From bdbdf031312694d04a18d96107073930cd9c95c5 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Mikkel=20Elle=20Lepper=C3=B8d?= Date: Thu, 19 Dec 2019 13:58:01 +0100 Subject: [PATCH] corrected lfp speed stats --- actions/lfp_speed/data/20_lfp_speed.html | 211 +++++++----------- actions/lfp_speed/data/20_lfp_speed.ipynb | 201 +++++++---------- .../data/figures/frequency_score_11.svg | 2 +- .../data/figures/frequency_score_30.svg | 2 +- .../data/figures/frequency_score_combined.png | Bin 16771 -> 16455 bytes .../data/figures/frequency_score_combined.svg | 4 +- .../data/figures/lfp_speed_freq_11.png | Bin 28285 -> 28473 bytes .../data/figures/lfp_speed_freq_11.svg | 4 +- .../data/figures/lfp_speed_freq_30.png | Bin 41026 -> 40504 bytes .../data/figures/lfp_speed_freq_30.svg | 4 +- .../data/figures/lfp_speed_freq_combined.png | Bin 33629 -> 30046 bytes .../data/figures/lfp_speed_freq_combined.svg | 4 +- .../data/figures/lfp_speed_power_11.png | Bin 26568 -> 26485 bytes .../data/figures/lfp_speed_power_11.svg | 4 +- .../data/figures/lfp_speed_power_30.png | Bin 26173 -> 26097 bytes .../data/figures/lfp_speed_power_30.svg | 4 +- .../data/figures/lfp_speed_power_combined.png | Bin 29486 -> 31178 bytes .../data/figures/lfp_speed_power_combined.svg | 4 +- actions/lfp_speed/data/figures/speed.png | Bin 19790 -> 18933 bytes actions/lfp_speed/data/figures/speed.svg | 4 +- .../power_freq_score_summary_combined.csv | 6 +- .../power_freq_score_summary_combined.tex | 6 +- .../statistics/power_freq_score_summary_i.csv | 6 +- .../statistics/power_freq_score_summary_i.tex | 6 +- .../power_freq_score_summary_ii.csv | 6 +- .../power_freq_score_summary_ii.tex | 6 +- 26 files changed, 200 insertions(+), 284 deletions(-) diff --git a/actions/lfp_speed/data/20_lfp_speed.html b/actions/lfp_speed/data/20_lfp_speed.html index 6bae89455..2120882dd 100644 --- a/actions/lfp_speed/data/20_lfp_speed.html +++ b/actions/lfp_speed/data/20_lfp_speed.html @@ -13115,7 +13115,7 @@ div#notebook {
-
In [3]:
+
In [1]:
%load_ext autoreload
@@ -13129,7 +13129,7 @@ div#notebook {
 
-
In [4]:
+
In [2]:
import os
@@ -13182,7 +13182,7 @@ div#notebook {
 
 
 
-
14:40:25 [I] klustakwik KlustaKwik2 version 0.2.6
+
12:54:11 [I] klustakwik KlustaKwik2 version 0.2.6
 /home/mikkel/.virtualenvs/expipe/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 192 from C header, got 216 from PyObject
   return f(*args, **kwds)
 /home/mikkel/.virtualenvs/expipe/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 192 from C header, got 216 from PyObject
@@ -13199,7 +13199,7 @@ div#notebook {
 
-
In [5]:
+
In [3]:
colors = ['#1b9e77','#d95f02','#7570b3','#e7298a', '#4393c3', '#d6604d']
@@ -13217,7 +13217,7 @@ div#notebook {
 
-
In [6]:
+
In [4]:
project_path = dp.project_path()
@@ -13236,7 +13236,7 @@ div#notebook {
 
-
In [8]:
+
In [5]:
data_action = actions['lfp_speed']
@@ -13260,7 +13260,7 @@ div#notebook {
 
-
In [9]:
+
In [6]:
results.head()
@@ -13276,7 +13276,7 @@ div#notebook {
 
 
-
Out[9]:
+
Out[6]:
@@ -13414,7 +13414,7 @@ div#notebook {
-
In [10]:
+
In [7]:
identify_neurons = actions['identify-neurons']
@@ -13428,7 +13428,7 @@ div#notebook {
 
-
In [11]:
+
In [8]:
results = results.merge(sessions, on='action')
@@ -13448,7 +13448,7 @@ div#notebook {
 
-
In [12]:
+
In [9]:
query_base_i = 'baseline and Hz11'
@@ -13457,7 +13457,6 @@ div#notebook {
 query_base_ii = 'baseline and Hz30'
 query_stim_30 = 'stimulated and Hz30'
 
-query_base_combined = 'baseline and Hz11 or Hz30'
 query_stim_combined = 'stimulated and Hz11 or Hz30'
 
@@ -13468,7 +13467,7 @@ div#notebook {
-
In [13]:
+
In [10]:
stuff = 'freq_score'
@@ -13488,7 +13487,7 @@ div#notebook {
 plt.savefig(output_path / "figures" / "frequency_score_30.svg", bbox_inches="tight", transparent=True)
 plt.savefig(output_path / "figures" / "frequency_score_30.png", bbox_inches="tight", transparent=True)
 
-base = results.query(query_base_combined)[stuff].to_numpy()
+base = results.query(query_base_i)[stuff].to_numpy()
 stim = results.query(query_stim_combined)[stuff].to_numpy()
 plt.figure(figsize=figsize_violin)
 violinplot(base, stim, colors=colors[4:])
@@ -13513,7 +13512,7 @@ div#notebook {
 
U-test: U value 37221.0 p value 1.9679601390031718e-50
 U-test: U value 16950.0 p value 1.642880876541107e-32
-U-test: U value 150719.0 p value 5.562570660595682e-21
+U-test: U value 72140.0 p value 2.0364061218728567e-30
 
@@ -13556,7 +13555,7 @@ U-test: U value 150719.0 p value 5.562570660595682e-21
-
@@ -13569,7 +13568,7 @@ U-test: U value 150719.0 p value 5.562570660595682e-21
-
In [14]:
+
In [11]:
def plot_speed(query_base, query_stim, stuff, colors, labels, filename=None, show_raw=False):
@@ -13612,7 +13611,7 @@ U-test: U value 150719.0 p value 5.562570660595682e-21
 
-
In [18]:
+
In [12]:
plot_speed(query_base_i, query_stim_11, 'mean_freq', 
@@ -13635,7 +13634,7 @@ U-test: U value 150719.0 p value 5.562570660595682e-21
 
 
 
-
-
In [19]:
+
In [13]:
plot_speed(query_base_ii, query_stim_30, 'mean_freq', 
@@ -13671,7 +13670,7 @@ U-test: U value 150719.0 p value 5.562570660595682e-21
 
 
 
-
-
In [20]:
+
In [14]:
plot_speed(
-    query_base_combined, query_stim_combined, 'mean_freq', 
+    query_base_i, query_stim_combined, 'mean_freq', 
     colors[4:], labels[4:], filename='lfp_speed_freq_combined')
 
@@ -13708,7 +13707,7 @@ U-test: U value 150719.0 p value 5.562570660595682e-21
-
@@ -13728,7 +13727,7 @@ U-test: U value 150719.0 p value 5.562570660595682e-21
-
In [21]:
+
In [15]:
plot_speed(
@@ -13752,7 +13751,7 @@ U-test: U value 150719.0 p value 5.562570660595682e-21
 
 
 
-
@@ -13765,7 +13764,7 @@ U-test: U value 150719.0 p value 5.562570660595682e-21
-
In [24]:
+
In [16]:
plot_speed(
@@ -13789,7 +13788,7 @@ U-test: U value 150719.0 p value 5.562570660595682e-21
 
 
 
-
@@ -13802,11 +13801,11 @@ U-test: U value 150719.0 p value 5.562570660595682e-21
-
In [25]:
+
In [17]:
plot_speed(
-    query_base_combined, query_stim_combined, 'mean_power', 
+    query_base_i, query_stim_combined, 'mean_power', 
     colors[4:], labels[4:], filename='lfp_speed_power_combined')
 
@@ -13826,7 +13825,7 @@ U-test: U value 150719.0 p value 5.562570660595682e-21
-
@@ -13846,7 +13845,7 @@ U-test: U value 150719.0 p value 5.562570660595682e-21
-
In [26]:
+
In [18]:
stuff = 'speed'
@@ -13854,7 +13853,7 @@ U-test: U value 150719.0 p value 5.562570660595682e-21
 max_speed = results['max_speed'].iloc[0]
 
 f = np.median
-base = np.array([f(a) for a in results.query(query_base_combined)[stuff]])
+base = np.array([f(a) for a in results.query(query_base_i)[stuff]])
 stim = np.array([f(a).mean() for a in results.query(query_stim_combined)[stuff]])
 plt.figure(figsize=figsize_violin)
 violinplot(stim, base)
@@ -13865,11 +13864,11 @@ U-test: U value 150719.0 p value 5.562570660595682e-21
 plt.figure(figsize=figsize_speed)
 binsize = 0.02
 bins = np.arange(min_speed, max_speed + binsize, binsize)
-base = np.array([np.histogram(a, bins)[0] for a in results.query(query_base_combined)[stuff]])
+base = np.array([np.histogram(a, bins)[0] for a in results.query(query_base_i)[stuff]])
 stim = np.array([np.histogram(a, bins)[0]  for a in results.query(query_stim_combined)[stuff]])
 
-plt.bar(bins[1:], stim.mean(axis=0), width=np.diff(bins)[0], label='control', alpha=.5, color=control_color);
-plt.bar(bins[1:], base.mean(axis=0), width=np.diff(bins)[0], label='base', alpha=.5, color=base_color);
+plt.bar(bins[1:], stim.mean(axis=0), width=np.diff(bins)[0], label='Stimulated', alpha=.5, color=colors[5]);
+plt.bar(bins[1:], base.mean(axis=0), width=np.diff(bins)[0], label='Baseline', alpha=.5, color=colors[6]);
 
 plt.legend(frameon=False)
 
@@ -13891,7 +13890,7 @@ U-test: U value 150719.0 p value 5.562570660595682e-21
 
 
 
-
U-test: U value 103872.0 p value 0.07377152599659564
+
U-test: U value 31872.0 p value 4.112172727188835e-10
 
@@ -13904,15 +13903,15 @@ U-test: U value 150719.0 p value 5.562570660595682e-21
 ---------------------------------------------------------------------------
-NameError                                 Traceback (most recent call last)
-<ipython-input-26-80d1c5c9dd12> in <module>
-     18 stim = np.array([np.histogram(a, bins)[0]  for a in results.query(query_stim_combined)[stuff]])
+IndexError                                Traceback (most recent call last)
+<ipython-input-18-ea7e4968e5a4> in <module>
      19 
----> 20 plt.bar(bins[1:], stim.mean(axis=0), width=np.diff(bins)[0], label='control', alpha=.5, color=control_color);
-     21 plt.bar(bins[1:], base.mean(axis=0), width=np.diff(bins)[0], label='base', alpha=.5, color=base_color);
+     20 plt.bar(bins[1:], stim.mean(axis=0), width=np.diff(bins)[0], label='Stimulated', alpha=.5, color=colors[5]);
+---> 21 plt.bar(bins[1:], base.mean(axis=0), width=np.diff(bins)[0], label='Baseline', alpha=.5, color=colors[6]);
      22 
+     23 plt.legend(frameon=False)
 
-NameError: name 'control_color' is not defined
+IndexError: list index out of range
@@ -13924,7 +13923,7 @@ U-test: U value 150719.0 p value 5.562570660595682e-21
- -
<Figure size 600x450 with 0 Axes>
+
+
@@ -13957,7 +13958,7 @@ U-test: U value 150719.0 p value 5.562570660595682e-21
-
In [35]:
+
In [19]:
columns = [
@@ -13994,27 +13995,27 @@ U-test: U value 150719.0 p value 5.562570660595682e-21
 
 summary_i = pd.DataFrame()
 
-summary_i['Baseline'] = results.query('not {}'.format(query_base_i))[columns].agg(summarize)
-summary_i['11 Hz'] = results.query('{}'.format(query_stim_11))[columns].agg(summarize)
+summary_i['Baseline I'] = results.query(query_base_i)[columns].agg(summarize)
+summary_i['11 Hz'] = results.query(query_stim_11)[columns].agg(summarize)
 
 summary_i['MWU'] = list(map(lambda x: MWU(x, query_base_i, query_stim_11), columns))
 summary_i['PRS'] = list(map(lambda x: PRS(x, query_base_i, query_stim_11), columns))
 
 summary_ii = pd.DataFrame()
 
-summary_ii['Baseline'] = results.query('not {}'.format(query_base_ii))[columns].agg(summarize)
-summary_ii['11 Hz'] = results.query('{}'.format(query_stim_30))[columns].agg(summarize)
+summary_ii['Baseline II'] = results.query(query_base_ii)[columns].agg(summarize)
+summary_ii['30 Hz'] = results.query(query_stim_30)[columns].agg(summarize)
 
 summary_ii['MWU'] = list(map(lambda x: MWU(x, query_base_ii, query_stim_30), columns))
 summary_ii['PRS'] = list(map(lambda x: PRS(x, query_base_ii, query_stim_30), columns))
 
 summary_combined = pd.DataFrame()
 
-summary_combined['Baseline'] = results.query('not {}'.format(query_base_combined))[columns].agg(summarize)
-summary_combined['11 Hz'] = results.query('{}'.format(query_stim_combined))[columns].agg(summarize)
+summary_combined['Baseline I'] = results.query('not {}'.format(query_base_i))[columns].agg(summarize)
+summary_combined['Combined'] = results.query('{}'.format(query_stim_combined))[columns].agg(summarize)
 
-summary_combined['MWU'] = list(map(lambda x: MWU(x, query_base_combined, query_stim_combined), columns))
-summary_combined['PRS'] = list(map(lambda x: PRS(x, query_base_combined, query_stim_combined), columns))
+summary_combined['MWU'] = list(map(lambda x: MWU(x, query_base_i, query_stim_combined), columns))
+summary_combined['PRS'] = list(map(lambda x: PRS(x, query_base_i, query_stim_combined), columns))
 
 summary_i.to_latex(output_path / "statistics" / "power_freq_score_summary_i.tex")
 summary_i.to_csv(output_path / "statistics" / "power_freq_score_summary_i.csv")
@@ -14033,7 +14034,7 @@ U-test: U value 150719.0 p value 5.562570660595682e-21
 
-
In [32]:
+
In [20]:
summary_i
@@ -14049,7 +14050,7 @@ U-test: U value 150719.0 p value 5.562570660595682e-21
 
 
-
Out[32]:
+
Out[20]:
@@ -14072,7 +14073,7 @@ U-test: U value 150719.0 p value 5.562570660595682e-21 - Baseline + Baseline I 11 Hz MWU PRS @@ -14106,7 +14107,7 @@ U-test: U value 150719.0 p value 5.562570660595682e-21
-
In [33]:
+
In [21]:
summary_ii
@@ -14122,7 +14123,7 @@ U-test: U value 150719.0 p value 5.562570660595682e-21
 
 
-
Out[33]:
+
Out[21]:
@@ -14145,8 +14146,8 @@ U-test: U value 150719.0 p value 5.562570660595682e-21 - Baseline - 11 Hz + Baseline II + 30 Hz MWU PRS @@ -14179,7 +14180,7 @@ U-test: U value 150719.0 p value 5.562570660595682e-21
-
In [34]:
+
In [22]:
summary_combined
@@ -14195,7 +14196,7 @@ U-test: U value 150719.0 p value 5.562570660595682e-21
 
 
-
Out[34]:
+
Out[22]:
@@ -14218,8 +14219,8 @@ U-test: U value 150719.0 p value 5.562570660595682e-21 - Baseline - 11 Hz + Baseline I + Combined MWU PRS @@ -14227,17 +14228,17 @@ U-test: U value 150719.0 p value 5.562570660595682e-21 power_score + -0.03 ± 0.01 (208) 0.03 ± 0.01 (480) - 0.03 ± 0.01 (480) - 144593.00, 0.000 - 0.05, 0.000 + 67804.00, 0.000 + 0.13, 0.000 freq_score + -0.01 ± 0.01 (208) 0.06 ± 0.01 (480) - 0.06 ± 0.01 (480) - 150719.00, 0.000 - 0.12, 0.000 + 72140.00, 0.000 + 0.17, 0.000 @@ -14259,43 +14260,20 @@ U-test: U value 150719.0 p value 5.562570660595682e-21
-
In [36]:
+
In [23]:
-
action = project.g_action("lfp_speed")
+
action = project.actions["lfp_speed"]
 
-
-
- - -
- -
- - -
-
----------------------------------------------------------------------------
-AttributeError                            Traceback (most recent call last)
-<ipython-input-36-351529841fbe> in <module>
-----> 1 action = project.get_action("lfp_speed")
-
-AttributeError: 'Project' object has no attribute 'get_action'
-
-
- -
-
-
-
In [47]:
+
In [24]:
outdata = {
@@ -14321,49 +14299,16 @@ U-test: U value 150719.0 p value 5.562570660595682e-21
 
-
In [48]:
+
In [25]:
-
pnnmec.registration.store_notebook(action, "20_power_spectrum_density.ipynb")
+
septum_mec.analysis.registration.store_notebook(action, "20_lfp_speed.ipynb")
 
-
-
-
-
In [49]:
-
-
-
action.modules["code_version"] = vc.create_code_version_module()
-action.modules["data_version"] = vc.create_data_version_module(project_path)
-
- -
-
-
- -
-
- - -
- -
- - -
-
WARNING: Code repo dirty. Please commit your changes.
-WARNING: Data repo dirty. Please commit your changes.
-
-
-
- -
-
-
diff --git a/actions/lfp_speed/data/20_lfp_speed.ipynb b/actions/lfp_speed/data/20_lfp_speed.ipynb index c5dd26716..edb743872 100644 --- a/actions/lfp_speed/data/20_lfp_speed.ipynb +++ b/actions/lfp_speed/data/20_lfp_speed.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -12,14 +12,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "14:40:25 [I] klustakwik KlustaKwik2 version 0.2.6\n", + "12:54:11 [I] klustakwik KlustaKwik2 version 0.2.6\n", "/home/mikkel/.virtualenvs/expipe/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 192 from C header, got 216 from PyObject\n", " return f(*args, **kwds)\n", "/home/mikkel/.virtualenvs/expipe/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 192 from C header, got 216 from PyObject\n", @@ -68,7 +68,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -82,7 +82,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -97,7 +97,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -117,7 +117,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -305,7 +305,7 @@ "4 [1.2545438245339104, 1.2553897239251606, 1.256... " ] }, - "execution_count": 9, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -316,7 +316,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -326,7 +326,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -342,7 +342,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -352,13 +352,12 @@ "query_base_ii = 'baseline and Hz30'\n", "query_stim_30 = 'stimulated and Hz30'\n", "\n", - "query_base_combined = 'baseline and Hz11 or Hz30'\n", "query_stim_combined = 'stimulated and Hz11 or Hz30'" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -367,7 +366,7 @@ "text": [ "U-test: U value 37221.0 p value 1.9679601390031718e-50\n", "U-test: U value 16950.0 p value 1.642880876541107e-32\n", - "U-test: U value 150719.0 p value 5.562570660595682e-21\n" + "U-test: U value 72140.0 p value 2.0364061218728567e-30\n" ] }, { @@ -396,7 +395,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -425,7 +424,7 @@ "plt.savefig(output_path / \"figures\" / \"frequency_score_30.svg\", bbox_inches=\"tight\", transparent=True)\n", "plt.savefig(output_path / \"figures\" / \"frequency_score_30.png\", bbox_inches=\"tight\", transparent=True)\n", "\n", - "base = results.query(query_base_combined)[stuff].to_numpy()\n", + "base = results.query(query_base_i)[stuff].to_numpy()\n", "stim = results.query(query_stim_combined)[stuff].to_numpy()\n", "plt.figure(figsize=figsize_violin)\n", "violinplot(base, stim, colors=colors[4:])\n", @@ -436,7 +435,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -475,12 +474,12 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -498,12 +497,12 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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nuP7667nssst4y1vewhe/+EU8b37bNX/zm98kk8nwkY98ZM77feQjHyGTyfDNb35zwa9JCLEytOMRlB20E+5zIs5uS/ITzmQyNwBvB54GXtfd3V2rX/9l4HHCwGP7HI9vIwwsSsAvdHd3d0+47S+Au4F7CbMl4jQrFou8853v5ODBg1x11VVcf/31HDp0iK9+9as88sgjfP3rX2f9+vWN+xcKBX73d3+XAwcOcOONN3Leeefxk5/8hL/9279l9+7dfOpTn1rBVyOEWGlBvt4/wzRQsrT1rLdUP+FfrF9+dSzIAOju7v5fYC9wQSaTWTvH428CmoAvTQwy6v4SsIFfWaKxigX6zGc+w8GDB7njjjt44IEHuOuuu/j85z/P3XffzeDg4LTA4bOf/Sz79+/nz//8z/nUpz7FnXfeyb//+79z44038sgjj/Doo4+u0CsRQqwG0nr83LJUgcZw/XLrxCszmUwUWAO4QH6Ox78EfAz49xlu8+uPTy96lOKU9PX1sWbNGt773vdOuv5Xf/VXAfj5z3/euK5WqzUyHL/zO7/TuN40Te666y4Avva1r52GUQshViudk46g55KlCie/AfxfwB9lMpnngG8BrYTTHWuBv+3u7rZne3B3d/fPgJ/NcvNbCIOM2W4Xy+yzn/3sjNcfPHgQgM7OzsZ1zz//PJVKhRtuuAHDmBzHbt68mU2bNrFr1y5838c0zSUf686dO3n3u989531uueUW/vqv/3rJn1sIMT+B7Np6TlmSn3J3d/dIJpO5GnhgwseYjxEWiS5YJpNpAf6h/uXnTn2EYinl83l27NjBX//1X2NZFn/0R3/UuO3IkSMAnHfeeTM+dvPmzfT19dHX18eWLVuWfGwbN27k9ttvn3a953k88MAD1Go1Xv3qVy/58woh5q/RrKspvtJDEafBUhWDxggLNq8mzDz8EGgHbgE+CvQD/+8Cj9lEuPrkZcDDwJeXYqxLQVddtOuv9DBOSkVMVGJpU5P/9m//xj333AOE0yH33XcfV111VeP2XC4HQGtr64yPb2pqAsKC0fl46aWX+PSnPz3n7RNt2rSJO+64Y9r9/vzP/5xarcY73/lOfvM3f3Nezy2EWHpa63qzLumhca5Yqp/y3xKuCLkf+GB3d7cGyGQydwM/Bv45k8m82N3dvWs+B6svZX0IuALYCfz22DFXWuGT36PyLz+DYFUMZ26GInnrFTR/9LolO2R7ezvvf//7GRoa4tFHH+XOO+/k+PHjvO997wPAcRwAotHojI8fu962Z51Jm2Tv3r3s3bt3UWP+8pe/zIMPPshVV13Fxz72sUUdSwixOLrqoqsOOP6kHhpBoBk4USQSMVjTmQJk/5OzxaKLQTOZjAG8j7DY866JAUF3d3cP4dSJqt9nPsd7BfAUYZDxPeCG7u7u4mLHuVQq/3qGBBkAgQ7Hu4Te/OY3c+edd3Lvvffy3//937S3t3Pfffexe/duAOLxMBXquu6Mjx8LRFKp1Lye75ZbbqG7u3vWj1tuuWXOxz/++OPcd999bN26lfvvvx/LkndQQqwkXc9mEDVRxngwUSrWKORrjGarlEvOCo5QLLWlWHWyFogDB7u7u2f67dhdvzzphHwmk7mOMAOyGfj/gLeupiADIPnOK8A4QyJtU4XjXSabNm1qZDKeeOIJAFpaWoDZp0aKxfDHmU4v/yKiF198kQ9/+MOk02n+8R//sTE2IcTKmXlpqyafr1GruVQqDsPDZYIgWLExzsVxfPL52snvKBqW4u3dKGGfi/MzmUx0hmDj5fXL43MdJJPJvI6wm2gC+L+7u7tXZY67+aPX0fQnrztnajQcx2msErn22mun3b5582aARofQbdu2AdDT0zPj8Xp6ekgmk2zYsGFR4zqZgYEBbrvtNmzb5jOf+UxjXEKIlTW+x8n4/03Vikut6uF7GmWEX2dHKqzpXF1dDXw/YNeOHkolm196/TZSqZmniMVkiw40uru77Uwm803gHYTNtf7PsdsymUxn/ToIMxQzymQyHcDXCYOMu7u7uz+x2HEtJ5WILHmR5WrlOA7vf//7SSaTPPnkk9NqL/bs2QPA+eefD8Cll15KKpXiqaeeIgiCSUtce3t76e/v5+qrr16Wpa1jKpUKf/iHf8jAwAB3330311xzzbI9lxBiYYJ8fdfWCSfpfL6GbXtEYyaRqEm55JDP1Ug3xYivol4bvUdzDA+XMQyFbXsSaMzTUk1YfxB4DXBXffrj+4SrTn4V6AD+n+7u7icAMpnMG4A3AM92d3f/Z/3xHwK6gBxgZTKZe2Z5nr/o7u5enfm0s1Q6neb666/n0Ucf5TOf+Qx/+qd/2rjthRde4IEHHiCZTHLzzTcDEIvFuPnmm3nwwQf5yle+wnve8x4AfN/nb/7mbwC49dZbl228QRBw5513smfPHm699Vbe9a53LdtzCSEWTueqaNvD6EgC4Lo+5ZKDbXs0N8cxTUUkYoRTKINlNm5uQamVn662bY+DB0cYGS7TuXZ1ZVpWu6XqozGQyWR+gXAp668B/wfhdMrPgU93d3dP7Pj5BuDjhMtdxwKNt9YvW+u3zeYTgAQap9nHPvYxXnjhBb7whS/w9NNP88pXvpJjx47xxBNPoJTi7//+7yc17fqTP/kTfvzjH/PJT36SHTt2sH37dp588kn27NnDW9/6Vq6//vplG+sXv/hFnnjiCdrb29m0aRP/+I//OONGbjMtgRVCLC+t9XhGIxZmKgr1bIZlGZhmGFAkkhEK+RrlikM+V6W1LbmSwwbgwP5hRrMVbGf1T5uvNktWgt/d3Z0HPlL/mOt+9wD3TLnu8qUah1h6XV1d/Md//Aef+9zneOKJJ3juuedobm7mTW96E7fddhsXXnjhpPu3t7fzta99jfvvv5/vf//7PPnkk2zatIkPf/jDvPvd717WdyeHDx8GwpqRe++9d9b7SaAhxOmniza65oKvIWYSBAHFQhhoJJPjUySGUiSSUSplh2y2SiodIxJZvunWkynka/T25MhmqxirILtyplFanyFLNRcpk8ns2b59+8UPPfTQSg9FCCHOSV7PKJV//Tne4SyRV6ynkK9y/FiBSsWluSU+qXOGBkpFG8syaO9IsX5DEwvtreH35yEIiN90EfHXX3BKY9Za8/RTfRzYP4TnBTiOz9q1aa659nza21c+03KanVKUJfvzCiGEOC3GO4JGGF/S6hGLWeEZbMIbXwUkk1HsmkepaFMqrkxvjYETJQYHihQLNh0d51xgsSQk0BBCCHFa6AmbqVUmLGmNRQ1anjvG2icOkDySbdzfNBWxRKTRW8P3T2+Jnu8H7N83xMhwheaWONYKTt+cySTQEEIIcVqEhaBhs67CxCWtJYf4QAkVaNL7hzFq4wXc8bhFEOhGb43T6eiRUbIjFWzHo7UtcVqf+2wigYYQQojTYqxZl28alEsOju0Ti1lYxfG9j5SGRG9u/GsglYpSrbrkc1Wq1Zm3N1hqtZrH4YNZhofLtHckMc6UjtCrkAQaQgghlp32A3ShhrY9irZXX9KqME2FVZ5cf5Hsy8GEaRLLMohGTapVl+HBEqdjEcOB/cNksxUMQ5FOS2OuxZBAQwghxLLThRqB46O1plgJG3TF6vudmFMCDcMNSBybvF9SPGHhugGViktutLqsY83nqvT15BjNVuhYk1oVDcPOZBJoCCGEWHbhihMXBxpNr8aKK6dmNACSPblJq1AMpUgmI1TKDqPZCo4zvRHfUtBa0713iGy2QjIVJR6XHZ8XSwINIYQQyy7IVdFVl7IXhEta4/UlrUGAWZled2GVHaJTij8jURPTVFQrLsND5WWZQjlxvMjgYIli0aa9QwpAl4IEGkIIIZZdkKtSy9ewNfUlrWPTJm6jC5RWYE/oVZE8OjrpGApIpKLYtkexYNPbk6Ncsgnbey1euJx1mJHhMq2tCSxLlrMuBQk0hBBCLLsgV6M6WqUGRGMmY2UPE6dN/GSU8tb2xtexkQpmyZ50HNNQJNNRymWHXLbKsf4C/X15arXFr0Y5cjhLdqSM6/i0tMYXfTwRkkBDCCHEsrMHS7hFGzvQxGLjdQ8TAw0vFcVtT+BOWOWRPJpjqmjEpKUljmkpioUa2ZGweHPgRBHXPbVNz6pVl8OHsowMV2hfI8tZl5IEGkIIIZaVdnzyx/IENQ8Vtxq7tML0QAOlqGxpa1yXOF5AzbBjqlKQSERobokDmkLeZnioTO/RUUYW0EU0CDTlskP33iFGs1UMU5FKyXLWpSTltEIIIZaVO1KiNFJBB5rohF1aYfLSVr+eyaitbyK9fxjT8VGBJtmXo7ytY8ZjG0YYGPjx+tLXnIdt+xQLNdpdn2QifD7P8ymXXSplh3LZoVwKLysVB9fxcRyf0WyV9RuaZDnrEpNAQwghxLIa2DeMV3bAMibvF6L19IwGgGFQ3dxK+uAIAImeHOWtbWDMnoQ3TYOmphiu61OtuNi2BzWXUsSk9PwJhisenuvjuD6uE36Mfa41RKIG7WsSjd4eYunId1QIIcSy0VozsH8Eyg7RZGTS+hCz6qKC8BrNhEADqGxqIXU4iwo0puMTP1GitqH5pM8XiZhYLSaO7VHNVXFqHseO5ek3FKZhEImaRCIG0ZhJKh0lEjWxLEOyGMtIAg0hhBDLZni4jD1YJGb7mC1xJrbZmjhtEsQtMMczFjpmUVvfRKI/7BCaPDpKbX0TzCMgUEAsZhFJRfE9n+bmONbWNkxTyhJXgnzXhRBCLJu+njzuSIUYGh2dfMqxShOmTWbYT6Ry3nhRaKRoE1lo63FV3yclZkmQsYLkOy+EEIsQFGoE2dO7fflqoAONPknvimrVZXCgSJCrEgWCyOQGWJPrM2LTHu81xbDbZ2/gJc4MMnUihBALoLUmGC7jHc7iH8riDxRBQeLXL8Pa2LLSwzsttNbU/uclvMNZjNYE5obm+kcLqjnWqHfo78tTyVbo1Boj0OgpgcakFSezLCmtbGklVg/kYkNlzIqDn5Tlp2cSCTSEEOIkdKDxjxfwD2XxDo/gj1TQo1WC0QpB0cZYk8L56VHMX3/FqiwqDEYr2Dt6iL56E+ba9KKP5/fncfcN4T5/HJWMYDTFUE1xjKZYI/BQXU2cODJKbaBEwlBgGTCxCdZsK06mcNak8JIRrErYqjzZk6N44dpFvwZx+kigIYQQM9Cuj9+bwzuUxTuaJRitNj6oOqjmOKo9SWRzK97eQbwjWfzDWaxZ+j2sFK01te8dwN07iM5VSfz2q1CL7Hrp7OrDP17A6EhhtCXQRRv/WAG/4kA8DDxqliKVr9FV84kZ06dNDMfH8Mabas1UowE0Gng1vzQIQLw/T+mCjmnZEbF6SaAhhBBTBLkqlW/tJhgohcFFrop2/fDdelcTqiWOmlBcaKxtwu/LY+84irm1fdEn8qXkHxzBO5zF2z+Miph4+4aILCIj4PXn8Q6PoIcrWK/oQkUtaE1gAtoP0CUHXbKp9uSIjZRZa5lE4iZ+YkqjrgmFoH7UnDNwqK5vJr1/GMMLMHxNoj9PZcKeKGJ1k0BDCCEm0LZH9aGX8PYOEoxUUG1JzC1tqHRs1gDC6GrC230MvzeP1z1I5KJ1p3nUM9N+gP3To/i9OVTUwu/N4TzVg7V9Dco6tbUA7q5e/OMFVEcyDDImUKaBaonjJiPkKy45U9EWs8APpk2NWPOozxi/s0F1UwupI2ExaLInF65Imenn4QXhCpVCjehwGW0q8pesP6XXKpaGBBpCCFGnA03t0X14+4cJRqpYl3Sh5pGiV5aB0dWM35fDeaoX62Wdp3wiX0ruCyfw+/LokoN1aRfenhN4/XncPSeIvnLDgo/n9+dxD42gRypYl3TNer9ioYbjeGEX0FR0Uu+MMVZ5fFdWLxWlBIyg2Iie8cRUOa+V5NFRlAaz5hEbLGGvTWEVHSL5GpFCDatQwyo5TA0/WvacoPCqhb9esTQk0BBCiDpnx1HcPSfwe0YxM2vnFWSMMdam8QZKizqRLyVtezhP9eD1jmJsbEFFTIwNLfi9edyn+4hctHZaRuJknF29BMeLqPYkKjbzY7XWFAs2tu0Tn6Od98QVJ5VUlIcxcJRijdbcQDCt90IQj1Bb10TiRBGA5ukbk70AACAASURBVBcHULsDlOakZis0FafHyofcQgixCrjdg9g7e/AODGNuacNY4MlJmQbGxnpW4+letDPT+/jTx3kmLNjE1xidKQCMNSnwArxjeZxnjy3oeP6xAu7hLMFIGXP97K3AK2UH2/YIAk0kOnugNnHq5Pl0HKe+WmdYKbqn5STqx56wq6vhzR5kBKbCaUtQXZem+LIOSi9bM9dLE8tMMhpCiHOeP1Ck9sQBvP1DGGtSGB2pUzqOsSZFcLyIf6yA8+wxYleet8QjnZ+gUMN5NqwZMbe0NZbcKkNhbmrB78vj/qyfyKVdGPPsSeHs6iE4VpgzmwFQyNewbY9YzJwlXADl+pj2+NbvB9KTm3U9j+I8NFN/Cl5LHLsjSWxkvEGaNhRuUwyvOY7bHMNtiYc1H0oRyVZQWs+rbblYPhJoCCHOaUHZofY/e/EODKMsE2MRTbeUOvUT+VJydhzFP5aHmIVqiU8eY1sCjhfwjxdwn+kn9rrzT3o8/1gB91CYzZirNsN1fCoVF8fxaZnyvBNNzGY4pkFpSuDiKcXT2uD1BFMfSv6y9cSPF8BQuM1xvHRs5qJQsWrI1IkQ4pylvYDaw3txDwyjyw7mBR2Lbril2hJgqMaJ/HTzB0u4Lw7gHytgbm6d9nrCYKg1zLo8f4ygUDvpMZ2newmOzyObUQizGRHLwJjj5D+xPiM7ln3Qmlfq8cCiTyl6Z3isjphUz2ujuqkVrzkuQcYZQAINIcQ5SWuN/f2wkVVwooD1sjWTemOcqlM5kS8VrTX2T47gHytgtCZmrTMxWuIQs/CPF3Cemul0Ps4/XsA9OEIwNHdthtaaYtHGtj2icxSBwuSMxkh92uRyNJegWafHCy92YTD3biriTCCBhhDinOQ+dyysYzicxdy2BhWPnPxB87SQE/lS8o+M4h0cJhguY55kCsjc1BIGES+ewB8pz3q/cKXJybMZ5ZKDY3toDZGTrNYxSpMzGuu0ZjsaBVxJgFEPNqpK8dyslR7iTCGBhhDinOMdHcX+4SG8fcMYG5rDwGCJzfdEvlS0H2A/eQS/L4/RmZ4zKAAw0jGMpniYednRM+N9/BPFeWUzYHzaZK4i0MZxJ2Q0cqkov0jQeEwzcAnjWY19KEZOcrzTpVS0OdZXoL8vv9JDOaNIoCGEWLX8gSJBfmmnHoLRCrVHusOW3E0xjCXYZGwmjRP58SLOzplP5EvJe3EAvzcXbvJ2kqBgjLmxhWCwhLtvKFwKO4XzVM94NmOO6RDH8ajWi0BjJwlwjvkBqer4hMjaVJSmKfe5BE1TPauhleIpjBnKQk8vx/H52dP9FIs2hw5mGRle/uDxbCGrToQ4B/l+QLFg4/sBWoNGh5daE9bjTfha1+sOLIVpGJiWgWkoTNOYdN1MxX9jj9djJ43G8Zn1MWO8I6NUv/0CRlOM5LuuWHBzqZlo26NaX2GifY01YenncjA3tuC9OIDbPUT08o0nzQqcKu14OE/14vXmwp1T59mVVCUiqLYkwbEC9k+Pkrjl0sb3Y2I2Y66VJkC9QZdHJGLO+TN1gQMVj8vrX/tKcV5i+s/VJJxCeYJwCiarFPu04kLm0Z1rGWiteWnPAI4TLslVSpGUJmDzJoGGEOcArTXlssPIcIWR4TLZbIVaLWyqRD3QGPs/fDwooHGpFBiGQik1/rmhMFR4qVQ9GDHUeOAS1I87aSCNp8FQikjUJDrxI2aFl35A5OG9qJcGiaxvwvpZP7HXbln098F+8gjegWGCbBXrknWT9i4J/ADb9rBtH8f2sG0PZShiMYtYLBxbLGYtKDBRiQiqfeYT+VJyftaP158HN8DoXFiGxtzYjPfCCbzDWfyjOaytYVMsZ1cvwYkCqi0xZzZjvBOoRzI5d53Lz1EkJ24Nn4zMGph0AefrgMMqDJqeq/fWSC7o1S2N48eKDA2OZzDO39ZGIrF0NT1nOwk0hDhLua5PdqTC8HCZkeEK5ZJNtepSqbhUK2Hq2jBVvZeRon7R+BrCzxVhcBAEGq01QTCWmdDhdfV7G0b9wWOBSuOf+v2njM9QCtNUYYbENMLPzTBbsu7FE7QeGSWer6IGS6hA09zVxJrz2uZ8xzwXf6iEu/s4fk8OdX47NdfHLoVdLB3bw3F9fC/A9wM8T+P7AUqBaRpYjTEaRGPmgoIPc0NzuMfI4Sx+Tw5rQnfLMUHZIRgo4g+UCIZK+EMlVCyCtbkVc0sr5oYW1CxdNoOSjfOzfvy+XLicdYHfHxW1MDrT+P15nB1HMLe0htMpB4YJBstYl8y9QVypvtIECPc2mcUAsF8ZXDUh0NCzbQ1fdwWafq1xlGr01rj2NE+iVCsu3S8NNb5OJiNs2Lg8mamzlQQaQpwFgkDXgwiHQt5mZLhMbrRKrRYGFpWKi+v4xBMWiWSE1tY4kai5JO+uw+BDN6ZJgGnBS3idmnAb+H54Mvd9TeAHjc/jR0eJHs1hDJYYXJMinasS7Bvm+L89y4u/uIWu9U2s39BMc3NsXuPXWlMq2uS/vQfvhRO4tkd5uDwtqPD9AKM+JWRZBtFoBK3D22zbw/fD12iZ4VSRNSFAisUjdHamiM5Qn6BiFmpN/UT+06OY69L4gyWCwTL+YDHcir5QQ1ccgrITbrNecSBi4r4Yx2iJo5rjWBtbMM9rxTqvLcwy1F+7s6MnrK+ImKjWxCn9DI31TXjPH8fryeHtGwo3lTtRrGcz5n7nPl4Eas1aBOoBO+slge2lyZupzSVOGGzsqB+5Vyl6NWye7wtbJK01e3afwPfD4MayDLo2NC3rdNvZSAINIU4z7Xh4R3P4h0bwB4oYrQnMjS2Ym1rC1QKzvCN1Xb+RjahWHCrV8PNKxcWueXiej+sGOI4X3q/qYpkGiWSE9vYE8cTsaerFUPXMxEJZlsKaUktgFm06Bookyzbu+ibSrQlIWsT7CxT3DtKXiDA40MShgyO0tMTZsKGZrg3Nk9LYQaAp5GvkRquM5qrkRqtwJEvzzh4SfXlGO9O4o9VpQYVphVNB04Xv0jXh7q5ePUCZGHzEoi627dHZmaKpOQZTTrnm+ia83cfxekcpfXEnuuKiy3YYWJQdqHqQiKBSUVRzPCzmdDyCfA3vwAg6CPD2DWG0JFAtccz2JObmVow1qXBVy7F8uGPsKZ4AlWXWd5/N4/z4CH6hRjBYOmk2w7HDIlDX9eecNnkeRbE+to6JUyfzqHPYhuaQ1gzWH/80Bl0EnI6Ji6OHR8nlxouRL7x4La7rz/EIMRMJNIQ4DYKKE/Y4ODSC15tD56oEo1WCgo1KWBjN4btWoymGuaEZY0MLtZY4OUORy9XI5arUah6eGwYTrus3AgvX9fHc8B1XJGIQiZokkxE61iRP2s9gVfEDWp8/RmyohLYMvJZ4eLpOxTCa43QGGiNb4UhrgtFslaG4xcCJIsnuIdasSdHcEiefq1HI16jVXKpVj1rNxS47nPdsP+ZACac5RqwpStIyZgkqZqcI9wqJRk3Ggg8IA5ty2aGQq+F7AbWqS0dnelJQpyImxvpmvL1DaD9ARUxUOopKxTDWpFHJyPRmYakoRlsyrJmphUFHMFJBH83ixSMYLw1gtMQJRqsYzXGMKfuFLJSxLo03UAyzLLnavLMZjuPPWQQ6Auwdm4oLNO0TAg1/HmMe663xP9ogUIqKUjyvFa9e5sLQQqHGwQPjC2vXdaXpWt9Eb09uWZ/3bCSBhhDzpMMqx3nPgQeFGt7hLN7BEfz+fHiiGK2ic1UwDYy2BObmVnTNxR+t4h7K4gUBTtSiahk4lokdMSgmo+QTEUbTMXQyihUxiERMrIhBKhUlEjGwIiamqc7olG563zCxgSJW0aa6uXXSRlhOe5JEX56WbIVNF66l1pkKT+4Fm6HBMsNDZaJRk1rNo1bzAE08HiGesNiY9ViDJm4oKuuaiCxxVscwFOmmGHbNo1i069kOn7VdaaITVsoYXU2olngYZCwgAFRKQSKCmYhAVxPaD9AlO8x2HBmFQGNduHbRr0OZBsaGZryeHNS8k2YzgiAIO4HWvFlXYPjADgx0/We5oeI0mnFpwmLQ+WgBLkbzQj1g6UZxPpr2eT164Xw/YM/zA42pwFjc4sKLF/89PldJoDEDHegFF1SJs5O2Pbyjo/iHsng9o2jHR5kKLDO8jJjhUkLTAMsIP7cMdNHGP1EkyNczF7kaKm6F0ySZTkhE8LyAUtGm6gXUTAO/JU5QcVAlB1VxsWyPZMQgkYzSmY4StCaoXNBBZXMHep7LF88U0aESqUPDxAZK2GvT016fjpp4TVGi2QpN3YO4r91Cc3Oc5uY4rutTKjlh+j4Vob0jSSRioJTCqLm09uWIDVdwOpLLti+GAuJxC9MyKJccPC/MNHWuTZNuCt+1K6VQS7DBmjINVEsCo+XU6jHmYnSm0baH6kyfNJsRdgL1QYEVmfn38QCK3ISA8RfL49MQfiIS/t3M06VojmpNUSm0Uuyob7p2avvszu3g/hHKEzIvl1y67szKDq4yEmhM4R0dpfbdbiKv6CJ61ZYz+h2iODVjmQj/SBavL8xE6NEqQa6Kdn2oL+1k0ocx+TovQBdtSEYw2pJENrU2OjW6rk9uqEyxXkTnugGe64MKaxas9iTWOoPAUJi2h1X1MEsOKl8jUnZI9BcoZjqxu5pOeftro+oSGylT60yjT9Jgabkp26P5hRPEB0t46Vi4xfcM3LYkid4c0aEysRNF7HpPikjEpK1t5pNuet8w0WwFbSi8k6xwWAoRy6C5OUa57JDP1/D9gJZqgjWdqTPi/xJlKKzzpq+KmcrzfEaz1TmLQDWwf8It23UwqT5jtp/zbEzgFwj4Xn3aalQp/lsbXILmIvSSncyyIxV6jo5Pj2ze0kp7x0osqj17SKAxhT9QxD9eIMhX0RWX2HXbJbtxltNaEwyX8Q5l8Q9nG90og9EKQb4Wzq+3JcKdPWMWBBrqyzvxw88Jwg9dv8RQmOe3T0qRu65PbrRKsVBrpPhNM5zzTyQi4VLTKWML4hGCeAS3NY5ZdogNl4nka1iFGnZXE8UL14Y7WM5HoIkNl0n05ogNljBrLk5bktyrNuCd4mqFRdOalhdOEBssodwAZ93UHpET7moZuC1xYiNl0vuHsdem53xHHMlVSfSOEs1WqK0/9aBsocamUmpVl0LBxqsXjq7rajor3hV7ns/x/gLFYhhIJVMzZz6yQH7C9/wi9KTN1OZTCDrVesKA5UC9t4avFM+jOKg1VxCwmalluAvjuj57XhhofJ1KRdn+so5FHFGABBoz0q6Pt3cU/ADt+sRvePm8O+2Jlae1xvnxEdx9g0B9kaVivCnExEsAx8fPVxsFmrpoNwrxIhtbZk0hz/c/tNkCjHQ6Om3VxayUwk/HqCSj4Qm0P0+kWCM6UqaypZ3S9g70LJ0zjZpHoj9Poi+Hla+FgUrRDlPehRqG7VG4pIvaprk34VoOiZ4c8f58GAxsaD7p1IbbmiDSM0p0pEyyN0dl6yyz9FrTtHeQaLaKn4oSLOGGafOhgEQigmWZlMsOXr1od+3aNMlUdFKvkjPJWJAxVgTa1BSbtaj2wITX16k1zYA1YTO1U80wXYmmQwc8h6JWf+6yUvwIk3Va82oCTp6TmVn3S0PYtbAniFJwyWXrMJdgR99znQQas1BRC29/2KYY2yN+04VL0gJZLK9w6++DOE/14B0codFNqkGNfz12qUE7frjyoyOFua1jUiZCa43r+Nj1nSnHeiiEfRTU1CdocF2fXLZCsWifeoAxlaFw25N4TTGiIxWSR0exig7x4wVKL1tDdVNreLLWmmi2EmYvThSJFG2sfA3D9fGaYlQ3taAtRWygRLJnFMP1KRdqFC9cu2x1DFOZRZumvYPEB4o4bQmC+UzhGAqnPUlspELq4AjVjS3oGbIE8eMFooMlrFK9sHSFRCLjUyljq1Imrc5QakLMW2+epsLg2IoYJBIR4okI8fjCOpIuhxmDjFl+Vzzg6IS/iwsIM3/mIqZOxihgO5rz0LygFXtRjWLTAaV4WBtsR/NK9IKWwJ44XuTE8eL4mLd30DzfbKGYk5w5Z6HSUYz2VvwDwzj1zEbi5otR0nZ21RrLZDi7esNdOTe1hEv+ZuhUOd5fm/A/9mS0MUXm+wF2OewYWauG/RE8L8DzwiWkSikMY/yjEXhMaOTk2B6FelvmJQkwpr7WiInd1RTWWgyXiRTCLEWiN4e9ron48QKRXDW8vmATRE28lniYrp5wcrC7moiMVkn05lCuj1W0yb9qw/xO+ovhB7RMWco6X15TjEiuRmS0QupwltLLOyfdrryA9L4hYsNl3Nb4ihfOTpxKyedrk4Lfxk9iQhAxluwY6/ERiRiYlkk8bq1Y4LGQIAOgB4VbH5+lNVvQGLaH4Y939TyVqZOJooTNvLajeUYbHKs/n1aK/SiOas3lsQgX1py5DwTUai57XxxsfN3aGmfL+aeaFxFTSaAxB6M5Di/vxN8/1JhGSbztkkWvVxfLw9nZg73zKF73EMbmVsw1k+vRZ/5vUeM4PnapnnWohjtQhh0jxz+01lhWuJIhGGu9HehwFsaYHHgYhkIHULM9rCUOMKYKEhGqm1qwCnYYXBRqJI4VsIo2hu3hpaNUNzTPXvCpwgxJELOInyhi2h5m1V32uo30vmHiA0XMkhNO2SzkpKkUTkeS6HCZ5JEslc2tBBPeACQPjxAdqaBcH7dr9pqP02lsKiUej9DYAWZCGwg94Z+xz8d+B2s1D7TGipj1wCO8jMct4okIieTYcZfHeJBhzyvIADg04a9tS71Qc2J9hh81Z8xEnYpm4I0E9Gt4BqPRGMxRip3pOM8loxjHigRDFWD8ez1xf5+xrrQApqm45BVdK55BOptIoHESRjqGunAdXvcQ2gvAC8JgY6WK55aRdv1GoePkG2a4s2lAfQnhauA83Yf9kyN4ewcxNjRPCzKm0lpTLjnkc1WqVXdSUDHWinrs3WQiYWGYxrRAZaxTZDDlw3XDPTKWM8CYRKkwW5GOEh2tYhVtvHQUr6tp3tMgfipKdWML8RMFkraHUXMpXLp+aes2Ak10pEx8oETiaJbYYAm7c/pS1nmNNxlBWwbRbIX0gWEKr1gPhKtpUoezRIfLy7qc9VTN1Jp9yj0an1mWQSxW32fG140GbVMDj2jUpLk5TkdnasnrCSYHGd68gowi4RTGmO31/0CWYtpkLhuBLgK6tWI34d4oADXDCIu2fW9ex8lc1Elinv09xPxIoDEPKhHBumgtXvcQ7p4T4AXE33bJSU9mZwrtBzg7e3B+3h8GGo0bpt1z/FNDoQwDoma4l0PEhJiFipmoqBnWs0RNjHQMc1NL2KhomYIS57lj1H54MAwy1jVhzrFywfcDCvlauD9DvW7Cdf1GzUU8YWHNs2vkWKfI5WjrfUpMA2cRv5M6alLd1BLWbfTmMLxg8XUbfkB0pEJ8oEhssIRVtjFLTj0Ymn0p60nVsxrx40USvTkqW9rwmuM0dQ+Fy1ktY1lOZitBQX3DOWvWwMNxwvb0HWuSM7ZAPxVTg4z0PIIMgIMTnrtZa8bWbCxFIejJmISNvc5H86xWHFILC7zG9tERS0sCjXlSMasRbDh7TqC9gMSvXIy5/sz+pQxKNrVH9uHtG8Q7OIJ25tnHXxH2jrAMMBWYRthC2VRh4yozbGKlYhZGcwyjvjeDtbk1DDyWKNXrvjhA7XsH8PYOYaxJzfrzcGyPfL5GsWjj1OsmgkATi1skU5EFt6M+axnGeN1GXw6jXrdRvGgtQcwiiJgnDzr8gNhwmdhAkdhgGatsY5UczLKN8jVeOorTmQobNi1CEI/gJyJER6uk9w1R3tZBvD9HZLQarmA5S3+mUwMPzw+olF0cp9poXramM7WopbSTggzbI90cw5xHkBEwedpkO7rx1WKXti5EArgKzRWjJYqGory9k8rWtnomacIy8kZteJjBTKYiqyZLezaRQGMBVMTEunAt3r4h3BcH0H5A7DWbYWLqd+Lv6MQCr4iJ0RLHaE+umoJSr2eU2qP78A5nCY4XMbe2je/+eLK/tbEeEn4QTikF4bSSrl+HH6DtcH8G/9AIJCIYLw6gWur7eXQ1hztRbm7FWNd0Sr1K3H1D1B7bh9c9iGpNYEx5J6K1plJxKeSqlCsuTs2jZnsYhiIet8LdSxf8rOeACXUbsRNFDNsLizbrzci0aRBETHSkfmkZBJZJEDExbY/oUAmr7DQCDLTGS8WwO9MEcWtJAwCnI2xNHj9RxCrZxEYqeOno8hezEk4FhEW3Ndy2BOVt7SsS3FimQVNzvQV6oYbjhLVG7e1JmlsXnkk81SAD4DhQHdulV4eZhTGTp05OT51bOtA0+QG5uEWxXZpurRQJNBZIWQZWphP/wAjengGC4wWmnZVn+ps0DVTcQsUjqFTYLdJoS2C0JzFaw0uVjp6WaFoHGmdXL86Oo40shnXx2oVlGUxV31fq5Cdr7YddMoNCjeDIKJ7jYzQPh5uItcQxmuOYm1sxNzSHG4qtOXkXRe/gCLXvduPuHUSlY5ibw1oCx/FwbB/H8SiXnPqyUrex8VM6HcW0ptdbiOnG6jZiQyUio1WUH4BS6HqwEQYd9a8NA20qVKDD4EKF71pr69LhSX+Zfq91xAyX+mYrKD/ALDtUlnE5q1F1iZ8oEq8vGR4Ty1bwkxFqK5ThVIQt0CMRk0rFIZcby27YrFmbJjZH4KV1vSC65mHbHpWKQ7noLDjIADjI+JuuTYTbvAMo18eckC1d7oyGWF0k0DgFyjQwX7aG4ESRYGzecdaNBOs3eBpdc9GOF9Y0xCOoRCQMPhJjn0cwWuJhrcPU6Yipn1sGqjWBtaV1Qf09grKD/fg+3JfCqRLVEsfavmZZu58qMxzrWAGttj2CQg1dqOH258Pb9w1hNMVQTTGMpjjm+qZ64NGC0ZmatLOld3SU8kMvUtt9As9U2IkITl++sVrE9wN8T+N6Pr4XEI1btLTEV08txRlER01qG+sFofUOqCrQKF+jgmDa19pQ1LqaCGLmaXt377QlSPbkMGoeblticoZxCRi2R2wgDC6iE7YMnyq9f5jaujQYK7ec1jTDpbSO7VMqhnuR1GyPttYEbR1JlALPCxr1SWPBxbRVVoFecJBRA/onfL2N8aWsE+szAssIfz/EOUMCjVOkDIV5CkVD2g/QNQ+qLrq+9bM+UQw3MjINiFvhpTGhe+XY3hr1z8NLMFLRMNjY3Iq1rQNzaxvGHJs2ef157Ee6cQ9nCfrzmOe1YaxAQauKWZidaehMo7VGlx10wSYYrhAcGQ2DqKbYeOCRjmGub8Jfk6ZvpIL/40NYh7P4SlFqT+IPlOrBRYBmvP9ANGoRTZtn61T96acUmAptgl4ds38h06DW1YRZ83AX0I9jLsoLiNUzF9FsZdYMmNsUwyrZKA1mzSPZm6eyZWX7LyggFjOJRAwqFZd8robr+hRLNmgmr7DyAjw/CJtpTSiIjlgL/7s5jCKoPyihNRsm3DatPkP+KM8pEmicZso0UKkoTEkd6iDsQKptb3zPjAl7aIRrKcf20wjfSXqDZfBH8A6MYDx7DKMljrmxBWtbO9b5HWF2hHpny2f6sZ88jHcoi665WBetWxW1IkopVDoG9d4kWmt0xQ2nWnI1gt4cylA4lsmo61PWYA2XsANNsSOF5fqYlkEsZmEmjRn3CxFnvyARmdRLYzGMqkv7rl7M2szLIb1khFpXE7X1zfipKE0vDZDszQOQOjQS9i1ZBXuaGEbYw8VxfSplF7vqEWhN4I8HFZGoScKaeZ+dhdBMXm1yPpqJeZ35Lm1VjgeGseJN1sTSkkBjlVCGgvoUynxpraHqEuSq+P15vIMjGAdHcHcfD7cjX9eEua2dYKCE+9IA3oFhVDoWBhmrtH+/Umo8EOtqwvd9RvoKVAdLuPkqMdvDSMVw1jfRukpfgzhzGTWXtqf7pgUZftwKg4uuJrym2KR35KVtHcSPFTB8jeEGJI+MUn7ZmtM99FlFIyaRFgPXDfvDmKax5AmFESZvoHbBlLlkqzxezzJrfYbnEz2aA8vA3tomWY+ziAQaZzClFCSjmMko5oaWsPYhV8UfKodbnKdjGC8OhLuT9ucxNrfOq9BytahWHIYGy5TLDlUUsXVNqESEAJAQQyw15Xi0PdOPVXUb11U2tVDb0BxOyczyd6NjFpWt7aQPjgCQOjpKdXNruMJmlVAq3CV4uUzMZoxtoDbRpB4aswQaXt4mUKAcH7NkEzTJPiNni9XzlyAWTcWsMIuxrgnt+vWtzqtoz8e8cO2c9RurSRBosiNlcqNVKhUX3w9IN52mLpvinKRcPwwyJqT4i5nOeddbVLa0kejNYTo+KtCkDo5QvGTdcg13VZm6gdr2qZXxfoAxIUPkz9Csy3F8dNkh3hynEmisbBUk0DhrSKBxllIRM+xceoZ1L63VXIYGSpTLDpWKSzRqkkrFJYu6RCqE23cfRuEC7UAnmrWEHRxP5T8EG8gBBRQO4BOefLwJn/uoSdcZQBJIoEnO8HkEwpokzbK3EVdeQOvP+ictVy1d0LGgok5tGZS3ddC8N9yYK9Gfp7K17azpTjqXqRuonTdt2sQZ3yjZUNMatXleQKXi0mkqrOY4hlLog8Pg+LCMWRhx+kigIVYFrTW50SrZkQqVioPrBqRSkUV1NxQhDZwA9mPQB40ttSFssHR8rDei1o3AI/wIOyyO8YE8kEORm3BZPcUoMBs+64y3JVyPX3mun40jFXov6MC6oINl+U3wA1p/3k80P75stby1LWy+tUDVTS0ke0axKi4KSO8fIv+qjUs42NVp4rTJ1voGahNNWnGSjEyagvJ9TankkExGSFUdWra2USvYOKkokf+fvfeMjWzN0/t+73tiZRZz6ny763a6YfLOzp2ZDbOz9syGWRuQDBgQZBg24A8GFjbWQRIkyzYMwzIMPT2aTwAAIABJREFUw5A+WIBsWYZtSLK80kpaaaXdnZ1NM7MT7tzY1ffezs1UZLHiqTrx9Yf3sEh2k2ySTXasByiciqcOi1XnPOf5P//nX/dQz8hQvCEeD0OiMcRTR78XsrbapdMJ6HYDLEtSLDkvbix4nGA3erptMkx0wmaarKlsQ+cMWHq6ZWLpKPfDwEfHQX+EGEy03AtKCNaANQTX0vvySlFCD8pqs52kHBdEovjFdxaYX9PTNk98ssbfnywwXnA4j+LIMiWThJGfLGCv9wZ3rZwo8e75CRpC4CEwIL3oA6gBDy0tYBZFRgo6r4wz8s4iAO5KF6/RI3wBBzCKICaz0KSdtVmZ3HRkPGgChQc6TrZMvk6UotPxcV2TQtYi1zExsjb5N+dYX24j7zWJJ/PP3GC8IQ6OIyMalUrFBP5T4C8AZ9Eq7Z8Af71arX5vn+s4Cfx14OeAMeA68Der1erfPqrtHOLZQb8Xsl736HYD+r2IIIzJZq1jNa09FSiF2fax1zx9afQQya4Jbw+/XApi18Q7MULv5Mgj3fhrwHUEtxHEOzw3pxTnUZRRrCKoIViFwbTLregIQWcf22gpxQhaAdk4KO90YDbTx2MEPfROQl8EHtBTip/7cJkzq93BugXw+es1/tFnTvKeUpxD8SqKw5zrKnSwVCNRzL2zhLPqDR57f7bEv7w4s8vnu/dnLpXiLRLmp/KERRerpRWS/PUa65898XQ7KBKFu9hCKEVvrvT426LUgKAVgL+QW+XPzoyxMF1kbAdOvJMRVCnodgJM0yCfd5gqu6i2jyw6zH75LI1v3yBaaiOafSi/eETtZcNRKhr/APhV4GPgbwHjwJ8DvlapVL5ZrVZ/Z68XVyqVU2hiMgH8P2i191vA/1qpVF6tVqv/yRFu666I7zdJGr1nImPiRUWvF9LYIBj9iMCPsGyDYnF/0yGfKJTC8EKsRg/TC0gMqZUGUw4UB7WhRlhysBOXvRBnrauJRd1Dhskj3mh3iERheiHFag1nzaN5ZQq1JQ02QZchlhDcRVDf6UCSBihdIGGGza6dWR3QQgI0FNQQ1IAVxI4lEZkqHCU0sRhBUUYTjIP95x4kWvp29ladwr3GQ88+vdbl1GqH2+N5riO4rhQngIskTOzyDjHQAtYRrKfLBlrp+cX3F5hY2aRQ1akCv3N5N5LxaCRC8B0l+aJQWBfGGf3BPQDsRh+n1sWfzB9qvY8L6UeU3lkcqDayH9F95fFab6313jYVaKwb8IvvLdL/uEZwuqzJzBYV7sGwLgV4nr4vX7CZni0gGn3IWsixHG7GIvvGLN7ddcy6hxoSjeceR0I0KpXK19Ak4wfAW9VqtZ/e/3eAf40mHq88YjX/EzALfKNarf7z9PV/Ffg94Ncrlcr/Va1Wf3gU27sb/O/dofWX/6U+uJwdxThVfm5aQZ8H7EownqV4cKVndVjrHvZ6D2u9t21Gw6OQmBIlxSNfkxiCsJwlytmIKEaGCTKMEeGW6zuoHs5ql7E/vc3ilRlujuVYQrAEAzPeQ89PFYDzKPY61Em0MXQURQVQKLop8egCeaCcqgjH1fvjLLUpfLQ6uB2UXJBicFD7SnWFvzeW0+UbIbgL3MVgXCkukmCzSSbWETRhkFQ5gFL83AdLXFpsDe66MZHnt1+bQ0kxKBWNpH+r4kFT68Mm12W0GqSE4I8VRKM5PjOew0lVmfxHq/jjuSdeArDWPErvLm77LmZvr+OdGEE9xtC53I21He93+xHutRq5G3W8U2V68yWUITG87WFd/V5IHCUUSi7T0wVs2yTyAkTGRo7pwWezXznDJ39yC1Y60AtheOL3XOOoFI3Pp8u/t0EyAKrV6u9XKpVrwKVKpTJZrVZXdnpxqmb8KvAnGyQjfX2vUqn8l2iy8R8C/8ERbe+OiD5Z1ZoeEN+oE/7pbayfOjUkG48FRa8XsV738DZKJEGE7ZjPBsFIFFarPzhLsxo9ZHR49WG31yoBYdElGMsSjOV0LsM+xq3LMEYGMZmP18imBy7Dj5n74T3unx3j3rkJPVX1AUyk5ZGTqEOZKAWaXOR3H+JzpLDWe5TeXRrcjjIWjTdnMfoRY9+9A8B4x+eb9xt8e25km+dkVQj+cD9/pVJ8ubrC61sUk9XRLCuvzfA1kVBSabfLgaCoA7+nJH5KgL6HwD4/zmdWuwj0Gb270KI/Xzrw2g8FpcjdrJP7eO0hlUnGitytdTqV3XSgvWE1ejj1TTXjdy5PM9vocWmhiUy/KkYQU/holdzNOv2pPCK9XwFd08D3I4pFh8nJPJm05V71Qj1cMiUaxeki9vlxgoUmYs1DPKnPbohjwVERjY3TkNNb76xUKja6hBKiDeu74avofdvv7vDYHwEB8LOPu5GPQuaXL+P93R8Qp3HC4dsLKKWwv3h6SDYOgX4/1F0k3YBeSjCcZ4FgJAp73cNdbOOsdPZFLKKcTVh09ACxaEN9SJdRsmPZIMpaA2IRlDMPxVL7QAftGfAR+IPr6W1D0jdMfBeCT2V58846b1VXMJXSvoUba8zXPf75a3N0XZNxYBrFfFrOeF5gdANG3r6PSEl+Ykkan5pD2SaRbdKbKZBZbANw9uMaxak890zJh0hWHvG73Cj1lFFcuV3nldv1wWNBySV5Y5YzxuN9F0eBr5Hwu0oOyk1/WMwyN1NkNlVO8p+s0p8pHNrYu1+IIKb03uI274mSgmA0O1BYsncbeKfLeqruAZG7sfn5LYxkeG9uhPfmy6izo5y7vU7mXnOgxMkoIXt/UzmKMha9fki+4DA6lqVQ3ByRoLwQkZZONjDx1hkW3lvCuLFGHOcRxgvm3XqJcFRE4x8A/xXwH1UqlZ8A/x8wAvz3wCTwN6rVqr/H6y+ky48ffKBarYaVSuUucKZSqdjVajV48DlHBZl3yP/Gz9D6y/8Clba7RT9ZBAX2Tw/Jxn6xtVW154X4KcF4qhNUlcJq9nGX2jhL7T1LGwqIig5BOUNYzhKMZFB7GVSVJh8iTJCRJh7xLrM3+sBdBHdSyf0gXRw/PjXK/XKGb/xkgXIqR881evzFP7lB4/IU8dTz1woogoiRH90feFiUFDTemNuWP9F5ZRx3uYNIFIYfk7uzzvzZMeZJWFPwIYJ7aYdIGU0qNpZF0s6Qukf5em2wzrDgaDJzRCFwJeAXUrLRSf+n/+z8JP/echsj3e7snQbemYO3ze4XZqPHyDuL2+LTo4xF8/UZoqzN+B/dHASKZW/V6VQmD7b+Vn9AVgC+e3YchCCjFOMZi/ark3TOjpK93SB7t/EQgfcdk2zeZmQkw2iqXAA6L0OAzFjILX6M8avTLM8WSRaaqHofMfF8ZQINsYkjIRrVanWtUql8Efjft1w28JeA/+4RqxhLl/VdHm+iS8NFNtWTY4EsONhfOk3whzdRLc2NoncWQSnsL50Zko1HIIpiVpY6dDq+dpVb8qkSDKPt46ZTOLdGS2+FkoKw5BKMZAjLGcKRzMEOQEKgNtpRdxDffTbJxRKHbxHNKEW+4PDRF05x6cNl8unZshkljP9kEW/eo12Z2P2sWSlkECP9CBnExBnr6QZKxQkjP17Y9n9pXpnWo963IMlYeCdHyN1aByB7s05vrkTimIwBX0Kh0hLPTp+s7IeM/GRxIOHHrsn6p+aOfPBZnk1loyUE7YzFj0+W+cwtvVvLpdu9J2k9DJQic7dBoVob/I0A/YkcrSvTg7/TOz1KISVbesrs6IFi0nM3N3fPywWHW2kY4NktA9SUbdI9P453pkzmbpPs7fUBqQ/GshQKLhNTebb+p5QXIlKSsXUGk5SS8udPsnqzjlxuo8azw/3vc4qjMoM6wF8Bvgj8CPgOWlH8FvBfAPeBv7vHKjb2drupHhv3P5FMWmGbWJ8/SfT2AklNM/jo3SUtuX/57PDLvgu6HZ+VlQ5eN8Dvx2RzT6dVVYQxmXtN3MUWVmdnAUwJ8Mdz9KcL+BN5OOJ4cx+4l7aY7kUuLKVwAQfSpdpyXd9209tZ0t2zKehenSYey1L4cBkZpx0b95pYjR69+RIyiDH8COlvEAtNLsQDloveTIH2xUmU+YT/T0pRendpW1BW+/w4/i4BTd0zo2TuN7VRNk4jvi9tRnzv+ouME0beXkCG+mCnpKDx+uxjmSH3QhZNNn5fSepC8P0z41y518CNEmSUkLtZ1/4IpRBhkv6P9GXrdRkmJI5J7Jgk7pala5LY5sDfI6KY4vvLuMubHTRKQOf8uE423fK9806UyN6qb8ak36rTfnV/qobR8XG2vMf3zmk1w1Dq4chxQJkG3plRvJMjiHtNlFJY58aZnik8tP9UvQCZtbeVTTYw9dOnqf+rjxCLLcJ2gFE8shSVIZ4gjurX9jfQ+Rn/M/Dr1WpVAVQqlb+C9lj8b5VK5YNqtfpnu7x+w1202+nVxrdrPy39RwJhGbi/fJn+b31AkrbBRe8v6zLKV4ZkYyuSJGFt1aPZ6NHtBCigUHIwnoKKYa17lN5d2nHEtwLCcob+TJH+VP7AZ7QR2iy0/aKjvDduh0AXwQo7dDykyKQxzSfT9M3Dfkobw75K7ywO4rOtToB1rfaIV27ZlsU2VqNP87VpotKTayPMX1/F3dJe6s2X8E7v7ixRlkHn7BjFqv7bMvebeKceEfGtFMVrK1itzfOX1sVJotLxnq+4wM+R8G0lqdkGf3ZmjLc+SpWEO+u4y22kHw88KQeFAhLHIHFMTSi3zhFxDJqvzT6kCgFgSLpnRjc/w3tNuqfLJO6jLbC5m/XB93Q1Z/PxZAFTKb5Msmc3k5KSRtGlUHSZnspj7KC2qV6ILLoDI+hWWHmHwmsztO43EXUPhkTjucRjE41KpSKBfx9d3viNDZIBUK1W71Qqlb8E/B/pc3YjGhua3Mguj5fQv6/WLo8fC4Rj4v7SJfr/9AOSlM1HHyzrMspXz70wZEMpRXx7nWS9p0+AUvc8g+sPLAESBUlC5Md0mn3CfoTlR3pegRR6J5pAkjEJiy5h0T16yXgrEkXuxhq5G/WHDtxh0RmQi/3sVDcQA8vAAoKFfaZr7gY3JRenHpNcPLSNOZv650+Qv75K7s7D+RM7QUmBMuTgLN/shYx+/y6dV8b1wf6Yv9eZO+vkbq8PbvvjOX1m/Yj37Z0YIXungdkLEUqHYTXf3D3iO3O/SWaLGdGbL9GfezLdCzbwsyR8R0l+fGqUN+6sU/AjhGJHEnwQCHTnkeFv9xn5o1maV6f3VGt68yVyt+oYfqpq3KzTvviI4W9egLPUHtz8/tlxssBXSR5pOg7CGMOQOK5JZpcWVeWFiKnCjooGwNRXztL+/h3M6zVCP8I4JjVqP4jjhDhKEFK8MPv/J4Gj+I9Nokn8B7sYNd9Nl6f2WMdG4vG5Bx+oVCoWcAKoVqvVw/cdHhIDsvFbH5Is6x9b9OGKVja+eg7xtNszHxPJWhf/2zcGf9th8PB5yM6IXZOwpElHVHQJi86R1MmlF1J6d3GbDK+EnqjZmysdyIfQZpNYLMOOyZr7hfMAuTi2fgMp6bw6STCWI3OvgUgUiW0OznpjxySx9fXEMVCGBMU2YiYUFD5axV7zaF2ZPpYR5yKIyd9YI7OFEIUFh+ZrM/vLmJCCzvktEd+1Ll7dIxzd4Uy40aPw4WY3fVBy910mOCqYwFdI+GMp+U5lkm+8s/DQc0Ip6DomHdfUS8ei65j4piTnR+T9iHw/JO9HFPoRmfBhE7MC7pwdwzk3+uiDnyHpntky/O1ek+7p0R2Ny5B2Qd1cZyo9fWxkLFamCnydZF+/+8DXreyFgrPjtqlEQT/SHo1dBkBmTo6QOTtKf6FJsuZhzD44hP7JYW3VI5uzKY9kKA7VlX3jKPYm6+iS9G5dIRsdJYt7rOMP0L+Xn0VHkG/FW+gThD86gm09FIS9RdlImX10bUUrGz/zynNJNlQUE/7gHuHbC1qdeAIw+hFGv7OtnhxlLaKiS1By8Q+oOAC4iy0KH65sc7hHGWvfpYAYWEGTi/v7VC0MpbDRX0orXdqoLdd18NUkx0gudkAwkSPYrzNfQPeVcYKx7LZSk1P3GPvT2zSvTBFMHFGaZaLNivlP1rb9n2LXpPHmwTo//Kk8QckdkMrC9Rr1z5/cpoZIP6L0k4VN86dt0Hx99qnMzDCAL5HwvekC/7d7ipFeSMfRpGKDUAh0bTgDqR9HR7g30rA0D+hvTEeNE3J+RKEfku9HuGHMvdEsqwWXcyrhs/vITenNF8ndrGOkCkvuZn2b32UDbeD7/Zg/t7CZTFA9M8bPS7WvvJE4VsRRgl0wKOxyUFa9EBwDkbcR2Z3XKoRg4qfPcOfDFay7DZKpPPKY24R3Qrcb0PNCTpwa4fLV6R3LQEPsjMcmGtVq1a9UKv8I+HeA/xr4zzYeq1QqE+l9AP/nHuu4V6lUfgf4eqVS+dVqtfqb6eszwH+bPu1vPu62Pg6EbeB+8xL9f/YhSer2j6o1oo9XEUUXWXIRpQxyxEWWMoiSq388RyivKaXZv+qHECvEaPZQJCe+18D/gxuDFt4NyNkiwjU15VNqQEDUBhFJFEmsCIOISCliBdKUCFPqnbgQOjxKioH50ewGWM3+QKZ/EKYXYnoh7lIbqjWCEZf+VAF/urBnn7+IEgrXVsgsbK+m9WaKqblxcyewMd+ihR5lvnXZZe8uEFMpptFR3dPpGPMXqZs/LGdZ+6lT2lCYeiZkGFP+8QLeyRHa58cPn/2gFPZql0K1hult7/jZCOQ6sHIiBJ3KBKPfvwuA1dJdRf2Z9Cw3UZR+sjgoKygBzdcP8T5HCAl8AcWdEZfuiJvOhNEm30yaaLrzJ7x5AhCrdCaMBC9j4mVMukB1S1T8J0LSSH0Te6oNUtI9O0rxw82R9t0z21WNGvAHSH7qVg0j3QzPNTk5W9g3efZTNSOXszF3MRurnu44McZye+4rS2/O4UwXCBdaBM0+9g4q1nEijhNWa10mJnOcPTvGyDAW/UA4ql/frwOfAX6jUqn8LPBtdNfJr6BbV//HarX6uwCVSuWr6ICutzcIRYr/GPhT4B9WKpW/D9xDp4WeB/6HarX69hFt66GhycZFTTY2DnCxQq33iNd7aHFnCwyJKKUkxEmd4oYAKRGGSG9LTRaM9GAdJ6heiOpHm8t+qJm/H20fEeGYmKfLGGfHME6UEI/oHFC9kOCPbxFd324WFAUH+8tnMU/tXXHt90JWFlt02j5xnJDLORj7CTtSCulHWM0+ZsvXSZyt/o7zP+xGH7vRR1Vr2rg5VdBKxxbSYTZ7lN5Z2tYWmZiS9sVJ+jNFOsDtNIq6nRKK3SK6d0JRKWZRzKUljxeJWOwEZRk0X58huN+kcK02CFzK3mlg1T2ar81sm7q5Hxhtn8J1PZtlKxJTH+S8kyMgD0dgwpEM/cn8gBjlP1qlP5UHKSlcr2E3NpMr25WJnY2RTxgCOPUYKasGUEgvW3cCV1F8R0lW0+/3mhD8tpJ8eY8ZMAC9uZJWNfpa1cjfWKN1eRqAO8CfIHGCmNe2pKhGp8v7blNXCoIgolBwKRZ3N98qL0Ds0nGyFcI2GPn0CVZurWOs91Dl7BOdU7e26pHJWExM5Dl3fuzRLxhiG44qR2O5Uql8Ft3K+mto0uADPwb+l2q1+g+3PP2rwF9Ft7v+5pZ1XK9UKl8A/hvg62gV8TraRPp3jmI7jwLCMnC/cRH/258Qf/SISI84QdU94rq39/MOCz/Sqkq1BqbEODGCcXYU89SoViZSKKWIqjWCP7kFW41oAszXZrE/dwLxCK9EzwtYWmzTbvsopXatue4IIUhcC9+18DdCpZRC9iJNOpp9nJXONuIgADuNBVfXVghGs/jTeV3n/2RtW5tmUHJpXp1hIWtRRXIvfc/9wtiiWsw+YibICwsh6M2PEIxkKL27tK2LZey7dwhGs0Q5izhrE2Vt4pylyd8Dn7MIIvIfr+mEyC33K7QRsXNu7EhaSzvnx3FqnYG5MnunQWKbZLf4P3ozBXondvOXvxjIAD9Pwg+U4GOhiVtfCP61knyWnVtPAZCC7tkxih8sA+AutFg+M8q1rMMHaHXy07fqmCnpjG1DD0vbJ8IwRkqJ45hkdimJgDaCysn8jh0nD2Lsp0+x9p1PkCsdul6A84QyYIYlk8fHkemJ1Wq1Cfzn6WWv5/014K/t8thH6ImvzzSEZeB+7QLqq+dImn1Us6eXjf7gtvJ2Doc6EmycVWz1VkQJ8c068c06gRTI2SLm2VHkeJ7ge3dI7m9PgJcTOeyvnsPYRx2+2/VZTkkGQD7vPP7ZhBAkWQs/a+FPF+hcGMfcEq611Zkv0N4B5wHCpoD22VHeOTtOVUqaj9goR+mkyCLbl3merJfiWUacd6h/7gSFj1YHB22RKJzVLs4DvFpJQZTV5CPOWSghyN7ZIRFyNEunMkFUODrzXJyz6c2PkL2rtzF3o75tCF1YcGhdmnq649mfEAzg8yhGVcIPECRCX76HoK4SPr2Lb6M3WyRzs46VdvF0bqzzwdVZANwg5vW7mwqtd7p8oBKa7+s04EJx9xMSpZQunWR3N4JuhTmRp/jqJI27utVV5ewj697aDcOSydHg6RUuXwAIy8AYz8EOPxIVxCTNHqrZJ2n1IUp0mSXRSxKlFY90qW8rkAKRsbQikS71bQuRMRGuBbYBYUx8u0F0s058ex22eiASRXKvSXBvh/EypsT+/EnMqzP78nd02j7LS206bR8hBbn8Mf24hSAqunSKLp3z45jNPu5yR5MO/+F2wNA1+eGVGX4wmiPYYUdWUIoTKZEopZM4hx7xfcKQtF+dxB/LUnpveVd/jUiUzu3YJRQtylq0KxME47ljOeB3zo3iLraQaRjWBhJL0nhj9tjnijxrOI+ihOIPlRyYRz9KfRtvkbBxiPSBOwhuS8n42TG+/r4eZndpocn3z47TyNl87vYadqw/08SS9Ob3rwzFsSKKEvJ7mEABvU9M1CAVdD8Y/9IZmm/fx7lRxw8ibPt4D2HDksnRYEg0jgnCNrRacFTO/Qdhm5jnxzHPj6PihPhek/hmnehmXY9V3gHGqTL2l88i93lm2Wr2WVnp0Gn7GIYg+wTOIABNOkYydEYydC6Mb84oWW5j+DF3pgv81sVp/B12MrNKUSFhhqPLqnhZEUzkWX0ri133MLoBhhdgeqG+vsesmMSUdM+N4Z0YOdZOD2WbdM+Mbhstr4DmazO7tmu+6JgE/o00v2MtJRu11LdxGcUCgkU2DdArsyN8/sYaI70QCbz1SY37Fyf51J0tasbJ8sE6g/wIx97bBAob0eMmciTzyNLtBpwLE+ROlvHuteg1+qjJ/LH9zoclk6PDkGi8ABCGxDxVxkyJRLLcJrqxRnyzjmr5iKyF/dYZjLNj+/ZVNNZ7rNY6tNs+lmWQyVpP58AtBOFIhtpIhu9WpmgniuCBnZepFOdQXEgVjCGODsqU+JMPk2URJRhegOGFmCkJkX5EVHTpnh493nC2LfBO6vLJRqmtc36c4BHGwhcdGzHo31eCG6lvoycEP9jhF6yk4EfnxvnZ93T6wCuLLeYlA4UoMaU27u4TCgiCmELBHkxn3fW5XoDI2BgH+H8JUzL2hZN0qzXsWpemZWCYEtOUemnII5mrtLVkcubs6LBk8pgYEo0XDEIKjJkixkwR9cXTqE6AyFrbhhXtDUV9rcfaWpdOy8d2DNzMUyIZ6JyL9xG8jyCRYpuZoqAUFRRn2V9f/xBHB2VKojR4ba+xzMcOQ9J4c47cjTXCkqvnewyBgW6pHVUJP0Q81MLtKh0kdxrF2HSe6IaF6YUI2J6memLkQKF6YRAjpcB2TLJ7mEAhbW3N2cjxg7Wq5t6Yo/D7nxDUPZx+SOCY9ITADyO6cYIQAjMlHzJKDjUKYWvJ5JXz4wd+/RDbMSQaLzCEEIgDGfAUq7Uu6/Ue7baP65q4TzF/YA34Ux42ec6k5ZFZhuWRISAqODqQa4htEEAFxQiK7ypJCMyn5GJbmJwUdM+NUXp3advrlRR4pw7WtaNNoAaFgvtI9VR5IXIi98jW1gchRzJMfvUcftElWOkQ1rpEzT6BbeA7Br5rESmIogTfj0nihPqaR9AJyOasR26Xt6VkcmlYMjkSDInGEIB2gGuS4dHpBGQyJs5TmikQAe8guPbAmVhWKT6fEowhhhhif5gCfplkT1Leny6Qu1HH7G4ae70TJdQBzJZxkppA887eJlB0CKDqh8iMta/W1gfhfPUc1uVpok/WiD5ZI651UI0e0VqXqNEnckwC1yTMWUSJou2aLNd7rK52KRT09lk7KDVxnFDbUjIpD0smR4Ih0RgCUNRWOjTWe5pkZC2cpzDeHfQQs+8hH4oCv6AS3hiWSJ5bKAVROpAqihLiOEFKgWFIDEMvpSGQL0E76tPAIz9VIeicGxvMkVFC4J0aPdB7BL7uAsnm7B0P4tvQDxGmRGTtA6quG5srMCbzGJN57C+cJKl7xDfqRJ+sEi93SNZ7JOseiRSoiRzu2VGMmRLtVp9Wy+f+3SaOq9tvc7nNBOe1tWHJ5DgwJBovPbSSsUEyslkL+ymQjBD4MYKPxHaZspCqGI+YL/n8QSlkP8L0AhLTIHZNbaB8QgfaJD373DjQHyUUkKQtjlEU64mXscKQ2rBnWQaua5IkijhWhGFCvx+RJEofQIwNApKSkHQeyBDHC38qj3eihFPr0nll/ECx7Qrw/Zh83t7XsDGdn6ETQR93TIMQAmMshzGWw/7sCZJGTysdN9aIF1qoMGbu3BinP3eS2kqHe3eb1Gq6m66x3met5pEvOliWpNcNOXFyWDI5agyJxksNRX3NY73+9EhGBCwAP0TibdnhCKW4iOJqOmDqhUGiMDs+VrOPSBRR3sHohdjrHihIXJPYtYgzJoltHml7qAKiMMH3I8IwxjQlcaSVBcs2sG3jUDtXBcRRQhimxCJKYIshz3ZMTGOTYDji/4YKAAAgAElEQVSuiW0bxHFCEMT64seEUUwSq5SYJIRhTL+foBQ4ronjGEPF4zghBO2LU7QvHvylGyZQx9GKxqOgW1utAxtB9wM5ksH+9Dz2p+dJ2j7xUhvzVBkhBVPTBaamC3hewP17LRbuN2k1tcqx1vSYmspz5tywZHLUeKH24UMcDI31HmurHu22TyZjPhGS4aMHNtUQrCCoA8kDB48RpfgCCc9cPI5KkycPcbATYYzV8jFbfRLb0JHeBYf+dAHpx9iNHrIf6gm3vRCz7SOjWI94dy1i1yTOWIciHkmiCIIYPw0+c9KOAMcxCUN9QA+CiHZLh7LZtoGVko6d3m1ALKKEKIyJUrJimgaOY2LkNMFwHHNALBzH3DNTQW+nJh7hgHxE+Omy349o9ULsdJ1H0cL42FA6ZE9GsU66fUqepmcBAxPoHkmgW6F6IXIse6DW1sNAFpwdc4OyWZvzF8Y598oYtVqH+3eb1GravzEsmRw9Xt5fxkuOZqPHaq076C45LuOnB6wgqKXLBux6oJZKcQXFpX2Muj5WKIUIE2QQIYM4vUTIMEEJHRQVOwaJbZKkyx0JQFoesZp9DC8kztv054qEpQzeyTK9udJm3kSiMFt97EYPK53xInvBgHjY6x6ipuhP5fcVRvWgemFZBtmsjeMY5AsOxaKL7ZgkcYLnBXQ6AZ4XEqYH+k47QAiwLGNAQHcjFrmcVisyGQs3Y+K4Whk7qCQupcR1Ja67+fcppeh2AhqNHj0vpN+PaDb72LaB42ql5FiRKEQYI8IEEUbpMkamS4DYkEiVEE0VDjx87kVAss0Eund2xgaUFyJOHM4IepSQUjA1VWBqqkAQxIOy3RBHiyHR2A1hglLqSMe8Pytot/rUVnQYl+MYx9LCehd4G0lrH5/fxij210l44iOwlMLohUg/3iQWYYwSYkAi4qxFOJIhsQ1EovTz/BijH+oSSBijLKmJh22QOCYiTvRjsSIsufgTOYKJPN6pMv5E/mFiInUaajSSgdPpdnWDTeKx1sVe7eIutQmLLuFoZkfCtpt6kcnq2nku72xTA6QhyRdc8gWXJEnwuiHdjq9JR6iVhU5Hk44HiYWbschkTNzMRsntiL0e/Yjooxpu1mbubJleL6K53qPbDfD9iE7LxzAlbsbCfAwfh0J3QcSJIkn9JIkfka91MYKI2BDEhiQ2DRJTkpgSlbP10jRILInV6lO834TTY+C86PN+t8P3I2zbIJu1Hm0CBVQUo6IY4T59orEVT8Ob9rJgSDQegDFZQI5liWpdkntN5HzphSIb3Y7PyrI2Qm0cLI4aVdIUwl0+N0fpPv4JFJMoyjz5oWYiSjDTcfXKkLo04VqERZfENlC2SZS3ifJOerGJCo5+XdvHausyiNnxtxMVP8ZKx5QH5QxR0aU/W8I7NUJU2N/Znt5AQZx36OUdevMjiCihcG2ZxF3XUez3Q/ypPLEhB96IKEpIErWrevEoSCnJFxzyBYckUfS8gG4nwPMCEILMMROLrVBhTHS9hhzPktS6qFZAtuSSzdr4viYc7baP70d0O0HqD9hDRRGbiw2z6oZJNYkTFGBI3fliAiONHnE5QziaBccgztokWVsP8irYiLyLLDiIvI1hGsT/4hr995ewbteJzoxhWC/HWfE2E2jpAGqGa+no8WOeVTLEs4Hhf/kBmKfLuD93nr4QRNUVVKIwTo68EGSj2w1YWtJTWA1THnmsuEJ3jnz4QOdIVmlCMQlMpjHhT+vTlKkKYXQD4pxNf7pIWHIJy9kBmYjyzp5+iDjv4M9s3hZ+pIlHuz8gISTQmyvSmz9YFsFuUKakdWUGr5Qh+5MF7JUO1ser9IouSdHFsoyBD8LdaNt7QL04CKQU5PJ6HQxGjT+Z/5qKEqJqDVnOYM6ViC2DeKGJSOv/jmMyOV2gPJal2ejRavkEfkSwMX9FgdptPLrSf8ZGa61tC6QhMaTAtAxsU+Leb2LMlbCuTJP91hWs0SyGqaOtd9sP1OeK3Ptbf4z4cIXkXoNkvrSvs/vnHWEYIwX7NoECmxNbnyE1Y4jjxZBo7AD79VmEKelLQXhthfjWOsbp8nNNNnpeoKewto5nQFoMfBfBrS0kI6sUXyHhYN34xwClMDuBLmVEMWHRJThVJhjL4Z0s058uPFZ3h3JMAsfUU0ofe1PVoOa97RLqckgcK/KXpjiRtSnWPSbWusgowZwr4uad1Ch51GfTT+57r+KE6KMaImdhVSZwv17B+8fv6zbFlo/YctZsWQbjE3nKo1lazT79fjQw7G6jGWrj9uCKJhW2MfCgWKlsHn+8BuUM1uVpMr92VU9n3gdG50s4f/Fz3Pvb38W6tkKj1iUqZ55qfP+TQODH2I5JvrA/EyikikbWQo4OicbLgiHR2AXW5Wk9ZlpAeK1GfKOOcXb0uSQb/X7I0mKbdquPkEdPMkLgO0iWtnw2ZaX4KglPc1eyrTxiGlq5KLr0Z4p4J0e0H+IpIgxjup2AMDVYblyUUpiGxDQNTEt3cGQyFiMjGRzXojTiMvozr1C608D5cInk1jpqqYNxzjkGkvHkoBJFfGMNYUqsyiTuL13CmMhjX50hWW4T399UNbbCMCTlxzxoKaWIb6+johjr0hSZb1zcN8nYQO78OKd+7SqL/++7jF5bYdU26caK3D5ir59HJIkiDGNyOZviPk2gkHacjGYOHD0+xPOLIdHYA9arkynZSJWNT9b0BNRnobVunwj8iKWFFu22Hn2VO2KS4QHfRrK+ZUc6rRRvkbA/IfUYkCjsNQ+z3d8sj4y49OZH6J0YeeptiP1eSLPZx/NC8jkbyzbIZOwBqTANiW1r/4yTzpvJuBa5gk25nNlsE704SXxliv6/uk50s05cXUHNFJHThefuwKaUIr5VR8Vq80A/oafGWp+aI3h3kXixhWr1EaWjJ4jJQgvV9vV7/+KrGHOlQ63H+dxJppfarMcJ3Fpn1TFotXzyefuF62bYMIFmstZAEXoUlFKpomFjHEOGxhDPJoZE4xGwzo8jzEuQejbij1cxXhl/LshGEidayWj7JImiUHAeP3hSKd3+mSiaCn7PtOhu+SzOBBFf6vYxEv0cBCSWMejIOMoAqp0g+yHOSofENumdLOOP5+gdQXnkcaGUotsNaDb6RGFCqeQyMZFnYjLPSNnFda10iJ1uEd3vQcmYK5H982/Q//1PCAsO0SdrJHUP4aQttzI15Qqhv7MSfVsKMKQ25JlP9wColCK+20D1Qn2g/ze3H+hlzsZ+bUPVaCGKjx7YdRDEKx2SWgfz0hTuz53HPHf4BBchBc7XLlCqe5j9CNHqU8/ZtFs+2Zz9wnQ2BGGM34/JFw6mZuBHCEMgM9axEMYhnk0MicY+YJ4ZJfPLl+j9U0F0bYXoeg3z/PgBRq8/Hayudul2A6IoSYN09niyUkg/QsQKESfpRT28TBJQsJix+J3pEv6Wg/fVTp/PdPqDA5xKHzO8EKvRQ4QJypQoe5N4JLZBYh0BAVEKa72H1ewTjOXwJ3O0rswciW/icZAkinbLp9nsIYWgNJKhWHKZnS1y6nSZ/CHmPDwI4Vq4v1jBPDlC/zs3SGpdiBNQSlsWErV5iRRKpdeDmOheE+PMKHKfHQPHgWSxjWr0MS9O4n7tAubph1091ptzBO8uaVWj2UccUdkrqXsk95uYr07i/PQZrCvTj71OmbNxvl4h6fjIdxYRUtAsOHQ6AXGc4DgmQorn1rvh+xG9XkSuoDtNcvn9a5db/RnPw8naEEeDIdHYJ8yTZTK/cnlgEI2u1zAvTDyzZKPT9mk2+/R6Ifm8vXN0c5xgeiFGN8DwQpQpUKaBMgTKkCgpSGxrcF0ZEmUI7hqSPxaSeMuu8g3X4JXREVqm3Hy9KRGxwuz6mO0A6YdbArBizI6PDGKIEpRlEOVsoqKDOqBbXwQx7koHJaA3X6J3skzr4tRmGNZjQClFGMR0uwHdbqjzLUw9h8NMl4YpMA05uF9KQRTFNJs+7WYfxzWZmMhTLLmcODnCiZMjRx6QJoTAujyNMT9CfK+BihJNJuJEX48TTTKSzetxrUN0q058Y41kNIsxX3ri3+d4pUOy0sa8OIX7M+d0uXIHyJyNfXWaZKlFvNBClB5f1UjafeJbdczzE9ifmcf+3InHWt9WmHMlnC+eQfUjytdWMCfzSCnodgP6/T6gO182ul82rm9cnkUiooB+L8L3IwoFh5FyhvGJg80qUb00enzYcfJSYUg0DgBzrkTmVy7DBtmopsrGY7SxqfTMUgURyo8g1HHGGFJL2kZ63ZDaL2JotWCvH3cUxazWOnidAMcxMLdI4yKIMb0Aoxsg/YjEtYhyNsFYljhn67wAy9BhVdZ25SG2DG6velz7pL65PiG48toU49MFnfq5B4QfYXZ8zE6wbSn9CJm2iGbuNUlck7DoEmetveO+lcJs+dh1j3Akgz+Ro31pmv5scb8f/y6rVQR+TKercySSRBv6RkczSCmJ480JpL4fEXeTwWTSOFF6SJnSfpjZuRIj5QynTpeZmS1u+18cB2TJRZb2d1augpjgT2/j5+8R36oTvb+McXYU+YTSLTfVhAmcL57GfmNuz+cfpaqhvID44zWMM6NYr83gfOXckftarE/PES80UR2f4lIH5+QI680+YZiQJDrzZOOih8vFg9tA2k6rf2MCdPlL6PLMxn0bQ+iO+3ulgF4a4lYsOoyO5Rgdy3DQjiTlhciyi3zKSuMQTxZDonFAGDNFMt+6Ar/5HmG1Rvjj+5oIWAaYEmFJMI3NpSkhJSIqiDSp8FNSEcSoIAZTIGwT4ZgI29DkI05QsULF6RlorNKz1AQQYAiEmb6nKcHceF/BWr1H0AkwEkXGdZG9cEAuRKx00mXJJc7aRCUXfyKPP5knLLm7HtiDIObD95eprXQH95mm5PU3Z/bt+FeOSeiYhFvd5mnJxlrvkbnXxKl1MNuaPIiaIiw6WuV4YE6GiBKcWgcRJvRni/RnizSvzOwrnnvHbVOKfl+HP3W7AaCJwsRkjmzWZnw8x+RUHtc18f0Ivx/R9yMCX7edblziSIdACQHjE3lOnS4zPpF7NmZzPABhGzhfOYtxpoz/ex9rdeN6DTVZQM4Wj1XaTpqpmnBhAvszJ7C/cPKRr9FejWmS5ZbuQDmkqqH8iOj6KsZ8CevSNO4vXDiWv1UIgfu1C5pQtX3ctS7zZ7X/I9oS5z4IXAsTwnQoXZKo1A6l0gvbl4kiSW/3egmmKcnmrGMZOqeUzuBJEkWx6DIxmaN4SH+F8gLEbHGoaLxkGBKNQ8CYyJP51lXEb18jafRQYSr/byyjBMIY1QvTuF1dL9dkwkDkbF2jdIxNgpEO/xF5R5OMlJAM1I4gBj/S9fUNArLxXlGMCvXt7nqfYM1DdgPKtoHRDVBSEGct/Ik8cUarF/5knmAiR5x9dH21vubx/rvLg1hr0NM03/z0LPnHPfsVgsS18Gcs/JkiRjcgc69B5n4Ts6WnnGbuNIkzJlHJJc5YGF6IU+sQ5R382RKdygTeqfKBhp1tTA4N07hurxsipCCXs5maLpDLWoxP5JmazjM+kXvkQDBIyyxhQuBHCCEOVLt+mjBPljH+/Bv437lBUFgiulkn+XAZ8+wY4oiTY5VSqPUe8a06xrkxrNdnD6QmWG/OEbyzpHM1DqFqDBJHJ3OYlQky33j1sRTJR0FkLNyvV0jaPuF7SyQrHYypApZl7BropZQaKGZJkpKKHS4bsemeF+B1Q1pNn1xufzHg+0WSzpoBKBYd/ds45G9epfs1kbGOfZjaEM8WhkTjkDDGc2T/3U/pg38vRHkhqp9e76e3N673QlSsNJEoptHFRQdZcBEFB5HdX5+9UkrPYAlT0tGP9PrT9+3WPe6+vcC6a5G3JIkhkWEMAvyxnCYX47l9eyCSRPHJx2vcvrm+7f7R0QyXr07jHMOMlDhn06lM0nllHHe5Q+ZeA7vWxWr3sVc9bUZF4E8V6E8VaF6dId7FUKmUIo5SQpHO7dhYqgQsS6bj0U1mZl1yOYeJyRyTUwXGxrMHbkcUQk8+fR47C4Rr4f5CBePMGP63Pya6vU704TJytoScyh9JWUH1QqI76+BHGOfGsK9M437tYGqCzNrYr2/J1TiAqqH6kSYZJRfrwgSZX7qMcI8+gv9BGDNFnC+d0X//tRWEZSDKmV23WwixJxF5EL4fUVvu0O36dLshlhWT3ec+ZS8kiaKTpgjnCw7TM0Uyj0E8dfS4qfd/xzD6YIhnF0Oi8RgQQoBr6Z1V+Qm9n20gbAMeiPuN44Rr373Dzeki0VgOOVOg9xg7Gq8b8N47S7Ra/pb3h1fOj3Py9BOIZDfkoCRidHwyd5tkFpqY7T6JbdI9N0bnlXHtW0mhlB4o1vNCPC8cKDBbEyCzORvbMjDTaaP5vE0ubzM2lmN0LPtMljieJKzz4xizRfzf+5jw2jLRjTpJo4d5unzog7KKE+L7LVStg5wpYLw6if2peezPzB+qtdZ6Y5bwnUWtajT6iPKjVY2k4xN/tIqcLqQk49KO48OPC9Ybs9pbEsTE9xpwv4mcLiDHco9dtnEck7kTJeprHqaph8610nZa65DejThWg6GL+YLDzExxX/Ny9sLQCPryYkg0XhB88tEaK8sdup2AuROHHwSnlGLhfovr12rE8WaQczZnceW16YP1zB8R4rxD5+IknQvjOLUOsWsNUj3jOKHX08Si54WgIJO1KBYd3Ew+HTBm6bkdOZt83iabs8nl7GM30D2vkDkb95sXMc+M0v/DG8S31wnfXx60JcrR7L7KDUopkjWP5G4DUXAwr05jXZjA+dIZ5GMYOWXWxnpthni5rWegjOytaiTrnh4jcGpEJ45+8xJyn3M5jgpCCNyfv4AsZwnfXSRe6RAvtvTgxqkCcjKnPVePsf6x8RzZnE1tpYOXGplt2yDjmsi0ZT1xzD1LjAqIo4ROJ9AzcwoO07PFHdWVpBugvAA5vr/OE+UF+js0NIK+dBgSjRcA9brHjU800RifzB36ABqGMR++v8LKcmfb/XPzRS5UJjCe9oHZkPSnCrqPv+7heSGBH+O4ehT6yIxLJmNRHssyNpZjbCxLNme/9CrFYSCEwLoyjTFfwv/ODaLb6yTrPZK1LtG9BiLvIsayyHJmx5bYpBsQ316HJME4N4Z5sozzpTOYp49G+rPfnNuiavQQ5Z3PkuPlNslCC/OVMawrM7hfr2hF8ClA2AbOT53C/vQc4QfLhG8vEC+1iZfaRD9pISZyGFMFHbZ2SLimZLbk0OyFeH5IuNpBBnoeiTSl7jBLD/R6im1CFKvUxKyNzEopcjmbQlGXS3YqIao4Ib5eA0uimv19JSarXogcyQwVjZcQQ6LxnCMMY957Z4naSodsziJ3yDO19XqP995dwu9vGj4tS3Lx8hSTU/mj2tzHgtcNqNW6CCCbtRkpZ8hkLIpFl7HxLOPjOUbKmRcu6vlpQo5kyPzyZZKOT/TxKtH1VX0mXvc06bi9jii5WuUouZAo4vtNVL2HnCtizpWwP3sCKx1UeFQQGQvr9VmtatxvIUa2ex502mgT1fAwL05if3pem06fAdIpbBP7jTmsqzNEH60S/vg+0f2mJhzvLSHKGYzpAiJrb4arbXSebe1C21gG2qNFL0RFCcK1KGUt3Nki615IJ0pYCxMyhqC42MKzDCIhiOMEITYyYPRUXMOQGIae3DuRZn/shKTWRWQtzPPjRB+tEn+0ivHK2K45LEqpLaWToaLxsmFINJ5zXPtwhdpKBz+ImT9xuPkMiwst3n93edt95dTw6R6D4fOgSBJFfc2j2wkYn8wxUsowOpZlbDzH2Hj2sQxqQ+wPMu9gvzGH/cYcSaOnD5DXazpwq+4RL7VRN+s656Gcxbw6jX15CvuLp48tl8N+Y1aXIRZaqPUeIm2zVnFCfLOO8iMdBPbls1ifmnvm5r8IQ2K9OolZmSC+0yD88X3Cm3WS5TbhtRX9pFgBakuWjnj4umUgJ/LaVO6YWjUYzZIdzVIsuXy80mWl2SP6gxs4jR7ZbkA4kR8EztmO9i85jqnNzI6552elEkWy1MI8N66HT5oGUfURIYZBDIDMWMh9eGqGeLHw9I8iQxwaS4st7t5usLbqMT2z+9nHXlheam8jGULAuVfGOHWm/EzsmPv9kJXlLrZtMH9yhDNnRzl/YXyoWjxFyJGMVik+M0+y2iX6aFWf1a7q6HPzZBnnrTOHHky2X4iMpb0ai2laaDkDUUL00SrCkliXdUaGdWHiWLfjcSGEwDxVxjxVxl7pEP7oPuFHNVQYDwiFkFIbwR1T+2NSU7hwTISrDZbaP5NB2Nt361cvKiYW2ywagvx3BO6dBuZ0HjvvYFmSg4ZuJbUOwrUwZos4Xz2HdXGK3m99QFhdIbq2osnGA56OgZoxunOpbYgXG0Oi8Zyi3w/54P1lVpY7FEsO7iHO6ldrXd57Z2lw27YN3vjULMWnOPdiA0op1us9Wk2fsfEsE5N5Ll+ZYmxoJHtmIITAmMjrUe4/dYpkqY0KYowTI0+sRGFv6UBJltpa0i85WOcncL9xEfOYyc5Rw5jMY/xiBfutMxBEYOsQP0x5aOIvhGBmtsj0zEV6QYyfKGj5mLv4WvaCShTJYhvj3Cj2p+cRhsSYTUMM/8n7aWLyCuaFyW1emMGMk2HZ5KXEkFo+h1BK8f67y6zWuiilKI8eXIqs1z3eeXtRD91Cp3y++Zm5Z4JkBH7E/Xst+v2I+RMlLrw6wU/99KkhyXiGIYTAmClinio/UR+EcLWqYcwVie81kJM57KszZP/t1547krEVMmcjy1lkzta5G0egLgohsD93AmO2iFrr6qTiAyKpdcA1MWeKmFvm0hiTebK/dhX78jSylCG6tqIDB1OoXoDM2EMj6EuKIdF4DrGy0mFpsUVjvcfEIcKUmo0+P/nRwmCmgmFoklF4grkCO0EpRaPRY+F+m0LB4dTpMp/+7DxXX5s50rTDIV4s2G/MYkwXdZz5a7Nk/q3XkPuMxX/ZYMyVME+PIkazxIvtA71WezPaGLNFrE89nIEiR7Nkfu0q1uUp5HhWk41+qF87VDReagxLJ88ZlFLc+LjOer1HseQeOIWy3fL58Q/vDzIypBS88alZSk9ZyQjDmNpKlyRRzM4XmZ0rcunys2FGHeLZhnAtMt+4SLzYxnpt5qm1rz4P2FA1olt1oveWUDOFhzwduyFZ7YJtYM4UsS5N7fgcWXLJ/NpV+MdpGeXDFYzz49CPtEdjqEq+lBjuxZ8z1Fa61Ne6eF7AiVMjB3pttxPwox/eJ4oSQO909FC043eBK6UGU0+jSE86jbZcwiCmWHKZmMhTuTjB3PzhQ8eGePlgzJWO3Xz6osCYK2GeGiVeaBEvtjFPPTrbRHszWhiny7qDZ49WZZl3yHzrCuKffEAoBXF1BRwDkbcR2WGH2MuIIdF4jqCU4sYna6yvazXjIJ0XPS/kRz+4T5i2mQkBV1+fPlbfQ6vZp93yByPUpRQYpsQ0Zdq7L8lkLExTzxyZnMxz+co02Sec2jjEEC8TBqrG7Q1Vo/hIFShZe7SasRUya2uDqCXBkCR1D2NsfwmiQ7x4GBKN5wi1Wpe11S5e92BqRr8f8aMf3Ns2ffXSleMN4lqv92i3+oxP5LEsTSoMQ+K6Jo5j6qVr4roWjmOSyZgUiu4wxXOIIZ4AjPmtqkZrT1VDJYpkYYuasU+/lHBMPbjOlES31pHThaPa/CGeMwyJxnMC7c3QakbhAGpG4GuS0ettkoyLlyaZmS0e16YOSMbsXInzlQkmp/K4rg4DGp7RDDHE08dBVI2k7oElMaeLWJemD/Y+toH7zUvEiy2MqSHReFkx7Dp5TrCaqhndbsDIPo2bYRjzox/ex+uGg/suVMaZO2SC6H6wXvcGJOPipUnOXxinVHJxHpE2OMQQQzxZbKgaugOlteNzlErVjNkS1puzhzLaCkNizo/sWwkZ4sXDkGg8B9jmzSg6+xpuFkcJb/9ogU47GNx39pVRTh7RUKudUK97tFu+JhmXpzhzbuzY3muIIYZ4PAxyNWY2cjXih56j1jwwBMZMAevKzFPYyiFeBAyJxnOA1dUuq7VUzdjHeO0kUbzzk0Wajf7gvlOny5w5O3ps21ive3TaAbNzJS5dnjrW9xpiiCGOBsb8llyNpe2qhlJKlzxmi9hvzA3bhoc4NIZE4xmHVjPqNPapZujU0CXWVr3BfXPzRV65MHYspQul9MAzTTKKXLo8xekhyRhiiOcC21SN1e2qhqp7IATGdAHr6sG8GUMMsRVDovGMY23VY7XWodMNKD1CzVBKUb1WY3mpM7hvcirPq5cmj41krNd7dDpDkjHEEM8rdlI1lFLECy2MuSL2m3P/f3v3HiRrXtd3/N2X6cvM9G3OdS7nnD3s5Qe7C3t2F5TCIIu4RFABLS8xilGTUqsCWCJRE4rsLpSElEGQsImGkBKiqUCBUiFilRSyApIYRYlR9Kfr3s6cObc9M33vp2/Pkz+ep3t6ei5nZvrpM7fPq+rUc7qfy/52nvNMf/v3+/5+320v6iWyEQUa+1gvN6PXmxG/SW/G03+/zOJzpf7rmWNp7n3JqbEGGbUgyLjn3tPcdl5BhshBE4lESLxsYU2vhrfSgAjETmWYeLFyM2Q0CjT2seUbdT83o3rz3oyLzxV56u+X+6+z2SQvuTBHNBr+LR4MMmaDIOPcGJNMRWS8YmfyxG8r9GegdJdK/kyTC3NEkurNkNEo0NinBmeaTGe27s24crmC/evr/deTUxNceHD+pj0gu23XsoIMkUPF79XwczXc6/7Qa+x0hsR9c3vcMjkMFKruU8s36ly/VqNWbbJwdvNVQG88X+Ov/t+V/utkKs4DD87vuNjadrRaXZ6/XsV1UZAhcsj0ejW6S2WiuSQT96k3Q8Khf0X7UG+myc16M0rFBv/36960T0IAACAASURBVJfx/EKsTExEeeDBeVLpcAsXeZ5HqeRQXG6Qy6c5fnyKF959kvkFFbESOSx6vRqd54pEpxIk7lNuhoRDgcY+tLLc4Pq1KtVqkzNnN/4wr1abfP3PlnCDcu+xWIQLD84zNR1uQbJWq8v1a1U8D+bmc8zOZbn73lOkQw5mRGTvxc8WmHzDPX6l1ZSecQmHAo19qDfTJJNJEo+vHwJpNNr8+Z8u0W6vlnt/yf1z5La5NPl2eJ5HqehQXHHIF1IcOz6FeaHKt4scdnGt6CshU6Cxzywv17l2rUplk96Mbtfl619bWlOJ9d6XnOLYscnQ2tBqdbh+rQbA3EKWubksL7pHvRgiIrJzCjT2maee3Lo349JimVpttX7JC+8+yamQyi+v9mI0yBfSHDs+xQtfdJK5+ax6MUREZFcUaOwjK0FvRrXSZGGDCqvdrsszT6+ulTF/JrfhcbvRbnW5erVKJALzCzlmg5U+UxqnFRGRESjQ2EeefbZIqegwNZ0gvkFJ5UuLZVpNvxZBNBoJrXBZ0+lw5XKFbC7FiZNTvPBFp5idy6gXQ0RERqZAY59wnDbXrlSolB3m5rPr9ne7Ls8O9mYsZEmlRr999XqLa1erHD8+xdx8jgsPzKkXQ0REQqNAY59YvFiiUmmSSMZIbLBIztJimWbQmxGJRDgXQl2RSqXJjes1Tp3OsHAmz333z26YFyIiIrJbCjT2Adf1uLRYolxyyOXXT1Fdn5sxem9GcaVBsegwO5fltvMz3PPi00SjGioREZFwKdDYB65fq1IuOXQ67oYLbi1dWtubMUqVVM/zWL5Rp1ZrMz+f5Y67jnOXOaF8DBERGQsFGvvA4sUS5bJDJptc94Hf7bo889RK//UouRme53HtapV222V+3l8bQ6XdRURknFS9dY/Vqq1gufEWmWxy3X6/N8NfnCsSiXDbC3ZXxMx1XS4vVXC7HvMLOS48MK8gQ0RExk49Gnts8WKRSqVJOj3BxNCUVtfdqDdj5zNCOh2XK5crJBIxZmezXHhgjmPHp0Zuu4iIyM0o0NhD3a7L0qUy5bKz4RLilxZH781ot7pcvlxmairJ7GyG+1+6EGpNFBERka0o0NhDVy5XKJcdPM8jPbm2p8J1XZ55erTejGazw5WlCvlCmtm5LA88OM/kVLjVXUVERLYycqBhjPG2cdjHrLU/to1rXQAeBV4JZIBngN8C3metbe6+lfvTxeeKlMsO2WxqXRLo0mKZptPrzYDbzu+sN6PRaHP1cpVjxyeZX8hx/4PzJDdYn0NERGScwvjkeWyT9yPAz+IHDH9ws4sYY14OfBFIAJ8GLgKvxQ88vtUY81prbTeE9u4LpZLDynKder3N8aF8Cdd1eXpNb0aO1A4qp9ZqLa5fq3Hy1BQLZ/JceGBOC3GJiMieGDnQsNY+utH7xpifww8yft1a+/FtXOr9QAr4Pmvtp4NrxIHPAQ8DPwT85qjt3S8WnytSLjeZmkoQi6+d/LN0afe9GZVykxs36pw+Pc3ZcwVefN8ssZgmF4mIyN4YyyeQMeYe4L3AU8Dbt3naNwErvSADwFrbAT4SvHxFqI3cQ70ETX/YZO2UVtd1eXpgpsncDnozisUGyzfqzM1leMEdx3nJhTkFGSIisqfG9Sn0AfwhkLdYa+vbPOcGkDXGDH99nwu218Nq3F5bWipTKTeJRSMkhxbfGu7NOL+N3ozeap/lol+Q7S5zknvuPaUlxUVEZM+Fnh1ojHkd/lDH5621v7eDUx8H3g18whjzNvwcjW8HHgGWgY+G3da94HkeixeDJNDc2iRQ1/V23JvheR7PX6/hOB3mFnK86O5T3Ha+oCXFRURkXxhHj8YvBNv37OQka+17gLcCrwL+GqgCnwEuA99srX0uzEbulZXlBsWVBk2nw3Rm7VTTnfZmuK6/pHir1WV+PsdL7pvl/AtmFGSIiMi+EWqgYYy5Hz9Q+LK19ss7PPfVwC8CHfwprR8A/hi4G/ioMeZQrJd9MUgCnc4kiUZXf/yu6/HMU6sVWufms1v2Zriuv9qn63r96asLZ/JjbbuIiMhOhT108uPB9vGdnGSMWQB+F6gDF6y1fzew71H84ZOPA98VTjP3huN0uHqlQqXsMDufXbPv8lIZZ3CmyQs2j6tc1+PypQoTEzFm57SkuIiI7F9hD528EagBn93heW8G0sAvDwYZgceAJ4HvNMbMjt7EvXNpsUSl0mQiEVuzeJbneVx8rth/PTefJb1Fb0al7BCJRphfyPHSb1pQkCEiIvtWaIGGMeY+4Czw2R3MNOk5F2y/MbzDWusBfzV03IHjuh6XFv1y8MO1RkpFh2ql1X995tzmQyCu67Ky4jBzbJI7zQly+fTY2iwiIjKqMHs0eutcfGkX514JtmaT/XcG28u7uPa+cP16lXKpQbvtrqs3snix1P97YSbN9PT6cvE9pWKTVCrOsZlJ5oaGX0RERPabMAONlwbbr+3i3E8CLvAOY8z5wR3BVNe7ga9Ya58drYl7Z/G5EqVSk0w2uWZ9i1azw9Ur1f7rhTO5Ta/R7bqUig4zM5PcfucxrZMhIiL7XpjJoHcE20tbHWSMeQh4CPi6tfYzANbabxhj/gX+MuR/YYz5beAa8DL8WSxXgJ8Isa23VK3W4vr1KrVqk/mhQOLSpTKe59elSyZjnDg5vel1ikWHyckJjh2f5NTpzFjbLCIiEoYwezROBNvilkf5QcYjwJsG37TW/gp+EbU/At4A/Ax+TsaHgfs3SBI9MBYvFqmUmyRTcSYmVoubeZ7HpYFhk/mF3Ka9FJ2OS7nkUJhJc/udx7VWhoiIHAih9WhYa+/e5nGP4ldk3Wjf54HPh9Wm/cB1PS4v+VNaC8cm1+zrregJ/pTW+YXNh02KKw2mp5McPznNiROaZSIiIgeDKm6NWbHYoFZt0um4TE6unbK6+Nxqb8aJk9Pr6p70tNtdqpUmhZk0d6o3Q0REDhAFGmN29UqFarXF5HRiTYBQr7W4cWN1FvDC2c17M1aWG2SySU6dyjAz1CsiIiKynynQGCPP82uR1KotpoentC6u9mZMTSUoFDZeD6PV6lKvtcjn09xx57GxtldERCRsCjTGqFh0qFaatDvdNXVLul2XpcVy//XCmdymwyEry3WyuRSzc1ktziUiIgeOAo0xunalQq3WYmoqsWY2ydUrFTodF4BYLMLs/MZTVZvNDo16m3zBn2kiIiJy0CjQGBPP87gaDJtMDQ+bDCSBnp7LEo/Hhk8HYPlGnXwhzfxCjkxm89VCRURE9isFGmNSLvnDJq12l/TAbJNS0aFcbvZfb7YSqNNo02p2yefT3H67cjNERORgUqAxJlevVqnVWkxOTqwZNlm8uLqeWT6f2rCnwvM8lpf93oyFM/l1tVFEREQOCgUaY+B5HteuVKhWm0xNrwYJrVZ3bV2TsxtXaW3U23TaLvlCmhfcMTP29oqIiIyLAo0xqJSblCtNWs0uk5OrgcbSpTKu69c1SSRinDy1vq6J35vRoDAzydlzeVKpiXXHiIiIHBQKNMaglwQ6ObU6bOLXNVkdNplbyG5Y16RWa+G5Hvl8mvPn1ZshIiIHmwKNkPWGTXrTWntuPF+n0ej0Xy9sUNfE8zxWgt6Mc+cLJJJhFtcVERG59RRohKxabVEuOzSdDpNTq8Meg0mgJ05OrVnAq39upUUkEqFQSHPutsItaa+IiMg4KdAI2bWrfm9GenKCaNT/8TbqbZ6/PlDXZIMprZ7nUSw2KBTS3Ha+sKacvIiIyEGlQCNkV6+sX6RrsK7J5OTEhoXRGvU2eJDNpTadjSIiInLQKNAIUbXapFRycAaGTfy6JquBxmZ1TYpFh1w+xcKZnHozRETk0FCgEaJepdZUOk4sFu2/1277dU2i0Qiz89l15zWdDq1Wl2w2xdlzys0QEZHDQ4FGiK5eqVKrrV2ka/HiQF2T2cyGvRXFYoNcLsXsfJb0BkmiIiIiB5UCjZDUay1KxQZOo9PPz6jVWpSKTv+YjZJA2+0u9XqbbC7FbZppIiIih4wCjZD0apsMDptcXir3909PJ8hk19c1KRUdMpkkJ09Ok8mmbll7RUREbgUFGiHpTWvt9WZ4nsflpUp//+x8dl0SaLfrUqk0yeVT3HZevRkiInL4KNAIQaPRZmWlQaPe7ldaXVlu0HT8lUAjET8/Y1i51PSnu85MbTjlVURE5KBToBGCa1er1Gstkqk48bj/I10aGDY5dnyS5NBy4q7rUS455PP+Al0bTXkVERE56BRohODqlQrVgUW6Oh2Xa1dXy8HPzq2f0lqtNJlIxMjl05w6vb63Q0RE5DBQoDEix2mzvFynUW/3p7Veu1rF7frl4OPxKMdPTK05x/M8SkWHfD7FudsKG1ZxFREROQwUaIzIHzZpk0jG+sMmly+tDpucms30Z6H01GttiPjLjc8vrO/tEBEROSwUaIyot0jXdNCb0UsM7ZmbWz8sUiw2yOfTnDmTJx7XcuMiInJ4KdAYQbPZYXm5Tr3W7udnDK6dMTk5QTa3dm0Mp9Gm03bJ5lKc0XLjIiJyyCnQGEFvtkkiESM+EfPXzri09doZveJpc3NZUqn48CVFREQOFQUaI7gWrAbaSwItFR0ajXZ//+zQ2hmtVhen0SabTXFOC3SJiMgRoEBjl1qtLjdu1KkPBBpLA0mgMzNpUkMF0krFBplsklOnM0xPr1+OXERE5LBRoLFLKyt1nEaLWDzKxESMbtfl6uDaGUPl4Lsdl2q1RS6XVm+GiIgcGQo0dqm04uA0Ov08i+vXanQ7LgCxWISTJ6fXHl9ymJpKcOz4JIVC+pa3V0REZC8o0NillWIDx+mQSvnDI4NrZ5w8nSEWX/3Ruq5HudxboGtGy42LiMiRoUBjF7pdl3LJwXHapNJxmk6HGzfq/f3Da2dUyk2SiTj5fJqTp6aHLyciInJoKdDYhXLJodnsEIlEiMejXL682puRSsfJDwyNeJ5HqeSQL6Q5q+XGRUTkiFGgsQvFooPT8HszgLVrZ8ytXTuj0egQATKZJHPzuVvdVBERkT2lQGMXiit+fkYyFadSblKrtfr7ZtcNmzhksklm57P9WigiIiJHhT75dsjzPIoDiaBLA0uO5/MpJicT/dedjku91iaTTbFwJr8XzRUREdlTCjR2qFZr4TTadDsuExNRrl5eu+T4oEq5ydR0guPHJ8lktECXiIgcPQo0dmhw2OTG83XabX/tjGg0wqmBGSWe509pzao3Q0REjjAFGjtULAbTWlPxNZVaT5ycIj6xWvK9Xm8Ti0bIZpOa0ioiIkeWAo0d6vVoxGIRnr9e678/NzRsUi45ZLIp5uZzxGL6MYuIyNGkT8AdaDY71KpNWs0uKysNPM9/P5mMMXNssn9cu92l6XTIZJPMn9GUVhEROboUaOxAsdig2ewQn4hy9fJqAbXTQ2tn9JJAT5yYZmoqsdGlREREjgQFGjvQK6QWASqVZv/9ubnVYRPP86iUm0ESqHozRETkaFOgsQO9QmrNZrf/3tR0gqnp1V6LWs0vHZ/NpThxUkmgIiJytCnQ2KbBQmqDK4EOl3wvl5rkcinmF3KqayIiIkeeAo1tGiykVi45/fcHC6i1Wl1azQ7TmSTzCxo2ERERUaCxTb1CatFYBMfp9N8f7NGolB2mM0lOnpwmnZ7Yi2aKiIjsKwo0tqm3fkartZqfkU5PkEz5FVxdN0gCzaVYOKveDBEREVCgsS2DhdQa9Xb//Xwh1f97rdoikYiTy6U4dmxqL5opIiKy7yjQ2IbBQmrl8mp+RmFmddikXHbI5pIsKAlURESkT4HGNhRXHH/Z8XiUem2gRyPvBxrNZod222U6k2JOSaAiIiJ9CjS2wR82adNpr+ZnJBIx0pN+wmel3CSTSXL69DTJZHyvmikiIrLvKNDYhlKQCNporPZmFGbSRCIRXNelWmmSzSZVDl5ERGSIAo2baDY7VINCatXq6kJdvWGTaqVFMhknn0+vydkQERERBRo31SukFo1CdaC+Sb6QxvO8IAk0xcLZ/JrCaiIiIqJA46Z6hdS6Xa9fFj4ejzKdSdBs+u9PZ5JrCquJiIiIT4HGTfQKqQ2uBpovpIKlyP0k0NnZDBOJ2B62UkREZH9SoLGFzQqp5fNpul2XWq3lD5soCVRERGRDCjS20Cuk5nn+FNaefCGN43RIJmLksily+dQWVxERETm6FGhsoVdIzcPDdf0EjWg0QjaXwmm0SaUmKMxMKglURERkEyOvLmWM8bZx2MestT+2jWsVgHcC3wvMAUvA54FHrbWXR2nnbvQKqTWbq/kZuVyKaNSv4FoopNeUiRcREZG1wljG8rFN3o8APwtkgD+42UWMMaeALwF3Ab8PfAp4APhJ4LXGmJdaa2+E0N5tGSyktmbZ8UIa1/VoOt2gR0OBhoiIyGZGDjSstY9u9L4x5ufwg4xft9Z+fBuX+hB+kPFWa+2HB67zCPAo8PPAL4za3u3qFVLrtLuUB/MzZtI0nQ6JRIzJqQSplJYcFxER2cxYPiWNMfcA7wWeAt6+jeMXgO8HvjgYZAQ+CNwO3NKhk14hNYBuxwUgEvGHTsplh1Q6TqGQVn6GiIjIFsb1dfwDQAJ4i7W2vo3jX48/1PKJ4R3W2hLwo+E27+Z6wyat1mohtUwmSTwexWl0yGZTys8QERG5idADDWPM64CHgc9ba39vm6fdF2z/0hjzw8DPAPcCZeB3gHdZa58Pu61b8QuptWnUB/IzZvxlx5tOh9SpuAINERGRmxjH9NZeHsV7dnDOXLB9B/Bx4BLwa8BzwE8DXzXGzITWwptoBYXUmk6HylB9k2azSyweJZ2eYHo6cauaJCIiciCF2qNhjLkfeBXwZWvtl3dw6nSwfSPwXdbazwXXiwD/Efgp4H34M1DGrljsLdTlrRk6yefT1GstUim/WqvyM0RERLYWdo/Gjwfbx3d4Xu/T/FO9IAPAWuvhzzZxgB8wxtySBcaKKw2cRod2kAQKMDWdIJGI4Tgdf1qrhk1ERERuKuwP7jcCNeCzOzyvFGz/ZHiHtbYMPAnkgBMjtW6beomgTmOwkJqfn+E4bdJp5WeIiIhsR2iBhjHmPuAs8NltzjQZZIPtZkkPvfd3et0d63ZdSkEhtepAfkYhn6Ld7hIhQio9QTan+iYiIiI3E2aPxiuC7Zd2ce4Twfbh4R3GmOPAeeBpa21ld03bvl4htW7HHSoNn8ZpdEil4v1lyEVERGRrYQYaLw22X9vFuU8A3wBeZYx5c+/NICfj/cAE8JFRG7gdpZLj52d0V/MzUuk4qfSEn5+RntCwiYiIyDaFOevkjmB7aauDjDEPAQ8BX7fWfgbAWusaY34E+ALwMWPMDwJ/Exz3IPBV4N+F2NZNdbsuruuuXT8jCCycRptcLqVEUBERkW0Ks0ejl6hZvMlxDwGPAG8afNNa++fA/cBv4BdTewt+AuhjwGustW1uoVq11f97oZCm0+7SdT2SqQlyeQUaIiIi2xFaj4a19u5tHvcofpG0jfY9C/xEWG3arc5G+RmOn5+RzfrLkIuIiMjN6RNzA4OzTRKJGJOTEzQabZWFFxER2SEFGhsYXnY8EongOB2tnyEiIrJDCjQ2UK2s5mfkCym6XZd2u0syGaeg/AwREZFtU6AxpN3uUq8PBhpBfkYyznQmSSIZesFbERGRQ0uBxpCrV6p4nv/3WCxKJpPECfIzNGwiIiKyMwo0hly5XO7/PV9I9fMzUuk4hcLkHrZMRETk4FGgMeTy0uoq5/lCGtf1aDrdoEdD9U1ERER2QoHGgE7H5drVav91oZCm6XRIJKJMTiVIpyf2sHUiIiIHjwKNAZcWS3Q6fo2TSASyuSQNp+3XN8n7wygiIiKyfQo0Blx8dqX/98mpBNFotF+xtTCj/AwREZGdUqAxIJtbzcHI51N4nkezqYqtIiIiu6VFIQa8+L5ZHv6OO3nyb2+QzSVpNrvEohHS6QmmpxN73TwREZEDRz0aAyKRCC+4/RjHjk8G01p7+Rlp5WeIiIjsggKNLfj5GRMUNGwiIiKyKwo0tuA4bRVSExERGYECjU20Wl0gQio9sSZJVERERLZPgcYmmo4/rTWXSxGNKj9DRERkNxRobML1PNKa1ioiIjISBRpbSKXiSgQVEREZgQKNTUSjEZLJOLm88jNERER2S4HGJlLJONlcing8ttdNERERObAUaGwildb6GSIiIqNSoLGJVDpOfkaBhoiIyCgUaGwgEomQSsYp5BVoiIiIjEKBxgaSyTjTmSSJpGrOiYiIjEKBxpBYLEoyFacwM7nXTRERETnw9JV9yPxCjmg0wunTmb1uioiIyIGnQGPIxESMs+cKe90MERGRQ0FDJyIiIjI2CjRERERkbBRoiIiIyNgo0BAREZGxUaAhIiIiY6NAQ0RERMZGgYaIiIiMjQINERERGRsFGiIiIjI2CjRERERkbBRoiIiIyNhEPM/b6zbcEsaYciKRyJw9e3avmyIiInLgPPnkk5+11r5hp+cdpaJq9VarxZNPPnlxrxsiIiJyVByZHg0RERG59ZSjISIiImOjQENERETGRoGGiIiIjI0CDRERERkbBRoiIiIyNgo0REREZGwUaIiIiMjYKNAQERGRsVGgISIiImOjQENERETGRoGGiIiIjI0CDRERERkbBRoiIiIyNge+TLwx5keBnwEMUAd+H3intfbZbZ5/Fng38BrgGPC3wOPW2o+Mp8VHRwj35tXAzwPfDEwDS8BngXdba6+PpdFHyKj3Z+haEeALwKuB89baZ0Js6pETwrNTAN4JfC8wh//sfB541Fp7eSyNPiJCuDcXgEeBVwIZ4Bngt4D3WWubY2jynjvQPRrGmF8CPgakgMfxf9H9I+BPjTHnt3H+OeB/Af8Y+CLwYWAK+E/GmPePq91HQQj35seCc74V+F3gQ8Ai8BbgT4wxp8fT8qNh1PuzgbfhBxkyohCenVPA/wZ+Dvg7/GfnKeAnga8aY46NqemHXgj35uX4nznfHZz774EmfuDxOWNMbDwt31sHtkfDGHMf8K+ArwCvsda2gvc/Cfw28KvAG25ymQ/gR/vfaa39XHD+I8AfAD9rjPlv1tqvjel/4dAa9d4E38Y+BFSBl1lr7cC+dwPvAv4t8E/G9f9wmIX07AxezwD/ZgxNPXJCujcfAu4C3mqt/fDAtR/B/0D7eeAXQm/8IRfSvXk/fpDyfdbaTwfnx4HPAQ8DPwT85lj+B/bQQe7ReFuwfXfvhgNYa38H+BLwXcaY+c1ODnoz3gR8tRdkBOc38P8xRYCfGkfDj4CR7g3wevwuxf88GGQE3oP/DeC7Q2zvUTPq/ekLvoF9HLgG/EXYDT2CRv29tgB8P/DFwSAj8EHgvwIaOtmdMJ6bbwJWekFGcH4H6A3VvyLE9u4bBznQ+Dagg3+Dh30BP1DYqiv3oeCYL2yw7ytAK/hvyM6Nem/+Gn98+VMb7OsCbfycDdmdUe/PoH8JvAz4p0AllNYdbaPem9cHx3xieIe1tmSt/VFr7QfDaOgRFMZzcwPIBr22g+aC7aHMPTuQQyfGmARwDnhmk+SZp4LtC7e4zF3B9snhHdbatjHmInDeGJMYjF5la2HcG2vtnwF/tsnu78APMjbbL1sI6dnpXet+4F8Dv2at/YIx5rHwWnr0hHRv7gu2f2mM+WH8pMV7gTLwO8C7rLXPh9TkIyPE5+Zx/MkHnzDGvA24CHw78AiwDHw0nBbvLwe1R2MGP3pc3mR/Kdjmt7hGLyFqq2tEgeyOW3e0hXFvNmSMyeF3/wL8h503TQjp/hhjkvhDJov4Y/4yujDuTe+b8Tvw788l4NeA54Cfxk8GnRm9qUdOKM+NtfY9wFuBV+H33FaBz+APZ32ztfa5UFq7zxzUQCMRbDebCtR7PzXma8h6Y/m5GmMy+LNP7gR+D/gvu2qdhHV/3gPcA/y4tbYaRsMklHvTG1J8I/Dd1trvsda+HX+K+K/jPz/vG7WhR1Aoz00wZf8X8Ydgfgt/QsIfA3cDHz2sQeBBDTQawTaxyf5ksN3qF2AY15D1Qv+5BlNZnwC+Bf+h/EFrrbfbBh5xI98fY8w/wJ86+WFr7R+G2LajLoxnpxtsPzWU5O7h9zw5wA8YYw7q7/69EsZzs4D/ZSkFXLDW/oi19u3W2pcDj+FP5f94SO3dVw7qP7YS4LJ5N1Vu4LjN9LrAtrqGhz+2KdsXxr3pM8a8GPg/wAP4044fttYq6XD3Rro/xpgp4Dfwx6R/MezGHXFhPDu9fX8yvMNaW8bPScsBJ3bZxqMqjHvzZiAN/LK19u+G9j2Gf2++0xgzO0pD96MDGWgEyZlPAWeNMRMbHHJ7sP3GFpf5m6Fj+4JrnvH/U9Ydpa1HTUj3BgBjzLfhzwA6gz+3/HUKMkYTwv15WXDMHUDNGOP1/uD3OAE8Hbx3W4hNP/RCenZ608E3++bde7++8xYeXSHdm3ObHRP0OP3V0HGHxoEMNAJP4D8037LBvtfg90b80Rbn/2FwzEZTWF8ZXPsrozXxyHqC0e4NxphXAv8TPxn3vdbaN2v2T2ieYPf35xn8b18b/bkYHPOrwetiWA0+Qp5gtGfniWD78PAOY8xx4DzwtAL2XXmC0e7NlWBrNtl/Z7A9dOucHORAo5cM+F5jTLr3pjHme/ADhf9hrV3c7ORg3+8DrzLGvGng/DTwS8HLx0Nv9dEw0r0Jlkj+JH4347uste8cZ2OPoF3fH2vtM9baRzf6gz+zAeCDwXsKNHZupGcH/8PwG/i/1948cH4Uf1XKCVYXh5KdGfXefBJ/+OUdw8uVB1Nd7wa+sptaQ/tdxPMObk6dMebDwD/HX8//M8AC8APA88ArrLVPBcc9hL9A19ettZ8ZOP8u/HXnc/j/CBbxVwu9E38cTdP2dmmUe2OMeS/+QlBF/G/Hm3m3hrZ2Z9RnZ5Nr2KnPnQAAAUVJREFUfgX/256Kqo0ghN9r9+MvIJXHX9r6b4LjHgS+CjxkrW3fmv+bwyWEe/N2/ICvir9s+TX84chX4fd4fOsG+RsH3kHu0QB/PvJb8acWvQ3/Zv13Bm544CH8BVHeNHiytfZvgZcDnwb+If4/oBrwz1AtgFGNcm9eF2zzwb7N/hz0f797aaRnR8Zq1N9rfw7cj5+0+wB+IcIc/nDWaxRkjGTUe/MrwGvxh1jegL+g2jn8gp73H8YgAw54j4aIiIjsb/pGKCIiImOjQENERETGRoGGiIiIjI0CDRERERkbBRoiIiIyNgo0REREZGwUaIiIiMjYKNAQERGRsVGgISIiImOjQENERETGRoGGiIiIjI0CDRERERkbBRoiIiIyNgo0REREZGwUaIiIiMjYKNAQERGRsVGgISIiImOjQENERETG5v8DyOWhbwmw2PIAAAAASUVORK5CYII=\n", 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" ] @@ -521,12 +520,12 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -539,7 +538,7 @@ ], "source": [ "plot_speed(\n", - " query_base_combined, query_stim_combined, 'mean_freq', \n", + " query_base_i, query_stim_combined, 'mean_freq', \n", " colors[4:], labels[4:], filename='lfp_speed_freq_combined')" ] }, @@ -552,12 +551,12 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -576,12 +575,12 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -600,12 +599,12 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -618,7 +617,7 @@ ], "source": [ "plot_speed(\n", - " query_base_combined, query_stim_combined, 'mean_power', \n", + " query_base_i, query_stim_combined, 'mean_power', \n", " colors[4:], labels[4:], filename='lfp_speed_power_combined')" ] }, @@ -631,7 +630,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 18, "metadata": { "scrolled": false }, @@ -640,23 +639,23 @@ "name": "stdout", "output_type": "stream", "text": [ - "U-test: U value 103872.0 p value 0.07377152599659564\n" + "U-test: U value 31872.0 p value 4.112172727188835e-10\n" ] }, { - "ename": "NameError", - "evalue": "name 'control_color' is not defined", + "ename": "IndexError", + "evalue": "list index out of range", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in 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\u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbar\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbins\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstim\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwidth\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdiff\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbins\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'control'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0malpha\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m.5\u001b[0m\u001b[0;34m,\u001b[0m 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\u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbar\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbins\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbase\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwidth\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdiff\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbins\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'Baseline'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0malpha\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m.5\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcolor\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcolors\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m6\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m;\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 22\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 23\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlegend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mframeon\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mIndexError\u001b[0m: list index out of range" ] }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -682,7 +684,7 @@ "max_speed = results['max_speed'].iloc[0]\n", "\n", "f = np.median\n", - "base = np.array([f(a) for a in results.query(query_base_combined)[stuff]])\n", + "base = np.array([f(a) for a in results.query(query_base_i)[stuff]])\n", "stim = np.array([f(a).mean() for a in results.query(query_stim_combined)[stuff]])\n", "plt.figure(figsize=figsize_violin)\n", "violinplot(stim, base)\n", @@ -693,11 +695,11 @@ "plt.figure(figsize=figsize_speed)\n", "binsize = 0.02\n", "bins = np.arange(min_speed, max_speed + binsize, binsize)\n", - "base = np.array([np.histogram(a, bins)[0] for a in results.query(query_base_combined)[stuff]])\n", + "base = np.array([np.histogram(a, bins)[0] for a in results.query(query_base_i)[stuff]])\n", "stim = np.array([np.histogram(a, bins)[0] for a in results.query(query_stim_combined)[stuff]])\n", "\n", - "plt.bar(bins[1:], stim.mean(axis=0), width=np.diff(bins)[0], label='control', alpha=.5, color=control_color);\n", - "plt.bar(bins[1:], base.mean(axis=0), width=np.diff(bins)[0], label='base', alpha=.5, color=base_color);\n", + "plt.bar(bins[1:], stim.mean(axis=0), width=np.diff(bins)[0], label='Stimulated', alpha=.5, color=colors[5]);\n", + "plt.bar(bins[1:], base.mean(axis=0), width=np.diff(bins)[0], label='Baseline', alpha=.5, color=colors[6]);\n", "\n", "plt.legend(frameon=False)\n", "\n", @@ -714,7 +716,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -752,27 +754,27 @@ "\n", "summary_i = pd.DataFrame()\n", "\n", - "summary_i['Baseline'] = results.query('not {}'.format(query_base_i))[columns].agg(summarize)\n", - "summary_i['11 Hz'] = results.query('{}'.format(query_stim_11))[columns].agg(summarize)\n", + "summary_i['Baseline I'] = results.query(query_base_i)[columns].agg(summarize)\n", + "summary_i['11 Hz'] = results.query(query_stim_11)[columns].agg(summarize)\n", "\n", "summary_i['MWU'] = list(map(lambda x: MWU(x, query_base_i, query_stim_11), columns))\n", "summary_i['PRS'] = list(map(lambda x: PRS(x, query_base_i, query_stim_11), columns))\n", "\n", "summary_ii = pd.DataFrame()\n", "\n", - "summary_ii['Baseline'] = results.query('not {}'.format(query_base_ii))[columns].agg(summarize)\n", - "summary_ii['11 Hz'] = results.query('{}'.format(query_stim_30))[columns].agg(summarize)\n", + "summary_ii['Baseline II'] = results.query(query_base_ii)[columns].agg(summarize)\n", + "summary_ii['30 Hz'] = results.query(query_stim_30)[columns].agg(summarize)\n", "\n", "summary_ii['MWU'] = list(map(lambda x: MWU(x, query_base_ii, query_stim_30), columns))\n", "summary_ii['PRS'] = list(map(lambda x: PRS(x, query_base_ii, query_stim_30), columns))\n", "\n", "summary_combined = pd.DataFrame()\n", "\n", - "summary_combined['Baseline'] = results.query('not {}'.format(query_base_combined))[columns].agg(summarize)\n", - "summary_combined['11 Hz'] = results.query('{}'.format(query_stim_combined))[columns].agg(summarize)\n", + "summary_combined['Baseline I'] = results.query('not {}'.format(query_base_i))[columns].agg(summarize)\n", + "summary_combined['Combined'] = results.query('{}'.format(query_stim_combined))[columns].agg(summarize)\n", "\n", - "summary_combined['MWU'] = list(map(lambda x: MWU(x, query_base_combined, query_stim_combined), columns))\n", - "summary_combined['PRS'] = list(map(lambda x: PRS(x, query_base_combined, query_stim_combined), columns))\n", + "summary_combined['MWU'] = list(map(lambda x: MWU(x, query_base_i, query_stim_combined), columns))\n", + "summary_combined['PRS'] = list(map(lambda x: PRS(x, query_base_i, query_stim_combined), columns))\n", "\n", "summary_i.to_latex(output_path / \"statistics\" / \"power_freq_score_summary_i.tex\")\n", "summary_i.to_csv(output_path / \"statistics\" / \"power_freq_score_summary_i.csv\")\n", @@ -786,7 +788,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -810,7 +812,7 @@ " \n", " \n", " \n", - " Baseline\n", + " Baseline I\n", " 11 Hz\n", " MWU\n", " PRS\n", @@ -836,7 +838,7 @@ "
" ], "text/plain": [ - " Baseline 11 Hz MWU \\\n", + " Baseline I 11 Hz MWU \\\n", "power_score -0.03 ± 0.01 (208) -0.03 ± 0.01 (208) 32624.00, 0.000 \n", "freq_score -0.01 ± 0.01 (208) -0.01 ± 0.01 (208) 37221.00, 0.000 \n", "\n", @@ -845,7 +847,7 @@ "freq_score 0.21, 0.000 " ] }, - "execution_count": 32, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -856,7 +858,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -880,8 +882,8 @@ " \n", " \n", " \n", - " Baseline\n", - " 11 Hz\n", + " Baseline II\n", + " 30 Hz\n", " MWU\n", " PRS\n", " \n", @@ -906,7 +908,7 @@ "
" ], "text/plain": [ - " Baseline 11 Hz MWU \\\n", + " Baseline II 30 Hz MWU \\\n", "power_score 0.04 ± 0.01 (136) 0.04 ± 0.01 (136) 12586.00, 0.000 \n", "freq_score 0.01 ± 0.01 (136) 0.01 ± 0.01 (136) 16950.00, 0.000 \n", "\n", @@ -915,7 +917,7 @@ "freq_score 0.22, 0.000 " ] }, - "execution_count": 33, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -926,7 +928,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -950,8 +952,8 @@ " \n", " \n", " \n", - " Baseline\n", - " 11 Hz\n", + " Baseline I\n", + " Combined\n", " MWU\n", " PRS\n", " \n", @@ -959,33 +961,33 @@ " \n", " \n", " power_score\n", + " -0.03 ± 0.01 (208)\n", " 0.03 ± 0.01 (480)\n", - " 0.03 ± 0.01 (480)\n", - " 144593.00, 0.000\n", - " 0.05, 0.000\n", + " 67804.00, 0.000\n", + " 0.13, 0.000\n", " \n", " \n", " freq_score\n", + " -0.01 ± 0.01 (208)\n", " 0.06 ± 0.01 (480)\n", - " 0.06 ± 0.01 (480)\n", - " 150719.00, 0.000\n", - " 0.12, 0.000\n", + " 72140.00, 0.000\n", + " 0.17, 0.000\n", " \n", " \n", "\n", "
" ], "text/plain": [ - " Baseline 11 Hz MWU \\\n", - "power_score 0.03 ± 0.01 (480) 0.03 ± 0.01 (480) 144593.00, 0.000 \n", - "freq_score 0.06 ± 0.01 (480) 0.06 ± 0.01 (480) 150719.00, 0.000 \n", + " Baseline I Combined MWU \\\n", + "power_score -0.03 ± 0.01 (208) 0.03 ± 0.01 (480) 67804.00, 0.000 \n", + "freq_score -0.01 ± 0.01 (208) 0.06 ± 0.01 (480) 72140.00, 0.000 \n", "\n", " PRS \n", - "power_score 0.05, 0.000 \n", - "freq_score 0.12, 0.000 " + "power_score 0.13, 0.000 \n", + "freq_score 0.17, 0.000 " ] }, - "execution_count": 34, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -1003,28 +1005,16 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 23, "metadata": {}, - "outputs": [ - { - "ename": "AttributeError", - "evalue": "'Project' object has no attribute 'get_action'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0maction\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mproject\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_action\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"lfp_speed\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;31mAttributeError\u001b[0m: 'Project' object has no attribute 'get_action'" - ] - } - ], + "outputs": [], "source": [ - "action = project.g_action(\"lfp_speed\")" + "action = project.actions[\"lfp_speed\"]" ] }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -1046,30 +1036,11 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ - "pnnmec.registration.store_notebook(action, \"20_power_spectrum_density.ipynb\")" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WARNING: Code repo dirty. Please commit your changes.\n", - "WARNING: Data repo dirty. Please commit your changes.\n" - ] - } - ], - "source": [ - "action.modules[\"code_version\"] = vc.create_code_version_module()\n", - "action.modules[\"data_version\"] = vc.create_data_version_module(project_path)" + "septum_mec.analysis.registration.store_notebook(action, \"20_lfp_speed.ipynb\")" ] }, { diff --git a/actions/lfp_speed/data/figures/frequency_score_11.svg b/actions/lfp_speed/data/figures/frequency_score_11.svg index a8f23fa3b..853a1debb 100644 --- a/actions/lfp_speed/data/figures/frequency_score_11.svg +++ b/actions/lfp_speed/data/figures/frequency_score_11.svg @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:451be30d2a7a5d7d7d6d9f29093c714700117e22290a5b088d2fa26bb20dbb24 +oid sha256:98dcc563fe880c1c111f139d8c5e5412786a47fda96a34f95022fd480de2e59f size 28499 diff --git a/actions/lfp_speed/data/figures/frequency_score_30.svg b/actions/lfp_speed/data/figures/frequency_score_30.svg index 90472d8ea..515b1bb3f 100644 --- 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r8MK>;wf`jq|8GI}Z#DV9FOf4I#9@igL0%HfK7%-rT!>|M)LZ`mF0OzL diff --git a/actions/lfp_speed/data/figures/speed.svg b/actions/lfp_speed/data/figures/speed.svg index 6cff19606..18a837f02 100644 --- a/actions/lfp_speed/data/figures/speed.svg +++ b/actions/lfp_speed/data/figures/speed.svg @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:6ead962b3f64f18cc5ef5e48e8fd709b83163ec3338828c8be6867ad4122aeaf -size 32145 +oid sha256:63f52a3692bd4b3cf7de31fd1f592188b399b7cec3b530045f7bad488f1670e0 +size 32845 diff --git a/actions/lfp_speed/data/statistics/power_freq_score_summary_combined.csv b/actions/lfp_speed/data/statistics/power_freq_score_summary_combined.csv index 17afdc041..3da3def6a 100644 --- a/actions/lfp_speed/data/statistics/power_freq_score_summary_combined.csv +++ b/actions/lfp_speed/data/statistics/power_freq_score_summary_combined.csv @@ -1,3 +1,3 @@ -,Baseline,11 Hz,MWU,PRS -power_score,0.03 ± 0.01 (480),0.03 ± 0.01 (480),"144593.00, 0.000","0.05, 0.000" -freq_score,0.06 ± 0.01 (480),0.06 ± 0.01 (480),"150719.00, 0.000","0.12, 0.000" +,Baseline I,Combined,MWU,PRS +power_score,0.16 ± 0.01 (192),0.03 ± 0.01 (480),"67804.00, 0.000","0.13, 0.000" +freq_score,0.19 ± 0.01 (192),0.06 ± 0.01 (480),"72140.00, 0.000","0.17, 0.000" diff --git a/actions/lfp_speed/data/statistics/power_freq_score_summary_combined.tex b/actions/lfp_speed/data/statistics/power_freq_score_summary_combined.tex index 73908b655..db78de181 100644 --- a/actions/lfp_speed/data/statistics/power_freq_score_summary_combined.tex +++ b/actions/lfp_speed/data/statistics/power_freq_score_summary_combined.tex @@ -1,8 +1,8 @@ \begin{tabular}{lllll} \toprule -{} & Baseline & 11 Hz & MWU & PRS \\ +{} & Baseline I & Combined & MWU & PRS \\ \midrule -power\_score & 0.03 ± 0.01 (480) & 0.03 ± 0.01 (480) & 144593.00, 0.000 & 0.05, 0.000 \\ -freq\_score & 0.06 ± 0.01 (480) & 0.06 ± 0.01 (480) & 150719.00, 0.000 & 0.12, 0.000 \\ +power\_score & 0.16 ± 0.01 (192) & 0.03 ± 0.01 (480) & 67804.00, 0.000 & 0.13, 0.000 \\ +freq\_score & 0.19 ± 0.01 (192) & 0.06 ± 0.01 (480) & 72140.00, 0.000 & 0.17, 0.000 \\ \bottomrule \end{tabular} diff --git a/actions/lfp_speed/data/statistics/power_freq_score_summary_i.csv b/actions/lfp_speed/data/statistics/power_freq_score_summary_i.csv index 6a019bb4b..6a1b392c9 100644 --- a/actions/lfp_speed/data/statistics/power_freq_score_summary_i.csv +++ b/actions/lfp_speed/data/statistics/power_freq_score_summary_i.csv @@ -1,3 +1,3 @@ -,Baseline,11 Hz,MWU,PRS -power_score,-0.03 ± 0.01 (208),-0.03 ± 0.01 (208),"32624.00, 0.000","0.18, 0.000" -freq_score,-0.01 ± 0.01 (208),-0.01 ± 0.01 (208),"37221.00, 0.000","0.21, 0.000" +,Baseline I,11 Hz,MWU,PRS +power_score,0.16 ± 0.01 (192),-0.03 ± 0.01 (208),"32624.00, 0.000","0.18, 0.000" +freq_score,0.19 ± 0.01 (192),-0.01 ± 0.01 (208),"37221.00, 0.000","0.21, 0.000" diff --git a/actions/lfp_speed/data/statistics/power_freq_score_summary_i.tex b/actions/lfp_speed/data/statistics/power_freq_score_summary_i.tex index ae1cd6d5d..4ced7c1d8 100644 --- a/actions/lfp_speed/data/statistics/power_freq_score_summary_i.tex +++ b/actions/lfp_speed/data/statistics/power_freq_score_summary_i.tex @@ -1,8 +1,8 @@ \begin{tabular}{lllll} \toprule -{} & Baseline & 11 Hz & MWU & PRS \\ +{} & Baseline I & 11 Hz & MWU & PRS \\ \midrule -power\_score & -0.03 ± 0.01 (208) & -0.03 ± 0.01 (208) & 32624.00, 0.000 & 0.18, 0.000 \\ -freq\_score & -0.01 ± 0.01 (208) & -0.01 ± 0.01 (208) & 37221.00, 0.000 & 0.21, 0.000 \\ +power\_score & 0.16 ± 0.01 (192) & -0.03 ± 0.01 (208) & 32624.00, 0.000 & 0.18, 0.000 \\ +freq\_score & 0.19 ± 0.01 (192) & -0.01 ± 0.01 (208) & 37221.00, 0.000 & 0.21, 0.000 \\ \bottomrule \end{tabular} diff --git a/actions/lfp_speed/data/statistics/power_freq_score_summary_ii.csv b/actions/lfp_speed/data/statistics/power_freq_score_summary_ii.csv index cb9da52e2..d5e7d3e07 100644 --- a/actions/lfp_speed/data/statistics/power_freq_score_summary_ii.csv +++ b/actions/lfp_speed/data/statistics/power_freq_score_summary_ii.csv @@ -1,3 +1,3 @@ -,Baseline,11 Hz,MWU,PRS -power_score,0.04 ± 0.01 (136),0.04 ± 0.01 (136),"12586.00, 0.000","0.08, 0.000" -freq_score,0.01 ± 0.01 (136),0.01 ± 0.01 (136),"16950.00, 0.000","0.22, 0.000" +,Baseline II,30 Hz,MWU,PRS +power_score,0.10 ± 0.01 (136),0.04 ± 0.01 (136),"12586.00, 0.000","0.08, 0.000" +freq_score,0.22 ± 0.01 (136),0.01 ± 0.01 (136),"16950.00, 0.000","0.22, 0.000" diff --git a/actions/lfp_speed/data/statistics/power_freq_score_summary_ii.tex b/actions/lfp_speed/data/statistics/power_freq_score_summary_ii.tex index 76cba08b1..ed0c9c027 100644 --- a/actions/lfp_speed/data/statistics/power_freq_score_summary_ii.tex +++ b/actions/lfp_speed/data/statistics/power_freq_score_summary_ii.tex @@ -1,8 +1,8 @@ \begin{tabular}{lllll} \toprule -{} & Baseline & 11 Hz & MWU & PRS \\ +{} & Baseline II & 30 Hz & MWU & PRS \\ \midrule -power\_score & 0.04 ± 0.01 (136) & 0.04 ± 0.01 (136) & 12586.00, 0.000 & 0.08, 0.000 \\ -freq\_score & 0.01 ± 0.01 (136) & 0.01 ± 0.01 (136) & 16950.00, 0.000 & 0.22, 0.000 \\ +power\_score & 0.10 ± 0.01 (136) & 0.04 ± 0.01 (136) & 12586.00, 0.000 & 0.08, 0.000 \\ +freq\_score & 0.22 ± 0.01 (136) & 0.01 ± 0.01 (136) & 16950.00, 0.000 & 0.22, 0.000 \\ \bottomrule \end{tabular}