{Qt%!1W^J|K`_SjEsllt9kp40hCC-Ln>F)_2q34ywyiBrztt<-rnn|$wjrP3)>ibpH@&7)sNnsMZ-y-)!Ws-T z?_KR$@zKRbN1gji+l`^j?;fIeeq^IN-YEsAc?*9ARx$~8`#LV;#b!(W2=LSntz#3k zZ)p+8ReS}LH=EH!@{pe?4fBn*`gHk{BT)wm8T84{)I#Ag&I;W#J9^Oj7Wpl7u0&RA ze6uq0$_ZM^K>mOP1d|05FiBck#YU8cjZOFRYCu2$A0{{?q!hxCX4OhBdmHy+mL&=q z+mU1WOrq~`pkgp~om1V+Z*2^kBB}*}M4&mNN5{=-hVBj?SHYIMC2_8n#fcs7Pz>Zh zf;?jrM3E46CJ`QRCnO)n%G&zen>B$@Wnnn_NRMvG`1`}PEh(zB>dl`_Ok2bM2=ECK zU43tp_y4-kO>BgD>o~ocq~m9dBUqF;TJzz!3<%8$J%y68fqc!Pg5Jxp@4swx>Uo#` zp&S_Qr(TJ%2_9g)ehxU&BfvoRv1ekZb%%~JpTkM1@HU}_j}BcX8;|{FlOoK~m(u&f z24@E|j6pb*c|qY&R<_0nY7}#~Ya{RU&t93{gu$Fxla*xD5AYerCf#|L$mFS-IGa_N z9u%T-#b~t-vVr%BpWmO9F-PDJ(GLtX*8o~hy##3KbGTy(w?!jpB9yXAUB#C0YqpKQ zK;dv!(ET@f>=8AL)YN*t9J)QO(=^f8-qzT8%^=G8mVbJQou<_B&VgZD@EU6*;;(^^ zc0r7+^DU78x3`+)96QD^=zo22CHNZfcu!<9%f5;Q5LqAfe#pwo8mopcJaxkf+yUgw z8gBc&>5X>$6gwv+@w$eFbhWN)R`8SGM#{HZD^|w_ z?jMmb!)O$Rk`W-u%m&EVhk|^T_2p@;W<&n{b#MI9<_~c{uG6yRK9w1@RA;cZe@kvz zDYB%b57CJ|77^b5$vV* z_0$u=zonQSvdae-u#i^v)%T%N5(T$;ugG_7iD_2}7kp_j(-yV6Ho-{!_2b`r>@jn7=*U)^_)dr2Bqw#PR?Z9eiAO zoYcLc)6XEi!xBPLkDvKmhRS8nv#J10drVJtcT2onv0ShNGf)mP3c&g}bxy{I*OP9M zBdZ@j#M9B`sx3!1QUH&Cr;2?g9{Etwsr!%5Qd@dCn%G zEHu?K*pz^TF+JVg>$PyT`s2;%`TFYX6Bp`UlnWT-=up#pMYn?J3mpnbxp~RM;2R(f z2>q1JFR7aK%j&i$+p#bAfB^i^1xojM3m4D(|;nwUa z3e~LleVMUkgC>4pt=YW3-!?QO_|OeQp~v;uEJ_i%)Z7>7J9YSwhLHpaWS5;c=q}dm zA)%)#TpHDC^pbcqUBYwQUjI&4Wno}IOk0L=#kGkQw-yfa8PZ1G%@0);-S0OKITxfb zZ&7k+kh|I`Ks2cW{nb3lQCb8)W=x>x_v5n6H_1T$Nu`Y^T?OY+Oj2!3|K87h9ndwCY?ep+jhB z7J-B73Q~hObDSxeX-&n5(8eY^I3{s#tul3UJQo5LQIm=)_PalO!~QIv0@bzKj{@hq z&M^t$*^8hNCI*MVQO&pybAxk+=9O2Eo8nq9q2t+KNJuzW|9vx1?xnI?*yC$yGV&Ja zNHWc7q`H1>~?H9l8Vc7j78^n^#<0d84MPK%!r5^ zyiDM{UcDe~X=$mZsY&N>f}gNQ)&eCgXTf_#cP1F*`HLvB+qc`IH4Qv|KffMz*vC!< zsk0wG_#Q};*7r9vx|8XS6b<_4S$TU+%P{{A_dswqw@?)5`60^vNUf{@ql zdwu40+_5x}Z(Rf`7t$KC+vwr1sz%G-nMp`g>fOvAP1UT<;nZA*>GpRMjmIl$);8-e zxuM^&p53xfaF9yka?hjD1ISMdIMhWJ7M9?AR1J$S5I|`id_Y^kamHtlW<-f%d%h{9Ds56ZZe{mau_x)rgbXG#opFp*& z`(i4`Q(@v~o`*MTP6^xG&2A)3SCDB2N2;|(R*DBagiW|OrwK&bjL-pa2 z5gLaRNLE!zmu@Yy93no#&dtqj{;>$48bA3-w-nF1zqk($-ktd&PbxOiDNA0nOYOvY%uv!%tO> zq{rhqJ-%l!wQqB&-UMWeaEVhOV26TwfzC~7n12LanwS!j&9cy%#-<>2+{^aC%4HY3 zKbTb1)^du&v60SDfTJ+bfO_tGxI3Q@p}>!SNr`JtGdX;g0uhu;L)ps5D~+etlO7An z1bX%s7J+;98$O$B_I|>>0=Q6#hV>AR1_~gO9~m9tD>jB9&$>e|gAkc)2c)$FRGm&- z=HJ^-kkTGSG4(mvZp65M$`1>8ssi)oz;Ix@XV3wZ%C`)ru5_bd(;A*E|y2Zdt%Z zeO1LNlA;1%i+*@`ex^@#e|0>q2dX3T1D&tHXn{7oX%|Sj?%;{3Fa}<>bwE`Q0fJVU zM`27%Ox51B7Y^u-*6=+?;maZK^HenE2Bzm%zV_6^vDkC{576aieUI+okXc+%A1!JoB7KxuI3>J^UCiHe}GF_C}2~%U)4MtLN7e1=6 z*NfT}S)i%E68@}L0Zv;)V1 zv1@6%KfZ>f0eGzj?CW0j@m5!QR@TFY{nmsfo_GIE2XIJRTU)mkrOIc{W+mDMTcfHU z;xM2pSyZ#1CQ~FDZ=~}6p7V|_Z0jSaOOV-gdbc8a?NXerg+?D0ga#GSMov9_lHK1w zd1EH|ta*Q;?Lbb(Ln>FcRWQ95!LL|#Up`p=BSPXf1OQP_BaJ&hbpYl}*JtO+o|2bD z9#Zir$hqPyP4S6@f&`@CY%V4=wq!EuQ7_Q!)i8B($U|AJzk}J< z8R@2aimJB9R-5&k+3HB(?9(^Q!`xkN{q%?j!yK{!=JeDt5Wqw1mVd?@-krd^l2hac zH8o-zkLM`FyxlJkUVw!Yo%`?4xdo}l*Y(#AHjT4l<}%7u)Eh)y?Tf-vd};ysJJ{&d z!u5|allIcP)5`!|qS9aN%hcE6gRh~J$f0oLTN|f_vn;e3cAB@L0;WJH<}BBbIPQH* zZIxi93*uL>v#-%BCM(2K)=F$c%38c`0cTT?{Q9KKx@)bYRG8Js{K?0 zpq9@??Y&1AVCWQce)d4&)DvHxGMEs0B`+`UK!5)YP-BG{)O$(+#_&Au@x3giru6rXzPC5C+Db}> z#tVrsW`-rJdl?>szs>Xo-`hZ^VEk=ai=UZW5J%y3`4y#AZ>%U% zwjAMZ)?B()^U1ktUadE*(Kd+=lr?wR1y6SeKs7lS0d+(GvjPUr%Gn3lCPSvm3Ua?IA@u-y*t7$yw9q=s1;o zMhjH>w&r}gFviYQ8w~ma4FVLW`%}RLvqf{tZHW){D9yv-P(MNOV)EV`NK8)>or;H~ zkz!Nnx_!-!@5(F?OXT(vrqFYQE^=^`fRo?~H4f&uUN=>zABM&aT zU_zawvbRAri#Xw?rm`m-a``1$NK|_U4I&AATBCB6R#3GbT_B_$UkGe;Z6CX!GMTP0 zykXh?D(#{!Z{thLi(`GHbEUKE@5RGLo$-DKw1`;5GmoKt)^r(iVe4?+_XqDC@$Hn3 zqk&7C-Xm%57IXB)HWOPQidx?GT*DpYNjXkC7KO34>02!TV}H+KhI+3AY5-0c;g=C2 zTgiM|TiZrEQ9p{^NAn0D3Vq@2D?%=5Dh7d=h7KQq9zEvuJwEP>L=>mazMZXFANE6b zTx10Lo)SBt`H;4&MC<&rAlHEEdZG7&l<8lUvNC8frviqlo7ancAAw98#){Uzvp~Ct zh4>sRP!LU4LxA5?zhIZAx+HZlVD3{6RH?RsE16wbo0;70E9?3u zeP(wuTUu1D^7@_YLKO%%y6gt=b%8Th#~+LEbOqno40@V!Y!-I^Ango+6vr>QyW-#x zN^YxM(0pAu7{dVv_jgjkQanym{y9fCHT3b+G;^TTaF38ds7igC70yLqF%x5}OXAjZ z_Ii*L5BE;xbnF^W4L)aFm$1W)UXAW(;9O{Kt zLQMt^*p?;~ili^83ClG(Q`)J!f--QPP6a42$0sCC@r|-gQGj-*6W2A1RKC?|3d6*` z!rvrB%#2W++s=DeCjDF)cq1`bpW_9%MXMwFl3@_5l6x~}@pjvwZ5K|}ub!bn{7gng z-w?>5kSK9JfrF0>(dWC*rHTz~pCVyqQ!G?D{T7ha{TDVB%2l@Tjli0$nvC>S90=K9 z>+E`AqO052fbRC85LB4%xPMt^5!V`Sl81`%6J6aRy802}tTq?{N!&Pk6E1Vo$t)G0EVI}T3jzJQIb@A1Ons|}I1F4YGI z?o6NoFk7Q4egi5+K_@T+*QBxp0<{jlHL^LfZ5LMBnI*#_gil=xhzY2&AKy6N6r?aI zFe-Qs{z`xLl(J0U^QVPs&^8pm8TMDG{>m#p)Z|T<+P!&`+x=o?Wfd)zDb=i-6a{C zX9H;8@N?E8DzH12@BaO^=d2+_td%CmHD@-~QZB358b;6Ejfh?CCr%KmdBvRaf&FSt zR#!lIRTNwo<>j#G{g5c`2I&zJ36XrS*lD_R+#4jB(5Mt`;M>sUbm@zZ)R)zD**8cP{5a3BjNDgw3 z-Dif~S|=XX%e{W5#1<{znji2yq$p|opvrZ*Hr?KF{@SPNvRB*R_Q!Ck!Drf=FL)~X z7->MCNjA{@5I}7gNZ4x88|{ZlZ|IMtSvaCMS8kJ$OOOBim9laDO@Yn}k|k$6GU9@h z{mD9!BYJ2i81xnfRnjuPczJJ)@V8h?cSGH-GAhtc60mOB*)IaF>h|1McjwV^m9Qai z1RmyCa z?BnIVU_XNdk<9=dxBc8%znfMI++lz?gBaNB*XFyl9P8Jks57KSZ&7;(^lLJIrh4@#a^{%48dUi-wW8C{i=x;IsKOl=wX_1M@mt;GF>N@Ja$zbt zzlf*tvBxfMAi+*ih#27NMQA#=sSDt$Z07yLSkt01Ft94%eB~^Cq^}S;sv(on zRQxHkoT1^Mazpw6^|MQ>h|0s&d$s#46bxek?4glIvNJgDX7Hmiy=P8IqDImg_qSz= z=brh%eU5kD8@6Sic`6iOi-nd109A-NhX9T)00DjB)7mpv=rv_BhBwBks5I?5Iv(Bi z0=Io^@uLq1H2$D@St*uj$JvS5nXEecb40t@^B0YF>g=HV2Jk6zLpS*IRdKN;0ht1z zR(iY67dr02#X}O>63%g4I}MsAmXwslO=pc2Gas4fm~R7aNJu*+UbDNLuq#MHl7IVw zpQf0D^XWn>0WQcz`C-Cm>!-2%?Ub0-_r|>;YI(-%#IUs=3e+Ru+ih zOejmW7XbFtcK!CTzyM*Uz8BiO_fQh({xKHB0;5o|2KAPTlF#PcPZqc7#iLW5Gw4e| z%dcvwC^gKGt%e^o?|fG3hNyauh4*ga(l-knT#iB)oL#v?~|ns zNd=+mWT%?j&OubYRbq!OU5fEUfr|#iqSImrg^m-|hJmV=l@);%EkQvnkxz@DqOE5J zyrY0#^|wF|ooFfn!8Rvc0>r2Gh6wr05;4Zvjfu}lAf(a11pP}yKusG+jfiP56H&F6 zE1U)zy2XSb$oKuSeIHBXdwWn%ni?)g6Na9NoJefuQqm#8SjhvLg+R59LWI2-+L~+gFhp5gzH8*&NIJW1?k9vwK3r#7!wLhJ{P~_O1V@VW6Y{NH-5VJDcrvp9 zSZnwBHcn1F@{;QcRH8@GE&e1vPF&U_-oSodm`N=4jQf0V&X{_<1p-jMJLbrw2#d?# z&p=5qTR<{|%U|$eMp3(2-kKw4pjrCDTh0fyif*L39}g8fY+pN1d&KV`{t^z9AOl~P zLn4lz!z90${3$*@)bt%*;T7N#0^VQ_!gpt~&uBA-A!t5Mg-;Z9$4xtp(*Gg=5C+s8 zKaXRKhhZ?K=};sBE}3Ul*|G+2q&4(A6fUl3Ka!aNaV4V+WxK$13EMr zx=0k~&i)0#_;Oz|uwe^PF@GhLl|J5WJWv)@MiNm={}Qxb zB!!ZDJ05-ShlUu|eb=*t%$U}6?$C*DA1-Q)u?+xyM*&pXdH059E8vYcFwZ>|oLL_M zynn6RXfEOXdQ@{3W$s5&i(i+A(D#=z^v#D)k@+lrihzT)i-D@`F1<4K%>zM!giPPQ z>6~0t*CF-yezg&sAV`_FkgI$U1KKNgRXnVJ3Rd-*S!qPs>psPvAZTwt+%(1LPLI04bx1&Js`0Q^3 zZ7{pwePr(@rLXEFm3OS>3mGfD0P_n><;0JqDn!W8NsFMJu{9YHInoJo1l z2lb(sm&?!n@4Pk=Dj$s*9n*<8`S|oB)J(HMAY{isrY9@-zdK4LyWWfcq9=;-1h+{4oW_|7tTu>QM-cbD^YxRE%V(9fYj}$Zizqjjt7iY@f51oAUMSX@ zd0tM_iElS^emU|7Er^P#Ft1s!YwL)&38)!p9H{-8#&QOJl^;XL`KNaw7ZB3w6k$N;kC8kpd z!1(dy7F{3rw-eB$iH4)r?s{&^1ZkfxHfUcnkyi12ttYrXxZf#g7-kgj4dnD2*VVqxz-OaeVXYT=8= zsn|9wAc=Gge2rkR&U+_xC0+NmqY7dl zo!{)usvH!apND4g@J0%9Wc}kURiI%C*<9n}2t|tes*02x76XO$A;iWIa{nz4EJYIy z`1R$`cHb1eHKV_dry$W#b!CBpOISRb?#$!xgOPjR>!5A|Y$NKDK5kjg9>LMDJ}>Zj zV+^`-Fip5wO72URntafzRhfSuN;eMOD(4`R2SiK-s`|rNNk_R@aOu>bWbn%l`v)Wg zlp018jU+!6DL&XpK19Wh`FR^{zd;y-tu~h^Qv`*>6lV{oE^Xa2ex!?gylhupw!dDmq(GwYslxGoHxV8W|&`V3lZ5N$9KkoWz4Gotq34E}H zgv!Nq{?=}nQu^dx-+L6`uBCpTK^zdEd zCR*oxL;%>LK|smbnd^KI(aprCw~54uo}az9u|9_3OzIrq;S>zlnJxgv#(_fMU?t0kRyVDV%eS#@RRj1z%=f^pXa1mIZy|CG1CY6pJ>X$_|-fKT1vNQBF<}+Kv53E88b$XqOo`ywcs*4`0)>+|Q}fdK;*#n?I^uj@6kE z(jhZtYQC_an_g(!h_#x+r5C;$6nACz)3A;f;0g+soQE2Yk^)kNw=I#&;7zj39&Kx(`iE4h8XMKj)q zy3rUo#3f++?0*h1IQUbuwU-40ce*w;W8_%y+y)z-!KIV|Ll-n;KJ`1^>La?^ajc6K z7g%?iGk4}nxdxjd+X%yu`LJW6endJyTi>i$p)Q`Q)m&~6H0FVC+gy@(I^hBt=*!oB z;JL6H5}ooaCPv&Y!VbT%TdVS1nvtgk4udiF?jpmP|^9Q$}O1>k|=gtnJ zeqK8)5+=4yd$LtF5gi?82`pu~!@rcNUbOV%64L6Zfu>>wtPFeo<};|CV0Q!J1j6pi zdFX%hvyk}cL_`?7I%SaSpIRyRCVjWHcTPvEq{ZDXjpL~}jYEhCF;WTkFCE&E=L;@3 zfp3;1dB(@2#RrAetCljJSL~m`_}%sEw?B8ISL!A{{MW$_-{Yd}T>LEPIT;L=Y+vg4 zSrU0%R?7JM_-XWp!`TC(8)11=`Mbx#Dzb=J{vf4%b8`EBn_4PbF=~_bZf7%Cuk9 zX?3|3@uVcure@KldKZuQz~Lc;EEB3pM6gwytvc*M6XqVMfdBWnX)`G%z*eY!gMS?D>N zfsx7rhWFK`oVJJ(9-D*`UFE)JgAu$hZ0&0K?XApiXCD9XPy3Q{D?NVu$4bymI5cev zboTT)iDvW8-L4TYQ_mzSdYk1?m{3rT!V(5&rDZV*628im-w8p119}p}q_KcL1Xai9|&FR%@-FT?X$QC6@4I zXV9(hUyhA&&kH$bUWrsHIw4RSUSXShFo#I=riBUSM*^QwiPDNg@S2cJMu8oYR$oNX zPy68GvMz-$DD|K07+FC05qLpywQsA0ud#qt{aODY z-V@8>_&0AR|DndpK9_qTJ)wqycaD`^pjK1(B;^N4-@!Xy+<1CTYQC7Q7ggUS*wA6+ zMmBRZqorCUiPO(96nw0ciiO8^N%asH>!)E0FI*D>%RkBg@8L6bdkAgIR&IJoP<@Qj z{qDOVI>ACl__u!Fh5IAIGj-V?mu=hN!kI3^(LN3K0QGF-f)xgLeToMD{cIeaIxr4` zpd`m6XgyI>BX#3=(3K3V{%Pd#`8T;+V5HfCFS$NOeWZ-fz61p6DMM0Piz_+aGSMr7 zPafzPHmK0q?YFz5Fq_MGRo?=4`=m`9*q1_G4RYve#YIjDg7?}cz!~xq@k_a;jTr7! z(fs8$tKWcR-1Zxg=H9;fgpX3INr}{rV?zfe@lKqv_w{SXz67v$mihS{_B`I-;z~I= z!Lh5qHhTl^_#bjHq%!%gh@onL@^DZ!8f+pNv$p?iuZK3DVIqd*7S|asXmG(S*a$)0 z1cRxdjP}IJc@FgZIC=NK2Nbw2ZMAyo_c3#S+59_@r>MwB*VM%;biuW6IV;372{P0- z6+3yb>OUwV6-*2oUDeJWfVWxu4&1M>1IM^~UlOmX4nDvL z)EkRbc;{SD3qL8xUjE=CP2_u!TM)-D{$~D3se%4U%;w~9)vYP)*+W5uu?Q9HzDgax zlKA4bsHkUe^Kt})+s&ik(c!EH{iF)18m1DN=P}Xrl=IwcB{@lT!HW8^?Q~dKdBqo= zi6G{lp9o+0Hogzg^z412a>G;Ypm@kGgD&zLIhz2ovwShE9kC|hnsv2nHnqmx2Lu~C;BH2`|?MH-bKcjc$<8+$2Xis3I5R}BZ@wJ)$EL`Hg^@$ zzbKqy1^g%NJwPGJ*w_DqLLUknG7X@Z7cF0P%d;!^oo@Cy{@ibOOTV;^Qt-#2o4`rG zw#1YB!Jm-T?!Uiagh{kM(^Pz8mL9Jiq*?7Qg6z<4~Gf6W#E%?fT3wKF-Bg@+of=sXnUdsJ(tb@DD!~ zE1&gdMP?h^Pw2Z@W=l3j-z9$wzE39|2}0f_($17-wVlB8Q6u)^XXz;itJm`^^NP=N zKzPeT*j3KMe2m)2ZW{g zE;G9v|8A{;F~L+(U6kI03-Lq=P3lU6Aa19%m#hMeA;Vz5jWS@>SHVIr=%JrxZqba} z&9OD#!+6J%m0DgbUWl~qDyw!18R*96t~u{+YEl5BXgTX88hEZIU8(tU#3bkhlGmf7 z1pHEmY2yf8gS(PTkIOkzxf}4uRdVyV_B6%N4Es@2>{Gkckxthp>7I>OR%#HHE20)) zKhg$fa`;CZYG z=hoHFPjFZIzdaI&uI|lHbocbdpsDo5HR6Q!UTSm)-D*Kx=R1~&4l}Db^Ij=2AkPJ` znH~>=Rc`;zTjlx3e}$x~`=_L+UnC1T(?tm%xSmnxg}P!A>7+?M;8 zeg;GmU!!}3bRT6luc@`ICh+wqgs*?6#b=*iw6|vwsp>L6mse6y({T-65j2&u!9KBZ z_vx9ix>7;W1^>Ai6KNmShvSa90vl_58|tk{A*7*+Kk#kwHek2U={E+*!cpL@9d;`H z`=KxX@x~W$i4dJTC#VIJ`OMms*AgjjY^h8c0O7tY0nE;v-ZR}PMYN_g8pn@U%V(P@SL(ROXE-h51Rs6=EqXp^iv#x_@@=6I-SjF zci@u>+EcWmB^G%G24J-BSn;>x$p5+2&)7~+4EIZ}$hl4F1>`M{OY8Q4sDq4kH<;~_ zK|$K`&GdNa0x5$irMWM_KJ)?q@!gB?JWdK)9?Gg*6Z*iA5pHIaQb@2MRuD#(Xp4bt ze=E3`u>c(7Noanq1K_u8!sEMyx=uo7om2~_NCneYGL$)tZ@7|YvBzcOPEWT&$B4(2 zG;n+vb#mRXo~S#%z9w^qNPdR_i-K#pVxp~PzoB<}F&oS`2*;pm$)D-l?~r}}JV{2b zN8VAi`8E=hUXfg)*Y|qpa@q)>+n;CytQg0T7~mZLLgwS3Q(j%vsXSw?}jdm zmRl9z#Dvni*0C>p#&(Jax=FG40e}2SD45*Wkx_E0@bzg+K3wvrV`X6H3V6$}VKaIW zPB)tNkpUEA&wk&*w*wpSWhMSgZ!fTo<8xy+3~~$ArLekZsrIF256u?Kh_e@W5ZQS$ zN^Tz1X5ibx1D`7fPdkb>L#mky9r z$;>B@KS?p9F4hy#& z9am@ZxL($FzK^OpYQ6oJ)7lbB$`73|L|4<}n`;Tx7j~2&=UH!m-rcW%aihP4#&EH< z$bi$=YQ^Hw#AY?0hRxvGMLYG>iu&LF^Y?7D6HFx=fEJ^ek4|5q`;Si-sbOL9z9Q)7PBp2Q8%?9lmHC2hy1ggn1p_mx5sYJey+#jQ?zHex0=>71#{OZ|VivF(r z>BkB2H)GRS5w(*R4`EF{AhV_AHZv{(>yD$Gv{>%2>@Ln)dK&jkY!RINxf{S7@8*FL z*LpCGSx3EQK1aN5`q1gbbWWjW0dy|QJrD_$)1a#thXtspoZcSsk}KWILV^o^KeM3f z+1I<3{UitTx7qqZsV~jl=r+k9uOQ2ta0T|5p6#Auqrh7B;hbe9E3eqGIOfBxK>{lA zL5XX$1HB3QzxRI&?QgaJ&R6l|ryQ9&S!E|W-y&z&P_sU-)_f`($=CBTvN2a(j2#BE z%g=QNF~&eIXJEK9KM;c} z$|J*|&Xzwqt;na2Ny{?|i|2n@TG^}0)ba`}3L|DaOfC57|Yuxb^QbG)Jz>I5v2g z8NO>JKXOZn2N?cKmm_uZ$N`}ujhNiY)*%EeP{;vpw~{|N@;lXq0#v-q(mgGt`Q}BF zEL5dT>+GS{lRS#14-Q2~cx%u2xIxD$t*s?1Z1tC4b1|>G4{iBU)EuaENfP;P#6SBS zZlHY<@b>ek;^#%Uk#a@@(?{1~Hw;QXmh7x>uMgXv*uVV9(czjbk!Od^&P^4`1q3$> z@WpfH_m2c%3xV!$UOh?O*dKJa^HHb=Rur8Q+!m`ZU)LYuiPt9}f;GJv)&QkGJ)1P2 zt?WyK*A*+2>ZZI_c?TTj->vE)wwAz0rCK`DQK8smkrHiUkz!-GcQ_G4RHL| zLr?(9PFTBIOdiV}S`0l(*UbYyc4Hc((Hol;nAI=(Pd^SX+7EsJaiGt=F~pib^TO0P zdQBeaVZ)PSMkdA*Hn!Nu++`}DT9%AMR(6k|urJf&Av&Geg6{37fPL?$Mi2aAm)PC^ z6(odG3FCW~f4=uN`jv(3F-k3{iMAaHW%Ry z-|GwrfH;Bj`H$loARP(+Z;Ae#agV0fDvu^eMJdiW>MUyH*}K-UMmqz_X_0A0LbeZ8 zTsPnR?{6gYErMgA{byH5J(<5<7pVL5^x${v3{NC5tCvIxmTVJJ*!$of*1?}fWl$}1 zMzuO)Z^jP?>2CGPha$j$_N z-X9`mQegi?Z)(kh?n&JV<)C0oI9}$#(#@leRP%ob@f4CE{y>74c6qw|<`--OzRd`0 zy1y@}p;+1hXD|FVJ9m=bSJUQvAsU;(G?G63{yGp@$*lS~rlrg=Gxm*^iMo8C5)l)g z1qwx-)H?uKGK8kdA@0rYOhuSvtTY^@&oSgEiO(6?3!*FNF_?aCTForq&4CcQ&4E93 z#i=&g5WKw3^Z?_lk1kr^$s8;wGZ75|n#J}P$yrH*hFA%a?M(BWZdVFH_UJ*5qUUec zu}DPr@c<-@0N2Kgl{!3_)DiWW zjW5oks^yOL1Ay7LE7vxOgnMTD^YT6Hy6sENilYtqYCEC&ncKPcFe`}=GK5cL^qdw!B+Gz~< z@etVP8GUd}5=@Fg({u!}qz$Dw0?vo;GiE-&|MQL0+rYZ~BjGzydzOzzDe|)ek6sn< zqfj05Ztto1j2;h=Tqr%Exk)*r01lCK5kh-X$F(MO+8(xAoJVr7G`l!D;>Ab7U)#aU z@f;c}`3ZTnKe98yv%l3lhZQeg?PvQQ^?{UL2G5)|syN|t(TdxlZ?QXlScogy8Cn~r zq2|++mrTQE_jiD{YcQulx7ccEM7$=c6KKbpQGXVnpjPF8tv_?Vx^%-QFV)?$aoV5L1ScvEtz9Yr~=x z7+$01345fS@W4@kh&ybgBvqquNijJ}mHLS2-u4ybkXO+og;n!iwp4wcuSEbwDM2;? ztSaI;`EUIvg!NmcTDtAs^ZOKG{qI!C&|Ql6{+eoUusbs2*-i5?-Q<7P91%5Ge0g|A z-pyKj%C5~$Al*-f;tUZSjfGvSSm5F^ZxK#d-x;*d&!F5Z`&%dJ80X-vF!6oQb-dx< zZW|+BLk5*v<@8%d{HC*_Jp_~RS?OZJZgD{YVs%$`iCY+<$DrCNKu>+H z6^JbS{K*y??xmF==Av#kTaO?r*;Izw&4yRmtO(USh zzkZ39+A1@bP%u?-sxvTtY>~JpNzV&-+C^%-J6i(++sz zpb)Vvv_OS+{jR)@SP|uO*zhCEo%6dmpp=ux4qhPyUGYUo@bx)B|GOWRw{C7ayF=@6cyO2xAHe&3!}% zY}AddYGJuJE}8y#tMErxx-qJ}hW5<%yBjTarrqD0oU0(QX!*ZN^e@5GzDv-P^QS{+yJE|w=XCe?XLV*2B95N6 zzcM5cAyx>#_0{q2?iD+cz>UowusQcJYOw}QPYMQ3leS-HUG$fZvOdJ5p)Q4kcL@cC zG^Y7`HZvopmRYOb>uL%F|KW%?goN2>gcTonJ5KIN@anD zt?x8NYb$m(=h)I7St}9h>s#5mTO8K2YQ*&1!w%s@#OHwXH0d?l#jV$6{0kW<6vC8J zvL-Y^qtJ-3K4KiOXT#wE8gJ@EJP+oT1**p{UsDc8cp7f066NItvEY;*CQi&gA1R#z zgM)H*YV)sYqWZkK7{e@{PIIP}b?qBP21H;XSKQ84<{q^JZKC2FWZS*gk>`WsqC88PK6YKX^mC)Ob`#{6cOX9O)V@ro_ICPSI& zV)chz!~!d{3{JPViNsVq*^8A6--})#WlDIymvK?G2^gprPO!6r7&#vqDc`k_ZOOXW2Mi& zJ?^rWt-ATk_eKw;F@X`kJ&i<^TqZgmO(fGmZ>l@<)+wmrdj7}ECs%0RSWP>Lddou- z!&#`Ph4o<%n7Cioc>wh1(k_LdO*i?KGQf24s zKMm2A6kQI?AlH}p zTd42BA7m&p)h}QcYHLu3w0ipdVAuji9Yt;PD|wC`*0ZGks@Fh^?K& zVN~Nf)FpR=tsWTYHyHZI3CUBmat#u;HXPa7k4PjbpE>Db3U2yq<9LJj9Ldby#<%yL zv(0el@YEZ}PDq%!P(E-?;RXt=pI4k5gd+6you$FXVSnRWMP+S@K>id|e{|LU8Ub36 zi+6ruQ~$>XMpxOtBJ{@Py&)Q(A);TSN0R(zj4d@T==Cc4!wwp>4n054Q!4}W4#DHL zVH9^@NOasE7qPo+1yCBb_(EqxzkkxQ8yb0jQwH}8-{D)}DYfs-Witw=W)cjlT0BlZ zK1Q(nnQIT5sb8L_1UzeobTqz8s3=5OEO-_*5|iI5wN!EI|Le}jZgF@Q={3O5x)h2q z;z-2*mQp4uujjirTnIuLEv)cnjApU$UbLCt6uKL>#F;1m1oR7lW1poXvgm?5a&g!{ z$M)m&Lhw^Xf03L50T{6~snVzH%q zCqr?1f;#~EPGhC=2yJm6Xp1COgkOQqx|+73-uw60FLFklMhUZ%DOi=#zFVsZBfb{H z?l5`+lQm%eZ?SsBLcc>J28WcspabgR+ByO3!rbt+sE4^OGOu2Ih04~4tmG6YCZ*71 zA_$7iBB*Z1`ZFrCK&El22Dl0(<!~K<`i;aD!E#k0N zz@B_%C482awrSon--gA(eow-EnmZ%F%SBf>m!>^%m$GkPuG=9-6+9Rx$+Ae;tE->k zZ%G7ENS%r3?o281xN-3bjm=lzm?`GY&he&O`5?ZR)C=clA+RG(fT#O6JUjD+^4%nn znxOsFbpl}e4^d!UItH#!7I(^Y$VZ$bsg(s9e5$+|KpEjXUpEh_7qvoM@-ekn#)rJR zF~l8cV_dN_Xmi2M`2izXfVh!Jvz{`i3VCZ)M$>(y6hQ*c66|i@fXEgjKt+e}0}T+| zgkBd+6TrI?x?zOoyYLCg4|07n2YLOXqEt#AE_AT7rmC1sDh(F(Y^nYM@E`eX@QGZp zv(47Na(}A7CDubnu~+a1o{|$YZVV{CrtXlsalQMGB1d)WbHw%QeW?aV*i8nU2pm+4 z2PTuDd%&5rB+WdR;3JpcfsgnIj~xbiAlU931uz-Mddt|2=jr538`A~LlZZ)Pr`VZ2|>Fe5?xA!4Tvm30e6i~kgoZR>}9UjLs?;NI>PLZp>0yu!xe(CMzr zcUyf}E4wLjUkqxdj-uNT*?%Bt<;i^rLFZlly2CDq_ST_=;G^%S1Zis@RL1M9sRAVi z=W;vi(?D@>MBJi_Sn*Ft*Tz4_D4#bhyXVc^c0s-x>Q8;=Olx}HvIQPO=y{4z6I)dx z5JBa&o6M>@JVA2D)nAjGF663$XC@|)_-_Ru0^a@(n!IFJ*`s&MQ9q;Xhe^H?AL3j@a{UeA`@J^N+@C zR~4>d<-cY|OAq{YSR@mcw!afHCqYi|Bp8vSjct)5QW@a;%=-uP!R$D6f71|JKu7@m z6U7twy|eN6x)Wu|(&AxXw!j6aBJCEnEWc*+2?~()IJA3YBKL7ERW8FJWW z)DbR8QQMnQjh&5`Sy_t-uoFYUU5)_tyrGfC^^OJ3$MkFF(-5Ib zf1}@A!png%Aw@1lBdsnIs{NSxXtR<{aVDlFO; zy2g+=Cy{nrNYtc@ELjYv)un_Lt-MHr^%6yX_<%?Q2{`tCbYuovZxvtCm3$NMF-G zNlnVy*yoP`G@y~a^fQ4PmxS0uIK6nqvZ}@N41LO&`ym~n1$-QJ8TzbW)BJOQ1xpJ4 zkm&z@h?eGv`1U%}Sc$^Dy;6!+icy14kG@-l0&Txd2R&tre%sCQ!L9dGf0ZSN6e^VU zrv-9KTx&~_R{mG`onSDhAYR$ed`*~xVrMvSoqAqleseOtP7!EIaHTV@=0j(6Dt3VG zlTc7+wWRqY1Pu5=`*?&uw_GeR-YrP^&+Sq(yxB9EIMK^d)Coa8%OtN?|6@WYRL^?J z01$k52;T+(58X9mgXA=Z4pO74j=HeL;XELtf0E2X;mUChlIP1JlL_PE|Dj2sBWukJ z<`}LiN8W7ZOK-hoKx=pt*~}(dC;%o-34Mkp@?c(}&YgFgyF+EbGkZQ4m3~8LSv4Ys z0_(D$Y`V$*cvp*5TQPb{C&EG}4LX#CaCF~QSS~4{OZG@uafN^;*`W$W(BzFl2moVI zqlLdg9Q{8|&#Uk9ia$(i{k~rI?ASPJK8pehr^>qE`{6Pa;_cw>HGKb6gd#81%C;yldB04V zERDb22AvVXTymSBDcFyBOU1vZo!SK5;36GFB#LyY^k!@bg`ZXvBoX0|Fi{ zURs_e#Dc8kVkRm5DfYeIU%ya@p7I(UWg0Rm<(N5rsSJ*_CkBR4CbJ0=|3 zg4vq)%gft;K$7LV$IA)e&=R_OI5AU|!UeJ}rXo!AAJUOAC6Hs>HJP3s1XXw2mXvl= zwzP}3@!j(%)FQo|gd&_r7m6eqL2m7)S*!M+;Xec4a`&6L( z@FZtxwsCW5YIKD`=@L2W5+_hcpn+>OG@el7rV__&6ag^{Scs+%)bnP#&3gLIph!q8 zrT<$e1Y*hDmDmTO>>i!Q26Poi?u%Umigl_a51o`gN(mMqR`gjJp%J)0@B7I{bKB*( zOl=mUpXTRzDC(@BEg`(UJ*hY&Z)N^0RwDC3w!ET%QN7+E)T?kvWX*_k4Q>2KqYj=O zU@?g1a2^mP2w@oZdasywQP;U?BOJ&-Sb;)moCLV%^+rlgqW_K2k%s8`Q<_VcK}ps09Kvq}Urn!O94U$#mM#cKBzqB%qLl<76CuGJG04c?Hj`=#1^E?Xa?E>RG0c6? zronuBAyJ|Xee;*B#s5_K+`(5`BUUsrA!qx)lDk0F4)o6S2waF&$wu^M93AZEQop@4rM5P8i_c{ z{=L!F#=amw`BC&AWQqc$x}yw+euDA$OI1QS51G`H;HHCm>uFRBp@F*E;2Iuu1#%#h zvDu4ZF?H*cBpLe8<&{4m{GCJujd)}sP)%N+dg*JDA=#uW4kaKs1F5#~*{b;TDNlLZ z&jiuA7Y!oo9rv-9Fv~wH+L)y(OJa5lG*p#+D*#5m zT#%>EF||yxal5*Wz1&~|Sj8S#2*Fa9JVGWyAOrB(86>P|3dFgxe3XhX1~qy~dPmz1 zTrl$LLnKY(87cMYvw5!^@6*vYNqOA9+KB_HvG02+#vRlPX-w)~T`ZS%H;oEN!Jr9m za4%Nk!@XYr-rbjbkMx~y{N=`~!Ru9Lbf}t=rCre($dP1P|8|xw$f$gxKO@sQU--|_ zDLEl2p~RU5?w}DbZ*cyTGpWk8gu}JQD@%WFkP<`>+N8IbUtMn>eblcux-)|1 zhybtsPkb0&2QgkHA_w*T62sm#1qsVMS8+Mdzd7U@pz-2b{l8K~ZT8bvz4#c}_p z)e)_&#&uDO+~)dD5dMd$eW`Uz_RW&^dkM#DC;R&n;h@%`P)iek@855YaX~x`m=%!m zZn>B(@gazcP`K=$Myw;3mWEZ-k)-;^5JeRDp^M>Q5y+!d){lL~AbpF$)kf#=PtoJx zYR$%>S=%Yxa3eqpj?RIN)6<-3VR4@=EF#Dhftyci{pv6H3ofYg*6m3QD_;a{8IA)V zN~erd(*GB`>JS)Vtc>*2(n9mfBI*+LLJ?ns?X*(#e}%gbDgh9+;bYbQI8lNky$-o@ z)rFB8(RMGetthCLAL$?%NfHPYarSiDxd{ooiuasAiZPhq3w8B)wReff|CrpnNc6Y* z*7;q8yvyKI$v(sn6Hs@9k&H)x_`IL3n?PtjMGR$FGrO^pw%_(e6GE(q?9BwBLg)>-Ue|?mTck6ihG2)U*ZQ{(5?x+8mPH(W zSAA$^+i)FO>lEpXyh2e38td~EX-R-1tH4>bKh!p6vV=PmjfKGYY|h7yN`}4<=x<(< zEkqmCfvyMyNdajd>nZ>1U!nAFLWV)9Zu1L{@T?lOJZt+BvI2UX$-=Sh%7P(qiNYO>)1NCDP3}NoP9pX5e4D9^MmFM+DeN&usEOKb9r$foAsU z8UB?2!?E=Q-^y#2YU@F#kKD)5Q;}9Lfv8CC$d=k4^Ag zL7`Xz=zyb9#s8ekqmHx7E!nqh;hIgBDax555;i+~QZ$Rz3JDm?tkxj5OHqJg4^R22 zD9g^@p*MoO8EN>Azb^8FB<3}MgC-JEn8xAw{)b?fxmM<2v5dlk7DORKP;Q{gmjN2%8O6*+vk-4~Y25i<3&3lv>QV)hz{ zn3e9lmA?O^KhDX1Al_iOUn?0=l9lztRK49S=Fyr3gAb%A|dK#XdFoS<@TZ=Xi6Odm@Nr8 zkF53m;D0io`bYWL?AQP@&`yM}3iFV|jbBswW;#MK{2j?$U&{i_aMGdP{$-_cc&nU; zV;P99n9#!mD^0qJ*m|-{$z0~bt~TbLD-kzqc@Mz@3nFXD4!0{XgbD_dq$E#VrqZWR#^b@FcUIb>vIN%i*jA}dNsO3FJp zlvX;fcJb-9%Y<>pRZ6k!*g1&#i9m)C)00dTl+lWmj0^o(Xnwg z_8xZn&Oe7U&BcgAw_8IlF)|zOuR^!$;>0G0lnT^g+bEiWzlGe8K`<1W;NYOVE~5h} zYh{61w>bZRmChUE~^84~xQzkMZiTB(t$br$SfOZJ{P z=+nK$$0?z#&w2ZnURMVwb4kLn5Q&rB?pl*~MvH~kskKEOY$)(0#!a$^#4 z^RL0HF4dLO^^Cn7+0PMKg(>kl_QAYj9nEZC4#UwCaFa=#d|*up;jx8J{NZoWb=hd= z;?S!18JMK9{38F+(D!IWHQ* z6PxhQ(PDl#6IFHGl@p(5gvT8BxjJJ{kyyl=pvzuVocHYf#~T!I5hht#Q+>rnOv9m& zQf|}Y{dqcYH$->Z>Oc7zAI7CLTXak3W-CQ6=4}Du)yeiQ={R=X*_%_TZ&zqPf`}FA z#P7DYMD|RQV1I)5U8*u{ zs3$ge1Gf3ckXAth!meHtfgkGA(jqnDG~usNU5+2CKWq{@Ohilv+#vU`V5HD>%L45@ z6`r@h5tMRII${>yIqrtRkm#Ll)OSs|+T%#PU!gG39v74a@;hiN1H%bBs)*F@z6)gA z>Gfew2F3PA3%5imf>WEvQUEU_Y^+BfVKe)Jt|a7C$sJYXaW6lDi5Fwcuc}O?@vGm( z@sLCrFR`-)!FT*eAxd%jIb6P{uqYRS`HQy9`tWS(ZnK=nmCF=d;1G5b{#;oZ89#et z|NPM#vBSv>6&VF)^Ps*f0-&$NPsaEe*4BAc&TIZUGPn<+RRb>46%H2bhJ3(KxJog= zWg45;EDB6;MFLvb{x1I>w;Nm zjw-@+0^NW_f1;aghJG;9z^YRyG&(xVEWbttE3g%N{ee~nhgqL71gL0M{r50BGfCvl zsaua`VDMxQO(1`_MhW`zg;VzM-%|E{6$_*i*lg7~RIsewNrRblDZSaMW-wF2Wu<0| z-LUOuoXdQs_x{a$_wMaZJ@m|k7qeB2Np5#vFdmZ=D5|1pMXp^EI)2B#c4cI~#EBIn z+5lrjZrkhnpHYzx)A@Igkp@&jbuikybz&9DLe!HykELBiWu`*%1{)O6INg$q+>MR~ zlX`sTR2I<3hihSmLfY4!i%!P;>ZBVwZu0Nmy*qv2)EfD)KjCmQU1eVr z<#QEKL)Jw8_R&Dq3U}tb>(RtY)FAIL-}x%(6&c~Tsb_ukR^;5X! zng2i+zv{Yd$BSS6L9+1eG_{hA&HCAVE~nKO2Qap=|J@Dko2#~gg1g2Nd6JN!y4bM% zq^oQ&mZC4lvNjVQf>)EB`QRxHGX;?R&_7V1Pvo%-BROj>Qn7E0UlBGY3mTOBVf&uE z)$A|(LQNbsq*^be%*S zAZE{2?N*IqrQx$@epH_O)^VP-M*(9n`eSY?Qb#a#A)3Wi|XO=maY`&z28qZ@WId>Bz^G_}NuJ9)%Vwv3^l|dJ@z@v>vw9+*U_$QFwWkhH8iRpr*h;N9KWPtn!PXg z>U=~ByGruFohsM&Q)Ghqa@SIOBW6CkLm9X^^~wN&-?pVl$Vc&&$38&w%sv`nJ>*QS zk9Vr6h-08&#Q*HBh%Vc)FLBXWdH_#L4ETVE58m@WJHTQMGi&0Z3m>%d$Z2)l%S_?8 z%q|ONqS5~t_92XK{5+`z`RN!Iww)r367@S>S}%asaYfB`Aak`jovZX@Jj)4GT9jH~ z$fxB}exf6$sw#XaTzanlbd5f7zLiM2chQ71Bs{W5=1tKlGNe-dG90w{jbI zrOmj(ow^69DQQYu4?HBOmt!C1W6d0S0BW&Ba~|sc{{GGbyS~28Za3Tc*}$KYN1>vk zVkxU3W#05iKP)*pIXw7swROkIlP5i}0hByfieUrk1O#PfHhEi(r^m`_4A@Cf$1}4z zSxnyG@0VI}Q?@+#;xTkeh9c4A;5RYv&~x3pjI6ZsfWe5*5jfqqSJHoEww}^TsiNyp z($LC+0MRpz!Ht#HCW=RN^me(h3DF%#d36fIE%^j&I*fAJ6G-5-H|=DjlZ#*6GGF`C zAc8f6*Eo+{H-9aU*ZN1rFCXdJ>+9=3FG9Ud__!OFzn$Tv@2nYU(I2snfmZof>I7_4 zivJlSy{A%W`#0pKF-+KRnL97H(i;mq=B?B8v{;dbI_h!z*S14A)&uegw)$lSS!3}j z*^#vdcMY2t6>fqFNFYWL84m>&!zpWv9jOw5GzoUPehak)E30Wh|XXn3qDkSUa1gc(;54FovRUL-mf*5R2ngU z&^9Hfz#GcBsF!3Ssy8H-G3dGI<)F089x`Q9&Yr8fs`CWaKf~2r&>SuA^f8ZYUx4RU z;z6&3qGqVaQ7`r8X7miSX8xV6UgAOMhdVIF{eqLnkV*PU0o#Eux*k~g3Qo&W%FQ;# zYsLp3uroNw&2J*E8K0CgH8l>*C3?~5?B1bbV_sNLEzrAHyu7Lk8#7+@=~LlvE8a<2 zR<8ClN2)3!(ZQ5pc&&7G8Dq|sj(={o_;BHbM=qO@ zlusJ5*ROaI1;%B4jnHffU`sS4#m~8wy-Z|?OG5OV1 zw+7#9BF#KDlRf|@XSS+g%&JK9u}h zTn+6Wi7>j&LdvMn@-cf7U-*~ts#~pP@K7~ItZ+94uadAi3U_Hih9#r-EXjhxwdl}( zmcxce%OTSCu@0458d<_fvT~}K+T3}#TaaiX+Wm^?^nN^kaS&Jdi%P&{TY!<7xrAx! zC1j?#oT83(*IJJQ7iP`U98oeD(Co6-aN{7pYQ#b&>QSmF8SvS~j2e+7<@LtXn!{s? z+3CG-F>{}UbV2?Kj+6;2{DL-`QzK^BE+?mPo$^HAyh*Ro-gRUjv4aRV2ztaHzdONX zx)#}16e9R=%QmtZX%%AFJa=um92c>0;%7KejVRddruj!iTn~=~SH`xtmoV|s(KW58 z-)F~2bi*9;+ulEp$`@f!x-`s1!St8ZXy?NOw?vpty>rlZO;s!L?TK0m)M_2=bw9=a zy9p*nv{@q@jaJD4K>GSrpj>m;C^ilr!=|LA&BHhm z-qeNTK5nw!imJqwaP8iePf!Vb6mCHVr3{%a&|&VTb`|TEZRXM2Jk|6xQ}OUhBd%f| zt*ck-sM0|HyWz*iUk#`qcXyR$d0v?qYz`!GDdkRnoBST(*JF zI*shDudlDyj0$wrU%ouSpP!dk%Cx8S%XOuOoZUERY$I2*Y~GhKuQNTt!$qNL(_v{S z6)BS}tJmI-VY&aI6@ZFMS!BX5`2-wOT+-FcYUhVdHB31?Aw;f2;~C<{{Do&jF9duK zVjrYG+URD&f@i(YMUazb!$lf(*1VfCbJl4DvO?mI6}O#3ex{34i@CiV{g z!!-v(=X+t)NPd3Zp#~U;vYA=7si|qP)*`84$>moJRx+|2IORYq$ zeg-l>A1W!BCm}sEFNx5|Uos@Jwc34-4-L30<861YtkZ`%5 zCJIfo>NN#YlQ_kHG9G#Jpp0*oX#KefykxMrXbzK*<+jE=>qgzT&~*vJ1^V6&ivx); zHK!2GbN1}nXgn^^S;V+1NkB((K4lLZHM3i58bga`AZGO`Oj zIDCK1J%21!J;lRauy`Coiko0&Qn5xwO>PXW&q^Pp(ksxHz`5EA0g~;Mm+!cbX4{tX z|4EiMmg^}gPH|jr>EcQ6`HKtRQtP_a1?U!{zp1v|k_i=ru=p7#H)L#lhTn$w&bLbI zF1ktwV1*0@mo8IN=QmNgKFhD&&3b=46;XW%wW@XiM~o!4XqaYzjGB*Rn|Ao z$vb{&$22=v$3GJHWJ9^~r?)$g~DbwH&YOEbGiFLy@Ko&jCyX%ZL@)klL~{(QPYU2HtgbOm>C$ zaUJi12wblJh3sJE4;_<6qpjHu_m5L}X98k&^OhYe{=MdOJU$_#Ac;n{=h79^P|j&= zLjFbvpIngB^*3!XlM|r;`I6%34TC&9=O+y-D(%x zJwAvGcG@MqeR4w*FT2GgSPTA3Jyc7c4|J?vBd4>JTzj-L$rb|ql8Fs3?*RtP%PUpk zkAmIaK*EAJO`d8_>#m9Ox6XmS3?U0QWs-++*`g)h|9+@+x@Yvn#z_w+!>JVFbhg!p zM<2+gp25hQuEoJ3`&Q<%jFgo6?i{S(-m{qm&svy}RHq(Ibh}VXaP`Vlp4`2?-C>o8 zyskri_D{#YsN{Z-q%e6lbmkr;v%4xOpC<9nB~C{QH0o>eYtc$9qlENeG-Jihp4xP` zJ!;o$H*KpFf|iO>g`%SetLDn0lMZII)5YW}%B!R87njzZ`6r?5Ip(q4T_tioJ-Uyj zr9To#y51~hx_xsSn?hQd=oBF7Oo2+4l9N-FlJbRsrKGN&iLP=mf#cVxb}Goq+84TS zfx+}1Y>njuA#DsZ^zN)Jpl%l%RIu5rV4F3Nnl8%H+*OmUaYT=aM0iHuP=NScDCc8I z6_4o2pd6}}=N_M>1ibBwI8TJ6V8qK7j78rC=dA7MU%PS52%+~-N6d7rnp?8fqSVXL z`DLYbbb$}qwd*gWv=66omDObfkiaJg_j@bjV17w(7Fh8Uaq-jqWkn`GT6&r2e#~r` zOt(eR0b^A)f>gJksSjqwfyCKO-|+LhVDR!~2B5Oa@z>{jdU{e|kl7qOLw{kQdJU>d zdQMIi#}Ru~?;}lUy-M%uWHjtWW)0%Z?^;5sy_7MKc`WL{Z}QlzRy2iXPj`>0v#cI~ z-^Y^Aw2HfJLX_Q88oOiH^=L7l3V#ynq+j|Wgz9krVI(dU`SWynMDf2WZ+tgAkT6*i z5m=o{=FOgY3FW84y@tb$B6ld`#nP#DFSW=}&}Fro!icpocF)6ouY|eLnkt0p9&uU7 z9UJ_zhW_*C&*l&6!{^j)tFOfT$*-*zZ&7q%0 z(Qx6{C~on=RLagI4uI5LsoY8@l9#fZb|ayr{VKGuDMP`^%6beN6O-$zzxSj+Ah2xZ zj*EdoDl)ywD}f9WI%s?B@i6ocO%@dux9jmNY zTv68OsIt`8SSW+IDivtC0VJmYNVeY{eiamoegQey%r+)Koxh!^yD%iY@$Xx?xsEVm z@YLs*CVacLywTZwO=EcgqpDhYOo(&+qsyl3+xPdWa(T)FBEz6bnu8Ncm64Ub=%lS< zIYP8SiXL7nwQSm^KH3)V?b-GWiUGQ23@92Y8JVT$vUYaGU{A@xG~&Al&)nT>raR(> z6Dd(~Z}^6CKkn(gVBf&!S~f3iz>{2;cAhTqFM^pIuD7s^WS=TG;JKuYGVK_oH9iKSZ(am(Xg#mP|6 z)6+*7obHCG>^SO7H*Q4bJbBrEuKV77XV~=J{G;86_n?M5Xxrb}h$=lco)SA^mes{Y z=4&QZvUUc?i8`T*Bn`diG;wk3RhB`i~yd35Vr_UjF4v`--@TJ z6(d{_a1N7nNU6-?iFExGly)=PHVZ}C{a z>0>@__Jn9G#Z@Lte2xw~XT!iawmU5v&6!g&>lH;$5yGB&I$Iv%!sEg6{es3FL2BC5STiRkn^|KpUn%3@SGiNTrZ^>>CilldfoEV0YF`udD7Uphmy zfMR3S-(T5=UQY~+^kiy2bxA!bR(^N%bF2Rp_~1I&{5piEN>ic*`EKK(Gs=S_x$yRs zT-N=}Qo(dmcymXior-OXS<&TL$dBJFgkKn7%^S;Gwl#?072-C^7mhsXi)tIzHRZqM zD)&C_m881G5VlVqw(mV|P6=qIgLrBloBF~<;r`{m+!%ujIt2}l`7QJ9)!)a`b?tiI zo+aInFDWfG#l{On7!dg|=~u?(Ez_TDT#tyz3Bt~>MV!8EQ^F4KpM2XrdnQNxELtp@ z6LAP8-Y-280jqZp_5y(lNj&Kb6g1w7jQOcx<{YK)J|tMRCL?y&l{_`x#E`%Pns0oSNP} zaEF##iD3gT5!Das%meQqiOmAEb89An#?Q)dOApe~oRm8nMS^vz`ECcQ$ddzz$Ljh6 zLjX+whHI(kkq7)V4$S6~*_iep=)Kk%&CT`I;v=J?$X54(ypEWL?E<dU=sjr#f(jZqIx%08YYA(*Dw2 zSnRgk2knfZ8mdB?#?S(VOuNsL1wgdb=0o62QE=W<%c0PYOV zBtW|lCeH@X*wd<{Kr=WKP}3Ao+|!TgPg|u_$eUYyu$@7RB7_5dQ6pbL!|pirBf8Jl zm(pecew~>yrl*=Y-)wqj%eeiUJ-asuE`5!Mo{y&y=l5qrseeMi7J4QgSjvmu?};g{ zZ?=Vo2aS8yIV*>k(1bBEFdPR0!0j7qyk`?Tn~k$++mF*2R!Glp<)mmneyIYmdqQz= z*z(bgz}r*Mx9Iki8y2?85h&Is&h0ze2~T0Gk_*CpTY}O^_^!2h)53dPZT=qZNT!7( z8adIHg~0ha4(wbaR2NjDW<M2keb`ow1$Dg>njzsgHe!PBCz!E4$4=nAoPnR~U6}z%kAJ!RFIj)r24K+q{m>rLYS*#<4 z=J4Rm?Rz?ew1eSZF9Gd5yxS^`yH>3_}Q?%-iI}TBU8o0L!t}zGc!f_#poIPFVjJUuu*6{wCyb! zO1mR4Txp*ToI7=K4s-`k#NKDc3>AMiC}{$kX+Pe%Mw?ly9AX@txj}2hj=%~oJuoCB z1c`Aw9djJL60$L6GT9eTc|Iof>iAKg;$P1WL70euRkEk>PR!U3b{|PTMHSwWRIJ>q zbA;e4{Bkbhm-3cur6^bIU-yQm4TEUes_jW!)*CbSg$-8(ZP`JAvK#`w%)^e^|55*e zG(2Q|#Ig`FGgP<_jnzGOT6KVqn(viP7V{@Qr=j9{BAWNV1IGiwgom>g2*847?0$S8 z1=oYwC=_p?;9O03Xb|SE85taNv7)qMb~J?s6ING13T9OlclG^|?+qqzwf#>WK1TZD zwxu9R+T_4X|DU%k2>3Sf+nklD2A1B%ZHR_EeBtO_>+_jVIY?$u`#3IaEgXGb-~E~m zb4X{OA=^4IpoVr^gR|CgUE&B23$x=k0#7+cr>q6-%3B??8LwX-k8>C@@xVF)NdmME zS4I>wGqcOzK_eoM>7t)zR?V%2@AJ)O0>t+11GmC0x~`tSMw5s@E-64nO)1 z)IrIdRD&rK?S|w!z*(Iiu9*e{nEkZ5%?@=W?ZF?vBPG)ueD>AcKTwLKI8}J;%#FC1 z{7A4X{&w^+7GA`^&W>^W(W|P%?EPac&Zxb;y>f54YHH1C$o&ASvk~{L5s!4G@(~NP z%UtSGtp|(y(cTz|)8T-A;N1APHzKW7M~8bvoDCOl@hbgzPkdejN=g$qkHi9|Gz<`t zLs>4ZY`^HOZJt&zVMUr!r|&ZI_U%5LH5r=y^mGsIU+8fV-Y%J$hWG{aE{Ed~O>{R+ zwI}E1Hor!(=LZWNr*!SnZ6l~fhtW^~mnND_Q0)F)%7#J`yRtLio6P~!OC8X|3wTqQ z=R8zln?8p91rh=&X=$^5{F|lfjSfX1RrljnRaF<#g$^=7p28Q4|9<}AY;M^o@wx3N zz&I5@cu+xcL8-^c4*Xs+Gpf@=;1D3<~xnK)c)n#ThC%sf7Me~wa#4%#3p0^GIwLn8_o5~Y}n<@ zm5#;w-A4- zMqMUkfMZ8nFt!7G7pA*aZ0 zI?AY&kqA}W-s2mVOnhxfy<%A6y4O!#Jpm~_m)BEdXQ;qWvs%sm6-IZV0TJc4yDaJZ zjgzNsECsF?2(J>iE#`}-3uZtmbU%`&nvS8=Ww`hS)~M3{H`9Ur#+ZNZ?Gq@FZWpgH z*SO%jO~)a~2U9PTb06G9+9u;52`8BckU@+A+? z`8tSEG;6f@UPYz|N<^}Rgn6xU@RhERs6w~;qh zi}T3sDyZTgY1ZKO<**lTFvnkauXcT9fo4(6$2g0YwA(vGo&-azCWB0IuzCM z*fIEe_6nlT0yRNC)I??=QX=Ox|MZBBZE9mjNn1OQn1XY5B2cLBPs7J4U=%jyVQ%&L z@`wgmHp8~(^76qdd0KN@Y*c~bo(Bs$_}zv4>@Q!QE2cf`3c4ez^!)kf`uZmvoSa#p z76TeYqd@Q7^@jj$T({y`_@Kf?q*R4PMQ?TzPJ9lv6|dr8aD1zBOH1FmZ~l!L-ttGj zvL9pPIuj~5vEv^I4qZG>1g`~OTxL?#K3b*9HXi~>fO1#ontd>xK6t2JvL2yHcANiN z%H-T3+sglA>MMY%+`hMuqNrEFB%};N8j%ttRJyxU>F!QZK|w&eLAtveMLkj{=9yq+Ti{8O6A0V+A!@lIN~^5J~H}0m|3<<>$wg(xgF_ zK^opJX>f;MPciT1r*OR)-5xK;m|{uz2~0ATlyUCajVREf^lPUJ68Sv2+~R%Hm>bi<&$1BSu=<8 zpWg1!dd<$xE?o8Ae{E-P&(sCC*t2Z|4NONvQ$F1+BPP}d(wKZY#Z2N3Noi>e@(bu3 z&|(ngj7@g+sM~440NcO-ALLZjNW%eAQS(%pTSf}i2uHQqXUj3juAX$0&MeNne60_u z)ia$`Lk7=cQR=%ZCGsV;7R|zLzY@6PCOlIS)TQ9hQO>zku)4k!b-rx7C-|z;^vh#O zVCiF?qeW1Nx?=kD#2N1nKkvdY|9bt__OCz|`g`|yDdO7O+m~zRlhCVG(}fEQCS7*W zHG~l7CYdH0Qpt#e(vpd8n-Ag$tH|*P4CWx`3Oj$d9;2+;L?Rq^L(!FzZXyQ!CVe3F z5hZu1p8AG_s|N+8dbs;T*g%3pt%egu=iUjae|A+iw&1fm&MNZ*+9l29o!`68+gs<^ zwyT(||4iV)#s{b|UnL}vAuKd#8p}XG^TeZJa8T*^H&;`?qAXuVb#?V!C6i$E;-IY8 z=FJ8OSI?4bL&L+S(@bG2mWkFq7O7pRWTIgxqKE>=2BJtcB0Nl$o42W%D~3NV9gZz$3n2dCcmnx zDXVtqk1p%Lk|mb#2|U&{)0!gI9$fdBqjoN$XAW1~z9v3zWG^+%XHjU9Ap&`%kx6TV}H@Dv3nWnmy$ z0KQ2>rBoqnKDe*-m{|@edZ*~~sAlmL(=_tbv@~Tkwd^lnp4UlUx+E_zPr~O`4vu5# zOoy_OXqyY_pRTOGmz?iuuO1dfP&8N}XgY@aksJy<@1-c?W)fGNTD2+InnW#Z$ZmPA zuWu|{`NA-9$5LEGp4Xx$mN)veCH_vl&rz^ws60t=yQ;wYU$5a7`!c?DUu_F1`(yJ@ z%!}SBxQ6&2TRsatLp@z6wb}-!yT{DLFD+Ph0V0e}sRD)dep3ainWsV-XmC9~iT%!X zYom3C#b8PiyDyl|0gTyhIdMnafai^?QD7i?H3?rWCLjGaMjGTr_up^-pEzJCa;#;| z&ev?Yf7Q)lbSCb2u0_MyObt zPdB@rvf8b!Q4N*vfyyAe5JcmmJ}E*U@XfE({L>p!VNrxd50S2Rd48iA zFHz8gN_u5V3OXKtr#ltA56D&pRPr0zcS$>V8kR3&BQR3+ocN=E4!-eye(W}uhDcEY z9AjOLj3j`tJ+?XytUX3Q*%_S@Hrwbc#z$SmW4DB>>?%gG)q)mz#>9r8hmn&~(T@Zf z1yDel-4d6ONHe8OK%hkW0J$MdarZAA#M%aC*TO#-A|5zRNJ@~0s7oI7#HMvjKIlyO zrZMhZp7NZ<``CE0Rxgu(ggbd2)WhTbumfjdTdF|JbfX*=-x2EVH_;k6d9a0DpMc<| zp(}oVI9IbATBQFvCHK$tR&?qdHA9erVJ#awmHS65Y`OcfyjtnlWfsrPV95fnhs4C0 z`nd)p$7MmY5rif8=i;RbL~OsMh@ZcSbr4k67YJsMP5EqoPa=X7NRm}`>7UGZ%T0bx z^*WA!d9n?4Yekh?GGd}Um*Qaiz{eT_y0G$8gGiw2f2I_U9cJRuSPJ>opV9s>8?o}q zbjF*kkS`S^XdAB0%Oi`yrfK)9oe(uKw>1Ptg+QSC`%von&hgejmK>WIitiAfOBC>HIVBP1LE} z$m*3EGG#zBamp(V zKWj@3DzG9I)SJp$GdAn_VhU=zS-fwoVTvFGAYA9FA~Ae~<(99V`3L!yfaY6xKxr+9 z=t9C6`v-^8L!4Rq3ZUw8Ue;0C*tk(Ac^37C6|tLrTtxnsMzg!`(Y9L-xx$Ft6)1_ z`CV>J*`%$QLUOyvu$MPhnL8fAA0Br79(LGz&@?z*)tI3#-HrsgYpK{lYPx0ZC={kN zZ03ud>66okF2ZwqY0^*{8h#Dn*QYN{%AwP9TN2kl|H5|Lr59N{kbPIEYxGe5I6j-U z-x=JlsdeikXd5CJPf4kGw!VHOhD0|O%l&YC3`Hft!>8|3;NnvsYiN$g>6whRB`q~f zWS>dYN`tin+80njy$9HolS3f^9Y;3@l1xMMbxiq`KZaRjhjvleR^GO@`t-cp;Y7RR zS3hvtH{+ zd@9>G@PHP;LW8-9L99sU z0`(@)M72C~msio)DfttJ|Ip%bYKW4SqM5UL6kYB_Mrx-vf{-r%P0F)%)hAdDsDw!C z^TOi^RNZ%OUj8mMo^6po7#xs@SW?t)KNVNLp(g1Wncy;*0PaM5$7So|abukjRsTIQ zKm@nQav0FCEFz_CzZ35{v*RhlD>OUXa%88 z`jnJ?X9Pv~tc}nbjuA4e5`1X41tR?uMf)tie74Ip-{x#a!NfqP)X1olsh&KYr(5Kq z@r2&#|03Tv#8L11+*5xYK@$Ix%G~r4gMv?wUnbr;!6_6Qnp1+(W2`M8EK`8_-=mVY!0=QX8u{fp9>D0J>{F zU5f+IZWJlyjJ8yEM6)6RUhws+9a^iQG@*JAK?Vg0XCW)JU;A=@zyO3PnO^do^bsm- zHU8B2<6=+WRX^>#tgK!P^)XAt6P_u^CKVtkLn!_3qZKR9l6A=n7f^)*%6f)8(dKNX zN;>e?0b$CBsp8UD-X*Tx?hIoXJJhUu{iJJdN9cDv0-;rOH6(G+#NMw7&VjQ?`ywtrC3LKKwLKYI?$EG)~B2=oLSVlUlFpM}oAwAfJT zOO(aVg-zgKh@Gy6{q zDRL$uh%4+A?6{f#tvfvMz3pb%MapAk5_cE%X~snZj^q<3juueC=LX)@a16K4w6FY? zUdNrjRxue<`B@H24@Z~RK;Hxz1og78hapVF5AT`;W`f^A{Vn0^XziOuCTcy`>Lg1M z-6Q`9hc06Is$AWQhWZ9FQs;cco+Ci!!95P<))Bl(Sf))EK3J)dtb*1wZ0#~3&Ti>| zo5L+GAr@4{J8xne8Mma#*vo3_+5tCMY2UQRP-Zk^z0SuQDOjOcGYYDcw$J3xet$4C zYgfI(-1P_uM5d9gSRfE3k;Kut)QOnLj|Wlh{dpsmbTaG0{@M*0><;y7 zKlRoG1O`kHQGm}8uIi?a3p6P97PvqApRfO6!Ww3n$Xu|TN5qabtK>lG4KSC`!hSd= z%|judOs0`)jZq2|u?ihX@hGL{Xj8z;&xS65a+l-Z9M2kl%~~EyQC%Fh_b%`T{WtV0 z$Nps!n3wLuBOShq!>Tdo6(0nVpWFlf1YVN}mOp6Gsh04LnwjfRtsv=O-`HK}@^PRg zcTKWO8ckag4Kn+$q@-vzk#Uoq^5L~eWC$C==B4Yb9A5^_A{rMxBN9IvVv}Zb4v?IV zFPgR-tdh$rQVlBj$BxB?WYg8$O&W$MG>U$53p#>08zYd0)U8jm+R_nw{d^959GdvZ z{vX6#O|nhPd0P_6YG$-IdVk$`8KL~q%2npLM1-6nuY$MTY;I?6Ou1rQY-ryj(*kB1 z_46+5DH5M-UshGTGx*_)COfS?3{ib)xwIR}oqY8Ug_RN3k-bY*@W<0o+`t0+p4|3~ zoa-4xYM!n#C}R6&DZ&|h&*)vH4Cgc%TX5JsoXJj?&y1knOR^8K=$7w)b2mPI2eQ>G0Lrl*(T5XC?5 zVhS&!e)?ix;4Ex&xODJVq!cv#O0LK95YN7+nc}E?BmJmP1)%G@SgI%5Od}^ zk0g=D!VvMq1`s_%DJlk|W)7IkbF=d;H&c%$ak3{N*+lIK3L zpbEs$!gM_~_$Kjf5Q(tHJ;xP|Tnmq=+x_;oKR<=|vZHIBJp8?Pt$*Mb!KO>g-pN(e zmor%RNo9V|y%atKYm_@s0dP2`JsnT&^P*j@W|KviJ#T>y`6y{4`co89ylKFPzyQoQ z<}B>a8PH^buAO<+J2WZjq}qyi^+KmKJKIJdzW;LY!ody;wr_`Qx%q8b1~K-X7~(d4 z_&4#S$7u`rvUA(akZCk~2)j)(gL*okeG>LiI}~Z7ZT^7&1#FU%g;G8k8GMXdt5Z2D z<_)?Nci&mv-eS{daUD&`Z`5M(*eQjMoA%+$>6dX_sJqx)_=y}~QdHN^M`0B;9)Y1` zsNXIP{2W7^nn{9ak@<+>X^=IT#&B9%JgL=gj|(R4AW4R#2%;^Nk0;bSBF^L)aIb;n zo^(BBYSt>bWp>{k&c@tv!l@M5J+Bl(**wG_ggzmd)k*Aw_~17!HZHyRt}4hpdNPWh zWga@obKDz9*b@<7yd=>fQ_7olXcM#)!l99L(*io0w>!k&OAr0Xe+9t`J|n$9ZL+fy-B?y90X89D0AQ5+!{oeHVfQat7 zaj+gR@P}z7ZHE|I){XvvfZ*@`f{#l)GA%u_2xS9@$TX~}@*b{VsYy7x4gDq*Pg?z~ z)nP~Wou!;bdjz9{#xRyeS&54roy>JCjRg1*C(qPO&gHCtvrnl~u><8P=#ryuqtZxH z99GEkY{yqi!f8&xg$78z$l}B%Zj9*|EgcU~#cGW_^`LGCc|mx(EtWY%@iaiURQt&+ zJ)iqp(GJV&rYyL}5;Dryjo&12MOLkq`a{7xD@STU1wXkWucKCku;aTm_hF#Ao)v)_ z)~sPT%^&u=RkfrU|NuMRKu<#evIA%)0niOX3#9^VavDlAgVY{ zp0b4z+PU4%a^9?(6k!5t*y46h5X!tp=5e5kJ)WfiM*L@;KPkru3Xp15-{sS@aqVO!1xb!&TJ8PJmPqdP#RBN?06DLV%_7`;vM|gk{zM}SJC<3FWRVsipqN3 zMHeb6#Ug8W&Hr`Q?!8CA1rI`Do9tc#C*}{SB%gfYijQI=0cP$iy1aie)@+P+RNjax zD-8)-1HeDkQpFuqAZ~E&Q%?CFaJ=+ zl$Jg+9tG@pUi%qck*(F|f!B4oSHm|&?+@84AN~#vF2ohJOpn|A*hp$K^ zCs1B{6vn~toev%gpU@0gColG2Zdk-Nv3|BDjdH!QF{eQN&PrSnLZ9ezHe^C$81aFR zPZ1j-XJ-fYE}?r4S+-&wLCdna+c1kQKjn11mml!&*YlH4C__3D&8Jnjq-qC!fyLDA ze?BLa2{x$Bw+|p6nC%bp=bD$TakR3!=omCjBSp^%sp23E#rO>g- z&4kiJyGYF2-RPGnnPA|macLOuZqJcwges7HVNifn5EY%z9>&4$UJM-3zx4CY0>Ots zLnp30-N#`8+rjBHWP+c5yR4xUg@GpJx1IOW;W06 zMi~>Ny+i<36%{U^tr)$ulpY$;>fe;xWXP%W9i9{bt6af3Xc&)|QV0p-iY zOs_J(!!3$-lj#TY>QHaK9of+5tp02+To&2b1z4X0AVl6Wi8*Y!vk~SdxOvCY75}-e$IJXjbs3-*)5Lt55nTq196~^y_hI&H z?MrrOq5kubL|NFJWW1A*ubX_F?ZvYsGDqVCiBQsluT~pNun-AkV=fGXUUUpZ2x`Gd z);;%ZdV30hn6jc~Sq3)(@j*BuFLQF~!WU)1pdD$_4RPE0Am39K>!-o=5_wF$bd&O# zgDX^B_A+mwDG@M$5h(?XrlfW2rWImfY7Brp-k+c0;BS&c1`JJ%+cV1pgGbsLLlY zR1N#LsLa!5u&5j+V?L%b(TduCjWmYCwDu4&)E?__&N*P*=e3mEdJ7HoMcW_P0$AY3`G zF(5BM;2MxVNP;ScxGcXu=r4bD%23o4OF&2cr1QgU!iON>)AZwGOKN7+f{@O`-8b7H z2D?3D)!(9MWbQC5Z};tmv-q>&B}+_}dsClf@>I(FP{XHRGZ~1iU=^DmpTW*0cJ}c@ z=xZF5&n-AXGf?fdIBBuq35rdcG($KAU0#A^RTAD_>+7MH6J+wT9o}3iC3G zLEwkD$wT)lK7loDhAG!>1^$Km-(>SZh6b6VnJ%!tDe(-dxWAZ;?e7X#v?XMzyZa=t zw+d3qbW}oY_U!j_UH0@>DcCmMkA#*qmnupu!b9_I5A^43gr+pjktg04g^e@E^NRvQ zH;n~y>G)_m=H7kZ2__BpD7X;)z27tN&Oqs}NVA=C#4i$VVV5oy+QUH(`PTH)^vS)j z1K#Hc8*C=tq20%KJ+33}pu>AbK$my5P%*x$8*n%8KU=(bb@bBcVgI{jEa_P0E{zq{ zg)x?7xg~p5od_Sl1S_dI)>h^sN6^|uYp=x$@jwaUB4=Jd8^g0}j7Y=`(=050km73p8$}}-9 zha~(9HfJKccDyz^t{e}KO`AjORp$-PwXpkTZ$U0fiq~~JHBq^asdrSVQrNX)5X~ zrNIDuo2TzM6+lt`3h^^IK|rhQLd9vD?Sp&^s_m zeLO4oVv6{mpXg;EDTZs?jE~#1ka@{H>7{n)-$&no_1QT(6j+$QY_t$$X`Po_G6rsf zW$1kiR5fI&g&sh#Z%7qmx;}D%FH{Pr1%tw?!xpxhdd%THEbC1B+D1UvCHXyHbZ- zjYNR-AnbK2M5vrO9Olp`V<2gX+5k-%GBvap` zd8T@$UPx9pId2`WRth-w%j2e}B{+x2s@{FQ0yWwQ0D^P*AqIR3M^GIK^b44Bc^NeB zH5n4Te9`yD1Gr~x9+P)2M_alE56_@ewCAGckCLU5RT(5yp$r(EV{a7|U5n8}%x9m* zxm+`Pw@FM^IynzH1Yl<00Ox)PTf%nKOEHh+FP^uS`0}OkD6> z|J!SA1Uojx>+)8YTB9ykG7{NX=s!Gn@#Ax5?g^zIH21h4$l8T{B-6M%H!-X8rQ7w( znO{Dv-JF#e#?ew`=ZXe%_w_QiGQ-Ye!AhIZ{K}?jYoonmHwuB$p}MVuvyTRPJbwS> zc;==Rw|T=}y7#sQ@ld|=&^8&$95xGHJbyltJ8JfdhR6L3{o1Zl=V!LqC2JPBMS43= zw6b1S*ZWV`VdR*uik(B)BxNkzV7M^&NBwy2{b|an+ji5k+O#dx!FO+~3(akU$Sj7d zIo&r*Z4DzsRRs^=K7aO1xRRP%aCIn(Q>SEsUE;ZtZ>5pumOC#pX>U?v-kCHM9X<1$ z`OLC>Q&S*!Fy>aB=p*gZBcDd~)28k5UQd;2-c#$PxHY4{xIP^Jo-k;LQ42#0nc`d| zjo`e7_usFumk~+P7H&OX22%+$38i~O)0IziW$=f^D>5C%TZ?zK>#{^Mj-LPd%LdJQ|5GPUmNfH)iGG@ zYr@F9-z1y_;dj`_Jm>3q!EzMB~G`INSK${RjR! zY^x>H`BXJx2jZ?#$XR%(W;ew!h5YHszq;F)zo#M>B-Z5L=+BVhsA)MaA0!DLhEsYM z3OqTC=5g4_2AipCKYQ&tEzli$_gfw+MJwyO1q&>wE-Te7a-*!0j6WZ}RMt|+U%ag* zfcGE0J!8iuT;E!oa&$y{(ne3N<3QZ>=`Im+t}uM8l%coFUojJY*!Eg?h;nXSS?X(> z8;-=fR`N-~&+)_6dHyVK?!QH5@k??KiOby?QJiT=qoresktcM3z5k^+zEAv2g&taj z5e}io31hn%@sY$>T&3NdNP3iWYpIX!yx~c>rr(uSmJwq&$iZ;l$*mk#xet>wkJumZR3DWlwoHqJ+|1t4|-WRug;9fDS zqh8idszI!Bdej`pH&s{j8jX->D7{=-;|P4KMpfOqQ|q1aI)Q@J^t0e(tqZ?myaqSe zjypmHhVM`uDjpjzU&ROrG~?pyCFCd>veo7QStZ`7-F*U!JN9C z$m7|)^HRMU+PgUiLeWkFN@X-5#+axeG0``>v#X{5Je-pUsK(>BRg1g6p0y9B(vzL| z^L7_y>e`XVS9?vsz0v0!R*=A7@DM6%M%@)9=Zx?lHa7?C4zP$;dJ#D10Y7MSG8 zfYBc65HLYzgh zoK2(a#8A;*gJyj0^8T%#KdM~rM(nE`Yivv%Ud9aHkTk{NO0k=!*%`X39#*lUuDs09 zFy^J(%ETwLCsmZmi#BJ+)Q#)f)KOy#8Xt!7FrCca=@WMnO|s#@2GMPW)2_|Kda!|b z+r2kl0|y_FpVFDKa;|?iAZ~Y^^s&#wR-}Mpy!P{*oTE|3A~)QN%g2WGbyl6|15M5= z{wXp0CTRQOlUeHy1(9a~hOW{qj-6G%nljoS^LaQ0Wx6_Vgl>!_DH@9tBGd9?68gK? zEavUDKD@m=&Yx2MMhi?~vfBN*z^aGJ=_>39oYy(>JxM$GTl;vt9T)%ZcR2*<+*e5y zGfnsbcduMC%YPhnBmNqb|7&N(A8oh&QpopI)uZMenevVYTjNg-^&V!UDTg9B!I+KQ z36ST$iHUhfOg`aJ)adc2Xy@${{-&R@S@kcz@Z}^s@nxMlt+4FW5H)>T=kV4|L{H-V zcMiuX1osDt%PwsF4g8l&+51zkDtkAFF`|as0|rFMvgBq>7eW>2pyT1K>*KF*G{uib7@}@tWl6J^DptyP-Ucne*vYGQlZmwNw=yMlh*-8Fr z>^PGokO$Paa8O!a?9jaW>u#j@y=s zjYB^fe=xk6dL!+oRQDO1V_M6*gSYVo$FHg^EI9Y5h0P~z>D=ZTa{67mLdoEEIAFy6$ z<*8oOnN+n40khwJzWyTdj-{O3vpUhsw{f;!lf>K^l&worloI-2#+FykR41cZwj6Oi z+G@|G*$;pYc#dUvE^7lQ8-s3kM{xRF`;v+G2FD+rvU-8u;n&}JrVh;*4W;$B_aavr zYuAbvJ0-tkDpz685 z+fGUC)ny#zkj2>_d2WsK#eP~XP9X$gB3fxAwn0lZYectJKPV`R%q?p^HbeFa!9>(z zlk??P(bgPx$Ff?ZTIuds?Kn)axzKs>gUsKkYJPBwm(sn>hw~q7%$6H8x0gbg)xx-* z)P6dNl8+pm)84Xw{rQv3RZT~dw@hGhaGclFS0SP0=1g}7>kjup9!w#T8~!3$mSUmV zXj7`+h6u+8E{QOR9Lz+Ib05(Y+`MkN^``mo8L}XOV80y5f&fH97UZWRavgKpW~Fql zcZsy*8iC~I($$KbYRcT!8~f1{sf2 zPRkneGH{cb5h|O~-1Py(Fs1$QT130=fCvH*^Mk%ET*OS42^%MwR#I8p>8Z3N-lWfV z+2hE|V&Vx>2-8YmdBZ4)Z7iU6J3sXHwVMg#UsdKS+|tM68FGFOqqCT<#)Z4Y3S+Gt zyB(GvB=&y$m=YFoU)e}0`%%Mlg2g$B4>HB>Qg$o$n;8 zT%X@{z)lseqk2VVG#rp(TmNhNJFB^&8K!#rGJfi> zrnB}&a$@C=Jt=W|33@rJm%;xakWU{nHb4^EDnVLZfo_I>l*yL`Qa-=E2eCymEpUcJ zn{2q`WG0L`QlB2pLhzWLjXr`rnY!hnMbeGp3&`wP6m#Sag(bATH}aIaQ%QBXIntHR z@~%`Xl~A79sSyYHaw(N{v8Pt}>#|NpDbIF+veX6Ie`O-d#_)arCAaJqFFrLlxdwYr zFd3}}{xYT=#wT0+%a{mb4HkDDOxNooi7S9i8>;wKIa^A3eZ-BJ5+*t$Ng0>!O zyAEFcGO|JE7p)|NvYSO*x8hkYDB-~kbG~QGK`Ghj(>s`u`QGTf?-@u0NHY8YXw_MK zaf5zbJ-x8(IBIrh@T%FKAV#87tS{SK3g@z5)a+UY6d3TS7QP;QakXbWWzzKt`*I>? z<5f5h>z`5)qV`n^OKm9L2074aP;l|>9kvg=R8)@AI1IETqiYR#NqXTq8P-m3+`L{8 zux(c%RT&#MqoJ;JI^n~a5fu}M^P{sK>a$PfXTnz>tECj$AD8~Zdkz<0;ED1$?D;z{ zZolKu0^xbKd`2!FBT+?(I>dN+|RU*ZvOHK00Cz4C)=&ZQk*l17}NF9u3kE! z$M=;Iw9+@ryT>9*#p4wMBI9FP;>oTnU>79~;PXHCO-0=ICIhGCS38RHG?E=M1HTK- zFE!|O4+Zw1kH>bNRv2c<@BUtodO`fJKtyp8LOzDC{xy5wGkeJvkNL{t;Gf%IntA=L ztaa_0dmd+!-HhBZY~$_+`u#m7k?FTg6(vd}6eP;&GSpn(*WBXPBSlctNH%kw$h7%E zBVroeZu!4npzTrhn59zLysqC#Ps7ry)78*yKC64G8Y*KK_i@~I-s0{ELafSRV zU{G5CGE--t6HpT^z0YmusD`6GiijSI5Q?r+ShuL{vgGO4N|K|sqXh_8Kd9K+rNES% z+=Q?AfVB+>MoK^p{f;J*>RwD(i*m-~jfm-toXuU$4b4`6WJ!05*8beN~#FC11jh;-rT<+g-yq#Fo@cGk_O)W+#K$cPr8tvw6$X!ogp&&#iWh7mVZmx0_9$=6m*n6*1NiRN|HO#bqEcK?UUX zIY64U1gcfN0;m*Vk>C9hrT4B@!)fKq>qkaoq2X;4F7SYUobOkG|GWr;8+ z%H7uZ)O?*@iy@F_z*!2gZq8j+-KL6Vu5xb2@Jao9ALO<`No>^7FHSGc{D{x^J73|Y zDh`&?Gu2Ngn;39{6qR3Fxh<2L~(F%|!RL)`x++ljtFe+Lu2_LsqP z?g!D15N3v6k}2|DV-+5OVBw4714-RM@5&RoMjzLB!IDO#MD)2P7pMlOq7#7Ld#9Y`xEJ010l%5sv4ropW4oF zC)C_kzB`-=%IN&I4VrEip#P@)2ruGp&jcr%dYL|Js+m!BZMj(Z9x?lSpP)2 zp>4xRg4E~jNcpRs+-w@vMc0lvir6ZuB0ZCEzpX<8hjT+KtZ02SBqY~v3YJ?3o?bx? z(z!*ZLO2C!cD=f%9huoN-@2%StDxw7XvsN7+AEQ*Au9%q8(&cAigv%= za?D|zDEkO!CT1>Pv$eLgJU22!xyHz9Wf>`st7)mzTj@BSh^x1nj@38Fv2Mt7abTzQ zN895o{$O{?z=E~YQ$!hK(xTpT0+`ORO%-RGQm+%8kZYViESFH^%45!JTa&-`1&OHF z&fZT9MUZZbOIi+6k5860($AjwxRLq|jz3KQl1sMg@kwHo zdeJEa>7t-WgI^HSW1~hR1+%x9WFvKjOrB8*Xwa*LT+lCXZ1kMq?4?uue#p4hzCRBo$!2(_y)P6kOYNtD$_ z5S{y`Q^$+PLq@cL=Z?+PH|8DN(_X~lBbDw>XwXiYs`c74_*=WPdJu!2mbaMqt?eI=!adhzCJSDYAL04=& zVF83R9G({uACrc30Rp^*feU%dZv4NI9Ubc%rsABOUZF-!j1S^C|`g`>-so3-ChIatKwnN_|e7T>jA>9*Vx zdoME-wOz`QWVY%;6pfjFlzQ^}I-cW)t|pRVcPho8z3zqiX%FGW1G=$;r;$Lm7(Ax6 zMwZ!U5`@=Ktf*M3R8W~>nsTRV_$y=`vpsVa6WO#iHeTpD6_Wx6U>6ka-{g2$i3 zrlYf;_2eK0MNM=8N3Ucc^(OV@{ppS10mzDINz$;v$5T?KI1gjneTj-^5a{T2JygcB zp-L;uYrsHUXF{RgDXB?O+ps(C8%52}qUppcwpp39eU+mnQ(~q0Sg)WRDSDI7rWtZ< ze7spir>n{tMh{H?9!Jto>fH5bD?f2Y?7%08ao~0iKs4p_=;acSh1~g*=k4{>vMBm7 zPiEb$4qmTflFDt{pj_Vp+(I8DkkV`v9AY#DvJ35T;wX~P1LG=jqOC&o99-h2+#S(g z-=!7Q-D076@aj{|dah-HiONG_13YfM`@O!y+aLa6n`QZiCM7(7p7NEF-yWiG1fDCC zk4N%ErxcbFo=-SgJ{fB`sFO}uX=Chh8+0obwJg%nQq7XJYF*j)4L(^%^XzRAS~e9a z%+&>Q<6s@_-Zv0p*e}so%1oyFcimCAOWfD@rFblh2g5&^Qkf%zZ4DWTy$^m@>3;4F zEds;xOP=1%&eTt=wMm~L7Y^dmRM)`lx0(j&CU|wV?}^?Se7=$}u~8`L-C8pntXrQ# zlwN4q_9XB6aQ0^SCM1Y6^^w5y?|ifs_ek^ayLOvAWvs5tVQs!3>i6#tM6{;&ge{fv zG^DC`Z$1;3f1fKg{qnPcD$x~O4li4c?)Ez19@IWJ<7(yEk`rc5@SMzYC%QK(kFV#+ zwN6O~yt9Me24Y%2=wT*>JKh4o8pO%iqa(gz=3u+Bb3-%>2FJddSmG|F*(%yL&Ug0t zEd*!`eRQA7OPl5{2rcZ0_qsA~_eLR_ErKU{BPzsQf5NVvrBUZs^>#GZP{F5}-#RO% z2_~84XJXz-la82}t15b7X>Qpo%~%T#| zdK6&n!?T-hwbPZ6Eg2ca>vfGL)Y|lx^;Iip6phZ`b=8*4H2zA{7L#;Ft7xH`7Biuq z>(>I?aGvOgG!;%0-t8bM^^-6H*O<5i?*<{SeRB9vt#dWu6d^DBpcsS>?$VA z+S6-Y3+m$$u_>Ro3`iJiCQ$=p+B$U`DF4!idF+ed>VAV@T|8o{e4>SPrr+VPI&+|% zBbnE}^{nW;Lly9IWVp`1&ak-~fhdkCS!Ct9tS7Cat;2XhUjQZ^gowetgW7a%OE^7eRP) z4z}lUQS^QP`?1h6=_huT;$iSaKSDp2=*P82ZtS&>jkY4pXDWU9oI-rAi6Dqh^VSvI zodNFz%(l%!K2L~tfa2#rGz3?y2P`%tYCAP&gY28;?4vv+p^QgJ!c4kXI}F5E6vmqU zZp9O)<&JYg1Ek85O{nOrndS`t4v}MCQ}wc)t*!GKzVPGk$Alx$B-;D(F)qZ})J|_` zFh9u3u_Nn{XdJVx5N)>3j1GRSoFI)Pd7p>#56QsxmE`SG*2Wz|s7!4Q4uCOs>K_TlwFK#3hEs0ljDInw3@# zz1s?7D5>Joa{49~JvV%42&WcYsLb9m2s!KZw^EY$kiS4l6-|>61 z?~Gp{9VLug>2MfYZ2$apfG$L@K~F0=XZ{jFVN8uv2%@`1sR>?^zciLqraW$6DN$P< zq(8!uTDUk|W&3^C{ilMs84j^d*>^InBSLTku>tYBMGE65S6 zY<{vIj>BfgGgUC<_e@ig{v)9=-{Aq5ZvT*bmC1Tbh23NBQwZNE)N*Kx4N^3{6+e$S zW*F68faYXb(@0xC+c-mSZbjDjqDxkM46eB!|(9FIEeH8u*z_&OcO z2UYLszLBMLJq}ARj7>84IPVkxv*J_v^>|{+mWPGM?|twp$+P9!bAaaXdm3_YfGA_L zjVJL?zHFCIA?uykyfmN8!)t?K?&@oAsk=XX&s#MJY5Qw5mZY{x=s-qrKA?hczm11iYXf zU=z+GvtwFp`F)MmN=@B4(nv8A?ACmQe$Xp=g{sskBZFLdbbwzZk;RE**HS?3wn7H%se^ocwaH1WmBV$j7S4ODR{E}{y*tWBG86+~y7y?ycGb%|sB&7B zuI01QeZ&?-gEIDBn$?AN%f6&Mmw04;npt0 z;FD!~yFnwB<>SZ@D5$@z^q2G?WZw_miu!@H&_Z#T7(>^V)}?F}p$Gzm+fPq)I-_o1>^Y=(&H$N`vX7o2`afM{Zh&Ak? zouQ91ye9vLr{x805u@VU$k9%E8AWijm%q{s9&@&heyq6^?X?|5xx_PWy@$Mzg6S*t@m#>3+=y7pWh=dZrK=+Yj=x)^dPwR67Fm0$(zD$w3$sREXNBC1HGys z4v2E^Il>b(@2>ha+`pdCueM%p9LhpZPowbObojKXS8Y84I#1@smMbcvm0II@4RK@%{hxK~ zw8a;X;;@+oHI#|~i@F$+By`RE_zFdfQa=N$M65U(LZGst(g+{^wcY%Y^6SxGO>e!) zf+|>Jm&KghR(;;7F?F+$#8CG4INwlhcwBh;uQ6WetkIR-#e{`F;Ere8o|2u;>G-UU zX&T9dnhec0JTTao0PZ4KyQlB2q!n+xhg>TL>I0k<GpZo~{M(+mhR zmtIYe6vg(t0t>Ecef-Jy#inQu!Fq1e>5#bP6S)+=^}NuQj!Sp`J)J*^00;1J58rey z{FA!&VxdEa%34wP3??Vpvu^|>NSh-I_EjCd@_!cGVNc&kc)>)~ol|S+e`7*?_X?3; zLMT3gl0hDA9-sjgU;^pI!rNS5|hmAs!e{%C0DC z+2w<~As-({EU&KmuwS6yvi}p9|3|@}1nn&;&adNlKK!nmf}d{;Jw*odB$NKI_0Cf- zmzfEkrkQjJcZNs-g_o;(FQ|B!6dy+t#pkm;#;4S(8c=`&cs-EwAN2MgrMp`i1eER$>F)0TJU+kg|E}k9EoE`v%$+%BpMCb+ofaLN z=OOY-r-8g^B!Gs@0$Qv94{hBqFEIyQECsKJvL3OlHO!~{gDvlLS5a>`X$>TvoO3~wuu${0xW}4R|l-v<%OmCuKI>ubh zapL6&fywa4bT$@Vt!kI}d@Iv*>Wuc2*~{NmuJc#F<@f4ZWFxu-#+@rPn(D>l|fRkK_`aI5X?`VNwr7 z4S#Mn5TaZTpLh!JszdeC1XI{c9G;#OSS*&T25^0+N7DOwSA0$nHMv0p0yR3PdM@Zn~6bLIvZ8>H* z^K(|fO%0R6Hl(xkoE6~xc>%MpIP<#BJk>1LblhV;t%bBQE6_SubjTPkIi0h@k>*A?8Pyj{+SUy&VcPop>Z5Y=Ah1mdPpCnv!nZ+XQh)+= zXo=={zDxc{n!y#(!1AH%JmBuTn?2MkmY93|TIvlz;!7k-ncUs<{nUle#VJr)Zyyid zP^s~Yu4RzT)PJ<%-3MWy2s_p+H}^YXK;@hSO;jmq#XCB^M7ba8YB$bOr9}q@7x~jN z1@#T@)*3=_iJI)2)uJN9Mg~v{)Gk0*O?WyJ;3Sab_sDlbKXntFo=!$>-WxQ$cU#kP zj(Vg{;3h&MPTpa`!A%~{C=dhbn@*}ud8s782GOkZ9?+Eox|jbj&Acs?$V&B8SJ+Q@ zefTs|w#`Y$;!@~xOyPHiqfMpSe6IT0c&sUtFA+pi$eNl*88kT3I5I06V zChaP)KD-48xS*-<-IY$oME}#6By3O&TVJT>tw(Zjlkbexr`0l;NqjrkjuU2bUpJ87 zjKs9kI3vsc|KAfnXdZlHAPWtg=^k^gm^_}ljFEGhFYQ`#WB_EP;C^Ye;qY--*LSiB zB>0`LlfEn@-`KH3gEKrL4u=J%SueJWW2wEq6 z)o9S^knKXcZ|E*WZ_2e2w2hrb6tjaK1{?5_2(2&pG;q<8&Wm(kmfE3ZU_L?yKwj83^JnFd+4<_1kA_R0G@ zC`~U@?+A)0R57TJXOu>*iNbC%|E}!V3&GDjm-~D;#&PxqMR@tk+dCm`=!vP zC`60t&nL%YO{+Zf`qC_E`>UmieLuw{#gfJwlgt@L;#C*T6OWaM(C|pbem#@x!!)71 z3-4=rJoWWIc6JDB()`I7dw1Ca!k77XlhrAG7$xSl-nSQT05fOwe~5t+9Y&;CY0B-J zq+BYH3}g_F2vf{w{@EmHP+qqq3@r`kFwd(^Ow%0$)Q((*&)NUlAXxGfyIehL?>dcEdnUXFQz57r=#-nMB-1&PRHSiyI5u>m5rTjcv_iqU^rh(j`@m3BX|AMcKA2 zMNqa%ubYe_+i6WY*5bzzyc=ZyXr?gCN*7O`zkU8*;N)GU`!6^QhF9*(s3T#jNJEN z-FV_ikq!BW41U~usZlCB0x+73N9ABntY;ES-|L*P{D41y+b=V+lGdQm{cw`(J^EZ`2Uj=)3FbdUYRnOyEEP>?bM{y_@Wd{)zZJlu_m??k~!QD zMA9BPRj;beWbm=})#JSY;{A~d3bLgS?ZW9mzrMu}6u<+s=I$8c8Xq0~F+4p>_dSh* zNC$>ILOWWvCzqh2*_?wsOoVl9Ny3j~{UCwbWXc89+<%vo-_S#+KDd>1xNR|qavE8C z&$7rdjcN`6JKc%1O}=?kEqttjM%I&BE578wjFk+~0JKrN)6Asf2ilQX;_pT>_~P+~ zgayr+s!{g~!r(;_l^)4VKy{_Zc3-N&^77)pgnkGsTFMNQJ+FP$usg;&Bg7 z-8w*I>}<6N77eG$G`x8n5_lESayH2)PR}%X>!Gwa&~7E?0QcMaix(iFVVj-B{<;mXYH%!_W39Y*M7H{QQ_-}l<-NlhH^g$f5blqw|ac_PtN7x%^VPrENhe2q}$Y7z)QRkd%~)9Q)u2)1_P_45e?sJ=B?2v zvbfIRt`tjA-MhiR!Ezd6MnG+$NdbT3W^IpmF;q!~iT^=e4@4v;(g9!sTfn)U zQ@NHq^4J5`8gM&pZQTj9MS=Vkh1AiWk%IrLmEgWV-ck;z&xp;)D!CjUR%T^8_>w z9_|ojdxC4hT!Q{ccA&)G^)PRwnR8#_ch|>TwhF*1jGciif?1aSh7~_S+;~z;^L3J* z5gvp4n{q2l`79(vF{hNhT3R$z0(IOU%h5o2?FjT%7To_hg>$)_zAGC=zaMPtf|dRk z4{h*kv8DjUsJ+J=+zK)f%mR`{Ty#yl?`V&=(|in9dOwJMXn?qA;s$6N#(AX=S_`wW z*|GZfH$SRgvb@o%gwI@YO!F1fXNFq<%n(Tm2)s2Q@J74@Z;d;+DQ-~pGTo{coqpkM z@VfMV(>L`l9!ER*1aK7p-30M*Og&cwGtB+7XNuJ)^kgmH5p?!wZchjZN)Z=iZ{ z1^>UmTN?}uyz>b}DH^t!-1OqK`QU_#R_9jSn%?`XByj%AiCQXpM&V2=?uowukM#$d zoivi6xsk>#{(Sa)MtLBfLHU}seV250Xu7ZL=otfO;qg!xwKvUP+CdL@F(3&4FE`sf ze+<4#&^*10L!<5zl)_>(4+4|?76xlT0s!b=OUVvSRd%9^xP} zjB*}3^JicU+t*1f_$%a;}GH zv&KO1kT;`=O?x(l*IgL~^d=@JXyboXyRL+p=qQYQ%>$zMp8+~N&ccKOIy?)C_vbh- z`6c2^TvB-+$R=JhoG>S}m~;?r!CLcM{H+lM6b&C_1|pNK<5uA&m4O%|>UKbw3R=NP z7z5xNcyQz+4i5*t#5*Y!9<=`r6A!l34Xq6=l=MuCXDhx{^3!D1ST&|IJDuowi=+wB z*oJpU?+$Q!f$h(1)elG2wW7@-OvB199cY-4iZ~aH_YkW6LWkvVM%5R^Xtm^=Zc&dk z4m6cL^0i;+H4$6%53cV-?}IY8ZHbhIdj2m?)xCfvlrnW_-uy^=E1(R-j{`<4YOQC! zQbm~RR9bg%uMEE(%mOpYaLlZ!ID>lR;%IDakzzGj0qs0Zj$WnC?hNb>TbbfpRxvvJ zb1;|r2t_~7cd^OuTtS8NbDKZE)!RVEJxqem{1-TMNx&v}J@vW2ZrrWw*C^>Uoq5k< zw29V2#Gmk9MP5;jEuUFRL7rw<~E;P^EyPTnT8BN%SORR8U09H9QtHXae+e zFA6?MZ#bPo(l$2*NI7ri0NWz&v}*NQ3d?Xl`TwvoP?Rmgfv+*`gb z844W-JqRQGYAvuNH;XB4zwT~AJynQ>` z6I-T8^0@I1|YX%0PO7DY~RpMQ6&z_yK;oP1(#E_r=p0}mY;54e_ARdL0} z#^zU4D1%qU$6HuhO5Bsp)LNLE%WMp$P3EiQj!jSJ-`{)p_x1hRb7sOqWe^b1CL$sN zuUS`ga;gTVjG41G4ey7Chn=IqIW1kjk#rzE*IF2OH3gh=z=0mdcdSFLw>pC{;U<_b zZO0PFkI8bc9cMGa{z4Fck`1xq0y=Nd)aMqaZ^uptCvSiApXzK1?sKuf`^@x5+WC??q+j@g)~sM^}|`zL|x-GTQ-1I)~3 z&AFlU+D#-)!KPN{?haUk#cG`P+j^^j-{-zt-hG;{;3W$j-|^)kl)7%~O%@*gw*;XJ zUqOAiJfjQNtD2U@mY^(2$#1v%72VJa+QigFC+F856eY18f4^T%5#EZl0A4O~>{Ng{@;?FHhGP(7aK5Z<%`83;wg|0E_+c#`4U^p~U+kD32wS;Cc z1dL36b>V2+nwh;dxa!e3y*(LZB5bUux1P7DZN8a5*ap_Z%_3KS6}B(HJWV&k|I^ds zn|b+A03tRydK3$ZErSBn__tD-LT?|N@Q=JIxLtl9ueo63M4+h&+}jcu*O?p{^dAv1X~E)#0gFo$vbh zVJHH_5EwoQ%KzSe(_ zoBzaBA8dOSUf&Hz7iBk?$mxyGp76iP{k2nEa$s3Dt~{x-NC50@e&Z+zeW|FZs7sCy z9toRW>TJ6h+o|}b6CJ@Hrp)B2Xk8j!*HT%A7fWwR`T7cj@QsMsCo?~eKw`N}!eZoL zqiz3ghNdUt@LbMhirM%QBr)=m5y5zq6B(X{>@~s{RLBh}A*sr`Z>fkdP-s+B()3%Q$8?>@e3xA%z=@*@r zSSh6)O>dSUjEjaj%ni6t);&9Su=0z`s4;7A517ht*dTmaMub`{6||W*??itMo@N@} zu)l^ombGFa-~X+o`~wrG;SKhGS478?jZ8a%lsaJhg!j}c+|0`AH$ls#lxtHDbczDA zf_Y^rh(evYj6I{amLTnBZewVEzSxY6T9$=8EQQ4Tf9il-Oca+C#bSMVCH!?(R<&aN z#$exI#+$idV=^h0fsKq3`dz%>sQZ z`FO=xO_|e#0s|2w;4B#77Cvs#`JQ*)AGoNab8~Z-&F-Nh`)zJ+w%*^}9098eqm6+S z_Q9izmIpG?>*1)w!H3(yqvU34@8j=j|6(=te;n71j40oBh~6Tq7i$Of^vDAL$Br$> zjKV@RVAs}VS=tl`oLIVq-pI+Jk-Pqbw_0c<%J^f2jSU}hKq@s1S2-lwF&#&30ba}iVfRO%5@OK@r6&N z^?IDTXs92r#NhM@)Krgs{>JkeOZKRG*xCb87iW5UdgXk_QJ^nHkicPMptGNMF+3;d zg(vXzikdE8$&S}=zdqZsA6L`pG`W{`1@=uxr=tqpLS3IKmvk1d@oj(&x{MfF!#qaA zeB=`}{D0scZ4<>hN5C$H&~z|0!o4{#5V`TN9c`-0Tt)XD9jx<4R*FRDf=QDO^$${O z(H!I3owGt7YQOI)7&5`8H7Sk_9ZbLb7`4nD9Q{S0H}h4M*x&T=;Xs?(IQc0ldMhVHMc~AGTm0HdND=n??f~RG)>SAp3U-61F2^ zSV(XjAKm)eIuxW`{`v?VzZ2no<(ww8R4x0QoBC9m>@;VIEpvbFgk8r^1|>x)z5?Fi z|7I>cJ>sdmhsP0!k<8n54561xn9$%^+m^e=0Sz6UFyLzg+YnvAsfzfl4w%n&Yu4J3 zg?FvqC^lDC;)q_hVH%OEsHp|yrn*C(WoK{H#1^T6~H~64`ngZ!v zz|Z+z8O^Px=}6m$u_zG=lFPF7gl{Rf0Ryd32qBLlEgAw?OS)*Tr5>P7#4eoV+N$FNAj8CzZI;$AltAK~Y zZz8I!kR4h#OXFIv;bV{C_OW^sxqPx|P3FVjpm`)98S-16Bt}M6hdA3`E>rPSPle85 z2nx^7qm<0cL)-UX#g#L1C1tF#I72Ll9K=dFO^CjNU+$cWSA)>Ixw7lY6pr5{UP<@( zd^0o&X9zR1v!Ad5Q?aol;ETQtqIl{=y_C{#kkLa`a^;tX(j~B?uI3NCgFN=@QC@sE z*XE8H8XLpqHba052ne_wFZFh6`x1eTANC|l_?*zD`RdbK7Rc!LF+nU`lK&23>}VFxz<8$FSn`g$T@?8P3(qQjFZ zAQ|I+n+iwlLaI`%A2;vo*4wLAn44wcLAStvV)MIv-OTRmZqrBGLHQ!Sdd0${UyQ_JqcF zknDAB1I0Yc-S@64_kKH#$a2HTLu0u}{_Oa8+Q-Kz%N58Icy;G}yQKgP74YtW@ct~a zTHiYc>(Ce(7Y1#zo?2H`Rek7=Bva}Jo7cHWvz(f>dLL}MyodL2AAnOXx;2)`Pej3} zj)SLp>TG(yz`m<)V%*kLB#>0_riVOhFnuWyqz|4`|CO%yTdK9vj2{(*Ge3W;SenO} zbjqpbOT<8)acM(X?>`E!PYiZ>Ko^4cIlr@I;pEe8Vy2f`V|iJBZ)h=dq~4|D!Hrp? zZs8)hGN~^kFwN~hQ2#G)$r_s(PXTMZp~*=Cr(4dnt9Nr2zS+sos^iktR5Du?6*krdPVS!TA^t_ zxA6ifiN?2I7IS&aBQtPhA6K4fpJDVgzK^f{BTrelg6N;2ZHk-}iZQBv4sI$54UKs2{|D_cX(&hb}vz!Ieil%F*ax zg2qgAA!XAXTM7^IOd9j^YWzAz5dY_|I#zOpiyi-MoE*P&i2o$bVzs5l*b!4n9rZpp zTf;5~ERA7z*VrybqEL9g0{`}VsUs*eP*zguxA4Ur&PC$RL~#drkyg;$+}to*!@S6^ zSlXub^DEM>D?>7#e*! zrcG>O{%9~fQVc7D^p>xYBhQ7=;sgz!*H4z=QECA;V?R=wmh50+Y_|@v$lD51 zu%0;nh&?VMqM&pLTz3@38z}U&+EAlJm*^sqNuwm3c*e}aLfpWBV%OPYZYQ<0cF|jK zd#aPbARKtN)=f4phce+l{ez{n&0n{JV z)EwkE=17}${D$pfFN*-4Iv_e7e)2N$dyu7w%hPMYz%tt%Y|@8I^p7&~r&YnM!MM>w z^CO_w;r;LKusK95vK{hF@N<|omXrzN#(yh61cU@1ubcBuQiF<*GIN#_lap`AzMBw5 zL_|yh&u`clo^Nn@LuOp&8ytgsic$_u0;{8MT6(M~wNP7_TWy-jI8v}!0_@^`ACI?J zYt(&O=+=rx)q(;;`@5=*ky55@o*vZzWQ{1<*z>S1Ry}7bX+VX{MlBugtDrs+4@t!z zu9AX0`wYMouKJV`SnW~{$BKO27=AKoATm9oqP{aK|SnN}7ZZPO-f` zJzryEp9FPa+uyc+L41m44H6_UM3W>lsQeTWT1l1h&f&1>`=NkW!MKj66r}3c=?+M9 zJQ6&i%mJH@PEw>U+Chp_!g9m>r`4F^kY_Sj+*Y>lwz^jo?>+G1-=s^zLQJQW(@^l% zmG`@>IOc{Y@e375y(Rj=h=P&nTk|-F9thz3E9oM6idB*CiSG)Hpe0)AyeRAv|Pd2!>rSalPJyIBWEmg}9OV*BfO#PjD#%hkbS zIkLGCR^I`9GrH2O&Q{8Bp{C71Gp-;mJHD3E1jEN@fiJ3qBSWIiU*MrmW zAcnKlk8f6eGf`|rR^no9A$j8-i>U%444CB5Nva+$_e_j1wozL#}gMLErS$ zKfGpG*@$VgQE?JvX8dFDa9BvKB21>PGO>pvj9PB^-X&6xOIe0~MS{e;g+fp7+revO zpXli4ofZUmcv56?AI&oB>-o16qEp@kGgQ_i3s1G|1zVhjPn;f9!21hYOX3XOERA{? z9x^rDirdZtmBTYBODsABfbo7=ZVJH3#Nn2zeCNf)Z;}Ei=!b0K=!Ye`*t~jIR{1^A zFfW~`pS4buAUr51Gb1(?BLcwG+NMVj=ik7B-~U&_P>MWsW1Xsn3q{+j3o0c0_+_8Q z9ks+dIs?h{THXraT|&nP1_z@Ac(}Nbaz~#Qju&X&nSlw%ak2t*6uSWlI`R=fg)8$e zi=80&*&naUprfO=?m2gSctt5FNV2xJrdjp@UcFR5qS|t@-E38RPZG(qF8iq%^li2K zS$zLsuzLMk4acS=8G`caSzpQo72!25hIR6q6uhjc7!(WMR`Ez+-ReGBGNiKBIE~RM z4xddu8$&4vM+#m|u2-=>3)d9W1%$#5GtuGiAdKhttQ@A-mqYp^00A$C`&B17!nb1X zP@|sg{5c7iHhUZABhbru7k#f$m@_nra|0j`odk)Sn;U!g&CShs)++2`!MB!{OtA9k z_9zPayY=;In1f9%3HXqakxf;aV!~WWHH+2f>^dNqw;Q5SBO@bqeQCkU3WL+$q<3Xn z)$Yh)n&pAhikl8h7zqWTDLWZS$)~MI zqY*=img=Sd9a%)dn30*^TRmUOpH_zKJ^1*UE2^01*22D=@AqKaTKrFRcyo=|X*Fc| z4@y5AoDvPSZ4Km!i8F3YPzNc$)HIgVy@(}tSVpQE|AyStmPA|W9W zIv$x_S;@JbFmFR~F}LNo9N%(F=M9QH8mwSX0vBfaTpYIMOX~Z}ZqelhkAqI|-zLrr zls&I1n2j%>yl}%whft&GLyU3M{I<&~uMx^Af+mr8Rp0B+23H?Qyl!Bb75f?3;tcUVj z@rxhcj%iyc&H)$ZXT%^MM+Wjip7reh8K`}gApbZj`)~XjMHz&oq~ZJ}A9K+vr%4@z zl+q(K#p24vzJo~nFFlC79avAA>T+VC{>#rzZ3h_Y@ZjP8AOY}2;e#@g`AhFq1ZN^$ z3e^WcOqjfjkH8*3@5wU;1PUD3G+)ypvP?EXkZ0);%*a|V?M3#dN@Y{BJHy=C!Wf=v zI`qTh7QTTJVhgWNq>At+->}~~&itmpD5jQCs2_*U5QTX6UvkG}p~>>e4-*kjKl?X) z*0g%jT>6+ahM)9a4h7EcMe^H}Gq`*)FK`ef#ptwn1DrvZE^aa-qx!CZEo=K^%l%nG zw|sZGakpJJnae*wH~t2oY1!R|T2@5)ZTo%;SDtpIO^48Cgn*jm3+-xQ_qUyvjx>2s zUy~@Gx5y}1ims3KD_0?ZOB~y*GVB4I*K^ZS+4Kk#Iv6;W+)%I`OZPN<+CvZrUfX<6 zDUjqbEb@GrZ$3y-QTC8IvO8)_M-t>Cd zIfI0Z-hIfv07VSS&{jz+i$NYlV2V+*(${uA?BxshaZT&1NK-x=xc1|L)X{WUv3<=B4YjnG>W*J+m+)3pJdE$ zPjb=w`)e^ZOV$}hh@VWUMgK>zs{({mqo^bKizOKSd5nS(LX;zddNUP?VTu1bL))w~ z{2?}mVa=?H7*}IGvyOwJj&V-7bYmB8M!_-jPSW)XwMFAcl2EYnH)cc$VOI3Bx~>3z zxK=ApY8Sq~Z=BE98F~W$TKwZ+dfZM#v@4=iXaPox5Dv96qZc`lXa2Mqqg|@=oaAn+ z--6|OR@c{;dkyY6M9%UR#B!57<6pbE@%QxhmVfFe_T14~Y)^Z*HNBl}xg!w}6wI91 zJ~-&+Z9alDUM`1)2AT#lu%9=(5sJjSFL9-ah5b7F;lX<#o~#dH;6^{=v;WX-51yO00mP5r0TFThydck*6;GT5ZfKInN9zRg zOf6q33sj=O>=%KYbXx=jKX`;V-0_$CLBV76p$NyO8^&Tl(mZ z0%G2;my0F=1R~-Bm(t&~X|+#QYmkX!IKb0pga-X#-F3(_i`4ta zIO(Z&%4gp6$M~XjYvO5UTp&*@i%g#*aG{!xLH7=CCSmiqm#v%4`v{E?JrJ$Lq;eX@ zM*nL=q4<5iH=9X*vHD$Mxn|bJZ@$E8$D3Mt5T%p{hCK_$ITM`nW?vapyZ<$lm*?m5 zMW%8)_K51;^`U)>Wn!}E;;v0J^YgR~uoi_~B{{(dct`5irQ&f^asZUXxcX93*7A|m zcTQt>n`lW7QTR@-`3XQ9vCh<30YdO830P+mbEK^koBs8b)!rs@T zY0K+Lw$h-~|81NsPoE0Cck^6hGWg*PIB9Y+dJj7b=qmI;R?GQJil~J-NI&z9lsv!u zd0HaZi!hG4PxM74e<-rLf$+6*vERq4YZ~k@v;hKOMZptAty5jQ$EDIRo`5nI7Fjgbob;_6pRyVVqjg zOBcxP2B}M><%8Wq=WYmJ>6~ArPf54GzuOybV1zu&fODv^=NdA6wUf@f-EII_$d!b> zgl^*EYu?1ihnvkA$P>+1#Xde4W7o`Gt<6FXy|vdYo* z{Kemqf-2+k8y(TXL#+UTpY+EK9sA+z;dtb~wBz-$*r0s*2dZcCnN34bZu(Ddb>K4X zb_Tq(yl&IX*!ueM>5TxfYJPQ#LZkw^*mLlrUjzLUvPP6wh={{Ed@+yuSZarBQX}560gd%b@3GG-tU8SOrk?z#W1_ z$^qz+cHeuf^G5gA>0=#&CE`}R3i&rX@MO)iW zA&=<8-<#(O$p{(KAvSr+W`%{F-}hl8^XI!LfR<&90rHk;qWOYBfE?sU1`-J0jb4Ex zAx$U{nf?7LPK9*W<0Kv#|Ltp#vgYDF zLJx$6;Oxq9OzYLv)!(EFAI&;GRlZagOe`wO*9jf?uhkIYu_wpYge#DO@#Qt;^5y;A zHf#QC$s?x^-RuA+7EI_ms0fRW5oWd~M_Ebm1bTi)B$h8c29@ikwXvC>a+=56fFWrf z36iYlro9{0{K~2XxlAl;I-dGy~ji2&c{q+TEw3b2onEnqnE4>>r)>F0i) zHxE&M&p=6q`xQ>|Ue_T9Nr{kRpAf@y^EAtpHvVZzhJi9w3<8?oWP*+2c5%F2H{Xq{%npD(zH-XwI{K#@hi8*uW#NO+Bfq`INLyb}4BU`>36Qb?NjoxVwf&{;B>;_0oVg(6LrA*cdW zCsy`5f23E2PO_V!YkoDz1PhWn6f;6yQr-~%GvryNPr$}`Zv{HoXTqj8!+=#utwh{3 z-wFy6!=RP|58j72*oT*I#lgI4+017}x6YVv4EyCFyO2%UreT#G(Hm-NS!e|_%_e5s z#yOxmTQ`n6HZW}OQsF#pL_JgCkl@@MF1<$7%{q78q;v~Xa##Q!dMuW}i~4a3g~#jB zAkQGra0|&I^h<-LtpaDs?rbg-iPuCv0_+n(JhQpKAGmlRdO)We-1Ygi9yaNbB9msd zC^};JR!`Jd2M4|kTf99)ADvx%*q}sc{sAqsYvvNbW-2wv(r!{!wk{1NoPlef=ZV3v zKCJ<(J%6wR(EWkuPF#7)xg}-z?h*2_+LDr4q+(bf`nfw2ExVF`O~VEHk@}IJR-q@O zIlTHK7UL)`_LMvblf3)%-g+B!$5@aFi?0tSIJ_+hZ{{p~hKqvomYy(EQ!B^Q{zY{~ zJaj`i^k}CF8^-Fg+iVwo5pK`=6Pr9f8_j@5(RRd8e%?ygQHBokjLB8vrCtJ9*|_-l z;-!-v2N!Qh6;#b=czJmZm;8ZgJQpwT8#2)}8`4p{ojFiF+1b6KGQ^jC5Agd|jx(wI z0qp?!9#TeQcPKG7sAtQ}yqtcYd6|E@o_n9w!pK*_gAh0$)Hg!D}{ zlG?ebfdDiVOdVgGKGwOW#6Tv6cG^i2FHJ=)Yv4=SnrIxz-5t*FR0${f^mFoF+IgoD zwQS>m-LN-{S8Plryjxu;LPhR`{WMXKR|#jY5;|_A$t}-zH^n4l^0U4oweX_0@M7H` zznhYGB_$*iy&&ecr6yatK(cdG;EeR13crS&lr8^~@)XTHi91S%DB-eOP88))1w=-I zVy0W*Vt2X{uTU@+H0J#Sc&uvv?&L| zhaFSnj$Dn`wyR`6kB-|6h$#(R8JuR`X(2N=`&v(C=J%x_!XvDrzI>7E^!Dgl42mit zJYeTxl7YMCoQE~@2W*zH709(++09qR>Nxz#Lgk>~;An{|${>%Su>Hyay{BirM+%Wv7Xw0VQLf@a)9p}b;US)`rUiZo%$KnXn z$ifp*%)o(i;22EGXs!a2I`2gNM&FN2&G~#)Rn-rm$E?&XLABPbB|om`FKRb>1uKRH zc^IWC# zUJ+5*z5&KGo5OkLr{n0D7Z$wCm7rq5=Z*GH;bbE(s54IKQ4yH=Uub@Qmr!XovFQ!s zg`Vm4kXr#tO25~p%~lX@^m9HHYS}Es*S?lRh?74zeD!mOLo=x`nq*L##L!a2KpPY- z#c(&?X3n9>{#b-{M_f|&n+Z_`twePDtV2|`LzD@T@>_C;BHSzP3Uq#2v1pS&>4zdO zX{m5yGOQ$wQ+qRS#HpStS52ZvJwZ$#{vgfJnl_rlF}2qEAT+evGVnjCz!|H}_4e8; zZAeHe1|5GO4_sfGD21T&ZZIEy;mYrKosehNeM!6u<-b(&i;BYe_Zt8`>0dgDY$EpD!%fc$_!MNDgicT@hcfp9(s<^o&Z~vd3C3z;V|N<;WjC}L zu<9$ubV-9ek=W!H^ch&!2hBGrQ-@MU(I9Lk3$!P6pebvA<()npvP2oAFGze%`1Fg} zn+`JK%~Nf&Gh+lQcWYPO(k}x)g-BVi7ZasIOHTL~@= z;SyOQr78U)#8FxvMRU+`*z6ER9~l8np@pE3(32FQm5~bcJe!>T$rY69zt(d-nXM zIsC_MFHdU=N9zrLck+%);7)%tWgI`3ZJclPI`)C9W5(D-iGf(3CU;jzN&aR0henO7 z*esP9k`7T0p_QAO%vU!v4q<)yC$CI9nYW(tdyoM?!rHS74*?m7Va#S*=#=*zX3SAW)XW!VK&`5EMz};5rb6<=_peE49z`Qr^`4yJA26DN+XUM zR13EE8#klc&*>6Die_n92q7WYjJh3}t4ra>tjd-dPc%UbQ_@z+vglXk9@NKk z0`OIG|8;Z5nFlDjaC5rmQ;1Xkn54etHbovZY9(oy)e~AJc2F`jjt4AfqKFvQSCd-G zUK_EqibD_CRsu;EIniH<9>c?PVI}MOu6p-KgE7Gj0xxM{xqm~x@1nrY4lxrRLkyQP z(oN_Ww1+*MgoH`~6~+G|LWqKdnGl2cHFDOWGwsJ$$B7{+n6Eq=nGLzZu@=}A3P_4G z5wMjqxU57&XR6hPh+I>?Q?D$d!HtD-;NP8agt!AZeu&K(R&|4h_7e_})$N*fqU0kDy_b#X{dr-^=7FM1 zew6Cku1h9REdaDz_lfm$SfyI=j~+=eNt6BLU}J!GU33s%D_DX^6ukUCb_kePW@U7- zItduFFlm8~EH!nH70CSRUjwd~n9BAeP3rb^G?r2+7X5cxsxX*D%TXP+Kea_0%bs$< zL>&x>DI!>R#0;PW?3gGupl~Y6&wtwA-)~=7Z8}Kq=;S0t)^gm#w4!eLi^pb;(82R$ zz2Cm{3dR(#yB1MCHK|G02i&0a11}z?elBLINI4>+UXKgaTPKfuXSj5qENx*x_N-0n z0u<+{WXKd%w`l#DiZ&3pbaA#op3k3Q;j!{csBokDGPVTrcGgA0vePNCumu{dQ47A{ z^CqPrAar1E`V3#veDK`rI#=Nz^e&CWu3uE&*F=L&a=P6JXq^5}cQ>L7Iyrxy3z8{) zM7KuQ0iqi#9-ZIpT5(4}dD&e&L2-W=lxGYCxSGwLZgUpzHKe4T#4&3K6n%K?)nueP0?QNroPcYnbNo|5}G zLPCYB#&rN=ZLAbI7F@j4RS8FvDGJ~UvXG)AQr47$$L#7hP<@p_7o++KTKeRn5g|4< z9i~GKHePilfKS@G7Xj6EJ88DRb01oE?AA=#x|W$NURmnHJ4%-@zK79sM>vO1*#GRv z;XVOR3LO~{rWutcgC2Df43CU(tO!6L5Z9Fm-i*ja`))GM5^V5h0_#wL^^2RMDdQ;6 zXb1ZYNQSYUZUMOyro$pDDlxy^^cQrST+c$t>`v=d3x6Fmlke z>;U?s(YzJ+Ci1kaKGRRSK_iojrN7`I&rDlLO7B0TB;VPn?YwAM@8SWve6{NJ0+Q{Y zYeAnzm5o>e<->uhYBa<1BC*Ye{&v9!^n!sz1|mxzk@6l45x^->wo-x~l1f4VP_o$n z6=iOFkEs{wLDBTI)_X^`sKtRFUtc-oc0@Ng@lP7vV@vpb7Vp+`;U}`n=+@!vwhKbK zKg!<-GKAcPZ6{f(Ci1&uW|%&C^GgXO`4X8$fe$$qxBq`j*_!}yAuApNuXOQ2W* ze92TSh$F#WoC)=w%u-#QMD(tQZ74@wB({`<;f*yX2hax(R9~MU3U9&;SML^2pvUpN zXjtsrDQzJ?OYrqYm~&b58cpPc8yg$@O$t37eq-OuQmcFD22+Z_6q6J{Ap6@sZ7}HO zpoQY$RN=v2$F}LrcVK>G#1}9iyz3R5&JAP+ciS3ln~gDUMfL0cV`SU*%j5LU|GG-8 z{#>G2y+258RgC&Yroh^qFJj?BDL5(nQU4gd=snwC;5x8E`sZfO?LJvFjtDiB_P;kRa(l7*)IJ*xJE80Lv~T z>QdHE8_Jbb(XA!z9_}tyQd}0qVA@7w5wI0>p?7C>>xq_j{oIp3o14k6uCBhC5b5dZ zO*Oc%)mTmY?#1E`k9-H0_(ceSd-{`>~UAs)W~aH06iO*&9AK-*Lx*~_jqdSVwpIA zynOpKe{qrBpQUByi-J%YytLeUb3+R|h3t`R2XTLX{^OC$?tHU0@`qRHIXsx6tZ|DY&|rD)vfxHPGn-j@LJD~n zP-fDLZ#7+EGE)u2b%C%06QkZu+N|}f&u>A~xqGttygE;=8_tJTW~$nfz<6!fBqia$qKfy#BfvOOv(V)bUQrXb8ezTv(v`iio=dVG$bV|=_rE{&9 z;C(PYgn6O;m#&+F$xYxyTOA9TcYcnR6>lp|CkmO?4GmFm6Ax>v&!0G-A`^*!(WKF;?2WxN!6B1;+J-PxJS3bXgH?u#Z8a;1BvN z*0zqsi*>ECNABIb*HiA!&-7^F#>`NaWcGL^|rQGVce_Fi+7-S9}%KP@TKPR!fm>8|!$r@L>M$=@A+5O&+GNx_`(05_{62f@7kW{CVc`&I$3*- z{qp5cKM9hdNXFh8WR33+t%q7_W22+r4oR-xXRriA-K z0s7Kr-Js=V0v<%*+ftc*@=ofovje8&RXlFysxH7O0dW!EQ^J1Q4IH0KzjZ%*dVa0q z#+vvx--8gtns0I+nE#;-JAdGk{Q19hIfE`NQ-OegCUa=*uJJl=J9GA*GFpvlw9%1TNRIW(FB^w&RdXNwB*>Z$(za#tL_ zOd4=yo+}Q~7ou2|>S9e`oPjh}46ZxJkG(pPb`$yR$SyQu~nFg?Bp8Ag`|}83`R|9M zPFUX|&C|3g+d(V4Lx;+!Z-hlwNflPUJ@xb)JA$$UzT(;}4D;YGdfKcDN>?v(Fn$Z5 zoqBQe_(g@I%tD)55CVK5^}So+MBxcisE@=Z@w+uU`}s46&(j{p*hqam_Vh{PhVPSO z`&nUaY1^I(I_9o+;mWgbjQb^FC~x1s{doS-xaeA)Q00?QiS@(C?T92Pf5_iLFR!kC z8d-!mIb?;OXJb2rTk%%u`AJA*x0%f`=z0&>866hU#EEVfW{EfbLll{XndgbC@81ASGahN z(lU3f(G}GGMO1N{2cFVa;-^G*rR^!lOHGx6ioyu~)s7?tC3% z^sZG_KOxV$&qMdnx#p|9Gir)6;pn^JXUYKKpxUyPiZvbd|MIg(vAr?`BVy*l#l$!|oT@;`I7Of^4s z>sSkaeIm5uD3o1lMkPS}s&ePqeunwvk%ytBeh0n{$4>pK#y}vK`@j_os)d7I;dOCc z=WC}o#P>m5r6Erj^qs(+xuh8Ga94@Xy-hAfNuODpuhN$tW!IN`{8;9|X(U<=N`elO zOFb}$&o~Fg8AOdbJ_&t!uKu47avxl60_hXXK0_%ipS52L?Sg@G%1YAG5!t|?LVTN? zkfyIuH%IUE5j0OSUcl3v2Jz;~w_{1?{Ejp9U+ef9l2x@sp*dI~VlwpBcl(_F#upxZ z!foOA`w~q%8ArdEYBJ&AvQXZPI^(n`ANn&|O#;8~pE7H>36lO{x^ZXzRa*XtKGrA3H zoeSP|e-Rif%!7Q(oHpM?RtjtRm@+@v<+!sSAYuV@<7*D>sP9bb58P>8i02LnI$a)u zu2WN#zXlOMFygs1=5R_UMas&j>R|}je53p{y$qwKJ|xU)>&3%d-tv9iM)G0c4Qhz! z9JxW8C^VTUG-Y_j&-c_i-xJCT4#tKvRHm<1zUO{_A^YxrbJEv3aBy%1K}7B1rFnG=^{_a^wALGbn<)i@C8`-K>7v-%F2PwE9i}Dl$ui@paevMP^*MW2n zi|>ES!RX1DRpdHvIUv3~D0*-AZcw*l{e{?M!Q3t;aEq_-EagFtwq5Zb>; zWP+;H(Kw~voQ*NZS2pc?-gLxOvPcP~*`QE^1@yWJ160Bvzi*HDNcsY6qgRQ(v}AgT z6vhmpf}9-}AS;|NrB>FO-rO?zc|u*Z<8Dt=N=P~laYDEm5|mJsQ<^CGXTrGNtLka`6Ek)j7Y>R;wCt(( zGjY(T7cKsTG$ivCGS%x$Z@%)n&5QWmtF&!=d=*_k!{DA}qkLE@LkYuR5IF3YK=tOr^7PZo+79g?@ROM$xqKHF8c#$zi5Z_BK_)w3N>9r z)zL4%tDx<|0d1KtY>wFJ0IxDnzkmp`dC9_RrnH5c8JgCm_uLqqnSHjcX>Revr+%$L zk9JrQ@HI(kP{V)Uj?{Vk3hmtB_oeed&3>ag_l^4eH>wZwprkO~2aYYM433iy&@3MS zoq2f({W9QcEJz02CrV~5KPkO0`C8sdwouDI1D-;j<@ta!5*m!8(w9HY@hk%LG|3v^ zNhY;fB(@zsf%Rt&uCBMhk0i+TS-^r&eSdKvn)-YYv-fLRX*%PS1^g&O|+(M4}HCKA-sadDj5$Loh}CAOGam?o8b7?+eBuh`1Se3~+&Pw9HhqI6zF zFMKCKG^@#cB^GXEoEzJPJK{)i3;~{P=7LwuEQgN=P#?fK zeh*Q25_<0GHXmW@!p6<-vkekE3nSmhlPG-8MM%^gI3UX$tR{8%>9yn6&M@;Fs~5vs z?4&|wkFov*ies{?51bT^JosGMW`9KTRQ+>*SFGpkg8frg#>8XwRtMA$`!hT%I*}kp zaxNmT&(-rSj;1F56Th=!4>P8K#8uyDpCwkF5|h7vAIrE`zRnqz5M4VIk?F{H9e8;_Fbkg7Z{Kpm%6uJRIhOh%*9 z{{#ZWWmqhvCy+aR_is)$haJ(5I}{#?e$Dp)ARxCy&Y;J|-B5{R<{=E7dB;ktO+}hEMOK z%+m8EfBeA&bnDI!@tK}YSAc-`ES^0*KDa($L%u+(&s7kuaX#$|XIn>u{21R&2A=5` z!z+hM83A;FJ$%g*+L7T#bpaA3UOdZY1+V@jk2>xsvQWrJO$5?_07v zdbp7|HWzb?TJ7`X+C(5~-DT!Fvit-kGaW~5nN8Q6Q^5`|(sE}Nb;FueyK7^9E?r1!`pCMWHLuA5zDqrn{iS&nDH;yH{^x5e!zWba+ z;)<3}8Xa>6=}J#Gd3$od{+N_~=j!EG&a99Wx;rtTXBgn_T>u4F)hY{DrIB}X8ebsS z{*6MWkDNQJsCD9q>qofkq0qCwL2dUgNzi6IF0fOmE9E^4FU-&FWMO;2h7^*d5k0)( z*$3CWMsaYhfeUi`w!com&&mFCusfzLI$ujT0BC3r1Q51qJE;Ljp{@iD2qyIdZCkr4V3)SBTF3oJu zA1q(b0E#!>r+dG47|p_g?=Eh9Uq@;R$0ceSz06L=P5#QLdL*GS@c!`Aa~C}>|C!jY z!Q`wQ*(%$2E|uVl_>gGzb&eQymMy2t$ZBQe~qva^a%p-3a}4vWrZA?d|Z{MHhCKDeYDaV}OwxTZtLr}G_miX zO?K4o0Ggc6mqR*zCdlz4K^J>8?QelizWV`yXPbMgxs0CkJpE?_?Uxhjsd0Xmm+dFH zmEf0XP$^U>DVG{PK}e-Vj&_P-8dZkcB7KDLMeUo$-8X8dC!~J{K7aygyPXHPPmO+o z+Y`S}x|#@Ngau59q4D%qYs*xBXO<=%ecC|r>6ez>qF!c&HOG!8?v=Sxs+%&;KQ)PP zp5ZuO9I=1jaS#{v<4K3zdVElKdSfiLZ{sV3xe*6MqfVfYY z(yDCfotao)pvsL6FC37ew7yQEcglZwr5EiRhN(~A3=@|H6%hhA_;8ixdpLM^G3k)S z?6`f~rk;CeLy=2IGaej0+^>ww@3%w7j##C>4Kj!1wxcJbig`a{DDxJa$wq!R@+^>Oe93YWgb(eKXS!ANCvUpEWbv<;cKd3Hwl z`3pw%a$ugg|9mn}`Yrm>{4gyVHAcw7v?{k0L=9HZAI#@z>re=o8XN0bn2dz=*oS%h zab^aRi1kblJ#2uI07cHX7wM(Pt5a^8S3fj~rV2`^+qGxh|FvhOh$yg!yo-wZUTAwC z)BZYHT2=*A1ou5c66`s^jFMar`lB+zx&?SHln z!v50I_NI+|-%EM3YjH(9Ph`^+mYrxd3nHFiobK8LSN4a}E2ScA%P9-4P@_EhlQ}nH zlA1gHR5YW9oqvqp{b1Ul@gG@bHG~1m?}M}f7i&SAtsjx>?1WqJgLg`bX`^j*{!*(h z3U@lekADD8ZyS)+w{NSLA8orUb~I;LP+1!Wyx5l5)z0o$@E?=V^k;dKtaNH(+$XO7 z<<92Z&DX)_QnlHFN`lQsg32^NKfSqpydNzE8u`q`-AeemyV^{(5bvs$Gfo2px&G8bj$ zTLb=JGFs1Ek<8Kgk3hvd)$9uhxT~)9pgwD;{5af}0{ui6b4Q3$bMVUtS=N9q>kDrw zKUglX>sP@IR>eQ`K^Bbe&%Q`b2y_8c@snj$#dYB2%wGCCEf zq6bT9yS?nWKlj#2tByat$MxC|<7)8vgX}Z*qDWbQVG;9%A0d(O$lXaigMe zJZ%AYtCdw{K>D|NX&LFITf4KllA%H$L#06ni-npCxi3)d|)pn*CP! z8$)*NbH%P)m7Bei!H$rYJvXg~%lXP+`zuMP&dbMr#GmAp?IktB*UEoP$+BAl-=ang za5Ir8(}Ax5rdRvKs!bFgRM z<+4K~@sdkF*04Jpyz>G6uGOB0MsCe-XS)sUka+wsJQ`fIBP}miG}pMOz8d3PFa0`e zO1Q6x-N%6bO5ey26Mu8Yz7KnC=WbNoAyRxp7`d44Kus#uqSu7v?mE-Pd8`8-*c`q^%M+fCIt@&=DDLU6x1rMn178D>oL`Rg}))%z-MxSW%#2P z^+R&|_{TOQnmPL(Qw@|@LZNjvEm9^bq7qL-!{^w7rz(`YpoC6|5c6$Wt?^6C8x_OP zOGoVr2?}cYeR!r=f$I?xsGRGK{HP;9Y1ue`B?JEv)p!+c+>=UWGtfj-jC(B{FJ|`M z_R8FVqw1c3$s*6bIXbK3Bcqtn6I7d|v-Ak2sZ`M=kA1L0T{N;h!=GDT7$-Jfvz9x- zv3ik!)W3aflL~!4tfsP|)+~*?M(Ss5S)ADZu5dH)p!S1BbFlJejqc_{`?VdAB}ru9 zfQzKDM03!A(ph1Zc>BpuH#2#1SP4(MoAa1t(7t^OyK^eu`8}uIam^8(&8zbnaTpCw zqdDBN@Pdc1B12b-T?UUJPrVRN)eEul>ti8jm>HG!HdqnhXU|u2ciSVYRN0<|uO5gi zO4ocYQPOt!*7w@-i6^qID82|7=n~W>G`!gsk7BI!h+3c3h;EAx z0+5SiPmf@mfo3y}YTv zVzJ&Xi`GK>>V_K&!um*UF#kTN&`pw}IC~pgc}+|B{ao+T2X!tI&gX;p&s#XEB}A6w z(Y~?WTK9uG@(C9Sbd$^>QnAX~kLn1~uXpc*zxUM-h$K zj7CSMejlUizm$-{edt=`V1#eG+(f5zT3jML2@nfMDMqR<9T6d%IE`%z`}wW%#Gdr@ zA<`o>n*BwQL26Qo0aH6x>`?Mj><|kJeZjJ% zwxN{U=p)^G z`rq%56iqJbDVysZzAdQJrtE!)Q(ZnwO;-i0mVM+RAu(Ufemk8@n0ik16#_QUlymE13K)}rjnx|Tq?sztgs!Y&=4g^Gzp}#nd7ZIS=%DrPsF|_-VTS~j~LsZY?%3>uXK_m7Elp?FO z-3gWZaWJ`nn{j6(vAgE5_%$-6J9ESz3Jf$foxQbO!cJ*i;i${-`>&?dxv^E7H<#i( zN&RQ5_eYMB&)bJiWQSwbCv$4d-RDcqGQ2o*`=hs?kUqt=ADkS0g;&dt2s3M?dt;^| z$Ekyy23Hn$a<@G@Zt`@j3t4b#rD0-2sZ{Fd0v$EjsPPD8;8)DK+YyHrx zY4{uTD@SltcTmM@X;-skh55X>l*k%wZ}_u0Gr>==+s*{~F)>is8Id5Q;VF1Eb(q1J z7UnpOy&jxO_!MH0we1MdE3MuqF^LS$8Q z*>?5qdkJK5qxuVOpf5noSBqX=(i&6&?Nq1i(vfgfF^%vWD`{y)=7gqQtdgmU=#EPa zw}^0&?4j1nyenz=k6mDG~&wLF1xGXs*b}qSjje%0!7}mFb4zSRq9z?5?6gH6^=?BG-UiY81}0y!X<*R z1nOk%)2idU%fIy3Sqi&ml+MfchAU`e=#~DbgEEm_GXmAq-x#csf(+w&5qXb#@AqjD zwaT3?fsF%I5~`6OnT}Ue#NO}}6%O}CbbR2V@vb_3j6u|CkyVNU!-@mgfsB)Cv8oAD zBtSpX8NG_wJMWg+2#H<=I$0p@F4QwYpbf&v$c7^J4k8b|vN%lVV5HWp_ARU}@O`@J zYGCswcvoapZ2?sfyGy2m?cLGm-CGtHjn&v`|My`ncY%W&2Xn;PN3~z7$KN3uPCwMf zTorpE=DQkY3?3H@6m$zRwGTg#^Q5c6PCMM%Fj{H`hLqL%y`KY|*^@Xb6luBkj^yyoXy^$5 z!r`+8x#LX_A2QaytHM`lYCje1D73+brQ{YfHe*0JIQh#y18G*|a6dRZJz6`-C0rj# zMjeLrl>V?b&Q+@A8p1(RVIqs3}VASK|WX z(CUqi-_ha9!6hs^7;XNZ&=2w$vu?B3Bn|jyyI1Hd8obqdrTbiib0y$Uk^2aaRYRHh zQjNlHJ^H;}Xk?t+_T3Eyoa*#oHULVg5w2W%(xL&s?r@u4gJ|f*#tSmTE`2@(bN1G* zDeh;4X&Ndq5}mEl#^^+vFE{z!U7T(B0I+4fG;Ws#AZy8;#Z$}g2uHcZlazF3idpf0 z9?jGw2HdP^zm6~(cx)vu#uL@0W7+5!5_(n%OV%*`V!Ll+th@l0wYz+f z9q`-TNL2AHVT~CusakR&o$NF;_4VKkATmlJBnK*~=Xgc!;HxtdZeONX+9OAMVHL}i ziH2oj;Pov%$KF(BJS!fzXXD%vl^UgOE2DTp3Y{VXdTtgy%5Hrm8qAb_cIMZS>F5?# zLWwJ3Ky8kbZC8oeU_p7mH<{DP!K*==P0(I_58Ds+eP5o5F)w_LjGy`U`00`HH)l$s zQ?O#Li|vu-**KpCh4FXY;3z68GL)@gthI=j!w=;#)JV&~^)%uRl7*TVuL3 zx{YwTuf;%J>d$|zogAfu8D6{UvF9Rx>p}!T_f5M&pg2xkv!ak#c05CzvoZg4ru_F) zV0hHoPbF9NM}w79yZ^5CXS9Jl*3oT#t8J(wVQ(Fv5;3g9>odY`E0lhK{Amt18SKh1lQAPl~dN09jcKGpc$x4S&bm{|7|(EU@cX|-pO zC^wl94$wsZN_-Jn;vG&*N1>(~9kb-Vn<8clhf&9YpS)_fGz_K$_7*;^Oyu<^tpgl( zXSD{P^hM{sesDo#!KiRo%CSX7g^5vRz#Ng=iv7Y@WA+4tj5(q*mNkt)HD%~$n7zV3 zfO}g)8T!^>@g}DOE1wLG3eP-(Y1CMG@wm6-=BB7|t!0oqx8nCFjP9dQDEB7HW-Bmc zX>ht9jZevaHNA z;HdOpf|vFWd;>oC6R^eS0=rd-TJ+}9`K`*>vMXj_goU#8`O&^&WZ?0t5})g7s0k(o zoFwF-9(q`W>&L^ZPiR)%4lqCRHGEtH{EuRLSR8PCS%&piYKzP9;7qTr{nzMaA-MVC zB6-a;Qt#d(eq;TbG1)x{)P?lJm^>O9d!t8}cQN35L1cX|K09=o@9GtYPD_jfEGA|C zWbk>Xkh)<9kV0fj;^!xWL0d6uf-HeiEkqiYUgZB(ie}Jewf@`%YDXAk>phd-|KDVH zAx&e#V$SqFYp;s~u_%_c<^Ut9g-+@78d;*uEe`W`?pVxC|Bv0yLS*nFzp$8nXZMOa z%%ng`)5y9YM$EtEHbISeMx8j}@=GIyv3VE#S)E0eH)i$~6tD^)mZKT;3^F>K)QRjd z__h@l{kWDe$4CD+WoKl{4_Tj4>#eL<%qwQDW?m#@wIH+Dj+*9dvnT}k&Z)>SU{z2; z-;tjdKHkrVmy~V(4a#+u;0(%}J~X^2yY650^XB>Fmk(r`KEcHF3_#AoDV&&`Rlrua ztgI*z?4A5*2B9iPed2K5WfXyEW!d(UU;1OQq zTzcU53?&8tn=S#2;iyd6@1tbsgeWjTkh+L-5azL!ib2e-qawWif*jfyRy8&&GplB@ z*DP#YIYhZ8`^n2a=+uSig0NE4c3EL~>HvV~eZt6@Y9Bxhbf$o2*f@AnQDS7YFAp8Y zDC8|19uB|DaRfC}n#b6@vP`Xrw(UxJp##UDzJAX`cEKTgCD<;>7`fe)VIXv{Jx4Au zKjnetC*T5;;Qx*c`l|Z;Q;*fPC&|~1{ z&L}HoC@p^OcWiW=BYLqvTle2Xq-ex&G~Rm7SUxq)2wERZ43=4- z9N6kYE)kG*qG%^eUo0cGcxqafV=E{EnRti?_g2m6X|+<#U2XY)#(4L~t(y^yk7~0j zOa>t2uA+cWu|)XSrRPRTXXNCl_l)Y^PoJqQ#j9x&4P&{vd1Ua%{b^YgeYXOodIJBo z#kK_Te{J#ZV|{{Gjz?A|X;!u5GT}t3&SaTRr7htzJdm@2elHm$zU^4X5RVl<@kN85 zjL94Mk?B0fKMFcRaZ!_a3y-EGH(38lDX)7O5 zEngqUJ&_flob;g_2%<%)=a_JBHQ|qkI&(or~xet z{eC*23puRcSITm4(VhxNmELhqKQ&a0xYJPRGjyA&_8c-ib5}%XoeHl$l(Sx{rc%XX z@-dYP^}<+O5$y&HnJ8iT^Q5^9CrrpbgWTmQ@x<=no-6CEIHw?(gbg6Ao*HpNR+SLf z6y|7za9i*Zd4ee0+PNq9`Fe!brn)iepsMbLqk67`TPO{OTm{S5+QCektq|JvAYUMm z=Y>qt?P3cVMR6%~wFh~|TA|7KHfMy01cwKJ&vT}bL8Co%eoh=Ycd>yl=Oa*{(X`6- zLJK-Un(zsA$>3&G+~J>01FsV~CA$=gJc4~1OdZ^YJ0*n_SC*fE`gyeOaCnxjJ{7ZM z2d;x?bH{1m_rODp{O=<_3c^tuo|;AlW|!PeJA-KT&8(fdqZlTAR+Whp5^TJ067Xts z-1P%x^Lt2i6jACA`S~{E+hu84reHU?*sT{tR&>@m82pUR1B2h_*dzR7`lr43BJ7E= zv0O@8Px!7OX+X|$gQ+Uo^~h?Z!InsUP{b6F8=97*0JG@G{EUCRvBzo*xH$D$yS$eQ zqU0am0Wo`B*v1}_N^_J3UICFCsTy=HX(k_y{*Q^q+v3JiYxTa#CKK0QV3#}+l+>{_AIE#OfDxClDn zS)^;$bULiUl+yTr%c^xo#jxvk}k*r`uP&x{*jz6#l09Y=np)8C@(#Kf_+l#*`2g&9}r zK+-#x!%ByhdOp%sWCQ~7>{%ME_EUX<}sNwWsmljZ*Ok?KyeA)V#nt`$b zk)6ZZ2{Re9jKje3?k^e##P{#J3TtZ`K5FjtvjYR9d5?IG1tA@da9TV07W~iwr;gRV z#mjRp5D4}EeX6KCMf%}ou$ecdzgj|ylwhU(FF*6lH#_dH=?mx&ATJP!0cm>AtuG4x z6FAd=J88gS>q>F*pX>#%n1$s{U5M!}ek}ASe-*HWapHKSe;?x4Lx2D-YUBZ7bctZN zaf`6aa54^h8tf5j8;HK_OV(nq6tTWg?-5bkyrQLhUkSF#6yBwq)N4@(u^%v+gI?@S zUSq$hT0q1U2iFofxNaB4sI+gnR4eVJPKZl zrKIB97T=gbU`*Hob_+gE2f#=e>H+|Pq&Gy_HLpZ!z2jvgJTSB1dJWEaGauS`sMYOx z)NiM-5IMu|vsj-Qa99JO47rAa)+v^q8FY#a)rt)9R+aV~Exh{R-+tX2F?~g!*Ao|f zX(_$W_P7rda?Nuj!(huIPSll$=YA<|G+Y$X$T$h*Omki52a9*MH;gSTE)T*5$@=}& zi0}KLEaxbNXv=63t2I98i`G<5{RanO^x&r%qvyBg6kdO9xtkLMBNdK^NQQJx#NNcH zaG2ODLPDoQCAZx+S8aD(;v{{%tLJs~^+VvAqT5`__%QYMH|k-7?PedkL)1*qp-aft zB6LKM!>KpAO~;QTRoXX)dAElJb5xa;YfeMSKpFg*@VOdCYlc=i|>fj4?-4@;8LL5`V_HvpKx0Tf>Qkq-UYwFIT*AU5T zF=6MYkBVLO>H@SI5cHmm_C}ZG?E7$39b(+y7M_5Q8x4_#d?uWyAUMc?B+NVLSgmJx zW`nk*HugZIsBe3nGxYnZq25`bu2Gu@|7na2G$= zc&m}I*cR$7(ACvdxN(_c=E{j`NLEHiOf}|%(guefW&&Du_FwBI;!&eRwhf$w+-c$5Jmi_SKAEsRdCiq)>(BrNJ^{c-J2;BB zi4%%nOgRyr3-=%#CDIwwYnE~nLXLYz&Q*=rb3IEVnEKJT{ZM_l@gW`DHG8<}>$5;z zYBXHuv#z?s;XP0Cwk0o)pzu-_0RL)_h!XH|-uNsuwLp7LS~@H^bMdnLe;- zbX_R|-LLIUl4zvLnj7{s`)C$}_D;~#s4nqOsK-a2`0dk8L)$LJL8UC{Q1}Ml zW`b{JUIYKz?-P%RQ@3>qC~>*fr?|XXySlVz3$Pll$F0SL=DgR&N3(;a5yT z$(#4N*b{6jH6x*tOp*)xCErhyw)zQMdUDwcaBpAYgwNt>pWK0N3PXR+Jr#wxltfu) zo-O)QE>WPTB2XgT`HqBI9ZPPonmxa*W=k@DQDkSzU@PNR+D+t&{bJG1>QH4mX=Z*t z)MuNp<6izVe!hRf6B=LCt`!(;6vTQA#m{jX{8HRpg6o&aE}#}?PjUz=g3n(77M5$p z0u(i%);?no)1L)_x+WHPchPq#roGM*srtWIR<%*afb~HH3j~k37)Rnc6};G}>U}lj ztZ3nP(q@?tX+BwBbtmz%KhhE;7mkxTDz?w-Bn7c%w1E?c@!;5^eLj^5D&P(9sBM`K z!JNFt-ZCJbnV<_ObNS7^&TuI*eoU5iW_}t>#p`8f-HN&_9nFmLv)kHdW@hr{1Xizk`y{-spsx!1;<=}7? zuHJs+ZuY2V7(50wdx~*oGY>gAITv4sKDwB#SF-w`@56`dVyivIZQb2PR6_d`&(c!X zUc2(>+|<~SJ6CjQ3fwzTr3yecgZ5|<5Ra|AJ)k>-*;wu0^DlbbBTy{K&{&FjXOY>~ zZM(3j!n&Csv_z4O+bWLN3*G$FVQo20@+@3p{#t4#xjiDuL>lt(`N6QS)dq-|I-Plo z%w^Eo?^<|R35MfuHG$=F2fw%FvqY@ec%?W=8e%Pb_y@3k0CKYy1>FUO#CAA+#&WFO zf0)kyf^JN~oi zRuKDWsgawYY~t-Lfm8|x3Ga@Z1%-%|D6y%|f|rF~_@&4IyeY;8Ap(=M0-odv+QplC zux^nR?HC(#RD`;^I-{XVFI}uVT&S&ESXg*A&X7gd8|b~n=5w_rL9%MD zm#{rUsO#y`LRK!jk{_Yyn^Q4!Y5>wBZf75nPD0XG^gH;?!pvxskNJ~yE*wULZ$J?; zDzNT9VyFmn6{Nw3CH_ax5*MsIJVdnTG(0vJ>qii6T{_oWO)bfYXz|!zvK07yFqe=} zz_3DAL8Y?dz<{eGc`oii*IolLz}u7Nr1*L?_tG(Dlwm4J$r)QW7lJtHVsi!bO%oE^ z_#spk!{wSGM(THD$d)L9|2SgIyg{DB91zI%i4OiN>{jXEsWd4voE@*7Qc}C04KARF z#U35zl%LIO&Be=G??-tWB_?V2?RwtK)&|Met*}Fhp}D!4Y@DZ7EbF^TD=W27K;o3I zuWz3nKLv51X5k}{(7@~EIsuV$w2v2w-eOw#cY)8>S9{0@c>#bO37xF2XX7IyBaM0W zb#*8)T`jEu9qujL)q!^gYkmd+;cTkeo~udJUhK$;`YiNE;vMCXa&@A4ZQYLd;AM?e zCx4Gl4_ceSWo2x8U0YlAZ(Eu^t;E33&mW6TaAt{-_wc)Y}s>^|ro`3nE>i$#GBpSY)pdkakK4BeT% zRFfIK`v$~fr^)s=<7Ftbw%WdKZf?%5y}B}3rjy0m46Tb-bgNE6hsD#~;-1}QgC`}| zd?jCjL^>sdE5~@I@&f(XGL8yVt`u-OHtoxwfw;KC3T_ejgx%8+98bypRXp?Li4*e& zgZT) zP`#0p-5xDuXa+x82h|MUj8{}tH0DA1Pn3Ao;DCcRAY(vu%orTblG%+mxOVMV!p<*% zBE8RI_qC?$li|MoC7mxC;K~q?bPt}KO9bHi9Q7>pLZVL-*a$K7qOW%u*PdUc5CJGG z{N=ya&8g8JGJW!@kFovpdRi=F47eZdvW{7F!4P@y zc<)6Y4D{6U^2rq2bNAb#%T)+JAb9%Q+sb!_z*r}7v&iy}3X%Pk&`!dRhhG?D<>nY~ zz3ui7+iXvl&9%ifxt$4SlS&$j0Yjs;>s%yWnfw>qLw+FHg&u-{5Y@p)hg6MGa%@9^ z9HaTb3FEe}P@v}sKGE$tKOHHe9vc%AD97yOG+?BZemAI|$&+h+W25N1DTPz1=;aL{ zrcMC;!*K?DpWVbeT}-e;=tz?nxN*b~#!eanwTl^8fQ^Yy?T41ymP z0Ibz54#s9@v3S06Px1RA^Nu zC$aQWOJ84~w0R<7O&XeonpB>o7%)c!_$m^A!R3Qbxyxe&k(rN=l^nr+vhn_) zv&fN21l#3@M7f(!MSN632n1gVi7c{ZxVHhcsg)HZ- z$oslz(4EF6F?cnOON4V3|57l!sk;&P`f{%~JVC~cCu%Z2rNLhL2+DjTln^D9O=B5 zH}hrC)5wTLn}-4)4B^x^griEqx5YpTdYhi*B?1SBHNGOUAkxic4w9JtNrTK4wb}Du z$Rv4A+Y02g21xlIwRT$tOU%|hFjE01WbR=JMJo@hENfl_iiZHPt``OsuOY!`=(_Fl z>dHmJ`K%lR4+)LeoQ;mVQ5_0>Re%g3jJ<2sAfE)*=7CJS{o2C!-QR&@QE^ul%kQ%Y zgzA#z*Y;>sQ}r7wr>B!K9gy4;a+$1)DKzf@emcbDW>}q%7`NQw;*|>>1gv=3w=$X2>|t&h`n> zXUR(*ND(Po2`}i;#{lup4eUx4l6o`+;ngd*kc1Pma=|AI&Q^XM+A};x(nk*@Eklb?@sUx8-MhJKOxXyv(`Y5WCa3%9G#0* z`zdBk90(uX(tY?8o6&4GNG9o~3a(K_J?976TFt#NYtNAl4EUE=Yt>gKu0eaQvy$C&^j>qk(tWgsteX!FZZ|H2G3%fUeB3yf~m0g720 zM0?zXmrf}EClC76C7d)|78Ia+Y+{yL}(?A9uYjsEWtSMRxb*^T)5<~@U>Ak zNq43B0V~wVOF5=MU`&{*kS@8^xzL_V*TaWm;$d0+vv9M_d%A5_*#?=ZTaZ4krSqAO zOdUDBG3(gfM3+5#-Rj-GL$rwfwcszw2rWj&jh&sH2Y&kO%~M8Na|VetgEjd@nzop#yud+G7PotB<2e#|{{w*R+gGyt9v!9v5(lPq+8 zJ$s(GMDnf|9i*vR;;cFjOtJ3vAVq6nlV`i+xf}zPox}vOyiB=tNNs*m2Wd%e=`Irg ziO5{{yhAJw0UxX0Omd@l4H3dIhhK$5wxqd%MarrL%0=idDx!Fad3pZ_3{kX@)4fh7 zD@M#$Y^oESMP(&R%`~%w#xVZhP~S=gJ#rAL9+7q68geYwpkme;PtxFKzz8@EZlf>d zh7l@u*e=2P82uABAw)Vo3En}>#bJM@KBe9JdM{#i-WkEE1B_dcy_A ze?_-IB;v702&9L#%ZlpgRUYTn+cqU%2>3SxclL`1Ekz=C#JXaxj*bHM=h83AMt*r- zB{Zx?p_A!c3^|_ub)xMzU_#P7h_b4eyz2UAaB!Rp3W?9hJl3D8f*#|(MMyP3lDeH{ z>~w1Z#`%zt9NGm~ZA2G%#?;%M^h=3#l zgberoTIb*__&UpUiLt#A5(xwZjzKUQp0Pwbb5wdyS^?%x@lVlO(BvjV#PvsEhbi!w z#YGsb7iOEBJbgZ17KyWnSqUnNdcd8C+%6p@2!Q?{wx&bEM1}TtL)(xauY|i+v|xn1 z4HTysgbzYg2om9!#wYeXc{^kBw{u;sT$i42kEuWUxdb37HQYoTuA5j-DnrEex~flq z{zmqmStG}AiFK`5NOpqV<<%EU5c79J!hv@qP{dpLozEdA3)z%D^IrdE>^U7IFTis2 zI*W&Hqa%-g99T~gZRElUJ{|!C^ck2@;osgfg$)GTDOyoTzRNOI+78uf^UqH6g7#=B z`4s&xw~1%q+JvFyEdusG2d4iT@`kLtE@=iYj|bNle=UxX@V^M;cn7Vb6u^#He&iw# zI}pZ0*x#8+@kp58oYPa*^%CKX*5z7qeuI1p`34A+2GN`iXe$*6p!Zj7WV5fV_aZy8 zH#QBI(2$GBL-j(DD53_!WCk7jIXn7k7V^`-g<%wZTme7^l4OBXH=E}9t|rqlAi#S~{^z@ZsdD1ocGv(+&HcmrS35l#T zHST8AIWZyfH+vWC6$=YoF;RpsH^OBKd34JCxW?N=_LZpN)@;!|{1&f(NS>$^M01vT zsil*&-?QK_c*OUiZ*(McO8u1(SQq0b_3sb{;}0o#N0IjVcw}Segk4O{G!B{jWe?Du z=Td+1?FH4}h75-n)%Zfra-O91zsg}`?CaQbkR|NewZgZ@u8f{@c{-9OEMug38F&40 zkD>pc#?P&flzqOtReG9#ZtmKE5wK*18Bp|3DXFO=-YEhSx3A6zH{P5v9>C?t|;SL zd(Pj`;v0~*-%No@p39&CRxB`vc zGEz@v9@u+04&Tv@%4l#+KWmP`{{7J#TuAY6Eg?gb1a~zisx{PtbFcN^{0pKwMV^<3>@Ru*Hiy?VGS|qQid0{MZQf{f(!Ec{QT!;p0Jj=Nj|HU0*$E$9d~$-CTU&Ac~EO z$TCTOxk9vkw6Mus*P=+H_|iM)Ao{9({y#0S&1q<-WXXh!SL;#F>&V8*gur+pF$O=` z1JZsS-sjb$GmiBVS$VIZ14V^OU%lwxbmU?20 z0C}`chHaE!Y-&z?C?p$(4%Wq1ov-y63FW%Sx+4cRVSvI-nX?6wiv|M&&zlyVNx3GV z_Zg@JN#Mrv>je`7$BQ6cf5?4^u?NdhR}9SbY9wg+OuJSK6GnBx6kdbv0JLD3ap2Th z7}57t&n4^}ex9CdSp0(~p@O$Ydn->w1&Xb1L<#futAZQ#Usu-t;_+{fs>f9snmLegSC5 zj!;sk+FY~Fn6&uQ3y4!4V|$<#)aK#4M$pV-zL|UXwy&6=iInX z?S9X8pt`(BbulrCS0&eX30UzEVE2|=O+4mqdCIR@tLVij{yoFGj0jGinej5C_!Q#5 z`LvDH0ZKg?{D;HPNTbF3=0p{;CF4Xq0Zu#a<7xl}f{ox6ZV?S&;2B-X(uNsi<%Kfi z=HnLGQ$!meGGxL@gU@f+OH~c~Ld{rH!w5Tbq^u@@>m6iORHfwBu13XA2mLby1O^mV zJqIJUujXbOg?C2Fh(i7B-N6zK8zWQM_KFA?B%o?6JPO4#{Nw=UCw<z~Ulqh3ILoEK_8Jz3$&vVtNtdl}#u@##U>iQ+=9_Y2dI@4s-=!H)*1D?H}& zw){X@I;sk!pZqdR=ipZ930YaNiViJF(VDf5G&|_bJ^C=r8hsZxfVmN$x5z_huU#6l z8h@cAliQ^95f(}xzNg{vd`_lGkV;jU zO!x#kGJJ%>cuN)_!+>r>;Kj{(22}1QL4PUIWCC<+IluDe^5Xi?c@EO=Bo%xX7g*T1 zHMU1Cel))v^gg%&bvOl6|Gu~h-oo?q{?fEa@m18~G&wS20vqHl6JlCoVQa-8ew**Rp{*H_ z&VmM!-X06&NYYAvs%v{aaX9RQGyExho;^Tzgze8;Hotgpw$~K#3d)zAh01-^wI=W$ zqUTQdlP^Fy%F*fzcm@1C?D3*bVQn;7Ux+r^MPka=Jj?x zA|CH~swY9{F~R|W;E|=g-ULTf6+E?t*2Sz*&(t=`@)*NK;n1qppI~juWxolD>ov?w zjcWl#`CRz(LZGXhk~lQPP(k?xS)r+4eDc`G-BuhH)v~jr5akMNtbv*FV`V|vSOAtr zuF}&7^uD+w=-2n3Y=&07-ejU)p1~D!RNc8P<1(FRV4n%qXBlT6dI#=n32Z(sZGg%~ zd=p3s_uE#S)8^0a2%B7Vlk7^0Pzr7k>4~*;tuGi;(>&Eo51@ZS$%We!$W**pWm{{` zeT}H`pcE2kS&2&g69%Mn7VvWC#n-Mvygzu~v#aL=y}1!rje?n}6W^umOyQ^0$sz`R zpA`@DX)hY5=K#lub`1`2VZaK-`&6ROd9P-+(UME%nvB-adrrt>Nhv+Q8usgag{Utz#*0(pU^Q0uCV23uH&q@_K@--RN`;#8T$t$`Ll{hfZwv_3+KdB>eXXrGx zMvQM=^nt({qBB8o4o%^92T&?_1h&D~bx2MN-6Xw$?STINH3Z-={Kl{BnZQ3eZ<=?8 zGYzI6EHM)!9DN#lKAvt9J{h9`kd3n?nP{Onn(jC6cFmR}%}5OD$>HKg7Z87f3;qB; zJ}9Z4;sKM5GE44#QHfIi!;jjO^os0cfyAV1n{*ti#?Eg)uH-r0`ez|f?B*76|INRZMxDQ*?yN=i0v6Iys0)4l7$z$5cY%U*Oy)>ji6O$H|5b==lqS!c# zW}hw>q??7;o!9{YN&~b`z+r_@vezy`R^L3U-ZEMf8RqlH{z*+4e{7w@MTpm;zI&ku z2Me;4*|HonZ_zGRKnP$DF(SR5Kx7G=A=~iurc5{Xj+KG=7I=IUsSXIsIx~>)y0LDhw0 z7S}h@PtWFvb&dQTSs!lgQBkJ?t7zMiOspy_u4XXarZxQX zgo4K*G}Jc_b>Z@IEP*CpWK(bFyPS>EYmbIe(OV^Ot5IlBp#hY(9Eda%ci!xzL+Wn_ zb<_Et{sm}MIQo#m=7cf=Ec<0xcKu|NtU~8hZ*llxV|r97;TL%0vFRNiFD0kv5{{>9 z1nA>YfY26PA4;UoqU`Ciop03<)dSPrRwx$j;e(@Obxw_1dUJN-#H>y;7T4^(5&Zur z`meW9ye(zD+)IqgwMj}Gz8WAXW0`|u+emLtujW4)fgdyGsgj3fV+-^0tA8e$mpzrK zFzy5`lcZx!-?jEl5*E#3%AVdu?Zf|M6}S)Uj-qJnB9Kj+-E33(&v9N}0hk@}Mvhd6 z*%Zu#9MbG(=#M-*iTO4r#Qs2e9<6;ygO`x3g9Ri?Az)MuQ2csm=%=K*R>o??VXM)0 z6{-_(A0gDVKFOQP#&K5Q1*{B6+8}h(B2(=tJYff{u~crxiWp%DOel@!V|nZRcI|&G zwx`E`3KwrnHzc*Sx~TOA20kS}Wynb6V((g57oz4BdsjUmliCD0CKw1vWG`CDDMx86UR7<6|*lk=h26hF)9Y05*wT zXc8Z+WB_S9e-q4VngjU9BM&ZiCC&QBK!CD(TzNELc!m+WIz*yvofiO`h@Q=*)uc#4 zXa*b3>#julH7Eh^dl=H%u5+3ER>u?qgo33sU=(PwKfds$n*}}Ah7GejtW^ErcV9Og z7S6VdGwU;ty7HR`9e&^!4#rEfu zX?%Lgv#E7<01^V#NEUUY)OIs0cHz%xTO~1(#w?qe%Ld96f;vr0H)aS!b=ivQEo@c?{?r z?=&zpQYY)6yy(*vl8LvdURS%H>E8LlmcA97wH8lu%gIc0-wSV1*y?DIiCo7r^9xXC zA-@f$$K7Ng?O|ieHO0m>Gd&lyXcKUpS5?2|Jn$8>UxIxH^@c|mGy?(-4~e=81G`%*lrTqOB$9oxp|+h6A?vuCpc}IS*hw~r}U#(!Y4h->r}vuKxiT}J+|cl!N+d7h9*Ewm~G6}!8RqH zwFM%<(MKYw1e1a~wHd8<)>eX8pXPMK-uaTo4tphkxVX3h>1Sv%a(szxT1W{bKbXiw z$t3;cf4*>cm9aR|*y2<^&x83E-+8?o(MA!=K#*2uVQ3SWV5M*RuQM76GPn1XMW>aMsg#sgCQ-^$}G7UKg;G_=j3 zjWYc?21Q(VA8NE2IDur+i^9;syfO%8)QsubZQ&7QcOK5HAVxLAMHeF2M~`1fP4W*uf$WFI1T#Gv+cF95II-E!zG~(3KSO(kO|G zL5|e(`gyXjizOZTx;KE}8aLuF3?ViPMf{TTaa)HHZU_V9p5MvSAduZLlGnryS*qr# zVDew`Bj{ncxwjso-`vX<#&A+_3Q$jnhr#XyK%+r+x%O>q;Ih4ADt8(KIGN>Q49XfR zS7Qa!hBI2lb;-o$-(43x{|64jxg!$kM={vw0C(ChEA2ME4w#IN5>zfSQ@=~nKnOpE zHM&*Agw%&wgU%u4!{#9dHi^6ww65|*?SBC|ns0L|)j?p$n2Fv#`o?Vr0Y&(XP3L;8*EaSz~FTyC9ixvN~$%o1k%WItuDPO z=H38mzIBTnM)8L_HwY~`#Iz}G!u*mst-Ti+`1rj6RHkr?d=7KFFH5;s423?(pgeMP zpG7_t+VT6v-BtHig8rMZ=kBX_CBO3saD01VmjP}C!D#dr`<&yniYzN}SuzDU6}s#dcg}paZ~CV_jf(lC zYXOvY=<$SEfEcdm%uSvDflF268`VH8?Z}aKbXwq};IqhPhkKR*>6&n^%!#~){{)6F zLDz&~CSucs5QZA{CL8jkkFwSD_GlWKaRWvmO1^Kyf-M4TZ5Ks^U} zcwQ+~b40|v7+{0KS?qDV5Q-V5LWSsq2r@1H6QmOCjpu&XmxkHS6?lOiL zNWDcBqBtaf_B1PA1KzIqDbjLMl9E)xgZM(ne;C2vCbnfX0Gf`A{zl_{q8j{Z6yTRH z+mx7oMCro>9EL+*DtP}38Yg2XEkOnxnNR@2Sm7&r865x{BIu*M6%IKTtuRooLTPkl zX3#vB`d`7LA%7Ty=)9PnGl+5WK}`fL36Am0!$3p5FAyQFaZRHhT;ql*we^3H)GKsq z+H}xGdOJN%8yWuc=8vA>_L?3XAzo;=MhB$-?~O4JTje5um>>YL0^j^PqooZBlB1Mi zyv5L`YKCKm{z)9p)Y_9D*7_%Zo-PTYf4w&fb-9KxN6M#L!rtDoEcQLs^(;aZ69N#0 z0Fk11R^ZaHZ>H7sumC(WCRrztd0A2zj1K$UOL}$6fEf07UdUl^oc|;gPr}e1h;&iw z0W4H1x;IE-( zlmkX1+*&P)+ah0vp$_wl7@B3io4f=EKw!X$m*!VK-4dKj{U?NVi`z)qIA3uKjp0AM z^k-o04&~Yz2qJl!1(++8;k*$k-hJqOKg=%}zP+Wv4t2^fb4=k82zENr3hGgNZi}#h z{EaZ(5ltP#b}K6uJ%ywYy;6uy`k19VOPDQ=DI0ANQ3^?Ne*1NWan@ZJL#zfzw=XJ0 z%RtD1*5BYYqg4%5t+~m@#mJ{0zSfKb%C5!Zu+wrJn-^*9OWNS2VIRL*dtP}ZD->(N#31l#UC^tdgCl5AYA9Xw zT&ySzsY57^rqi#%Da+=&j$!{*?D=SjIdCx5pbRxW{Z`kOqm9RaHP%$ig%CoSP z_+WyV=4;WTpQhCJhKOxWNUosbCx8@}&KpWbu5-x=5puzQTuC1ybf!VO|^-g=)>R1sb0T zUj64*0SY;i&Wrnn8+!^<(MNA6W9vk=|KQXnX9qzHaOG#CP!sZc5azJu*}a7$`gBO-O5{Hk+=O?eS97o7s<*A) z#BD>Y#}E5YyqvF;pn3Hv;P|!Lh*|(k1U1Zg^gAo7X=>Jom@U8XY<49dh5pW*9C9s{ zYIJ8I#Qc#ET$L&;B675#pul-&YvZNv*}Te1)I70o|9(pc2Y$!W;egV);=U2d7B7uT z=(2qT*U^4iS@~wl;v)DtR71|wHR@k33y0t!P-X^}8|^I%Mko#Pg=lhdF51+d0B*A9 z8FtT4_t!r@lsh)r0(`qNxXcg8INEnsGR%o2zpc@QFCI10D+&GMnKOsjq>jlia>)M-U32oM zI5;>Yvzc&19ev%HM-F@aNlz6Ix%OZZ8`MGe;`f1bU|GDB02}U?yKB$z)BWILU!Wf~ zTg{KIs~B9#PW2}e<0W0Wc2 z+`7?d5zt=udMeF`j$327+q}Zwdqs$gYo+S~YurnHYYF=HMjIpfy0^StU0oMk<=0#n zNIR|a!6_-r@|Vi{27xk3!Fb4Nax3Ykz5|Gwj>zJuQJ)nqTAa$R7RQN-$dK<|YP{}i ze^NDLrL@#jc!6NlXTiC>nKZaFI3>h-z67t)+(K!yqviAhfW@%zKEM_TQjHd@8`|{o z6OvnsX_=+j`z3lo04-#II82O?`19^+n$Dh|DLS{S|igT#Db3-R|=5{G0{oeJ*2wUB<1j% z=A@icy<(-l-40YjC;cR=wR~7 zKe^8%M`70mgT+S|K#Oxnno$Ct{oeJt#H}IUwYr7T4}LDUJU!3f{kq@p_v)F7YQEIe zREyo6ZD8E8B94R5-Gz{aPY(`Lb~ogA)28jwCB%W|v=sAT)TiG6VP^i-=6sEx>de)~ zahJ+5PNAThMSaj>^IaPdmXl)#rbb?2;jw5z(_qAa#(GJsfM4i2n^zxOtq0`w?y4`h z7y4?p`<%aidSgmUz`brSq9zl2RXjAQ&;perQ@)b3A8!nO2jHF>TpdqVNH%UyH(|Xy zI9RRGvvObWAFkb{neS#yLwk{{=GJV>jstM)8Bfrekp1wQDn6_&18&^+4G(ozrH_Lf?|?VMdPZy%qWjkRxa z`r+1X6nEhIY$Ox?0l{et1mFZp%lHFL2M|V?x|e4h2PgOe*m{+tZ1X)|E7Q`rcRFim z`U_np)ho9C#Ei0;?23{5``H6euirmyL+eNP=a%%xMu52iYT~+oY74q=9pkzpn%mAR z_|Ek7bP(1eJ+zT96ok5q9ci3*W_h&tIu6LO}iQ|>*M}*3EF+v-zm%e+~WJi)nl2Kl$5kUUaRCrHc8C) zi@x8AzNNFXv+_w?Zp?Gvl)wwLcne?q@h3{67R4@7aEkRAIdR3v)TjtVEdP|Guy?a? zcNd4Z+jPQ{YnD@lFfoU|R{OQ(<=X8v@EwC*lL0MT6HYr;9d<=*RXdLMqO1$Xz&ON{ z5qT7D68};P_qgZqrlA%1P_rQ+ELOD8GlPr*wi{wyaMw9xt7Ns<)pvj0afj5~eIYmk zc~p-2?uzy-iLTKppivOxl*lJJ>KNKGKDl9>UufsnNoe(Ig>b4Au`$?W{K!PEqmT9K@Ce zRGKIWMukB6N_G2J-BFgl0^9QyGTLh7*6GI}@1mxT!XEe}s6)FMQVMYJbZ=LesPni} z?=frCwFKJ@t+9t&^eJX$<`Lj)z(z(w1L0%haR{RtsSWzA4EH;@5ZT60ZCxS17Ihk# zWPad8&qJ8sKfnYxYJLLHh;#J+f<``9fKmi_*w)bQrXR4>$@3dz)0VAlXv}A7k=vfu zocA7dhue=Ur#06=3#3Io%xB1QH!1;h;T&~=SqPCGJa$?rg!cY(l?fzl|9RLN~ z>U3OBDiJQ8xHHa&_Z#(cadBxcVv|N*0_e3tc17NuOK6Aq=uy#9j#BVW@5w&2<>}PP z&DFUkx1+dn^}PPm-#ysQt1Ju?wa(QWbg@mscPDkAE)EpWB{+Z@4ZHWq@R%fOky>T) zp2t)--Q=LmGV=T(JN4^qai61Vl+V%!2`5i+5s`5Il54)e(X#cv+aypjR`ze4Y1&nu z8-}6hN_7Vp3nrNb6@81yU&XVm^TKx4j9DRs$HE=GE`88=r(Z%Ae(LBO$~IwwV|$Ifym-52M$)$fHF)l(!@|5lQ@$Mq}L1| z;JgCe55=1pt&6w&KPGH|c=GAvm_Q&M9g6$ zEJoMJw5#K$^f)%5*M$n|cmf3Ho5IkwWV0A=T<;Y0{Qlf_0VXE(F&q8p!bn}}B(Ey| z=+UFtenLE|CU6A$Cu!U+` znw20sNy)*)eNceW_&Jaa1ai{Gv@~Xea}%$#_TbaNP3$KiFJ{6 zo-exC!b_kBGeawQ{QlJ346UR_+FcYT9m*Yt=4(J44XvU=#uRPdNJvmnT=q1p%9>6| zT$Otfw6zT|{Rjit5L%Gmo!oVxy+_#tkX9PqIB?~L=6+5GiBVyb4jz{p8yX#6#1%$C zH4J*DY9ojVuR8dg&%G@tqe8ZYx$u7<0}}k&ONaj*T<10&f-@3ZHCGMow)W{ERG<$F*xP6Noa=hUOycco6 z;5{0WiO@v{IP`2!s9FlKg0Z^=+hKPX6&0mU#vSL&uCwxgq7h%Xu+ictXSP<}O)$Fb zg}5~yL%trV#^1c|euTs<^V!E=*+Gj;AqVNSI$3L0fC8xo17)@01UfnFZ1omkz)wxv z?wIdd`G>hLm9_W^nr%|MDI+5m?UOsJLpy!wzIChe<2af0%xMqDaLOTQ)`s z_&vZa=l#Y(XED9uVrzH!mnsa7Rp9#!5Rz56s5UdVxX;`N6}GvtHNV}p65XD4cdt;JpThwsKwDLc8NN zr%*mv&%^Bd^xM~iyre^*%SJ0vPNA;qCCA6hM^15NArZR#6`sB>8_|)=Py|ISkI=}& zs2dl?0_*(X!Gof*Io<8s9g|i$re_KB-zDhfS62f=vZ>~jlTTkCICHu0b}k8dYi&_; zwvCK;?|w6N5c<@jY+;(l39^1J)dk#y%&cr>UuV!`ZSamDNSEA_gOZU7d1>~$cAyE< zEdkrDDk<+aK~1I+>w9#dGY;zK3ed)NBrtAE##5c z?_C|8LiF8SRk{EDSB`SFMVpQ)qEM@9hl2 zhCQFEJt^;q47kcj3q+}(K7DHAeHTnLh!#|>-v4fY*v;AqqX8Vrys)tT$| z;GW$q8bMf4Z)5tuBy5@XdO`c#U3PT&`9T)EZ02=>7SGeaFx&5zmYrDW453XOC=7vu zi}}i(92GpIg@gj}G5PJZ-DC52CZ&@A-0{se5v)hiwjHpIU;<=B z4@j)yn8gwJgTR{P+;0?`ptl!#$#bjWHU{oV>!SlV=CL4XycH@P8m_>x-6)k`~O#jXp$LS!*zYa=# zch6qrD)3w-w+l1ovM);(+!BZT6n-ACa>DX-C@Qvmrr7}~ph|Wf_;~;PRWgHS_wf}p zfscG0ehV~i5NB#|iHj5mFerk5%?NS;Pr#Sh5@{W2;=ZfnLVjLIj4N;^r$+AW2i$d! zM^*-*=M4JHY%Qzu*wZp#Y*tR=bObj_SxA;yHDkI-)PwDJdiy47s6Da}KPhAVwg5D4 zD3N^n?y^gH_3ZYva*x5@*rC^Ckg(IQp>-~#`O(ti7))%0hTw&fS%aQGis`6K7!OK?0n$fc_9FljjBw;oMu0nMomJqoSYiPz=Hpjapj4 zb69H{CDMa92^3~|e!VU;da|YG>(&xbsI#rbeLjFPLf!iMdbYJ$NL^i>=bXJc9$+{E z&7{oaG2%!g5a&kuN!)BTa6sT9ou>)%k)ODH>~DLCfrKjR_=k#zR2?*{%RsFV00~xK zt64l;Q-D48StKvv&H%zCAb$4UFJYNrYYKrmOeETH&S53hX6ePh&*`VnCf?6CF&N+9$Ma%^$n%a zoi7dmcW*c_mBYO#t%nusE6T(aD-N&-LcW$CUFFc7@BX$AbUlC{zWyM!1w}#&pd^z! z{putRcwbzE<*XIuA-mn;yXq-sK|rnvax9dvJE;eat^1NbTHfr_8#gAR3J`pr6)xNs z@@@?QovI9ywIig?@JqM4^9Of#K#s}1k5E#FrrNZrTn~AuN}z*7o+?n%|MThf*ZW5h zegeK)!RYPiIM0psM>T~H=qIoL#{3Ol!okB_EmOZKvx8&+kR19YB^fC6vrd>+QxMgw zS&-O)GmeP4mhP)m`QJ9swg9y>xxC>G(#{mg%$4FO>9gvv72>xb6e}kpDS5JHXQqZ- zqW{)K^k8pD+=WGpw=dMWGj$aw3itiVr_IafLBzY~Q@!2Hig!Om9U#?HJldVpY3B@B+NC7tmG4(UfW!>cBfhM!c=REh z$-uw>pd8(^bvZkqb10D4Ml9&zp44B4+5mWe!fxzQHgQ`^;dbw1#n7mchal6IGJ6*( zdgHMI6h79O5l4s^2Bo#KXjs=bb9D(On2pk7~pNyN!>$) z#H}&zQ6$9KZVhixQj3z_8|6oEV`8x>g?SII;Mw5%t-Zz-D{gQ(6^SZT4~u}VTp*Hv8){A9 zIFp(hJO8g5kR=_(1RYYkjf{;$kO5Xt^a5;?6~Wp0j#xQZv$acQ{j5G!@*w?CpF|QLy19eo4C9zDx%XixH##So zF*vszRE4QwznPWC3{5wq6TbV8_Vd)#L4^=3kFid={>Y7SU3#bJe*^JYRQUiOFe$zD>&~*~uBaTXl|(_d0>!6G zW-G7s#Y~&R`ZkAlcdDwt#m$z5nxqhwetq$AtLpC(X-U6Vme6&Cde4vjt9XPDmE`j1 z^2495sNnTM$B$)qSbpmvCWZ+bCV07$;$r60+f&M;N$}st1pt9e)}iHN+ocV-L&gUh zHr2V^-MD+Q(Qx@!AepCYf0CR*UssN_VGJ>lCACaf35vtaa23Ew=#=8CzB9~c=<+2N zL@}^tuaAekS83m7eWuOikj!^i%t?5sN?}6^f&{Q40YHNd=Za?#Zof){OAbE%48%Ls z;hw0|x8q$HzEtpoW7v?2uUMBJRJoudQB3)?CY07z57o|XIxz}M9|a@CV@tPJ`$iEC zibPZ^cBn|M4!^r0zdLz?Rb^MFvJYhlcXNQ4A@Ce-7kam&#;09u>%OD=SKJt4KQh|j z1DXg{jtfEOJ;v{#DE@70_vj2};=aPoQgNj_v>7C$alLY9C5NPKyLtN6or=7?JkLq# zp_B98-4zzMa#!wtUfSAN9?IN*&pp)g5&%W3+ys;CmijwYVV}gkI?rV)@sbWgZ^mVE z`^vu#V)c5Y}95KAIZm7>vYJFkQ{+-OU>L zHv%5@{r&xB=HK9qC^pb%)d#mix&fmAtL2Fz@aqSx0k3qX+u!(D?JtXF!kgg1qp;SMkeB%9z$U4wXiiQFaHIw z#;NHm-Jz21vpw0B%^2vI^BpeX7jRW=hq@4vEIyGqS-7$P6WWo=#!mT$8MfdW#-XbJ zeCN4mSM>u%ut^PSqZ|TVrTPP)ndAwzgwk&PZ*V``b*@041~(rYT$je+n&!p09+(_$ zYfBlE^w7|N_RD8jhul4<@rqO&4u1mC=ApRQVl-duH!!>9@K@g$+~NcM0CCbT!q5~e z&FFW-E?&9E^k^0~Q()kUexRG^bc*DaSI2%5-{^P+Yzm-krgN|W&zaGTg{wwa_`Kc+ zBwj664f*uv$VX+&WH(Pz4~y@2z74L_&i@mD{w~V6Naq}j!q^cUlZx}Xis!_?A zXBqzFq$AhSzZL#1F>|Bzl?dF7n9cM~U<7dI+ZW`-s=?ko**}=CweVdVWnuWZ zlr6f6tH0~1jAcq}Y(jAL8wd@HiwQxGQy(+BPWVv6(reB_YiOnuH8bm&(fjNjk+&2M zUC(oHiB6i+*UM@xA0U1D^8vk81BZ2Km;R@?8II8<4Y+W2EB$FgoWQ#HG{%H&+&UC5 z`IK{#=14F0-}6U1$m9Yb3*(of#8W3zM^i%EzaQd~1;X`=!Y(kzRJ4L;%5xaEPUVK7 z#WlHL41Ewejoq3rq=9(+#~Zi}^vcL;7XvDM0v6}^@GsV`YfLO&=dv;i0>?kU6&uhm&sVf`4$ zZZ573GU}{+*csz2^gyjwFOCtz$1hbCJAJ+NrsRsfh19_rH}CbX1Q>g zq+(rsxBK3mvAJyK=mW^r*a#OvF%xdG9A)8xPN=@)`vfOq3R?c_h!?T-2!Kc; zN}Fo%N4WSoXi$wSbk^EW!?d1CwdhSWpYrK{h%IzbU5>J(%=(@8%^#RO4&%IUG+ zSwlw_t37@swmE@eNcFx$bKivSRq?V|2p8wF<{n+&U^!5!E@cTV3|xfDuGc-+bC8 z@kBnhO#+HnAeuR%Y8>ifbIU(Myjhd0g{K7O#lRMM9n_%%pVFU^d5V6X{an0hIUptT z^0e`g_x9deJQOT)*G1UP?Ol zIvpJmVUwA^?FUdB8&DJnHqQ}go_~P4z?nl#f@^T82+Y*Lv|plLSXraVsVP5kujX>f z<0(QPTD=OTA}YpN&9 zc_P)$V*_GLATPMqSQUb(nwTJM1$rqwhx=Pc1a)(viK1(z5GMV~AuEU{_O6S1ZGr8e z)TmXLj*isb^^U@^8>s^N)F7n2xE%8U37cZW%0_}TuWz31jChgdYU>}| zq-ADdn*`_Y4+-9`b^nH^NUL9#Yn1uwLS2PwYv12kjK_OtYcd+{S+V)Qzlu7PQ$RRE z{`RkC?6Nu^3Bl-A>!xy-4zUi-7DL|E#JlHIo0(*N7@j;6Nl4)IpJj;v+?-Bd3;r4q zFNcn5;-VcX@$MPb=KnDi1T@y{*DBDf51XR&lqwz=e1&Uh_IPRa&6J=eA+DBQYB6V* z*lqgl=r{u+_8kQu2=a+K<2)Y(<}9ht#f+#^kcd@-$H*?BAByX(^glHA0LZXY*2A`9OAf9lB z6X~+5^ESe7d`ZeRLOeW3;nNAtfe*GTxe9#ZbR|5(!9+ciynbAY`1`f}E8J9&WkD+lUy4rlb^-YOk zY;R0i>F?)(gOE&|r#dm%|F45l&ZQwy_4@O1nM1=Ou)7 zUlW*xVAiR$SpFK&*gTq+_&&__V#`YF)r#dSm>Me19&>SLpm|4yKg)o^Z&aWN&156Kn0K2r!cV;@7Xz|oVu2A;!cvT7N7PZCf)Qx zXD;Z}txgwg%mUCls=!1?e3eixX{WMt6vLRG@!TDOj57D%uvwadBV7JSAwvA6m3}PO zew^t?h?QDf2bkgCyqaCC_BKZ&>Tl1zED84xt4AD=wDw%QvrJln88|+^3KxyG<~GE6CZ;|D(<)wL(G)5q2kLc^K&!FEGHG^0Q)K0uW;D27~_kj~)1$B3BNIUP` zc%)8(F^!-2qA7oq!-5bkPTNPS?O8Thj29qOtqT+;@n@ zy({HlV%ZZJO94&bR(fs~!i2%+wF>Ge&ixlmdIWc)e?q6k)4W2sU5jEQNI=eAg9u7u zX(`p5?jB~0iv_L=U~};o_=+>!gj4KyU08+u9o3?lg66CfI(gzym*;d<+H za_3IAheKZ1WoK*Y;4MRz+yv?9SZ($G$_2{aCcvWkp9?`v4aRaLa-?|%57%a$kPFB5 zx$+v7pCIEqq3~YMDtvNwy8n0jK-#RP^9Q*IP?nzfAeLB44Gg(^M>h+m0fwj7c1&;y;ataAfB2G@mc1Wvmd z)C=w1MtOd}`a+9ON}~y9voR^`{V1bapNXzB#i@3{t+-0EcM&Oyb^o32MRsrUJ<&L>Ut1_uC}Z~?jRKb#z=kn z;qF_|Xp68@F>E~7^kGL$N8FKm%d(@p%enzG4+c%hS4Z(c?%R;c^C1$HNeY}k-FiOh zs|nJs#@4DG9obc+e0uzl73atRv~s($suJD4!yU^+0Y}m?vDWjwx>GR^_vs+VDY+IY z!tNc}hE^qcU}`xPD6Zwqf1gWHeg zVYzE%{w9UE^j(rx4By@H#>2+;DMZV++!nXCV7ITR&sg}>@5wjZL7FZK-%u+cehda3 z5{au0ww9&47oJa=su4`p3$s<_dv8cKNZw4+J$sWr>k6<`&we5pLJ3ckdS3j_83+r& zNII4JCFd4Qv=0ujroXYpRwL;ma5vchxMcco|AE=kSguC@L`iX3_B6rD!ZFu?mefQ*0bBF_ zoXb?k(qdte7#VBh&8{iOFN_|X*BR){9ZMDft%zfcDA)Ir3bgO75N~Taf@p_T**~*} zpbnnPmkAlffb@~>2bH3WE+$VabCX2^HltT* zO?go&_%h&Y_j$T@L~PMj^%ca{r}^PIvC@rNI&pVzE4M4UhPiI;Bk@nKKq%>8qe{** z89PhpFYjeU7D@&TG^?389jP%a`YznU`ZuB?be6@U4@pGuwbYFs-LLY-A)p zM$4o@GA}_WW#}N{Sdh@h)n~=cqB_5urN`T~QC^Rz;z3tKF*9L>2mG)UIE)6@RrmRz z3EJ}Rd(0x-az?ZAJ>30ke)e(^`}n&u77Hs!E3KRl0A<(_9#JL&#w45mDDLEmV^Gjv zA`;-eZ;NiHBpN-jlWkn?cRPib%X`^4n}yh88v9>c7DaH z;%X~LSz%%axTtv&1kDOLTMQ0CsNNe*mod4wfo+zTXtQWXgk@cp6uou+Y-Ho{s#I8f zkdpHE+FA}bgbW>frI&KpFvP^Wm3?(g7vptPh^|L33jZ$Wc`4`Q>6k~;K{3Crd8HKP zvX8&F@vHP4hRkh(<}y1?WfbD>`O}|=3{-$EUj68FSFXu)a0EmMXSyiK#O;_=hyKdp z)R!4o%muNzzWygRBKsLTsOf2l+H#Ck@M&i&!gdyzY1Hb@rK#@2EH9%y71xBc8Wi48 zrQ6lttdqw@Z7tW){oZV{8GenF+V_g5WHupg)Q%X5BJNGvr#58an11Xk{<}K~mgUG% zk?`p4?YGwG7S6sfYu&zf>q8WXTo>a961o+QM?d??W7DCB0a$+(-Oif5f_IH9^W5n_ zfW8Qzu$zOyHo9^d`#S?4#siS&+E(-JQ19lH-gVJW)`d(@4ziAG)$BL3&#`Q3%Exfd zbbUZ0hEEfsJ}bO2>IUhiBcbk8@QY1+ghz)+^|Q++`960vm0LcWO**?x85~qU1PPMk zm*6bIp6uf-r0@xY($hD`3$TGc9n(Xl)N9O>LZ_GK|5U84CQ2|c!%vH7*Z%ed4xf68I4gHt znAM%pv62a2_djomo^}1fm}B?4m?qWplMT6(N4kqZS{Yy2o6S3DF@F#(k+?)KrIC!( zkB%o#`Ynx>OqzzCyMu0WqL#4k zmaC1KwfWI%{eg?hLNte$yBFGK0|QsTbn$co>ZJSjV*TkLmBwxH90bw9Cszi0@3z6B zMS$Lp40$f}v23p_S;OQSWMyc9Wn1`^_psnbmi_0zjBY|p7qul$FJlhG1$-ym z+zHOnFbldPn&nuwEv+GOaP7n=rH)zBMF(8Q(n@f+AW(ABf-97Nm-`9!S>;4GRQjf; zY*ooxOovbT@)&o;l?){a96;}Nj}OJyPc9>fz3B$|%CVvI8(I3kvLa%5EF;t(O(wRc zx2~_ID;L}_?JJV@?h|JOW1qnDz*0baxRylkPhthr@@>9LV@UuHZ|-zYwxohIb)FPA z;m%y06AJI5GJVwPGQ|d6=sf&vI}b5tV4zK`jRx7-(SnDJpMo#GJ*k4nyraDuIlS*d z{UU7iSN4yjOZv&2^f#`f&&hL>)5H%<0L_1J)FdA{vOr|K`JZVr@elO6ugx8_VCiBE~13Acu78DPsT@xEUwb}QsTf2#9_x4RU(>}Phs~%_|W6Pz+p&N^z>~bbxqLxXc!gA+gWbBIoiT%_ATu(dIBImVh zPVX4|rVU{Nzje5F()cCkCcADnoQz=&+V+L$#z-B6`5rUXf*rMLD8JqQp|!Omlrgg@ z*v#4tP>R8I!o|g3|K8{+b5vf84-8B@EDz{=ddjb?ad?>6#m-TZBIj9n*@3&7^uz`i zg+lsYo@=KctE%t`n|x&c^ij7&jhvST6wP$t60^+IP9Ct#>!0cSd^XTnd@y3~$te1{ z?9i0WWauJJa`+IYBcYurV<`qwb3MBb%cO)4VYgd~C6oy21cu$AKP_)?zzZ&3tyi+} zm;@E@@r9_dlNsrS3)fS5K@ckmTkK3xbnb(SJW3P+kz9;+8)=~mE;8J*-I*{=<+;RbsI={NvEzdg$)$|l zYXL7TD-q7w6v2cZN5@%yd0@h)Eg1hauxh|3EFlrVP(?+bwa+|+F(YD|Zubcf$1+)Z zf{Vkp^Sfsr`kGPkI= zeO;p>PYbb4le(Syqa7}(xWZYke-)FzaJ4vdGrO1pMR1~>^e)*0<$oeN1;Sod;@R`P zabsIx?4`V^Vb;mwV$y7+_;t9)XRsJ<2H9?AoR(uqZ}OM$!2v$MODbNKk_}}!5te7J z*bRA2FPunVhou=>^?9MIB4UUct$T&&c%Pddh=j6b{=8cM;3n;*Kqs@$Eza&_Vx&3M z^Ott8wc4OvK1XDn4<2;Cy8_pEaq3imKU~N;&a&@?$=P})d^X>5Kcyk{WddL6zg>>7 z;q_L%BX;r%oIkyP!*5vPSk5WM+E;J`GqG2(Gxi8XVPn9NM3cw@cOceAxTB)6H7!1( z+Iu$ir6Q+lS5@CUBQaFK(%6%P-l|_!n;WWkN(oCdP+!T;6#;aWT5j~B*m3->VnW9I zI(?FSJg2>>j>g!k!gL&U5iQa|oCFEulJ<8&YV=G+MKw>P1(GnkauaJ2XRc`jlaB zhSs4~`J>kL`|@uL6d*V({H`gsQ*hJhklyIHnoatW(FH++yt7~`SL$eXRtbx{6`*cx z16d6s+TNcG$gr7@tPyIsjhV3>ZHs*|3IO|?**~X|;)&e^D$9!4ihq0z)SUkuj}li( zQyOj68EOc-P3R`~bd>LH8Tuo;;+`XB%;MJ=p6+PNq13qOJ9@U+$G{sXW=@p$0k7a2=V;g_Ii3d;l-2C6 zm+4pJ@BiixQA)hPjM*Nt#e^*H*{Oj6xLLr5PkS(T{4r-jI2OD|ma*QnLk4?+$Zu#& z^|tJ$B``MRWfTfMWBO6tVLq5jqmD^(Z#F9`)(XTq8nvkqCji7EM;cPsn}NnNwQK{v ztz?KTrL8eu35%3p+auSg`v(llVX!wr#v0tx2{u+z05!mKd%~E-7uDxv0RqtW{4}*^ zy^AHR==nCL6MFA#L-CpMuO4ZH{-SrsdBqCET15>77gbn_e&!}DlgPyHwp(sAcn?hY zwzl@{xkeeZO0RA-eE~D7v5J;R9q$-8LE{rL7gZN!@l6Ra3IYvk@2%ng{~*XA8+om* z=(ew@XeW1zWTyugl$!u~sVBsld(`DPHG|%0b)H}&0dU)3QT><@nC37}d*Al*Qm?mr z$M_w>n4hWG*{S4tAv?n{Ng4V3wT+@;f6+>#esTmv@c^{|vH&+ zmUPzFmH%>$fb2mnf(~R|r;%iw@6Qu6WYLrVKE6d0W&a~KfVG(fjqa)ZntRrhZoKyc zJlzojo#Av2AAVo|zRbReUJ~1g7M)L1A=If}SAD43^-c!`RxPbr!uzw%zxfg_50b93 z6x~c;9j|>^`*8&R%hMk|TzHx_q&LxG%sPJR20d!p3UbVu*ZCu#yuS8TxJHJ7ALN5t z)?WqiG5_Msk44@;Z{3>8>JS*>xh>Ni>-JD=)5E&k8mA0xn13Dx`T8lMYpSF5=@*yv z<@@3G&Ef7U8i;Le={;is6q52D&UB|oPVQ8@5>l4_k!kR>BX_d;Y@()F1lQHwCw=57 ziOKHn7)|-aZzmLgtZ+!B=P|hFde>q)0(FGprW<|hwm04cs}1Y?2k*^)`DRhUcEg77 zu)aw7HX&!{yAQXV{iie_{OZ+QM8Ra+Pr2Q;5$OJ>kM;`>tsXJ2^LD3~H-dO@%@5SpSm|LRWv? zD*tFflzJlVr2Tl(Ql;XSCjAJe%IjkQ@0J5oXps3OM(}(!jK^e*!3E1Nky7v0emB?Q zpj4;6`A%d1vs=(Z(F-v$^uN2J=3>7PJ);Q_pnNI<(c z>rDv0qV2sWTFLn*qYfw>jE4=u&12jk^YzQ|GA}cO^P2NKX8M~){ECXGMt0|D_Q!w1 zkwz13qp_f}P0MxL-a=SjK0PPc7M(cgxWYu0Nf;aw`7h7$i$1 zcFKNZ&JvP}5qs#ydLas)W-8GPAS^g?7-J`!m@zw!WxYappi>HnUwr-6+Fz(`= zHzH~@EbxHzS1TwhRuiJr`NYC^$eFe;fNyRh-QFdvnNdXxL&8;rS+^Q@(52f-HK?g0(o5hvpoN6OKO7Wvj z!30Y}S}AH@pLE{lWoziuXD4PZng!VwOqE8bni!0bEP0Vt$F{Bty6RD<>u~j+OvfEX zZbQxsSQ94C4?nJ4$skALV-^OjnLW4rILmJ0$f&IQu(6<=)3(Ja2hRS*I=@+MG6-$N zk2A+aWvF&$cD7ZatD&~i%o*?5x|k3;&gn`h`iv?M-o@-!RLb^a20fV{#*Zur&NI8H+qg_fuT#DVe`L`sXU|pQ8O1 zXAa9OzYuO)Ib1InelB&Nz(PBH;ehmBr45`J1;0%=4O^+WMR8K!oAn;ax9Pxw%)-dK zhNfHptSiPDuEoG^A#!S3pk(G=$wnMa)l_mYH~-0ZQqND?cjmUA+>RYkL~>92q78ry zdOmolk+vTq-GvT5EThp>_aa-}n+BBoM@)2o$^<&j(C5*C`5Yf z?5Onk^yE=jpYL$rsW+v;WNzOg>2V<;CwF%@6UPiW8~hggW;hL^l-+ts_9_~k!;h#B zeXX94+)a7I;Ebmz2jFqHxqA!`KA1KWpZB?u!9O<4;uuV1x>$dG=$XW%spYqlxHafF z?6YTDF(oBs6c=ZbjZ~J^XetmD6-C+uJ<^T|A?smrhJf{MDI*VU8YTBsKa-Sle|LE28ZQ&bOD1*C-2_;Rq@B zSPzP-EuKsH_PP5CPYt&Vdv+xcdIM_kpfW}tGm18FHd@!XmD z+RY`u_n!$EXdajjD<^98ZQH*5B&Lwrc-%j(umhu8yTli}#Jk8rX}ku~HN&?@&v$!E zYpdBL3r9lIspTPPsGwHJG8qXVQ?4E684kN;)0sGw<6SsYi3vBaM=? z8U7C*%&1+Z8|8@kVwWhAca-_L(-b>7bACcpDnF+cU(Vpp zTqlDW)i6-=G)I|YzTL3oi6T@_s>QbU_#{EbJx15(RMC6pQz<&33=aFnve7sNsDEDb zC0B|CAE}y(3>H=%*Gcr}FkLwZ&S_k3<9hth=X{;!50M5eIKIHyJ2D;-5i#9VuC$&E z1)q#~!6<9{<0TKb1Cc_I1w_ma7G zJr^sCT%7M1SuibJ7;=bVduc_<^Z89#`?;y~_3o9FT)dSLh$k+*rH6?kukz2|j->&kU%^~BP`_@mk4CLLNzUaU?9;6*A zKCqH-WU!l!s1@8E<(#lT+wN*i)0}pO)t7kXw9~%ug+H%w7pc21tm&L>$YFe^JpEiH z%0x$p7bjp!1mK_B3p>ZjfOtmv?Wyn9s?1@c=|-H}7+2z8{oTqg1&=gm+Z%b$GlfF) z^8+0Q$argVc05pCfO3jZJvo_<#r8Wx>=g>*rA#-`T zqJVpIIPbO!Es@smK1$m1=uaH>*USHSSzx_!*weT1p>3q|m#lN|o5C9SEx+Pxk$www zj_b|Jou*k7PE^SI;_cI{k~|g z)U@OT{l^ENda;LdnIQ@|O+3)we-#0{uXA#dwA10i!FW6ZU+ffG)h8CmAmX2($R`9f=yZiDRE|M z%qE)2S(Gw0!*U$=sPY@3n;$IDb-Cm64ha>pZDha#tU&%c5NS zXmzj2pH33TT#t>`u#1#6621xM_AaEH+6)b!oZ)pGZp)*^bo$N>U9uK)>BT~ecw{S~;Pdv76@yP<_hIFSS+l@-kW)xkh7tiDVK0VB*u>4%7;|=8L9nkM^)wY#$*9m~WIQ=D+niF~nX*xpi?*Wnrd7t&>u8=cq9thjf90dzq1Y zo8FKu_p)h!fj20XsyQGvk}*6y+?4iUTKT6u_^#NL6#I@oZRG`*k9Th;A-Bw^QBoKg zN6#uT_2J1zGv$#C3<+jviWl8P|Cv((RRx}jK9^`!;a1G%BJINoR;ev|PXds<&kN=F z?mVZVWXe5O_Q%ZpNx7}Fv$MTE*>C`7@>;X)@3EVIOYnbB94b)NxRUl{G$OIj^S%|~ zwiNR{J9GA{T05v^(H)P!Y>e@LcWXs`v1sSV_SFitcT*5Gf~ zce6hw(WBYTf#St?cC$~c_f+0m8@@l=zBT(pOZd5BVM?0ugxE_P0i!9qtE(0!wAFM> zbh79t_=@cBF{8XXO#fM)r71JDjQ8(PqNko!N8dde2d!I0j!XtEMmOXBA5R8Pj;O=- zTwLC8a;~7l{3nab;jYH)Jt|bqLv8GiR;tb%WBOGJr?92*b?UkV{81=mwq^F5*%ywS z?`+lW{ieP%J?LmSt~4^B&dxC?C@ARjA?NpyJgDC)x`x zt|AyEpSp;W-WXq>OqZL`uToRoON~;C>G}K>gKF-JMaP9E3OyS>{Be@072?$vpEX8ViJ0i~{4v!=0w<~o>5 zt3)2WOonsR&bHGqL7*qA*v4mmVp7@QpWpBo`3(sHlocr~{luxMspT;-=ow@%_1k(+ zZ86ur1jGLMj~_qAH&fD1*fr}c@a-CEPZ?#zG_fPh93I}BOI$%WJ=gT>zYcr>4?Rh=fgm_K*$6|7&xlJF8KGQTcHJ=V@M)`bvap_F+ z3WI({^%-B|PxI%BgeYlkcHAVqer^MM*3a9-uBrHQM2=T>kp!V=?w-G?=j`L`{kfN| zi^0O=lf2XxEoLMn(m#wd7%p)|;;vIjE1wQt+C34yPg;6=m1)1?lZLq^l*(f!hfM4W z^D{)61?a;8J`U|(2Ay*cj5>sH)4ZKKOW5txb?K?Q&^AVqd*y}@-0+=<2*b}bllHQ5 zU;YQ#*>2DKZs!|`tmrZQRIQoycBZbbPCWxCf1o`II*kw2Wd7CMNbcY+AynRtYP!$= z_P+7GaIt|>qx(oO2tl2H-knA=-reBf;9oU5x7La2{^v=<8UITiVK=wmx_YT|Brh-T z&b@n@5vwSOcp^9VcT9xksCqSqr)U%;`q+B+->Og7h%bI9<~!A}O6AGP#Hlas{Peds zc-zFCc(Qx?fTj9_hgKhRI43UMIJsU#^`tX*mI&puqGGFjT3;y!CtKTYnYq}_nn@cUmoRpwuLIfSB;X!~ZJRPl0gOwB&7 zmoc_z(qUjKRN~zzp8BeQYpZF6yXneHwJi zi`?z?^NJ#2I2`p1eoyVhNngq{r}}qwn~ZpV5JACU<1JUmxmJgr6K`^cJT!^o_FK(S zOE6Q@DRaKRq?+cWwBT?iKIY+u<5JPBt*!jtO7ij%yXQ_=%gD$GSDGF%GHNZX!JfJ; zPv(4@+KvdgmA)>Px)ft%WX9_-^K3IpM+ft>A@2(1O}-?hE|6vSObo`ttja=7#4+VtRugLa>H<3`I2eQ`H#mN>v!9`xVUVqG=25kh`O|<0C&I2wK`TdG!?RDJO=*o zd(hW0S$&VXz_?VI5?EjRRvxeel-M%(Oc}!HGVT* z9H||ufd++*PIVM-0v9sb6DBErK%tFOZ;TF8V>!r&eBW zs>>5~a~}$5k1DXR^>TQB^W2RuY}K>hu&t;sFY~;6`*yXC4nODKlX?;RWU~^bO`A3m zm(FTP8CSXoFb@uD`6I{OWxtKQW&{g_omu+qT-szy@MyK!?DgpaaK5V5!FxUhMdjE9 z&vkeiy?@^;DplxQ(;ByKjhRO;o#zLm@DpY_{0faDSKFgH_naLZ&fkF&-(*j&8C^)w z$2uUL>mM2lj#CRYotPP@dlY6V?lN_2kI{`D(+XWZldKQpx6ORz)NQEV-UlvUxzguT z{QKQ+C|CPCo{IT)-R@j#HaDVOIz9);;6$T~=17;dE4$hb=E`yULSbejg;O!5RRRtH zocSipM%k)|@~}s97XCziPGD#|``+mLyURvV2vJH!=?2tN`b;q@ z%k5aXp9+$+#&X{HH$tY0tqeMp{|PjPeNLOZz0Y)4hJ)g?`-nN(F~jy2_5boKAUJ{%I2c% z3uUCyK2G*Kc37kFMCiMB??6`W+Bc4M`jP+x@1?#i6m@;cBU6fl;vVm;YYvPbz3~R* zPxV}KQj+NY^KEws04#7a(y=Sbe$vvIyOk%4Cq1D^COeaTYK}Y2g>voau`Kb=oDBEA zPj@%(W3Sl5QKpDn(*60%8pPs*AfMedy6enBTF zWycPY>(7_04VKvI|MG;L|JIc|CI6#!;jg2Tt0Z+77LUxaypOdzCk1%PtvgU-XkZZN z-nnr8*!sC)XXU=gs9#Tx|rSwI2?z{@5*;8n(yKO;%hIU9}wNe9} z>Ma~4?%sw1*7*1St+B}C-#xYLEs*W>U>7gQ@30LL~d%KARJa7Kw7fuyJ4A z`YhYVQoR@3QcC0>YDH}l*l+hrUwgKb+ja(DKezQkFsB|6J1Fa}lr^J}Hty75`|16Y zbeDnJph?nXNsgs!f@_2jdT}F*cgN9JHYL{4v>jA?@M6JkLoGd-LSG*#{@7Wj-(>&0 zUpDQx(?6Y3Sa@KI&&0dPNzdtzSEL$Rvh4-%a8(BMA;*eckIp0)p(DfS;@n7Id`$qK z=-NX9)-gVATC-m-_N@9au2%mQU&N(b{*uO_qu)I@GAgcn#+X@3(I`c{(LGSGM}V_?yUyuZwjd%Kt4x8U90i-MV!r z^;EEXpx=ZI_>GUX5s-c8kG@?@X@K{dLKZ`mTgg2sI;5O71AEs5IkKT%n)Y7YK>LUtZ zB;WFET8EURO18HvP+ZIVsmdm?;_0rPyLP?SFPZ7R$3)}d#D=!<-l{;`)Vv+k)erFq z=-Ip&XXwlg{19xawazkaXW1h{Dk>@)S>W!1PrtmZVqjp9(ANeV`B6}IZ?w-;a}YH` z+IBsN>(Io^2ET@4pSe=b{D8J!VngAvh<*NnV);AaQ4S5s z29CpdeGKGzVY27Za?@Ws^GIFKZL=--MwPx<&Uq7KSSYvQ^}}QL*7m_9j1Hhh)jM#i z)AQpsQX#hQVpWW3J>m7HQeW+0a8OeDgoTV-8J}J$eyJd~k|{%iUb5&J2?@mU#rMLc z-wQ{sj*@o`z%^BAG}>;H{C)W2dUV?gQV-jqf`4UEf~Vh6d~3VC>!+8&_@bvS z1Mx#dFvGI)7Eu?d^V6e_4F=XK*h*a&maV*6TU*qzyUA1#-#thnjXe%>FzuCe&;IAzOQ$g=DfP)@xkNAkI&CGmQ>H~yNV|+EA{84q9ttoa6P)L<__nx z5*KDRC*Xad^V0lQ7{X22^UY5!M_W4=_xqw1`Kf|N9+|e)Q3~#7hg43<$necE@?LFf11S0B3kqdy+F z*AjgVxSyuG|FPfJgcd;DhwOiFrPq5nOiO+jA)+4Z(M_xSsvr3-%%W2<+fNO7nzOuv zy1IJM28pfJ%AEPg>Mv1+LQxQX5WJh*4Em*?od9Wymlrw|O+Ox|>ev_M&Hx$62bWg$ zoaYC3!k&7KqF>i`&x!u)VKe!zto43qn%xy7RsHI<_t!i7o%cWXCx64j8Pj6AC;#(L zWk65(DD0s;)ORB8Y;C-HcwZBogT>qXzjFWeu1AqKuILWyrx<1hd?)0+ml3p)7owQm z`$XL&jTmwG-Ytrr+`i4Ll;{7*Jl`&_Ey~S>0pp@{j<>9MtWLJZ#cz26$R_Im$#F;0 zQsYguqC#&?jF6f4sES=%uEe?eL_QvY{Xwe1n^f-Yw~s|H=XY=g{qLXXtXtnJ{)-e^ zRTox8#e+e6SLDUkFZQO*qY-$hOsBUL`pL&lPt<8s+w)!1ZR#FkgZp3R5m03^f|=J2 zt@IZ&$uA}E5sKYW%c`%7ktPKzy4=;(HI44we1vYTHLcK!!`B^W2OgCVJc@~)I`Q>q z@2h_H`~raSQ0xAK8lW$q_=9J^`U%QU%YQ?y$(PTr)hJB(@;UP7TW(m!KON-x;cuw6 zUp^;(`cglPf4a8x!56;c|A*IBu@R>{Zi-b26qz4izG8hTjOpn`y{~I_O<~3Q-H$)l zNG)jPC#`L{5cR$x#Yl91yy~7z`4u7G-2eWd-(6qfc3qm{*Hr3%axK>-6jAP5BqSuH zBXau9jK{{to`nnG`9bunhkX^S61ct$zm(Hc1HM2<{}|??S735Lohi3$059j+FoT7W z8(%*Eo4mCDW60ds{l9E;lTGrIS@!w%O(TWlT7?9u0a}&6xU_;=pQxMeIr(X)xOgc3 zPbF-}F>bWHxKe&69Q_(1OUK>6|I<*yvV*&gbN3QpaYx$rls7U~P^Kp2 zvo1-G9)k9ijNYnyai&F{@9zJ4vB{xiAr^?#@%?c%74~p@9JZv5xWI)?y+}c>5_~r? zP)7wvntt|OtbU2Fk6laVu7JQmbP3*Pm~FRls3j}#PMx;UBc^i>j|v28aLM zt_Q_Z^wYO8LWP7v6{qxf8$6BIh_T0JpI|kLqvJU5B&)Hej^~FZ_btfH5lNX8b=<+7 zXZ4;%sEc%|RezV`(0LXtb%>sRI)N0xWgDoBApa*ik4_C_5L~LGttc&)-ygd<+mzxa zB;+%3Jd)OXcNC~=QPUm(jYOtG`e^{l(Kk{xrI2~4y>IU7&e|1uPIe_{R0pgOFWfuT zY#nnTW%UJ<=ZK3I079dsyxOJ0G2SNZQvkmrYNyXLiVs=)zdZp|sW zX;J&Q>rjjI<&~Q^k;x+~Pw7eY9idG7eQ!@G_*>exp;X&%w(iaWnv+(a;!JlK!RyC! z&bJfjV|G`9s%q?9B@K0VzVMA1F1A7P%n`E8axq>L{qG!Mo#nuiPW!DZZ|z~ql*}9x z^#1%@?jG-j_Bv=dRQ$|F*36IgH*eoA-|XJDri8OFLJ~&n@oa}qC13PL^!W5G1qVw; z%Z19H{kbehVg9o#L8@pQE9c1`j;f>m68X!L`&%zzTbg^N80Sff6@GpZ`5nq&c4$Rz z0AdS-E%bVyr`$miK_sdSXe&_INywVilEv9v?1W!#(}vK0U*Ym9q3F65_L!=)eop}D zh&c)gqt^w-BTg?I(+JuqwIjU4($doLYc77L?ird;K$z$n%&4iJo>&bl(|LH*-?>^& zxbM&4t9}P~oM5aHkV7J?S%TkF_;_0==Q4>vy`0~8b%s?{g;6NrwYXTp;8UI-I{*BU zQa=e`RDNN}G7DrM3h|w!I%oq@My=j_$ZyQXl0{do-o#hnl9;3;A~VXpkjoul(#Xs@xnZL%Kzw?bY_h^|KKzOF`E z@M#I^B%Ml`MnMLzaO5AqxePW*OhIDZxqEjIpXjO5WP^;ZOZ=u+zvta?hR2QA-y%A3 zsv>`KnhC`W-Scowj?b6#m*Poy%j;8&WVDoKy89vN;7X$$Wj!F)-DK0&D9zcy2v->N z?Gh6U8D*BMq2*{|krlSpksX;!-s^|wZD>GZw?Xy~^L=OE{^Z#9=B^a=)wQ1uVwy;Q zXa*^G5TWx?il4%FOk;tBz^xt?bjNcr>h;VvlRW5sp^*3IUrCSOQ6!_=LqtVH0!aBA z_W8*HX}=y6(1bz(EeG(I43Yc%Y#FsF?X*FkS%I57G=lT5Na z+H3f(YbsDenZI!K2A)m(uD%Wvwic8@>4WUzG?OGY^@dUu=}NpRe)xh)eT*{*S@VnP zVa$@EB5J;ZKwx7-9_2XFTAfE)RkCPeust3AM2}@7fOvb&vv4;yrc61E2;&};65EmaGuQ47CGJupOsvrZE49V-cWh8m| zcgjy&i9?exe|906zV7vH6wWXdMhe5yeF;fHMq-I{QvUdOiJuXSTFUfd#B<`9llBQy zr0YcKg=;}ryy30@+L^l(?n$J^rzc!b6^p@JegGABy3vgYydr96mpyh=g5&Z4H6hgy zs=PRz`{Az@iPG+;PoE}9`%2U!1W{E(w?s{vgi?OLPPjAB<9E|Lupbd%Yuwm!i119* z4rvJL)UWO$BT<5~Zrr#rT~GJrLnukDjWmVOU&6$Xw|%3Nm?SN zqN0LJgD_@0yhb*^yt1k@^`KQP`=Xwik2DB6)0Dg=k2fN3;jKBdW(^WzXF*Vb^~0lK zG4tD2Do(r&ngnN5X5>($n;;j3(B|~_{tKI|+j1QVF68-vOS!>W`WEz}$n5-&0{c;} zutIcE)TyT;d=w3DZ3;XoXBsHp>wCU&o-&xf<5&TQCdIVuwbK$KSND`TTDfu-6~w_Lh($>1f&4@37v6=R&YQBFp`{r2}b zyN*J+(eLO4nHlDsFKYLZcj>=29dR>W*oSgZ1)hTsvA06M1kRISQ8|{Lv9TcD53TDC zK?dOwwpfRawg>@%@Qk`P_I$hGyt#Cs52y~pnL4-&QQYk z+x#ffslts-2nVtWYxMm_%lN5f0er3P-+}$8wcU^SwMiK@E>5+5{c)io4&F?GjjV9R zL#na}lDeQ0q$^0lg~!jIKsQ$!&_N|xC09jAivl=?WtdV1XP=t1C02V~$&ds86ZiP> zPHK^4=!wp!mYO6!ZDav*b_^F>DRG*3rzWhlIbOuwbx9ga6d3~{`d>&{VB2){DRXEY zjcML9V|NH)J-fM0z%uaeajU204O{&JiQ($?J=*)Nch}6bq_Njz!3~QniWgDa$Fv!x)BAsc#ET zCeyB2vQJR}#sh$8&X@)B{j^#Fm`lIN)0Hs`f2ALlp!*n!jF$XBe2}Y`I0c78``<~> z#=2piu_VNw@FR3 zA}@;oBKa%CR)S$GR6s)Ejs)*E$MT-SK2p^aloem_gz|xPBl@iiA?i{b@D0fZk?{?a z1d32oz_k$;>RgIwSp0%F)Pd3G-wAbtgqN;E$7Uu7H_J;|s7u}Fi!nKa*Ic&^g?+c# z<@d~U^&*cJZu};Itj8_cq+tJ}1Z$9k=|FB?3ggzDhZ@{!HH(;wwVXvpx&;k8elwuhmlTa*P5 z>aKcjX`1aWQPIFlEBLLF`<%tqJ-Y{iEi!x;;Ravnvk=}0Z)eD=h)3ZqGPt!6DITXO zVWH2W2wux;>F*gNVI+PPRb%5N?=>_ux{!@(dn@XT6(JYcXgebxXY~}0!(%9`vCFG- z&J@4(S_px0SQ61>zIE%md!+AWovRN3?6GSUMBw;c`Zs}t&?pr~wl$28_P0We>WNDgqB@tP|;Hwb4jVzuekGau{IBKy+9?&~8?y{DNO%e) zB)DjD2~aQykAiE+LC+*_c6#+Q33wyV>Q9D{wT~ipb4DXv?eISPmVE@A2 zvhpq+L{JB(_bTyJilKj~RL!G!Vefr*O?yW(5Ow`gKxdT$EVC>dAfP(| zG3X^S!PU(2PPyKiD@3FLB$We){4sp$DA4ON}2R zd+rm@4|S%LgO=NiywVWSXslLn?=a%`vXppxB+sKrEiIF+3wUQBXB|!Mv*onI0wo(r z{2~dV=`1k2(bF^P&|z|47{b^I08?;LRG&KoTDZ%=$qN=-{g_g4EB>vjQndc{73A%? zlD9_^vY;&Dzi6y`6PJ_+uI!~8X~l-Tqp#e3?a*2l{CA~(5^w{oKT*E2Ld57!>EepC zxm|EYzh3;d40gAea0<|Z4An9`9A2$wnXfp7bWnoZR4Uk1Y{ z1p$N*BuYgxA3whuM0fYk0V3tV0g0(Qhn7=LGHz_wjD^-lEyAn9@6WWU3(6uHEeQ8m z#19&46{Vi!{@YA%o`ab*xPLEh@N^q>PfC$Ymk_`Bk|v)wk#bUyCsJXZ#2Z3D`r|u# zzmQvlj}!chip0y{awwbmo(iioFA(k#Sq?~9ghOmh!nnJyP7G==WLzvtvFe`cyGvS z38mmNV&(oVe)FSv|7x3EPa1oCyrkfv!VzwjO9MWku}t8UVYM4s+!e)mB&mi)x%o60 z*M`032aQquP|x#&op(FvijCHhj;iycp?=8?eFWEiA|V;_B#-~3x9RH2{qD8DenWAK zC*Y5qslan>EGIcH$%B%eeF!lKy9t`~9xiI`B}+HEUffhrro)4JDGNGG8D@gq*kJrB zXJ5@@fG>nvuQSQy7=lC5k|sw)H?vE;r;_#8puYM1(K~y8epDo5-?EPAVXY1&MH(^A zA>Um1w1$`;QYXoD(??oSg_G6$-5;{IEqxY}iI_EwdykwPesJ%6{w|hI{MN0c^gy40 z(C`L5T?F20{S4ez3jx4zy;Zr7cs9%L1A|$7QE!sda+m!&zA>BfyYsdpt9V#H34;Wj zTaY?lqnB{G8vvH+6Vp*NKbMei%&kw|oLWi|p~5))Cu3vh7hF#vdoT6O&RTM?7~Wb; zEU){<9c4e?u3V&=%E+a3pU7nlIW$j|4~1vu%t`S4VBY9Pjxqroi6%!8?hn=M4%okD z2{hHJ{UttY%^R;xoO}dsZ5rzDCX!HJnnVI!inC;!VPD3CB8UJcBncYfNXL3AnL|09 zA^c|E5(Gb&3R4ds4%(t9ZfpREg;(CF%51WH!yh%0e4 z#xx}+ruIUR-XkiincO#5{y4sUqef#4KH3y^K;Qe{cIn}PGyZ| zgcl$6pD%(-(3_sUi5upo*aYpvM7qpAfn^N^flG*nE=0;ul7m7o--OviTE>;Q6`<9G0UvYBH&C!)NUUZ%u^3lk1uYx+bOK=L?3i zd45KXAM z*ju=C$p@AaXMViDk#5$Y7YpdXAf`#E(QvObtzP2`XPe^#X*0g@VibiA2-!>!RLN-# zBnt-7>h?L{2HsYa!8-63BzctWzkd-_ETLim7q7`$VJZB*t}U#gB$8}(ja%N~nfft@mn#IX9|-)|)AmT=oNA|o0<6+#kF$2TzU+tV}Krqn2p?*OU&Lb$K= zV)#m~qk*j6;koRY9-;bkasGjd?7*K%)Mz9tDO0@ri%-BOm998H)8>^?HDV#~ER_l7 zDi8oA=|u~vbg+(cZCGh~yeFQfip>=Wf%;5xD|QY~^U~F8)_^85#a;DgjvznUgo{_| zYkSsSCP4yxJ?;k2oE~j;HV!_SEC~U)M7bvnj8V3ox*&*@IR=brJwXCmp29;VHl}u! zQ$>^u5vQ?bM=^f*;R{176BArx2R3gZT(SC}!T*`t_AE74@^lcQuvniDD1^-JtM1NM@dFY7^SKD^)PdRrgYv0?I^ji(w2~6%XAvnU zC=1~eFy!Lh3sEnt^R;(GMJ;(OhlL8$uUVhmv;{_dG}!?q z7gT%eb|K(~rn?Ykq*ZHwwL}U5aKDd@6EL@PiYbG>gnP>!s}SWCzo2p$$EUY&6Es5X zG)`_au`|lBI+hIGP24AJs^i6r7fl%7G+xV3N!)4^bCea7-)QQkg7j{zLEyq>VIywc zodF9JO)GsyYa zQIal=*q(zh9be+M3R;nwg{%d{LmCVB z@u}34pu`4lDn+molbAoF1+diu|3Pj<&Y`2Ql!kJj50UI|%-PO_IVT=BnMqha!T|EJ zOO0n4GR4WX|5Z3? zip8=hf}Z*1{c6EgOWg3iF9N?pvckeXD4-;*$cR2bN>X5Rj2FzDMM&R55iLD$F zgew{~IQq;^aKm!A`+FfEc@P6lUZ6a;nEB3FW;HCMC>Yij?*opGWNSubfZKsXxiub5 zi5IqsfiSCSS`D%i6s~5naM9M?FNnz}a&s(F6GmiFK5mI6u|DS(2ap>ZZOa9nk7{`> zN%NwSBg&-wP<|M+D&~203oDqb@UbAAKoKu_l14UW8LE|5z>FUgdU%DcA6FCV+(u5rJ+sGn0d^A$V($iNq-%3|H{o-$E zHHWmk#7qliM{PEcAJ3@%NZcRw(b97_QNnc?d4njIl!*&fipVe}OfAC@WLq4BumHsH9?xoSTk>UZ?PfC7&pGQ&Q(fUBJ4A!baN<;8ERX2OBi=pzj<>5_i)X@i2B9XJH@OP%K!3taX{h!Em+;|t4>cwv1vKM1nI?6^H;w;Smgp6Cio*GWCog7$;DGQ+lgEe zl!b)2oSY|bR|ND}4-MCv;fbN-yd!&;UC0Cnf;6?_b$clofItF0sYQ?|-hpix8eaCS zx-YX%OVhi)fplabw6HoI?3cB-v@1GV&J7z4=miqg-b1{qR*aHQ?EU-qU$g)NTcAvn zM9ypOevrvD=q~qbd6iA8bZ`!g|jN*bq@|*Aw_VES@2l= zV7=N?w}82HAZEOg1vJs&R<(*U;{@lty%{<*)mZ5YTLBut7EaTfqkU;3-!dy90_(W+AsdxoB{7PTB>*_DD zm;qWJA#fq$> za6KYbL)f(8I=>eyzSF$0t{ukiZ}aKu)#3Jn@+z55K@#!0azRd&UHkcv1!9vwlaNiN zkGv@dRf+*(`hlmC!Nm+E%m>D+z4mP<1v`XCAO$zfJH%z+n_V|`wA3RBch7AK0yZ(y zL#ByP=F^D3dIQo+pXq_J%pl65R6{vRLfZ@6YYa+AA&&~b$<16kpq2LJ2bm zM?pBXQ>n%qp=^bq!sq8`-`N3D_1uMd9WGa~om3F6oHIQsZf?Z!AdRu)F+j^O)YOt1 zA4DmyOkgAEHB|f{IX2+IO3C3a9>yLB7|{Juh$Bfb8xaGt8i}dACOg@lK{+U4 z@LLAZ0TWv=5Gi1vO9$N+FDXbsMhvkhs!@qD=uIdgIG$igrLrSML^33HkBrx&pw9{0 z@{Lhum!rjq*xY-^f=(W1}F9c)U zAXG{RL_Hyp?=_YDWB>Qc>~GE4pFxP0B3##*s%r7^@s*JpBBDT{3VG_tJ8;xwL9q1O zACbL&0(+8h3Z%NLVy2CVKL^HM{X%LQB5QaKR*~Z+9*~y0Iv0mJoqTr$PM06EgZL&C zizSk~SBG1YM4IOIJ$VG|m3`!>0Sdp$-D(;^SLA}`WTqAj2f+RGnqQ&}rjk*8Q)|Z% zQ-1PAQy&J7^*B$xJdQBah5CgM@G-q-lqg3uVIb7$&mXyq1R@+IS>$2(^o-Zwz2pkp zQC6?vG}+?P`5usxoZY010P&~@P_T@CQYNd_J8w<4S^8f%qA`}qzvP-GOgIq3PT8Z7 z6Xo!lk0;a&L#ZXnnk<|_9Ozn_;m?$UFi5@(u(h|QBqbwI^Wj!Qq8_)e4BnSN(C*2B z3~bzBqS}&D4=$tOwTJRK94>ix2sHMff6}G#;t;^pGAyG75;9V>r8kg)azyUw0a(P} z(v%|;W0m6N_=zqO4lJ;BP;m$E$s`qbgeL~EF_!s)a~p~IywC$4^V?YfFdpMoGSrHj zyCl4(1_|ef@(ccS>_LL5h=xN9*S;l_6ptUqK8}M2pwZ%gq6~@=ZHb5o7O?zLP&K6_ z>&EfKP&}jxygB(cF*|Zh0^cU3=RfcK{@Hmd&TNnZFb04=GfZ2_A7Uv3k&Xxo0FJ9k z`8y1+9FT22LNDR-d%A6IPzIF*vUyt*^fxbfEm7N@nh&{O?$j|Nrso?#~=>G~D|Ai}NX0 z(jUn#rCj*)-?J2Zul;+%;@jGP4qiMv`0pOraOB@Z8q07R`pd`sr+*K0{22f5QH=k$ bi~i(X`%TGu>u)cRi>Rw;9Zvnt{ICB36j6*f literal 0 HcmV?d00001 diff --git a/actions/waveform-analysis/data/figures/example_waveforms.svg b/actions/waveform-analysis/data/figures/example_waveforms.svg new file mode 100644 index 000000000..4fc464099 --- /dev/null +++ b/actions/waveform-analysis/data/figures/example_waveforms.svg @@ -0,0 +1,481 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/actions/waveform-analysis/data/figures/rates_bs.png b/actions/waveform-analysis/data/figures/rates_bs.png new file mode 100644 index 0000000000000000000000000000000000000000..448f17ebe5440ab1c8fa07d96d103ac40e3d7fa3 GIT binary patch literal 105183 zcmeFZWmuJK*EPIMwp)>HAff_xP)aHwU?D1{fOH5*m$bBrThah&P*9NWE)@wWr5mKB zrIGx`$^AUv_x*a0c96<|4pG#sIOnU zB2A%el&4TO7yq>xuUIZBapM0rT3os=`xpK={B`$V{P&i7*Ay)%6qT#wpLM&vFJHuq ze3l{#mNKR~mNpvZ+7x3A%X>zqmPY!T2d%ZuE%Z%I4sx-dVdr8!sAp+;kN@=P|L+&r zP0e*r2XBoDr%(=3u3xz*dp~HT-TqG1%NZ`ZpD*4fu(I;2B*QPSv(aq-T&r{Xz>J;X zK(_U$op5JD<5b_PkdP2|TrvJA6!FCD`p;iWznzT#&)=FJbg!)kh4O&w~ns=skd96@^gpJn>P_(zg{_Z{P>MmRUv{gm!EB4K2ls%B=SMbSMK$3 ziRmv}Pk*!=tWkW)jO%+5S8cJ0^83Qz;2^)leB!0cmuHryzLPgC^!chM^RwZ14l2LP zTu(W}#>{*pptkj^5KRk zF-MOc)hm5*XklSEA%&loe3;lRm35S+-X1UEhFsgJWPWP$V);$-;>c?$q3Wt&ft3He zD0Xi*7p3$j~@M1=EK78ypk&!Dil}vjK*-h zBah#4A$8D9Mn-0)N?=^?&txC<-+%p;$b6Q3Ph=SG#OohAI=a3xAF(X+zE_cvkz{p0 z-h8)BYi_hPGRtDXpg#Kc4JoO!2Nv71ECM*SU0rCHOvY2!Vf&3dNJcn#`F6By^+2d| z{B{O@y-yF;Wt;c8c4>VnESzaEOgMG!T+M<8t%w!s} zm@)y}`e82A`}Y+Wm6RBkzhRRs{R=-VWhA*t+`h--ta#CAM_%h^f4oX*rYfSPJkU=w zY;^iLc*&WLo__F&5ng{V@^I~|xUmTJv5K{4#&DOCr6kLjGM;m#r`&nTsa>X58NlOT z?8le>=hn+tufp8uP7f7(?9aBHiZJghJ7#KX`e$*G<;*m11OMR1A&~sj02?dGX@y{QP~@9BYaA`1r}GDVc}s zH}wt<`qvNk?LBMK_5)#RIn^(5?AWnywY4(j49v{j&Ug4@zGTQmc~B6J4NUyE`G|i? zS&~*ss^y@xac92j3CW zQs7+Rd4Ml0MfZCE^ZQL3H-5bK@-VY{elD}@$G7}eLmwUfOiGrv1bKV!Hg3Z_qSssfaS1U3%SK5bqyGE)8O!Nkx5%YY(Jrix>N_!IM* zLRrF5y&~qzUdes@w_)18~vj1+P81t7A8uV(wvsrWP?##{3$`!g$*JoQ9^61xm?e8qNmk2qpC=(%$)cJ z_8jZcn(4vXnc;*2p+tp+gCcHwZsWDOcvXQ-n>HyYI7smwH)N;?&4vbxNaB!$g z)t9mQ_2Z(|P+ije#H{(^tg&%Z;zevheY$b0cR+wabS+UBn1yTNPEwlheF3OTYa+{?C~GeN#l zu8okWZA#L*9jC zmDdpXL3|de_qr~r=H9P9WP$&<%B5RXC$H}K0SjRGGj$B(AELY>g%rNbN z1F?9hR*w zSzF9;b$M>Pe~%if_`+DucwMfog@iw6kp}rK35oie4`TIUB3lt2O z){%5awnK+5V#|||Ek7WE=eYZ;;sji8&#`I5?u{xbWHm;~L{4`-V;cJ4t5!B`l6GWy zw$+rJG70kO*RS7FQ1A;lYdYrLXeap^*ki84{(E9%BSSF1RSlxTLPbNn#FN2pwpo|Q zqF+2v-hR1#tUaeb%~0NBA5U3)k5FlKxM+R8qdhePf1QcMh>Wx}xATfa-tRA4UH|}yFg+{bI=hkVxM?e;V1ARC*+p+kp&hkT;uP1>^u3s#p+J%_ci^9QWPJ5=e| zRqmC}W51~X-nvyLK`l=_jx((RA2L%Tc3OXRWqCXO>X)ZmhpNM$^;ZQCznEAjx(32V z=O=pj@BO?G!GV%$(2^P@Gx=w}$IA-&J+N4>Ho{}DY17s{AMNMHBo(X85^l%HVf!Qr zLTWGZbaTVsgGa2Nb?mX|uc$`!kMj2i3v|DG_by^#qNy7%*!B6yADBF^{h_DCD+ZsU zXkM{^XyLhA`p+`HN7CPPv?Y!D?=4%*?rV*q77V2|s+A|&PKF;96jVj}tHn8#D4H8- zmH`_3ZuS(lDB>4jT~a2~a~|uFrgu2E0=+!v9TzOA_n!IGmC%}+%I(1*Ah){Mxq5(~ z=8hCVEG44SpR43d#P!$5B?os*PJI_P?E3PQ*Q0A_C>qHj&^1`lKK-iafhc6g!2Z-C zvOh@Yh`2Hnt>Z`%GmYwvFOP_h@J7TPmk4z7`R$6U22lYjmZ6B^y`A@$0pc{4v^ zZ(I`>mqk<ecapbC>+Lk6n z2np5Cip`xsP9*6>R?+X+p)to-_~pxV5uJLImG}`XG|x=)hSKeNdRr-HjsZuw?O`k9 zE(WY$U70Ij2oVEDy6VMfJax`$xZyT#kGiM-duW1`@N!*P63NWC@Q-SFcFfA@v97yM z9adLY{}2(uEF`2xu+H7P@10iu=#I8!)lR#*)<#Oj$S0^Np`NM+XnN9f6^DIjx1H?0 z)l=+o`@;=dALiRPK7al^IWh4vAt6CUMa3H+3|W5=6(2QS&eAf~X?aH8EnWUS%37_I za6OQD?4Oq_8pZDPduY4b+S=+q-U`nV)&f%M8y=29_ku1(%=P*6Y9u#<`{Fc0C2RZ}Q5@|})z!BI_!wixvSr|ngxDM{6+q$Man$ z>M~5#3;QaJTT*YKb8?Hvl!nBd$(ybIYQR^Q7Hfs+!_3?Kq#6lM`4qswTX;lrkt# zT;xXA_~Ovzy7$+2^_9*1^rCtA@FDfz+qTI*-+4?n$J+S1v+C{y#gwZ6vkmVqKNGLa za9p$&5fyE%JMib{=f~(VUPUROH%Qa3y}DuZw$k5vdWgM03k%WrC%O$faa;%vvo^sYAG!vKD(=wdG>Q`O1U&gK+d9?h?R)t+5PN{Z9+ zLX={Pj*D}+WXSm_Qo|8a?Him|(Zn#cSZqtAOW(AP!a0NELSVRy^7==Q9+9FWa4Zs? zu;6cdVA4h$n^c|3eWUF;@(2(D+o#c2qYE^#8Q;7xKi{_eY2l!Jyh`=ki;u-SPdOm{ zrrOOIU;z&mekpsrk&4Q&!jFUcZyFkTU~CCNo$n!n3&64x-^~)Hr!5^<{tQHD;`k&m zIn7^WQ%WsOO`JRkTFam{J?;&wVwjNQLTP1XWnIr3c2$E36&o})hQEHii?G|iapOk4 zh3Ub4XH8UGp8B}ox3!HzzE{dJ|A39vvI=Q#2SV7UzKVXV!IhS!4iPB6m4zP72T3dF zEtm^CO9}>h|MJh1LphA(F>LS?+Lwn~r<8c-A+qzS)2C0%OnK3BT}8&_2{x7FMPvK) z=~I7K>MdKoB|W9RPQx1O&894ePPP{C%U@rkZ+!iR4Kp3~oVv5G0h5u3Bu z%H)LbDTHB7#F7d3UHODg4G8)>AmOwpasncBHJL<&S4m zPXC3nouFphM_Z^}yz995nfly@_IA}!r-i7MsnFHZ*4Eac(02esN~wA;_i^jpVRk}z zM@X8Mm7YE@of>@nZG+=f%Rz zN1L_|1)An3*&Vy`?$Xm~K-(x3Z#h9B0bs0Z8sViE`r>!)yai(re(5Ro-_6{hg?x{T z`@KcR*td-=fClPxA{F?|9bmXf0 zO<>EQ7d{qNBTctZnWRCJ#MwDCCu`I0*`ot;0u8f7q%rVKTiq57At9jvUgH3OSKZq? z^1&UEcx<%zE~qOJ@E-z*@#3jdr$7w7>F()4%W;b2=ly3*>VUlCY&vX3R~H%!>cT~7 zmcawLXxZA?86e0c1)TVfpdDL_Zd}ARt@ifz83Z?hZT`jhjLyUo_vuF7P~=c0%b}Y( z=&;IqXj{7~-qynEI z3A`*+xIjcJK_Tgj?CUzz!j@5+ZcNW9F0@G zFp~0})1wtBn%`#3s4;829&INubp^W?7>`@zy+|>y^;PWbvLhseqqpoj-lW|z((Ams z7#bB8850vj)*3x1-yxO(VE8v3j&rIx9`c|PND0}xhqaX31R3wf_3KIZMZOViIdgVD zpZR+b1cud3G~ED%QbK>OkOb47@>eOlLKfJe8vuf-paNLgVz1SpXqwE_3{mk}4S7ci z^q}XEo*Qc)<)35d=;$DbA!_uTy5o$Gh?Z$vW_2Qm27Y5?R)g;dDnB8HsC!W3jV79O zB$;gc{dGt3m)c57L_-~C{Vz)mWcEeu{(R6uU6c3zoc z3Y5F3{T?OWg(JhHy=JgBl8v!d+&LWk*CA_hU#u6@C6dvLf`S6ol1&HJD9KNU0mk#~ z#pB}~_Zao{^z^(~p6}}Fa*2^^Yj0;r*6trCH4S)@z8KuXWl=9i9>Fn`PMy8Apc`s? z6l2f%rtkx<#K<1&tn>)o9L29g~mW@QQOOW`0$~*?#PiGe<8>0<5D3; zdk4nG;!oqqyldY%iTG??zWQLgakld9+k=JY!~&0rii++xxivLA+kh^VZC_(7Nspr$ zoz|sI55fsotnmI;_*G^=h4f5;PV}}ij@wvgz$x!5PBm#)DsrVwS!|ml^o>T3>UE`b zBmY4TM+XPlFK7DERP6E4?+*hEUciT@iu5Rj*^GB= z-{0!*ZpVi^Hb4+=_g{?5=%~>Rb&Np9L5Y{JpB<@2Op+FW;7_|heZCB{jI!ZZsZk6o z4rx(s+~}v2mu%j5<5|VHQHoAw4V}7!#@fA;EHG5$EyHKdBZ;e})&kbktoGAciAXhU zta^7=QO)U(HtorqpEP zCB2GdA*KlyQzT zrMI=Fy9{K=Hm!;!=aw+!zzDg%yEZzKnf_-q9$oI(0P6BR)+z?L%Z1uxG!Ex(J41oR zK$VN~Wze0b^}L=Vy*P2aBf&?O>$lC6pDswXACDgSilT|MVA(XU6JQ?5cjM1^#q?Lw zYO?ODl?G7UJ|4HRX&2$EZ+kKdMx&pLLGf!z)OcJwV1q+}22y{{42QvBuS~Y3{xjBb zr+>K0dubT>?@lC}B2EQoo3x^3B0XDxgf2ebtiLorvGDUTO{_%yVI5bNH!7K6FO|XM z`WI*ByP@d4Vmj~{TB$bE<$ERBi zNIvWDx;8cNy^$Q}y#u48#=bH-$vMy-0+k->v2mTSR+RoIWHt@H8nah43E&wUCz4?aqX)!>HcpzYnAwH#S%P4-!Uw5K?rK}rc6}jA` zWRqO{8$~7A;vJ?c&+ZenOVtPhv#V3#_bxKTu562myYBZ2S5MWoab(C zT<%Hl^`rc|rO9=B>AIoK3uuvh9lX}A7}RspE@HI^6G0l9{G~}ThI98meQxG+NnxK3 zz2Cj1&<~Baz@c4>gtFo`@4Z%dPFPqNC0Yy!!t9cqV#3{TueLLEmY0{GDgJnUvD2S# zeY3waRZ6!h`yJ{M-~M$JYueqr??xwF(ILV@P*Cjq_eY@{oI;a~RGRJZCs|WV3kZh; z`K(cP{AGc_y`K-%oR_VDLg_>P)nE~A`$i-UkdxYbvHUnY#_y3QiHh}K%3Lu&KB*ru)66I|}#ent0^RO`kcKvnFL7MDW|*zu&feVGkfJ7JMl` z6K7n8MK1Q{{rj1NPK+cufGT^3x)ZqYNjDCxQmbPHey8@#ap#pK#pJ`E#W}v!gs^xL zRe(XrL4k+_gj)w~;^t=chEry*Me!CXoAWF4J$(6@HORKN<5ijyeI>3U+&_*Ntg3Z7 zujUbzBg{lH{ck9+ISJ2JP3K|n>4uK;6!HvFtZ#Yl6?4DcBLNY(oza$YK#_dc&}uyttT zHm;ItwE`#A>({Sat8#$+kA|{<(|7?w7(Wt|CzEhIRzPQvqm7<}zx|T=5<_o6d32*| zo)5dK52nBDTXkQM1q<2^n1HAZZr6s;T(@YDMMcju)KE3?F8*}T2B^BeT{*9K_ zcPi~aKioh?xPKH?zJuW-$8zFo%G~|)^{bprw{F|U-FB7gKdo8>;df9SrGc2KNeqV;PdXqIQ+2Fa>$qzwINY;45lGo3wq7RqN}cG8Bs$0WC| z2M$3AC8b8Z$fP;BNW+mA)Xk_+gnu|Q14n|Qj_dJsqju1Yb>63Bz@Z(Xg0!OKkC33v< zBhI|^VfsDdc=#&=T53{2(6_$(_WHyyx~GQsx;voO=EUDPGu6hoIA$i9t!ylZo;vmJ zx1HGXs#AFv!otIO?*G1%28adhWA;m>YNef5=40ilqDuGP%D~3DZw8Q$o<&H7jy-X| zgK89XWMyTa?QXlNg9B^Atsfx2-Q1WlGw+GuH=6w$!jFk=XbtptqI=^+@c=!It`xhZ z89m_6HrZbZ4P0rEgaVeKKF{9fS(VLcU11vV=++@Uoo zCFCzecRfGWaL>w$bYp~Vy`7+@O7tM0gMmbW5FIrzN1kL~X2BJ2cxy!dr^CqVOt*bSXJ zp{p5wy;^6 z9c_iwX4CR&R&-GF)A#REaY|{@*d%Y*F`$YVfXE@P5h6C{RPjK>*+fM(41pkJIFsxJ z68cnjm89z)wrIF4qV=l7Yzk&!m>7J<0(lWwJ@c!?&u%OfzI6I3*J{O;#pWj=2 zE+@$dOVj0X;Gn=;65a&eOBgR^p}g-(P73zl{2nD*vh-+=tw(y=eS7=BmOb8R+z(xL zQBYAZv#}w#N|x+PwCr`@oN9ClCNppTv1ezqf%fg|D<44@3-$s@)TWf9gWgv5^ky(M zYrHdR8OmFJRj634TK?vSW`rHYi?&sQO(F(EMS0u zO+2IhNRqQdJNi4VV)yE`#!x^Q!Uq!O$U9-dlL9O^-#*Z&K<*5B@ohEBZicz!%n{MG zdkkm}7el8%^izB!{N}q$E*x~H)hsU^pA&$Pqv75>poLg#NjDB0%-RoZ0sIn$BpWei z5TITD?JB)3fU6}Su(%e)``*;<8V9dD}uyr&DR?*}G}c^Wk!k zg8TaW`=7YKM+xEAX8a__ow|vlP&tzB1-X<;SCa_{JSiy&qNWpsKrVNVsdw`@&;e*E zqWIv6;>MB?)Q5jk3^n>B*=MJrH0>`wH>CI5-S5=Dg076tOJ-JsH6qZ`Z(X_a1RQ7_ zZdp-fn()c0i<|fs|8Pzzv8v@}?&3^phjy_|{(SCCgK~tE=(rKhrH0aAfefURKz(r( zS~!J9-@8{VFKb{#gpu9AxCPqSmIFX`F;at9Fmi0)$_2nr|AdybRePB2Tq z|2L{6A~Mnt?Xh)vkzW04K{zi8f6p-e^Ut08F9TIUrR*!dfB(MT^snj&J4T66Aytw? z1*IR;Rv49=_YX=Ei&)^+#7(3>s;@AyFFobBfkbHX-Rp&!kRSOE1v?>Z4>z>a@bb z!bW&kfzS?^m)*Kby1BhrZ~7B=yH#+2q=B2Ld(a}$?%et6nCQx-XaHY)VZrs;WQZn_ zm7AI#t?3;G&uEx#o3xyJ}gkec-)%-wq^Dm>BzP!uiL~uM)%J@Z=oUjDSg)bF3_T{uP@1x@1J#s zNBK^fK2h8OXZIH~oWFk)IosmW)yziHEACB!C*#E3N%?SnF6Y$;BWpg+Ps}*wEzpRg znu08;(otJnIKWZLg6iCr{HGl8LGAV23iLL1ipzr!sVM5pB^(g8vhVwF{J7Kd%3iGw zXcoEB@0mom-t8?AFJL`#|KwOU6ed-$`=p?PU{1*BuoJ^kiUsx6^TU>Cd5nT~dyAWM z6lV$J(m26*cdEbAg#+JX;c!@yBvK~F>6cMWV0wrR$W!94Igr0^a&vPzJ^0`WlCgVX z+?F}%mRH_R7N-*!MlOa|?a5DC){KEkaif{bgXU2-}Q?IN=t& zUh&q-d}(b}21m{l7*OxDG$ATu_GV8~h02S7=6%{RND2Jtg|ACU+y*yBk{Ur|U=U@m zUHg~xkLcZhLCcqH-q)C@ak+4>y=jkPfm5DpNqH&SikZdn0^NN*eSO*rtd-wFoEG#E zFlA@hj~#nDdQtHcus`4fuRHXg@dF`Z=t>F)C?ikTqJ6+N&EeF)}mUNUdc)P{k%MU*dHB8tfh@dJ;uScDIOIaer|vVJ$U& zC;>p$2Jjdj;LQ)u%E}r*em3XLA>++suj#K?;>Cnt%NgPC&&yw)RW2Mg zkqG4V0ieD-RcZhQo6G8wtho5L*2l>gU@W56+H+bh7KXKFeTiW2SO?8EE4Zy)x+Wp> zJQ)PUi+Ex8`P|&3j^ngV%V}}+Y^2d4Kf)~LAJK88{#!@x;ko2r_euzRId>!}HFL5~ zMk)%`&%c;3OAWD#dpr!E!{GwUCclw`?nlLx2#pGK(+2_``@1xIo|7nf`Lq^TBrto| zD%=5ltj|Uc!+OW$@cUtuLOKz)qqWxp76}yg zDp{w7%=;5zLaR#_wG&tKbjJF+yETWtSfW?jK1g?OWy!WOh_806hdU@V3)ijBAU*%15Xf8qt{Nt7MrI`N_o$obSDB z7Om)>t9KvZ+rH*uMDCFR0Vi?xZyi z{-TMedfMUZ=v!Z8WY|P-pv)07$bmPH{o}NBFQ^7jFnUHsIL3iE{Tj z4hG@$xa)V{eg(L|VKv%PpLCt?Ci>cKr`bOgq-QE5?<{l&7wpfjN%Hh`151jB0eCm# zx%C&}cqCxDsdP&1tZ7H;{rFFxEkMpwFr zO=)j2n?mBJL#;h>32Jfw{`;@E7J7GyK0Ob3K8D+EI@4OC?x0}rJAXg1OJ5ZN%}~t; zH`V@%Q}7{#eSS;@{{@HE<{0`QqJPy{fcU*lEG_7MdB11D(dGF2GgU--;reE3?B1sh zu*$)hA_2-iaA9`TFq-NM1B_;z=gTh9lBr!PNx{ z)yTebr8^x@n2cX#ZuaVg<-s8uwA~bn(6{`OAKb}i(JDS$GZ9MZv4O|EB0fw4W zA05Nq;%L->JC0>MB49UDFHfxn((2eZ12x&1ob%$@v%9V zw(nPUIPu;@&3(sb2~K+$an-=F1o6M{%vjazL9vXjU+jpUPuws>A&7_BD#QK z%a$$w+#nO zxrL&`;GH%#4KW<(l9P5nBV#;l(ZfI_a+So10{V9lb}Ygohzs^tp6%qWH|!e^u^;1; zF)Q~yjU-)Y#LTaPgs|&`q%3M~oEoRe==I%@JV4=kM~%`7FHgTF>|woy4eS&|c84n7 z@ZLWTDEV8RSu8*hVb9TnYEOw&L*Ip%eOg8&4YjR2BCA3Hz9zfbktlGY$}{tb;%G1x z{Pwf48b&x_jIMJMhMC#f27ol?Ha2J71ucL5)A~556v`NJTXo5a4JH@|VQ-{yZD|^X zn`OqSuxv!L1Xr)Wu$%87$kqBS6bdVJHu`7WW~shN=0plt40cf^0tjMN9(}I3YOkn> zNEEUeQM?KN4NFJIZw^o$EtzKFC|(-X`g@7mH`JYsYb0M0b(F*dnxaNYThJuxQ`wMZg(#T>9H&A3(Wbiq%H?;2_XE zYtCGMspO?gmxvX#&}Tge-UcEQAl(i5$g5RD>obk^a+z)%@{Lo@Fo4@N!jr-GJrGC~ z7@P=A<20?3?Zogl)S8h1C5=@|N~*9V=$zRlY+oI|N1}2EU=YgTdC}RA$-d~;V?f?V zNQV0JSwx`V>15ASx9(RV7nF`zZ6|K7g+4Gcgy0>r}G z)TA)loFa;ZCTF~w+ZbLK`ByU?$+zvq8UW)Hag9_A$&U2HL)!=vZY=~_HvsUbff8U- zOuq8rhL3cf-HdF!3Lmj6!{KuSHafrw%gNsBB3G|6A3prW^6^gr_@wX5JXHYs1*4EX zn@Z*nSqCGd*v;Dy5bJal&Q7%S2UqwfddJ64C?Pb3c0{6AMoACBLQgrohWX-6)s)77{O zT690i9k{wn*s3baT+r*Mjvp_M&P{RKdF+NB)Zhhxe2F3^;7ZVwjl|tbI!HLUVTX7F z;SDnbeM3VFUX2xmDa8dU$zIvI#wh*nDvVox8M_lJ>?ORSK+Lg(WZF!zZa;-eo@eFTBf6@--|^ZW&R%8*xJFv4=c}_`-{(054cw$q|XXhV(}i zXlv8ofER=zKZQ-PW|-R!uetbmSf^srG(^4@?R3i}Ie z(y6EqocnRT`5izvv3BM!46#I344~tI(UI_gE=9B;=^}eK-tDhewFjFM=!|nrG=}6E z>to71CT$8_Iu(g_o1O~7OCSp*o?@#_wA2W3f6XE8qoVi07tF zR4vF=5&?n595EpEF%(jE*+R4(`3!l8v>g5)YukvFj>ODTk`LYBeHKVtb69M zYJ)k4efY{Ft-5^|$!a6q{axWDKORZN*9?7g26HOs9JVS$4I(7ZFuZBp@L0M7X8u=; zN+cTcMW953tS`RuAt4Q7qT?N%4gCas=YZ)%Rn6Gt$1ERjG)4XQUNP+1HKI5|YVXVu z7DXRMyUo|av?=j(e->#;h)Wdg5wDkzKN@C&Lg4}TyF6f)F2M4D*jA5C`NB4cst^r4 zdU;?Cwbj7zC=nd3?M4VSk|OLTis%^lr6hS^Nri)*zSzv}X2Y-coD6hR1BtcS(eeqT zShX)Zo~=DnA%6Pkr)ok>vC2UsMb(frY>54q>=qZh6E1CH<$p{?V_jC}g~OtUWh522 zeSCLAjJ#B*!;}YzBZEe>@jmP|Y)xcB1>#DVaK5jAjY*-F5U_06$B!p-dO7T-^~i@q zq2~3nNdSjs0Jewj&z=VkiuiDX(>dcYFF{qiwP|EJ-CR>~;>Jn1i+9ydNBrV>| zuj<0-E!X@(fi)5V2>Za7d((%(5|$sZMmK@`4_IG(jTInPKkP&`6_dlA3|eI!qNWmG za_xh48%B6-aG1HZinjsc%RuT+DfgpEA=!+GRGPXVsi6~5={~Xl^XHE~W}!$vbJ@-i zjRr=ENAl*)7bMH0f&2(iJ!d?T1(Q(M-re#q7|sWTx~`)@MF<}m8)JuU<5NvV+Y zYXc>~&btv4=(eL!A(&+%wk`T|-9)bouzzWJajp>r0$DGj>`k9KG)D+a+5{=`WLFb&3=(Z zEGEP^vM$WGqb=t?_E$KatvFCW@^AgW4?d{W#4UsAri|^Pql-lKVunE(pcKwYZ=&g8 zwyqt5Ia2TB+?+3LPSk(zVf}~(Hii&7(Q+QNg{Y$l z$PlwDQ6uA3Ti?-LLtESc0fy7VA18z~B3*OXoK&-(t7IAiMHu5?mt4%y>O^C_fOwVx ze9gXc-U-Kc?2i`*YozPB-1_(#nW>{t&QBY$#kUP(p^3(90!a*&{nWvO7m#sww^0NP zYu-Nx&A9w&+}_sq6enlRbNY4kTFU?6t#^nG4GNO3)xJ-czw0Ucg-gw?uh8r{fuB(h zwh}^BP(u|hKOMmmU0vmSy`p7p3u@9u5IJPqOWO)NH~6FCi63romceuB2_y>-8T55g|0Ar9~g zoF0pL!oY#nB&}ySIPc+R*k5dCZ%_QSyx+I1`B^XrdlDjhME>TVUA6E?`LHR&ZAa!T z(5|jYImiMx#KgD+i4`#2s5y){*5MB3cUsDfDw!GYRENyXAxQIcThN}36w2?v0ywl> zK*M6pY?vw}{npzH4;S<067PJb@}$R62FlY1yG3eTyZNS{4uBpDzYA$*;AUs$;i*64 z1RtYPhDq>RTY$zPnw)1+_~EQ1nl))rj~+dVp&-(t!rl**5f4R5!5f~(IO3%>bY}ge zL25YVye3>1Jn)}mg6kGJVY{TxzrzxKMEY9QQwY3u=)=9PFRSx5xHDeUj#y+^J>*_~{q=bSlLbn3&eJ{iF+d$K2O7?qt+OYR2<7*`gc(M5 zIysndshrry;cfJQyBIBaEvCYv!$jPo!MV%{rh{91Mf`K8&YxF-3C^ZuAqVG2T4f#M zdeUcG0oqoE3JZ%(=@C2o;z(j4SMGls2Do5O)zN4C^!NwnqA^aLg8qM7fzxOUPi3%x zJQUWacL_IxCo zUQCYk1JMdJ27ZHc7*R$YVg|}y$R9@s(^Pi=zPx&PFJ)nJiZS2#A`cDpWn6j#8hT6U zm5~*S?=EffU=&osk+Cjwc)+%Ho__zu2V=|1(v*};(wm@#moIT(Tc+<*n#E9S(!lT& zG=$~1Y&wq;RYzJ=G!HTg7d_W<%mdMDNSSH2Q#xdnR={Sg4zwoe;BwqYQNl>KiNj2W zX|Yqv|zzpJ})c2vI zh?y5w>?)aWk)cFHL{7nuhB5$J?Tmv8hJa<^`Xm}1{<#HV5re$Hp17~Odje85n2Hy( zW9>0y)Pk2+4#QJF5IsJAejnlZK`QtLOC}jF!89=d2dOo%f=A(MjSgM$6op%aLRozQ ze-L_wIe49%QjB@u>uj{gU>!oJ zeQpMKJu})W4`!n38VyFt-Qe$~P<~*Qh^F4YSe=N@LJ71w`a?2$!oX+Vn_rR-T7cMW zdr`1rE!R;><^Hqf|GK%mgPt#SgpYpTnL7^v3B3X3h`F3z$O-#SyshE28&Oo&ve@sx zu(3hJf`-bzm_H5+k0L5{!Qwb_*HTZXGaax9qT?K^6z0vj$ZP}Ud>DHD`gfP9z>Tct zkAv+zi4%nedbOkxLSQrjTfUGO$H_3-nu{BRz=1bhSgai^WFZ)DnV6W^Eskb@l*wPr zZ-nf-Nc}g9^QO2#5Plf+oLGiE;GPFhh+*wly$=`U_a?t;UmmaGq z22&^l!?lrKD6dwXjgKEc222dtM31GRT&NN;+jM^;esBXrq2GqM$+i7__bL4#`3r@z zpLk=*pTu=*(fU6x{qL^C3X}aDV}zCJfY+*3Vd>9%|D2J%^3P7%qqn3vk}B)i>0T%m zse~y=`TNAGZLw5n9li5L$^Wjuu?RE!@>iwpVNteUE@!*aGyZe+nCxzmD|~#PwsB1@ zh9|giP5o)(n#wYD@n4+CWY4*)Hf~#>zT-^g>$!ED|B!M@xqEPJ?@BL_YDanT@E%E9 z2RC%BrKSs;zmV+nVA~UtG${0ck>f@AKmAT^<97H#Z-AcK2kz7Z_QLZaaKV3!k2e{9 zLuo3)D9ACP>31|mFGU&YVM+fNWjWnS?85$C@sv-iQ()?g6?KDY0Vqv}@le@8s!<|NuSLwpLwpH)5oJXnav z24jlxmCW@QzS%ELl(c4VqVQAHrQTX@k*A!rh0j-9IfHV6>Nn`V46CjG^%>_gwp}g1I;#w(h zONCY@yh>p3?Zj1$KG3@Oe|Il0h=QPQz*9C0aNUS8TiBKn0G=S^+4bM6$47)czd?ZIHUb&n*4$LKOdU?diSi@tb~CM1BQCF zAxK##*}nK3_T#hA3BRMQ8nDPDYikRP`JF0Y%I({?Uuzi{7-#}}CZTax0Jf?C z`pcio8!rM&*Nx)p>AW)F>I@air+l_M^oCn_?;)r~#- zBpy1j$5+Mty8B*^uurNu<)4HzEj~Pmj*jkTQU7zp2#Bh(VRcBpV4wQ@7dlQV7HS|X zPVkaD!6Lf>d(v5s+1!?sD?Sw&wDWAoeXW?sJ`DIi*5i^vd(rx{Ua&zx{owAp@vyF; zp%~PF7Jz_p@(Pf?CeXE6Ia|hVt6&U2^9U_Ae=mk}QtgK=89q7JsG0NHrl5YwZ_h32xp(>i3_cvV(bc5bSIOA9D` zlfNnYN;6FQlTF&nsV;-=Z}2WkKAXR!U(E+2gF6o zAwK}9weLNL(W=00m*Df*1*G_V!}fCr;s0R5kcU}Ch@e0`n8mNYc86D-ya%2MFKH|d zIIrl&EEddnyY&FtNXBAS+2`^`NxW>341Nffn z%)o~1+gi$?R%{-7X9I$ti zZ4I1xKM5*86XYg`<*y%KImk0HdM;i#!nE+?nG*L34k4TL36uy2M@oQLCI$n+SDA|k zo#Pk-<J5@DbuD((eX8X`{wDgD<>(G5l z%L#R+2mL$aQ-46d(*pjRz;jYk^_kGLy4sIrok;3PP%oGtlyVNRHPnQ--Ys9Sa9dVZ z_Nb>V#A=dH*a9GgK8>RLEg8tm1{;2L7++^S9>S5?A7B`Upn0z4^ru`s-N59n7MyFB zhT=0Akla`$1!w9G+id(4|EZDcZPpW(N{~v$e!Rv?;-Nx<<9#s#g`mvC^Yew0R_YU+ zcn~TwFVckOKhqTR4FtXB*THwP1z3Pdf1U=z;#V+?%G~OgNlpP{cqVBDnP()m(dU7x zI@S%cv{IjOLy&ZY+Z! zs5#PqQ0wEMNSo5z*#03q|~;l|TRD+Q~I1^$f` zeos6sg@0vfK={N8bsxIWZa9%W(cg{sR#EiC@`WgsU1@K3Lr#6p5}$cE7v84ZgRSme*4X7pm?8)uZ9_sf2;x1Ve=2mlqhsRnn;;YBksFm>9HjcS*HdWW*F5CeedK=Ea0#~g z+^@HfyAcuYAX4i)udVk!iG^`+kZ*nh_O=)!wG41r8#K&MPEKY{*NADM)9X0ZbtAvg zR%r62*KX~0+}JS}7TDFiFrm*gi?N2>siT!Uc9?zHa$@)NmK^LYeh&WL4O!>3*>tri zosr<%+(0>f7AV4-h$%Rksus>A}EXkHuijbG9*-N)T!?>e~&*R;!SVUR=q1^%>*4 zjF8*C04_%BtmNaAd=!T9rt;Q={S-;QlU9 z0v>;-Ayfueq^FF`1P7dr9T4U9lV@?nNOc|3&Lh`&HM3?tEiJ7XN@Ottsx|iDI|UTH z^je$pD_3$S%UGgju(y4|TCl-9PrJOG?|qRVk7&zUy+H|%7&8G3c)-l+lMRlcMKG;n**+_^9`fT;&TJO!ZW>jIVV{O5-BHwF-Gqh9!F zk|O1{Xh0JF8f3h1>o56$dysTQBPAK7?HU1%v~b3wv?Tcl-{(%{0{lkJXfkHqu)hlQ zR4<}ThguMT9VfgPixL$}R zXlp#)=R4*`UzYbxR{8AF#F6^&@%uGAgoP_99pMrdhi>*l$qAK1YZy&x_4JN1ZRwJp~Jv-xnyeGA=r7{1_f~EPDuV)MX zROTjZ%!>hPOhS3ec$3SvtcZq?Iu0n-9$*KPnk~?>^CZbt9J#n- zM_*rGl$F5RZn2@s@mT7nEBF_-)eoM7odwP+=HHI71!QDr^RMmtp2~XZKm7?&QKyC$ zurrn_UuZi9G76TBm!>0yB^YGX)EFVLUdub0ekv_3?RlE!GZt;_!357%!Z%+q{NP-2 z{raCuQ>R_R3)Nneo;f4Q<(gmr-N6DF-~ z=s?zCCMzmyRi`;$BDH-b*}Fu`OYn`&2xO0L9Mpdi*#w6`cstya1(v`jDl;XQBe+-p6&GtY}D=QaNZYaaH1lNU)D{qE4uW&7Aig`G|v z)BIa^#$LGscJfHlEY$1WcRd=a3SjW0vvQI8h89khK?GE_I?H;>+vO;yQJ=Zx z%>0PsL(v&|b5bMsR&UhRi_Gj#81LQwQ1$8fNwHGY*B<501-ZJqy7!)~K&UX=(@y|9 z<-Q%B8}f0emPd}l4|k7_y#^0@yrE_RA8lE0+`5p@WZIdz;>a|dY*SEbwNjEHJ40Q( z;lt%j>Geay!#yX2|6E@}#VHd=hudZXn1ge>z)0ewxoY5ox&^>!T9Ab{pBp{?Rmd<= z)r><@5>ebmd0@@%Yxuk8>V}$<4aY8L)_gW@PCk}Do0d=%x-uP^t3^e9tuKixrJpPIEeH?E#)g>JOKoQ+zZe~bKE*)8(?A2CE*^#1zmZkWox3Cw!S zNIr+Zd(ZONOC%~5JTDMHIO^oENk=Zc^pV)nUR-z3qDNa{Dtd2wz(O?Ol`m;gktf7)Il= zje$S))mX_$gD9! zdTF`4?I;GTlQ4SvC?N}@esVJ#C>Qh%Cpee{nlM_aO6rc*feQ8E0Q?d zE?Yk34_fQ)&GaRH-YAQ-TQ_$sNI&z zT%UNJ27Xct792 z_BrQ1>t65syzl$0`&rMk?t9(qth4v=|Bcu0y1w7fbQu{H)IILYY~r*8eRJ6~U|ak# z%ULXy1=2sM^XCiJRGa>~Yp;l*dAG#Vuhq`@zO+i1^%p3nc!dkOQvNG1@8`#yPe4vW{Kq~EfGMCHxxmd-h|)MF$| z3pxXzez$J91XBndm)9FQlu7U;<$@no_00f!tiZ_W3g0(`&

G{(=>y`28zp_WzWD6bU8zI}l#ITA>tmCPiDDq*S|2(#*Ee z)%nzkultmJd9i)@;`5~k@L#>JdEDFCWd*+H$s0YfDW=2gWCLyO)qXheLGOdy=QP6& zFFJi6tuC<94*xShAORfkL~)Sh@$Q5!(10rzc+>?B;$%|y-l zi8v>@8B`8gbo^EMhlQyha>*5_JZbvr$dK)BK&s52gmb=7_ly6NEHp1`h6Uq~bZ_9+ zjf$MU&K2%|+vL#ID%=DA0p9`n@|6g8DznL7;=!Ouw!cI{{9KTgC}uho^w(P?}7LUH~sX>^^F3nPB~?b~kzkv|f1#YWC(ZjUzB$?07u~jnmzF zHo-JwO=K~smdoxLStabXmiM>?uymF$tHe=;V{^!!CGSX_*iC{!1e@tDOut?sDLIw$ zOHj5Dlzj7j#bmyDm95P5-zY1f5p}NmMJi#_7ClNk^uG8fR28ea^+v+kWl#ht{Xz-u zJ<0@)R0=nI?fSbloudELHK-=L&%id#%}+qqa^&pnESkCf#b@LfsR$XaJBu|1WPJkz z&ZeT^HK>pu)3i*(#lli{G*CM%XlGe}}i@FJ+PTTt zgEkO{D%3qk%^d;;`~k(SAOp}(YjV<0wNVJrT)jaCqE5Qu*)n&lG%;9yYH<_jb_^i$ zI>XzCBjryxD=#a>-vJR^E{PJ&{no;G8ll8YAl}FT+NZbjhO2HVj4JA4G>|&VZ_AVv6E;xzUW@a_^`AvryfAojl`f}nn z-fw2_K6O6azosW5Tc;mpvUh91<;EdqAP&tPkLpL=6&z_U&Htvk^6vo>>Q9=>=r2?& z|J#@@k>9w=QYYpzxTQe3)Mob44GUtPv6d!+SF$$>Gyn@-PV4+bG(8Y6dkOVQ?+>MfQ=L>hof2;NKwlWM~UP>a* zbdn3fG5;v&5pZ$QXh~`oUYY!aNFVesNEJ|L$~FCq$(k5_Ul!`$T|(N1?DQ|Fgso^ z3helF{umKxzoD+Wa#GM~d)Ds^g94a0S3sBnNq)9a5BSV;0hO;x8xPbu7qdI{Ys)*y z6x7akWFxjeHtM=F!0@{I%twB5rt%##*#?ZYo9Vufx_ACn2NHbiYQ1Jt!Fnz4yN-{K&)J=R{D|=fm;pvkG&I{eFC~yN zzZeE(Z)7s3MM)#Ph;9LbN3F_D7f&o7jN<)&ln{C=#YghLyE%3Z7GzaW`}9^AWNB5{ zcJ^6~W?{DhN40*gc?k94oUgj$%Ck(cMu73hr)pF1?C-i~k}7h+O{M*NGBpOfrA|S{ zOf_qu74qag8g^dZnW50Zjg5`y8ccL_P&Wf?ujq|pa9qvmUnPIRJZJr|>En#f0U$4{ zyQtS%mLH{S`Z(3${ynCl;6=y(i?66xx%-YdCsK$#76hBK(l7%544^U^zu$mVMV9N(!U`x znL0Nz5w#&;1+P!MhxT> zvBlyfexT9_eh2W7blucJg8t!_<^29Q|BEY&s-r^ou}A>IC_n^)_UHeJ;s{qwW3Su{y`bOY0zc&lR3s0Yszf11bNczrozDH(I(C5_#DMd0oOR(>6#p}^5Qkj-@a->o z6F%n68H)cBdz?s&MS=u%%J3AX!9pyaR+}y66fy5pMU4KHpeE%_J1G20*w8yaFhm|! zk|zuO3%zlq82_!XFjIP?W7`B|42fU?^57r+KeoOCEXuX(+C))G8Yxk_k!}T1=|(!G zyBiEZy1Tm>7-Hz|?(XiA?*AUoIq!G=_xrpq97Tb7?%1*R+I#h9;*lA#|Dp7$fle;d z%Z4X>-%O`lEaN>brxxSkA^_JDK{vQJH#g2~iOL0SKs#>Ixot=w69%=Ux-wYD(c5?9DY)T&e?q<*ra;?WvchHh-gM*P)12Y=xZe^Bd)B|>o z7w}3xW^7e0d!yg%(_=+XbkH4GM7tx97YiEyl1$nE8(k;5-5R%xrWP66IWduhm9MIC zJ13-7oZ!LmTFocN+|WKC&R5AVCKb*sxw|=kcfZ zUj)0)KfbLM#Ele+4_5Gr-%Mfls@(BA+Y=GAJI-I+-5j$5VXSw-_nt~&I(%m@APC*< z2+?Wt4^oWlm9*?q*$!uq^9_@Ukg+srSC=oY?jpAo!LJ?*shzqpHChHjPsPasUr$3<1;5VOa}ak z-$sS|jA%!xjH(p;PY*N!+NhBLx~9eEUz_{;>j1PX9DmybB%f|tHLf26(GIw@2@qk6 zBzD)<{vqkIgaMDFt8&#%){>loL?jTznf|Tw9R7`FHpZ;U#%z*5JzL7`Qw@kyr$i>3FFnwf6kzD?{NN2L;&(gtzqT#;^VCavuSrsb zq(lzkdcQz0=`L5ZuP1o`uE6CycSPiNGwz;nwO5Tgu6B#{2tegvW=}xB`|XjKn3$?< zjq&&a_&Q8uM2($4OE|Lwv9Gz#>5gER(=N;Ua+*5;rV}5h+wW!GPT?i{&zJu+u!*i< znT&T>SOMu$TosfDl{<{A*1A7*OyhHPZ?b%&eN47cJbq!{Q_a?Rd~-2%%5$@$-07P7 zy177Al~3$)NYO~@No?{5YE{KlUViuclajtpw;`R5T>bC|-Go|ORmS4KN|li z$-3uFkE#>;wEIZkg-PuV0ap;p!_+}7nOYS@1j(?;T6f|13}C~|OJl#QfLEG4tbL`- zZN2xI2#D}~^u`~*yp+2|usA=^`lB%mN_na$-v@dY`X(lDQF)KilCEaf9f06eJG{{d z==<8!QZr(Dk<8!Sp249^XCn7&%eMA*jk^QGwI|ZD?g}D@I{c?P@NurjHwoDA9jHL0 z)vc-7&CU_YkGMl~AbY?Yxh-9B#TeF4@VG18seFm7Hk$PPB#P0NkurB!hQ*myJ{iJH z1k;X*Yz?DQ#`Kr)ZC}mYA=672f#uxU#2VCh?qBR?)oh(j3DxqmG_2Y8nhnTSdJH@T zrdnZ`&8=Mc(>3g3cwEI<#*?-Wg)6;LjG{?N=p`SpJQTQR#}zPM;;Cuzt%AiT%H;ic zF6k<|L|su023U?%!?Fi|?o?z3W_7g{kGtEC#2U#;qWR!`C9qiFQ55MB5$PKDulx27 zKt<&(4-b#Al)+_xT3VXRp`XTzpT_m;#C53kx&#nyk+8RC2V-JDF?^Y$#Zs(5LC3_z zAJmEgRNCCoa8DYO_3W`~*?!C&GF-+P-m7OZ+V>s)V_E|AYQJa~$R)S;tr_rN6B#|E z0K1uHEFV5wA*sOibH3c~xQ|y92nBCan(UnIP*oYT?pUD|(3zE}K^z=K>|Xvfl33jA zymAN>>a(9HcXXA%`PE$h4?_S-EB6Vs%4*lyoBd!M6dQX@E6St{DPf9hinY8GdEdh> z>2I;$n7C$bM%8od{GHS*=L~Q7eu|+T*O3#l6?&QpDu$;hKO%UebDDoI*c>>M57Tr- z-ix{G+l_UmY+vyD{aG-yf>$IdWD`YN58(&t-2QHFUOI175BZrI{zlIDcFpfD8lXsG z(sThv?s?RUP9}CFuNfvU8 z29Em+k?-{isU3L^_RPo8y#hkiwT4P(pWt7)q*t!6yxOd2ZBo(F83M-o8s73OPwwn> zK?}Kmt=HTx9*I11%B1Qx62^)MY|?x8`4`FHs@BqPQW(=rfeFGi%z}Pe5bbB>`OC3W zwbBgL%j)8t>3HYnU%MZTL#pH*U%D2TK)hOBaX=jmWDqpHe5=qXmjKdf6?EA z8$rtHCK3Ij6878CzU{?}R~~5N%ANH|o@fI3i8cFH``?KIk)t?RWirv*CKQ%go#WPf zF8*1mI8P6c$Uo9Dl6S|F7jQ70UcKhrYxDg$f-?m9mi8;`-C&Q-@$vBi|84u7=Kfr* zXzg?OnL#TLA0=YYKuTSc&u!TLlB4Wv6n$`gfr#+2n_zNSXs+Jr@?G8oUYZm(i()*W zT!PTA8QQi&n1Klqo{)D7NGKy&Dya5O!1RQn$DtBB32N%;sl}ie^(Lvfy>wUM-%O~6 zDj2@)bFsB~pYMY%$SdJpX2|np2nAxQr7|W*rxYt2MI(mr!iPz&DOwwCI8l8{4pCR> zeEKqn$o)lmNnE<}`(O9LfTBElDJhs=bq@Z$dh>DQ8=(^?Cq7^SRL73y`@wTSg4Pvh zpcxG*b3CoDGKnbC3F2z@X|G>s5_gGT@@GV#9u9K73yy z{zAEje^_tN+-bW1x~Ko(i~GqJbToAM+9-N#9{%Q>Z?vYpGi+Au2WM?3=(-gq$6lzg)SqgFE##XAIOjM^|v$8&> zUgqqzkd7CVM``bjZ?7hT?*OwBZGZFr^!G4xbA_N3Oo=+edh;id>stE7z#%Km2`dV2 z@4^opcxW@XNSV?swJK}A-I9^_e}b5&mdv5T0(4T8nCCtEe9iS2>~~&3?ydyh8rX0> z{Btc1on?M^9|$V_sb{5uep@=l%0C9WK)1x&Uegk(uG)4DzY+e@XKW|*PXK9GeF!=)zoVzmCRy-@W zx-vg;aZWxk(`T2`1IDYA*o`5Q`|d;HYGTyI)`oULr3@mIZ23{9Q9IkZYo!o|C7JY z&0pRO&771Z1-oh+QvD~N>}II%8LvBK1qHs_@7+-h8n$tpuLe#Y{m3+(D)j*szuB6* zn|=7u@dAyCKg&S3=G4}0tP`CtN;hVo|xg&P>W&m0>PzB z!NS?@y{-`ii2>NzLjJbls$)!EV4ni=vuT-t&i62(Xaj0l`L94CIsxCDpn9QN@#C^Y z;0yi}-nQ+dLcicc>F=55XR-ggDxw)w|4pG~g zuTKI}Z?e>_%C7=-65VedL3w!puy)@y2xyHlGBGu-tdO?hg6XZG-(C~`1+&#raQVQW zPf+{t*Wj14CBWRNhNp(8=&4RGbP=86lZagN_;%`BFa{Pva8+gP(04toNpAdNl#yi6 ztMgS8u6Pil)H*#{3lsK0238?CpH3Nz%5Ng9WZV|n?Mh`CdRB^pd(osZ$j|0EdZ{xn zjrA#KTyeSMj9YVJ;!M-F?{oPw3O|Sxm&sGZ!W1zY)gy~6#y962@t5i`vDF_%zJ23?iZZfUzs@*H~-PWaHFb8JaT&wcJ?Y}_DZ;mObjzs6_qrlvh1j0#bWA zJm(8PjcfgtT;V|+ow;Los{1~WGhUOtU6EAK6gs-P9Ix+75&WfaQvtSU?3Xqg>%-UY zm|ra^{+Cxta<&qUW_hp(W!vB&p^{kOkVn$=M<_U?d!E56Tqdx(gZI1KJdKE=2Z^@v zGDkZ$aYEMlgtW1;B$`9u3(W>)OUsK*!fNPrF=-j~;=tp3@v8TARTMYHz_>==s^SP9 z2J6v5TYcG)CJ&P?lKpjDs?n?mngPDhAN$3e+o}DvBIJk@hEdrX(XQfL1Ul!UcMR(L z3gM<2_7%cPWAf_@dIP!ZKmT*i!D09I6#i_0tQaZ87N>UB7=}OlrT$W$$n9JUDD8#1 z-N6}g<9C-D7xQ;l?nlJ8&F%~OZfp9=H3CdYI_-f4C+OgN%skLj@YPzF)`v(z+C89V z3gW#;-;Y;Z{}W0Q@i?D;J3H<-Wf8V~5JoB&(DqzpqX-4ph=VlIbG1s*@`J@5?H-}Z zTv6ePRIANy3lYV;t2l|RhV%DiQ|$kfMzUtr(ZV3KK04Ir9vE0} zC90IJV4>@}5H2pp>*daF^XRuA*ap!lCl55lX<&!0cf*!Z@-u0O=DZ!E9B*^S)U?~0)L(PUZ1F79dQdvToVOtrDGH)y1%z9=~DsN7^oEAbAy`--) zpR2#}#B~n7up<8|qY_`(Y9jI41?fIYR6d&+`Y`r*kt!-6-dZpqy}Lc}vD;4ZHH7)_ zN?X?8xyb}RVT-0DO~h>nP*2uCAP5+`kBXR;hPcmI&ayHeFm%~zay?}cRZ}v+)Zam& zM<9GOajxI3DEI=eKhs?ne^y^&G5-L5W0|MOsc@L2Tb#`#t&8(Hc$G77KZwZ*LgWM) zgA-`A(;R;LF4=|YMBxmK4LgsMPD`j-m5tBg;bED&7dV@7BPJ2r(y5iIh{B~>nxz8a2Eg~(nV7s;o|J3$ zuwIt`k%K7cN{A;B5Y9Ogm&EF#MJ05X$yRsOg{vkZ#yKzo#kJuo;zgy!Ph*u()RC1T z&v7!@7kg31_HEKS8SkqSs=Qc<_>Q#5BIcA21qGw!)2=2en{OEw>~>4Gre^sJ@MLr` zk9=`rk|#3h2GdY+;AWM#}isB`+y6&;H4s!D{Cvil_fCtkE1X4_uvWFQ)c{0HiXUb04`6*Z~O= z%Vv8SZks#?0fPt_pA=z&M%$;69&vil>+ge;GpojVYP)_Ae0G2&G%3 zE;7L{MbH`0Le8L_5uc?)Wbegx^DAqFVvaH{UL0W{`A2dVXZh9CyKQx2JMl$t`lwrv zjQ_z={)rwc+|bdLJ>ck3wh{zWBQIF0R(&1XPE@_sd}Np4h#;yCumm%7XSdG-_3!f6C8evwI}Z9JtL?G@}2$rw|o0As|)r5 zG4hg)`Hzb|&@_s8Rx0n18~yrq%D7z7kSXa$EgHe)rzj8~M`IhJPy6>ED8)Srt(fx0 za^+t9$9=OS8r%=V z53lUd0#Gob$eG$K+V+woyHbWZ5y~X<3F2+ma;M5=SQptIBK%@LMK~q>qO2^xlVquHAEk?BM*O=2DG|mO<)XFSb0uVQdN@RuT|H;V z>_(wc=w`7r*KB2~$j|CTCFim*TU?G>o&vzLv1DAbL$7ZAp~xagKdr~ceO8&3*|(3w zx3%?;(3}3`Kz}*GC2}$VPekK&#L%&nDpyri>8br<@+#5qhcx<*{TV-eduo1XH#hx9 z33ZwHj^o1RHaDpn(tWx+Jz3|<&3{$G-wh9(&F@al`&E=q;mofZAa%T+<+hcjTznfh zdUH144`K)G8|U^QVvX;k;H*@P8tQOx$~@4_#s$#8zM{$Oz|-U!9=Wfn*wTJ1CyE$k zu{06E5b$7+<(ez-sw{Tej0?kc`W<;ztG?3pa+hGK*YUI^M^N~_;mLY&EvypDC%XbO zK>HG-^plo3FB;&!S-HNAFZ?LibvWs{0xd*YFY{3@r^UMSq9OL7A-YPq8AUaik?Zf# z`>Qp&Pe4c*-Kih=Ko{VKhoS1B9E;im-+%UIbdV^ZOa>6n)KS^n?y7vPFp)8VZpDk* z4{Ov74f*CyQjaAc#&R=xeXkNH2wEKW_b|wxh4*IyMpGM7{uRY&yTSn#u_soLgt?NbwYY(|e0+7jG)gKU zNMD3YmB&xhbuZOlN8L5`gB}iz@mrv}-0&yT0jkw?hXLk2j@9tu%ZznD?{=!)PTkes zGWbv#)!{oH5Cr1N8Zp*aa4mR1ZVVyYb*>W@fJ0R9In`068X##XhXHJgRqS)A)>{J) zKA2fY@S%x6Q}5>c2oR>n`Y126ohYW2t<5+riyr^j*QODQTMs^4cjM$GJP>}&it-ix zQnXMefxr_&mp)82bn^Bvnmq7!7xhoz?)rTCUXMLxTZycS0H)%x*Um5qYz?VMifDaugVo0&Bl1ZpW3wv5i# zWSIJCq9$XAU6w`D#RixhY=arkvvob<)}Gg^VdclhGLDRgERKAR5v+C0XRTRSR4(Bq z4xe?H`IBai=bzYW8?NOI55EuCI>gDTxAOw2stPt2=06D+@M8JAz;}I*sq%Fyi0EEj zODa^8&5={~BP;OvMC9nvB|nP%#rdG|Ng?+umfj;CI9iHUzzU|QpXZlXf^MSfawI- zSZW4_^S?n$5W8NN=)Uf5d`YEof-4>eah2U<;W{WnlrA@I$EzO*_09F99qAJ6oeCHJf_ ze=_91R!7wTmtV6C3zk$i*E|~4A`>nK_lg^==Q8LBxs0ENa|C~bD8fMa3P$V4fButS z6W{~Zb8C0kNq2$;3SilLH-M}=O48*>*4oV6_;|bfmH8cVyOJ`(;rZdRwZ!IBh2@(# zc60S1HvkDf?RVqdU{-6EL)LKbEv1Tk@Uk(kR6p!A|0Awv+wSx*{Y`=rPy6e2?w#ox z3pDatYj!(wzg5R`S8j{nyS+XFRi@w;TAiwrGLH#0hvMlI0koT+IF2!hdnWH+6taO=F zYiu4;w|(NxUp9**d&*t!KP(fybmP&(YD0pvK$BOG6)yDg&8XG7x_> zGH)=F=0xTo$184={RM0N1!5?FAV-`{E*;~!+(@%FGdDI?X&uc^;J-WKrwCkDDtAn5 z2Z96@`8QW}{rjLodjvYyhzm~eVL>29pU??9Y(#alP-?G~R;_Uefh);dCtA;+Ij)3! z>R63b7q+-QKjbX$#hHLRQ*4me^j>EC*arw02fMndgj!BJVxW z1G$HhIuKy=BEo<3w6Pzj ziigN4rhR#wPA4c%L;o_VLzEes@~-hnS)D9mt}+gw8QT=-IAU_istfu-kHP>%XkNi7qFM^$i zq6m{b|L1p@ApcMezjX|VM3^aA2=ir-pAl3a)_mqX+AqiQA0u6TP3|iN@k{6xUCxAJlrs!X=h#Pt&+y29{ecKkD9NsLe!Gdu(Lq)drfH&}`1`*zD%!JS87+HI|zUO~k(}U{nhFk}k3}l`LCY8KhrqNDY0^ z9h)m5TM_6tSsZ{vAHm7|!s4qWj-$J!am8G_f!^+PV(;z>>{#oRz(81NQ~=AEJiFNT z_uInYv}s`ueY~wMEzQ^IR+S&Ayay2kbi;lVgb$WFVh8R^mznmFW8X+1KeKh_U*FLC za!6aH@c0!GF2Ld7h|wO?)CVPy;L-h=QAkwK{aYJym#8(HZ_1`bz;R;zjN5}KW>PDy5p^Jgj|=_TK74Usyvx4 zw^6Q0E-ML%1Mdcl$})(U60^8<-PMN0z`0V@LS$ za&(zN#(fvbvl>-Lzc6v4B3x76{R>PtEE5tDE-J=n9iFa?&_Iev?jsHRslHI>9Z@co zK=du4k0oh4puMm8!=f_n7XaH(54JHX`8~x501ShnJ>Ob|e*#J<%&anafP(K3G129> zFm;4T_i5#jtjC(wE@n#1-0#Tp{NF|j^B9smOzW^|v+4lQFIBdq$p8BdzW~rO0YpY? z$f_O+;te3EJ-<70zwPHNH=iu_{FC*aS}t*{0pf+VS(LBOR1-gZ6gNTW5I@6S*T1a9eue(k@ zR)ECkuM(x-^F7*ACS{YSn@&9nQ0ypj{KDFZ*9qO$70t_=pQX!qVJBv(4!ZuYC{woO z+k~~g{m6m#q7==r@C^|99~zPMdKj+5kPWG|dcKmqa#`e*7?DMKgh#zf&6WQUVV-nH ztaWFzXF>Mw`oundrUV_U;;0djNsqfvLg@7&>KFd7Q6~1%*XJNxXY6-X%8kfptBx@m z2Jywi&qkwb)@qY|Bm12z6d(n{^MtNVSonm!A9&I<-TUQZR?D0c@{63OMs^IddGhLU#XPe;hO0D+^|alQ0ciU6caQ7`PT zqD$&8Pv?^W=~>4W{Tb25B6xS8!bz>=Z_27J+N(eXi~OQc2zJ91383=Hn9biwpoBw# ztU7dv>uq_Dpk@+XoUAfyQs!=h>&9z3HrnYe4rHWE2s)UPY(czgl|tinbZuo=#yN8Z z4#EuN!cwrG#dI9mt*Cy6-AIfCs|L|xn3z-Apt-2;AM(0Hw=?wBrXfL zWn_5;IYN7Tv1{u@j*L~wFWU>zhfNG2;Go^+-P4!ry4zkXS@d6`kzS+gWP31yQYvq) zKSN~Ze)|0p*1OstnKWbnCRr5zMY0&#oj$C)L7iEP;N*7l%#Quo&a^&b_wI#}kTTvo zfNw7N0KeF| zGk51D%;tw&UluzU3y{Hksol-dq)orC@fO2gE)F=_-~#LgVU*KPA3QAqIOe4@d^RmA$yl!1p|KTcU7FU2Rtr zg-=b@0BRp=Gj3PA?lrpY+;%%4%t$v90~S=IC_EPVS&=HCwvr^c8Bx?ZjDz=D zrdWb_OHPqqfpYDEOgyg1C+Q#z2ygxK%G2v=n5Rs@k%r%KZi0LF2{@<0J$pBRe?yM^ zOd9elp*Mxruj?@CbFQwKqJDE_lwto)W+oPAMCyuO#fo_{1$C$$oe@+^@hX~wbe%hT zi6cziOD-DiW%DG5kcpC_?0u4l;o+ZHM>|bNNkmROWXo8t#oGET&Yg=|5tx|4A7S%0H9icaSJ0!|5D@T$->3hCAe`{Jg z1~Mrilm43bq*aophh5kJC{WRH2ZFt3N;JlDt1l3A#V|22k_lLC;#eBYP_wQ(-m7W=&X9!4?5R+zz-8vYm(Agn#Z zkv@z-_#Ndz_>YhQas@=Hup(BhFc=bRK?QF02wj|XUI3BWlGsKuJ7LQ9eak`3)TgUe z6O-5SVd`th&*}?EF<3K2V*pnOG3%7I5M$RSld~X`DWVqGE{vHZCndK4D--fsDPAHd^ywqX|!=-E>NIb1ZJ!&19% z7p?^1I6XZ#Hl!o+`7=1aPDMn8`Rd!$RNn-qOaU$PKn<{efF)CLy7wDSWJ<^%Dfo|Cq~~27kCX7O7>0aj&l^g$rTy=Y*QVqS98WlQa<{RmHvkPs92-Q8LPtEbx9+8mAtKdsLsc7AmL z2#ktT&*GvM`0N_boCqHT{M43GPe?w*1FABY4#`Z0*%bQ^2j(NxMyAHLBX+g&IoVW~RzCX}MYD`4=LvAO z+sUWk;6G01`Bg3!zm_y*_hKVjJx@TcFoe=GPfZR}bJB2%p!t4%7wTI)BiM5htw}bw z(BN>t;9dZEQW0u5;ih3uop}2#%PqeqjAQ#YCOhmvU?Y_VLes6ngcQIs+}Y`p>+1y^ zJLokFSN7u9=fFKSr5rIgvC224Jio_L`Jf9{G!#QtaFT0OGDJ!qXj#RUn&0MJx+)h} zU}rj|teh=jUdyN)7Vc*)(FYP?C`X>s|CocD$_!u*00Xdlu04`YMY#ywvK9~{9{_BhLD#Yj@%tP|_8-1{@2GDFATeqj$o)22I9WqyEk5LRBhYf5)G1>|%~CNc1F_#RdC1RttZA+4n(KP~ zo`1`4r zZI=>E?w6O~Q^I-8Q>gX!qZAF4|5w3>ouTO7AC}Z%?9~2rS$fegpVwlcXo0G)UsfY2 zr)5${MJz9s+Ao+*RHPe~j6%d!Q1$YLRZwj(*~keKcs)_n>x=Yx#lRkU<4+pNcOXCe z3nTGROftI&4z4&vLPhOYIUJjutkiCwD>WRBp9WRnRjU{iwrcHm4P*+5_=Uglu5#1q zHip|J2H17Qk*5cMk?(yQi_J=Mi!F5BHNFP(VcramL~)FRX-FX4q*tqIDe33yP6F+} z%N!_hUDLbU`8(%5fGtNBYQQ&23r3S?Dr))LDu&U_q=e2h<BOe^qSxP zIP}bXFE5X`eF?A?^$ao#-wY%5a=@ArW7oot2tn$gY;&VT12HjQ9SM0Qa(?H=_yLL? zV$iI}ny#31IfV3i8#5tSBDCwU-?Mgx`4IV8j@V0fe$|zR2_`WyoVFskLJwy zED4TAWF-&bA8?k}b=KW+(nPiWzDyKw?n~shyAh*4Yy`w+V&kHvDRMzMUQDBm@2P~S zygRSx--jRcV!WAgF47-tjK&wAv#&gRhuZEX8vl|?7E#9}@9?ss*Lq{WtJvJyOn6<3 z^9!upYOBMhb|Nf`9x&|42EAw^&@x`_PL*buypy(?&K^N>-6SYuTp1l9zZAu3#1$h* z^9N1^%KN-qJZ!4!IZZ@U-&e!wvZ&cN@`?QXjboHQ-#8HBA_Mb?L^#SM z(7ntipMp8L!i!U{v@HLBP{T)QVgLvL3?X?EC-Sp!!0u@kb;8#o1Rxx5ogKO8;$E|8 ztX+Cq@Nd6<*35I<0AZFYb;0q6;pkMN;fz{ai3s#E6A zWM8}Rfv8j)TA|&pj@-|8MJvgFa|}?eie(fyJH4O-8br*`w+@4k)`;hEEY@vzf*Z!l zq$|!pG=BK}0Q76X86LC&TeePN^ax76JqgOvl!GHWvrn@XeVy_F`JOWQpNx6C5cWiw zTdUogc5gyvLCQQ)8%;I{LnaVxW8}%>c9}vGb3bD-m+j6-F~S%K4h;em4ux?qgC)9- zMa1h>#dMRn#F~CG6={?Q^!Pz^yM(GXn&X~Ya-o_TGL(fcIG_YLV7InsT;$*BRn;N8 zobJwbfdWCBpS=H=B6g_~V&IP>vnQ}^%_yC|YS)#i=}AL8yBIF@|IJY!ik163IZ3el zYkv5t33B4c@m$L47r%>#@Brfy&ULiPPGhq`SIg5ZUw!)P*UL8v;Y|hsh(Fr+DQV}; z#a>vwY_FUHmN8!(qa+VG-UPt|0LRhkOuRO=;(u91kuM#-lj2VXB?H5=y$UswqYh1g z-<}vxXtrKqg#+_o&$M*`S?C3k!@~D6^&j`hDJa%w>q5g^-p2IQOq(AE53KW@RXUc# z#i-RnmKCV6)SY+BILpi5zG9&Z)Zsgd=|2GB?ID20oP;vpfY`6%u&1Wj$$Cy7a694+ z=p(ezO{Ko=D|18&&Dm3q>&OJQX2>Me1tMjA>>}9eEzG0&uEMFcuKb6{nVDAyV6-o= z{jJZ^mwjP$FTz0D@in#^B7jXskE9R0qWX(?+sKTi}TehJbT1A-BzS<_deb_Xw z-lr60PgAKQYBC;IWEBXoB^V-5zFedPRCqc^vB)MXUeJU>TH?$vT5WcOYZ{3aj zY#0|#k~O;K43v%(P$H7hdPttnZq%@4`%)*mfy(3+6%KUh27Z4ErdSR?G7~Rv{AMKg zDdKT&Bh5Nt<`f0A)vq*aBs6mdT;4#Y>t!Ko-1@W(;J&Q)OENMluK}MBSJ$NY7yAGT zBPA_;3it=axuaV()6-K^3Of_ecdO;73nrjnrr`Q#2ebQb_I^u`EXD2b3mLw_#!sAB=ml31yb0kQ10igYwTI&asSLr&aY8F#HX_q;N z%to_du#oruAva4t)*n*`L_=feg)KyG%YwFnZibX6eZ_~p_9a@wUbZjHly@R_r>O-$ z(8Y2Ay21x4Z$zEm1_RGmA_E97myM95Q}OaVY)T!!Wxga=3`E|=mr}>iWqH4o{`thD zFJp$5 zIu*C4H?kTu8p-sT>~-;9wpv~a-UI`%Yx~GSIjkkXgpB5E>!=>WV6$TX#U%{0rCiJt z`uEk?g>%O&e!PmdcczX|hUzes?sEiw*_oi(4f#YAV}I2SSq z)a;s?>+~n`f+R3RA`8r0QmwS|Y;1g==yqwC=(I%zm^<|gw{>8y(r;*xt3N1%e#mVH zxh6|t{%to7J>VY3@1wT_bdt_i$}xXlp2X&6)8$~2X~Xr#__<5DWhszHzD@fJ-Unc? z=8@1r**AgjKsPHM-kA#etxwMS2cgcW&Q8eBjMc4+qG_h*C+mIAbKDUk`E5VIDZC#S zoU?J00T@YVMHL4s*oX4Dmep3ZFCO7jKh|t0rX5O9n@CWz+3S!lI!Ps8S5=um1@!vV z4{6_q)3A)X9%n#J@DoVIMlf>QbgGHdnmv|V-`;!+qe(V-PLrTiq_F$(YwE{)fcuO4 zbG0Jfe)kPgy#NoBSKyoc@E{qXBHDOl{KG0X9XgVybwg!_+IHi7Z6Z0~Sz`aQ8yVDp z?S`ZpJ;rv<s z-4$Ty>+sNQeFjJ!)+gLtofS?T1`%@Gsg+NIh80wvgM09D8Nab+URv7Ez(ADCt1C{c zm8WgEw?H_?3tpFQY;1Hqy8(&T0esTYbywkaSLhxfSbE2a&e=Qm*O`I-ttc9jv5_a| zK5XecaRGQy;**#s9ER%mcP0WDWMulT3vm=g|KM~iyjofQ-S)H7*_2P3o)U_`b9+cn z(z>XXDA{8>N?`CWmbGDdh6btHe#EXqMu&r6W*}(c$<-1_#Scp{nby{c^AiZMVre7Q ze0f$&L@}b{H#9Pmjf{t?LN&$nE3hw+Ea|x@)$h9IRVzZE%1DrhZY-EdCuq;;wQtZB zMn<2@qNT=+>2bV)UKq<#ZGvMj%YM&o9uimVBrN{eDtxy=?(>IVBzu|k@c{_|T~HA` zjP?Z%2Q^;GY31K?843?Kr}qj_CoRUjhDGz-BXw zwlJ#^VPw@Zs8zuI8%Z=HLPtkuk0%vgo2`=y*5?Gwu~)O%VIFWnxxVU~X3#9-OLXTX zAn+-WVA0wr1|hffj$O}yd%dv_zYNY~S*fA(cOQ0R zNx;2m!1&iTT-uC^+BeO&y_{^ivUC>$%T5rJAY~3)Qn8oAsoJKD2(*u9D_Np^?^lKk z;u@DSjl4$2MW3w*$iU=vB>r{_*(u(?D$^qSRyP-*h$9l+5lpwTSun;C#}RI^*_N8v zg>F9Oxym^aLkqBg$TF{!uK&(vdo`oSVjZ*zRyjB>P9w$TjciS0qo)OeEM@Z0QPl34 z-F7O0n_`AiQVWYic?u^P7T^!XSE(wM|K|$D`N6MHJ1+D7X+%8fS2~N<1A+UQCk74< z(G-ae09rA38jf=SQ@(1n+a*IiWV0lCo#QkvGc=Ykz|^47yav_r)ibyKvyJWT%g$!P}()>@s(Ol4r(M;}PJW&Bl-u-(7d1WLatwYii*&n!^k)IK= z2#8h@p~Z9ig_%=O2d0HDm5Fob;3W+-BzK}^AZ4lxwlYnLGvVP$AWIfITXVM>CG6iF z`R&BIlvVZ@!_Ms{BzVhTWa+#KQ9z2?3SeL^UA%Z6cD)PLLNVz(%A_mEql??`I#rM$ zJltthCKP2Qp7%Efr8BMk$%!>4b-!=8Qi{mWT*md*Gui&(AY3Omf$hmi?mc5vDSr{q z{oG^4N@=I+*I=>?ec)rLY+GMC9PG+0Xpo8YtS?9c{1;2^YT;Zgfb=3Injtja8=+&A z-_#=uf+`j&IQ>XOTUukCHm=_MHc;xn&Z6NCDMx;$^H;Xo()&q3V9BdwAU!z(X^XaW z-&5ej_8=Igmek9Ae=`b9oBDEm4oA)Hub%K7+=mxC0BR0zF9Rcg2;kiK^_pG)neiWj zF=STj3HGp+X!zcnfVKj_Z3O%)K(6rey&v{|=O{CWc>^D?V(V(qFxD4r= zFuE9eTG~^LPaaVWA(#|J$j^4;k9Os}@hqLr zccDC|2d3OFjMeEkpJ3}Zk=jEis%6e}0>9Hz(JpA`1%tb6eq9~1ebyd=ISpNrFV?Lqj1kjwA)Fm2 zBb?+~->|Mr`tF%LxXSTGF^5ne(KtYzCq_%_@D%?a+3w#!psg zEls^;o9Ccyco?7&{P}Id!&Mq=Z!7`TdTe)-vz_g@U5;8k8vnmz^KoKCL?8Kf?tTV7 zh~8%d&b+=z!K`7Ww~Wj@JUxKAR-UgvQRB$W4@R%y5fj7f{rcB9?M%ey4No8&Zt#~0 zKzj_u(oed(UMC|3sN#bS1@+l#<8Ot##91#gkj}6={K;6c$E7)}WgkJleqIrXAyt3+ zG=_sb2KSBWSc9@jq}CLjjZ}jkUP*wr9Yw1XAM&tkO|gWhgSD*XZ-{mWIl<%1HVUQX zwo>Nqk;5=dW!arCwLMjlJ^j`#yEM%|Iy z+g4;*f$@BtMy_PZlfphS%^f!Q&uwIWmSKOQqJD4xqs7ap;W^t$v9sF655D&2F&``; zMME26&MA?vbB>upRxNL$6XP={Q~+{Tv=@oYk0nc2x-RS5$vZ;ijA;;xKjndg8Y(6p z%(@j_Bu)SuObkLne&+G(G;AJ*;TpIpy)7xD8IheENH@5~KI$faP2QuS){TBde z53GZ6tf%$meleA3_j|xF8iNrtd(b(Ii(|eK753>C- z2ddOu84(%hfZe_$5d87}leW0yC@Zv#9p2Fe81ks@6_;vf&Kp1Rz$Uw&n)uGYkFi|{ zkVhNVSs8F&M>|KAvwGz#wUZ-u9a)G(crp&PiUAT!zKuny-@ZcN;Jz-MJp&rRJg@;a^KwFxB3ybN{j<9sio8YfX7 zlopc3q=nCV=7p5NfQDpFQEwXc$fKp$N45kF%~!T$gS7EuIKA^Lg{ROewGEx>JT)!a zzX~^^q5TJYHeB7XvkOQ<|9X_^{^|jcKeQZV?LTrj$-$W1PE$bjZG0X2DQ+Jj=!)-zY9-$W;rt%`nWSi*X^35b((8Y>G9 zVJcqK-KTzmG@Q08+7zE2o3Z<25plhr>hSDv>f(E~d+cL8Sk@BXZNrw;eu zo~!JGfPnUBjvTcpq+Gc`clyd@oE{VT8Cd%WHdfYFc&m-jIGnr$6oVBGKG1xkY6bCk zkpZYFg97k(4-c?)@mhRH+JOWuanFB_IItlVhemumBQKBK(b1!&lc>65vLO~Vn;Y9g=ULE* zqPIHhxSk*iVZeF?>J*2=>n>Ws5fGMQ;kWjIn8rw5xJ3xVK2p{vT4p&O)5D@%+&{;B z@n^iV^6(W4dAXF{`7U|ikKp3)B>IdDDL&rDEiz%Uy$hFt{=*ljX+l#UOGsRx_8WTX zNAlkGC;ik?uQ*C9YTb%z000m&Fb(xARfQ;ezpW-L6pxI&h|2)Rm4Rz_edpWwW>^|n zUW(q1N|cBOwe!bC!b_g}h#2jp7&@~JV=lc)IbFk}S}&DEtd5_yBR~6@Zf%Q>^VVlc zxuCLILA8UW;CzKij35N~Rs5+BEWcSi6Z*rbSOmPuMw>kB;zRJJ3*tRIzoFUWy=FgI zeGup zJGu+Fwx-ZHo7qgqto=OPLO7PsIngAphxFWpo|v=;5~?g>zzxHgqE1JwZLwY4r2ByjE~`0ZY{c4r#=?ZPwG?K46J|b{4gz^5CpGIqzd}`BK7}-@4EMvF5@hL1 z%hnJm^qLS@Y9CN*yfglPY`q0kTx*jxOmKpP;7)KSxD(tZNN{&|cXti$F2UX1Ew~fh z9fCuU|8(x1dFPw?*P=rwNP6|D^VF_gyLO2TI32O z7TKCo5tgBi3UW6DI-qLWR|*-^s{56pSLS29dKPBzI+2>qao$zfpfvn)9aX5s9@SLs zmZD+3hu=6@&)&*~fPa^3x_jwRwA3G^hSYCSGY@VMmTRDaMza@@CTvHfSD3Ag$s{wT z)8%Kni)@x3oNd(|XjN-0R5Sy~m(Wb0edm^fz)n5+O|^SmFu}8FumOltZhf^R8*1@2 z1LrQ9m4jhD2j2wVNBa`r87X0zS9Q>ZtQ{nG3_SrA7NvE@<7s4z6ciM|34E>9*45>+ zeAgKV(!K!}EiH#nfJ`;CbwVfOk|!oBivS>tCtAMn@^cLGaHPQzsGXDEb#D36X;bShcnwXWm*_N%eFAOes@#B6Bu|OeEQo(8V?kA6@*O zBHV|K&z@8|d@MrDK?EBVbvzmlV1Z7_{$VZ5i``NPzefxnPS|VbCx6Em_30Lmz%9ga z(T6D&Q06HMPRzSTliRX3P?BA6-t6+?6;eLYC+hBHJNK7tmF&zuKXCKqtW7V`eqFHM zb|G#wtg~!jy(+vSgKDQY3?JVeVH7N@KEpul@{J;9vm$6NkU*0PO7vFG{2~KyAumY> z8Mx2+*xS1?d%pXbFuh-8r&%ym$Q#uxP~0vcwu zvgjjWRX(w;K@D4)`LR-#);Ua485G60bN1;V6tn#3aVF`quyLjzG66G`L+>gWGedR9 zkih(Lo#pUO59TcvXw@BTcNPTLG64>XqA8fNTyHznbk~fHG9=)fTw#x~92alV%Xfeh zCW4F+qk^tZ&p#i1zJ2IP60AGgZzjBp+5Odm+v^lkf`VwAiK_u8T80r=In$OTud!7* zXg7M+hlzjL8cW57fY8%S6lM?!vtkHonDL4xO)js=#frJF5Do7jkVA_w2{<4b>EUwU zYk2N8I}kQ;5mdnwRc4v5Yot6VBk~yc1x}~lnZ<7^h?=xcVwUyHBZBZ9P`A$Xm#DdZ zA()hLsSp_vgl)!g%$^106aZd6=t*Cc!p{LwgO#{fi0^|{o$4155E1Qmhrc^iW^*~2 zFW+e&ui&y-sy2F6)fWm10s?sB`|~v#*R--?Ra*L1;|i^wc;I?9W2F2CWv6BmXQm#@ z5{DTi9OS}7#f2$y3|x_^;Al<2$6d3k$d*Vu>n4@Y9|nJ_KZgz~?@8*|X=#PU`nMc@zsLASvjII6( z;pP)Y3?@g0a2pn`&z6p`2gDHCm`nrY!!VSBnh3zzEi!vfnqc1&^lO+jTA1=kW&n9#hGt;GkBN_qZR|;szb+o7FgO5p zJV=+qkpfX`od2)ziGB^hBE8qY15jlYW?$a%z14ZMNt-$=INv0j3R8J}Wo@N zKEWzql7cQK)b$oF>X0x=NR665s{^{OgOf-KLc$;^4n&UJb^I zjykzGmqky1d0XJy`Hn5mK;__1D46!m-l8QmE*bj;WU83(#yPr3Hk9B1Q2f7>wD70n zHof>2u*fIAU`;38nfCSvHV5y6&Dkfgp3A#y=x(3@)VB3GF{5%3z%~GKz(&^8lRY;Z(W$3t@Ebj)MiTtU`RYJtEa9Kj4BF_MQ6vvu@wQ*m;el$*f z!1Xv!E9PS{3^O5kz%_Jxt4{to8txuPbD?z(Bx* zYzI4SX+Q+YA!&N5Ft4g?7CE6?7}ZP)}4?0B8$-kypm<}>a~)`3V59M zfy!kKhfn4uhflzcfVM+*A0IvdA)NpibiZYW#mLw=_~^)t&1PNtwfs1mhHR`B(98jv z>9N`>01#Nr9&M%9t3h<@bbZ8!B#kega_nO^%NJcJ-$84QVFs)yQjgTQs6XjY$1ma> z@Fa?2KKbwVge_oy7M}=)QzJ2Cab%vm{Cxe}4QfLxq6XJzqW(dR`4Se28Km1PWEC-sWP%ZLV$8Re?SMaNj}J>U^56363$)6;(TtLgJt zC+I+waXvTkA6KZxD4Y{?N?4o~_i+mJl-6nRV+-w%|oj=4#6 ze_5%^@&UzCZlz+M*z&c4yQTb_)$4Az0PJM-4(G}kV8U);ra}XP361VV&W@*7+O9m2 zLG_z&3}dkDQa^-r36O-Ic-~db?lqkiINUHykz%b&GI5Ho{NUvtDAFYBa*oY*;`ZdG zimf~|QMF()kcb*^LYvTB+E>pIw&T3Dp)vEmQgS^6n;xD`sgAO5^~rYZlh0J_-LTo(u(}>26=e(wqPufF!b$Qkog0 z{io7#4iJ0^ApPSlcfU<6U-NXNG~kc8<8OM z6t9fo2mzcH*zY9?;Kh!Z;GUpg;WaU|UR^XiES*kz5*)Rnj%oruM6EeQRukMRulh;E;ipbtl!y@7VlP#~ zu+1+g`3(b1=7If20_6eH@Uaq~wv~x2PauneZcAj7S;-oQoS#5tRojU&by^_oFl%-| z0WaV(GX+#8jwkt54F}eLzcX19#2`F@cHM{w34Zq&wZv+4+SHaN6=OK3W)b%W5(`TLkn>LZV_~RSzwI-N2AR3~%G%lMMS> zKd_yn@-PedUz8`F`?CO+Q5uc@xdrJ8Qo}hGAgs?GO*|uK(tvVn<H+1Fb0}S>&86DD$vF)@h!6oRcKKX9w!m;1#4l8DHG( zOrN}jt-H4x1@Sq8X94gPE^7|U6Ede7_mg3E6#{4shb7F`lAQZssDpYajwjB7W`HCVHFVE>M)QDI1Ba-A^B z=~s1;u=$)ItWn8v14|u8WnTOj4WC3~==cIkS~rCSG*8(%5)^|eNxek!#-uqe--t50 zPNo|Us?@t5@%-BI0Q;Z(O~Q#$(NekZ?}h$rHVHac{{wtm#`SHYFSTSiZI?UFd(BJ! zfjD&mvfiN7V8SYw{K79VGU5=(6nBd05U1EMV;%kMc_6ErSXhe ziaW3++CF2dQ9DL?agPlGF0l`w#sxg7ltO>{^ee*43r zwi;BdIjBgebXs`mflx)KINTDUY+zMENM^-4tS-YPmfe#USrI+?qjE~2nkq}5iEesS zr5bywTIQ<`x=2%h*}TNap9ySM&5A6%5G3Ki??zmUWBg2m(>d9=MbW6nX{0}g-H>>_ zIvyZSB#evX9*IMUlk3^~u-p_XMwTO;iUeYf98t1s1o`ZshrY^IJGs6HHY5Y;taMUG zg+9e06V7k#-^JZ1hX#zP{3Ni%%_CtfLj7CNs;fs+fg+=%Z@&L4qG-{P{^&C1OCmp|E-j1^-WxdofDYKhOR}aUzr?Rs zFqyMOk8rbIYW?UNd?l_GgDSumbJG?2_R9r+zz@+Qunac^8J`pz5i!b33%(j@k3!uFnll9hj2 zq9*FihSnqm&Nz%5i?|U>|4pFbW}z<=i*`j{bL$dnC2Iz4dF;aC5ZKN2dP5l| z?G2iz`1NmE2A#R_lAFIbWlr2)2MNMEfo2S+%4ePnPvCC^?QXn@n=6@+e@BAss0`z# zoIn#hfI|PooX|j|9ccO;0KRhPoqcb#nX)1GU2iYXz}_p?=$(w6{K?Mh3=R6W!j+9#K(I zzk&H8I(HxNb^sp~e52O7(+0g>?f-NGTZuv*TdV6Cr53C|BG^Es0VKR)`|o|`%B_S^ z02_x}Yb}GYs>U)@YztJou5bAaJnGrCvH_VqjKdA`cuo9nEf%UsKc#4y2G;LI6jrTr z>lwuN?qsveOV7#dYGwBsNd~%?`^tXb9$)7Z^>r$jvR!M49G)|(4vVCFGtSZ z{^m(We#kxw{C-7m%>+k|Br#3N$8RB{tuaNAKwZ#aW^af4{H2_cR34@{wm9CnzogG6 zDwt&_QrK*;of>h2VwS#H+hrz}F_!$4&Z@|gxSo~Lpn8F6HvC61Qu;R1pfMf-E4M|6 zE&1Sb?HSS?S=wv4h}1#YzIo+-S2S3qa(NXbnB~RT^uq*uwO+g)3!f>aKdF&uqA3jr zvd3I~L=A=kbN!Co&z5F&`AaQHsO%nsaYydlOhXe$tyU#n%nJqT^GXrB1w_`uL2W_c z46*%p_*+%WQ^ny|Fm)4x(ho7JOcs&@pi!$*RQL~H*h&^3SV;n?$F4rV#Q{c}4Jv;q zX^a6fgy*swBBIg1aH*pgFg1uUOD! zA1xRjnZ{)YeL~)0Z|YC08~9B*>fFp#h6sM#)w2zUh^o8QvcSYGSvnt^{O@+c`yy!aSR6_$RG`_Im1Y@p4AsDD=C3d|;Vv7YV zt_Lr~_iUo<#><_J;$PP_9x~A7Zgnlxc8nRxHuR)UNcGA_;$_BPN7(X9h9tCz6~mE} zouSEP-bu--jjq&IW*AiCT|Of!Ie$pPI;Yt-Z9sN>x9?An`PqUk#p`Cn3}Ds51OYX~ zw(R|z1G-CH%qzEAot?y@j>I*|jaJ3PA6{?gm-K(&q+q$SIu+2@4cPO|YNvQd1WHAk zi@?Dl;tE)8xIT{QcsIn@$%Y`|Zv%6H+ana&?JHtxcA((}kQayetivMSGcYPhCrJfb z{gHPYw6_h6nDbt^eE{t}tvR#;M2n9V!0@>g7juS>{Uoq7M9=#u+50H2%BS)B_wQtj zFwoGIOWK$xpw`yofzPW6Kmh<@2U13&4l!Q1FSgOUGtB{Gx2|Iv>%G9N9Y#l#LO4i6 zOrAZdGuHq>B2C;{V=tnd?`#%eK(}Q3=S$o9?ltfXISP;1YVNWQ5fD`@SZ*qp9<&z$ zReA$~1=R!68Am=&^G_CH(LoE#;}Lmk3{#3_K~`l>czH8veo1TN$mpOU59euTa0M2{ zR^fQC`jFbByeKR=MoI2xO6torLH_lz6l;oIJej(9d&ky+;4JV84x<~xfK<{?KM|l| zP7c3nfR*IdP)RwO*DD3>k3u5il2v103CGul4~8B-!~ ze2X#I3yp72+k{bw&tq`d&&U`Yj%aoWo`SGAy~?4g4qK;Lk~6l9?lRJ^djH4feA~Jt ze31{(trE5XjRmiqB65CGULgOYHtl|cOi-jmj&q}1)A{=zP1nL*F7s6&pkQT0WG zEVelDZ!z-kA2m3`Wi6OnAT=Ja&+khQXibOKSw3y`!d2>|XE12zL%&^Q1IDdllKlpN zU%RfkyZQhtgfJ1C>&Ho-EI=cB4UD11(rGl(x^)z1xrc+CR1Xj}I{;_kVmV69(eG8^ zJ3}#_TfA9?1c3o6keda_4o&CE8RP&2TADryI@+w7)|}T*7EYXiS*llm&^$*(@bG@e z){})R6QmDl!YR z1@jE)v4X70z|p#8ocarc9VCl9vy~Qau9Yp@p@BiFg_1lxOdSnqh@d+!XM_Zx^KiyN z(r8P2%ZP*qnArZ7z{{34E1xl>1UexWh=@)62~dy{uo(UdQ}rcvpn*Vo@7)cC<^jTAKZmB>+YGqz{S#JB-pp)eaFu!{!X2Nr91xb=XJ6(5u zUJrbLg97ki;Qec=3()x4pofM{M`DA;qJD*ur)LI`&wekHaQ~N3AjA{ExqBcvlk+S4 zrwG?R-1Tb1@#O~7l32N1IY6CNv1yid0tjsOn!Hb%9!^d8+IG)gfkhMPiyh}qtAL2% z`FZk<=d=5CgldyDK2Uy%=Jz~2aKL;Z*aeBT9~YWBMcUTBT&&-(xe$V8eyiq+iGj8c zwVcDOTEb4RCO-*$AG5!p+S2)Jq)Mp=H@}wf60rrFYSTUAvzdrKOJAiCvE2`iCJl`R zYkBEkmRQFj>Vg7=mS&m0pC(PsAk;mi4LNbRJ}ISriV{zdIs_({2YL!Ws^g{SyXyKM z*qrt_p_MQK{op~Ik9NkbM3ni}s^tp8Yv7EC??>h2f@^*j9^zhMEu@kUS*8|gd}3zY z6GTF1msk5acqc*b^c|W&nF=kOK!kS@_^U5iiUai9J+*@D>hdEd!>cg_?6bt zqo-U6YyRc4lb7)}k5FmAxPsuBUZN;Bk~TfR2;C~+Mi0#d7J7P&pRb#+2m8`%(dWGWI zEh`%jT+r&|mYrzs$`#JP;(L(qV*c#W^Bhbd7$7eO&52j}yqs{lUG3&Ijnzh0dEb_S zLak%BLmMc}ud?pj590V<&DE$$=YIWa^QTZ-1#MOWS#kp;TH*Ej-R~j71K`nh%KO*x z{jMfP%N9Ko)Rc(-KSWtE6x&KaMH?UdnmziSsbi;Yk3htuIu(Wa6|?pzI|WfRGjw&i zh`}>hmt40JQU+dOj)L~_ZWJ{UWAt2kX=mCF)hk0vL}fRuuUiJq z22%$<#>_aGk+(&_K7j)lgwg9Gt*&UG-?Pb$voWojgF!~QScqEO-0VtSWN3hAk-{L7 zwj%aUnX_M#x$GLDMTR&Z>$8AeW0o|M$%m_xQu zqoy!{xGt%$B<3hk8sljsk~n$5axOgY02yZ>Y>s4<7AdKH+_Z$J&sw@-Q~oOva}vWy zH3s;fL$@F3#)_e%@`?5_}Gi$cddd4HwUdOt%AGBPZykCRSsZ{z6L0ej`m=TMz$(3 z6*5XPpJ14^xCv5-&BB>-b1D={Bo=+dRX;f#;s3X4LW2)Sd zL*UW&JQ#nz_{Am%*ZMBOd|hbPN)#SE8%?B~1xjV71*ycI-!Gs?e(gv!C*@Y^bgbgQ z)Z16pgM%%7HcL_*Ofa+i#^_QMP!I3 zmP(|rHHRf2lj?bamRx4oVvGx2e;bKzuVy+*zLeX@T*@ct%tESJ{rf$hBqwG?>#cg9 z7Zg{?me`Q-<5fIGiP#8~*H=yH0ek=_uf=e?010c}$jrcbtM#W+vIt2Ci1RpCPNqx# zza{s#I$j@x4! zbHGauy#m+sswf!#R=*m5gZ6Q^UuRzI4gun5^o~1FEWADPy@h;&tvqy6k;Dp)sML}o z!meQTxe@c}2l1~VUv6^YOX1s8TQs9L-d;8i7QN3FcQ2vrel3?@o4m$UMHr9d=u}h{Z$=`G8rKjJ%?hz- zTOTr0uy^7pqf8L-(eS%j*FH_dX^~I6Nn$+FK(&9$skNYh2;%xZEyVM+p@lJfiY1Lj zC8ymD9)f*6)I-@-m1bbS6P%ArJ3sb%%GzH-G0l|)AJDthZ01T>-5;3e(5btn(Dq2> z8giFQthlNPeu-#hwFHX}u*Y9jfKsB=U!fajs$~#9u&109n&iD>YT=RP3_0powU~;Q z(p9vKi(M#^r{tlPyw^({9K&2X9z0#D&%&NGx_F=+bcVTR*+DD(bkQ>#KOThmzCtwN zs^Mja$MyQ@T6S1IE2IGT1@L7Z+C6y&wcm2-4i;lvAG&HUb6hA z>*qa8o%z4n5kWg9MgUYr5FyklCWnERsPp9%PM%Ar%T=x!93Z zX2+Y2*|90=jF{A%Th+b4e(t4wlNkiZxzKBwVr!cxk%5CFKf10MMbBu#c1 zrlnIu% z`%^m4{+;{zYf2S8gg7p%r7=e77=1!bQmXS$RTBLod;|JRw?O6ato9*YPQdw4f*+WI z{TGUWSTx2|Qb)LbAudTOV-u6d@r`F0(3*rs%Vqn4`zOHU9tM<8ve@w)-Iw%E7AjPp z@yeo3THANM*@B^=pP{bRH$Wf%WpK>DH}g z*s|0B!c_-2yab&aW@)dzH?s81!8C-zo7LS^JngT9vYq@pzinI~L<+Cms@xbG6t3T4 zR=FTbx>z*NIQ5}@4XXb}PNTg|bssms{CO2XS6mot(F8-H@X_v8E-kP*zD z1^%4;E`?AtZAe+4W^s{+i*>9!Y$5fvrQ5MW1jY5#0nHdu0-jZCNS?pIn2?wU@VC*T2iFNR$O}lD zvKhKUJ6L^nVwci@uo_T`XO8Vuo{4eNTNftRe+ft{BdlA{k4H;40!wHhN_GlOEG$Pv zEaW^&TK;x3+!oFd1Q#!qUvh{bMpb$OLzNO5utNtvsaHM?m^N&hv)y7)g6IbW$0C^o z9N7huV1Vz(!?OX7jlB%Nl=9^qKq+8&Mh@ud7OZpa-}U2LqM-6R_)bjsaU`0vmlxqr zA#LTp0HR$$F>-qzlt6AVH}wc!gz8t5!g3y*A4z2K6Gg8XaNDvPk5aNLF=v;XX}nzcV zQrWSK#taY)JOjIchyY^p&%@RSpJBlC5VR?H;P8+VFl(z}0S+CQ>6tp26rXjT- zSPs&n`=%WT%03y5a9ipe)cxu~#{*a(E^P=`Zl|(h*sHS&*btAG ztDI)aXOFPTFLJo8*cQl_q*4VYXMRJ>{5*jDLVd11s~%y1vVfu=H8k}g5bgCsRg|y& zts!PP`omw{FW-<%hZ~Y?{SOhi)Q0+PKx8%(&v)(7NBUckf4HAf4J&S;s77s}Z zc{Kfx)>Fq@$}NjOLuSHe_kZS86%6be)SE9p$glzJF0jPSUUCaS$o?MyuG&FL>iAKz z5T!!-WZC613j>YI=@<>Prr;5@UT2{~!$s}SGtiqrC43wfGi^}EWZ@lFAG^-F=K;3p zyawXhwEwQX>(mB}hXLvQIPmalh#{sA*x^_O)=GjN038k-w3YIIMd{HK(~ji zLpEjxN&kvDSl~XK6}#??OKHziDFK~k)S%`K+Nc)Dz?U4ZKzqo$H?Wgl(h+D>WOz9^4W z3o5a*B3|?`YwB={Z2pKrseUo%7>B8T19ZMwq1S!_83v;L(&KI$oc=mg@A#>DuZKGZ%p`-Ld_Lg|rDVyU565m<2X0ySY+L1I zUEXlM<_;Z5up%S8dRdWI=X92-idGezz z6{$ad1x6wl$m&VL17pFr#I?yrL_*e`O`C9L8G&akz4`gME9F%eZ$SR zuTNKt5Hm7fDzAUJLgyEx$Dkv({yUt~wZTYQ;_zxkrfaqiUk{_J*VQx5eS?UYcmUTx_v~fMSLGdGKbF14Z+qZrl~`C zHD0FS>0;G8t{eXA;_++!1h3HbZwi2An?xq$RBs|Y>xgb-?`tA>gQ~3#Ln3D5lG3!o zH)?44Ilmyk5T_Oxhi3uHVIL{_jUBgSi(W99v~v6R8cn;+v)4+cFs#5Ybm2#=wlV-k@ON5%p>QvD);t^3OdlF{nhjJWY_*( zj&a>z51ng`u3L?mLu%f?$CCF|vw2mR$!ArfKn_?~&I4N`c^LZ09tpK74~37F)IOUv zMp)Ax7Y+#8t^`=Xv4Wgxl)(s#{^@RkrNlUW-6LBln8^5H<}ri1NtG4e&@N&&UPIHe zBDMs}jE0)%BP_T{H)lpHC0VyxePk$jSVOd&gspByKGV5eek>HYeAC*gdXOVV6hE9F zEH0KHINI1==u%ROqx8%X(HNe8s{|kdB+W&}OE=fWTg5lNafo6|(yL6h5ksg8r@&a@ z@u(l-PU3nde6x>mMzM8?-H9|_BAo7?N{9x>!VYux7l5)h`ML2Hlfd`1cmGlQ0fW5b z&55T9*U$~zLCd-gLrLDBL0q1l95HM-pZ;q(?Nl^)ma3(LerwMlpLcpr=Errd0p*uJ zINs4Vt6PE`V~$QC5=@f?)XlnhrOWz!Ug+XI3heJTe+uGKAr;qZTXo(+jbkt&)F=fx zK>PJaLWh2GEt#g4`6v)-*`Uhs-KYyiJV^R}uM>FtPh9n@?^mQ1>Qa*!s zi7WQrUi|}6AI;2$srv?^7$tid7Fh%bMjfwp$JLn?%B9(x>pAse7io6L3yo7Oif}?y z%Kz7K;%0;Yh4coR=jCSB^R6y?4~U6j8t5Q;&E{@Uz5#Jg)7DLdt{I<;^v)?!a zdNwyLwrn|IkzfMXfu0G-2P>_xuu#n7`#&dDOo~&qfU-P}Q~_y+sH+ac&MmS>E?lmE zKoTJ@!Om4eX;;863#;h>tyskOYa2uvnPP#{7F?a?E-CKkDkGJeq&gju;|l%S>G_r{ zCrK%@U-1IjHIW$@;^I;iC|~<_nch&kAWm2g$l06MGz<8NEZ0nT0!f+3;Mw-nJyHb& z#mSI;6Pz|FU?FqSBH@K9>Ha_o-F^_;>n4URC+(lxLOl}C5R#B6TNC^MOi`%iAi`Rl zERLuPQkV_BYl41U{|%X`TEknjo0vP5biz&bcF<&VeKJWqe=?at0*990u5aQZEru0X zhd?c*2L&xg1TG1KxP_&X^!9vv{d_^_isa&PJ9T1;ujydb+k(v|jA}1bOu@OLz=B=? zZTo6bBL%LxopY-s+F(%H7Heii3XxAx;_4*1Mrq`zyV`t(<3JS-+Omy2{x?=S zW}u>?bOTDXqyEozuLlM8K`s|l0zwuY@-ZZ+AnBxq4b070!L5u6oe>Xkkw1P+*n_ag zm+=*nhIorn!W4wXs%*A}-|3nl*n@_cnzM2_3)~R$zoEe-p)jV2MZB6;UqxA^wFc%->zumq05%Tp$;e zT|A$62oFGc$87bQ?}M|m^TS;6mjS-#KE8I~NYSnu0=dz9@34FC$h1rT{f+G*7kd>H zf6~5hp9+RhU~&uhoNR=bt!Np}bnjyew294c5PSXpH7pAM5qhb%KQfr(Ku%A*p)PE^ zPK9S3LP%Oq_+)jKW%5f9c8sl37%a)Rwt(2Hsar1}ub;ACqGr=duSs*44c%&c1eNS4 zPCpvr-YCWUnfoH&{0uCy5B)|ol!{DBr~M5jf?v|lA*bL+fI!|WQON~%MOkv9#IY~n z?YoFBEiCLSI`X6fkNxqJZFB4Q;rTNmr&uV_Ao5tJA4cCyfhFKgGrsxR3spUz%7myc zI2jRr8>4@745)_0Caulr-LJUKt+$v`EYaaJe?+h!@AA1ve9w2y*Ksm+!ZC$nXBFtk zpot5PXWnH7LG!({>cyC$a?xn**Ck2*;ipf#kpg?D>&y=>ufOI{cVVL;v1?0g1t3x_ zX3l}c(MSPH#KHP&`_0?#rPIyx(ep??`|7+R8OOgi;p*H9%wP6HdZ9S_RwOSPC5n6` zETHG`M||IH`qMBnwiHP!5vr0Bw#Y<&oNfA(tcODWpUI+R+h>SJCMH!Li0 z%DAL357SUvEz3#~liB&QCBdJNWNDx0-E|I$kGZd9A|wBJTHNOExH^49e)r`+f$|r~ zUI6P^;9ihHMqr(nL7y){oBDcmFS~Q5fc`6;_q~fxGSIr{A`T}8obIbGL5IoO+S=kO z!3|B<6^-Xre72#p^PNnW=)d7|Bv3)I!UawxF4fm$bK6qOy8rT(c1lKDCqFDUZg&@Z z27ZGmC6%Ph4Zm1QI%})66zRL%hDi&C45qX*yRldw&& zrv>Wr@%I=p&BSY#l*`$+&&0^znD{v(5J>84oUn}a!Z3?uW6NNTzOAwCfNA3QFKcut zg|Ojm#`5=>SEEmG7BGt|qWp;4Q)PAz&sAEbCxaJ9p-qgBEEj|o_>{|pA%O3=l9iyU z^5%AWi;g~6%S*-BXkFaWnF;QMOgVOvXa#Y0Ja58Jfd)%egPu@{L?u%%LT0Py6qW5A zBS7VJ$(1ILq#wz4_o=;>5ZOPuvZWSd>-bv9FApU=whxhSU?nraH$({y!B?Y~sq7>RUrT`6Jyy zlAqOG*|h@D?;!Q?32+eQizoGF7?%?-X1VTfKA`KnPu<=|gi5j_FH9ZNGxM%@b3QDV zP&_`a`4k(l1`?rC#p=b|8V4_i$>53={+Cq1 zuNuQvTw;xwl%Ff*vzS~IoMexuO?X(;$Y{6{YY<>EY#E4(QiygY$1qHt5a?a`AuSA? z%yh(8Zlr@%y*fV05tqm%m@`VQmRABUqtM=e4q6zCOAmhqM=dPQzp?HcG&TIF+Dvav z+nR~>Rw459tA`dl_PmXnI?i?uQnTe(#P>5Z)x1<6!Rc)xQ=`bvhqYtHM_UEVo2A?= z(3dUsuIrIP&7!1HaH252vPw=!(=$d#U*6JgxoQxdh6>E@^t!*6UN`gUFpzWFg_~R8 z^OmZ>kU$C)i*YoCMiOt6h<%U3m^l0cAu{L>@e$HPAP>*K!)E-PQx=ERvm--vRw!YA zibqzm@3DahT;K=f3RfIILH*~7^8(FvJcGpY03~R8tLUQxbPuSnkP6jvGGH8BiI+Yd z&3EG9p8s9@tZV$rH;=meTe56j6Xk|%uIEevzSBT8{JH%Syql&GrsH|h`+8YRDjxF;P4jb;~hwl2m?V62BnlKpEo5283(G_kISkiM}}> zB}tt~WU4+cAo8v-(XtG3*3Mi$c&0~HyrVN4sQ_lV1-8&2DD*Cv1*q_N_mWyp;EHiRrUG-laI1JRC2udN(eSV_W8_ z<5%mJfzM9bsj0IglfelF4I9JfqD2`{w6J|&ss%e}&Vs|*3;p!qcfIug2le*_Sbs^s zY*#TnUFZxIgaBc|IY`|@z#TEFsLn=W*$}2eQ1<>~qN~#7CT(KYhJv?H51s^4>@0e?6cxu72|GO@} zU$~*v$p2fScsu~d2$9=%7zL8QAU8Mn2SB3K^TGN9m-`K+&z*_SAV2}Hv%eAl8yX)^ z@G#j$!B+A2?;ElT3b*#HB|9YqOgADKK1W$8&-ov231pCUjU$z{%K*y)r$_htWFM`_RcIYGI#6!|Lq0(DN5}Nt`2YYy&xG}5$ z8xqZ+kl^yTqXk)lJx&2l@9rGrc6$zS$q~@D(`zxHAI^dkML6>4@%Oypr4A@3Ueibh zNIGAk3W{;@8m6_)nf*WkZM_Tw1@qt*+xSxgQ}L2}``=4ra_80BPcr_yV*Xd*E8 zx_hr3Y116oc6J5`dRM`M()ZdM&g!+yRH^2Hu#gL!1>bJCWSnQiGdc7OjZJ^~^O!TS zgzG6at%TY}TZ1_q#V*??vo7!cSQ8Ot{wCo6F-{9Nb`06$aRv!Wuqsr)d<1L5 z@Xk(p22-1`{IEk0`65Km**Qv!VkiTt8mB}X_H`HieRK1d?O*K9v7?MAazxc0dO6<8 zAE`!09r-H-M%@vy`MKd9y1!;_dSKcxPDfYH?J9r5zbW{n;6KALGdkr&#;X((l2)Vd z?tDD;$2fCGoZ`#Ffi{UDH{J9?Y*LYSl`+fr>P@^v*3(^Vt=ZyUJJysvz$42HaS%mz zJa-wIpA84*T`s`MK8c8sqhX8;Lw(XUqIMg)!S`>zddwtN76um)9QW`XJU;?%iL*2wgjfTKUdTrHsXdVr{iw4L{K8S{5gU+ z_GOyV?A#x1vlg;^mW|AaVJdS1x!gc;NrX)>{U}*)ChdFxU_n9D=)B za0Us%-Q8V7a7};&88le1;BLWPf_n(=!6CRi1PkAtC;RNP&wjtEsk^3X_%Y1YSNH1G z-K!C)V$T#tcFH)?Mxc*nx#Qbwsc1$|KI~zH z-@+CLfl49P+Yr1p*2{~?>W>1-qcs`h)kw?cQ9@sPIF6~xM4@twq=AB)`Ob_)l#*o1 zIwJ(k$pJaNiAZWBquOc0i$>k)?@-QvFvUqL8t6roeulRDg_CT+K1xN_L!O0F@+V1? zPRfCDMQgssgPeW8ihW^o$>x~lT8_N!oM-yIdSOpVSCFWS*s_qrtPoikMc-Tfqu6B3 zjUhVwdcjNHL7+qA=g#(J`?;-8kr@S9r3`VOUf-1EdeuOyB183Ez`r*9Txa|9V z3dh&jr-2!LnTOQ1=`B6!W_DuCl61RQZUC-BgnzP{It}Q9R6mr4_}M!D9XWQ|JX)K} zC;nc0R)7fsr;GTd{%PaAK?=S;0>omv0KsF<-)oq^{TU!wl6QXdObp{kg|E2U~jj${~v+<~5$FZVT8+NA2-(PwN;|Do{Je=|A@=M9 zY@sM5ZJf|Du9XivB$1QpAItL$9m(=s<7P}F45f5Q1MkRda~|q4HBDlbDr7L-JT^(Oa+ONpJ>=QT zLtHWe`DRZv(qy%)H^Rjv;gYa0Jhj^Jamt^_c2*RF!sNnQcBDGU_zUu?=K(5O7;Yo{ zl_wm_=!48b{yOOc+IZuUAnCVK+>mF*ic;D$Dvrk#B>Nq13d@L8h$q4e8?yWY?&@w=7+=y_e=llL(G3oA=Ra?kfOdq*F#x7)(&oFHsaPEAT!ArM7n223#FAZ6 z4f`?&wu42y*Tz99!9dfKVNoBh+xKb9sFR%5Bb0Zj7R`YSv4t;`JCEXgW|C1|k{65& zmP|`{Eld@U&DJ&)9krJnC{!acrFB`7p5ptN5#1$C5wQu3BCq9SkH7yI>lXcoyW}B;h&=A8JQb_V{mXrS5_k5@`9mV;?bAo1DOH#> zUm*hA>^)>oh5w&q5uY$V9qNIFGjGC4;QkKg_VF8|IPW5BrjX2q4~Y*|q5rbl=zhO{ z;+JI4QaSw;9Y~ZcmF_W}@5Vba^b(zDfk?N*{24J0CRDuHl&?yRu~5X+1uBu_+}w%CdUEZ0V@tB45|g>O4i`kaWFEY6_)MZuo#mbQ)AbC8csye zOu;tjIrEJYdL1GBhBCM(>YnF00rchv&e-qicv`u(>!WNl8z+qKHMxZ7oy2vxmfGr& zXYkWEV+MI~G;g&rKh|$Dcfxn;=TAW4#ZoNl`x68v4u5t<2vpZ~10z}$2~+}r96&=| zZl#5F^srijaNJv8HWe*)cbwl>+w8Lf+lyDXN&UH&%VnBGGTKRoi^LZ{5VXTH((TlU zKf0a%GDJJr$FxPDQ}x+dlmo3i^>&LMNkuq=~pqo414 z)MvJ8b4Bj9-3TDR5XOuQ|Ev=>%r!~~1H!Ejh2_6$6jInW);PbnTIP}$maX`471P(c zJ(m?} z6%3vrHe;6L>)M4pn{`st@6;b&k>^1LN=H8lzk>`mVV-C-HWT6;JaHjm98(?!>OfHl zmH@RMtTX{-FBsZbB1t7s>I3RZQXrVI%4(fr>LKDqM zqhS|USY%jk@=cmSzF-#{dBG<}f-IxL`{`Pg%9%EZP~$yOi=7-N@kB2UG<1S4F{&6Y zTtcrWqe|w*VxgJ5D^WGM3PNDRh#Dx4xu`%RJ)x zNXWC4v`p%Hh$jFc@W!JN=x=SR5?j0+_v~!C1+LEzyNXLdwKo zRvM|m!-rezgC8Xliv}bCPmx!mELiS~T21EAUu+gHBZ!F(?np z6F>O$`InOO`Q~6y_Bf!b2_*b~Ce&?ti2tl_Rof>2e>OS16P{4nOAruikPvPY_qZTFUg8Gpbrju0gzW5^ zzH;Y$S9nL5P^&2w-8(5=#exf~?`_D%gD)Mi0vS{iA_TZ5&AWm-!0_HX@gqwe?pKm9Z zmzXwx28gMYgi0relz&6Ao9mwxf@gnRdzK;)qXE+CCn7M>_hIPI2F=;oS#me`U;Fh&D^*=pCTM=uuU4JKnjAEmPqKhZgX0s`S zU0J~JREX4IXRc1!VCM?QV@`a?Gnv>Jfw<1{rk-yB73%4lcxWuWjqLwJMVQ+>lyjG;LPTpP_s)mDie9H0n!amgufZ)pLUQ z@?CF)w&%Cl^{jv{4l{@3c&Uq3&-n&$iq3dj=~WB*ioxrdhdr{A4RgPAZv%r8D0HHXO!{HURAdYgDd z)T1TPSCUGNOF4w6gHJp4Qu#}|#_P~Zqfe2pkW+P%I6T0V79UX`yTX15Ly>xC^geJh+C+Ggf$M|G*F`>$}heg-}~#gCODZx_YLV%uG0k~ay4vt>d9Co8ggVsq??=$5%07qY09?SQux1(q z*6*a6{size*zkd(;`wafUyC!B)zfN4umBsDg~_nYl7H}avr6@%O569d)3>!LyCqE8 zGr&r^W}8F}KGr7<2TDMVJXU@%sfE80hlEFD}(T+a&p5^8N=nf86w`{TGRMzus0ZF8%^@=K1d3m5g|#e+kQj*?hM4)|oT~5{ub6a75%ve)xX*Y0S=v zxym(TRLco!vodLH6t}w(JFJ?3h1S#QrS4;>_^~MJ_$+lJKa^x!6Y_Dn6-^4cN${cO zg1P|x_N4ZNGRlC*L2eB_II->{c5@`*7eojAPjGqSk);Mvo5soXQtEDS0*l4*0k+wv2@)4VU zP$M!LR1O0RBst%vx{P=>)qeTrF2^ApqY58hm;M^^tYJt%GU2cu@RfDWiY0~5kHx|K%Gow`7)3*VR`%X^?035tYU z_%4)o(h-S!$e;Nb&;bHl0bzZ=O8MpIN?~qm;a)9#YIL=uV=x^#C`!-u}<8~ zj&|eok@}6GN(X6p`PqQ%sS7sI(~BZ&sNjq+m@{$V+^G>IRKI+`QY+nP_jJ=dl(FgQ z0mu|YdfDn<@(iunO2fOAhe;RP!X{B*e{bX;Uykzbe-F16I9%1n!-wKFbu3%pE;B|S z{p*OY<=I$(Z?;V|N_goFC;Ct349Bq?vCBU4snWPBnx(?3h)@SPWy|NFbl<1)@k%SG z&NA*Z_=kNrd@v1mc7CU>O!f0_TQw?hlVI7dCncl$8$z5!T2*vXR2ez{lKwdcEztHxT?~Uo7)Dzq~fB} z`Vjy8osFziBq4gve1A4LlFBXc1DR~YcU19hD9|d02<@k~24&O1BTKaDvo_GVNo9GR z7*l$Nj3?A7M!Wlj7q|J?VoPg&WO-=ZX6hfYV&33r_)T>asBE7Xm{Iq0+A!W4kF?cm z0jf#KShp_L#cPoGhj%sUfQ{4!nS7QD0t%wUMPt-GyX}=9L4z+cGIoYmjq+-e`jm$! zz97e|yLs4yIt!Up#eupDhKMYZtb!kwC|ZH2CeTe$U?d>9WTm?+p(J|KpkGk1zSwwY zI8S`>n}J}LKD2W0;SQ)yyW6=v)aX@o{Ei;|)3|0x_)p{7ZqQ=W|DJtgBZZWG-QT== zc#)kJ@zsi0Dh05PnG~e@5A*W&mGVE7(!0JSV9_oJ&W7g@so@4e{9ZFJ91FBTs`DKS z5uoU8S>!+fgLz@n%TfDtO6N&U_DU|DI&id;>qwPZdb`q!o~NkJJ)UIF-& z03+%`_pSy!!|(VulOj+VQ^+gs_Fn$DcsN$3pnBXgR6@SOT?RM8QleDBCHEH27!Kl( za0ZnWX@g$XqvIo9zg`@<;b~L#_&dy){aoPS@?aznK&7RjVyf%>(0hEo!G|b{=QwpS(Q~*t+T;ew!8C^-uwfnD1T%oToO~6 zHh)cYeZwpOUPml>@30}d%r9dtY<}8(k?h{e{{q>DM;z&gFb&YV89}162V^;#Ef<}) zEcI6D_6<{zXU@YsG~#rh#H)VDRgG4Qd=J0YkDgQq$g&;*1(}@$ofE)_TV9&$_(v1_ zvO$$sQVMH+wriIfqY5B`y51t`LvRGPO44Ga9cVDh`i z=-(v#3H~FrPWm5C{bqk9iHhp)Cnx1j$vP-(ETaOGld6OYWwfIL?S7?Wbj&LbbZq#Y zEBiX}R-u97^a?H&j?IIpRh?CJ*}&2`Em1OILEx%2wV?*%`cpb5Iqnh~NHLOPd-z-A zlIhEOvMEwAMir=Z=Mn}0+@B!5Tra#Go33j8{S5CKt0`e;(QJ; zRM(6|Rz^k-w4=)+FONsi)eCmla;|kt(C9sJuQsgEMg+B=|LT`MPa;I4BM({i6+&IHN}o4P?0_Dv7N_BJ(YmZ~Y5{ z9vPlyKL|@!&WbgtESD>(*;CPq=lSe_WI+CB7^7O{)joY_hg6N$TP&;^E4lh+<3{D9 z0+&F~80YucgxuciZ-KOj*OHJtwZl(iBy3(Awqnn(u09@qP{jPgA$sse-|u=cDxH(# zkULL3-G88)v;fjbRd5k-R-fY^vA#N`rkLL6i!Yi~ahT1ZSr-VM>o<(wo zCvBiEUKa}`n&2QZ!<*EAM_`j>)2wh5bj>v;0<^+VF(#|zhPLx(C#&c#tg?`kLSPN! z-?UM%k(1Y}-oFZhBVuTx+`N8ZS|FkO9sECi12&oK*7}vp`@G_aSMiYmL0rZK&{R2W zE|hBO&iS~te=6m*M_@2j0-_sdVKMSprou6)#|TluI7bVyz^$pTd-NIBEKYt=Y#28 zz%A;Vjc>C4_Reas)@b3vjWo-yt&l$3^@VUjxsWaSyIaE z(k7!k5jPg)20=V?u8~p`&M;T_qAmkbF|zbDJjNC}h8U9sGZEH&g#4_MC@ zI_WQ=DiGQ^Sw}as;&R;U1{PmP=*=K!ckD7v!x^f-^>VSP8FHI~caxLsFx>QHB1$5w zgNO;iVzGLmCZwGoVLxXJ75g2Oy=IL zhAPHn@y;xygy&;`ShD}dJXt>8H^%O50T?`2B>0^MP!xH)ZKK9LW{QpOxeqtd9E{P3 zOjOXo>Td2?8zH8hTTX*4PA4F;Obc|kX3(w;(!3~#Jge1`dv^+6+UTgBVorFmU{jhwi;PN~4G#OFCq(NJ0qcwOX z(OE9ysQLEVe)l3V#sgJN%04kHMz)chY*qdJxw?pv|D|z+Pk=cTWAm-Qb0`)a`)`eX z$SG7L?WJJsO(oigF%mn z(Rz!423B=n4O+~xT4k-H9sPsVAU|)``8Za+23ny51n?%4R{4U@+=^&M3B`ve#)#bA zoq-RyxG78+HU1W zTc~MWcd-1_Gu`GvsScUk&gh~aGmv55(EM|EP_P0N9Aba*a?~l3h+;L{wR>4_gi_^8 z3338;7?!Fg=w?x*7s0Pbr6e1>s=sPWV|!4LTgZ}-*s%$OFaO;fqWQ|26?-7xATY3* zOg%My!Lqn#Z6ps1Pkx<)H0;vpT1xf%xGmbHgG2@=49-g^2sfx0{WBxv*&g%@_roRP zlUB&D<S@hEthB&g+`talwG)IrGDE{Pt+0e+WYjZalm8oiWE5ld*T9ps9`90opte>1PpHx$AU|^He}Clf z*!phzoO_U0C5!N4e>TqQfCKWZWS%`3BR!*||Mr?)FEuVxFop^8Z2KcdeV(&1*eFzv zJ8nzl+u8epy)=JO=b^a1dKB7ri~Ds@S!h}3zS}p;D7(xm6OW~NmKf>i#PW?%YO1y8D6(@oafsZh*>%6O`B@@z0W10UYggi==Zxv(e)Er{kjSo5*x!%d_g`<* z%~h`CdWz$t*MsexN&9s$dJsc`ZQsmu5L*t{Vk?~C@ia{k&xNoEcb@H;Nl`;aGSc9L zU4GK8x^;8TRM8flrLv@<6d%!9*93BfBo4+d&Ae$$)xu3iD(*AY6oqFD&MuZ(hquR- zL=xom^?H=+A0nw6AvEBJTB*u&qC+r7#JFg0AjVgD-&<$HF3r;OEJxQVlzGUh@MU|a z_VE~Ef6iZoAdj%>f=H3WT@$`H>)30aHpz4H3BW`dDEk4(6oyu8$|(L3CgNTL2(td|Eo=VDA_Xj+jh8>5ro3H6$gva?7d589D zFT2fd7dYejBgP~@@gA+1jlfpNZ#1s=#P;zNb^~wEe}o-b4L#~X{3lH7s5w((GK|(Y zc64Gu;yLzzEXB9EbB_1-8r*6EtVA51ie+3vDZ8NAE$E>eSEgL!J*UmZcNSLd%pR5z zLn7L`blV0w=ca|YO}e7~gQaw)>nma#9W>(S05P?hXH!Tz9qsBAvtR!*WKwOl1>xHS zSlGYy8%G|g&?3SKI8Kc(y3Aoh54qD-Z{p}UH&Digj2ixcSdvLo!=<6QZ%D`|9r{T4 zQCh8~bEdp+qB^MEZudyKx@}c_PTiTb`2GDR6`i4(TEK6fL+tY7#XYU3<>EDyn|CtkTV6Y&9pLOgbYwHb<^Y?#O! z#K5@rmnh|T59n}@VZ22UWxG1C7y^!Mpg)d29x6OOX&9EIZI!pxL@pzlCm_(~oeo@OUm35CF_*%4hk0z-<72Z+&#v*^MqEB z+(Q=j2-+y9S>C=7|F)WfD|oLB$TQDo|B8Y(uh8+?&`SNRj`ORy@%kT$Ga`(aYxVD0 zGekW$n9I>*!F5VX-$EE+Wu;gJ*x31(v~WG7CW+8jUAj^mz8}ikiqeiYN^mIjX%XvY zW#Fm&t1-~kgHWV%%$N|4n_*>pgjPgDU$^c?e6TLjc_@r@iEC}w?t z=e{#-kJnz+fTfW)w9B<|&(T4r8O|CuhFjEg+# zwnJIv_NSL)b%#+NQaU3DkeYxE+n!Hfzp@X;?J6sa%SSj~=}^!)&K0MeNiyQ5rbV&? zyUS0Q-A$Owl(YLCejAUOz`4_=0#uwFcO@tw&#L4nCSSb(X@jWY$Gxq<^6Q!%?INU! z$fo(22Jqh4!~vHa`3VX>P<1TYuA+EUH&+%Co}&(J;{VrRR{m}_M@SyTg9=X+iR;J zsg0F7GKR)fG<>i9$vQO(h6OW4<5L@}x`J{~(U0>RUEC*#+G;`^!|!82ZapmFk-FB!ydQkV*dueDh;K_k1{U6?kn|yyjyn}qU%D6MARN~ z2y{=sxliutr{Q0fNmLMdt9;hyn0Rga`GRENOw3uVO4>6gfzB}Hz{z| zClaTXYx;YfY$vml6^>zS`=iv=qezeB#o-{QK9l27(qU4j)0>&ip%4TTMkBa4 zAP`K+!+z?#!l8wx9Utj#zS}zPfs|rPJb~x}>*32i4f>kh1E)xVSMw8omH!-!uGN`$ zwm?a>1_=7b=8Y@n-I<{B1W-QSfxIux&}C%{4(7Tp2Z*Akkg+{}8Tyr~+Grp%XG>Cv zaJch&B&}nndDh`5p4x&ywCyxrylJ=0kY~Dk1d)bPpBM`XhMi$1q@v)a$L05$>7wt? z&xZy3%t^{aVHHR))j3(CypLiX9HOUKAPJ_yuc`f(is-}f2}*8}xK|h{ zJk#bsrfGUTBDs}x_?KSV+Eth!&HW6(K(Kvn)hq}dS#H?GeeoeCswk5>Me$5)&|>kX znSS6)P5Qu865HUHvLlkr{fO}EvN<2ZJwiM0>qEiYwPBKIy#}AGRj5_-3Ntxv5u;Gd z#N%&tjUn6t8DTfqhX7<4T#3C-G)Vla{2=TkNPpiWhrxt>aLfdeKy%L6?AN6m#V()B zKfv`bdG0cz;LsbX?8x2-!Ouip15;y0(Y+{dvaQ z?)C(SiKn-EX~BcIZtI&kL0r(O#hXTKP5U6<*vDcdmJ5+b6=U#rKm~~bwdpsc70yjb zIs{R%Aq^A`1w6_I2@{OiAYwAmc9qnZv4-OIP+3HpM<{3L-kiw8leTc6G%6wR4flub zKVpy<-S0pc<>M`UN078!=g^B4mFX*1>F*{iBSf<)(h8-T_@VHC;GtI;Key`X4_91B z(=ECNx{HHEF^fB=C}zlR&xU*YcBA9z_ep0bkzAaywhSb))Luru5F!>S@ub~6 z&va_eCM?E9(F4#8=4)#Y8CxOWc+Ol4h}0MLcE0A}qEvwpWFaHE1cm%B0>ipFwds}{ z(2<}PKN787@3QybN~h3Br+5=B>*&{&T|kBk;6Qa^5>k7{3WpbjpSktz=HKw5lrwl^ zDiSu+kxWw2Zw>7Uynk$2&DGU|FW~587^Z&`6jc7Q)?JPI&Ouy9$NeMZ8CyU_IidW( z2a%*W%o={u+PhiaCExzFUZPAsl!yHSY%9Thm&{>e`evz83fP1QBM#_lq!iBGAT8`< z+)nx3K5HT4ds@b%3=tW>11)3~k;TyOE9OcaP|>d#iL}WRn`|c}|2CPw#`2N&KOz#d z9N|Id-gI>f`erCX#lyNc8=L@ooh@Pz^+Y$1N|nBghrNq8h3(hQ=tj!GIhL{s=kK(v z2)(Jg0yvbb+(DrMm}{f?Sm2+VxoSe^B*RXSsi^VlV*`3xf7u*!1I_g z10jL{b^9$4ngwU*ktlugdqZ941ZFBmC7?}6HEdrd=qlsYTAh?CAsuZ_UpRn0rE>fc zVJwTV> z-FFMK{#@MSbnn!UX)kbXC*B4yBm22cEpR4G?9%q-6GbvK&6CIIq%DzT~|bM?c5@ONCKR``biS9ht_1R?3c3#J&QC z3Awx9M}~jh$^Sej?pgoCQmlEp2#{17$WR)3gnnQk7vKU1M*)&u?WUGD3-}aZF$FI) zlr)R9KdR9{{z-)0CAn|iKjCYGaHbGAwbY?s!|cTNO$yhef&JCj*seNR!X1JC~i7b%5p{Xzw6<__yeNjapFl&u|4xfwbYcCgMG0koVO0ateeRJsCgRvnN`iY9v zFFOni>&(3n6ID-?rAj^z=?)rkEE7u>{S?>Z!4r5A8kZw=DsRy@#Vn;7;lEE3T9*yP zZu<6IC0Eu!Z%Bm&WuSUybZ4D`C>RlM%CYOUkOWf{c8mx*i5ymD%5o<%ihNMD6W9nq z+4p;-wNgq2IPHczJl}tE2wxJp*>L!<38E^V!)An~Fs{`aPtFH@KW~aWJen)!X&lpO z2*zvBCb^X&ActEwu58!qtIa1IId<;#!OzWv6^)q`F8W4YA3G$d@0N)YMKOh-XWeIw z=W$+LvHS}1!+|{QtwEldOsR-*t|u5fw|dlhM4^(WSux7#MXZ-)Rd2Bw&3%#|u+!ou z#k6zpw)YU%(?0ycS=19ar#*HN*`egJXIFP5(}5p^o#p*|s(3vtXhH4xNbSh?V~+cD znvdVN@{(wAUbuGV)$3M2{y=bTN#0e!v~8i(xrPH}Tm=Oi{Yn5>{tN#hTI<{0y{jFF z|KAMX_bnmf|3bXPPty&r{u}cCr-PBVKSxt>zTI+ibJNVe*;X_hdigR}eb5Z9 z-#mds)$gNgD{I|v3J39zYZQ+e4op~@i<_oI^yY-!(}*`HUitv~#>hx>6> z=aj&N>;xvXE$}}7mF%>#EW=c#ui;6)gCNbqRmxP>-7=2i_F$GbV%i-C<1Vx)#8-IE zs3mT5Y35(#wDzfoBSgo~R1#Yhmd&G#7kJzw-roNj5Pnufi;^GI>O`4oWF-rUiUhmz zgd9!~awDDFHYEuHRYM*>QQQ3_#jkW-y3*=y6^li7csE3AQGGr!Xpm<<(2X)ards!5 z`ykwOb_(-8jkNTDN?p|Gr|LVN6e#;vv_g&KoCk&VpsOH7Q_b|!vL+8fgH&x)cJibp zf-9%315kek-G5Ad^tm_Wpi}PR#Zlgi_$~pCe%u00;M=^&G>^R=aBgk*z87j>c*Ep& za`t}E_e0iE`C??gml3`w?S^<^!N_bcmr?J;{R3A;MM@-!p&!(y=nza@x009m^9Li%9&E#tOaX@Vhye)L zf$FyQE=I3XnGfXU6V+fzk}z$9z?x8eneGE2g9Lxj^*6;=Rxm#qq02&LaaZ1ygPpTwuZPcrs6-%ca**WX;l+VK~03dDacm`Xy~6Ewa$ z79iO^(G@l(!BPp@vf|xtAifA^js5JCz_-IP|F$IG zzp$q<`l##!*=NB#NYW^i$h+5_)l(Wt9z$35Uben#Idkc6ZoCWhxSVfxabgtE0+lAb zFN1`>Z9LlB%*_%FUr%IETOxJg?>6L$ajHjH)`-`*fIjCNYOyS_=rDD(42mnOktlrS z-28dWORj@i}X2yj>pvyW=mDi6Eaw40Cq(~ncr5quSwm=xj z3G)rhh*WE~J}=Fp|8RIlAuzXwBG!C~l==~06@*2qCt}I3u8{JgBe19i~ z4%?&nV+NuH&P3E)JuEK!0U*o!?8}DY`3*q>XCA8H3$Vu(ZfNFz;O50}axzT*)q&3n z=NHcdkY?(22t^*3d=`%XW>o)vV&)Oz+#$I<-g*26WDHU|9v3^T+}ybT73=OW6&RSN zc1-+VwDo>`-Bl{pfAvmwAK!L_Iif|GkUljgU1(67<_%kF-YIM*b^7&rZ>+V%>~Te#ju#-v}v)A zd0i-8!CfS;mg&U-Zy=Z74_Uibxz0{%B2!w^APYM*;}k>68$SzGQMF$okVeTZCX+0Y zfq|1p784foqFE-gREL+Qs~GeAG^!D!w6x&h%6ao3UhK&}ks_^;tJtb3Xvm7jmjnVd z@YixI6YQG6n!T!)MOu;pwFNBYOo@tBnT^4Ii#qg_%@DC%HR)P#>WhX_9tH{AuJm{oB8YgPfK|EN9_PkqNfrVf8CaLs61eQNsLjx|qf2nEEIg^cKArRmbwONm;**ndC37^p4obI0$(P)6GNA8g`Bh?2Mq0 zXW)8v=cjCIZLb*lx5?Y6Mf3s}3um`Fng?Gi<| z2jbHBfUAQw6fUmN3i(Cf&6c8P`d%9$75(45J>oriZ|t~=-kitb@o|kVYwccV%r<2jRfG~$_zk+YHgNDGL=roET9&sSU}Cl)BT1~+KlI!c}EceI41Yk%m}_ZfwT`|8XE(+^ol~l!3$vaTa)^xl}>GJJjc^#=kp!7t}3-S9^tdXQ_kX{3|vQ?DdHXxp&5UNDK z??mv3)Y{OS3AkMt044)Ne=2{CmcdPsPM~L$3Z)-M>D{*)oE5gIYa9~i5yEKwj@2R` zSBQ5jXvKiHC6cFF>m1@kFLiWO+weZJ=3>bRdbrPwYhqzUc>{?b&c$nb)2TBekOb_6 z)@l5Fm_!zJfe7y|mW$V8=r(5kusWacRQo`%;hLrT8O}Yo$?uSh|A^U(aFPyzIb)J3 zhz0$5iBi8upEwUDv4mkD^u7Y$5VA)7dg_FwaGhF-B=(c+gG7k$%{Pdkw3K< zTjaku-+o}Eboa0iKntbH==tJ)uQibCBJA>}x7D-t!E|(BRB`p}&S|?1mih40UsWgU z<}r-(kKw{6=Tg4(2>B;9l-?i1D#7VUwqQ7MX!&n4`i*(&X3^RoS+jj^en4&gIH{c2Avv>3K zSiN)0P2+t1T$BCOAD)o#E6#r0)fRsG#=AmMEBi+ETS{T794oK zi~77+EU-L7F`WHTq_*C5JZFZSZKC;@fH9Hbb{#9&Ayfv-VM0EqUOI4X!n^#(btc z*;x(ExbqCX>{g+T{U8K#Ql4LwJR)m7c^~j%YkF${g)`c93K@!>4akJ$_St{tpr}B)9+5F7OcZ%ISkH*82Az0XTr?FvM~#6=)PRjV1m*>t<7# zFY<;^u!C=HzXypz;H4PLm4)^P`xClLTBBF`imgFCvt=^yIe8XZ=+XM&y+R3cpDG^1 z8~OhWnEhe3SAzbLr2nH8^gWTK6Xp4=TIGG`OXQG$eB--Ua^PQm@RJ_Jv|W+(CkJ7f zl-*_fwtkensdk?pWC_LW9t)!=zs&d^4kyH>W&@7DKce-={( zzY$eKfBPmimU%s|h~bT)$W`>U4oe>ZFMS_ZE1V5ySmkWfQho9n+amITt&e1d_PS2j zYVv2^xBlIUON8nD_DVRU;fOeF!--w5_OWnOsbM{oDg=U~bwZH^)>y>s&19_6D#yMb z4K`|*$g*;{m?Z3)6Fd_TYw81Y_0|Ru9=grQ+xsuJ5Xei(RZC$(mWT^g)Vwrg#fSdO zU34J~${a6!0uohzKaayLn%A$x2-o&}HR{D?!Ba}~^}$`Rs1ln4api;Rbv1xWLf`>1lGr%I{Tg<4Enn{ya@ z7o(HRRy(QlU4?P4`y(WBGl+?c8o2RrvDBx!INlZvsAQKQRaE?1sdpe}7jC&geh%wL z{i3$1jVoE)BFd0TX5{=Xy^0O@xR7GYb>b{>5nsW|g>S>GNI;bdMUaj*5Q2dKbr6t6 zR$Pt?uY02!52265>6@C`Gy)c^u4kt|sHz@kymQZRU?cWSVhh(E-WTz`V5CIkkc9xX zxb`R0(b-%xiv;RUu_IlkmA8a@BMNw9;d9Nn-58F3j=D8*l zNHb=1Cnma^0ZYsj;oDriAQME2@n{i7Pi-Dl(+kj!=yLsBZ%sl%8teo$d6_NkR#$Vl%kFv`q*MvLavIhak=Y4 zA5WDh7JWN|w&c5a@vD`#?aT>1sm0dcyps}9+e&WH+Yv+gv@+g}=Qg%tWN=`NGbQrZ z5AR?b23+K3iPaO?!qO^MF{0ME_rm(8lxyx3hpPTKSmkgzd`yIWm^FZs2SbE99i^(- znY>wod3XUpmrX=SC&;KGno=R#-Hod<03b5cP&kZws@o7faVk9_VzIM=*tr{7c|YXx zS8V<_&d|zbMm6C|ujHp!Cb?}-#6tIIt*0Xx4*yS~};Z(ImQ`A(PsWl$LP}|)= zjuXUqLgP=^>MwLlqA_|LvNq~KJIV5c!|1#2fzru$#I#l03ely=8CG~lflsX>rW+b3 zjyykTobVIwUEco^G-!y{X-r}?U4e$A2mmqdmh#OD1J5LgkX2~d>EnoilzCGX-`efK z-0B(ct@iu4@pvMo@wZ~dEQhucX(v-F9X>p+!#Z?Fk8^MUEB4*io%2^U&GP>P!}Rg1!icFNElxhq3Ykz_xSU<+n?xc!VZUZf+=&UD{iFr{%Mh?v69>G zcW~C=^CJ|GfgO{#-&#E%uMxYDx?W4ozx#c3EHc;dy!F?#3;nGSre?nO1+WA(W>%zw z?^oA?G#QdifAdyfQFJ`?Oe3sZg-x(-1^nWJ&9BwSrI_rea|eHXXUq_^6%-}dZmewQ_5*Qa68^TovHw;!aUbXpP5ohE2yIqk7L(23G$pQ6_1J9x71ADYB*af9`POPC5zR0OoP?9oq_Y8fu5$|)!*T%Dl75_-D=J`9_wt2@3-qW zE-HmLy)uQQUa#DKevB7h_j~FezuemV4vfCwY$-hf) z*%QpNbyP=3d9Zg0Z>C*3m0Eq5$E8Y~6rE#7w1dj;ndEznHun}-pUg@!aCeu0vWQ|E zAYCLpJSXcLn$(#`rh2)ascn!D*gfYi2t+fSJqdaFb&M0#wS1=!lbv5*6Wt{_xVFyv z-D3l_X#AA}5w3jn0{L%27G7#OY=4>``(Y}5WqiiX>5B&xBn=DU|#&osi z){w>39)5gprIvT-5%6)AVc3B;$=S}eeuw+S>|p)JHNUTnLHr?H{&H>vMiI~fIRQ%C zP{f>FdG-lsp;sZvuz}+0oQ=1&J%hEMIrT!`QGD3(E)aP-7qez1I$`n(bj#sxAXq>*wde+p~?AA z(h$?%el1Y&SYk18xzP=n*cOVLi05`jj9whp_!j)wHW?rdSyhLyKxsM4F?ciquJ$6) zzB9>s88D6C&I&Nw09h%F?digoqmim=Vnay0bO%V9nC6;TaC|$1pphml^ zW?4uvW7QX+uE}R(^}h4SGVx<=n#|40SpP!@!-uHQKEYAz;YrRFhGbR?ua52Ln_^}w z(tbsrGA|!+#EYHhP!?V{b;lGYA^L&5U7)Rql5yXvr`08$^ydEl)$y_0JAG$Y!A{g+ z4EgKVF}4ap-N-Qom~3_+LBw=EaD;Rb)B&4PEkInjUS3ubERT%{3O$m*`GG6;DHgj5 z3>lvY4VFXzA+Vv>(f@)OTbJe#u1V3!(w2xK3cn%B2v~A?W zJ^?F@h{6J#RH^gZ3noz^sWk_L%(h7i1k7}@6a*UnoPY>ldUqE&GX<4MwxNvn3+y?v zw#;ViI=(QR8lJ8OGLgaY2F&>{S?j;rDXz8WQnXcRL!>sym4Yo++=tVSou^Y}B**1H z>5t@@XaVr`ckkS$N|3U8;aErKp~4Gzw3?|M*+;uxpM>h-p7A)M$YhbH_$c>}|2KNw zy~P4NP&WX9I!=N096ONu%b3=9>l}WcB_TU1b@?``gv+~*%8H8fKQcAKfQqYOyKf5Z z`)sm5)-*8|1{3wWV1`?srT;19o*JJi_z`HB^VOOFdOvLKzaA+8U!vHl?K_b5ePGV> z2?PVs3BKur>PBF!!ASEAJP;`wGKGBTuFPzA9v1vdF`xTxUT!ijT_o9ivCY)8B=A>o zv5*L=(aI-da7o9!5_9?g2z$ryy83Q=IK~}2X>8kW(4etx+i7exXl&cI)7WT|# z0>-LDWpV~xy1-xx@v+*>C(uL@xxqjXN8zZ$?y!{qtGo53u~14XSVgfi?7=a8(&!}u zYoU#Spwy-2tbs&-ej?G=U%3Dn-6J%Sni%j>9}+Ft1mx{@lTaOeRtJCgwV8$}V5~lQ zHqGc;(icL{WAlH1s}mb86p0kdmAG^^?*KzEM`80`9J2gUl_O98ARMI{qb2j(UDS#O z{)hQ=QVs?&j1)YkJdK~~;z*FjnMM;FgB^TnQ&X#@;^bO8IOIs1KYJWp^FE%8U+$6_hU^J_&ls=R2cT>@c#u+s2Ho{L_NQ4> zF(XyoM|uDW1)lHMlCKFz%?eoH|DyMI{*Xar5U<-HM?A`L`eN~1*L43~_p;ltQ9ZEU z&oAE3W$b*t%@4vTvo;5?^mYMPA#7Y+TxkllNM^6M6TO2!u0pwPt@`C=54i1WOV3~T=ljO$UoLA3>W6nixo>aYm=TauK&ZahL;MZ)=jd@p#AmzJ&S>-59UM32AC#T0HA{n?N1b% z$pGdCnW#P(MiHqNBYO2w`9Vp;I!N0Wg|AfFRVv;=8^!0P80M~9H$wC&LR7u-s%D1jhg~JIoGz7Ss2{2BHc@6sH z)7;NHB^a3;WIamlelTv&zpOQ3Px2Ff8TSX@p?o8R9KXlJ`xa%@xNY2c+9y4j(=ZrG z$!8$dB{`r2RnZQ~>l&mKLSvo)w!;Ss1GY0BN1689U{G4s{Qltz#)W5#9nx$qvO+_V zb_{$Zw#ul2|C4xb(C;5Ef6h&O_x)qVi4!~B2MoJJt)Gh)mbjX|Zf_Gl9L%DN;6n3< zh^9GVY~Ynp^Cf@mZx4bH?&|2p3)1pP;t0Iq1yW`YFz!n%-B0P=TYtrA)AkSD2_Zw?0SCs6gDlUeKgRVw zjP2O}*5{^z6L9cte7uk(LdYNj=7G&a{&0Zwccj2O>G}H^#1GDqZT>{Tek)eUGJ4r7 z11nO6Z4%s$KmtZ*%u4T(^4&tK_7K&Jd#I5fG5E`+#ppL^QrpJxk0-c~{v|Bm2n|ZR zPpUMRbDXw@?MX^sTjn7U0}KkUI?6&%Cz6co#DN3$YBW@*KS;o8vszg%GsmHy9uwog zeF{_MB7})f^NRV%?&OV#rQ<&l{P13X$UviPimYI_Iy*i;E<0{ovBfp=d^fcT0oD46 z{YGv@2VVy=BAkTX@_8E!)?rIZujfbbrtRf0DULrjLVC}moze2({o>%+c~xaOO?y(s zXoa>R@7PP%ly=5&Nnw3kd0H<)`$qI!**F@CT?UtX9!Ba_#KDj{{j9Se2?UC&ORQDp z8bo@`OI<4?yeb}lrQ|FDwiKt_Ncm4=%y(cbbP9~y-O}B%R2*h>aE`eOZy^-2t6Rc~ zWjod*0wG?ZBzGR25$X#vI=e7|r8La$JS!RLP(E9HdSD;oSFSPQ6f2| z3icKvt_xUe=)9avvxYWqPfzZ(6>!tpH2$Ccv_`Xe7sX6)F%ofcsE?2jEFYnKpiKil zoW|Cgb4}pbG>}#Z?uIpDiz)NiC`GcRHv*XrhE9sLm~C7}wId7x90#t3`g+(#bs6yy zAq5yUnFMD$#RQ{Hhq_b#DqugGyrw|)wM2C-8-%Nroy zyvex$eiDVS06HVAg*xSFhc9P%@FUSkTw*X;8E%Vg^wJHA^RD{-!6pUi3)J(-nW>1r-aiUAwG8$!T zS#@BvroVjK8w7$HPB?C-7aa>8Di`-FP5h?W7Nx>~q|;Io7OH|GxcAOdnH3B8;BJuo zPN&Gg7D|Vty}Bd%ad_JNDZ3{t5r6{DeTqb>K)Jt9yK&;x$3*S`HqmP5;@IK=FX%`M z%bB)=ecHy@oU6QvqqO)W*=iTHGo`8srrHZnZEarB%|Xz{f@=FmCif9 zY-PmU)P#oVuW48d$jSca7ogJ6ZLX2Zb}`jR#xJZuv!A+K-9(qtVvb!0GT0gb_0y=@d>jtE0j-^L_ zPELwfGmZ4`TZJcHd%ZFYm2xc&9Q!lR3BMgiej7}bnZnDYXQ^Ua1U!fZHO)JFNv$)ZTme+*>;bk9vuX8vd0?wS#`^&P^>+62A`%LAvdbugF z|68Z3(|IE*B4ZPfvZq#%5V#t?Ct`c3K9%zO z_bAz!T`eKKCdY6&MvB~_Q`m#3Dw(zDWz-cU^ji_cJ=6~mXRTA2!V4SZCQQ*fs=|Mi&7cGhsDt2yzt_I;lG)) zw<1LEF82bRw=ht95lTvuf|!YPFvnu53+W^2_JuYSN=M3{wrG#=!6m{ zB_|)e-C_@em)ZZ+Sf*2~z zbV`Bj4rP5F58Ru%s1jT@z2=C9C)k0+W$yCa`sMEhwR(o!n+>h;*!Jk)>5eSFf5Wgs)MACKy5ZXVMl%P&4|-ctSZvD60;j z2)6L-#-PlMd=Cq?k|dN?$~2Lu;K)A%Pp#G{9*oPOlIBknLb1mY&(&E4+?JX)Rk1zT^0jX)oV14TJi+Uj*j7?ZgqJ~J$~tpeQ32j z4@{F+(MrLY;|xYQI1f=$=4?RSy zzEwsz?I5Gf?()9JcHYD2UEGTB=p1r#-JIeEZ^fm&tUO+WU}HA--rwR(GIA5Fp#35C zLXTwVs-I}D6dbMrIuP1tov)-_gyuLMIR;}(p}Qv{(d1j_XhFT`(PrTuF4-ExO18?P zPgbRzRf>%CCpA)pf3UcmjM$K-*L-x`&VXnP4*Be`1rKuf17mI>g^rTf4PwQ1r&y`1 zyc)SIz{4eYJ~tm7Yifr3De2?-hUCB7T0&c9GUx0nop#ruhZUtDA3(({&imzlZQ+xg z;M*-eX#SZ?*VPX@zUeM_C~&~SUheW&w9jqS88O6Pzm`AVPe={A|JLX?OF}_OpjTib z5xnQR19mQKTez#SrJliofJ~w5bM*j}2|aS|zLg0oULdCfy@hzu#$K=^5+}4cQ2Fym zm3X3Q)JacI8r{6)lIfUlZ-R;uS3ME_8QU+(fq^3ABUPOHjR#|-=_WrcGNHJ*N#fna zBwel7x5u6QadqLgd#Gg>oJau~tTx$>?xGW51CEHUnM*E6C(C|5)$XC{=rB8>G=$BPs#Ql_|q8Q?xAIbU+kVg8@$g0oGh}^W6_AT*;=a({JUQhS`VB#)Ui! z3z$mWwP@=|>*yvJT?-1DVifv-W!mQt)!8C$R;dZh2io>)d`(91iIxG6T9Q zx$FKiH5wr!D`bH>4fpi1xFX#fxn*OfB$2VaWtTanZ1qK{MNVFNSjaxFS8I5>r!_H@ z8}*mtC&9{DY3Ln}_+q*HvCkA%PYfXg=r-SCmdL6D;kY#n-JHKc#}++b^mh@c0gxg` zgoiG(>x+xt1yG{5#I=G9m!%1CZNSE(`TcB~M-T~$THFvhSIKTdVP|1|*vK@ny#&AU z|DR~H{}XM%;C@x+hxF5P{U+;0H-F*8;qlUdLC@Bbt4Ywo_x;tqXqNhHi7@zL2)Kga zkIw#0Ga$k>e5!O)Hu}d6b~1yzFARWE_UsT<>X>(pBSY}tjW|w0J9peE$$`4&yo_3<91{26nw+k!4CIoMl zwqS{6E9>^M1?h7?=fmQ8QHtBh*6ak+!z~Iutrj0NeTS}72KobCM&0I)DFJ9%H z%=(*v>y~Q>i#2J1A6V4~6U*I!W6^V%xM!xKcY%q48ghIAVaKdyN=yiVz}R|jDMEv{ zePHN)f6EyBm8G1J9CBDd0g);5wDfcZ6K;;Syi{j{$4*XP;G7_^>6POg{xIR3ZGZ5? zj@)gZ-MFaq85PFSYB?sSUXzS98XNMrdy2Wh_d^$|UI~_E&3X=v0wh8Ut#+IdOu zi4}3iSGy#ONM)5|+% z#J;J5+9sNukhWnKV03WqqqMk6KD&n`7asRRDL#8}yU_&2+FgG1Qp$a=^CVD`O4fG% z$D?0P-^Hnt8Mi^znqxaATFhrB>Yt3(tJu)|=RQ@ypv&BU`d_XAeW)5VATHB*PK zMB&=VQ>i!PhhwFwwhZ^`2}*zLxovEd)9I<#;Q_3mr==iBw&xK~U$2Apw_@0E$V})u z+wOBKe##BH2HPTz(r-86%$^Gu0ZnVEA5jYsbsWqJIhtObY8~t9 zsqOlU;+x$S<}*Y?dWtb*E2cBVOv;VP?RvtW_XO64!)tfqwk^!Q;P@&|&mo9Icn{gX*t+xF0mOC0UNNX3@KF;}Vz-!`WPJX%ql1HYDWg0np^nA~EgWt1;5 zSW2c5$<5@}RGJD;SsPBZIA-YKD|wjoX}xd!4zHwHrNwd%Ekd_$cO2gyh%10K3>yEW zEuW#*v7W{1;R2)EPztZ4QUO)BS@TKaw}G>#UXUoi5Juokg1gPd&>JipT5w33BKK5L zGlWV%Z$&u@0v%>Lo$UOf3Tf{=PaD3p;uj#ClN7QT=7XVnM2W zVR*LeMN3q+EYQUDQ`E1RRBQg<)oh`DN#Tc5x-tA_LIJNw|9NhoSFR5LyLl};W9)h) z5q!=UeEw|3e>bO;!RH<~TP(N1EOU7A@qY2t2Uri`Qxg6=F|SGOfiYIVb9;La7hK<* zWsW;K`eqj=JsV5LGjm#qJ&Y6|Wq85)u!)`^{3FR~T^*eQJ(b(7`xcum%k5;-ua4lu z0@N?)3*a>LbXg{+w1s76PWQ~RSekYUZXtxvsikxuw#-`AiiU8w!eClfNwyAZG=346TymEPGFVxS?MhCx5I!M!zvk7guQ-@`j!gn}Kp`yJl7>S{&n7He zZ0-v&Rd~33SYf}TjMMbz=B!QWfJdOa0ZUi!n2?|(U;D)}=*fgB$w~u%_e@j3EgbQs zbfk z2mR{)pzYypr~vZc5xORLd6B@84>+FCS|`$Cj+#97jm|pySX8y8m)a{sW_|(T4<`$2-{$ zoxQyWzUAK64iT(4ye!q55xQlA`0Shcg!~DqS{rZgOgo>O^o|?gm`23v?@ey^>s97% z+K4t)bz)E`5)aa=t?g}H`lqs%eTUePnL~^XF0;En7Rm+VIwr35v8=6Yw&`4Gb_cH( z4aKS#fH^g3ffAj;-lcqV@f^{tDjJxahNKq6AK(S>1?!R%Ag=;?rCJ+UNYP)N!W_ znIso~heEtktNC_M9H`59SjpxwB027sn0RuT&Lt&i0$`h2B=X6ZC z41B~{#v1f}hb_$X_wgvLj8D#thVW1MlqnsLHZ$H*k0UAa7{Dh?3O<4oageXAWGp<@ zQm)H`u>N=Rbm;o0d8(sZaY&PIUh&RxA#mS~#c$3Q^nFJ-TUc4YZ^Cc(1x`((|7V}~ zTxzeEk4Sk!m?QnmM8%OQfi*T})KsT)=AXov>fK_e3gnkxOxRynNc6E|Ny_lPTJqG3 z)ykT3x0O$%;u>*8e5xLukQ_1Vc8A1DOPDARkQ+N8+o7+M#l=VD)~u{ey2W0`8zAbL zbyB)N4odhe4mN~i=n0nt%DD>hEyxKs%g(&leIXYy%gO?)8WfkWY@(m2lfDDo4?9Cx z3$GN#(x@~8+FxO5&Mh|_?py!27N=NGG?W0fduN1pClN}?7Cz_iY=C&qP5qg1QXb+X zNLh^zMUmeS5tSGbaSTq+SE8Ox^CHaOaR&0MXGY)GL4-=ZQ)e zy&jPHIrpSLu&094h6dHRa&a3fKv$HJ# z*LIS2Fz(&Y`2v+<>|X@8Yoi_SKgr?G55JK7|6r_@s#ZfW@(Sn;cAnrTcdPiQ%kQMG zxCpSBTn>gqXH$Y7ueh53a&0-Yu~b8D{H9ZJNwrfTAqrrltfj4hnICB5`+C*jVOX1}`XCOVOqGf~yRZ)R( z1!D*is;_KOo*!e(VIgiSLyaobFK@s!7(b5{RIv6g3T0d3@I#8(Zspay#_!0-{Dx@8u0D&h(ZFQ`1r97q{|#$?xc~XWV`5@1 zE-!ohz8^8Z{!EP=!pRni^R$||U;OWXsrZ$q4sMvgUWlvf66+3L2XHp;^FzPg-!$GUXMi==BAu$6{ z&BVYDBx{E~>P$OBX+X0Bvk4WwU!G>ShnON&E!M)1C?FZ%r?6!~z|JoD%r01zzZEhc z7R|yyR352NvQ%aUk5+|AK3+aGL6&O7MpoQ1so&|hvwJ^GG&u$*n^}Tuj4QNJkdFJ; zG;HPEWby{qvFqpECa2Zfj&|GP zxgxQ?Km4onhMJc5x7!ceA=NE)YrziAD!uY|7?p8n;WUAek#jhqefh z*3RD2Emj+S#8JAK7wLP3-I>AiF$yxnb4ITp5{QgB*>}*w)=Dyn_*koYS9;8T!{0jt z+b9_{TJfKv`xepR=8#a4Ezh5$7z2CfL}E;{;o>>CNrLAVAkw#0G;q~QpekTs=7eg+ zkRj2)QmJ$h{^_R`a6?T{IYJg)*Kbv?4}{H928YYtjAb$oOkf98S>&UYBA}rCSS_5a z6#}p=C7FIYc4ZgZP8e9(ONpy%AJ(RrxD}Qr)dyf0n5a8CXJ$aK{e$Lc;=~KVcvI(Wue8aL=1p;thN>90zWe9e z_5Z{63T618hwr-T12`0B`8*%tGqxv_ibvUR^#-d!Mgefh%}?UoOqywsKNjtkXn*TQ zdf(b_(L_6nJg!=E7$zJehUn@1Xp(wr{^kWY?&?KRs!X6;vDYtt&i61v=xzmFzcKfX zpUosaML;WR`eMN%TWw8TZd4$s-+2iUOvh{;NfY_`44jB=AC?D4DT$pH<|X_@n+-f^ z0xXbCL|X<0f;4Fks-Iie;=+vn=w^LO!vkXV`I8|X%i;he>*qR5+C=}3F9Fk5ofJW1@;|ZY(ZtMwe6;B?_eGFcbX*Miwa3nyH4LH}rEv)5C;7b2%_W$-e+< zg2?hH9cnz1M2*y1!6J>N_EM44^&u3e5S}^{1WGeVSyF|YUIP;`sHi<U~{kR!{1Vm+1m9x-ZJhazn7U_=N2NwVB_@KnEN8O`Ltss_K+s3p{ z1F-w+cIIdWGv#$U;Xlt163y!`XY!VH5kMjMZ};MW9OKfKR5NS%toTTmR&@yj=YGe( zF*HM?6t(%J4tBN9VY2&UMn435C)?BJD+N|2u}%XsSl1;{eX!;0pPNU5ME?(-xgBsKc3 zA+Lc0f=C0P)TNNr%3S6pcEsurTeY{pQ)%%85k?yrpafj2*A9|D2az41pv+rh7vj(L zxfw+i%;v|FSIE!^%h%1xzfc@1MA4466%=C>K9I3nH!612av4#_C)`well72-bru-g zVH@!9cg>$)?wo88W5m!IsY8Y*kw-QyN-GA%>DY+Wz`Cl6Q+x)ogv7vS3xO3-qZPcO{;rPJ;nZ6A~vWW_cfpHJH13eUDhavuq;2<_Fp#R!``MESp2 zdf`5g0LR?h<3wx213>9XUq6nr-^2bO553DTzWJxX%;@=>LuC(l<8cuDVnK?rvtj4H z-D>#XySSE79D~~2Nkg{X1?3`XCt-$`O4?Q_GM<{cca~~@`nRyv#B|?}4d;yRHxym_ zkAH$XyX`7VvaJ?eetuw_Jc(bm2ZwuY-lfsA$<(Lw2mdW2+zI)nqdkpRf-@h0a@dFp zm0F{U`Is|Dl}LuJu2`yW<5DsZ7xWX88k@KoQz4oLKAvMX#xaum%ePqCK*FuCE0#yU zW*g)lgDVT%Uq1~S2gEdDRuJQfzSDq~AS@X))0~wSP|H>&TgQz034~UIv!+b={%#S2Ca8IniQS8mb7E1^za4|4(ZusBS26D8LV} zF$*lhozA1qPEJm|o@cZ77kthZ08o5qD0-@Ueu?l_B@yTm>gwuxXJ%%+tMBfreZBwS z41JZXe-#D~p;tP~!mb0wxlAyhCWq^M*$m65znr;gXbv|LOUAM*DM#Ad6GLzIzpwLy z3ns#K)UfQ{-fiIv{Qzdf*6t}KDS$gD{O`CcHiN#R^*OSq04Fov&fxjlLOMxFR|5)i z$z&!J&r1oM1*vw8}D z+vCyEyByyA)L5W>N}zA-sF^D!{8O^GzadRNCdKq==~)+o9GI(6Q{n<(nttaYj()4Q zspY8RYVDRXglC|d|GnDb72DXhO&))_(|TQC?NFA z69ItE*`v$#hpuEs?<1+T``zgYYE5e)eZ{6vX*P>U%k^`^wladw?RqTrpBn($cwWZ;{5h=w8>AV zA57_z(L^E2{3gg^#MA6i3QW?G+bU`5lXN2aB+8b|Kl5-EjCE*aKx`Pq(N@v*Laev}ty^yn)yM4I}rHWBbURZ#Q;8yUI`aRDOX2sKKNC!K>Z?#E} zBxHv6&sm&iSnjodwcc{hY~4+cx*qro*=CW*`_pqub{S(__{=fF;h9#ia@GXn>zh~a zq%+%Y$I`^!z)nIHBw~)Zm4km@`GK2PizG{?qE4%5+Xr%^`ulJCnyo~sN=S|)d2T>s zq$qxtf!~|Cql05V`eTUu{UMuYGV9z|fXdhtE~P_;s)(!;)V4*)S&b1q z<`()pdx|UcN(3Rr|0tOLZyocf_i(#8-+=IWKk)T=zjMVF7X>EQ*L}NpiYfkwRqx9B zmKLsRymnsuTQk5Yx1yqAb%DnhxLBb3{Qlj#+GV>x>_wCG-&rPfp^Rb_!Y7ZnC|iRi zA<$rW#Ca4=V?gVE7jI=P6*}ne$=%Cwa!exJji3A;7?z!^+xs#mV->tR@CN)=qOEUb z)%)@G;T1c9)y0oQA6#brPG2Og`^tfv{lQyymu~IR2du$1N&LbuOPG-j6<~iUqi0cz z3HrpABQ!FYK1XAI*)TUDOx27^nHP?nMnfB1JE3lSmfJ*aDUEgs8$M)jqkidVUe8kH z&cHv;X2W`D99b`*5~n258xw>pP$+x}nt|{SSb-brU4yqIr*eVY{H%adqp>C$6Bj%v z@pt6@ad6&x{$LH`qNn>Rd-;+PuL(tmc%8eL(IVxzyfSHN+2DcMpak?`kuPerJetI1 zev{`_t#W91Wx{?M*b?T5!J9GeDdL1Brtt7zf7Y;R0EsV0T1G6^xS)qUdIj40O1PhKB|xDazsKmxYs$4Nu=wY;gt6VBBTh8f5)*&Gxpt zu*#OW2+-H}@mvP)QZbTyQro~GCD2TCHw{RQ=yvHx*ST8Y=t)yEWbTYh;Cvk&ux2cm z%6M;pW(_=u{-B`~R__3j#ZXCDMP8e4Y`5?N zcw2xtwf@@HoT{8g=n2MrrS|jRZuUQ~oaK*L+t8O%-M3P7baWui!u%_G)s>Z3xZPK{ zuRVmXpjZsrZflJ`=LbHvJ})ca0`Vh38-Ty60btz5ZuikTz(~_+|2d{o3JXA5XN^SM-BYhpFIc$Wbi^3FB94Ncq$9#V)T^JmyB@(lm`<;P z9b>18qpy)h^1aO9%Fg_G)|Iq%i@Mwcz1}{J%zrX)`Z0M)Vav8_2`UCo;YI`h9q4s- zj}Jowl&#W)1cgmdi;4!sW=zO+c0HPgHD^o=70W<~A!v$Uof^~WM_|@KwTxw8V29@n z*yKs2N0_Km=Nr6WKOrNiyCh)qCFRU$FBoI@TK7ih)gN(%uVVIC6n%WB$s4Eb`CLmp zjqndfDo+-+4vE6lT+`$Ew!`Etp+Uwjz(Gr06OfNE;eta7*06`UgMh4F>B(6_lHEO* zo;fp{3(WK@<1$(rPNU`sws0uyjP@gjixTDMaDz&4j+~jLxe3N{Kb}&>G7ZvcNTMZu{`lSV|_1sOK~f7s%R>qd_P=8t6#C z#7CVWXx1dcNoDY;ZorXP8HN-|50F#k$y4nRu)=kA3!t`l^5_3& zZx|?&=pw>ML{m;adul#=QSwt~Lb=Fb0EN|egz>eP@eem9q5CnSJ15KA^1~J|frP$z z)HTaKgnpcF?ivUceBHvQL_-J_`OBSY2aE%68tM-C=448#(T`CnQe_!7Nq`FgGI_E)JpN*f6IhRd_~-*w6Ia zD<)73f{F!8^XHVXEtJX#+n~|JGci{#-Qt@_Y35|H&zg!XSC~&SVMnqFkwwIn+ELt$ z_i~X4BTF$V(_!G=di%p>X$CE;chr8T5ldW6zFh;^M$G$PjzB^bV;a`MijD4#ZLKN7 zKXKuHY=Ynl17$-{d$GSTmUB(*9O7$j6eNXz0PIMdmAUYVXp#D|Y{*dgPX2IKB>rh)I%y++ChpfsX2 zdDtkZ3Gglg9ynhdwUs$rYVQa|$S%0&kjhh4dg%d<%OzWs&<} zX3yRhSaV2|@{&^TORL#j;5th~2JY96_cKlCjC&foN& zGMvd2@%fkW`k&Wd=_1!}>;8mnf9&WUPt63!j*pMM(xzR1n!R{l@asK|syzbxf8PXd zbCJ$kCU>F*CwbSe5WDUw?K&;-RrdCh_4XHh-xj!?50UM>PqZXw6A}|K{``9@qkX5% z{=hh2saV$GSot-<{_hCVY^{bS160bRF7j7nzG{lL9rj=ui!-e}8}Lj@g5njM&hzE; z*)++$E1@O2G~}CKI`}-PkU8-hQ4CE_=XWRYfrV+-3Yg^ipD;zCwJD<|>;4zJTTd z`%?oxwnydIIi85|Z>1CpiFinHL21)3R{HEQWq~<#@;ky`h(u&=0BsXRc+gPtUw+s^ z$eIw+C6dwt8)jA@)oy;s<~wOSmhigiH425j!tJbr4}lNb#{{26^x1JYy<{+H5M^y= zD3}K9f8Umn8PMx&{@jHctK>hW;Vg}xuPB;C?KhOkQHz$G%hw(LVh$-z9MTIJK+~6J zT5eC*^l_7mzj9I!a4=H;oLF7a8Sn^M->kBpAp(bwK=#7`7yeI>{m&2Zu>2*m#eI|l zSFk=O%|3AYLpjK7c7vxY&CzsY=dJS>Z|fIV<=xNa-;_hv2;LP`81%Zv6KU1XTfAO; zzLAi4?UE8c$q7#Wo8=yX1YFSJOn@Cr=$Qdzch1!g6`480m~$PEP0PGdP9aPzXIFzBOnJ3#giur*l zt50;s4&MyyiF@}wUDK*CSWuaj!>FCc-rCOY&_p<6M6fQdw~5c;62xDyo6cxewleEx@j# zm^mLy>mvHCz^5kb3{aUxk&Fv}$&VS>$*>yo3d`X__{YK*lg%uztx3nyU8OGITQ3R4 zW+m)-OJ2dprO_>cR{|SBuFMZ~avvtqjKrZ&Mv=^e*#GllvGl?01D@r!4f{UP{lr;~ z@XslpmpAfl>&tn2_nD8+CbW;AoYyuQXXK~$_qT;+v`$szqvst$yqkRm)4zAQy#GPL zgDrxY(eQ*BY>{cZXxe7J3?o_Lz#R~feHx49#A09M1c9>k6&n>}bk&~a>~b;Wpesw! zUBV=}Jkv${_m1@iwkEoHWQ%RK;R|92;``p-M>O<(*MNSPcQQR|$#}0VDEsaeaaw@jwN~zG6-*kWUNPu@4R%xeGw z2vlcOtU6HP=oTV8V<1xW(4>oa4I4H?QJto=$Q3hU)lU;AQ{@QA+%nFNBGZv$sWGG) zczI0U$Qj7JqLeL!VoBE;{4ykA;P{lNOLT++^Bw#HB5xp7kmG30`C=lXG2Tcqqe-P-1)?eEN(%^y#%&SIcTdU7Q)l*>hkRA1$g-=UfRLZC9hbh{ z88+j+oPCimbn=+UsiOVFL(4M%Y7@(z1m}c~k$>N0Yee86K~J;)Ij+VAD1HY?;I_#xgAC`IiYDR~b@k1ujSWlV zPFdKWJvQW#gpqFRjeO7%UhJc@O~xmY4p*f=K*GSvO@HSFR9Wu{-Ivr^AF_gZgK})R z4vG8<#>Dc}8s86(k!2HQt27?tO2)`5lP+z9MT|uuF_!)2gjlSfFss92ZmuH}d~{<5 zly--6J)(JwlOLxi>-hvbB8(#Nb?Mrqy+R}NV?WPuOz%2U5NcbY#0i(e4g_+2y3(FN zydc`!GjAy>QZPAAFpJ2S&SQB1oq&~O&02|Ar6zq>Ti)u@R(cND9_9$9GI&F-(o(=% zF36H~bKRQGP+Kte56uG!!arjvZF>Cfc21bN7u*B;teawvYu%;@fAk1NX)`O|ukgfy z?cAWpa)@4`a-VJZpH%QCDXeSU`xb2kWk026|2Y>y{-c<{?RkG%-pluG&1K=+>d^f? z$H!jxE0)i_nQzjOv&Wcf-h$)Xm1xkPwaopiAwpl$VnZOhQhdeMkAI2E20=H6c)hJM z3@y+MMhx?rX0`L_vcu&H6OYF7fnv2-d7zYHwKO6a9)2EWqs|Q$cPt8bDqt05&u6an zu})`tVB^k@bKpjaVDPDw`gA5T`TZg2hX@<*g1yWHG^N?%m3L95z_)mAJ?k3AJ`O%o z8(g{Eu;2@1QH2RI2dXoP8g7GDouYO;+CBCyW#noI8R>8WG?kgUM2X~RGlYNG7?@nn zBuLYJU3BR;^N)+z5)|6|Ow-y|}!uV{T(VtZ#Glr&#mQ@|KOMq{azmMjE<= z#xzndA4QRjY3#Du4Gp@v^CtL)c6T&k$9=T*55{Z92dZ?`)=yBPSK~Ti-#0Vmd0={+ zTGSkkr?>noLC@I-p}Td{SS>oDIS>@lAA8c+Vg7u<{}UyxiC>fvRse=5@$m-S<}AgMXIP zyGQE(+;d!z5;{L@9pRs7Yb0(LlW}tb_sv7Un-{11eHkq#(wcSpB|uv`;mCb2Yw63h zblPcO1x2;ZwgVTaOH?ZalnJyD5oM8!b-GVRJ{|B3VZKz2G*U9|n@_grX0s8*n<+I| zP<0%T@^0*2a1xr7jjGNvIg!H>-P*aWUvsnEkS{)YgC2+{h^xD?0T$z~94CaW*E;-{jzXfEbF8_A2g&@#6~ z)&?SbS-Q1om@IT2KgPg_feVt6p|?+dR8Ij5S+uBw#|VTdpP*8tk<%t~(uQ0`%TTmd9qR}f)A`Q9IQULQW*H=g7^ zjs&lUd|!tO5^T9GPk#!z9lmsbygcpcy_*nt-~MXe)&3KQH}455OX=)$)Jh&h9?foJ zXoht*L1}cQ{JP}FQc8wrg zow+IfEj=J;^U%DY2W=qmr!eARc_&Xz{@5?oI=nmbGC}C zuCukR-}&8$rk>u#F9juBaS+2OlrjB`BI4l-uAB^Jm|fbL1I-)RG05R~?rx4r(SnY*mXZv@ccI+iDHu(7rH=DMpxy{Nxl}1$HtJpu@z5?x@Og0Y_mIgIRp!T z&JY&?%?w{!M(KcC<#a~R$7eG$jn^5hALbS;KoJ+59Nvbh-9O(aH|>f5OQ zdU%?X6kl!~6+HAi1g|=*5eMa-wK7$92>EV=PGkDx8dOc*j$r$h^ueLzcvgF5XKs&~ zQ8zsg;h$NG#%w*xTR^>`8?7Y3sN=hNx7;YcXmN-0t^mO*&Q14)*Z)V@R|eJDCQ$~5 z;1=99KyY_=2^J){6I_G42A2f4;O_2vad(2dyW76xo0*-d+N%8lRd9vk_S1H{pK}5Q zR_}D^e;&G&3SkV=tAc^#@ptwr41nWv9$ZKLoMQ1HwTbGk`$B5YZGCDcZT2GsdFwuW ze`;0FZU<^s;D+4mYzIQ>KOyJsB(?FVOYVKTSx5FxME1Vxw%Kb1W_VA)7=`BbK=+vz zkOA|GYJWLwZ_7&B>)6?$RNy^_%y^j2zl$NdkKt%GdJADKQ8P@J)4ix;I=D=wQwP^N z`>wVY{bWlbgJ+}Rgqp>O@A;oQH+h}xdK?n^WDi2VTfNKEh32;fG1WQ4^e9K>9r(d+ z@RqIaw#jdqtJ%6#4&}^~e}T}E#q=XPnmsO{rm`f&WnM0HtypD;m6FcMGudcj<^Rkn z(VkQT(V_$yAWVkbTg=P3WGb`6JJ;&ZsgU}KqwzBV$qy=rVvA|^9cp19hy>XQe*kIn z>E|mmUJ{7@q!aF19&gFUXN9aatXyO=4kdr#(Gv5_)i=W#M+MU}_mP&L#c*?iIwmi>NVS178H z!{2R<_-iidzFyNm&)4n93P;T!D+hHjQu~v|^ll-(X9#lNyAEn85tP4bv2Tg{cq2YM zV^>%`0zNkSz%(0Gav6n1mAaV3q9YoK#O-moc(sP4#F<6ID`tzp?OXB0ZIZjc9I@oz zYn0Kus91O5moaH`{;9tAvXv*vi5r8WWZ9FdTR#J)4w~2A@-7cTxUoP7*n0wma%X*lrl{>}rIHp0=h@3@#rqu*F1K*m)g1tm{D-foNVcro9QrP{tSj%Tqpx zD`AKYs5#0CY^jk*Xj4ZBw90JJx36X;V6RiT&3W7`3gf<=r0cAu4-8=>3*vLJa}wRH z9T}H7&Em|3`a0UFQWm#=RL(ADSpIfZ9NV*LZ*&r7tVe}TQL{Pp1uW~3+e7rrIvJF( zJT;D3|AvcGw1nDeoUyv3&0?9e{)_~94cV~DBJpHVzN9r(0I5+2$Mu9H3=m~)*$?Yop=n{)VP@F8Pe=zYPY%Y%&AfY)}M0s zBm8?E;Ta0YW;1EoLs5z(Ee1&(`T#cPKkvkBm&rKeO=nLjqDJkCiRSQ)tRkH2d^F*zvZT$(#&(v@mnXA zp~ot(kw*G2OJCp)+)Hcd@%c-!GMH!lJYuDIwY|cZJ{@*U7NjJ6Eqy z4QFZLxJcU6*`a;S`WXB>NN!klYT zFQZu&r>EOQ6_Y7{JECMB#^a~>^T=|*D%C4iggwF^#3#+fB;4){r$EA{t(gO}y_^z! zf?x3~0Oe3m%>x(h4egY&4D zNggQ}%OIO`NT$Ww|6_-BIW;!rel}5W%=f=1L6?r)=x^!4e>L4ZK|_4?XPb$MfsAyh zWZkQ+QQ z6PnUBv>_ZQ>Pb!F2)(xMEL?_a-X>@;5lW&A|3Q+#gIB_a-eU4F5>Iwbs9bpW*d28) z;=Y=L@maM-XIv%}`6O*4V^+QjML{djZE-?Jnsh7t$9Thyokoon+P4(nc)G{{i3GAn z{QD-K@nU~&nn=gxp`xbY8+=w|IO_$LX|H=tU!-1(K66U0D8%=35s=MtFh50PH1KO7 zt1QM4uQ@STm3M;dV2uL&!ATTzQ+6)*uke^PnLzY8BYkBAS?IH3d z14u!+2RgL`TvfFm0`WcbLa;oRQ>0WJHPz$0hN^BYf&<!OaZaR!LPRy3-#rFIyb&$y>?yDY4^&OO*A;KJ|P zmU4N$s4l1S7bmRtwi*Y$IP8d%mWZBiDYoCm>P zEo_nFMp5M8>`i3XXj7t?ksv%qImFxo$kP`wS?TGP+;rgjUC<_=K9p$%eG8xy#!%3N za<_I$3&iUZA%*qJMqCa#kUMO+ZnZD!XO33MOP2ozi))wMXdE_P`o~}{0-pSw{G65F zwzgVGn3`4DOt@^RJ(C>EOiM_}z}*fJbKT<>ww87egtK&MVaZTtXJGHkLxqJsg7;GQ zohTdn&(4RhZ6qZ`q`N(QStgvTrcDJ)KG8I&664d6kCUQQGvQ%`rtV9uZF-uHu9e)- zq@2512bHHZ7dz~vNJ=6$bu!6voE+AP6k+WVPaGPqK*)Af=XmdzE%jhbrfQ3}51TiW@RUHXV;A`g+x{D&3%&wd(W$Bysr z{mh>VKGLtMwUZsP{FgPcFIPxF)J5* zI3!_I(FQ$oM|@;u zLei#Bz{9|m+DLpvD#Tihj-q+y+>~qu^~1bGbsFNgYG&dE>p1|VE*TX0J>&4pz2Rse zb;S3g80Dc6ZaoA0P|T5GGn7u$jhYBtb@S`8Ky$R4;Np5rKZ>C6IT-Q%7&H$As8;Ov zs;pgdA%$%ouOBVq`+lU<{H0R|qtEsxrhRUzwpN;ClP^b(ew&LmV9XNG1Rt2tt79=+ z{Pn49$4sJ_IfGQ!Vhp>NT3&6^F^z1!aCtmP?RRowSCLRBSV}VEtcn z8k3Ox%Q?A?Gp%MdOu&E&2cng^L_DfD=Z=`p0DJ|Hgv1Ol#@Pf>w|#az00~PxOqF(W zw!;5iSfY!ojr^Bho?wSAavpZ_da}xQQD`mEKai58afuS|5#I~#oBf{cu-;P++a2yB zOFgun7+`}}L!qc>3Mro)-9|%N^s;Ym6^wPBo954 zwVR5ck)N`3=vmg>JM%3qGYJgQGz`d4GiF8SX+K^(dMY_{vkTME|`h@Hg=R7+$GK zHIDb~cW=-e@m{*y!N<2{`R$>EP^OiNw2-qA;P&jVM^2{$jK8e!SNQ@XR08)>NJRWk z@^s5@2jNuzaM@31KWR4fx=8Q)tgW+Y6D}8fDVgbaljAy7U#u)$=-Hz0uM;-jD`#qB zS_Z5(8Ntbb81!VS6cbZqXtmmHql3dc9}&BcznLa-WHrfI{rk8UoD@+pgp&JZ!2^Xq z`4*nWCV&x}J^GlG>EY6}nBbmsGK*Qma*^2@c=Txn5Coo@|?q1u{Qq*GB%?%5` z8dOHS$%@|V;Nct?+dngk`>5a1u*Yu$y80r$Ho~`?PZqk5xVoc43SP0gcY(TVTLW=6 z+f@<3!MWt$5Oo3Yk-4#Bdyi6smXKk?oyMU})oPR)IS~NOe@8fv+hWlPJ(6Tn1KMu= z=>4)0qIhAXT6UzckTI)8IA<0;JEt%Kvht188g$Qkq%|0l70Y-C@ zS();FFlEk2F=Doh&}u4>U^{IheYH6F=6In<6bAnxqzw&10*6GVakCGdNU?2D2?p!WYN&NZ-D2u|#7_<52=A>eNpI(DItb`}Xkzd- zEq8~VwJ)~|J^y5w_$0CC(RWp7V{5>^8TjH)4*q>G1Q>YswaLiFjN?`8pe=>bA^_F? zwKTu|#dtF=3b?JX&$vVvI7fea z^nN|XL4dZIIQVO6uZ#YhXl1oNpo@ixMB;20Ftu4J5f3j_g97Y4xQ6}3S0WM-;QZgo zGdW!_y#tvlTnY~AYUC`EL7tRU9x@rJYH_0KvX@%G@Fo#0b-z8RRrnX z&>DPlNSTknojlFZO)5tpK?#+FA0;nNFe&2u-#7|*-+mOMD%KalH4ThJ#h0_B&=*l3 zv!N54krw+KcMR@I#(V>sidc&#^STx!VQm7PQpTMA#uav`&;UdHCRyQxJzgB4e#Z@b zR)Wf2GpNS$LUg@On)!<2h%((@MLwV~|F@ML zAb@xcHJZ*hI-oDdN+_14H32=4I#|o- zmwpU^d;oORSMe{Yw=TZfi)*{eCIc)^X+Xf}=)c|T<02GuCfEHeRe$C!q=&2@vPKU(-OAq+eqtIrwbuFVcj-?&USVMyfa3Ft;^nygxn4G3S>;-_GlPTK;K&U|P8g;P89t5Q zGdbg-Fk|Cw(d>SL=y`&}3IFX4T3$<3p)y|9?A~gpMj1m&r=I2;4It41vG{E?!$XKN zC^xeGx*G;qQNLUx=4#{H+KQmb1t%) zIUWYxl=~mP^z#hR$4rL)42bXLnRh4%KF_k8^doBQY>ks}N|-(~`k@SVtj(uk82k1k zs3y+t2W5`eL;}WK3)EtOy+)uwy)6?OZK!3N1W2)$uSuc~{E&~H(b4BffO+CgdF5#I z`Z*{jkSszXp!RyH`Q?<@?u4(A{@-T%>yD>mb`zrMpJM=6?hy?JVG|;KKp*NvMk0_PP zY>`iM#B5i6_tA7UZ}l7_ATK<6%Fu8$TY$PzwF$ErlyC&jBvDnaUJU91@};ejdL-&$ z4sLLjEky(*8n}G)Z=+Hihp|20VC2$DJt30CAW7D^-c8Y^)CkVs$g(KhxKamdB+2Xz z_KdOnY-Mu?+-<6J)mBqUAzvdteQod)3G<}P3LCTXDUfSynA1gaykssP!|tTjEui;4 zMPXiWrJRHU1Fl)0CB^ovv!YY@z{Y?J+0k#R?1Ke=a2LhGW;dL6-N}N?jI*eMcadY= zkQ&V<9rg_N`j!~{BVil1U{W`ndV>)8r}BwZ0vDMD-4Aflb5%TO_q#17!q=7Hdx4C$ zt{V9gHK^w5plY6}nf^+10$WXz0I~?Ww}tfUH)jN0L}qBvPOOTK*@!V^zZlR@1yyw@9pm zSWbfTs**V5zAvF0_LSz|x&@OJ?FvjN#S${DT(Sv3Q1qtIBLRExMfjoo<8-SW)5$b* zSCgrX@*Xx0q1lIgZPQnZ@nI!#stss-@`Bn}N)dAbBB2d+X(7(jvw)1|%0uQ)GwU&B zd`&F-UhIl>X)dJeU^_{M zP>m7cvWDdzb>z%$=(GS0_LOUWcwOde%(Oq5T+HwUJ7rtR2q>ttxLMNhNFdaAw|NAF z0$LZXDHgKRs3N^FL=UL!^-&uMo$3FNWsL}I2v~W}wl8339TQ+D%mv6H7Pna+TkW?E z91Nom*4#(Q+MX3CKMpQ6!2FjX{@ow?Xd_kwMXmu+fH}nzLZedsr~r3*F3Egy^xHyR+EYS&0x!)IM@KNo*BS# zFFfkpmQ}Tj+zEkn>EB@NLmF|rkV2oB+fgGwEDW{*mn>Nnzlbt}N^s1{#0)!)7J?s6 zGKA5n-%2nhJVaK2bjT`E;Ar;ly@g?b78j zNBp*Ab!KRIMccgLv_^M~U9v{G1S?u%;19cruYviCF*fD00wVDx(Z0}84@eBRbuNyl z7^d!^Mev;MrfSZI5rhnMeH^bMPa$!XUDOeT&3Hq*sG_1h^AW@EmJ|Em!8rfmRlHPE zo%^pN?*4x(H{_M(k-NaR-oC^J?bf+Jj%fp)m91xaS*=VNHfI1fmCO=fxTV|4y&Y2~tineoaiaLFQY`75>f?eECqM$JE7U`b6e zjn|deY$kxa@*6%)b2MCa)fcp#8md@`xH-vXgL5g@i&Ves%>tIXiZE~o4npK5U1I$Z z-$RaY#tZfpPs+gmwvdQE4(2}yt80|Rg!-mtTlQxQEQ#?Nb2n#9BACs)W-f@Ur4A7g z2a0Bya9t#Wl~?BBKO~qMeLCoYGA>IBMly~RwPPKs2p@}CwwH7S!>Dp7zHL=P&dVqFTELFCtGWGHoVmyjSBNhB zBU8FRMkf_LjVdoW8V}fb1RXK!u;f32lJ0L>WIkN6DeVNIhta}*9{J#*!l2~LA98q8 zAn*0o$*uoTt2g}Fc@9j;?}|<7nUW>st#2eXLN(xY&W3h3^)c`6M7}!y5Nz26%Tw_7 zw?D)l`6-igPMFNnl(;%Sy-Ikd$PlkvJ%^Zprz#n4t1vA1^kc8`9G%KL)q zt#Md5|Jyi>DO(??3R2IpjckYYoD&vIhU_}N%8w#MR-*(zUBAjWox<$JVvj zWTkvoWd&wF{;0ZQ)*(ZRUnEmZ;gYFYNoz_uYH4jdrq!&>C``GVItrP?l_|?aK7cUy z?SAK{O7jH_$3#|486_X7hmg?{ABTL*K#zbI-PMJgGJ|$)h9H)XAqzg_t8$PG&`Gt+ zU3?cPm>1)$tr0-CX8#RTNuZUv?PcApx!1HY$o`GIfb(EnA6nGTawi!*EbLEpgQ&o$ zYomKWXt_(9w;w{!_7i=KF}0-ALeDfi+{f_-zdi7L=IFw=Z-OyA7ktc@e{_RO%M zs^=Ek@zi^d{q*n3R9lLX>WvAa(_s7xzzQ+dJ8uEt_rv*#q!}1(8|gm>Qun9ih3|#s-#6%OXyi&)dm36mXp% zGn2x{@4$ooOj2ot$W*OwS2ZGg78#&bTs!|H6kKM)!NlW!B*1V5Q}8FeL~Hk)XLdeA;setJTzV}{ z%K`G4mSPnUpBI4e2DT?~(>ko+9i}xFV=O7lwmJ9%0CI|b#({4BDe{mJ_@sxwC;SHs z&2!RhU7_VewnlU{a+ky@F&_U{X*2v7^=8@C=jByn_LR~tuDRF8m&emxpn-V3spGh_ zw6?zBX}{!ox>9&$eUlf^ouSStdb`r+8~C>Cn|S;2e+nCI9EY6$8HfV&t>s>|Da8*? zq>&)4L5jFSkwLUZMuX!E{*)|{`ZCv#CDnY*T}dbGI{5HvzcGf^HH7=t6FM_$Idg$< zmt4))-dEk-oQR<m1Yp)*d!WyL=IZirfRfbr)f2jCrM(= zSljU9@*V2cbhqAf>ddSsBc851ruHM-bm)sww7WXMDKqmI+#IJM34sqEBr)f5mPPIo zxEOrkwi8EFAS1+#nv(r>Sg&jCt}QNER*a_PtBLsD0B?l!0ZD$T(i&K%OHI`dk`Kfn zNd8O$PLV_%?L)55)%59d5VmH!5gaP1wuQJ^P++vcQ;1^@awN6ndzSLLeSir#bt~t( z?h)Teg>A@X$gO0)k=+UFfA0w_HEqZTL|B7)JTgWRAuPCD#0|^y4Lx05I-bJ!q!srp zTTp+tv{b_9_9H@QJ8ockt4%#_7c)4DWAZv^$>h=)OVM=&>W2zx4f$WjKUngrt?J$`s5@B(^OXS?Zl@@8o)qItVHa!7!8uKJ6j{rYQrZ`AXAl->2gj9TC?fZ4|U zjoNql`|5LK3Fz%@Y;>#-*c;9^9JcN)ubYaSRBm|%Z(m^S#O@PK_zL{B-FxTISXMWkKgYt$yV)x=wQ1k1IFQ<8Zn-9M!^dc}x; zdLm)|=))a}x$aHm+m99r7CpZ)@_+Z)Bhp2+g_655k7!p`M2zE8VmzO?SVl;;GZ>~s zRtzv{+0lTs6^62)pc6O!NS^H7AYJgHK28}|ghGOXAx!Ta<=6k^1 zT~8#{0P$x(Ey_@IGIX*KE2BhWTS_5bDaue^+0+H0wbTw6#x-BlhA z-me^wU+O)-9`gBXYae|`F^Kz3uIc9OGrc^c+B{oE^ZWa)*MTd~@*G|2_jX9IpGwjn zovPoq^L#!lLebk8m6#f93!CdvMra)6URD1n&uHtTBGgTdWLK5`m>Ul~JJ*ZQOwugj z4fGFVXlpPG8_ySb-k;-(W?^CJ{!3x-reL-NE|Ze(d82^{_x36Qs;A7chwp8^M2LVi zC#tT#mS}%pxYq;O1y+XXjz3YaQ&ag+atL-U#*9$4Ukq9tV;cnRAL1PoS(dHlU9_8P`Q&?@) z>7X}BOQ!X+z{9AzG)a009_;W+4CVVu61skFJ3(tmDMACPActqOq$?~nh%I4^Q%r{C za?<^h#KN{NNJc}V(>IO=e-^i5@|bV(Y{!i(uGQ-X`YZ9~8WpjO#40wx zI===ZI#oy4BPHSkJ3V^r?tusV#AHrW4i8J4g$Ebyfa|!X=|XY&ENuWlHGp#D2kn8&#&Hg&$FHA| zb}aA-b@R}f%W~Y+>px;fO47K^MEmP^h|D0qM^2#C;(b7}tm=s2+-7BIu#?(GoE4;i z4kyEw!KdkCCqdJV8e+E6$@D#EobRWu#D>sNL{$swVGj{e8(JJ5=n535Q)EsBg~#585$t#W2CeHt z)4?%UVRQQL&vJ`F2X-dc4x3D*SF`1latJCE*#2@#;nl1kkmVqR-<2&SL!Tc;Ybn(~ z0n#wHGK{-k2;ek;fxa~pcR9>Gywh6gFYt>N|JCjANi)ztXRbLBi6rVOp3EE z%KeT|HCaSlq*{$k48H4Z`)+78c#)YC<4$-030-VavL#F+EG}w{5Lk-mD~-Mm>m(B? z$@fL(;7$ew8=8caw3dl7vOty2eIPGvkhB^(7|68pW&Cgof_u;Txkz`bTj1xCaaIS9LD zXjV6m2OTbwlH?qwh{Qi#Uko7*?JvQ29m4E8kA;1(>#?WAJrg3&))yN6km}4OC>$V% zCYvgF=9HpP-D>6i;o|mYGy4I-c$8~Fg^7$>`EtN*ehz9}^cYMWB0~~;@ zOMC2G$_A2hNe(qavGmndER8U$<(?Nx|3*~68+ZMK0-X1s?k{XoAlv;V4`(h?=x_XVlj;}2RXE|1Y*cO zZ2Vt-uy_<&u)btcaR|VNz)6cm^Ui?gca2;7$Ko9nsihB1s&;UI+0^!j3bg^;aBfE%YbDyd^qs{PL+m% zQ7m@K`T=quql3zCUz3B`dAw2~akFv`S-xa{FhFqqLtZEzOESr}Yq#hD+QDWfX8Y3>}+nhMRidDa*Io2HLIXCvc#H2C`vX zF4Cf6*r%4tPCZOxVw#2b;pyvcl;bHVrIR3qfZ32PXKP z#Bu0sOAhSJh{!lONU(BU%(8eMC*+CMaoh!lD2pV!R?k?Hq(d8)(&`$*!o)dtj!pmG z6+n0lVbY3d_Ap&1u+PA1XA3bpu=_MO+DUveas9Qo=EMJ2z`>jS3D$-ClEghnmC~++u7aCu|Wno9M zAF5FTL)u-w=gg1Qsx){LXNHjo489I=vn0MKAvZ_eqLH7CfZQn`r3)4w7J7REL(F&4 zU)E*I^X97MPXD;-t^CG8Mr#b)6!Cb$*^-}d_U~lq5K=XwdbZ!ofoE^^(O=U(`T`DW z&WV5Ga{u!DsJr{ql7prC5>EJ^0_RrXbgC64j(5qZ#(;yql6C8Klo$Ldz9VAb}=)MdizBbVx0d4VOjb#cMLLHtrojNNp~^(Vn^l61lLQ%nkXz{#1YNikz>Y4sB+M44VaR9&U*t~*O+HQK zPPtCXB853X0B{}6820w4mp~?~%I}j-em01Oc0DVx*}9tiAok0l&ei8Nm20$d6e6C! z3lB6;=~N+M#4IgaXXRZ5QQm;~-Uh+o4=Z)8>$9F#DC#!NGA8+z!p~H|$4vTx9-mqMO2p!zoll#qU8br(Tw^YnlYfpcDFVZviL= zo#KDWp_A4m6Ioija9{&X7Pp$6zOjNkIT9Za6BFyp;rOF0?q+yan&_3%^JS6SGbAcN z*cymTKFT~5URgdNY5ZpJkGaz+aW5a5WyC5k2O7k)&$-Kuc-+I#aaJA)7}VY#eg=d# z@o=zaMmS0D&RxEK?vIj~LJ72s6RD^Ey{Ha!!RVj{dE|3U3xRu^ms4-oUqTcZofYJW z(3IjO-I_8Ce$R3+8ojTV*Qb}X84s}LO_!C!4-F;V+={~m%~(8yb|GMux8d-Bl7%V6 zoJcrF9nz90lU0J*2ZXTU4%v{Tr1JYJocAPB?)`N6WA>fw`ZyipJK&oYCroUz536rCPl`f7AGc zPmr57hU(h%4F8z+A{+ zm7an5(8y})EL!bgVZn)Yp8wu5#iOXi7Welf?((1|aSnnpb#ExfGF$v`I>K&tydYCx zaxg9)GdJXfdY%Q-IL{Nr6iFckXC9VB9B>{|_Nfuupk?})!;%Swwm6nvW zWRYa$=H?PGoL;+?UrN8l2dDh-+8hZYvBuOO!iQfFujgjVY?Dni#E+1*3& zrYwD?Uf{EOagdw%Wh^2s-+kMxqLB@R;~BpV8-}k}dRmR9YU@*QBKV0E*jf%fSX!+4 ze$BP84ltzTVE=$BV2;|9;)BB2Seg+IM{Cui#66}}DKr;l+Zp$enwv9}yQ9OLP!a1m zpzZfg|IpJKkHtA3HS5@7alfkL*Yc{p>yFaKXZ`H>8k)U3Cir_NKNVia76eL(7SPDB zVi{c}Kg~XJ!a2BO({QX^e|QL4a4F*Z*;a}W)0tXqak8OSa$isg}Bx>Aq?(y88U+F_4XQxvWPvm3MR1DB40sb%V@6)GYSsi$|2Pg4%0wSVC zf8{IC$wJ@&%@GGU&gdE?h!U%FrZNhgJ+TuN(xx9Q6og*Z)B^rss11Wo=Az z0MbArRh4td~t1=+lXN(oh)Eh5?7=|fA zR8mH@7g;p37wk(#X2M%p_h%gBE1sL1Z?4$Qa~fea{M+oAOeWUa4Ft}h2JdRtph@Vs zR!vsdPi4l5(v7n2u^V_D^C6>Xz#oYby7O!wI8{014>0J8`ehKx+!u(Y(yzHYRIqko zOUgl!5N{knCyr!}u{R^!T8?Z=F4H(>d+s5D3!_o`rhmd?M}efl(?=1f&;5$FKodxL~lW$A}B2ghbvV~;nVC9$HG zM7_>=H-_+*@S}(!s}!MHp=c})D}tD6QkY1PiNQX?Cr3b2y7X`t5p!DfS9^eJH4Qo2 z#p!!6|m1nSM~HTo&O<>y?q8p>$;i6 zULt-uSGA1ZztPbgf)$+mf*|})##5>*do<<;@OWc}_8E;c=`CtWWVE z@HAG4WhwYcqtSUIfsN0Vx+a@Tu>I-<)=|CJm5v?ZSw!B;_Gurvb5bmJS&|7&r0Xu#JMg-JboeSB?DnB-DLlM zcc3_Y9!?w2HiDAf9EHd;U}KP?Ct;qPLc`;oA)?Y3m1n2lG%%QGP zJ!;{eKd>vN_2GTQ7aO*l6#kvDR+HR{0Sdk{3zu(wFn+ zR;5hUq)W*^zJMqgO0ZZV5#QTkqm~rnxjdP?jt)7ner=t+tz*CWGeI?TFTv^| zbb_`x6C(6ygIVswB|mx4pgJ^tX*WG2nrVoKSUfVEAmaPP8h=sLyykYKHUjRaAHJ#X zOiJrsi0^lfC}ClNvfYILPSFy-{Q~;UK-W!`eT+-tV9)m@I^Ktyv5M>GLh54&96v0f z12SJcFV3{$SY$+ItI-&`DhlTNiv|wA{8PK-TIapl_0)Zp=h?#{2dks658C_n)_d$P zFzqS#w#*DiA`2n&wOja2CtK(C`fu4_(rhlu%UVAH>l?Zn(e z!&G_qLg_|f`{NnLiHpeMuWMQ@J|ik+D351uIy}_%QYazC#=J8OZJ?239Iqt=RD2OZ zf6^Demhpws0kuS8*=xVYVc$bqr(7i8V&COTu|VGN;rGTLw;_PM2C0#uxWF^&eb^Yw zWoMK;o{`RqN)0>x07SU(usX4N=MNtj#xkV&jvJKdg@;hf*Q;5zHWBDbr0~vAD#Z8c z>NNIC9bdn~1XzZH&Q2X{M0WHVnPg6IRc2AyLB;y@rtOrg7lO2)}Uwd8l zR_Nw~MR<06S6^!VrAuWANUlenPS`SF{D}FK!!|Eal9&aK(rSGpk&~XuPWW_Pjc~@D z;jbs-&lURnY&wj^qzTAiM=_T1HyWmVnk0)F=XDl_5C&Wdz(9)Ls@{H9#&#T(#cAo^ z`*!x*P*^w@gV~+zz{78$w)F3yA)R*s0-3i1AX{fe+_VgGcsV(JiF^a3dCxi^%9q^Q z9%jlfj%~c%K|bRf8>E2XpvUs;Z{QsY(~k2{joW_O9tr5!$?Q-CnvBVO_Y~;RquTId&RxaKj1jyl!>8?X^_jR zmtF@j{OCNA5a34?wzQ&gvn?9{zCvkwr|}JcZg`g!h5BOLwZpu z*9)3T`=vVYl)ZbZC=hGAoo#9maUjW@WMa^>)FLD|LqZ@2?8&ErY6Q9nka-YJm&@qR z&K_!+*3>gnLP9RL2<3s>1Sm>`A;NM^`4m$by^pY~ zmv=r99lCP?&J4dZ&zbc+zgZL6ZuPj=Du2s{=al!?d|qBwb;jbevi^eET{ZyGam0^r z50A!Mlvb4!w6Br*f1eZYW-%2#PH?wHB`~1-dab*PF}#2K_;-El^$ht{FqXXhp8I7} z;KiT8V;!C&0%u8U3MB9XpwftMhp4G_iS2g@(B!A<5(3RT>RLO4m27)G4(VbBu5g7% zapJarA8HsV3e;eN9>>b4D2pA{!9_Uu3t%bGi?87{2%-xNXq(loFouWG(Y4rmAJc%bhJZCmN~uJB>ndIrrAz_H=_k(eH%Qn+si;YD zm+A!?l~t@fBqR;u~8q`_;4SOm~X9@eQ47DB}A zXDhWC7pD$XI9#03+8{icib$_5jaq^bw4f0rZRK+VYsOB6TYCFnBJg~Zt&g1N9Zz!l z>7^&vl7Wv*iH0T1>~0Ew!)#&NFzcojS@K*T1(0FCf?vHsDT-q(=HVr{Qoitp-O#453zvQLViaK3!n#&_V#5U>DLzK`2>KVowM<9!AbZ|pg_wf#wW zlMl{ui z2t2dF166>~Fuarf>zxo0Iu$GF&?877TQxl7f+Vb$1~h0)SX6ddfMYwpoijoS6pab# zUPR`L4cVSmZ@Fe+RW8Y@4;!@#YxLb`dTlX}P&p+aN<|ZTr#_v*eTl=F^(WD7LVPdi z{9?JR#ZtMTa`lpZS%WUIg?}s$Z-~$s${DM|s|Q+=@vHl=C)@6#5f+_Am_@;{yhe}H zquvs6ps3eJn%72$?avXZceItA5`OBI`-la@&s<*CPI;6Wx zLRvQ6-Q5k+-QCjNog0wu4k-Z%=~7a>@eD^xPAUVHE0Lp!YpI1k#ZC2a?D^(T-_A8&Dmd8#Z%8TOr8{K%wVB! z!L8%AiHnydSUw^Qq`Bb@b}Ewm_`BZrNjcur*q_!|hvA&?m4w+9*w zkYyJZ9_Cnsw;}AIih=y8;h5!j zA8p;q0Ey{OLjz%m7sr82z$czeuh(Oh5gF{rkp+k}$i7x^U;#?JNv>T-^Njj8Lg?`g z?!_%%nyxIxQ-EL-2a4Phq9i2PwmLlCC!*L!dnJ-4lwTo%UpC|lvpAbbnk3>H@7)J5 zZ_t5Fh#1^RD}+~lEw+j?)ENxyW)ozN7R^(p(wxI4wMlCBY6+z?^qPs9Jzues zl*^$VQZe-FI`;|GHRLQ}toX>EeY zYCNa6(T&2a3;~p`nK@RqZ$kgte515I(I&{_o%JZzVq9-Jke)6awHF8c6PMG0&N12V zNo(QHfJ~Q&`~G-_t*W)X>d|Bl$K!azBk*1Ug^7%l-0$qPjw!JSE{jD>Hr7PmmVo*Iw6d>GWEFh)}qzg=rR&!}&TVoV-0z>!h3R zPf2)f=*cBDFvq5GyL7q>b7({Amz-=Vd%5ftH64b*@n%pU!CV#D7th9vpY-{iO4{V) zMoVCNv!vu@303hIqL1k>XLsz3r%yjc_p#v=thPq=!rUzf!#1DZveu_tZJBOqKQ zbfqjd*iZ zGbd-*a4r&7F_~L6een=gT8c&UgHQBq)ySl_#IMZL)>tZ;8~bef5gIgl6c^8hM7Std zEcHFvOTtr3kmu=i>60zcy}4USv#`zTTp8pxSYF{vJUedWXZSV@amufQDp1@x<7ZQK~FS>OVGD1Z;k8jR!oh zdrD2QbH?TkbvH+5R%v9mF_Opu!B}#dBPY*Ni!4VM= zOTVC1A$Oqudp#B{T=CBkHslmt*rt|F7W3qC^9;6535?fS#-*{uoap3qSBO{_Al5nn`LAN(#@796w878M?Rp1O)VwXK6kiQ5N5HIiCo7z zp_bJrdFvWqP$n@(jxmE4{xXgrNV+eJ6dwxs3Z?Pp*M^@^wPL(Md{`e{eNG#Zs^Hjw z0v0NaCv&Qu{0%e+fdnQ~)b@2e+-n%yi**Gfw%KGoU7J8aBwC3ty#ooSvi_sbN zkfVJJgHB%a(-mkN){LD}2VGOQ=JsAMATV~1_=YSmtgHzSTo=d1i` zB)%i;qI1QTdzfpQ1;gj}5KQmS zjVFPBe7tkd6xI}gt^nJT`x`4=+J&Ec7gYNokpj3bwz5a8J$Jnq`|gE*NFl?6v7m$U zBFyhdS3my*Ld32eyPpp3+JheNM@51bo*d9%934?ti3wMGW>f-CG$6uUCqmy9ARpCB z++i;{#x(Q0bBIua6B)rVl8M`qtOmCN?T5r@w(Z5JaS)h|+?38SqTQDo$s+$V#&20Y zO0~)UGE}%&_3W6v`a#^c6wY6-h@LK<-)nw;{>lHA6N9Z4+0ytjG~ud#P#QsJKN{rF ziBB+^m^eepbT6kxMb&tq4+j9^P%_)ZxZHzEiQW!K(V|WRR6_{4!sZU78rtHIz874D0_J~`oSZ>++WX5zdzlCz9`MZXH2y8k z_pE7K$+JlCXVvIP365b-d>?esToLr?W_5eTEm`I!1^0;7rNb&F(O%h0P0mV^)-B3P z4DVZ@*Orl8|K?TeR~)Hr3zTjdzo%Gw$s3I%h#po+Rmgv*OS1 zjr1!}Lq5AJY0K;z_?3#QMc9f~Rt~brDE@C2*jF4$$SXC-Pka-2BlmhDEy~Jg$0RAC z_H~0`!k0M(>OiM|krr=B332aZ$Q0Vj@-l?lKc6U8Tp%vgu&2HB@taq>@w3Rw;mh94 z^N*QxD;|iOxh4K+L@kdL3N=mGl@L9MC{IDCvKr|{TJzP$Wh*9%EeWWdU~(Wh@U3iR z%?BWMX*Gi*l8YzD;aQYH8yY}wC*OyW#?o(jpH zd%QGAx&Y5e8&F3qZU(jxY*ovo0&0NW+C^FK9XkU0p1cOWn)fYxDOz9Zh9;c0Q!5q- zy_&oNjHPAVF&~eo8-~}f?RUz5h-tfO7FTY;rZZ6v;(#oAN%IcWE(V4 z&z$`(9sadsFdWBZ4g~7x0#oPi0YeVDm@@;X(!r{lCtJ~@$@ySLhd$Hbyg|LE+MTZ% z!YbsszF|5Lu1Xb8D8%+He}NjuB+Y*w{W=*MaxdB|U@Yg;%;Y5M-*qx%LI^xjzFs(l z>d+8`D(5{#=&gsyjW~i1L|aveW3EW{ zL#+Hvv@MIGLn(2}%Z`}cb3&Oda!k7k8;S}_?Xpz3LML%q!wHk5*b!#*k@0Hdsg*pC zr1%R1>$@RqYL`Ug)xFP8hd#n9pM4i#Nm@SXT2f)?V*ScG6%_26M1^l>#zdiW3hq}W z-Esn2UZra1Yrca-lv!;Zwd7C%QzDTc6QCF7#P_E>CjW<1mgY;VBpw#tcPhaX1 zv{&N9E4I`ty-3y&r+zXeHkt{1ZGh7td<;xtAfCQtA zs#Hba$V+N&usK2!$CEhD%NE%>-h>^E8L5`m8%=)KMqMq&)Zqlnf*tvR5DSRvRhZ^jioKa~sz<+^u*TUU8&||> zU|tVl+uY~R4|lrt2Q-N}z}Bf=hFrnt`XAT|2axVE1MD4Pm*mHBDWnieOoidKg;1HL zX|`6h5npLTTn~B|wRk0x@b8$0;VHrCv|8V{{@ggfv7g%6O}AXK+ES0VHI<26LDAt0 zun`fwr{6qnxW;-9ot5M=jg|j-h1AkBRsY85s&ycN7rG3= z2ncQnx~&N~R(Q9=^bXLpky88ql@hL-M4-n z&CeJWZma`)f_s}okmBh|uDAhE%siYSnflxsb0k~bK|Hqxg^!9W;#hz{efu#IqKGemoZb}bz@5wrgVJe_DB<3;TJ z)g>}4-jzh>I7z$Hfqzff<(mv{*+4WE4(wtI0FNc>+VD$Qk?IA5A{!qHk%64*H5=uK zYK{%|V3j$qG+a*npK(W27%cLnf!Cy@Z$a_7L&bwIc}+2#xBxqN_vn&c&f+0rP7h|# z?kg4H=PzZbCAb6F3jI5BG|74VsHnTB0O*o zrRQj_Kn2JZWa zG76L6dC4L5xl9-mxLSA;tSll5!l!s=FJ)jGm4q}c@(yat2uCH%hW_df)gG#2ETIgx zTW;T=Hf_x@^8zkHqsG0pb=s+-vjGNoT&+5K z#!fF(v7;lQ#cX!?2r~>ZS6m%3xFUB^jDmbz6NZh)DI31fU1)BiHi(j00aFoBf?cx% z#1ixzI$nKI;EQPjzqc z7r#g1nBD9oU`GpNO$)RMC$a1ApSHki@h`xxaXmdfs)^=fn`Y?}vF>%N&AvcVUYB6= z(L~puM|0hF6c88wb*91~BHF9u5*iu2J$w_*LmA@JDXq8X5UIaY3Vmff^!ako*AGL) zZ9(@#-EM+7(tQHge5Gj5Xi{XjgQ5h?kWx>Zs;{C&^f+jm3n0Q1VU5&_LGzkpf^?~M zk?-YnlCu4@26Ua^oGcW6j%+2sW91f`S&$61zs6UoAl{Xf4OFfmUNXox^zMST2g!xT zkG7U%-;HT$e}BE?h=Mb!3yb!KQ(PH~C#IUTRB{L_IEPJIQa3J75=mCdc4urHl`sd+ z+{?9A`;Gqz#)zupFLI*K%Vm2hm#KXHsS)opS(BQ^C5Am8Zz_Q0S>es1*R@W_ZccuM z-&O&FcPz*f8ez~PfY4H|&95Li0hE9nUmUA(8Nz1!hW)GgTJ=NRtT{EnqA_V!mm3}J)NtB$$V_GzsmYTGnv3FbIQ{Kv9p&}Fq zjW*s9u_`rb$+a~rQu}QIc_SHr@)h9~I0bI!nejC_j#NC8SnV)EQcnD2^T>QV?Feyx z)6ds&*|F7g7MwqIq2G<#+dRb2OTz(@_0!*xC_R@E8?ot1#+c2sOt2~=d9QvjEJE=L zc8#}FIYg3FA-|*YMW5bY72+?z_b22igN!y69-SttYfEA+GeJ{;9U?Jj|jlH@I4l>(WXtc zzRd=u_!ZLKF=<6)qs9*pxvrD9e!S4q62advucf}`D`t-VfJBWcZo*4G59Ki5PbhJa z%5Ufy2b_R~F90RH6A4TR(ss4zi@*@a3;#m&ohBQgXn}>BL~$7x>HeK8sX{niuqvzM z2wQW%`;g)XJ zp7%q-DQ}TRqVA{*ZSJ<}#C#&z=XrNeT+wi4zQHn(>kI$7g@3jg{|0@-QM$xpNL-GK zXwmWO@oDf&VXr@0^KRE^?~9SW=iPZ=VH{`4+%UBs&zc)HPHMiOTmX9FS#lf|Gb z*^ufI!B{mzlyd8JGH^p_B40D~4~XJrgp0y!P-T1t1#R&SjPTxzQjU1-$YwGdl>CXe z;>-#>U0=7aI~)eD%){g@lRe$lX0Xt@KQw^h(~SN!35q0k_U@`|-vEs}tmR->tq zOQDRVm!TqqM~7Ki}Pqi4OWfSAhHa*0zZE!9`0$IHBh0S6|6)Rc2Ob) zl~WtT{cG5IC58*OToyJhLdwz!j`C1rRQ87;%wuu7Hu}e%c|X^>GC!^;3G<8(c(`(* z$=G}#1n1bt(aVG$&jSX{?uZUPUIh^&xC$7xjU5gQI#C&T58T^9ZBsbg&^xf(D&2H< z=?zDEXg)li>(|j*9k6_r_$UKi2_wDd#%i@bsoQ8h$V-KLnde(+#sT5FfeIhmt7T#J z?cbhSuS;yt9)d(D(-j4yI(mPjl;LjpUyqQQc1xL_ogN>kHj(9u*$#W^AJ%~4c$_Ob zJrViiS+{tNa#%U@+dN8Cqjg$pgaqlsF)Pyi)TzQT#gTw-1mb-pxR9R!D)YT|7)#gi zg0LBHK}DIpMFcyJa!FU*$DA)%G%S$|@I4e(Eq2=mN|oRKtm#$r_yxSUE>^QDiFYk> zm?E%65VGBeQp*a&XU9L(>gaM|iu157QGLrY)X*S147^-oyov5SVBPE>- zhxMEiB;1yt5CUAAh|fMMb998Fw!>FGXa*!vKD(0(;TwIIHM6Ing=!w7H;KrRi_FSA z>fi5I3k28Ebt(My-{g995&4%Z2iKT*LQQM*H;Z{+xhhKeo{V3|tJ}aAyX_elYR9%; z7bVNgeH++0tb8_?4{^ocC)H=@a?J>fcum5Oql?$PnX!^faRDD1Iy~d;1%hiM#GY43 zi}9QJ$SeU5&8XyJOJEcovzXYpGSgB)0;<(-RT9M?B1N@3GTd&XijECus;rBJnL6eE z>O1wD7)4H*rvn#8f(89|!`*ZW=`y0Iml?J*hX*cBg5wZw+_G}i&t+4?ToB4R`Ug(d0P|-%^$a>u(WxpoHs=TR0?j-7^cB8!RPh zuLywTKA5z~@t${adO)`xJ6k&rVA9}?FUa)!HaAXlIe}M-B$-%CVrg5oQNts}O=ek3 zxz>u{YRM{-OQB;TB5!D>(>`2nXt)r493PwOy+n!qDhaoN<9KE>uvjbVJ>(K)Pe*UO$#A2@7s!64Q%$9pPI$=C1 zD-sb~A|IaWPjLAi@0OFZ8jM1cvzHvD>S86h?1 zDV`_ErL+s&9#MCjJT_F=p=^KX67ul=;bq#u9KW6n-cRg9h`~k#`i$W&)0F(6o_J60 ziq)O zpdL>SVaA^|$*t-?g!_UA8!ewO6CUVB)s%mY*vsCxzJ^Fh}>{T3pOa+PhL;mhw0w`np)FD8B3(ZebNS?9VPCe}B+95*aVCL zf*>6$PLi__SJUB$QKzaGwI6B;cCNV*FVy63 zVZ{{`o5Iy&XAL&+r*0ZnD77C5>K2+2!M=0E9BWQkN$*fNkAJ+6y!Pbj+q-is<9o-e z5UswGoKq(SWQf8gtL z){@lt!~%oYqS(PDU#{$OysWacsGd5eBqrN9YHxnDB(GsB+2=T0?@i+{No};j$(wV; zjo_3Je#w<&g+Byw(=J8k_#}It*`jAGHF1fEnZOu=!=?z_`FlwQH}o~dcKIDwXU@+z z>Cu@ygDiZ~g)~|evx&K*kpm;yp)>3v>MUp47R{6F%?i`Ja=-4vOj~;lVoRi0QL6BQ zNwCSbzf~cNS%JP<5PTN<6@M%?At5y)5FhHLYxR8^Q}Q#e%;E?1nVpb;tJ@rOKb%xt z%y9Y=|FrN{1ZO`gs*9`X;#N9Ray{WD>nA$HOqf`%-6fZ94aJSlG}v}o0Rb)?TQ2*W zuRBxTmZ2M0m*i{5%m6QDMVaK2k70H3!J>HB*ew^>-gTP4PIX`mZ!z0)Aq{uY`E`y@ z=6oWFs=iYsvTNJPkIg^T=omor4NmsIo>fZntkhQ<&ik2{M}PozEe9bp4-LVkrKPp5 zIi}JK_^aSbrOVUWwGl5Fx})vx?mDcsC-C%LB{-~i-MW2(hZwy_oW3pw2${Wy4CB<) zhCElKYrr2*jaDQPw`NE)QpyOkY=J)LlUGOK>=`Ei)%f=Ey3sa<{S) zb)VqPVRo|16uthyX~UYL>tQ5Eb+X&3@7A%o^;Zg1O;q;+++M;`HBl0&0V`A@70gT| z_s_qlk(-?c2W*nd8O++~KvJpmm|Pjfy`w9ng*5kq2E->}-snrVB`_^Nq(La|4&IrL zcB#@!sacGgGNV;l*nW3vW6f8knvhaS5} z$m|FsTHO1&*nc4*6Mwj>GFb-8S3ylrIh;$nVMYFpcdtHA9dZxVQts@2@628Bl#9<7 zjvjCN3x5M+R4`N7Y}s|Q`A5#CQU4@%=wY)VB@)E@?P4y1x^_E;)`L`Zu`=b2Y-%B| z`&KrUyr0WhP@#5YmYl9lLl}-EyL4sKAL|25orbxre9ggMoccXim#xBzwBKdi(S>(5 z`y9&BK;B>Q*EGPee;-`9k1IB|z9nEl2+vLMek<(9N(k->qmT$j_)&vaj)Nw1_7b$>srUy7+p}8Sn zdTE3+uKj-1nLJc{Q38Z7Ib!|^8pH%6aKz0+!4to=45n}CPAch7;2nEp;GrX$(6U#d zSmk7s$mpC|w$k8?7&T5NvG66v_xIcE%XQ6aMEa@TQQu}xnT|Vv!tv7^ht|(Q^qF@2&C!`nrdN9z?XeZ1f&&%7|g|Fdh|BjlB0%>f}i>AIqv)76b~>UWIOG zQo#$W9Fq&g^MmBr*d%$`BZX#%yl_0KV5YZk9&5F9Lppl+M8>_tJX?k0F*1ly-1rwX zI)5?G95B4`M83eyWgYP!7pC>d)U+)RB_1*G1Cb{|i!-A~49=@zp(~LnS#i}J<7b4L zmJ+v^I-s4;!Weu=Z!{eEE&Y~qSExvoDSff`&K|W(Rn!(%O_G}g7>E)xRBKQUgdWrC`Jf%>56mMd+;@pMPHzZo90dbR}nU{7~l7I-@660jb!w z2{EF*s;nd}q4eUzJ5yEOE`ZGo18tG*@yS;ivq{>zkQZ9_j>(&TtvQ&F!vXlrARq5( z#@Z0On6+vaaLLG(e2g~X7Qw-nINHSy9E4_cJu5y#Ly3A+G_sORamCJI)no)mdJ+{P z-eWYQ1`s*3$sGM5GACi(9AG}SqIO4;r8U^)b4sZ8Z{fp!O=T_8j;Ps~M$v5F_<55Q zx|wp9-J9yXY|xDL6IRLq*dDnFd)og%fT+q-Qd;9}r25M>yPS{e|D2|HbVge8>;&LN zFkJ4|y;~X^T}}`tQCKg*_8(^D!8-CRYv4QZ=O~Purli35D007O$g!tS>}Oq}LvFh( z7jRu4x=0w#I-%DbwpwuUq_gF3X(J@G1N|$$QFJozUy8h-EX0^HqQqRYvRKQiO)~f4 z8}%Or5428o>7!O{=T3t(!E*|e^qRO59k8pw4zS+Vk#+;0C6v-^aV#TN^A`N}reIcF zHTe<+%XH9T-QYahE93X;Rw*9Ea_OUlsf=SxU+EOW&!$^nfw z&T34O><;1zF1)neUKkYg2yWtCJn|%Mv{z+CxJ3C;+Dq5(UpnmR*Y8Dgo`1hvK*LBO zIA~0OH(abq(h!qXt-+~Vi?-)c)5mcnd?Vt!W2y2(kEMo8-=B}mO59M{_Iz1r#pFUW z%**aiQr7Fwi7AXg5fKCP;Qm`(_TNK}o|q7ba%A0VLB)&AmRIV-fcV{d6Krh1nCCr} z=Wr2#!76OedlWHHNRUVWQ(U3&Ww1(8VeM+;2G|&W7XUEVcPHLGv!5>3`O961{k_6G zWn5x)LBmcMCP5b*k2jpSf#~b$Mhx>Ks8H$G3P5C=#Wm9CZm>f91)x; zeK#Z}n`#^p@4Y2dpHUKuc^%)gAdLv^6UC4@8v(Q7zoTUE#j4zxQ?~`ziI^UJcjL-Q z|8(hQQHJ8+T?=%yICnRk0s%$VRT&J9?^|YEJO$ncRd^+VmZR?)D5&xb`20kR{_!w} z{$iml6138c@Qe{qb>fSC7w_5c8Zc63rnato-qn?qz;x;UD0suFH2Z~Pl2P%8o>C1N zdp9BEJQY#oMmoSbA5!+9bPvZ0-ps~&+4=5VlK!d4`wpnb>Ic}q1R10K^|!zo4()F@ zx86yJA^zGAtB10pqRU}{H=t}B5Yg1sl=a)|uLoxZb_Hy13W!bE&L0SJql_tqv*#}Rlk#nZ z{Yvay8-b7XvU_M!Q}Db*Fzka}I)(!8ZMpBcxA5k@MF@w&^|{oGoN6|XF2^*Nr%eY* zl8j#IMY7_u0_cH46xKHiKb*DpcQR+iFIg3LWZS;-G>oCG32sDXCkP0m(v{ZWL+jN^ zYw%kUyv+enB=weQ9QUlp+6?S|M$FIA|P5O$|V-JfQ8sA-a2~$!o$0Pp7vu0&F za%aE)Vd~J09NdBL?4FM7A{X@wTyaDmkoeocDTM(HIdME`adCp95Jd7V2svXq`$x;3 z15QNiqQi1y$kmnWV!hEse?OEOt|=gk$5*#j}y5aT%Ujo{i(pTlfLQX9f6$JljNM;L6p*;$abZ5QF< z3U^rb)K+;x=Zfu7>)bcS_Vq#5$?cZbEHpPDd42p3RUpoL^J-Q^MPrLhSOJvb8MhG5 zi2A(j5Bx=*Y2oc1TEupn-qX2d=GBw!k9b8%=cd5Je*hLBbB}J=$~fAP=`*mO+E#e2 zJbciO)d$hc+BNYhr5Pk4)=?!e~AfB;P{_!!j&MP4YlVIX}Oj?Ap^+Gc3J4>L* z(w~_H!#5=>Q!9P#;?!d+fjtAK+_mRJ?K-f?kd*wdyFBh>K0^#Q%uOxGrg5Hb`MH1z zq=rDkVZ#o@d(`jOtbB-n9Rwvdb{Eu)&>bm6fc@daLRimTe0==nw0B>cfz!u`rQUPT zbony83u`N@NMIT%AL5xIlqxe*Q_~f=;<7;Ivy1)^*nks_!krdi;jUee66Aj%TEVO@ zCz)4i)oxZ3{*rAmhwc{m_T9%;|>g+&5ahtD*aw zBErA>?ufS7HcB#_C`k)&uF>h`vvCS*ngNR#mTDV{-!?Yu|Bq)?C~JA|{Ng9eenq*e<783} z(akyQc4eTE>^ytiJ;0lY)7uNUwWkqbgN<2O&FwlO2h2tNJ^{H{iH`l6h`;SW&YDcE zutswsKXkZIv*3y5Za4Eu*W{X`Yl64Kl4Y6V7sI915*0-#ap}LPeci<@!QH1X!k?)6 zE#IRruC|k5-Iq3}%(CcvkhURpQx=T*Gc+_0Ar9DjWF|b;xUnFA6ZEa9(*+wqVIWau zXXpC=fyN~(si^CIim}+ylNWGGc6WpP0pL!1lWQLV6o6ewmNiX+*>y85@Bpy)lyRkM z+BbO-$WFn1^n47#zk;|`W9@wp zE|FKf=EtB`dEB1+h{8^7iDI^m59uS@vOVRv;U=8AGNXP0HmV!NjDJX&Ac^Js8pI9}e9mv>qs4%Z3HZjaAwPJ4+> zO4B~OZy~Vb?6&0Z*5ya?B-3kFMjOeC%bIYmfB(>CR-dL8i#j};T!PeUR*MhY7+Cr` zO>&6##truU&JXods4oQ<7+eOx5ETo9l-MV~9}Ze!J7p>VNmmIVaX%G(W7T+=@F$@2 zQ?5%xye7)tRM-PjvEbR_KYR8hg81@qov7^UsF&+~VJxsM8TavuiM;I4A1{ReJ+q zBsNk4ZGx^oiBAhkPHTMPEW$5J=OJz(vGHFRK6#Zfn4FN!tiiy6TlCpx0sRC$6-{bzkErwiq>5j18{%@rMJbPSz$sEM+%RC^i|>Am3~8;$#P zS1FFVxO0R0i4b!0;K-<0Of=e$l<*8;=GN~#q?66;<>ld5Q z{>FBFllp=b0hJ!!vNBS52Z}0}r><(a@F6Mhjs8vBv^rwBX&^P-NhBHFo7q<=$}k(1 z&3J=81JaJO^>R=B-gF_^BBF{%y zD@kqckwiYEY3E}-z-RboU@d-<>Dj!J0CPMvI%l5kOdJm{>q<|2m@dA3t{x| zbK$8|5hnNr_W`)h%~qj~tR@qlg77Yxl^jus9-5*IQh)~jtXME&qym=tHyG!2enl2^ z2DnIlQdu@pL-y`BBmmsphoj`Sq)@{QuLE4cN7QZ=sb;kJlSLb zUX57p;?%cZH1mJoZshdEp}dZTjT_wURW*n12nC$f80)OIcl0>e^+fQQ??$m8w%LF4 zqGKEaXvq7mj4Gu02mO?JpFTG?H_=>v+VBb7(R=1NaWaxAcr}ERWhw=6KAptOG(;GJ zf$=YXPO)kJcd3dhDHfUSx2^2FsqlhXgsTa3VKU(2*)llHs1bp zM%<3`AI=K4O1HPp(otCD`orntan!X!yfY#5eyd_Bli{TG@pGv1nE12OB_FaQSzRdK z&U()N&<6(vT}yqERv;LH8f+_(T>V)+im$xG&*H#SY%U~Eq*w(bs!!g(fC3LEU7T*_ zNNd$f%%O@(OG(2@bSMNwUnrnj_>EK7-cWbBdg}@N0~0a#yKf>34b+c3yPfIlz$hPA zNW;$m4n70<8rFRgxnWcWH*u zRj8}`wj+A}UH(MKGhr3Up=pHy#6hhUPoaH);d@siZTE43%?D-3Zg$Hg-wR;)&zf~1 z7V@aB6Y3waZFLbcONshkqP?2u zl(J-yn=@Hc;{Q`v9I&1M>$O%svQ4$0)36v(YEZeBNq+M|dv(SC zVGycZvlxhIvvHp96yycGQv^RH{o1H7bs=1GGF@YF+fwxuqMuR}jQ$4gTC}3;madqU zs6i^vY-GusV#|&1r=jJvdj5{HRpWbC*!jR=Fr9tJFVHRL1W@3xdA_jV; za`A(J2Kh?zD8e#&8R)kAVU^)O8P1DXL`p_5QahHp7Z$A=ah~9ZQi6>&PTdcbFC*J^-w!ZDOcq(AMnGRc5^funTL?iPbV24KMYB{DUP}kj^ZZ*Qctg5YN4q+PRTfEq0uz{p9B($lCKdX_{R{09r0Rp;_I%_ zBy3V}zon8#YDo>3VU65z9Z=4n{cbVVoi`oYV!059hhC>f96MD0u=_gU0e@W_*_v#s zF&y9{b8F+$E_Cy~b73f{9~0BC9zfJpU)8Q-M#T!hr|=_b+4Mzq%yXbXe-Oh4rG6gk z8OmQGox#(YiV9gNkPi*TQ6JL{IJVg7$tkri`U^lDm_;RIgu?$k*|2@a3Mi~O* zy8TbKr(?_lAD)^1q3E4Z=D$^;o9SKI|JB`A=K|n*h~w}XX3t=R?dVCHe(nWQ&>eoq z^y5J1syJGpQ35>j^k7K4(-l57c^2)JNB4S*aG%vwu0l`hKDWcN%i`z^o}C}p#7+Ji zuumwY$b)=Q%OtY#@Qgk_3U2t1@3TutNI;r3r}f>5dCq+~B+flowK%0i`?RC#NL0q; zS!KN_yby$Bx(W~nkm_sT*{%sAEik6M0~8v8Ni9$j6&mVj0bK=wyta?>Nj94b)NqIm zOUh}4wq3{@)S7U24aq5@gL%+(Pn-xyfn~9?G^``DXGOp|W`x@;RtjndEe{DH3Rr>| zH;VJF1<#0CeVHw2B%*9z!wc=zSLZ;C^}}Cte2qy!w0eG!$ZnJb`y+{`s}GGsBV<`G zAHYbtwStOpr^9=T=6we--=bdJ7n6KZnJ$`7o75jgCctD=sl+uR6U7Ww50}OvnhHsC zH0~}Qxjn5u6qNq|z(vdiYeNxwx!O4YXGTe{3#i$_AJnel5J)q%5sIgO>V}vK$b59T z$)wX8x>JCDTH_Rgu!5Rtc$KD_eo&(vBnGI<$=bjJCys)GVl8;y`w6v%PpWX2W`giz z@TWas!`=7yFHZrtHSa9l+^+K*6c*A~R`h;dY|cOczUwGpy;kkJPhf$Ip0vA9FHf3` z848^z-);|pqB2z_Yqc*>00U^{R6A)TmI3c9pnb*UxhbmYj1Fo;AJT9*(u(JL)0Cz$ zSpiKhl}`(h6DaU)a4;FaJgGPKre z;17g0BVF+IWzZWX=_iQcnQ&$7{HXq>rIbfX3X}8CH;0AIEitDXL1c8cDM1(h;WLv( zJ>onAySCFa8bjO11*5c#p+&(!3k5c;=qr(FbQ#IaBkUg*b-E zcoOBL<`{k3G`qjWQI&m}Rc5*6wWv>XwP{~(AhoaHi?Z^E9z>}d#relZNLME%t#p;& z-rli8URaa3TbVaJ0wUrJF?Mc#zQsbh5)iV5-YDnup6<5kpJ6xbjeER2-MIru%B)?R z@%$l$kYD=dpWe;gx6eCo?{D9|cm_R=z7NRI@wp-s33{xqEKDpill<@K5g#Dfx|n4;*`C^?}@q}bqw0_v}4JrwZOcBqq;2RD^qg#FFhD5p4|~A2ATmBTi!)-r{UKl({}KsMNjc#tXu9RKOlxY%iD#ns;Zu7$iPpI3tqOQ7u_Xl zBpak0`M^6D!8Inw99v}*tc}0hMwNT4{uTi>JGnjLBE7@S{f6l0|D@rk1-o$H_{VKL znt(U{Za%$Wsc)O>@sD@kOr^?kWi)dg|X>=cRA(k>$XJqR-D5$I;{D|S;@d0vOn=}+XMW!U`!`pC@WC|t;|DWj zFHVbHaq5B)&>sHodsx6poS?P&Yxr6o9eJz?VBUP&EujAIFigHFZF`t7w7XUrksEsY zVLrTi+;w`M6GTLO$h_!(P(XEs_G*{R*w&3K`8e5-C?Bz)6-k-gx|Iu=`>=?p2rK<6 zIL2I%ZD}lLR!bd2&Nle)Ggl`k6+lq<#j#o8zNP2T9pg=|QMcRshI}(}{&zfsfO~;P zaby{Tz#nB!IrmZVH@gBjEwyCiMFD5r^7f0(Wk*#cQH#K$P5L?_;!2mNMEmGCR}s{! zLALpj9DEVpzJ8CEiMfYxFRM9ukSZ!eWMl#?NS>kgjEEhr{3E|ONzHoLr*|mJ=iiM z?60?IQMW&UNFiw6h1Ji}@!gF`+v9-?n0o(NjByo4@woNjY!?8|$RUH#DycLCjubVv zGhiXeGl}{8OpG90EPfw*e?0Tq!tbyqu~IutXb$Z+ovjnHM@UAAT9NR03%{VzDr^ms z?lSugVBopb(O&7ol*GVHNp}PfmW1TkK(IM}5?Z3lM0OO_ z!1`Q_87N(^q;)Ej^pyBpgaY~Om9H|`OC_&)fl7hnweyNThR>O9-KVp!zp6_BM&|vy zO@Wb)U&?b$F0xv((xWTQjvNi^?O>7)=e=?xgHEr2cyU~26p0?Tc+Lg+rnt6uA8+;+ zO$%h0q;dsvjTD5?0iK$|t%)d)2p%JY)IgO!`_`xjWKSV;7qG-=3>yRc?J5?Ulny za|950rykcnJ*_pX0xT7XWDrDvK{Wcr}?z%Vk z7Yd&_y*C5z>{wqu_>?JQr$S;(&4hJt73ao5qpnI9F0iMSJXbA3EYZAYSQ2Zg9F4zP zd<~Abq5m!v2g-nBGKUj)S+4sEn%&i5m@n#ruO) zH+%Sna@yW389B8b&lO$2W_9lk$%PsnCGnc<;R=Pz&K6bf{#j`P!onzt&*3s|`B8ZV z4qP~_M0~ovU{Gn;Ex0WM1}cH31i(PZ8A0pve9Pl2yqGwMy_ZV=&9a@*f50Q2a^Vwa za7kcY|6YvC*~JGtoE)JnZNjM!?UNtn0FrGjEjW0Bk~i@?bdE6bg|e~LS18gFshn3n zYc86VZ>KiS*X+KP3_0*5Iq9(qOo*VV$OE9%kYap9oo|2s!KD8U`g7Dkb@F@o-J{g= z)8%hfz*F(eoEKmQojecpANT4!ly7V3Y|dl%0D2uKBO69jFi*6qq)Lxzljonnul zec#h{W+E-i91Se4{mWI8o$P_SQ`L%ysy}Hi ztpkQF@PTfz5fqPzZ7aL?f&c=`8-@0YTCq);-!tCEBHqh7@!jxX_-|&?)$rnV4-{)rRk(v3gP7JekN=CZw+@K1 z3;KrF00R)EI|QV=Te`cuyQGn}@CFH8y1QX1K{`Yl=}r~tl5Tj<65jXozR&l^cl`mo zuzQ_z&CHqkO`JIsT#CQ@bnh+t_)P@4CfVCN3OskTeyy0oF1=R~t}PL(U%c37d(YpK zV4t#l=+}JquRY^2)Ep40t&(p|9pATVij1_AsI81tuUY5q=SiQiOYzu~8_~+^eUrag zcUfn9qxHDNHmC~v@Mr!Y3V>~de};>E%ZVRrAMe4N=}|{Y!}qmREv<67t>FlslnKgY z4{C9UNm93VoHiZ}cYU}*89ly7e@)`|I!4dZw=^^~)LL4XCWUj1;n8J%BE#}y)s^2N z-10=cJ?@CGbQ5FUq)+VlrZ``zj8!67WnT3(-apzEcBuY{fMm%hHuvDQf6ikg9|xyU z`UuU2iuR_eMjU=ZX&JcnTJ+vH1|hb$ zv|8NUQNZzayeuiaN21Fs4Gt;gTNq^$U`4 zr)Xj-msqKq0?t*eGOzqL7RQq=f*C-IfGG3imHM|&shXimM*koo4Pj>&62#dJ%G3XO z9ms< z#@K#(@Marf#@<<{OYILHG4{2bgG`R9|8qxfgRcz>4FUk2qs4>4q{8j|aP9!?aQR4K zMiYlb$`1O$?+mPk5q(r?&s9E%1av*Ip+)$t?y=akFce~9!%xl$dRBfiLs|zWWoO!&Ya;>xiB&gkpM=xr%%NTLMoCeZFQ%z|8u z989vWBqR)?cg52qpR&ct-4P3*eIia>@aCuTTh~xfiIAe^ht{Jau?V+XP~O{xnkG7x z8O>QeS23GOCrBAf~nD1QHC3HP@9LjA3@=gyNopL`W9 zy>q_7T-jmxg{3wHt%r)a#E+}(79|DOo-%Y-h3;tGu~S}uc8$_6dG?Ej)E$$d@5c`k z;Pd#k#Lw(zl_9<}H#a|oFRsbibGMDU1N~3}?rrFS>yO4;aJ~YhsJ;Of80)hFk4V2K2;9un9C053l8l&&Qqozo&vK6i!MI{Io925!H^M)i+mPd-mXiaQXckU z-Wzni1ZPKmjVuU;!^O%<7aS!}JD6kqZqX+;Mcbl+C+Gt$#s{&AC``_8xT8^gkv~bD zP+1Ex{KYx5m6?#E$zZs2rFL?$iDZ~C;zC9GyB~GhSzTt#Jg1Hr`O!2JA?lI3aykp`s?nfoi5Jfn^RIw^8_)Bk0aurB>?2_uaqkca_6PYJ_DHP&rpMM?Ie^Q*tl@G>HdI zF5W*PG`=`LI|c9qw2vWNbwK4ZdHoTu%6jR|tnOD$>@ zBaOM|Hyz}&d#|!e3r{a(pqR9q3iI~sW0ICs_HR`tvw>KJL&l%K@+g4hi)D6Hu6VTE zn+rj&13ZF7tyv$i(b#QsdU(ZD%gwYas`uV6uG}~1KVCr(rSJ$S$xT=uF{?md)%#3YQPt6$3pQQ6AFEHGQV;c=O=FkW>n}oc~9z2NiQ7Ynl}%Z9FnHUYj%T z7h9x-ZPsD(HQI#r$+%(Vqps^ddIN=x+9!h-$sbLm&afGmzjxi)K2=1?D$+fsr$~#k zudkNtefb?vwH_^$`0e&<#R{`_7Gwl_arKYGJ>6EgBCte#y)tQ8{3UXzO>EN+;)@I7hZ(s^@%rgp1k~lzpLmP*q#PPEWrmJo+B{ z$F0vL?72v1xO-+!rKUL)xRInHS)>R?_1nFrh!UGxV%10&D2ya(XqTN}~mqihix(t4B_@GAPXP zDbnvEs(Z<1DML#BnZPst>~;rob!Ach zC~nu6tT(dt{hLC9&rfwIE6z0Ry(%Rjn{*Xdb`Ox<1`q%|O=JE&qBgAo@1C7Z zmB5f!B0POdXhc|j&0w90Jvjc2<(<50 z_E}|VYU-Q=YG^R6kYra88TLJw(*Z+)CDVn`FjbTZPc(S4 zbNYHaf?F}{Y@#v4x)ib_>-us@;*~bG#kgtJsht+(M+v*S6yy{4o8QP9Ue z3=AZ7S&SLnmoqNHxZw}hy332(Y#%f$3LbSRNcU_`l;{8QnsFJFJBFjfG-n0Dv(Ex& z%L*Fay~{kFyOteQRU_8HaN*2nCc=fm=JJ`blpJ`n%lN4at>rNatIh|NRYii0(JD@?EyoB?@!WsrXdvr;r##1to7`-eb%fV95x}ov> zihvkIJq27wDjnCwILwfV>RSDV+P>^)1wtixc9Ulu7v*-vv=w+6DGOybyG|1_3pRcjP6|Xn`U^EFjsdOry z?*-z1=(5*O8(Z1izUMiQvO8~Z4>w@#SiB{gVYFxx<_nc+*O|zBG+3ayn$uAMT0A-* zjTonHN;TVAO57GEEATM>yr;S3#Zr*-Ro896LTImV0_B=0#eGlE;?j;VGPK(DJ(n{} zcSiNx^;!<5>V3RAs+f@XI%$iRz}^VImV?C5BUPz?;1c4ny6u@*%a`*iINE`9BssQt zMSh5-ys%$Ur$Fb9dQSZZN=y{*@&f%rN#nz>CN%RI40;1)C^~Gv@jLf+SL|3}LaeEM zOr~#Bp-$!GILe*DE7>wd{a!Vwv}lMZ58pSlv&iBa#V|gLDA1VRPu#9%=#YM9HabeX zQlz+a!a}Fh`r=16^QXS|_8!st#L9Bo61bndE58-nT5;X~ojr&kL@Jnwhr)>)#eZ6B zsn&C&>>*58q^Z<7=3*qW-#?K_NcYg|RjYPI(dQo~<*OGe`}ou$A|eL$G#szwJ3rNQ z+WIBt>h6x6_@TvEyTSL2E;)y9g96fBpJTTY^}TDi*(93n~;K!B7 zNWu&=oPei+TaixWB9vcwP&%UGcU(C}$Y+B(gLzowM1(l@|)tjYiW-)6;FNLCi5%~N3G1S7s z;k&sCK6xV&jW}&##Ejfu?5C^q)@wZXtn2nCY{V8j)iz`0=7l+d{fc5g4Or1_s=Mny zVfl}kOWUv=kCUU}fSUU=9qP6NCr{RaXHwO+t@HR%zvM+}3xc1%;g`NQfRHYaJE$H# zn8Q(|;4o5dC9*lm;$z@M5c?@-jY0-fr%Xtl?iuYTRpT9w*iZieT}JBn;<*t6Eg4#5 zWI?nMmioOsu~n*OHt={4-E_4SPAS9FHs*8Tg?4pnY)qsvNRerL`a_*}-PU$=0(nYF+wkm9xWVCn7_rg=d7?{V1*WRegV_ zq?=FrQ<>e7ulo%aJb=%@CR3U}KX%G1C>z$jHs9@tWdV z^;DLiQ_3$b3SLy{dvA$>B$+NhKmW@5x*9{Y3LnwvK&DJN;2?;S%JI5y41q`}t$GN2 zp*lC4=5NSWD2HMPb`+;=qo|}Bbs&p~sQ?Xn+W=(k5$v@?iQ8YS03Bl}VRpn_Rh58D zNz=>*2OFiRK&sN$27 zcJpF0>J#{&m&S~YjO4A?xhxMrozKqB@CXQ0Sz-$&&cl^pY9o>qspsdu{QF}j#~>%A z=jH>R!q2Y(oLHL)3WBtupG`Z^eEz&49s+IUndTm&9-u)Mk~>s8a~?bWhsebG1)Ou3-<=fRB-(IM|_>S5D)Ml%{P@EUwKl#-E=89z!&N{U02 z2?z+-U5IzUO8g-DbY*F&58lM-3`8~GfW&8ZxrDp>m-_wkqUG81_1RtcIiAOfvqyaRRzJ4s^ED7tVWJKZYFQ|tHH7Kv6oLlNor=Z>83QY&eZJG{vV5A!8`$3J?o_J9Ftp36uRvoYXvx+)Hkd@w5(jG4 z@yLfBMVZA`20!|nDayP~)Vq4h<{+AGGn>=co&=+~(nYJjf9Xp1_AS%q?%rNxVv+e? zwCGbMxB8JLs8eAxoOpWtISIh-S^*gCxs>|e1?&ZpU#^1Ft)Ww`^MQ}T`o)O z=wPuytQ3EgLc}6zZ!j^M+ImIoGJesZgcp^kbm=bV1Wjs4saN<7uNqnBFoEriB%^4}dFtBiT3`(TA zb4LxLBXNhkOp=m-LEZkYXcw!0G_L~mP zS}lV&z4!kz#R$$6%J7beM0bL0YcB;CyWSo6(6a30pUt|krae~+kKy&4c4NgtC@3f_ zaw^l)(<>`013#PJ@4@piiC65mKQGL-|TbP3NI=mX}3>@nK10gRhm-@m&IXgSM zi3+=TP+U=zltknMLRKTqsDip2W9WBZfk2p$-Na`pLPA3Hq&I+?NMV9wMI_ND%_MMH3S$++zE4fNtH|i>LLiV7mVs zb)U9--c+UzUCQP;1bw$ zQ2-C<;07=++i-Gnu7YIWP`%H|E~xK>AG6C)oUxKoh2q;4=A``AD6U_=! z9F&L6ioQI=-OTBs#x@-7c@CROH)XYfi5)%}I+#a&q-v{hGfn@hf8aJLFt1CMb&9#a9Db&Ws)~h$ zMaLfnaeOE%KzV33RS;@E=jk~vf0l7JeLOp2vlm{0zuTR6uq1j$^HO|1uN|SP;5f-g z+Sgi9h=cZEN-I;IKCnhGYtgQ`=mst#tkLSAAt?ErwIa{>s!`IXKzQct&@%f+k zGU|7De2zc+?xqtjgE&0ROF{tm==cJxXe!Lp0o7;+s&##>C51TByJOMuSkgRu^ixUG z^#ja0Bsr)oCW08P)FzPjlr4(n^@)b)Do1Jg+LZ`_Ub@>fCsKH zJhwY2Wnf@m`HxzZ2gAp}@Abw4g0>N#O^!kX9Pg?w>_{RUoJaS?<|XE;3G9Yau$3&e zgDRESU9*Qq9uGcm9YhV&8z7vVz$ni$7^eUK<$036v39zdtKqF*gpa#<`z=4O)vi{n zO?su-w9Rb+4U6pqjwlDmaCEcwMij7-I|6A)Wg$~yuU|CR3e4!XRP6~;<7rsYHjAIc z;9wlo$`-qW_vk)5yHr5xjEj8RERpI662R6jzYAaCCN>eT0hCL->+|xB50nk>F_fH^ zNaM3zCV2<`lFHIOP-IGd^oDg3`|qq^mxeGkHFfQ@uTOD!KWS+qP&Ccjt5*zoapgQb zJkmV}dwa{ET#RC|DjHJ!LaW1*efsnkMTKp&@q@%|6Bardhm#7vX7x0I+(OVWaY9W7 z9;S-1>qHXPTk4gBh8p0hDn7I1`NS0MK#z5NsVYp^NZ34EJ%j^{B#mMWD5<;6vg<&6 z`|4`c6$f0ES5Z+JKhj2&!NbSTuQV<06C2F4*D6|LbWnD|WZQ4YK2J#lX{j(Xv!-)exyl17?V{m2?#~$D6UuB?I+^Ueh zjk$?T)*ugkLTxbr7b6?im)iJ14D-NAl2ORWszq|`qN7Pmwn+VZqXtC|ekYR@i@dzN zGCgp1Z9JF?t|s!!Ff1@T(2te3ofz$Y2VLgs)OymfZHjYb*ryqoQ}{DY00a%A?ArId zr9N4$TT$Sfwt@{wELP(k;xF&i!I!)p_d>Qxr#=^@ROu?dnPwL7W7JE1CzAhf%3LBX zfO<9THUnYP6BF9yb&Gj{0*fGS26YBlK$9R%z1}0!4li9OMRkPnJ_zHMCIx&rZm&R= zf|}@v6>;MJ@9UH$fEGy#Y9xlCRjmufSREs2&ggq~!xqgL5A3@;J*8${7$H&i2+H|} zQqIoK; z1fNsgZnmnRsHkY|RCK-lk|UyaDqn2%vxtdmGF}B|hf+K^5~5AGa@H0;cj1T{3 zj#?F64Q^nbeHRA>N1X_;eqVLf#mQ-CwHTYpSy68W#<~ZvPc*2bQ+L|<&N(~O*Y^?N zFPiGb<-u%rHa1l!U$E;NbJ`&b;6o4-ny-e96d4$l`v5H2*;AxhlD5VNOtLlE3s#EO zX{nG9ro?T`xmN4H4)gOiMigtR)ee@OpDEQjg&|!~c)(BWj<5-C7IjT(3C-wDFccEA zdLM9r2Al4|>*q!F$9eX(TdhGGFAx9xggOTpS)S~#gL%*pc`lLGZMEWqSt=_ign>Cl z%4bu6kwZMsj~304H7s*JM;rK7t(^v-;CJ>oGu}$!0880)z{cwlAszRq=fOGkI{yC_ zCf6~KJO}5&-cSaDc81BsSg2i|XZtQL`FuAUbGB@Xozs3QXJKI>Xp>uuvEj57oD76p z2LdKM?i*8<&m}v*+{rheggF^ROOmJ2>r_Pe2*3dg@VVsYkV=0M%MAvY!`aSXm=G;hu8=T`*a_tySC1>P-Y zh&W~KBXHxtm;VY}>94|TO=NoDkqpejq@Axwj7z{ZrU1uX%tr;SvlGH2TjNKdTXF%- ziSN3NfeKCl#iINA1bgl(KrDZ62FYQl8Mz0^f=?_N=<4CoQBHdXWD)+;Kh4K$7J@pT z>Ofx}hlm87FZPMBhV$c~HC8=zwT7c*1;0G7baK+u(~Z6MfsFyXe<>Ez`*Sub=R&3Q zKEOj~MP>&xX>+eY@pNC)>yiaMFH;_QwchZaBc4CT7ENRIgzG^P1$i4tH?t|$RFt~E z6E(+m46;v}PUoP%Y*tSaKku9m*uz~wne1Kq`xHQ0^V&Aq^73*kAS4uv%}hfEXTt_+ zF1>K4K{`{JVsW!}N1mONQ(;9L?pgU{q0??zc;mFYBtTdHJ~)%$W3;ceZlHvxlPNgO z8Me9t4v9$co=x808(jV@a8T77X`34ASs@337@QVOn2Ly(Q^Xwnmj6k%FkA4b5AG* zY)w@xYB=}oV23xNr_`g*o&a=vRH$23x)uko7alAzX*2)a3kKjnTTVW=8fQP4^=nWs z)Mn3IbprfzmiuA8yYEiKaEM+Rt4;iugofH+)R_~Iqotp$km&-8 zSmVF1pq~Fgh3}(_&>ftZ$P4pXGg0AL)dV3hhLc6mJ0^BuFReev7o1qwuom~~)h+OU z;z1CeNBO-Eiv>=9qOQW50Z3P@Ldn}4cR|Y)#|Z;$04e^xhLx&K z?=gjWZ-*xjvG($%Yv{ks{2jNL?5F=_*0;vKW}RaiY%v5i@HJ5kdU;I9uFC@yXW%S= zJ~*}Ei_+{36Lj}en0JP)O@a3DSM2%}5R!^O=|8M5g72F31jVm=pkw)S_-VYZd&3&} znVDjtb4%OvUDYnjP<@Y|2xmZm`)G@5S$>XwW0N~OO1`M7u%G5h-vKJh&`4(SG;I#X zSud?yQu1W$AGH$JYq^}q<-@tD6M#VI5XHIrd6ydb96@+?8YJecU;GqSI~WIvq5AW^ zB3itVo+TbQ=XfvrL{P0jnc!gcJ}6Df4FkAd?Ls@430VYe>GMlF*{CUcIvVeA;6yrB zW)TLe)tT+Rn*&hL)s1ia=N=yKSkO2no;a-Kw7Yg*f+0rRi}6ygB3VlHy}Dc73PLz} zjEO2Es2Jt4?5$)hDCr|@x39>J#Xp1kJ$)JnD|o&udNuicIeBPgM7^BfzVauc52$a9 z-ARRlPQt7Bvxfn2Te4RNr0e{+=%U*A7HJ^R5fJ|)id6*9Bi-clolIxXwMeAnb4JFM z5)FnWK?9!b=-xeQoh%l-Yvy)i2@7i~f*Tb%_^j$w1KmgKyFOjxzDj(tMXaWwp|NG7 zA>!p#^N4^eWzwOc&e{vKiV%XQz4J=%0UgSubDLA;SD21zp^g*3e@m`l_@KK%O-eM6 zS7hh$_8UbQb~~zYW@)|t%GxmeALp{L5ebB=!He6+%LO2cRzNUEf%{(ouY5V~)TmE$ z;o(nTWoKt!4!bxEE4Szc0hGiS`{dzLXWwT}LpFdiIs@XLDWAlr^=TEHL9_~2AOia( zVI7VMLAqr)Kz0o|bjOv!X*VL7GNBbSbq#23x0u3A>z)hpxk=r@RnTJWdv_ju%)Au54^1 z4X{s4PVNE07Co494#UI4%X1kRFR>YA0JYt6$4#idDZmR~0@Wblnxz?}|*F=P%}X+>qWwu%FaTkWk3!_%a|E_vF` z*6U?y)p0%xBji;Fr4lA_SvMLp9mMIGy zlUlA%l*7Y3GoYcl&2+VEndd^u!Zy(8vif|+a-M}I@haM=kTUA~B6Yr2&!H}3ckq+Xl zJAz6srT>@)d56AL93;xnl)OIg#Vo!rwH1La$~+~%wq1t%Ptd^Xel7<}Afi#vqm}QV zq?>Go=$PC24F<{?6|!dTL9k#skq#C%@vWARsUr7~UJK_IaN?1a7J7eRZp#XJdOf2F z68Js+^Zx5!z2<-{)U|qu2Igd{j%WZ;22L<=Gt%kXl(iHryatZSOa7s2R@56(7YX(Y zxK148p!o6tRZ$GNYoGP4k~g>H$y;}bp_6QLUzXXPXKtB>9SSo_brOqy3OxI)js@M0 z44A;%zL>0b)Kbne8u~MIEn--#!ouJsQe)(>XXi4vOYv{r)#(#j#{}vRv8fwYYxq7> zPG{1wPqeooF_QrKk9Ksu!E5)J7>gUaT!2;mSSD9x6+shOD<%~c`f3J$(;J%K?mxKH z<4h<@lklL(^7}RhE0Vcf6DeWe$H1Q+k0Q0Hv{v-#9s&QPwvJ^NV7{hQOYkM{6h(O! zR|P@K+E#(M9ks=wrRR`^i~vnhciri%t4w-IKxq;kEAgYe4-*rWbh(8Z!|0E%Rk5P; z+qd9$Otiwi;p7PRS%!QsrX6iQz)`xU8LGN@^0z2E_Hq2iQ?&mT4==o6C%vXp4*M0A zo_B53iM8DsRqIWCgJAN#X20EqM(5FD=a1g8Gl>j&f=}ciG2L7m1mj#g?HZ)*a5 z%=VInz-;ul3H?AEeCFe-6f1&=hFc4XT=Eq}{%nGn9Gzm~8& zA%U9A$nAa+LKw;QH^A^*?J<0nGzQC2^r_H6*w9F>*#K6K>mPe$@UPqEJj~@lnUA#n zeU#@RvH#DLr9rQjtq<=6e9kHG(Qs;PPEa0lb8vgze3j|qYP>Y8FwJoN)v<+$k-zln z#=PXbqDmIJ3gCc^4;cOG@<#}{6s)`e2z-#st8vP3z)$hCym!JCk$Ku9I74Y{x z1d9vqB!EZT14?1>(Rp+|Zyys6)@-HN!G>;=S7iS;8!u;m^LZd2q5twHqpz@eky?Sh(cm*4UK0KLEvf+cml|)Q zRpMqkpI2`6eW$_4duNhVw5urniod=xWBJ?tf1j9+s2ty5a?zBe-6VS%d)=?>_Yrj-G4zRkV&fl=V9DTz}Ju@ zfv_E0_7HOtRcq;aA3xyd))eHy(y38$w{r+L3F{4smoNC?Sl!M}(Xsa$IJYT;e*=8a z?Jn7_`COJVi^t;B<8cWF``6dZ%@r6$GO{$4&Ocguq>_L3H!sTcO#7L%Wfc7t3ja>h zOYIwn^6=mA){NtD@L#eq`CQJIiC+KlN;%RQf{Df#_I8dCyu_Ss%d(2f3_!{}trNG; z&KEadLArfOhm^Y$1-GvM=Kl_)biwOqpB*GlDobR0q8IP+xLFk&o?aq>1zW}H*o`e!IEUYV#}?;K&xTkz;tL6|GVPZLHYxHv+U`=kq6C| z9=1=$b|d5+d$;*L551dk>_)EV1i1`Bf;VQF&c6MQqe!hGFNJbs1NYv939>Bn{|yaD z8CYax4RC~T*zB~a)@K7%`NQ{yehcWAI*@9$@k3&`zSr6>e>gr3(ww7RnbPkNxy8y9 zxw%YBD<0zdKlMV{6*;i#TzZJH3C6#qCrV!{c_2ScR|e7QgJu>?Z(MT~E*)2w;q5D4 z&}zGF((@2i!aPCz0>@^iTq0|(yS3!zV-PHat7+NHhVBCw0(%Lt9;tO>qFy-E4olBL zKGijPnTsWH>^JHIS)t7O>>D=4C|ug6l!8Nyul%8Q@>XZwm|>dL7pkvd2{XXT4GCUSnX0GxDVb(BUm77`RMbN-GIyg?4={;9t&8lMPnjrreYMzBf7{ zefY0Bh;g{Gk7~mBf1{F28kh3@TrO5#w$OdEXzwqvAXsddH;ak#_?EVgg@y6&!yw^a zPXY)hHlcgn^DrU-117i8eM~1?XO2*WZlr%_moiOsJ-H#o>u;$%pyaBMin)a|cg0(? zC40I&_G?N#xBHXdfAc)>-;K8=E|r*JKwf_U^$XS&&(lw@j{wFp<0-L9`Wu#^GrwZs z;`hBqWV@J~J2dJ_TuLrxbkEV;YgYJ#RXby4ZgZv&^=lxt!SrdwR;*ppj!ac%u|z|ZUwhpE5xZWO*+ zH8G?UOgD1iUv;HmJEa%B2|Y^63~gsa-DuW>nZr3`0j%F~wC`@)s9eOt$2a0BkxDkA z0W$@9k{ZWmyzYzj$=}V2F*bwu3 z>qAX(S}Uu7<)8O#T8ew(Zf8K+#z0Jx=Vth<#K@*;j-p{pC|16}N4mAckW8g#U7on;$U;IhRUAY5+_@tWA%x52ym{;OTOo zcLZKWzrPQ18wmAiJfpHrG=JGtS#JNS=QfJIg{ zLHxfr=DrlAk8I^1KbXXWEOm?NZIM|*%l6HK9cNG~2iA`Uo1qHLXS7QD{t|~ePx;hE z>gi~@7@5;;D02Rv`Rz!f+>(uk5)-^^`tL5r)<9Clin#lI!wpt33OH@gwQiWzsN1Hn z1Kuz#%26;40#b+9+XECVeZWqGe0$z=CTU{}Oo~aIXAzr_Q9aU;RKxmGZ5qO^tZvW; ziGtUiJg?%FM(2K3M(I1hGl~nUpkpK`^T_4HEz^S&xZCFnUXB+GU6Q-exQ&+>+%+dA z_wzBzLw>(qZXv}(onID#z6b|iriQT$PmV*ut#75 zM}YravI*`bq`yjOar%q;{Ex0YH5z+hfcwMl0PWag5n1mct)<0-u}-CVg5PmVEab)R z7IaVRsfFm^ry@x!R!K%EScLRWD4&5#sY%SNn(VdW- zTQhL55JRC+(M6LD!tPM#VdQE!$%lnA#o@mp)>mL3ZUN3D3{0BFB%JG4627{sxvZ~b7B}Vz(jf$o@QqTxcCxU?}ZNQ`67gVsEg&K_bkN90!e&3GinDgSi z4NtV7^T(aY2gvVUk!nPh;$4WKk0MFyzb7ue8VAVUIFtK~8DQ>nIX$fhRKWiFZZl`{ z8;rxeGm|Bq^N|Ntm&`GBpV;F**vCNHzVu3~N+UkNXr2Fg&VO;Hm#IKROVCr@S^HAj zRR@OaT>lg^C;;fxT_Q}DZ5_4LO=|wW6sG&)f?wJ(;X1kgx2t8mg z`nMWghn<%Un>2S|{49joOUKq#rD%O)`&!jc#|C%04cH3tm4L`!;H)-i_R*CX4b=_e;v{kK`?* z_NvyhG9@p%XN8`zZ%pVrM1N(9Fv4hkD=gLFuB#I`r!XPelIdb#a*iyNqT4$uHflb@ zrN7Ms@|`q(TsH&wqg^7r=g^1;u=_vm2Iy*acH(^*K|y(`p?ca8_XO8m^Yd+G{=|0UmWV|--QrBf0+n7@vXdXi=L z`6nBLakOq1V-{PT0QZ(kLZu9=T;$29$QQdFd5(unublX!_xw)uKcX*)@VE`4QH%07CO47sP zo9(**@W_gUaH}7Z55U9&txJ8tByuTGSXG}s%2gLRek~`%bgEU{uJ!o&yEE%Svf#h~ zUE)q;rrP&H!$=RH|v+{la_Ap z;-JUqH$swg<-)N4jgC-tB4si~c*i2l1+;1)Z@>1wztEYq&=k`KEISZQ)CLMEX~LIk z_I**wve~As=uWeI^bRQ!vzyE=Q=sRQ-8VCWP4y*8myC_Xi6!?{k?~P8&5Gk>AM4L& z8bE@o85fJp;-qcI^13cIp9|%eeWQ0@7SylNeNmr#u6`U@IM~TZ1Pd~qWC;)vj(kKf zhuIK&g9ICYUD+vU2JgyATZm6~gHSzkVsRW&E2s1XhAUDlod_sPd!Y-V*yUf(J+!hg z02Tu%Rv#~}A8fypzRN_MZ_Oc?fIS~04p5^>?b0(EVJ@-9npd%+7@z;efhk+^gfyOt zT$)EH+r%Rqy2+2iA;e!WIyq1t=06ZC_$5fkMCbLnMg4SfQM?UEFb?8e@?*rKZ80c@ z^ii4^S(peyZiG`^bOdPNZy*;xd?EC1`I~86Jpe!ypMQ$BF%szrwU_SnQXF1Q!=Kxb zrXgj1>{&w}0tD&)rNR>pWZuN5!Tu?lUNf!5Bxv2%a>fypzb2s|sHFOFT65UjuQ zL*R?@5HP5?T@J&TSylyJwpbcX_g$kskcUND^%0H5n^`hmXi+IT;w$^kq!H9~oB6Ij zeD&~dUD-Sv4a3aOBb&pXC@T?9S;!ovqD;S;9XX!4p9Y-1#EUc2j53WmRy?)Kq-Yrd zm7`!E6u$$x5P)|6+*Fq_#hJrD?jUJ*YR-E(pYSV2QA{h%GIBCyG@Z^JZf77*jwIz5 z4WLUfU=`4hB=f3G+UBJ?G`} zz2i(z3jXA=e^7gm_TRI-??!zq#mCiQC&UX*8jP>bpNRDbCNv;myEK36OJ)k$x%2WDgM3*M?7qUV%CydoeW|j*-AOFLFxM|J|h1OBm!2A=-=sri#-wg zGj9I0&;>of#jcKsOYketar_Z{0@oKyys$9*rIUK(!A9eqdhWjVTSfrZ6#0`S`7}Yu zvLJin?}+aV;j6vHv#popVQ+f%btSfmVmf z&3ym6*-n7?*f&lzk?*1dr^ua9Ti!S|5^d?eh4>orA5hMo@gEo|BiM4zvl7YARG)eA z!qjL1b1$z?8seZ|!R~AWnA{HxG&s|%{42FFv9k}^tnd%YJ>Qp?BOGW+=hG!Wi*UE2 zB;tQC!|HSR(kY%pC5gr)jxDo4|N%0^d;-YQ71hj@di+twF+|(Lt@mZCttUJ^z3S5q7EM*-g+Jg^{92Nro_5rix0iDz z4((kTA3wrhCaCo{uJoYKJPAv>jfzi+Y9dX|k=(pcwj$_W^ytu?@f?(UkU*qFg;aZ; z8h5s2yO<4Dp53}#sw|p|Qbo@tl!UQKP@(yh0Oyyy7e+$*&~(@X3xRDczr9C9c8V2twc zcv}w4`1<<&`f8r-2pKEL2FXii?mo{noz3ijRv0gSUCR?LJJRA#c>KP_#}Xm-Pv*0e#hDk6b0G6 z&mq(O{8BxK6(wp&pPycfF#Ol2OchB<_|$tCXV4!Z5BRNKq!iC#{0ww58GC|=dHU^7 zL1yUbaTj#}Rx-J2Li&qwb6Fg=ny|zu^RB|ox8_5~zcMk`ZVLuKLWp;2?bRtd(72%l zVB-AM%}w9seOsbcMLvtxNg(@_rlU6)MoY1f6lPR+)h3q~P@P3UbLXC3`2 zt`0evvW0(y81eBvZMEI{BLb%pL1&XNrJ~?}p<1}5| zy@9y}bz>_Ve6QFazvV0S3ksads#x_pkTu+K6?oBQR;lf(ualq3y9tz3rFNvstapwb zYy~+oSN~UuxLUG!JR`EI-zoW)iy%ZmifP`e`_M6%Ib#(@!j9!|yLQV^1ewT&KDA@w z{Y$>oTP8nxHl$+WxH%mI?#i^E`bQ-A+13~TE`Ns1B=paBY_QBO_2kuB`6t2g`h9Ju z+OLRv$vm=VwMFdvJxPHhb3faNvufQXCfV6<|Kd(1^Y1+8XLX(lkILRE$6Nl5^Q^mM zbU$2Bsr4;57eO`4^L{N^j~<6Z5oMOAB;Q(+niQ2Q5%#XLD-XInjeUKbF+(F|N9{@N zW4dg--p0v|uM0bNCf|cpzR%`6N+<9rb2cDo(mNKiJ7cD$u+J{X$*VrGT&8iHz&gEC z3G|dFs+j0+wOkwo?;lY|$>7c9^?P3FQYcLkoXTnD6B}&#!&D^r8GbNVe%^XgM0-05 zi|LP)u+O2#>dT`gfvL$&U3ChaO@giV2gc~Xjz|3O3G%)l@c31CC;Du==hlwMvq0w` zq+6fgX)UyAr-U|f-Qjpzxg9X#F-qvJa=y>$U$FheKSTwpbwbh8yKX418%Di3i_-Y> zjo>o}{x|MZbp;2%WVP3(@>uy;#wR`XPv@yO{Lbd>nxI8zzn)LB2kzJka*R7RIPiJh z^|yEw)*J8jox*3Q)!bk(uzm{t-_^$LM@3E!^l<5Iz!g(<<7Znx_&iws>{j?@UZPD< zqAzyP|4aaeaN%vp%3X4tBveEllk(bmj`(*nXr&`2L}8p*kmS}wt}Fqbum5z(!|sU{ zyrR7)^0jqc>`wl;e)5CXu?0J?u>2@y^95JYGZAmUb#+;;3zNcew;~#8}R!64!b4xd~L_NxEDZJqi15zS}d@aeuuSkCL7u988vYCYur zxilb8pJFq-dkg20J}F~%U7toW|HytVZbC`p^N%cXJ!>Va-!OEJ$z;jMf7i9Cb*d)K zwiKa6aJ%B1Hrntc?eq=4r&8EQGjKtwncENIi2q6h(2O-EMF0Nr%hCfp+tl{+7sako zMWam3{WA4gBQ_-!^!JB`a)TbX8h?F^PIqRqF0AIl^HQMatL)D$tKf3cUP8NfZ&WE3 z=V>*2>wL6|ZI@i5YmJBFF2(5Thd#=cb=FG#s>O{L=Ab&Yg|oRegOLlYou~${=;3LH)Egg z&dk-3$)Q1E0t3>qUDnyfK2KmzG^^=yl#Bn2SVn9Te84}rXT|g_Dk-H<8?JIZgDqdM zr)mvWf0@7g_CJ#o)i2x)2?DFO9p#~Npb7*!^rakM20t}EL)&N!BNs#yef2h5L?dA>R~yFy?%bWYx-9L_1sL*Wrd z*uUhScn2N)SfWTkq?((H!D!YT`i?zPi@Dh({v=uSxkK8rTP(Q!mIQ?SG6ND zsF3V7-_L>|;ThAdtQTf(N1iQH?sLbXbLHQ*LM*~Qht#bGeCT)|Ra0cZ>EHuAcC0#c zZrl3C6>(awf93oMH|G`2xn=a_c}w209Zb4;2W2EVgq%E5^UpKSY8kCJgy=Au7B=ze zD&^j0Viyok^w;*pNhXJI(Rsv7T=4C2A+5`Xj!N3-L2w$Qq}SiOQVFxUw~IgFFdz>` z=3p?^b@LnX{AW_bVLjkrW)Cq)k2RIlAm4F~H*708a^EK!O}Xk|LM@nYYZD?XyL(%) z_7{yZe(|b@*GWmfy89CaLVJ8#*mCPz+MVXv__w zTS7<_>p}yco|hf)7$g55roI9y%JusiDdhrUAT6jMNOzZlARssj3=PuV-65rPcc%>9 zT`KJi(lL~Dcjxzv-rx7XvzCmkg);B^KBx9MXKygBVAf{f#)rq#{c!Z)RC2gWa18&S zXZTp`uL=m_Y3JJW>75}TIXaex-h9d0q|OW18)WOkUCvUX<5VuZ7vE*=(}iR*UIZ%@ zCe@S2?OauHy2_Cy+a-x(lvs=3&)Pq~dm3ARi#eTk3Y)NKWxDwx8lDEH6g=QExo;-= zhl^t>(?jP#D@DeJY_})?o@j9T^{fb7Gnu!r?W7^9!rC8@57@0V$1E!ze<)kLhgTE-B(HtIMXz-NgcFr1~$WI31+*ll;I5h{d9Xr*RJ-!Zb z&PoO`oH#C<9FsUO3`Z6l6s7hk9ipwY+({}v&wNW&;>kiLS^hYm@IrgsC-`>$<@B4c z6Q7+q3YlV@rPf_w3e`$)D^vCei}Lrcx>mM0Q)yyOwlmB&j*81c1myMEEHb^Fl4UGjFA8FNYr?ANz}cQ^SZBaq^XqAbE;CPj`q*`!-~CP!JZy8KA2uWu z0ZN0nNot^iSCm~38buEg{&c*Ee4P7VQ4 zCLum->3Y$Li!V!98--<>x+jZ56MM8uLvb&WtlTyn;lwIO8z&#sB()8B(rILO zkRk_D{GZ@ssiRu|y4^o-jG=$aG^2@{?1#l&Gj3UJEOm~Sj}mONd-2z()~LXvli6O zggn?5oHvW)+##}V&#BV|+>@%RHSBDHAP;5BY(+a8K=R}NwG!&{C%OFh&gYmcc{ZXh z#g=l7@bX3Tm8Q{UijeB_EYoam6*cM^Tv@xWbXMlEm+%cJ<;boy1i~r@2RzgYQIeVA`4Ql zDOoN1rMrB6ph&r+{-IR))mQ)Ne;ptk7pLWq_rnEbkpE^Xs0)kJGjQ*F^5?1wf6%kM zD-aNelTxOy-+JP@&ej-Mn1gu8)w`U-65Pi{wZq3VG1;Z|y?VnHXG>Nhbv~}RxJ$gW z(a)#08N=J_bS+p`_+U0?iKC#LqPsMgY;m_!Kh`D0=Lsf-Xv-l!TGMJnC1`=95WDi0 zRlCOU&B9emh|_6h{Uy*se4qUEVORA1%y1twB8M`h!z~aa>dBLRoO1jE*Ng#{;>Cp` zVO8UHH`uGRfzCcMT(XhK`DI2=bCjO|8w62W2O@E~zH z5$Tm;X04jUK_CH8Mpt+k!v}HBlJ$H6ab5MVsm8Es#7*vZ657ykHtNUp&sc_J5=K-NVsY z6UgnDnqVsIIAf;^8+C1|aq^6foru*lZ~2A)&zJEj8@7O9m1Ck&HZuGB$!G*5?iZAu zRj})y%kpnDN);gadmr3Bce+`#+`_}sGwf{YkbKJWt}>**=&nx7UX?2U*ND+>7q*$9 zblIWa;slE9nyc!&OBhUP#b?VK#rdHaDW4|+ugQCq>A8|KDI za)!_{C52{VsYD!&;k%R>*H=~t$80&;!cZeAhGrVp1{YCYa6gJZ>3y?1uxZd1?s(D0 z@{}!0`#;shXZx%_rEIsVBYcwbo3^JxylIN9t}QLiVoE+)KA|C&&`h&K*^#^B5?MN; zGz3HS3Ed&Re^qDRI>_s3F#Vr>DGyn8O;+Z;iNDGXwlQ3u5lf%<34-fbEQnALS}T^* zyhOO+{n|1kSs{_hBk4JsmwTOC4(WKUP2obNw}&~SlU&@p?3eJw3}T4yXE-yQ1)jot zP^TSw_d_v`z4?|;;Ny>d7? z`Q7=b0=B@1;0n4o|Sk5a%NvnLznnakU_}r5*+`eK<&4QC@tcHg@Z-`UW zueMKG7LVR8nL-1oyb@rX#oCHCeWNwK3jeu;XO(N}m>||gKFV6h=ti! z&2NZg2_x0*aB`W|T`r)+d#i}(O@97|ZVl&IEHnBizaIX?biuZ2($8y73XY$eWTX_X zUp(QWB*)HhcLyo~cG}FE>ZKp|MN)s>rEHgd4u*)I*jAfvoZF2I%Kj(zv6!ECz5?It zlL}O)Hh?7QR4rBS4ei;oK0!%jk#rOx`DxMqy9j@`?UvBCqRF1?+~!Qfa%QU zn0Fq6e+SL1eH@J(`&1I~9M6s<9m>d||0<0ltn7n-w_2O8T(ZPxAtH#f+VeIYo7bcF zmY$toG|(@0;e1QfmL*YfMSnBXQC!{>TwXF^T5MOAr+SoMP-bICR8nroz~};!DNJsO zEAd}n+Z5MLtXP#?bO>0LE73m;?Jf}Xs}JF!hYIb59`AAGR(SEgWGv#k5H=3@+{Ed; z!e;kzhktNQlwhJxt^7YGnqu{D(GXzxD|_O!<%Z;K|{@SV?g$!wa$dLiwh;q%_* z1=+>48gB@$LYj{7ninWxvH1V2b<2*BuRNt>xQET@6K=Sakt-wjxoaWx`BO{`s2&Me zQ#Qe8!^;^mXQ1j(FZ*yeupMEEgH5P`&rmY*WploOm~^LE$PNA&;ZQ9@O%Z!rXa-|O z4~<-6Tz)KSQU{Jd%A_P=1Wt8*@%IY_k@`?;AnC+DGDLQ8cScF{Wmpxr(q@?21^Gp< zJ5$<)D=}wdY$D_Vh;dcdiGBFR{N%MKQ36=$M7AYr<;98}FXk|6HI8Lw1OCr7Yqb5F zyW@w;9;2(OWXI{>3dQWZE_*#E47U$GNlSl+a9^C{{_un;rrX1e&Ljzebm}kQc*Uk* z(^2a3SVvo0{!JCx<^Vm~;P7ubtngb8^_g4D?<9oLQ>MeUtySXh<>1Vf>x{$l^s-;5 zn=_9FoK^*tt2WUy5S6`(vDm4^SHMH`3ot4FIMv9WP6(u-SzGUT)M!mI&)1$Lu(ZY@ zE!-*C)dwv*_-MYaYwG4HEnHi`O>~4GN&Q@ukw&qMa_G0~AE>+Kkp`(+jv8WWuI~>t zQE3XXLx!f}yU5Q#XT_C2`ecr2W(5iT#|czC`J3PpefXk)@`)QRE=}Q1$FeEMo+4q= zmt5D2IPxpy*s|2`hv_+@lhD{M_fH864w~5HEq}&5=~mzhH5H|ly{9V=S%0i;9l8ra zSM(Laev!xN6aPa}MNhiSSx<^QGfpe-&UdtRZrNiJ6LTqvZG@7^)5*4HkQQ=J_s1)lOP?GuW2lJAQ%MX_VCmFNOGWk*%BL-j$)CEq4L z8#lCaE7e`1Kt#>#Q)0*J;?&3Ms@=AqczM#Tia!?N{}c6pkN9(UeV!Ey$|VrZnL^(Q zpIgO{Lw(Vj?1ocx+=@RicS_{=SDVAqRQ6k_Yy9LYYqSe3lm@z>eI!pF@A2u~xvi{I zWH9!HiK5EOIZ2+Sn}LwK7yVJOQCpri9>T?NtdZUMS-kcxp+;)UIU!Mh-r9Fe?6SBk z;f?YSuK^x>x_P9JBoFu+CEWW-NVLD0x_g}{GQvM83~AYkORn;WS4;t++nk-Kw%-nHGs(O=; z|Ih1=P<4SC-2)J>o<%}d!s{o$?c_7y{l~&T|IMZCxC(Edap~w5C8tK?BoBQ+r}!{? z@2a*Xb@xKm;b}T;ohhmMi+NaVjmNiZpUw6H90n2GqEii4Xmb8=0p0jpwoYxd*{>AC zli%E;T(O8>t5kSLbiChX@8rjp{du0ztMd_EPnz7Kg(Xoyk|bbUjI#UFd$4zJ;|(W9 zBEnn)J~!MhU&8FQ$zB;}8r99dqyBJpjsbgD2GU^`Z;{~6Ywt)?W zPF)DZ1L$6I+UG-SV&)>u2%HTb^TCEXHY%_m#9GB{?}d4JZNF%IQ}HVd z@^HN!ZMNS{w*Q`w(?o@2AllKAA> zFKXVuyF3o=H@3d75cLms_}9*w#=08}ODXCmKm%(IIX^chhd`F+15q zHs99vCcr@{pP8jjDDBhqM~SLc5IBGX4OuSPHA=_XYU zmp!us9;9hJu$=R0reFizUcTo$2Us9J-~1$7iTv-;1<1exjF6>1Ca1BDxCmZiH&Ja> z*!q%y9WB1;SQE3^qgdEtm~z~vngNAe@bK8L2;(ZH+f=WkFL2}kGg=E}Agi-{RF|+u zlUN%FL;lxS7W#;Z*}fttCH)OpgBDTp?|?AxqqSzUmXW=E4A`7a1FMZUbAV%riTI;C zJ4z$E2k4nXoSaVhn>H$qz$Ug3P<;`)K3xb24`*%Q3DcvcqXV=pPj0SeZ{UD6{7xIt zKBzmHadYW+n-PaV`c)gp{)k}g1%DJWyI@@eQZi&?AHA;lMU`J`@x!%cM&LgzWUQKl z`5Yny1|{*jy4WcL3tvuz*aRWSr;nIl=hleHCc}IwMdskk&eeBJg0{nM zf*uOgQp4CsIKT`<4oQd|iC!{k&Zd^|4;FH3%p6)X&gIaaV=Ku3p;Ohpr&L`NNo5~8 zx=6}y`S`R6?u*>QdrEIP>nM*tKSgURZl>n87;+mU)2B^Ln}X2pkQjYm1Tq_|p1Asp zfhmw0g8$FUrxkt!iG_=t`#)M)>#s&vqr>N;{q|=bA1tHXTfRdJKtDi!o;F(j7CPzf zu(3Dy*r^s>u0%->WI4#uyG>gx=AQ4WU;G~obw3i@-*55L(VQ>Aehf=Q*F-r1~jA`(ifCAwTYsGT1~8 zW2VTWZ|cYX%JqJ_0wc-jg6`J%eSgoZdPHf3H^SC`zK-etm zEuN_O3|)fQ-4K&Piebl6#P4XoPe)DpW&kG*p`7mXTIAVF_ZYhskxnrO*EDGReQQT^ z6!EjZh-1)2*KswkXT+U zH=nB83)yZ3^lh9C>7R=z`YiaNe={iLxCd`ZK3}0OT+D6M+%H%`@?<-YOmiTqFgHz2 zezAk*jTohs9R)>QoS2$khRB!Fk?ug9LhJBbvPpByA(EPkpM<{jAP6*Ntb{@>a{M~w zl>CbYSvc=I=osb(YOSh?e>M_Y@6}3%bE@^gb`|m77utQ)7p%GMqcuRIU zX(Ygq%r}>$h+TE{4ne1G2o^?Xf5W8PZpq#+qkg!oTls`LwPFn2l4kWZ8X>PH*30Ll zU_1O(LERdIEQxOF)1>v(T4kGs*n}r;qD7pG`4{RZx8^jXru%=kTWB0?>Rt7dfcU1%v1W{7phvJ>#69!_a9rWe-E06#33jR zZC28IU}Jq*bH|m~%B4@eZXH%gLP0?z{U8h+9zg2w9VKjqQZ|%0aR%(BD&0p_=!LleE;3wHqoV=lk_ ziHW8Q_>+0o-TwRpxA0Cgq*G0J-WKO&ay?%sawuRN*{2+?)nvv;-02OTKmIgFuM~?qAhtb`f&(@g^Dk4LZ#}rnKMe?}$Izygb%hnY3jjU^cp{ zH$3nkG994(j~6c00<$7LK_|Rk2fVTn2rJ)BdANsp&#lZn4VJEa(JPY_J0ZZ(`*;kn zr273)w7CW;R>iSMa?9lstKH%10M?3fv04Yp3;-#{JF}aa873E?CIAwANEBX_XlGLiy2CB!j8aIU{7B3e~q3%i06M*?T-Bm8-Xm+~2H%>BgiY3p~ zPt5Wy%zVXIZK{nF|z-r z#onoNQx&BKEfXV#-AC!dJoz&BEOd%@DwF0X8QFC{L*!u>CsoVaTjW;Im9=5Z|AMfu z5nzx)UqTR-8vsQSqLkLH8l>~h#jKZ_o4Oe)?HX_Oy7?4qaSbSGeF!{veF=j*h6EO5 z_h$}Jxf(7aP^a4naDWT}zC=~CvyV3$UN%5nwGuF1hnb<0kn^!tgxhQ*fP`)XE@<OHp?nzcE4{nV;@?XZDt6bZ1?L+6J`Psp z&e+7%!;>I3+EL9`gFG$v;mo0&e{%chUa`b4=mCGxH`)6B z#V#OzMQPL#uS_+a4Gess^gPv>K@nCJ*&+OH00qzduS{`VMC*$1&Tl{gDnM=YC|E)S zghW=dHdo+p-U-rFMHH5{xK3Pr>1N!?%s09=587ZyhCvL%0|U|OIA9NWzA;0VS-Ori zU(e%TWIs*e4GEY=JA6JgM*-l^y%N>$x97`s&@^&oe-_l>|07tR$$iT8H0XgvE!a9=y`DX6vVlR zsA0|M>}lhb*WwXVFDp@-?ol@R8cKB=wKke!J@m_e)N4{x$#AvUR#ECfFYYumWHU8l z3Z_1dkt&tve+Dc6ckh~j-v$l=S~`Z3h9yq%S`nP>0Tgmt$NVU_y91=*Q7%^i;RTq} z1X;zzX3r2#L@Bu6BM3ZJ#f=V|07sQSN(2r?758{09T3Ci<>#-hud9u=;6g3XtH~a! zN`nzFa4?1KoGHA`#*XA&Jc*@+aoqvh=B@8a*njzi)~+z9I<22$ia8AyY{tzxv<-`GZq?CI1ZbaCv#143YNS&>#_3d(EHD!_$sIM|Wq9 ziIt?xNC+@`2z{!(S0rS{U%Zi;bhNq^CZ^Vo88onYB}p?N`lBZD^ec0BR<$&iTC%Eg&9x#ka(;4-^dr$EbMS%&nS;aw;PR6hNMNQe64nDl4vgXi)TeR7hcO8m# zhK6-QP7XVUKng~qLTfioQejQ-5~5)!z@XFIm4ibv{$50yrC98MGUWN{dY(MQnP=Ab z)-%vt1osR57Nyw}u3t^rVE&@nP^^WA|CcF_(s>V%%CZseF#b(sY&Y$sx8mhB{Ge;h z>sl8%{&+gNs9A@Z=VRLlEQDg?a_7!}^4a_RCxj289&LP~OH;A7ygEP908GM0n?*o1 zJrXFn*q{Q-&QdHMj+~raxz%h7)*tr1O55$XSl)obs;nsDeH6_m;J0dbfj)RpUp6j= zv(mo!34n(A^!@5m(J}1mZ5Sg@3WbK_Wrv6%6`AfKZGxb2EV)@GE{iE4^q%K_r+E8F z#a-Q3ZHBaWq6B`h&$(n)#eMgOYUAafH+~(bIIFsgt;;DYv=Gvv2O@W}cU!J@MS}dI zp_|hR_!|4zk%fkw>0Nb3GVwZH=4X6S?Pv0pN>+ z?n}R%3ns}h{>pz znhCc$E1~t&dw&w<+(IIFpp;R$)+h+8R=J#_;ULXGxdAnJ{_o2r7gPw0Q736A5@X=J zwk)g!7mQk#n5}*T)XKK29!1IKe)^qCWWk7KWP7@CFZE&-Z8vGGX}KuHZ9syUSwK`s zsHy1ccnkTaSZRZA42g7;ob3A2UGD^+WMZ=GH)C1uZci_(jO)56Y9Iei6NpjN$8b}W zE+D4s+Mauu8_hZ5>;2^`dDF^EWom74qB+v%;YV|LKU6|)k+nb5GaU!b{SHi)4%c)j zL&e0K3>Z9m(wj^>T^!B5W0I0 zyQycC=e9i4mvTSvP}_0&FUH!Bu!BQ!Rjt1+@0s*&jvBwp90oIK{vP7?1p1l&zequ? zite%apApRaF4aT4k`>PYF2WmDHwlV#st*woCiwq+Xq!at(43@t{P<2+ zDI+@b8)gvTad$_U?i;tFuSR7uiGLN(Lw^%Y-_Go`(HY9GN%wqBWZfzb<&;vp=x|s{ z^nA^U1AiOaKnwj7aG5Bjd?^A{nc-^p)6aCMcp0U*lq=TI#0CGzeYlK@rka6z<9F)tPp4;+M?g#Kopx@37#NOvl_ZCw4Y_hhLy}WKz`A>!m z6oL_8@uSZStd@6$VXX|C%IYtHQykcO=0KZg_)VyTu_T8q|HrGldKP+`q^q>WU8iiO z{x)P(FvvqP)5~Nd%oAW=xO^ zc8$h_sf*$|OY`Ce;r}cNyhkcip%OGTCfN$p5m>yruY&*p!Cyik1kusak5{|^OJfUg z+rU$m1LYJu&uu`|Pn^25v7tWd84P{Uu$*KTR~`R3g*=uol~;*n?Cj^RspL@Ndqh&U zLXM~?-b}PW_(23(ISyYE)sq@ksczRmULxe3wbLp|FAom0B?G+d4+ODKAiCljda1X? z;v<|K%IYPJUo=v#w9%c8KXmQ~(}E<3lMe*86W5^^W@%%Db$()M`4n(W%an3IlPMr# zc{Gw=m*t)S8uAm|B4!k$#1NgmP#)cu5i)$eJKoF+foPDZooBr(6-qjt-t31O<^H{# z)ZlKTU0I!R&x;Xv7=_;-)!PiisN?JO8~C}=^fIMzUHm__!?RM!Ke<8`Aojyr0SyED zQ3Q&jexk-gy{oBq7TFLnOjs%NGOzht_+D6BehzIL8c}$MUC$xAJC4T89QlZo+K6w+(~IF1q=GhIg5bBs$>`gKy}s!JEpRjYZ9GPNP#PaCKblqD+UY z&K_~U%ED*d-(G67(O&phPweQA_$^n|Q-BDC`Sioxk{)QmNSMvV57wS~5)8%W_6GBC z)TWYSf3?2n=dVL5(Q5YpMf^1CP!SA8?uv`B00?MNs@vI8Ja8id_Qu!5OT-O;mDRSL zUk?xP!)oqpfwqB>zJAVvMuDP0p{VkGm$Uid@+%c36XsC8UfQhHg&JB-lO)^CMLvUg z31j((x3Cu~wIgne?Vv%}i$7HJyDrdsOG48~Jx5uEw1rxVB~(ZG%(*rVA!Fy8s@YlL zyb~IW58CEH-xcpv3Ab{&v@O55_Z2ibyH%tE)q|ahbdp92`_I@6t-hNP*k^K)H*a~V zR;(S8X^DOfxpA=Auu2}6RJKkS>`<;{xQ#z^h%G4@M7ViW>;UJ{MWek#Z#f|&BqB># zLTk(3(@jswOrUEzK?zQY&L@A-d5{0U>qeB4Tu6e|r^Z?#50)T&_9mk`lMHW+{<|6C zo&ho_z9ZLEKpx7(=f#7xELN>FY_C^Vms;%-y=Dh`r&`w6u)-2uYisMC3+7QVOTd__ zVutJluhWTs&rSu1a0ki<^+eN=l9TJ%+D5sHK&-4-H^xeh4wm6lfVJ_mxAd~NV*AbO zIC{Cy5Cbos`~nQBdA4EM;|~j`ijPCq#wq&9*+g(}89@Cj$`G4?g)zHcE2TU{VtOJa zbQkm+D}Ln{%ZR}}Qp#y)wFQ`Jj&U@^OvRhZX?SStaj?Hmyl8ZKShZ~Gy_Yr?y7^=` z>}oo`%;x+~=B*~W)ivtXweO2T;~KZX5HBrGhgcXoz0OCfv$r4LUUk2MA++5+^I8*q zO2k+(l6g1}&01%OXkUy^=;WWtl0=cKi5KLLtEo4vHc0rsdRAc%+Ez`A)!7h{hPf2A zmH#`1-Di@sv^_y~poiD=@f3F$5Q?T(SAv4PdT#2+4@|%`Z|~%kUVYF{htg-LUA^3@ zooy+)BErSdbla*%<6AieWqP-A>p3*deP4Q>Z@aEVgGGTQp8t;~^hEzDVDS_q32532 zwOXw8x~N3~hIK`559{C8t5qKv)cpYf-%koDj2MCje4HZA_k5fsVL@p|Rm^UeaNcHZ z!zMNO*D#` z#ojo*Z7%ogoH+`fUW2V4Y!PH^B5vkwDxir91_xc!iDB9t$$!!+y^+uj^{w`6uj6eY znZb${^6Qh9LRevA;DiyTjS4#6z4t=59zt7sXYD4~7a{o$7 zR%7V~Y~%chP4noD*UI@L-glngwKPLy?VSWma{m%Xw58pDpgZFN)IIW3(%})m0Ap@` z%10nLHuQ|f{_1FKWdkHBIR^%+%PDq8FXFMT;idPAdwez612K z0YE1hpMNPvVISetVplqudCPKB@;3Z2f#tiAjohKFK=->F$Abk?M@#RCP9&o_ zNSV*ulecWr48-B~ot>QW)lMPG&>OvcCMWl6XY$)bIbWj&I$ydTYqHGNrurlrJ`tod(VLkLprKreJRcNuCyvtRkVzaK8Ql}`aSF&U2$&T z&_tbQ|MgriN9gfxjaA*MXeZr`NSc&c>7rfj=2@r*=ZO4YQnZYBetro~Am*|yUCws| z8*Ob$1QW^ex0(#)sR~{c=nmz{p_HwKmy%FWUq1|5cx*b$Z8j<^aDu{96>4~p>b$e= zcAjVPUi>Ji`(Sdcg-2rVhYI>|U-xU?^yangkW1~A{)s*!%U;fYKC^Jp$R!Vybd#vD z5;&+WV5CD|&-k}{j%>F|K0MQvrjygQa?g4>;`6*rketsynYSD0^{qCFt zxFM&N^LO%N(|$n6zBuEylWOltiy?+|5J+tTr9q!l%R#D!O~)fr5|V^HPHi3`k+RC^ zhsaN%;FQ)oXti`}n ze`gS0&CS+SeaMDYWC$i@$x6Zu1th2?&Yx!4s(TlxZkg+ixO|)XW-3&C{IYdG^@Dyp zXIS^Q+`jW8M*;fnOG_3ZQ?{OE#ng8db+K74-@>lqS{8{buHTO33@~z(xvXcHM8#~i z7YVI=GZ_;enDGmpgv<9aCw$wlL`-ivTbVO$wAvrB=)L`D>)7jf@iOKwuh4~@)MpnX z5PK95tSV*Nqlh%i9e6Tt|KtP&EB$;p-xg3@L+Y2IrLIt=Qmtm?ixSmJS}0Vm)tX2H zIM|6g8$A?mgp2>rUJNhC0NlvxT1S#+yNP|v0GC&oo{wviQU3A%C&JKX_vD?UilvL% z{1+FsKfz_hU6sb~ROCcIYlh8o7p@=qazSJ51)FmQZuqyMQ0&4liqOQvhJxN_sj{AS zavz|`Pofh8&&*-UeqDiX*o_OMj7}m(OpO5_lO$LfgUY#*FSz~D5)A!JT2Tx|B`C9 zX*>XKiuCd0RNEHe;F~13hGxOkW>X=~QVk$He^v?FBJ^Vvj^jG@AQ3!q-6>ED-9kh? ze{0)GYP3iPD7Wo^w(=4wSilETY8Akmi!>W~0Oc~|8cah71BG*O&=I{hIl1WMZHYuR zPkI3~|EjplxtA<)b-CASI(}!Wm0gegyp;QmBk!V}nVYKX0R}0Oh{AQ^TXW+;(Yk%b z5n_k7S*vsG*b0YSrGP~(rnDOW9vR+BfdE>a3&yV*|$DY zXb0|l4h*IN>eaKk+oB0>+x14h&846Z;(ob6)enHFhUOBgv~}Q~p|#1dvA6kSeJ6AQ z9PI2VShG#MddWm9E3OjQuE;@lX!Sxs#>}`1;8oA%6_~Wj9ofuXf0x5RD<6yeCIlU% zCnIH6mp)Io8hcxw9XtLGa`zTgFpcvlR97O3V}f)UIgnO#V^g+jkY$?l!qKw2Xae3x zY}JEbtdt~JDc)04qc5SF!;~zzAQ7r0Pg9(kSvB<5u4kXnATcvL{Oy4GJJRjMBItNa z6~RJJmEvDsr*Tm+v7ds|mQKBAYoCNJ^cv9QA6q?W0NvsJ0Ny5@Nwi^gKyjX8KPY`+ z-AE12h>UOEG~fplQ3u;jt%9J{e8aYMPT)R=aW;{DH9-MX z$KBkqf8M6PxoTEy)`H=O>$`7AHTd>-kFS0&;1NlpNmOa&F&Oc>S`Q7&sr0ny>{S}I zIPDj*ADd1buMKNw^Pre(btWWLSuD|tMwVy%{XgJ>zN8}i{u zp2o!7>^Jv^8pkTUjYkH(uz1spu0!>(N6=Wq29p!oim!rESx7n6IDT_?i)|~Go=zWM z$Ehb=Du)$C18^Pqp1Yep-;%cA$f`<|{!yFCq(STfM1Ur}!OSI0^~QL6^Er9%Gx}ad z1M1{nfBL@Eo-6|cUISO;Ht%GK3>11c#eA}oMfZm}7#v3LvzNf{<-_t?Omumy9x%|E zv{p{r-^x2%?j*PRiONLG0S$PsL+g2AYm##FI`qO`vK9$PH7e)lG1RCIpyNFvg(GXu4Tw20D^(kCW+m zl<-M(Nj;EyIViUBU<5N_2ZoEX$1V!{A$0#kIU~x$hM%h93+hDx;Ub`8?iv1h;5Us}N53z3@)T z2>zI!=Ok*rXXm*@P>i^^$z!evpY}bj6Xy8S7>;4ny0gEOaNab)w#AE;%zDr2@o?aV zg_Rgoz(7d+$ouI$A^=eB9sI%1HTwgf3fN{H({XW*& zm1ZZ@d%s2PG><`WC2C*^{Ko~6Uo0t`&u=z4ct#m3T!vn)g%BJ@3rlaa5a%bY=Ga_l z7Br+5nelLrs>jF`WA!-SNTy^>{2YY!PA|>VNIR89JA`6E_{t~mV>fJMK+ncvo2R(l zrABLsEc^HMi`XM_yb2MH(-yCix5OI_O<|9jJA!E7N;hZ0g5kML*wKor!^jk^D0{bw zDT;ScLQ-bz^IFWK^WSONfx%7YuOfZ6-}m|`b;6#x6s0y2G4)MGTFOIJ1@=_JtiqRy ze0f&RnR|X!66G2nevC(mxeS>ID@mg!Q5jC z7*piSPqFRw+~JM&@$u0BCRx82^_EuiAhy)~xq6Lx&nGMho_yOTIf&9;v-VaXi8k(1 z$(Lz>#tQO=(2f|xv_##9Ot>lw*kf{}28@l&*dr_pyH(gDvSb2W7YaBcXKK_vdJla$ zIuezs7Qvv_Vx5O1`C2NAw+qy zBduS)jvv*BW_4?4N46^^W=%*9Fb<%!jIa_EyT*+)h^nsdQ=Y z>T6yJyA?Bsd}N<-esZ-_sh7rtf#=dxdf$BJ*-g^FeC9|T9QGYNJUm%`Q63&1Gb2dt z$**6(ic*DZ<_bOt` zs|Kx7pt&;DTa}JMG<^c$M;PMBZ`{z48%V8j4uh+7keFNxJh6~Eyr}gO{CGJ}oUiG&oM^Nh#8{HRQ*@-LL@0p} z*eH?~7n8Q_W3Igep35Q9?a|tn?XCBbFmrt_c#+k1(^GRBBeNTxG)p?TBz3bEFMV{3 z!M0kRDKa3GLhw90M+Wvzba2RwYlsOJBOxEN6c+K`EF+RbBB(-E^$~raB(^%PJdp&M zL1d=mjZzv+DoG+rGLcC$F$-ihKyKQ}C#B+rBc|Is_vI{&)28o!u7BOVHqZqH7WFoc zDbd!GMO-YHm=$$BePAvk<}FJ-4UpHls4_!2_)9QA;n~|&&5%^8wfl(}oGYmJox6Uv z)<&ykt2`I4QZ1d3N1`4`t9xXdM;Joc29Yrm0`#@jBpdnuL5ie5U&lE*wgf!pKbOMB zzCB1z4xU`DDYv}bq3zF8YWf=CQVO!4tc0SyKRT;PACvdv_q|&W=S`+33uPjIan9Te zV-OuJ*`KA(R{a>OI!P|g30101Hi?q}5zRbi&ECm^V3aAUlE@N4to}AyRzC{~(m`xH zV2O(4lyXricJCQ|mk_)C?+YV8x($TGe^Tw&T(P*%=%6x){_(WGcVkzPhUP~Tr>2xK zz~U+$kL}$c%18zHpAyry=Q*mgoUe&W@!8{n*!-=p>ur2%Injfr)g0`5KLXx(oXoPa zwN3HwB?ebG40#B)lyn9uLSx^tr#YAy8J*@+-BU{%$U(vbo)y42s3jOvW9WOINqoqA zp$4Mhz|>idDBCb%E-QD9aHHn2d~R~FNuJDyLtiO_NT##$?24n3cNIE%L57S=zpQ)P zGYOlO$Rv2_&+BuQvNva0Vy>A*m*%Vk!bG0Il^BaVYqWKoE~RJ98o#1kh;-C|R-~8k zq9099H^Jy(Yu9of%}8`w*P*Lkw(13I`mBNZnd(ZOd4IoBN#cAYA=sMIQ%vEj1WcCZaS+`EM={2;LjqmMk3U1(nl&H+A@? zqbJC>Zr43q6}(yWEG(U|b8JZqF(>Wm?l!*ueQsp{2fux6D_17ce>##&eks8>YI_u3 zFBnQO!(wMe=aOM+^i?Y8u%d1=r+PPIv3xsBI9Q3gm^xg>rav`tyv*^!I4XyNLMG^0 zaV}%UrdKmtN2^xqmz#Rd&|~WciAchZ<6J?mV0{NC&FjW;rY`$2BWrD!BuJe@5jR_e za?AdTQxz6c^Yg!Cya|s{w$Sg~$;rXS7O}TSH!BtS6C8%M!CVx&0PJEAB}|5@V!U9c z>qvfpR~!Jd@Mqj{&8UvamU(&glG#|!*cxqeR8}pU zM0PB|qoNojJ}jp(tZ^qzyuX`E0m{2#QikZ<5#wH(W}0R=l+2(Nf8yMd`evG*qs)=1 zFqngtw3QB{`Adk^W@{%tml6#qE_|`&YmmUvX894&8H9!+_&axw!{P za;~H|nZ9|k`la_+TPe-%H;dlQ&M`#G{;=h8?_W05=zE|jrtjkjq;v(eOc&eJ2vIQe z4-USfo9KpWe^Rxbkxc$j5719WTrP-SFI1Tk@GnNV0|BwVJunN5#*j>oOT?65Z`pwM z=x1E@&Hfoc03_W6G5D#SN_s#Nj7O1b`5{lHd@C{s#vvk*1{;$u9e7(iv=&|)%^=}e zwGM*;17U!=LhBcHPJaz_8TQO~ai}O22&9@fA2gDRET4L^854k1`1eQ`U8tcNfhA&> zlQ{Q9{vAT$4!mlz`qg3T<$sd{v;-)4es2S*JWq3;W}+&_QADcg4j3!71%JT-$?F-A zZ-TpnCRm!|7U1#!1%|rvrbV5y6)2qqM|# zy_ZgRdwq*Lq+#|!k}!akL6_QfpO_qqi*AsM1KWZ{M($_eDL=d_d!J9m2$R>(k#bEf zPE<(`F+bC(aPBuV%ZWE42%+gv@w8E|dm$ayI+rhBb2atX)Y=qc0Sq>X`T*pXbvm_n z(f)yk-xQx_0$3a(z&i$7R54@C+Ya?dqw2u_48{X-wqql&I3N;>@qS`zvP|cDjva8} z{NAx`n+);>s@zedzdjwp^et+o3Wd+))F7^&m5IOgAV1rdC8VP=N3N7~8S{*v|E=HA zgsMSIVig9;OlkJp0APcI;Ff3pyqXntB+Mr&3syhJHfWW_Tq2+Y` z60vjnE=YHK5)&YDMIT#50P58DJCI7mOefc}R?t9d6)2g3R41_oq#xr>hBtv9{)t7bVeQSZaRJ)K39RnFaa9`~ zEk=vgRVfV8r1$Ri*bF>~D+bSN` zX@jQKBYBZHa2}*bn27LLf;Y;7i{mnW1+GKgGW_~vC0$yMv2 zD$GKo$d#;WeQ8&5S!9PLxg3cyCt$l(x)C%MMeONDrL0-rD7ywoLhrh%R+As(< z9k0QxSJGa@FFD?6uC*xuo>bbe4N9-9d;=f)Hv`fH zNMqG+H*C}FQT_QY#B zz=t}DCiHo5bjZpIk-1EiyNSL{QXo|-x7nMai87Hl)wOw=iu@ZHaQ?*(qda2*efzBB zn}gIq5TpfO~Sh}0LZ;}7pY!cXHyd9J)qJ*nm24@C=OZas$=L*^u-`LwM30M{pD;Ar$9F1aK4srv^U=YFxiFZWf-hCR#_{t zwt35f({^C^3#B zWO1&0tV=M@UaDdqLVMoMIUb0}D|+lH$wmMIL$=w1hkYlsGadYrB6);F^s;iACYGF4 z&66iLAEz}A+G^p2DGGzAU!3BzTvLWL)wiFTWmYvkRw3b%SMiu#V&;R_DAg{7%_JI`0?qUlM(?c@v1EOaZ!__etDv__~i`Nahe3UtwQ}_ zw^@s!bwAt-d&uZ{de5@*C|wyQZ}b-*DkuuN&zN`3nV7~_@r4E>`n4Syx4BDK4<-dB z8=fh@kj?u?XNODoQgn5VrXx2CAKsmiTpnP(01m3T+Z9X&(bD^Z37rK$^6kq#Vy;e& zE>W70l1-CpC40RFln2BZVXBRMbS&0NTGPd93K?B}@rmWPCFVZQ3wI;EEq%L1I}rX! zF|+G@g@Yj2&Fo?^T!O4gOSai51r*8`VKOTUxmrq}mgz1^<)>X~vxhsCSqVpGjxjqy!`T|`s($i#W5+nKvN$gY*O-fkzN zS7HekSVA9;=OLBG>5hzykc8ZbpV={WF+jj%6m1&)_Bbh!P4mpA6XZNS14Bc@#7Vam zv8L;~o?9)3XdHS!cOsfKY3$w>7AHyLrDvdYk#)`q_Y~$xbeZoT3tQ)8SS0}Yy}@YC zuoDmZKV0q;3{X5z96nju42T({HKr!h^27=X3TBl@-Lr7+q!pfDKBG%}aY8$qeqULN z_DrO9F|li-`U4v22Wj6Uh?8^AP-n>|dSaHz?x$&cK6tjdTOn&WO8&{HpUbpg#%M7o z8~uYTQzm(nCPHv;(JdP%-@bb@)Wqs(cc)8`0Em4rApI+mqVJS^oC%W+X zdHXc2+C2ojwm5&@Vo9<{9711;!1V~n8G;X|u|z-tR%HV99h}qkgm8>8?PRg=za&YqakBWq0hgUllvynVbMy;d1X{9x3%N0j6E)2D`r)sAU{x02Z zo58+BcTq0#{EUY{nT`nftX{3$(s2@&AJL!LVn)sA3edp4&R(y3&lVC$I#g!o=KLpt z2s*o-mwAgCF$u-2NvN~*bEnJ9ho<~V7#@SX+1%^Ghh?Q(^c)Xz zR%BREOO_Vz6Z>oPx3M0C;=xh9Y-6Pc;#O$IB9Ewe{mVugV&|KzLz~dS`n{!(UvP~@ zyUavqe0{xQOm;B2T$q!b(_3wpw(gz%_qTCS?dHuGpKvd6;gI(*5iZymH1A&zLQ8^`G?#^!Iyzh1p zPAlv_eH=R~gx>P8jS?dp8}EKkkG`ht+w-RS81h-8=pf%}1(7RMSse*}W)IO}`-+mW z;Hm5k?(eB1r3*)$QYe$}|JQZdd^2*K!gIyq$xm7dS1`1EY3J#y3f2GkBAkg z@FbQ^!@6(1mF9Pt{+0jJK3rny6C*?}_doeLqe}xv%}M5bFB)fXe}`K|S0Da$USLh& z($Q1o&;P&vS;LBoxyZq}Qu{IqPcwYT7NtlKcBQ9JEIqoCq8aTlDDwXZqWm5a{>`6B z?4wA|6QzKNcwO({hmW?$pB1{-e#c*mY&g6jKVgz`lJ*=}`wD}6hv<&o~v%XRhN zgY%V2Gs9GMz3N{+>C}3*IS}GE%RLBg23fb&+4cDMrSyXT;*tM;5C7_C z+P&dhT;~N2eP|i{b}l;Yq;3;^Dl?xdIaor}XX$7;%2;c+S%!;Oy)%|=Ur-kEef_88 z{F7_NAIO=UOP~L8<9~mkzaC;BaZFJwwP_?tfrkVz%|flKRbfVg^Rv?UhG4CmH^~>d z+MCDJer!)2)Xz{Oh%=O7&T8w@6>x~tzcRUh_4_4L#GfC$@Lz1XROtU^-TuCwKh}`k zdL{s#{$Sp9XTPLQgP&G_ zP|`hhZE%K1Q>?eS*or&wj^!umA5~f0+`lwUnhD}7$Y-qOUph~b@0$VtY9RWBSo#)| zCPWkc8?@6nX@9I_1!MjG`S*S<%i#X;2cgvO9GQmSvcEZ$%>Pq|@}GZCR`g%L?f