From 9769783ac8fee59f98578aef2d9099176613eb45 Mon Sep 17 00:00:00 2001
From: yh202109 <92902613+yh202109@users.noreply.github.com>
Date: Sun, 7 Jul 2024 19:39:18 +0000
Subject: [PATCH] =?UTF-8?q?Deploying=20to=20gh-pages=20from=20@=20yh202109?=
 =?UTF-8?q?/mtbp3@b39808670ff2c18d70e854ec8670d17a6bf08d3f=20=F0=9F=9A=80?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../report.html                               |   6 +-
 .../coverage.xml                              |  21 +-
 ...a9751650f546de7a59d24a7a2e3cbcbdc1eb1e.png | Bin 100661 -> 0 bytes
 ...c7551e2dc947d11a8157855147204ec45f83ea.png | Bin 0 -> 104921 bytes
 ...1fe49ae291523c40b46bd499b410410a469d72.png | Bin 0 -> 43695 bytes
 ...b8ab9ce110a4ccf46f31c8c3a09a18dcbd1670.png | Bin 43304 -> 0 bytes
 _images/statlab_kappa_fig1.svg                | 174 +++++------
 _images/statlab_kappa_fig2.svg                |  88 +++---
 _images/statlab_kappa_fig3.svg                |  88 +++---
 _modules/mtbp3/statlab/kappa.html             |  11 +-
 _sources/autoapi/mtbp3/statlab/index.rst.txt  |   2 +-
 .../autoapi/mtbp3/statlab/kappa/index.rst.txt |   2 +-
 _sources/statlab_kappa.rst.txt                |   2 +-
 _static/fig/statlab_kappa_fig1.svg            | 174 +++++------
 _static/fig/statlab_kappa_fig2.svg            |  88 +++---
 _static/fig/statlab_kappa_fig3.svg            |  88 +++---
 _static/reports/coverage/coverage-badge.svg   |   2 +-
 _static/reports/coverage/coverage.xml         |  21 +-
 _static/reports/junit/junit.xml               |   2 +-
 _static/reports/junit/report.html             |   6 +-
 autoapi/mtbp3/statlab/index.html              |   2 +-
 autoapi/mtbp3/statlab/kappa/index.html        |   2 +-
 example_cdtg.html                             |  10 +-
 example_clinical.html                         |  74 ++---
 example_emt3.html                             | 277 +++++++++---------
 example_files.html                            |   6 +-
 searchindex.js                                |   2 +-
 statlab_kappa.html                            |   2 +-
 28 files changed, 581 insertions(+), 569 deletions(-)
 delete mode 100644 _images/1b646869eb2473c046d54c60e6a9751650f546de7a59d24a7a2e3cbcbdc1eb1e.png
 create mode 100644 _images/6d5f3f9f8b147cd35d77fe029fc7551e2dc947d11a8157855147204ec45f83ea.png
 create mode 100644 _images/7fd4a6fe5a00ab01f25b3a2b761fe49ae291523c40b46bd499b410410a469d72.png
 delete mode 100644 _images/e40b7061e22f7fa1eac10adf5fb8ab9ce110a4ccf46f31c8c3a09a18dcbd1670.png
diff --git a/_downloads/214d05cd65dcc9387b037da1ce5a5c33/report.html b/_downloads/214d05cd65dcc9387b037da1ce5a5c33/report.html
index 91cd5f3f..e0766907 100644
--- a/_downloads/214d05cd65dcc9387b037da1ce5a5c33/report.html
+++ b/_downloads/214d05cd65dcc9387b037da1ce5a5c33/report.html
@@ -328,7 +328,7 @@
   </head>
   <body>
     <h1 id="title">report.html</h1>
-    <p>Report generated on 07-Jul-2024 at 19:35:40 by <a href="https://pypi.python.org/pypi/pytest-html">pytest-html</a>
+    <p>Report generated on 07-Jul-2024 at 19:38:32 by <a href="https://pypi.python.org/pypi/pytest-html">pytest-html</a>
         v4.1.1</p>
     <div id="environment-header">
       <h2>Environment</h2>
@@ -382,7 +382,7 @@ <h2>Environment</h2>
         <h2>Summary</h2>
         <div class="additional-summary prefix">
         </div>
-        <p class="run-count">30 tests took 508 ms.</p>
+        <p class="run-count">30 tests took 499 ms.</p>
         <p class="filter">(Un)check the boxes to filter the results.</p>
         <div class="summary__reload">
           <div class="summary__reload__button hidden" onclick="location.reload()">
@@ -429,7 +429,7 @@ <h2>Summary</h2>
     </table>
   </body>
   <footer>
-    <div id="data-container" data-jsonblob="{&#34;environment&#34;: {&#34;Python&#34;: &#34;3.10.14&#34;, &#34;Platform&#34;: &#34;Linux-6.5.0-1022-azure-x86_64-with-glibc2.35&#34;, &#34;Packages&#34;: {&#34;pytest&#34;: &#34;8.2.2&#34;, &#34;pluggy&#34;: &#34;1.5.0&#34;}, &#34;Plugins&#34;: {&#34;html&#34;: &#34;4.1.1&#34;, &#34;metadata&#34;: &#34;3.1.1&#34;}, &#34;CI&#34;: &#34;true&#34;, &#34;JAVA_HOME&#34;: &#34;/usr/lib/jvm/temurin-11-jdk-amd64&#34;}, &#34;tests&#34;: {&#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_invalid_input&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_invalid_input&#34;, &#34;duration&#34;: &#34;2 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_invalid_input&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;2 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_missing_column&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_missing_column&#34;, &#34;duration&#34;: &#34;1 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_missing_column&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;1 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_with_difference&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_with_difference&#34;, &#34;duration&#34;: &#34;5 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_with_difference&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;5 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_without_difference&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_without_difference&#34;, &#34;duration&#34;: &#34;2 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_without_difference&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;2 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_existing_column&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_existing_column&#34;, &#34;duration&#34;: &#34;10 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_existing_column&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;10 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_non_existing_column&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_non_existing_column&#34;, &#34;duration&#34;: &#34;1 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_non_existing_column&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;1 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_non_existing_group&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_non_existing_group&#34;, &#34;duration&#34;: &#34;1 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_non_existing_group&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;1 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_same_group_and_column&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_same_group_and_column&#34;, &#34;duration&#34;: &#34;1 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_same_group_and_column&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;1 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_expected_file_lists&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_expected_file_lists&#34;, &#34;duration&#34;: &#34;4 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_expected_file_lists&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;4 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_find_files&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_find_files&#34;, &#34;duration&#34;: &#34;5 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_find_files&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;5 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_find_hlgt&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_find_hlgt&#34;, &#34;duration&#34;: &#34;4 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_find_hlgt&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;4 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_find_hlt&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_find_hlt&#34;, &#34;duration&#34;: &#34;4 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_find_hlt&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;4 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_find_llt&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_find_llt&#34;, &#34;duration&#34;: &#34;7 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_find_llt&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;7 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_find_pt&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_find_pt&#34;, &#34;duration&#34;: &#34;4 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_find_pt&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;4 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_find_pt_given_soc&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_find_pt_given_soc&#34;, &#34;duration&#34;: &#34;6 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_find_pt_given_soc&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;6 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_find_pt_given_soc_primary_only&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_find_pt_given_soc_primary_only&#34;, &#34;duration&#34;: &#34;6 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_find_pt_given_soc_primary_only&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;6 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_find_soc&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_find_soc&#34;, &#34;duration&#34;: &#34;4 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_find_soc&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;4 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_list_files&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_list_files&#34;, &#34;duration&#34;: &#34;26 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_list_files&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;26 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_lsr.py::TestLsrTree::test_list_files_dataframe&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_lsr.py::TestLsrTree::test_list_files_dataframe&#34;, &#34;duration&#34;: &#34;1 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_lsr.py::TestLsrTree::test_list_files_dataframe&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;1 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_lsr.py::TestLsrTree::test_list_files_json&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_lsr.py::TestLsrTree::test_list_files_json&#34;, &#34;duration&#34;: &#34;1 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_lsr.py::TestLsrTree::test_list_files_json&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;1 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_lsr.py::TestLsrTree::test_list_files_list&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_lsr.py::TestLsrTree::test_list_files_list&#34;, &#34;duration&#34;: &#34;1 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_lsr.py::TestLsrTree::test_list_files_list&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;1 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_lsr.py::TestLsrTree::test_list_files_string&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_lsr.py::TestLsrTree::test_list_files_string&#34;, &#34;duration&#34;: &#34;0 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_lsr.py::TestLsrTree::test_list_files_string&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;0 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_lsr.py::TestLsrTree::test_list_files_tree&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_lsr.py::TestLsrTree::test_list_files_tree&#34;, &#34;duration&#34;: &#34;13 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_lsr.py::TestLsrTree::test_list_files_tree&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;13 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_lsr.py::TestLsrTree::test_list_files_tree2&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_lsr.py::TestLsrTree::test_list_files_tree2&#34;, &#34;duration&#34;: &#34;9 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_lsr.py::TestLsrTree::test_list_files_tree2&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;9 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_statlab_corr.py::TestCorrCalculator::test_calculate_kendall_tau_with_dataframe&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_statlab_corr.py::TestCorrCalculator::test_calculate_kendall_tau_with_dataframe&#34;, &#34;duration&#34;: &#34;2 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_statlab_corr.py::TestCorrCalculator::test_calculate_kendall_tau_with_dataframe&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;2 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_statlab_corr.py::TestCorrCalculator::test_calculate_kendall_tau_with_list&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_statlab_corr.py::TestCorrCalculator::test_calculate_kendall_tau_with_list&#34;, &#34;duration&#34;: &#34;2 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_statlab_corr.py::TestCorrCalculator::test_calculate_kendall_tau_with_list&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;2 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_statlab_corr.py::TestCorrCalculator::test_plot_y_list&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_statlab_corr.py::TestCorrCalculator::test_plot_y_list&#34;, &#34;duration&#34;: &#34;18 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_statlab_corr.py::TestCorrCalculator::test_plot_y_list&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;18 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_statlab_kappa.py::TestKappaCalculator::test_bootstrap_cohen_ci&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_statlab_kappa.py::TestKappaCalculator::test_bootstrap_cohen_ci&#34;, &#34;duration&#34;: &#34;233 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_statlab_kappa.py::TestKappaCalculator::test_bootstrap_cohen_ci&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;233 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_statlab_kappa.py::TestKappaCalculator::test_cohen&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_statlab_kappa.py::TestKappaCalculator::test_cohen&#34;, &#34;duration&#34;: &#34;69 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_statlab_kappa.py::TestKappaCalculator::test_cohen&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;69 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_statlab_kappa.py::TestKappaCalculator::test_fleiss_kappa&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_statlab_kappa.py::TestKappaCalculator::test_fleiss_kappa&#34;, &#34;duration&#34;: &#34;68 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_statlab_kappa.py::TestKappaCalculator::test_fleiss_kappa&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;68 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}]}, &#34;renderCollapsed&#34;: [&#34;passed&#34;], &#34;initialSort&#34;: &#34;result&#34;, &#34;title&#34;: &#34;report.html&#34;}"></div>
+    <div id="data-container" data-jsonblob="{&#34;environment&#34;: {&#34;Python&#34;: &#34;3.10.14&#34;, &#34;Platform&#34;: &#34;Linux-6.5.0-1022-azure-x86_64-with-glibc2.35&#34;, &#34;Packages&#34;: {&#34;pytest&#34;: &#34;8.2.2&#34;, &#34;pluggy&#34;: &#34;1.5.0&#34;}, &#34;Plugins&#34;: {&#34;html&#34;: &#34;4.1.1&#34;, &#34;metadata&#34;: &#34;3.1.1&#34;}, &#34;CI&#34;: &#34;true&#34;, &#34;JAVA_HOME&#34;: &#34;/usr/lib/jvm/temurin-11-jdk-amd64&#34;}, &#34;tests&#34;: {&#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_invalid_input&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_invalid_input&#34;, &#34;duration&#34;: &#34;2 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_invalid_input&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;2 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_missing_column&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_missing_column&#34;, &#34;duration&#34;: &#34;1 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_missing_column&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;1 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_with_difference&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_with_difference&#34;, &#34;duration&#34;: &#34;5 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_with_difference&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;5 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_without_difference&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_without_difference&#34;, &#34;duration&#34;: &#34;2 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_without_difference&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;2 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_existing_column&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_existing_column&#34;, &#34;duration&#34;: &#34;10 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_existing_column&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;10 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_non_existing_column&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_non_existing_column&#34;, &#34;duration&#34;: &#34;1 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_non_existing_column&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;1 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_non_existing_group&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_non_existing_group&#34;, &#34;duration&#34;: &#34;1 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_non_existing_group&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;1 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_same_group_and_column&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_same_group_and_column&#34;, &#34;duration&#34;: &#34;1 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_same_group_and_column&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;1 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_expected_file_lists&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_expected_file_lists&#34;, &#34;duration&#34;: &#34;4 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_expected_file_lists&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;4 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_find_files&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_find_files&#34;, &#34;duration&#34;: &#34;5 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_find_files&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;5 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_find_hlgt&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_find_hlgt&#34;, &#34;duration&#34;: &#34;4 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_find_hlgt&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;4 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_find_hlt&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_find_hlt&#34;, &#34;duration&#34;: &#34;4 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_find_hlt&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;4 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_find_llt&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_find_llt&#34;, &#34;duration&#34;: &#34;7 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_find_llt&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;7 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_find_pt&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_find_pt&#34;, &#34;duration&#34;: &#34;4 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_find_pt&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;4 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_find_pt_given_soc&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_find_pt_given_soc&#34;, &#34;duration&#34;: &#34;6 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_find_pt_given_soc&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;6 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_find_pt_given_soc_primary_only&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_find_pt_given_soc_primary_only&#34;, &#34;duration&#34;: &#34;6 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_find_pt_given_soc_primary_only&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;6 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_find_soc&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_find_soc&#34;, &#34;duration&#34;: &#34;4 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_find_soc&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;4 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_list_files&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_list_files&#34;, &#34;duration&#34;: &#34;26 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_list_files&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;26 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_lsr.py::TestLsrTree::test_list_files_dataframe&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_lsr.py::TestLsrTree::test_list_files_dataframe&#34;, &#34;duration&#34;: &#34;1 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_lsr.py::TestLsrTree::test_list_files_dataframe&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;1 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_lsr.py::TestLsrTree::test_list_files_json&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_lsr.py::TestLsrTree::test_list_files_json&#34;, &#34;duration&#34;: &#34;1 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_lsr.py::TestLsrTree::test_list_files_json&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;1 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_lsr.py::TestLsrTree::test_list_files_list&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_lsr.py::TestLsrTree::test_list_files_list&#34;, &#34;duration&#34;: &#34;1 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_lsr.py::TestLsrTree::test_list_files_list&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;1 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_lsr.py::TestLsrTree::test_list_files_string&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_lsr.py::TestLsrTree::test_list_files_string&#34;, &#34;duration&#34;: &#34;0 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_lsr.py::TestLsrTree::test_list_files_string&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;0 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_lsr.py::TestLsrTree::test_list_files_tree&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_lsr.py::TestLsrTree::test_list_files_tree&#34;, &#34;duration&#34;: &#34;13 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_lsr.py::TestLsrTree::test_list_files_tree&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;13 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_lsr.py::TestLsrTree::test_list_files_tree2&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_lsr.py::TestLsrTree::test_list_files_tree2&#34;, &#34;duration&#34;: &#34;8 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_lsr.py::TestLsrTree::test_list_files_tree2&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;8 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_statlab_corr.py::TestCorrCalculator::test_calculate_kendall_tau_with_dataframe&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_statlab_corr.py::TestCorrCalculator::test_calculate_kendall_tau_with_dataframe&#34;, &#34;duration&#34;: &#34;2 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_statlab_corr.py::TestCorrCalculator::test_calculate_kendall_tau_with_dataframe&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;2 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_statlab_corr.py::TestCorrCalculator::test_calculate_kendall_tau_with_list&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_statlab_corr.py::TestCorrCalculator::test_calculate_kendall_tau_with_list&#34;, &#34;duration&#34;: &#34;2 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_statlab_corr.py::TestCorrCalculator::test_calculate_kendall_tau_with_list&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;2 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_statlab_corr.py::TestCorrCalculator::test_plot_y_list&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_statlab_corr.py::TestCorrCalculator::test_plot_y_list&#34;, &#34;duration&#34;: &#34;18 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_statlab_corr.py::TestCorrCalculator::test_plot_y_list&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;18 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_statlab_kappa.py::TestKappaCalculator::test_bootstrap_cohen_ci&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_statlab_kappa.py::TestKappaCalculator::test_bootstrap_cohen_ci&#34;, &#34;duration&#34;: &#34;229 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_statlab_kappa.py::TestKappaCalculator::test_bootstrap_cohen_ci&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;229 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_statlab_kappa.py::TestKappaCalculator::test_cohen&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_statlab_kappa.py::TestKappaCalculator::test_cohen&#34;, &#34;duration&#34;: &#34;67 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_statlab_kappa.py::TestKappaCalculator::test_cohen&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;67 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_statlab_kappa.py::TestKappaCalculator::test_fleiss_kappa&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_statlab_kappa.py::TestKappaCalculator::test_fleiss_kappa&#34;, &#34;duration&#34;: &#34;66 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_statlab_kappa.py::TestKappaCalculator::test_fleiss_kappa&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;66 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}]}, &#34;renderCollapsed&#34;: [&#34;passed&#34;], &#34;initialSort&#34;: &#34;result&#34;, &#34;title&#34;: &#34;report.html&#34;}"></div>
     <script>
       (function(){function r(e,n,t){function o(i,f){if(!n[i]){if(!e[i]){var c="function"==typeof require&&require;if(!f&&c)return c(i,!0);if(u)return u(i,!0);var a=new Error("Cannot find module '"+i+"'");throw a.code="MODULE_NOT_FOUND",a}var p=n[i]={exports:{}};e[i][0].call(p.exports,function(r){var n=e[i][1][r];return o(n||r)},p,p.exports,r,e,n,t)}return n[i].exports}for(var u="function"==typeof require&&require,i=0;i<t.length;i++)o(t[i]);return o}return r})()({1:[function(require,module,exports){
 const { getCollapsedCategory, setCollapsedIds } = require('./storage.js')
diff --git a/_downloads/9911a4d807ac9f1a695f0aa2cf687076/coverage.xml b/_downloads/9911a4d807ac9f1a695f0aa2cf687076/coverage.xml
index 4147a624..17355e91 100644
--- a/_downloads/9911a4d807ac9f1a695f0aa2cf687076/coverage.xml
+++ b/_downloads/9911a4d807ac9f1a695f0aa2cf687076/coverage.xml
@@ -1,5 +1,5 @@
 <?xml version="1.0" ?>
-<coverage version="7.5.4" timestamp="1720380945284" lines-valid="1345" lines-covered="472" line-rate="0.3509" branches-covered="0" branches-valid="0" branch-rate="0" complexity="0">
+<coverage version="7.5.4" timestamp="1720381116829" lines-valid="1348" lines-covered="472" line-rate="0.3501" branches-covered="0" branches-valid="0" branch-rate="0" complexity="0">
 	<!-- Generated by coverage.py: https://coverage.readthedocs.io/en/7.5.4 -->
 	<!-- Based on https://raw.githubusercontent.com/cobertura/web/master/htdocs/xml/coverage-04.dtd -->
 	<sources>
@@ -563,7 +563,7 @@
 				</class>
 			</classes>
 		</package>
-		<package name="mtbp3.statlab" line-rate="0.5535" branch-rate="0" complexity="0">
+		<package name="mtbp3.statlab" line-rate="0.5459" branch-rate="0" complexity="0">
 			<classes>
 				<class name="__init__.py" filename="mtbp3/statlab/__init__.py" complexity="0" line-rate="1" branch-rate="0">
 					<methods/>
@@ -617,7 +617,7 @@
 						<line number="107" hits="0"/>
 					</lines>
 				</class>
-				<class name="kappa.py" filename="mtbp3/statlab/kappa.py" complexity="0" line-rate="0.474" branch-rate="0">
+				<class name="kappa.py" filename="mtbp3/statlab/kappa.py" complexity="0" line-rate="0.4659" branch-rate="0">
 					<methods/>
 					<lines>
 						<line number="16" hits="1"/>
@@ -775,24 +775,27 @@
 						<line number="299" hits="0"/>
 						<line number="300" hits="0"/>
 						<line number="301" hits="0"/>
+						<line number="302" hits="0"/>
 						<line number="303" hits="0"/>
 						<line number="304" hits="0"/>
 						<line number="306" hits="0"/>
 						<line number="307" hits="0"/>
-						<line number="308" hits="0"/>
 						<line number="309" hits="0"/>
+						<line number="310" hits="0"/>
 						<line number="311" hits="0"/>
 						<line number="312" hits="0"/>
-						<line number="313" hits="0"/>
 						<line number="314" hits="0"/>
 						<line number="315" hits="0"/>
+						<line number="316" hits="0"/>
 						<line number="317" hits="0"/>
 						<line number="318" hits="0"/>
-						<line number="319" hits="0"/>
+						<line number="320" hits="0"/>
 						<line number="321" hits="0"/>
-						<line number="323" hits="0"/>
-						<line number="325" hits="1"/>
-						<line number="327" hits="0"/>
+						<line number="322" hits="0"/>
+						<line number="324" hits="0"/>
+						<line number="326" hits="0"/>
+						<line number="328" hits="1"/>
+						<line number="330" hits="0"/>
 					</lines>
 				</class>
 			</classes>
diff --git a/_images/1b646869eb2473c046d54c60e6a9751650f546de7a59d24a7a2e3cbcbdc1eb1e.png b/_images/1b646869eb2473c046d54c60e6a9751650f546de7a59d24a7a2e3cbcbdc1eb1e.png
deleted file mode 100644
index 2e382b9b5c5ee41ec603ec36ef20672e0297fd2c..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 100661
zcmbrm1yq%7w>6BSpdz7wAP9&-i6GLA2q;n#A}I~h-Ki)dEl9_f5>UE3q@|>#8>E{}
zZTQ#i^Pcmbe|+Qo-}(OU8SL=@?tSm;zOJ?AnsctT`S@J+3H~LDOITP~_>xb>6tJ+)
z=EFnw0uKB}ig9)t{>N)4u41QXX=vxDV`G3Nqhn`fW@%?;tb5bJz{b|t(t@3ZmxYb_
z=4(4UD_cHRR`dUS0*j@M5o_=DHCnjHMXRT(wpdt%I>_Tpx^S8?))_1;NwG&tPH`(^
zj&ADxWBZ%IchvLmtXHiv^IOLm8?B$aa8c*8rePaXsyoAHEn~*dqUs3?jB--A-wU5J
z5HWm?$I`h&8$xAd$uC=pF4i|6o1n=zxJRAmO%?1mkrP>0jb2)65h^=e8eKo24o_mZ
zBzl4N9g*l|_N6)tFQUIc7(G6#iu~>Z8?)rid&oDmK6fwbzem1l$i4F>^Y7EhBkqKd
z{(XLZ=(+sA-{`7@iYWhcIjO5Hmym1t>PR9N<B?iiTs)rVuDQNq7~muo$udV)v)`!A
z{rCdgIpjUaxs-EW$+)=i4QkkS@Va&iy6$c4^vd=2_1SeM6tMR6_EunAcDkS7Ryf15
zz8vFJoDsdyt!_GyNlQ!n1{;^)xr)luXU~3m2``LSxjN5B8|`;GRzJ3~+VB#d7>eSy
zq>j|`a86rImI$PHHvqR$b{lR(SA~IvWe+DjSm=-eE;ZFGe6p#{ZCX2I#&wLr$bYY>
zc@q&6Gi-ot!tMB!Yp@URIZX$Mu3r6-B<`<L?ZykQTC|gvl)MPHSGm(8Rk=H$u3=So
zUf<BrrvJrD>&e<Tvdxww#etL-rEfA6(?a9pI|x1ZA8&1MR~?}|4viDswj{A4?yJvN
z8E7deOxq@~)*Oev_^$jZI=c04q{fdyEzhyVGNya?oc|<#h~jt5MwdE{J2x*xQSm#3
zBqVe;(|ER{PIl<8F{{*mW>kC-Ep4>RZyJU|b<MVhId9bAx)(3Z&OXrjaqeXO^rUN{
zXw-gCvmGUjYHycjDV;o<;J&A-!4lb}XIXt<sGOzNn5WlVy7)CV>Y>3UvR6*D%L7^1
z+6$fWa4ekC2?Eh`ZIK1`%gU%`Va!f%N?IE7PI4Yw#9!r5otdfy`(x`KA36;AXG~2@
zOr}55Cunyki6fga^`2}CU2{rRGU8rbLr2^2;Lh!Q2o9Z&7)}kRsrRpo)Q~riwXAN1
z(~J^uwn@_)%+~ZDGMg`7&VHP#usQ9|x}|lxtL1hu7rB3Qgq;hkSgYKYy-G}cuo>(b
z&~GxgJE*l#F@a%OuR>FQ{P+>ME(r-quEVMtwaXvcA3uIzT_7Yx3k|M~RU8~|ca=@~
zP(GjttlS$m9d%u=G8--Jc6F1H!5@6(dY>uWkJ7U8)5eBX^~s?rwa31WG#&B8(Ky;|
z_;l2^YifPHYqew|Xv_j#T*l888(3amE<1vajooch6mXs02X#D4FK{p$#;jExXV4bW
z-P7~qF`;0?pYG&?RymJp_x7Xpn&3L^$)kx=Asp{Ft0N`bgEc3lVXX~ao+q}bZEh|u
z8}yiCfz8}Amg;@oakp(5kHcQnv_r)KoT6oR&4~-LT~e%74OQszwwGG&;@a9@x_H+r
z)`hNKz3Mdi2KRS~B~4D%9)*mI%s3&DW}XW3s9mp&lCrW5W_OU7jI0^SlckKb^z7{U
zsSh-3o9Mgm$RCl=z9XL|pcY6^Nlj%`FE*1W5tkpeD9N{)5}k9bIg0PHZftCPrluD2
z&~{!rH8HWS0@KD?qtw&W^BJF#%c(@u<6!P*9Ix%?!$X(#;^Zg6Of${FFR9%&9<3LX
zX}QTuN=YgD`TO%1-MfEZCYr}ONkK*Bk8Mz4A;(<N;Hzzmqd8X3jP_V=xs31Mx1EnM
z=!qPC0|Ulu{^GEbp=$Sv(1?hy%<9GM6|2(lrsWv53WqE-Ph?xF8@giR#e8S{_rCsq
z#$e%-($G(z5^wNW)h@Vc3a;mP?A|l@`I*tL!*JW80^<8KyrlsI-?;g~!NK1f@;G)f
zn5cFiU!8E<4n*Fj@@TDM+}snhtQC%|5B7G?IlGzKRT{a8AZo#-v10w!t8)v&r)B5`
zBb2*xG@t!9o25QRRP)Icq33ft>8LNC!^7hj2kG9C)7~i(xxhA?rCQ+A((=@>Bj&u<
zvsB%=pW$v>t@QC0&e)k6WuYM<MC)BcLqlHlUDv*R`{oDxw-vwc_TksB=j+z6kw$By
zWoE;L8H47r{EjTGt*t@}7cO7k5sFM=a636zVAd>$<4T8}^XPyKpPx4*pb=WJ?Yx&=
z`qs<K>s5))P`*Ls@m5=W^{|H)mPt{}DQ4m{H8u4;|9WK@_qdaH#ag+)WEkB+-1nL7
z7-_mCC>5QZO}cqjTeFfVJ$xMONDZ5h=!Nd&C&V{yv`4Y&0ZjNgx{jdDYr=voDmNui
zD9iFiIxm)9_TfzRlAz2?=C|J7?j9)Hh0ew~n>^FOYzrDdd)2?Yky56?B6PB^2fHyB
z7R%?nrGIkJ<(Y3j!ZqK8THlT;E#*O>M&1q=UsW?OFc29mIBX8MUO(RvYiw*>r~M!<
z&pl1}<;ZrC;7d(SDu{Cge36G{!pu&gS3^SsyO8CRyu7^jcz$$1^IdxS?HQWWD0-Az
zD4ge7*+PPB^X%N*CLCZiWT4~E4s#2OwVg_)@SjHN&z}>)E8~mLXhuBXui6r`v3Y1x
zRIW&E^W^>e_cw$+AjaqI%4)uI;L$d;ASF@v=}5IZe}8|!+wo>I@`&HdQ7!nYc=LPr
z>v91&A<TF+yWq=_+2l5sihy;u1%6HH*o1_&ZCfn~y(5#hi2GhfO67@(Z_?8l)~mmM
zrL%yIJd2H8h8}m7l$Di8>$TqB&^g)oAZ!=&w13R>l&j{n7kehVbj$*Fq?yWbw0rKP
zudk0i0cz^Qr$|lh8OT(9EG8xv*@&sxpT?_(2es$%rqFrM&CN}$IEdEX>M(k_tJkj0
zQw6TdX!nN!-UUe9wkWB1nfw)dv4eX;AJ#SMd5Wpr_<<*I_$OK5^muz5!|%A30xLC2
zaQ3;*Zs=5k=HNRtC%twp^z-N0?ShfjHESh4Uf$@4h=@n0?w4qBP_sY=e3-xY|6D+M
zc1}0?m+epc^Sh5Z%>+hu7;>5Y{*|^Z@#G0RR4JkTNo>@}SXo(_*--v_asO-1C5yW*
zU$)J6$9rCLAb8p(bQCZ;Ix2hA)o;ErJ*{im|F&YiIu><$ykPb__YI-Yeyyvtde(5z
z?KFpqc!+Af+TkLXT@w^a%M)Xdb&W;i_o|+9rb-<E;K6*XCEqI4svnDXdzQD~6FrUy
zK$e;bV5ZF#t6FYn9C?%`8~@D7iHF90=gPg8*(<$eGyrEv>B+8G<IAo-G_gF$`ts!_
z>iso3*|-a}NHtc@*7#UcBP<ocy!hh8EEbpA$qVYW)oRh8O$X=T1BVqA3Q9^|xBUkr
z#pZfYUENKN7B5}8w7*eL$ZsAT5THL^>CE8wgVpmu>g?IGPAhrMSfwY2%ShF7hN>FH
zZbZPw#wH!h6$p^wvFWd6wcWv;tdN0R0Qb(_WEo&2juY<Oc-NS<0n^-oIc2I9`EAZL
zJ03-iSk}bD{aHbQ*+$UiBQd>ho=Qtc$6P^|kRIl6SLkjJ@SR8?b-uLA$-zRRX}xTg
z<CQGv@BJp%SYNfraGIv)<gE9W!OGkGS*u&LP7hz691hk@FDyWYvhNRddCc2>cioz8
zg*qraHF0{v4WNo|Q4+hmJcwot2@D9B6+S&6grj8Ea@#x)+=DJLF)@IOKjIX9dZL9I
z9t*#(UhHJ6#UI0KOSe7WF$2{B*(d>E9YSZuiRA?9zP<Rq-=E{r2v>K6+P*(BaniKz
zdFpy{ydaFAlR>0r6J%*AW^bg%p1)!XN%NZHIo4xf3k_Xe!Lb(Q8NEO7(|VV85ek4r
zI09J^KVG%9A_|I%2RWyQtn0H6A;HrWaJG_*f%bO4PeXacAc1c_Qr!9{gJ?QaGU)${
z58wC?Cf(}$zdWtSmq4FXyiWfi{%bbNe+V~^gxyV3uGrR}KYy5U5jrS#-h)j8dOPV*
zfm^|-OCEA^>rnL2{}0|G>+K16dE?}BlJg(xX>U&@y-ca`t^ViV+gj-V&q;cBE986o
zyNkp;4l7ZP>WYfQz-d2!{=9Q20D1I;+WB3oROCbRVUE9y#CaiJwksS+YN2s&rB--&
zIA%|+p*HN_%bS))NV@LpO9TY-8EFaAa5P7%sQN{_tE8lj_i`#l6%?)>q1P8W`Pc7o
zaYY<#FSrIDd7iGHZdR?k=g_F#$MN4G>n7{b64QF>c}4Kk71i!kghYcf$b~XeAoKzF
z6TR@kMJR*mN=#p6<9`DG{9WbhC|s;``TW0L=T3_e-w~707mpMb6)oNF<UfEC&{A`X
zu|&D^^74+lqsPXC_Clptrt;fZmJ7!W3xKkp0d6%{fH_z|EkKdDEhLn%?!NA-VckfI
z*`fgD0GE9KueHg61{y1en&S+t>R_vlHJaD<tD~!f0~cI<OsErTp5=rP%G@t$15z_A
zH1vl!nda=+NiXW;GcfI|L`1cFt0QIW)knZY5yFZ&acQUx{r5H|@rSD2EGLEM1$!Rr
zCAcgxYOoBdqMpc;P`j?M$;R_F+I9(kP#YUx{VEeH0afed<b+uz*K0YuB1lf?AVoNa
zwUcd;HHr0K(NTW;c7D<mAdH+KG#&zyy>V2Rl_da8VN?>VT4WNAb_hsf5IEVN0q*4W
z@|E-ZFJHb;qjF}%#V-s0mrb=3Kdah(J5Zt?C|Va_#L`#<NE?9E3U}#db>5nT4$I#K
zMuew;3KuS3+~m#9$oN?0ibiN-q1t^YAhQT6)L>REac7Hs-_ZY;J$(s#YE<ZUVDrjl
z@h$}g#o<nAPmjX5(+obm5~Sm<MGYt|cmogb-o@EyqXb%EVH&S@@6I7Wn5*09cVbq}
z)BNvj@aKttCQo9JOUd>eNW7}5>dJUkY;A3Aokgc}@+$F0Uxs4$YYy+R8*B}do>%@x
z%=?|lPjXj9{z~8fs(2;zgI1RMzpGZca9WhO=EmOo`wW~G-^==zz<v-0WceR(;EZsb
zztS4CaDve*=Q+~(_UQWeWUpGXH7hDdVq;=TXG5icuJNa>wsv&fWoHj_T`Nm#o&j-K
z2527*609wf)d&!IA^rUVH*$(T&pb0SGiM=b^q2ZFm|s;!l}vb4Xa$pD9s??n{k$+R
zI+}@a_l}MZ@3GIciQm3GLqbwPRW$=qPCo%PD~~*OziTnBLj|i52<}}}vazutN$VY&
zv1W;sDg!7C2WXT$01Eqi)!Ly#vuyG$-e-X8F28=07f`IfNXPTNU}RwU6S?P?jqDiP
z=fk!@?(y{FX|kH<?S=*U5b}5L-IE&1(|b}w#ab;0E3awsU2#sy%na!3Q%Xusju!S5
z5*HW8LXP6?+q2o_OH8PlNEXeXc&wGRFJ5Xk!l9JS1o6Lq{dzL5nff+Af2==Cxi2Jt
zoW1KS_uUr~!PFh?(d@1QEcEmre0*?#&QaU(Q9;GkX$rXRwm<d32s1j}jzj@D6DBo1
z-FK|Qal00qQ2PNnqHQBzxiCW3S=8KMJ^TR4taT?uFgPV8<+*}_sJQrfkUq5c@8f@{
zuR}`BOtA3yoSx9ZEOCPK{PpUCc}gZGrqZ?YWf0^n{0=MH{oh_3L!|FfAA!b=Us*8&
zO4|sOtPUUv81$Y8@ct%OGh<`Moa#d+C^3`QN8FG1t($_V{A+4z97hn?^*G)y**EuP
z{{-2uo4ykXgrAs{R9s&_1)V2|!5q0%{-J>k^t}G*1)kWT=;O!Ev!9-nE+n{u2ABnL
zMs>R1EUZ#&c3n0tjDM{ZJGP_ge#z($2)GNi@Xwml)6-ZgrB<{Rj_dPD{w!y;L463I
zM{R$vIzVDMj@gsJ<7JMrf-}$sgmzxU!{gVh=rCljtE&?ldHeS5gV>IV`9a!F5r{Sa
z#2&4~Lv-ZHLmt@VlUr|AoDCcONXLtk@qoyHT6bE`DnXnCgbhfjsZm5~Iz*%Q%$w!n
zU8)j%eJ`wcojG%c!S8LqiTL;ay>fgSk9}H}NPiG3NiUlz10`Z&W8I56xw-W?C|ogd
z(<@K~+}TJDrCxe^hPC#sPSoTy`=20KjC)bPOD|Y(kDO5W_<>qhgkEzHo54>KxF=xn
zB-gI(9k_WOjZ6Tzl0mU783|O&l1No>MhgSTX*diSn1MZmIYP6W4lrY7D&K=OIB(DA
zfozvukdc!^N<jUTm6IhI4ZlMG{8!*MH*NNJF)En5f`akizA>4YnpVB(1XTpeaCxiJ
zUGUZA%ZsejW|B8u6I@O)XyEU3{QQ(&DJge~&4xrJByi53Ki|;Yj6R4%SQ<Rg*DdD+
zc78n`h405vS{?@mvT;0ho~LL}N9S>fC#YV32@avh26nOeNK<D#{{cwlp#?6#0%Q*w
zwf7=tXY~;mMo~_%@piC)=&M)Mh^IAVgj)T(q#a>c(nyHNo`BNJm(7TE01n60*xsMy
z;H@^T6HvU@JdS5*jz)hhT7s$e?%g{lPlC&r#nO7O5EIXgaY5xj0qPVIA0G(RwoCX_
zAXs4Q0upn+fq`?UU@twDl)RqH<>!EuiOUY2XPm%ZaDq&X2D%DYJYF#p-p+8a248E#
zo95UHbWrBYX8$*^em8X{arw`677ZfC>PZghwXt(JI0O#1os?D4mAAzx|6RWxZb=^8
z|DSo2REB_~xD^+5$&rNm7irRE2oZ50Z|&+@So)qb4}5po##2@GI-%eW5yF*+3yqmo
z^WT9R6bW$Q8e9efK~hf62wX6sVE4^NGWcNuT&+L072}?#?g;tM&(DtnFoV7D?Xq!a
zt=hSYKud3$oYB;e_s1vbnr5gJXf2!8yFk}Fju6VUv)Eg8q~$bq9(=zh_#qnXNpM41
zUz?aL6$=8F0*6TuShl}vf#GHt>iAuGIp6vTIDzrNn?k|3L$s?<&G?jV`d;MdsD?!i
z#sL6F+{MKu*s~208#_C8e+>#{b@eu+K(7oHL<_otV#KUlmuZY++%ZSvaFd7+xY(Ok
zV7I7{;JU_(!XWPr%nkrPywRU*dvC-NeZWbGTVGZa$7B5#5e~+^U)i9Bqhjh%Zd(^&
zO@fMFrKf=Stnd7uIN2*<Rx9*HE~#C2Ho<B7B5GOjWtTl5!9%^K%ZN@zj2Px?c$15<
zgaR8_cw{X4hdYZ1waV10sqV^g<{|IIq{_S;j2y3=fL|qmyA%h$=|j&GH*mo^EKoDj
zgOPD@H?pht)L`pXa<$KRLeyGUjJbP^EwEqI|8NmxCeXSkQc`$GfZn}(SLjGeN~&z>
z+xLy_?HMRk+7Ms>%s!;|lyi0JaZq|s0x23nLoOGrf}5td^QYUWpUc1TN0-MQd$GmX
z&*37|3~<TjBDMC`9LqEWHXDdne&=~Z<&6bZx6#ht<%9-Z-MlhZF?hrYD`hF0y}Et^
zR_S&fE={gc7q!sQ3i}NLTx9<%%)6kR5Y+nMQ>xT>2!eMwfmw4L$8>jhBgd}cx>{tk
z>+-=naa8O0__!31^k4#P8tUL9h}iUujKx9>TvY6Pf4=pMgwXNEV+0Psw<cUasXlS{
z+)1X%gL~Rr8LD5-sp*8J9{};JI-+r!Jag;z?V)n}d!7evT2A0P4VBp%v1+YuJcv7z
zGBCJXGVXE@EIKwsl7iwI1#v!(0aZ3?({>->$(lkZK9m-dy>h|^T?v9ng}niQ2(QQ+
z*%R2P#SWn0^aIhBYuG^%M8!XkFRP}e*3!~42|g(u)MzB9kkBNimyPQ;rTOM#>uKCO
zwmT=i&JDVp6C67pM4b&)xpLEZ9$N=<>bsU#muj$hAa`Uo^w42#v=y<3!SEK)6=o(R
zfun{@bb1R3fE5!Hv%e_k=~q9svF3TWm=^s&=Pbf4C7(SL%~B>NCvWj1z4wnS&6Z**
zdk2EEsp8en3Fhbwkb$47MXPXY+F+ObvEzfnS_Y*Z%5kaVsixytBN*wMXf!>D6sS!<
z78ISIK$^G#-`8;8?H@PK$jCT%{=BoNa)y#1i>iu-MmxM0uz7&6eDH7A*9j(}+D^a4
zW4X!9yps89-Ri;Tqc*UD%jRQD$+;~wN}8jj=}s0rPnwSsQ)D1)fqWpX2sWsbQBmX;
zRlCY4JWs9DYS3fjMME!`NKJ}{M{4~1{6Ot+BWVN{GNa;GtHsnv2bUSDHP~9`x$u`!
zknzw?!G|&n_BwbIf5wCz*EGPJSS;|8c%s)704AD~=h{Ac{h75j8`S6PP(8r{ieS-P
z!i+)USRbvH5K~h6t7RE3_M{>Q?0&Qt-*}Iv9Nyy1S`Mq#JUaHTrvCFpSQobMH3tP$
zDspy1>5{Jg-rdx)vS{FD*`?E$I4JPJk_RVlZ~^lyF8W-4J-9Na{O+P7HJ-w9g1ev5
z3mviCV0iz070=4R;CmkL8e-gIjk}{Yvn#iL$~J4dET-xk895&H$7@zNe2R-3ojKXr
z*<nGuLze?whp)ZjW?<+_qlDtYcC0?$k^)@Zv*?1H^F-M%4|I=?N`t6{;9^63nZ5l_
zhNZia*#f(LiU<ox`TF(H>?KL#QGe5_gQA+6U#tF7udUtAZ@plIO@Qwq4M#I^(CLT;
zp}`|BFE4ZtPbTU?-GcY975C^-8<6@3<d-!(F}nzKgH)}fyu3SrxD%kv5GMk3H97Z~
zonlGzxWkCK8?0I-OZnUP?*~AZ%B!mT1_nY=sEO5G3m%F!%=z+~>cYh}%vW${>pu`G
zs;ahb&9xzw0*D#wix)2hg|r+8Bf%L)xbwL40u|s3Flw{0@^Em?b{BW!*6)N+;S8U=
zL9IcZ+n&c67#t*~qFNm*0fRNaprFcGD6L}a=RId=m*lEtx$O-ZY0d{B26bFqoJCD}
zzHu+z-`xjOm<0`6IRaHAt!=~&v@CexhXGB+WuU``K;=<#Tg(=ZSlni0%xK%jMowUO
zSk16Ksty>sv6<N{uJHb&lICEJ`ivSo1Uyzo%fi5NF6b3X?ruR0qh+mAzag`)AP+#9
zl1{4Q=DVWT=Hea4k;;N*`3RQCMFN67UM>cP7J6K_Qpz<<YF^%_BGbXG0u&|y(%C2c
z-peh7RWvm<y+X}^HK)5iUN!DEoSvR;5v&Qc*L8122Wkyc^T1e!UHc~6JhbYtR&(ls
zxPd8>VJ>44i58{k$b@WG^K#c3V-pimc@iX$5L<c+?11Ec6aK)5sO*Ymyjn<dCrA%O
zq#=DWM0h~KuksKSJv*c`wb@LwZWr4(F@Z`;aQRs=`$|P6sw?dWn8qPtVfEWx!oeMe
z%XXdc^K(tj4#53p@KIbUt<VDi=S~nBfYB#CbG|E2XxtmX+B8D6Fv?#eHlE*6;nk}(
z&93r$VB#VIkOn+q%{9l0u~CRB*!!_qTYmRLJBy0d;sQ^d`gW^DR?WPT)xYlT-fz9}
z5$m+0dYTij4#OD)myj0JcjYY6R0aD>JV(#6l-Z4Y?gU6AbJKUe=5VoeE@q3CCJ$_~
z+|_v8YPH6SU=1EisTZUe5Nrr%V!rsbOpAqJ=z4*@xb3fXoYaO13=DKTJ(^gEG0oNi
z{}Ilcxa!peV+gDRX|?^?b@2d3p3u=okq=0+*s+_M+&f`8tnl0dx{%Po0{BFphg4ZG
zk*T}-`*-I6hLHk^uw=xVK+gR5*bOnn-P&Hdczgn0=lk*F6bLXuaPTWutB=<7KqHT%
z5SOyte%Zxcwn(jm^rc1}<RqHKaz<pq<ZPO!eIcZS$5t2$E_D0`arOBIkxfUq_cmna
zLy%=GsCCf4ayd4X@v`*LFA?HZH3wsY;r{)(2z84`IfKcA%Lr8*s`0Fmn|u4ojAtiu
zP3gspPbk!S$D>$I(`#5Iqc;AIXLZcXnB{~q90<ZgQr5rb2#t<j3|rVY=ZTlKBv6M2
zIHWcpfeV^O&;@!_g&xk?iP}79vM(dctwT%uXkkrx`71yg)Gf-+XDLfPeR=`mV6j~0
zThw|bBS?4gZT-~bVj61gMJ-3%<%N@;*yXlGzUql{xVXeLG!t{yRK4*oJ$asU^Yd3J
zDcc&!v;t5l8eks?2@}Fd#zjwPbBpYBLW3KzPMv}Ds+L;mq}}K~J<K_sh7+BFRwbw7
zs5LGCx=PjnwQXZHx@sL^g^=>lgg}~aFU?2t^l%ZVf^9r)etRCz?HTQx1?4_OPJ?Cq
zR6;@`asdeMG~~hpq}F=jI@pi15RtcT-FgeQ{s{<+hpu~O(1_=!qNJvlefI3q_m?^I
zNMXc+Z|I;NL#?W{r3FR{yEkgV%@vCu{){te+{(wsQ=a5}#n{??>%P6JB!-5@#ysnp
zCfS@hInTo|bl^i_VHC7kAj%y-r|Cr}R3EzoL*%vlL$tln^(1Go01S**uB)6#G-8E@
zg+&Xw^FfUwLHMMzvopdSq2E{hGRMA@JR5U<64?|4aZXP#(Cgj;+6-q=RVSmaWyKfI
z;5Xe%({9KP8e--L9_t+_Za`TQJWrgV%Qa!34o*fOSed{}C!y6{Z&HN39%+SO0iuIP
zPjk&5B)pT3n5H5hMK&gtdoYr{Y69Vjm0%JvYm|mS4*+T7gS*r_ry0YpsRgzE>5CVn
zAS3UBUj}X3H!$JQGJ+CYe|nQYVAS&z1HSGCfbQ@@?*k{pwrVg&5oaCgp*HG2yh2Ug
z+3=D0037v!xdY%s(cssWSPZgv33#{aPoEsE;|h>nEg3=VzB6*VRq#7VgH0hiA))bw
zAB8{wfoWElbpe$9MfOHr+B<jNK~=H_p$obj`bb#FEXbKj&@nTfKz$Hf0*vm9#B}@T
zT0mM>${pmihS9S_Ou;!6Sz;>4pZS=0GTy&$04>aM)W}vH(#?XS`4||ux)TL<0<_A`
zRL+gSMl&)p{xxG-8TorB&_VobH~INTV$(1=o*4fRG#=z7BQkb&90+uQ-w}!4L{1j5
z4s7S!k#(XlD@KA5BiFNiOg&pWJLg~49Fn3ZJcW06cVXUP8;;OPQ3fI2$WX!h482@}
zw5aG=N-i^zRE0dCEXYL1iUa@D)Rcx@w>Sc0<1_qwWKiiK)Vlz!aZh&AgcG}8M{$|Q
zpp`da6IDS7@Wlr~DRu4Igd+B3WJ{~Q-)fcBsJuFE5i<|5m6Vs)9eb7=JPPFc!1Xn>
zLPJCUDr{uf1qxJ<Y?>bQhlMaN;-a4|t~%{M(0>@+^7E%IsGV_HCY*$}IbFbF(02W?
z?03Z+|80;$yMXt9H^2kEkN=x#AP?^`uY@=O=TI1Ym^j)7MTacC6r4qzychq>4l$7T
zyjejeBtWm60jCMN*`Ld77YJ;=|6{{Ge_*D72litvP$?i<-eWMUfUN4=<wM^UP$eA@
zo-+mJed+Sh#_2Q~fkw?wKznNfb-KS7@X3EfsDGv@kg^#x<qAeMxqE+wJ6ak<Tcj{%
zQEs8!_@8z7Qe1tLDUnRe#Pn?hgQO6Mp~q>xyH3;<W5~eAiP^(wEUPk&QjP2r<4m69
z;)$Z;PH{`b5ki^`U>#2_?>y>QyZlk4I5#&08XL*Ii&1>`ObAnlnmvv|kYLy}M{vgZ
z6_`@8#+R^g32uap4nMNmn5?U_cuOwvU(RMDEIhpb`;3xb5(D;V1hx5a;YV<4V2nxJ
z-kuX_pn(`c010|l;FzhxOp=!SE~#2pakH&G=dFs@-M2tFNos3Piqw#F|D3b2-k5wu
zClk}RET=SmeD~kByHAb|``@RpqmfAin3X`B5GYokO|#2<puY)9c=)@manUe~w`QQk
zZ7L_CmUYelY=l6Q=6acr#zEHPq&D=<7@3$TR=)nVzkO-VTF&Pi7DR*pNKNl~@t;%s
zlW`tV!>alE7hzAJR&K($SF-YVXhHOAbIbf=oa=Z~w<s$qZ6Mte&=EiC>!C3=jR;Bs
z0k_=Pf1PVCoU6en?7!Ew=JL__mjO>yMf-o)1T+5CW{Ll<|NF}VXcv!KptZTh|5-=K
zmFq3ge+Wc0F=#dL9dIgm|A`i?rzUS83Sn&K|70BQ|1z8Y-?Mf9-Nk0Pf8fKq9=
zyVPGgwpM51_s>di-hLQTwb?{j1`l9&Fkpl4VEa#!VTJUa{h!%u|KriW|89Bzzvc-4
z_ZR!yb<}4RR&H-16KXOkkSFpW()>al&*tS-i)Gh@WhWt6Uc9c3E?PzR9uhiiBU6oR
z0WdFd_`=ryb|C34mQsJo&SD;gXCVDAPMkvAigA$=|5d89I)Ny|o3Db9E%bSCQD3~~
znR<w1UzEz;`tTD4javl%RIx*T9r|^K#k!oTg2Il!4cXP@M=!B_@Q=VDzK{P^NI1vS
ztGHQ&yS5@n@Fu|noG+Z`z9@XhndC+`-1iOLo6J9sb!<B4?)rS<v%f*n5&h&DsrV*N
z<p4olRtM#dTBWeM9Nyd2`&?Kzl=%t1Qz@D&PEdS5o0Z7<YxUOeRb#Q=!Xp09?mo&z
z?np&K|7Hb*F^p9Pj;vCzeD!_xJVWU<K3^dY)gyUYcbCkO)g}uInz`MeeTOSVN9S4%
z@5#nuljO!`{q7hLDpAjpPu^`kUFEwlaD8{Rxe%wpWBAH}oE$_tPnyJR#Uk*P7I^r!
z>fgF|&onpoHcp6I7TwJj5s{F@u3&rKxZmwu>%NwQ$#t43;!(_{niiuh+yh^)Wy-j>
zoyYmLe{_Y2{1?TAW&V`McCvvR(F{hHMY2BW-iGZx7w}6&*>@bCqjO=mp2%dScZNi~
z&e+!Ol9M~O&P4Y_F~*?)UtHdbH!f;fCTh9s7L7`ddB;(|BlQ)btgB+p=4w^4TW{cG
z0~jDxx}PwGUpmFQe{x3c?CrNlJ1UJ?+9kuo*pmcjEai-^a21eNq;k^y)@|0w)BCol
zE|mK$Rn)Z4zVk@%K9&U~DZ!uTOdWCytOvEo$=`rESe_3`CZv3ivG^W~plFsI$|~ZH
z4bdK!i(L1A7&|60_!*%VSGL}CaZHa`=W8^}>ju_n7{U=>zU=(rif+_%)4o66_<y{Q
z5(rlc`75MdH@-f$yX?`i%3J49&>u@^W^7VtbM2tkgU=HcQ=8CZv|5+L^#CiayL(|9
z8L5RkvZmhXJ)BCzZy>++JFU5B4%?CQO7?bf@7w8X_ZTJ%d98+TL@mcuxKq2o`;^g}
zme}3);~Fg9MGi)B#Y*_*v2n%svN&R<m2*qtB2G<<3vqvBJ+gWv%Mzi+UU9O`xoufy
z<@M?#MCGTa@RA0v=NT^&j)z19>)6I<9BmHCg^p%iZya-c=v$n5+Ab|<WKIGhS1I}E
z8EwOtXVF{{>8&5J%#KHze|PFyBWqruN5+S}S)8pY>beu7Ok#f@|6G8MEBsUaJ7mt}
zQCjz5-t33SFA5ngV{TEzBS8cXVaT3gBUtD2F3S3%bd4?nmR3z6fg<4x0tBr>VAh!J
zoxUb7DqTMBce`@6%ak68`1KV!C^6(ekm2OZ*C~YY+dS+TDLjS!2;-(V$XszMB>$Db
zFzoY8Mf8rXh0595;(p3>)-0;oYsgE#{e3BKG?~FC9!Ao%vDU){p&xU0`2Q^E(ccB#
z2v=(it$3NpiSyh&|E(a68Pz{;`}Xf^CErXvVy-mj#j2Q?5S{zj^T^^8>}8?^vX>#8
z78W>q3x;1xNe6^0a6a@4{g$~3yZ7#&k*#YUr?&#89&sr56`1e()L8)D_|l5~ec@NU
zzJi@KDJ-7jxmTCabA&ej$Oe)AT~B3$WO9_9H5Zmv)dpL{*NA_;qX_cC+y_S${uiZu
zzogc+e~lby{iX#w@OPbr9%`Num_HBuC^*v`sOizMkG;q4uw5{t!|Mbz_^v6`et~v_
zas}rCt(c{Fpx@o2rSmIpro<DKTfEl9p%;QKQLPw$JoB}b^qZ|e<8QZ+pY`Xzz$9Yb
zE4bjWh@hID$nvRr4f^E9uj;H_qrjTV)r)MQEj6!UO%GRlhDcTgABkHqQYNUk8Pt@Y
zDN?gw2^4cE2%nCB!Z>Pk!B$4^h@j}w=p~CtO4H=)rpaZ43w^IK>ewR$kFw=Ghr6h-
zr?C1cI<PAFXvIALMnh&gr%A-PEu-b>@!g-nq_&e`n$nt_fKGQ0<sVy<o}ajpVrR)>
z@xjPhw+8FJBztoh2fue^{#iN${ptMSJitDgYh9-u$}5I=4vNdC9aJZl`AMZ?r7Hx?
z4!9AA^RG&pwQ~4po?0Gto!MW;hP1%mUA`h}cN4JtWyf664b=itf7v=dmm5vFlXVuM
z<ZncEe?&QMpEq;aRCK5;`k2z1?E5r`8n(@{&cIQjm^Juq$A{Mp-*zkrgM#na*WJ1L
zHMm|b4Q3@1nOGa-7J@s8yl5*O2gw2L94@)t7kZT2F-v*Or<VD}t6sNWC+{HW5?T!K
z>eudr9@pVL5kY_rC8moW@BiFGYScGDRoVVeqF7vOo`HV?loaOmi8zJM7fD#0`kk=r
zERtN>o0TtJIJb<_tbb8c@nVbS1Ffyh?f2>g@`W=Og04|cUbhd9<%{S$2)iH^xEhHi
zm#Q$8GYDTg0hbs1^+-x6UH!9;KD|Pr1kdF6n&66WS|opqT<uM-khJ~fDEt03)%m^N
zLr?z+U!vRI8oN+5quH-O?sVhx@_dWU5U}(6`8e&u1-4KQ+q04dbUTMKV!jD5&U0;|
zEVP9B7`I6L#maFPcYB#mt2VdP&f94RMdy@|w;i|{Ldvsa*@Sqv3|`T-7SMgcdw5wF
zPf*E(vs^?FzK90CH<!k<tlU?g_@vdlXiQL@LBvu)+&I@X(DycrkTbOZ#6##!*4mDw
zCDoSONO1<{&cw?A=Bq7!9;pi7pT_YfP-KPYSu=iK;ge|X)Kj7Cn05d3c$|z^EJ*5(
zvja|E*ps#kG5gAw6D5$P+RIh7RTqs&MsxY>Uu^XrWA4URx5X1534UI>YvmgB?NU;6
zS_q$T*q@7x={^Syf<-7FFYViB>Y82&HyJxl{^4pavAt==uKHZVVw8Y>0Ec)0M==N0
z#wy}E++rzrQ0-EPGnRWA>-$M2=>nVfS-l@oP6uvu8V^7CJx*g7_IS56Bi=U~{ygmE
z+nPsDbRGCw3)n9N1>abi_tP=y3*cyCO=!={A;_I7E7CYR8tJC6LzW0bF-vkUp6AZp
zG&qv|QaXyYPl^3BA^g$L(T@ulO$y;GVStAnokvxCujEPMxSEa2sx{@TmdS~FW9U~3
zhmAALmo#UT%)`cZR&Up&1@9z8T$)N7d{&*qV+81eExVdV>#?LVofedun*DK_>Ivhp
zHHoSBM@21~$-Y6{3o=1;u#ua+y&HtT0PGtdu&+npF$gM%*}lMz)xx|@b<Ckyp^Hby
zaq-{fEhDkueX6LM<>>nQ+2xFFx+}uwnWLY0rT(L`4-3s6G4U`LuRU>*iKnmOW#;PA
zFS$ku5j?--GhQT@wMO)3PiZkxkW@5zH*E4{9BG-KukBAFYUx8i)s*|FN4uN4e#JD2
z)4v!g{Jud#PH*7GenjyF&GKHyaJ4=Ta8s)aG7#2i#I13TpNS<1<#WH0Z1k1Tp`cT$
zgVdhHjQ1&o36D8JZCG1$RJg>?N@>xsl=22`fQa$QypmBCGFXd4*!ftw+L0I4ISZ#O
zvDl5PO#`EEv&vWxs$&x9OYP+sAKgBvK6_EW@uqx6znI)pS{Knv#q-ym*#s#Tu3q^1
z&Bf1=I@M`G{%msn(}b``(*c`VVfWwtc{RF!=c^{)hbkI#y<TCVyIl9rJbpc?&AnVX
z=}?x=<K&0ri=h0{m_@)PTKn-kSB-+6nEr9cy6b~eB;n1{;>FS;vK~rZJ7?vf*;`Vf
zRzrsekXusUzu=}7*jdwjLre1ueMg<SZNeC<$Ynf8l1FKH4<8t|a!9ZyJad0^UVJ3z
zc`+-Y;tRniLZd&ri$;7qZisKKTu$l<)1Q9xXCT1z+VetT)bI}`uIi18_h>35BzAE_
zQtQOJi|a`&_(z3CUZvi0=wVP;khx`}k;Hu2DxrJ-D3K6fY@&_ulV8$gK7S`q-Rh2r
ziuJuxGXiEV+=%i7vXbY^$5uu%k8j^A41D@nDC9m1%Y0<b@!g`LBIrYnyDZ<o>{G|u
zcIy!JEcKR~(v7L)=_seUvp@G{6$&vI@Wo$zUhhhC^AtMFy%}og{L|^W3on~!oG^z6
z1yU2o-S-Xr_U3H$F+y~&9+>CGassmxm3ejXd@P}Y^B)pF^)muAPs0|Z?-<BR<j~*0
zn5dAk(QCZfYs@CLV`GiyI5K@LLe^g;PH3@Xz^u-E=kZ<p_9vONG%Z5^n)85WR`0K0
zUds1~-*n;vIaQc941LHQ_BEdZiNre#JQ0V6HiN5o&;{{gsr0TtoeY9PhkbwCyT$0I
zI>>6cY`Q!IpR%}0_mzl(Oz3w9#omqkTz-yJ$=Yp?+F#(0uU^rcmW&tv_**i0ZX%I~
z9ysd>4i$VgrT?N1wlC9I87YxlYY)(V%oozp)>aQAu`p<Y1$G~9$s^t8=bE2{I?svH
zY4An*Vbe1L$i!4${T56r@1A)fi_NPcdPWkk;(6vd=CgEK0^V=O=o$DGT6`7;tr~MI
zBf{r874#%Ik-aLXCyN{lGyRjcO>f=gq_ALcm4u9~<vxjMTo;aDh&yy^k&kP+6$e6l
z5!!U}Dk{EUheC(xYkqzx^w4d=10__D61QaZdw6r9fB)!HNVtTkGR1t1grB1m-FsEa
zj=0g%;4n(`6)vU$#U|4wo@2Xwx0!=ysmggfA0jvQyjkU=Up9>smVC0GtE{sa$eps`
zVH|OM`vcN~H4{p&pZ`t!lRH-ndN#ryIs@O*{)MgT1%~k^be~*3Eu>l;_~MaCHDopz
ztVU$s0xXn<O6M&f4yEWeCWeVZ@0)31ip~DdGx`%+RkKdfZW*1GGRZJ!l-y%ypSiFf
z)qSNQAVJPu@;>Pkzl{6oNheC@chi`7cGd<Pq@U91ERl;|y(PG?yzdl9q4bTQtM{;A
z)PsWU?XAZu8yJ6;(@_eW@e%2s&)s6dA1PN1@r~~n$pGqzbqC$%X;;QlqTt+AYzlek
zc@?637OJi8)9e3fWA*Mq8~GtS`$zxn$^&FT13p*cK-n_9>agNafi?<jRcxxCvzf9f
z!}&5dZO2l9-8d(Do`I#rkregj8fi8iGlO4~8Xi99eI7H}pL?hjvr|bs7h%y``0w5=
zckjnf?b(=$tP*>boUdFO&@OrWMdriJQQOLI{*zU#M-`WLDm((vM>^Chg_w~WzMjd+
z3jqsCvMltD)J7Ov8tXYr%kWQ!y$lxI{mp)iqb|Nndg8xa9^bvm5dzqIry~Z?iM?)M
zRfzjE!S!JXMm#{EN6RN?TsfNj>Kij19a_Y)hXHl_B_(Q@ahRT&iRLiA3K+n_#dVd0
zL=1*o2Q?ivOBS4A{);b_5eu3}B1}|qQpS?$qZZFaQW?C?`t_XH22b2eCvn+~8kmuF
zm452`X0q==W*}D#Q!HD*O0H_05-GR5W{;S5R6@v8Y#$NNKF#x97UvsRMRoQyc1W<o
zFDZRVSBkH(9GjS{&aPgNZq9hF<W%!voXYV~k7pI_3C`Y`1I)X2-}+OlGx!GfZpZBv
zDa@3@H@nzJOEU@7WR<!@)jzhGZCeaBe$bZo7mp<Jk<6NY?Xh;VINue!Ukg5Ef-%?!
z|7)q=n#thHRSH)a#gTyy(F2n{2IwL?L;n^=L-nBrj!Ygv^A>51ePOtSOwT8NpkCV3
z&<t#0fzyW;;#G2n_uXBjk!_82-ng(|JzoY_Z3}-hjD<bf47$zXs6y9EbVYi)ee;gA
z++(uLC)O3}-YO+%yb{XP`eOF=^^UI9k@B$|hJ;Tm#p`2Pw@02WTYDd}7Sn)EEF=)d
zkEq3Jy07VlI;{<exJJX%m?n3E>lH3s;{!4UXV%$=Ph1{qY|864ouBCV+A){r2CbZJ
z>8Q9c>n7DnZ*vAst%hIpaJx&Z6Q;kghk7|VIrHGNR)0U~03V=m`)(Wk*M@@uh>~;p
z3(wWd!oX4{h{pSn#J~}uqzL$)T48IgrY^jZuGFBP5+cCw{U?B=?{P|%Ab2u<J+!6v
z_M|tDES8x<_J-z{h(wO!dTlG$d0odnTxutZSEYCI<QwkC1xj!~2=lFWK42$sug29=
zxj880jC*FG+r(Nn*1Jcr49P%6$s$MBrwSa&^K!R5hIu%KX|2820(_=-#V>32Xh~Gl
zI?lliJRK)zcv4alcyQ#8l$b~pCA;6ziHBJq2>e9PA<MO=Z%Y@@5Sg1gYgdO8Y8XIo
z?11y;v6B*jSfVI){hy@F!mnOVXXp1su9t{Py}%D2anQ?1|GM8B*uWa?&y{kDx71aw
z!`O(6_nJ9pW;s%5=7%dQ&E7$yk?yz5H0?H8pbonpPKrmSPoubk5I!#xbba>PCEA7(
z_Sv(l1w+!-*4B|>HShi)qA=7jh~9YKNjiL&WR*vBvs3SPj2cg#2O<5yI<2m>K&vg?
zRc`0@-0K+>Kb5k|@-*+W-gtdsQeXUfBIzzqj0}lq`KRCS+1Z+!_e?2|?N2l|lBJy2
zyI;0Wczo_#u}<lT{hiarMgpD?6JdN3)GHGksmc-jPqZnWZFk^(3!Ao$IMgn%<>Mdn
z?;xM)h+tL~b#oJd-YC+hO7Ay;34PArGQ<mSYNH-JWQlFwmoijzF7--UeUi?nCT8w&
zz39N;#^v8)|Kh@up9x=LH&T7MJ2l;?WHJ7+=vzcSzPfLFjP#%VJPe-+g&<wR%Dshx
z<#@~ec@*l3u+YcaS1kU#eNbFT%=x9Kit9lFBm^>%vJopv#z#sjx#Xt}BL>sW|K6h3
zP=0-NAxJHm)?$l%nl89bVL}>q5;pX0YIZbGGDI<lq%edU8H9v{`_#PR{w+go&2fhB
zDvOH9Zjd|29NF_QTP#<1V)=rvd!}n!JNM=lO3~+D9L$+HdEAdY*{Z1Ls#PR;KTMp8
z#9`x`umn4N5z2IWgHEx~1=$9ofm34&a2Av<yWBiV6UG?l#@>8K=&nL!+-CG(?T4Ak
z)-yyq_+cM#TzhGo>qPuPcvSSbkL^xZ!qffNj6@TtJ_`J9+po#^cwY_CXJWSSa=E#Q
zORTs&4!t~F2sjaA<<$9)!81ZKn~j1SbU9JotP4UfZ(O6i%i9b$N2F*_<><QqhX<i`
z4nN5`JnHE`s9m7#9QcBpFM9a}Q;}c#&K=;0xzWs@=WnFFKDrWfZ;4^ZJ}y+VnN8xo
zi(gY0`TBhd)@rKoXX3x#S-*b#Hhq6M%;Xo>MQO5YJ*-_<D9GyKC?mHzgoX8vVksr#
zIQ%vmT0D5sA|}jPiB@fop4r$~4^d&gE<Cwom=*>CY;r&Gl;Ryxk}!Pe{4l(2DrIGo
zF=qQ4Lq5%uEM?c_WmhM^dDm*wqw#`A{mKt&R$F?hXV|xf4&6U|aHS(Y5X!}{r3uS5
z+u8|y{8prC9?MtAdFQT=BqJL~<e<FuACmrNf8*@Tg$-PFo~>@>AI%NK{KgztlBWfv
z#vO(RdWYw?L(84q&CR!+ua6ayzDOG!m|Nywb>=&XaUE1974rVY)PMb?I<7yxh)pOW
zh18#Mq?Ggtv`*|PKgM%=*Ur8ZLVdqS%o-(8w<h3+M(JY;5?<8!Of!6KTTF60y?BX>
z28czOqpP+VPsa8`$v8IZQ?ECSs?aHU9Dgo9Nh^NT&9}<Z{k#ZiGj0jng38d;t)B!^
zL#5RAS7wtG5(zevbubqLuGEqL@P6<PSLZTe6V!pxp7ToUzr9nF{I+C9K1T6<%5C4V
zjPC)$tFq-S<+NPq`CRe2WM@TewEb9;CHnACUP_bry*eR+Yan^B!qsF(XS-9{QDO~I
zPLifqMB~sP5HU<#x8Lt)=%wdm-(^U*5B*qjt@^FwK_J1h6~p*l;}MUw=K@;td;*pA
zZ1J7e!+LxJ6PB2|Bl2}#64Z<Q%7y2Zr@W6x)Vj`;##?AO;IdToE|3?YZ~|+Z*i|L_
z52JdAhwVqoo!#Sy2c~XN?b(}+gs5H2Y@4Wh+h&%wr_WnN-&WxkH9+pgRZAE+oisaZ
zc(#P<uAv&vo9;yNA8&u1U+l8z<7N&Kcg&pJ7Ov?+_@jXRW$VR{M(E+gH`B`LLa)T?
z=Dn4u8Fx<1u|)$?+B*<y;0$fkBU2PObDW5qKuSW~6vzKEq2yjhX&eg^VM2=4(G`;*
zGFL7pi(`8=%j-FlrM~d|9t!3ooHDAjQ?fJ<)X*qKEKA{bM^CvkPRoQa&W~NO_lf+v
ze^FgPS$1^9FrC^`%!5JBnb&zb-0FF;BQ(mI7SnwRqU&8?bap+p5L<p~;Y8%Kp&f7~
z;dJ>iw!A6dVD5Qxc2fakyoarrc_Ogf>N!tcDTi$}!hcv4Kd+o&IIm9FtI+#rj5<0(
zZ0T59mo8|j7$bVYS||*>c#o9LULs-h8=JjN-3lW>I+ID(dEORvw`a&4@fH~i>oBt2
z>FB(vGt6_`X>FmWp8ee~(N=1B&gKdcmDqHjwWi00wTf9`AEzt!Xw&qwr7gc)^_AbN
zEH@m;SU!Z!|8$ArZ=YO$nyLVrui+QPZ;E>F2ZdkR$m_kMZR@Z847%2>)L%O=I8d;k
z9gdC3Ka<XynWDY@=;z-2ltVez2Hvkw4%4$4w(J)JF7nf_f@L~oB8HRyAFVHSQ>II7
z<d?711!(d5@Aw-%x6h19TK$kApd{k1b9eWB_ze$F_KUsEpMWL&`b^&HxB_VW<mua>
zkav664}uKY4Jb==EzLw9iElJ)reA&p_fdpXB~#eP<?4~m4J&w^Vfi(+`Z~k%mb2Z7
zN0e7GC3+_R_tT%!##H^g=PJPmtvL>ibHFul-Dddh=G!#Qw7xglz#!3q5<4!m-d{Yf
z+1-Y}NpT>Ox<AT#L-l|8loGJ>_>zqCM!KdJiB5xTe#KOE8e@}V)FhO$pt7&#_jaF8
z&}#dTVD1TMr(`kozN{haC1pgkY(wA2__s39?=ZJWOf7DuoQzS&9*-E1fAyiCz-wr_
z*2FPM;n8bttR(`xyRZzlcjt?Omn6>VT)^A=%6{%0h2RUma-DA$U#$M}hsJJQYysXr
z2!c>P%TTwd#k*zI$VUzzZUwenQKj`^(hPZ%CzZwy#=w$nIAU3VvGhwrzIlp}%hs+#
zS(iSL&RG`c(@dz(s-NP*TZv`4(Ino!HGXN#)Jz`@Ur<%z$KMC+&yPxiUw`Xk+M$(z
zuUit$_RcJ>{^1ejhB4nM_Low-9`tk0^ca8iC9GGl{4w13ws-zZMpDpMzjBtYM1}8g
z6E54f_*Wj0i(==+s-?HyPXtKhe$FX&F6<#|SV}Z;X9Xb(e3TOfAf!tKW+S`>F&ke(
z`#rMf<@CW28OF@nU(F^i{@jZfp`jMr%DfzEC?i6{<VaGUr10H0F5x2=N7Og-3bx44
zij`~krpdY*h11amM@2qZg+5rK#K|hxul(Q-t`t?2A@0qI>w0%r5n5H_S4M-3@#f11
zcHZ+5`;7#a6<@S9Cw@LWx1EmRAiw>#`^g8rZ|w4=+bX8fY+dQuHIL|%VJf2=7Yu&3
zmg8MMkj|letYJ-|CVmb#5;^F}q%_%^g~#eP?fE|@gh<0Obss7UrdGZSp6qUY?R}PU
zq!8crF>xcx;-*En*$$h$yU<IqXB_M~nk{?WT={eTtdcEH>3HY@z6|6bA0ubRr(+@@
zeO|dtzI#3#ewKUhGf>;NYBS?d?h^NTp6rWxyw`xxw~@R{-a-uw$vd#NH_*GeOiTMw
zUiz7aSX1gYgK&sk_ulQk1cub5r?fAgT<XSIl8oU^m{q<0Fd4&fMt<r}mWt@X%aPoE
z&gWZm++tmE5-p{$u))t#h6-Rr&o%q0o*t{Qc<wY=Y-`0UgY^eg!X{+iMsD~GN<#d1
z)H#I(xmy-XD$rusyA~^_npb>0S}d=rUT{9GUsh4|zKlVUrck6>vINbwz8KVqvU6fp
zdlW4*5j5cj-V-elmQ7z|J7-+zfe?bI_@IpPH`A+67{=`{t1IFiQ0|4+=&(*DgSQd?
zXta-Q-`F66->aruWO_?n$zm)pBlq36Ro7f@jw{ie7hez(=gFqQ$bw53)A-4Ol+q1W
zorxGK=^D47E;gCDqJ&oUilC`{UaYQ(`?U80`<%lrNbXSK4_wFobshVHRM6TMZ@hz%
zYybP<;?~!z!s-;#K#1Ep1Ecu+Vgxlsa?d;#v-%)ER=h6wX1y%?(+CROb}4%*o;YOm
zrGW^UZg{Mrt;9gg5-)Z5Q&oxTe$wj^9j0Is1;_k=@-TxNF6*XOzovZ>p!W`GNZ%G}
zR#;tlvhp^%?*oov#pwn7W?5}Zvs(^z%pB$8gRA&Kmkds_$nrNWX$qEwwZb@@Nv=rB
zf2QG)tc&pOn=6Ujd?@h&^8TtMd((_1PlZUg-0~AEGoHG<DP;O|RE0t&>!8d$oQzLN
zC*8bh&PvzZq;9xRbS%S<rE4Z<(B-Vg`or4QQ|@=T#6<e!4;S(LlC-nTYc-TVmKBCZ
z_?dw5%@;_q9F<3&jALnig|^|>&AAe>nlKxB?5-Z|Bz*+;Xb=>u5agllQEa+*4?l}m
zn@Ih)EB26<w0NqL+4%cun<<(bPmia|fGWCRoW$k#SLD{MO<uD25Mi@jdBf9wt(Lu;
z*`en(LP>Qsethxtf{%n%3@uT0tePkdS`;U23YZ87mb6E4*W%-uWTjCC2tnvf)E-wT
zlbm<eW1sJNCbyxc{JzZ)&D&&wX1<X~*b`Q6!g%INB6iO;wudc8-7WO+mu)UTKKv!p
zq#4!m+dvh`hS$wkexet8mDK7J9c$)Wo~ZlAK8%=ECH5uf-+wfqeNkHW=A!Ox11<CV
zZv7-g)Um|9XA_za2!1hoiPO39+%o(%q8Ei6#m`r*h{A|uf5v^h(-qB=@=X%p%kGT}
zeEm=?_i!ipK1Mt`;MmfYWuB8^YP`Wr4d`9lm)M!NPW(nFC97Q}#If$edP<?M_VH1!
zZv2@3-ns15gxdZg-OZt#J#;-0Ss<GbPAoB(&?%cm8l~Qsh^=XKl-t;Qu>h&1-R+CC
z64$POBE`rGogpNs7<#t2HUs{xsIBvnKCPbq1<3;Tr!i~^ULoU=DSR(G#XYUnGCx}m
z2NjiHQzDAyjQ+K$S8;h`^}aHQ(PW_K?fnTFO8y;^=HB$R<+Egip9Bncyb5h|%QRV-
zcfS%CG{&$E7JE)848Cid;+t_U#EEyjsJ$Lqn-$grV+@^N>C}FHdl30T*Ye?kfO4w5
zp6|y7avE<oS{!#J9;PA+C>ljI9;AvgifIdYQUQ1D_s%Kg_gn}HmkddYucQfdLkJo@
zSx{Xn!==E+7s#CqC1}KD5q|=&wEKF-ovzNC;J};6tkVnQr`Yyufs5bIzt{6w>w?I}
zZ>1z7*~k5duCE!glYomnL(fiG#7obTeYtB4Hs`!SzR{{|Q09a`n}F|fLM3**wNr}4
z4!yX1E@#R9xzcg@F(|{X%ijzH<uhuvzHhoM3S?Zav%c~!rHNRG?uwp%u3R)P1n|72
zDdTVFxY`zN-N<12hAXuncPorDIgjG_nHl|NGp$qf)2<BbsOnjJgrbu_L5IJ4ef9^N
z9ke3ATKNKGb4f1TwPg7%K3HiYP$L39(R%;>VLPHlBAz()nwry<;O*IAU#rg{PyHNk
zBqyf#xN2Croy*v!2b<MLYxx}8hyG4a>O*>%j0uS4{)Fe@Hsn=oUz#7Smfm(B#0I0x
z-F_fMdL<QBg&w?AYw-6+{?fRe`2{s;Wk2*>vcmT$$AwEv9EM+IPz17M{|{4d85Lv~
zZH-crf}|iJ(jg(;-Q5k6(%q7xgmiazmvnb`H%ND<<lVgIoN>Q@`a=ioXUAMK*7|<x
zEg|yt1M)R%5?(3g$xU5#M7?cP)s*;vED4PSxnNrO)|2TLK%G}y4YqG(Uey)AK>&4y
zH`<H1k1Ps+wE2N-xLnwMy{q^GA&UM7SEOqd@@2X)GWk*k3^pek@WZ3U;Vyj}SBg{{
zglqExR+0L%)z3IwCY>B+r}BCAE9yn&46!N(bfuk&8oxGfkX37l1da=#CeY?-QN~QI
zm%6KKr~NeLp39aN(pvvIf1cNx`tZnX{`fdu;N(SWk{ikBz>P*Vfm!;13vT2f&0pjU
ziGK`pV+g6+kIikw<Q)qr3Py0nx(mu)S`D@$|DO+2-H=L0jgk&-YP6zoY=J|p_O%QW
zhR>;h>xAh`Z_@g+Ths=)P!%yGP(lALGV}vibN&qKdqYyI8IR7Xv6P3#OFrGIhZfqs
z5J>HZEdm(-+g8L*@xQczGnyJ1xy`tBQ*~v<=?Zdsf*};Hq2V2T<KqvPO;{x(v;eS9
zXwUGEYUxf)>XCmEm$NncLhB^MUW#&h4%q>Vo)^+FHXG8b-$BnWc2GoCa1ASYv#XR4
zEw#`ArA=TyhD-93+sD=!SHW;2K)Qip;^qJSP=vJCBcLddJP*rOKS*v_5{k}#eMBFx
zs(DBF`S74ubS+0{!IzX=j}tmBS9mkAsU)7n@=;CY!|Wg~1aY1$DGgIg-vnp;RL?_r
ztK@YdVibA!MwG5LTb9@@XIwX9tSV>%&_EhT&L6<QyU2A=gp6_&zcw&BgU5ce{SoTt
zRmuHGDZqSoocNZyw=9jKev>T}9w&6B(2wwlv*_<JhJ6p|1PS*G2M#M1sd#LoI#akM
z-=$pbg#OBh62G{r%o!FZ;iRox!dmV=BRv%(Ne2b<+JK+o9q51szLiq-CM6b}TvqjJ
z)QsuV?^kVb;e#*o`0>2Y9(_=jyso?es0L$Bxz<~Hj%>zXi;0+q#MNcJp5r{uU5L=W
zOGtQW8DeAE_Xi)%b7$jcFVX{^1Bcd)I&SHSFSAO#%x>lNZCKs0iP)7SO4@yK9M_4S
zR@uM_sye4Xg|4`2{VZWwiaAl)R`6rcum|&)Q+B`ABW3mmLJRM&*g?u$QQ8DSagT>i
z1lguve}vv(o($$1dGn%3Js3iP(=T%gQ&YJw!E*!2!2RDV^=etT*?B+cOpvL0sCS=|
zXupo*Z%H2PQu*dT;zrLAXTX6`98d^48Le`=%9wA&f{`senP&ZsX|6}q50fjWlPg$~
zDvESMlF|ga=Y`)YWSS6Qa#%S_y6h@e{6m%b#<F^xNyU&enk@V{U1?gavkS?#la^z?
z%PWuRh^F67pY|&~^I`70tqw}^%k>*CO}?_{(<OK*oYrD#4qDZ85qQq{?n%Ahp;uvz
zwXxkGZ*e_R^8HE$_){?G1`T>$;$3f@uoLR>We4A3$yZ-eetVGHIAP!aOca%K#0;(!
z_z=Wv&*4ZxM28DXUQfq4oWBU>Refmjk&Kl8HaC`{`JK1$B7Oe<jt<F6`LZChjS_3k
z)ju#+n~gZZbeLvwe%ck4VPI;8H$wyHvOg`~>yOg#g<?fzEO!8TXM!4=<||oxv+TvH
zQNdabSCIC?=3ZCB^DJF00NW|r=ic@<(&Xc@MOguO@c;`;a2YmO`1B+`EJ*^a3xEf1
zaXSI%XOPXR&#Eqa0uHs!6$LU<hyFt`FbF-Lwo!4Y^H1-ow_e`SLf3Ancsnc{B@7j}
zWS7<6i>^T{Q(sN2ucE1WI&N{`r8+jPc>MEz$=pz9SRa@uaovJV|MZ8=C$My3*k_J6
zGp_<xDLORl)PDW7To<RHvcUJRxOp_Ln-b|cH$ZgRR&1ttXW{TbS>5(kY9of>^+514
zVeyrEzqHvhd;)Q@f526^Br0k&#-kOT$TQX!JY_)QB};A?HwJ81fnItxl?u&IUwXL0
zC$%SdC5zAJGG;6~wqe!i5x3z!j0e0yLwzsIZ~6%+u8$#*Df2GA5W&fLS=8wt4*ybN
z?I4(Az~d2w^Ah94O8PBrXKnnYLafElVJ)9_Z)TwO1ppctGoDN0_MMoMDVOSz-3>9Q
zLz5CX7GOdT+_ou|beL@T?uc2dVoN^nGF&G4d3v=vbR0WQDk^LuYtyn^+b-tveIlMt
z-ZcLmD##?>vFO9Hv~as>{OI^x;&x>G)6kPo{EGF9-NG@Z*CSTm1+KI)g{tFpT1m#H
z*4M3hm?)E+NOmiH$c|%-Nf0+tX&}Sg*;1(H!j=+pFV*Br<wJ-Ti;m(6^99cncYwAB
z7kYo#e;7l}bBnZZ_3JzS9huMYc**SjwCE<lRy3b9+)7eNFa?1tz1pl%r`54<ziI#P
zE9bO17NmgNPlHZC!C|1j_vNLjU@^UhDbra=JH8YBrIlG&AJq7$cpw)yp{~5|xyt(N
z<2DV+Ib0)i{0~snmC>S+0H;T8qPJbsIL5CCZ11EdNPUKYACjgpIOwJm^Ov*a>csYb
zLIp+~tnd}-qk3PP>*c48V|)G5vaabQI=#Y@<3`fBx<CBPUXYCf=2lHb&5FDaYu?%Q
zSUW3T42C-<&YXGlK7m8l`Df8G;5D7ttL~;tl93T$5#eZ<PBDEs1JC~NkLkkp&YTEJ
zeRm!Zipz*I|Gt3*Qv?g<VD*qA9@<8D9<3+=o_)JPoNE7$7Xn1x|68$L`-b^{2V(3<
z7H4b+iO*fd<2MZXidXb?Lw=<b%S3E57%8=Hif3UR^7(fiscR5*Dk@p{kp=NAyN&<I
ztI10kO4Qu4zsl4f{ww9=E$8aCxeoS2L0vMbt}L+<sQ9WpRF>o^K@jLoqw(-279ddh
zhDz`g&hl+nVAcs9w+c-Yj=pJ6z!5uoOe|=E?``wg5xS_wCn9AHv3TCCb>NlE2SDNw
z_e;F0lNS2WnyD$WcJ_ld`k{73ow~;5UU7m&G7gJ7)a9w>!Zut$D=c|FToqM3jR4^X
zQBb+}xL<&(Go`WfrsvDF7p?)5qIg=Q=rZXVni}Zg$D<;!4j5j0d$Th0v+vr=-I$7h
zdLx;wEYmOhd)h${gZ}|YK)_pFao00}j7x&;>?4b`>$*VG$ug|~Afp7CJUvBOZv0@u
z*n-ieG1h|<+*si3L1w1$vwUJ6$E$|*eUpjA>fBUP+K@K^bn{(>lF;Ki{VvfSw?S7K
zf`Ih0L#-K}mI-!EOUzSFQSfdj6fG*@zSS4FgS#`dF+K4J=BDXS*2Uu`_xUkyb8FMK
zZ$zZBbdyoPV%jD6TbCQ|g+F_Yfi>E%&g&U{r_q>^E}=JTiT+u2>^nIq{%lM;l~w)z
zNt0D-is?KQlg{$XWBQe+>k6%xX+vcTs$bvHnqKRKTc^qBP3nAE>Q!FhSCFOa;b>rv
ztCd3sPQc&k+(}zU%mx&B_sa_4-`;PSkBM8!(uHn2t$Ko+Vg6hKpyNnpPnvtZwP)f{
z0t6#5-d9(gMU!nvu+&bwl!d%Dov1E%fbT-84Mxza9Y;!Oc0T!<!pv;@%<S?8?b#YZ
zO?sY^?P6R$E;xvE{b!{nSxq_s4qyQf31w`6-1m5->#2Vjd_1AAXn<Vo0Y+J;W#UzX
z1imVuLAFG9GjjqxErbHx_8oR<h>&zmzx+E94=#ra_%uY7B%Jaizj?Y=P*f0XB3MHU
z-h0tjD9<TA&#-E%;^C&o)r&Zc_ubLqD%cnNV3BJ^Xdi?tC;GNH&&ww#cQmqt68nbQ
zu2$XirugZJp;zQP)EvMK`cJy(78zSsob9!0ykfZuRU7eZWcH3AXr5-JXP>86D`TiZ
zD*}j>)!5*|#*U^HK7OfAp!<L)!Po=+U@EOCv)Vsv<@@Vl)m`=q0NGHq)HHEPXWW6Q
zK7IJ;+bjnOsD=NjH8{VrQ#*u3zU-?43&PY%GnC=c8La|y#H(M7q_DN_<(Pcv!&v6c
ztp&0qS4fdFyk?E)6NgSm|DsWzQGR|%d_$h6s)xKb46v+;56g;Kygj>#m%v~u<W%Md
zaB3P`*^!-hnd$pyE`m0u<v%Wq_{{HBT^%fwrHWfR9PvDbzpNXgH)q#2ehrJ`7^aQ!
zu0ht)fi6(_UuKE7&+_}V6pBY9lIQQp*D}oWY+<d{rB<CGUZs}qNi#5e;i#&ug;e!$
zvOH2BS`(}rbIk17xy{$UZ!U~aNq$CUDGQtDv&KvTVITE1XRmnS$Xk$&Go89?3W7FL
zw1e!!3=3`OCGuEcBiKFh2NukLL2$47x1f>;k6#lHNlne0V>6_JPv(|TR2pf0u%a-x
zg-=<p$?Six5=hympHQi)!`8@H;SjAL;fKNMrq(Gdg0aY9vl{)vLj&QO4u^*|yTv_C
zHD=D2S*>RQUW~%U+JAV^{#)=VS(MW|@!-J)G^^ZSXV)ThKqPj{e3UtwuEbxfBy<-@
ztqaSS%q9o=<11<A;kdjo7hAKaC1%OvW2Iy!ldlXTWCX8I0KJrP@=LC6N@9C<B>_<i
z0-k^`uD?WL6=KrN<!qE*H?y_cUx8^#!)wjOZN*tmqJ;XC7)B?)JE$Fp&~sGE02wpB
zYoHGp<NTv=H^}pBJLJkw&bw3{%vj*QY6NfO8{em@>A}C-e{i@VO0WWNh`C&xQuQG_
zxB|Id_%+}7;z$hQid}>_b}Dhv;~Es1S<3MBXLGg<o9K2Is4M>Ak=lk83Ap)J^PA}v
zvb~muO;hyv&Q*S|5Twh9h}9ixQ+0&!i2UX=@X2ag>MUQ_ywl_=W1l8ygD4$?FR~fO
z^-cfEMG8IBYWttfK?*3kX&D#HkeNRJ$u>7IP_UoM$IWUc<mCl)ET{z?G@SBd-U=yG
zt{ZN&khRIa=0y>m;KCK^UViW1)tee%j{+xQ$a}T)qQ5P=Pe^q`Ba?(>#GdOpbW0ml
zfhxzT88c22C0{}ifFJ0W2H00euAV%7bEjmV#K&^mo<813oV@JF28Z&{HwTn<Ffrny
zejJWjqT?zK%rU_juC;4gR^E-1k8wzeYM}r>bMpgG<<k7HjdL)fP#5;sih&T6#gi6j
z5Zge;>q$?;krV^C007uXWlyxPvH$O;J3Q!ANZ0Mmoa23?*Xe|f%Av0;mye?e;uQL|
z&J0nDU+>nwxul$PKlehUYdsTODqZXQ2xUD^G)&8DivT89`6C_wghhX|D@tWzc2lZ6
zD=Lt8k@E)&!QG|fMU@w{DC<+oz&Q+F0aof&Ja!iBIK_r<*g->n-nO64rFOEAZ<M9y
zpE^{XTWb)!TjDIdy}3FRGV1}sGvl<%J(nhF@TRv<4~Lkn5>|2|4a4L53J!wiVPAz*
z`rtVUxL3s1?xPkB-|PV{f9Z(wJy-8MJo%a%g4c@l+rz-2lZ><I@=@x9>$I-@tP61>
z06t=l$NJ1H+E8G6{3BCRWfh$@^EK-s;zS)R<demEDv8rE6C&>5PsOcF4R(L1U!}qP
z`JY11$z`4W`X7p9?Z<Yxa>M%-wJfe+2{vc}yU+77v^rrqwcCY_1SVf&CGiSQorzWW
zP37yVZpK`M0H&BQ$Zch*C>^7}gsIJE==F6MvqaVxEvh^1T`&+Ry`}&ZYsfhRAa{9P
zADyT#B?F~{^m;q(s+DIlQflXa)sd=NXwZ0Xj#CG+$PYWcmN>feBdUyXCefZx8y~~z
zSG;~lAJzhCBk}4<Wh;%-$D)r4-x#Swf&ugi-6#<)ejrJ(+N|cH<WuKY7_}RGmv*5s
zPr^(!$fTGY>(B7Vfz!99!EdAGALjO!qE`;8OTglQ0E7N&<l<Qj4ubiE>8sxcfC_M|
zPU!Hh^Mjx0J$(zC{UfH?$yfedq)5x2V?NlJ(VwjK9KTEjpSWZ}=|n{SsA!k1dtCad
zsuBEj^mdyK7w~~yg@0zzmKcX)ol?WVLS$Y;hb~I|5RlTdhq8_jUVKz^wx()7R>WZ;
zPs!Pen2l0TYiIdFg!___sRd35&>UJ_FRZA;<544VyL#TOjc-o2j^xf9dGC{8)+JA1
zj}bZd!q}+9bd`JkoHD0yl!n4+YkDlP_veDE3Z8JOqOr39&R@yf^c?nGcHpz~5M3n^
z?Td^_6;)K#j4#BzdH=cR;eu*#ARF`tX8*#Nutfs^!`5EC1Lt>#dSL%gC_XSNE66Qr
z4f-&Ijofe;yhr%T5zZ;;O)5^cuVSzE9ot4VTEa>o<#`?MIy5cM<I3<>J#xk69mrGy
z-#wIINdB7wf}gYF?fQI`#s#>8K1cgU<Ve@0K31MyA9he`KqT6XW$(%huo49}e<EE<
zaBD<Ia{1bl>W3$Gb^f|FLIV@;+Jn{^(wWIjxeXC}?E~6)*!N1bO{GNJl{a9CY`hub
zXKc@A<ZQW8gr#wMe2e3=ID@BSeBh0j=B3|D-lS!)Q^Xf7Z`@2{VF~AxMa87b8n7Wz
zveP(AqNL<dQp8U}Q`jvooxc6h2_-R#D+b<m1s!Esc0$mMZN;cVTjlg$QOT{>snWhk
zuEB)iTAwb(5JI@{>q5BXwdWX|+FkHI;)0f&%U&Nk0w;LV%1h_HAAT3vtb1D+(g!^i
z&%pSmeJrS5d!F;d;hOQo-0ihRG$NpV57^pfsWwf(9B8G^m&#hcr=SZsg(H7cVEt!G
z-G-c$Gp5+f1*tLPvX0$L<ttVC(^#7Vrr&p$GQHvDz?F~1ueZT-)M9p8^ZY(vJvv`Y
znUZ(m82$Dc-XSo~8|39Ooc!@Kxz-2C3i-QzHFfF-z62{nGiIefK-JUfE9B8QSt(O2
z4on1MS%@Q`yL#J#Q*`r31ok_WFpo#GjdXd#P%y-ye<H7Du#)rar|cxAzp4}#j1MqH
zR=NZfOR1oT4?K7jX8BpF${J1kb#=QJB45u9(;I+jZI4osr}23u_|;LPZJOTZ&#an}
z*3g>Puq2PEAL-^QJd}uHq2l`Ta`$sJNMb)82R{Y-FvLJ>tVOBE&L1Ruypu2dA}r>r
zHl~PorF_gID>8~kGs2qUj4d0Vob`uX+uE<<FNCO^q_s{4k<a+F`r~M{0&()f;G*se
zl7kgf_O8*Fm$F!%kGhSUs1$tHTRpN3PmDj&vwoC4NR3P=;d{FCP$D8!F@31<xQReE
zUP`dQrCLoD16KwvCrw7i%@it|876=*-7>g-y4VeEK$^ek@_R*r&9^W&C><$u@^X{a
zl{rS?B&;O4ebu3vqIRFv@se5uiVB7P9{h1)%2eIfxa!6skkymM>D{X>muJ>|A@cM@
zdjb<BCQfDBZ0nE0WTW#n&2a&F3~I5|f4<dak~4+OD((a-Rv7{pJ^qE6SE8HF>}G`}
z)&zE?or@|GCH-II(kwif{p%^2pHrb<%l=nEzR;r6*h$I8-_TtaG6EIjH&Oc~POPSg
zykLwA$4W%ZJQ@d;yaFaG&n=n=$9EW!fIkP7T4!@Egzf2R*h_XQ?I-tA+pXI6eDg5;
zgHbe5*fM;@wP`~D94m<s^fWn8Ejp#_1l>4d@ujwz1TKHr2R7Xk#&>JmjtX|wzhBYu
z@o3lVdR!y03QSfrywdRLiJV3kcUVBB)0u;`aKW%pF~_?9jT$nc&kI>hL|xrCx9!Ne
z&;-VRj2S>8GjP9#PGeUrGtZKrVz#l+GfXR3lWY^lw2yR;^92aemV1PY_^<Rkglgy8
z?rvb2BAlAEUy1AZ@1i=iDmpRUh{)t$cwr3%!OE=0ciS%<#dx<6Ncovm)3#0b7C!lb
zn4z>TcjV3nHH}j%Ni%g#5-=T{Mm1(qRgz>mTb`&rEIgOfb4!i$dO$~J8#M9EnpIZb
z`rTHtGP_?Ij8*5@CD$rw|J9-m=E3QpafN#Box}wtDb*-PSVLZm_Z^-isVspMI7(TQ
z=uOguwg9qxq|Y>Up%ZDktYEG!huy{gEBDGH8HJK~T@*M((H}TBR7|rvA*yN>;dzi(
zI^|3jFbMnKhn4mE>i>q{zvT97jKbx8m}*kjELnbxcRwS9e2Eh_dA)j6s{cVWSkyT$
zuBslbITW{flGgCH`3~~*jhjCGM-T)IMTPDrJACM;wq~1MgtaO9(U8^XAW_2qtM1Pa
zAZmFVt|6Vcc(fj*JTZUd3!K_F-n~KBOe)EtPw58Gt#fhwNGB!p+33UUy>WV9F|+wk
zjBEgvHxVSlJ~;bW37H`i@;!5cGf`rJ&0yCPVjX@=M_-%GbRC~1<4(C;kN2bc^LsQV
zmgADeV+3P1{lXHC{0>VzP|SZW$S_r-1AB_c0aA1S=UY-4Lb1sZW@52Em+x$YpxcyZ
zR!CNgHee}D_s8p)HTlrVLy5__LVc;SC(=X+zNYWm1B;1Sx3<bIUd1f4vlg1@asD}i
z@>1(u0Nkxqn9ceshR69;0J!0=&_u004gvs;BLBK*-`KP$SG^K~4yb#jrTcKu1o_qF
z<D;=5FyoV<Uo@qZ6vzY+CZt=BC(+mx1g<PUL2JC~Q_MARW#3fl<+Pdwvu$Vtu?U6q
z1m8Xj^m-9K+4S>BT#tG(PuE6Nbul@3{(DkmbTe)ovx{paw~^P1*Yz)**s20|9Yz%9
zCP5`KSUbkL;HHgguDdO^Vl&E8B3`E0Z@0QLhKTYDVO?9^jWf~M?n}8aP7G+(Y#ev_
zylVpcwZAeH8P=1&2^*)ZK+*gnctyi2(<zkM;8pKwx@?x>fZpqZk{G-wA%7o-zw&ME
zRV2-)rd&*w(wC*nJGj{npYg)oU{aD8z}+oO(|fyDO8{K$Al^+o(@Ihjw<wzahJbU@
z^hp*;y^9CZLjCWLVJ*NPK&KxWEFB<&n8)&+ut9v-x8CK%D9tZ|uU<hNU1$stUV1G!
zhKwo9I+PXTo%jq$MAM#8jE-f<<;EA2b`PrW@@fleo^dv_T7pscIt5217A2)bu(p$(
zBit)Oem-)7{CU|+S1OKRQ!6V~5b%LEuvF0I^0vLzie7kiulfJYG41RlMP*&Ym`BNF
zwB!2v5VeVSgNADPcXDlcaTC4z6%M`Zicyx0ey=3B&T9id?5fzBe8Vj}AUp!uXecbD
zH#A!O!#YYd59JQXq{hWkAM|QN0h@ZDUYSoiw~E0#g9O+W@j+P%4zAD$-+ns6a!}cb
zsFae_G%!2$52%<;cgu*A+a2I^Vi4OV(ei#PrMZ?_k!`+48h6IkM-D*{!p3(U-Ju7(
zd+YPA3I4+Y1O!H$wEjscw(Z$?2T|lNdRYHg?Icx3Pto&^wC}m<;}40tuY!98cRrR`
zID)NKpAJnct6|Gj5{9Vlm>*!>sY79fEJ=HP)uA@C5q`hLt44f(V~mljYi)elNRp6b
z*`43#uuyKZukxvs5)t^{<m8t)4J>S|&pE(JAR^`Puc&QjrE(jGTFT=24r+*i_Qd#%
z>ycm?eNgl`KXC0^c>@tg&MAf@U;g2NVLvVwhN1_wA^c$8QBtRaLV*>4q#57O6Ik3O
zTnMUzDDW5LAe7^abATAJ0uU*OIb?gz6=`HzpCpQBGUooFWlUw5wJ7b_jDHtZ;mU!A
z0azEA@$CUOtdtVcVVYZf&?XsB=66<`LnN?G9;ON6_??ZwY^1Bt`6IF`=Yl~r*V03y
z2UC6|w_W9h%kKDA5s~|R&FJ1jw{`X1{S$Niv)`)R$xULf<<UQrcP8%^g@@rNvi#I>
zhHD_S+B&?w1)`)8ZTfJCmf8&mJlMN&NuoB?f}UQ5HfXN=$ERYZk`~mRd#*n*#$@y?
z%B&1V%5|@41l;Xd7v^YBZq((z9=Vx^rwL-?_E!^XFIZ8dUzN6jz+~9tgTsMb%wOz`
zZx^?!`XQn0#dFNczZO_gic>Fs<x>uVg;?*DmD&;w4W(dbgvoE{Nk-S>qP2D6Tv4}_
zEm5UF$+xk#a8<;lVw(EEVgluZmKwi6APsVy9{1j-<JwcdRm)$k=@j1&aP&-7M9`oO
z_sG=(^$U0SKl&ZI2o^xzR=4V~_m(6GDJi@GNA-gDzOhf?gWWTLyVc6dhUPNZ6|;_C
zWrnoSKNEpnV-!zT>5mvXn|`kLRot`G?@5<H|1=&B0U1f}Xi%i!A>y=1vG9wipFs#B
znVqUXMMbH#={rlgIDIya0xktfzyxQoRLF!Lqt1(7yGNXY2|GKd>3VEhf#RY1iz-NN
z+^rtFXs=6^tID)~@Qnwy(lhsF>dX2f635j&1v8e4{aKA%qWx0t-WW0Jl<AX%MrA+V
z@OzJDJMlMFAdG9!OM!;-QCv_IeH#v`fVQY}(kL^teo?D<RxVo*Y^LkE4AtUsKO9d{
zRUWd^&Wgm+S19_0B0ed4dm2kkNlklX)rAd%1IUfQId9~|x9DDmc{I8?WWw92UxR^;
z*BkWW!lJ*Dqw+ga0yMgB`!maCx3?W`yFef;BVl+I^xe~~xv<3Fliut1hBK4%jK{_w
zinsDoJ@R(<zXM-u&oB!$vP#Fyj$<DSZRK)6=a2<ytv`u<&AU)0>&S#0)`^tZm~6O%
zyBQnQ1!%ae=oZ0Jj@}O>_R*4XcabfBp=Y&T8x1`XT7P?i)8YYe!WjuP3ZNHQ(w^0%
zpWQaTx>z6`PIT<OOdo+yo-*HU|7^jaHl2lpU^HkIpM}KHbnDykG4a?u_OsGA9@-h5
za{Fx{xf9T(1R*xnbP0>a2JKY?@kRC%xRa`Rq%RofSik>VT=}lN9ecMm;Gf?e5p}Gg
zLc@Nu{QU8zbfM$M+Xm(h$i>-Cc&-ust<LrOCj7sw(c-e8Y;zst4+ZQoGB@-44<FZy
zjSeAYJzJr{-COA531{edYvXHh=fIhQKVSQ+yIo$Bx(GDw7PWIyKrgPrj|1Kk@2-XT
zZd}PE3*7IA9oTm2M<E}vJL-pBH{Oql60W?ENCquo%+GGS+gswv#yTN-Fl%}XiuItg
za{8PxoWt~r+)!1N4%4n*zIY;uC?t5#Ns5jQ?A@s6&y0flvP*MKTG$N{qwI8rAfXCb
z8q|((U%&p!twr+`h6hCj=CMYcs>1>Sre|Yd9OPSLID^<?5EBe?*;Pn!NNM~jdD;bx
zag`vXFenQ!m+2#PV>!bTuur*;As{-~7jmmg_n{Iq6Gg?m3Z#8#NvIrpF4HN_6v<y7
zW0q}DAS3KLn0MCP^y7;YBtCInygq%YpmEfgd;0ol`PDLA^SZ%Lba%c1LA%fRnom^7
z|8j8*I}_ddwmloSsr^~=XZ&-E-b<;_(w4sPwUEZ8^FkPURI|Cxz=kh-w>2cct9)Ky
zDNv5!p-7Cd<(Xj0M`JuWk`%p;+fe<YGOMtLJ3pIF-Dk!@TQOsXfQPk9dy9pMJ#j3|
zkv!0uq}wJ5gp=%D<1a6xC-E67n0|&Y8ge6%N_&D(iOw!#;6?OIZttEoHF)8h)3aa(
z*Owl+#n$J9#%B$=?x_-Z;)}JNjEbytTyO1yoVO>{H8)qv&TlViBDqLX>zPVmjjhZx
zUCSv7X!$g^l$coASyN(;>_|=W(N<+NDyo2M!gxjLR54L4NV3!bnB}6rE2!4>Nr80=
z?dNv}U3N;ow%~%kXdsIO+R686(_w=)mSpt>f%hO-5$Z<1>PFT0cXf@ihOMq*_n(Vh
zwR&JWOC-bR9TdIb9)9pbl{kf#`dA>-#@5W^C36wxD`3Q+O6eKU^xgqhzhhU%s~Svt
zI-h&@8l-8Lhh{SF$(|@cNc|GmzaKrS;Ro_)y~+x6oCaF5U4@J(1d?1n`Q3_p1+GAc
zMguBM`#ij|d8`S-q6uG?smp0x2JO=Kghx5IGVG;P8@z<-X=dBM+cm%?_cPkCzuAlo
z_jtim{zU4Fdu_4yhipNvkdm|~YBe4+n&MnQF=VA|CKTZ|FFiq3lS&f^**oJhU_`kO
z=hr5d#vJjy>Q{p(Sa;2N?FFcSWl_bA%r+dmUvribAWMH<2Ty{GX(%Mk%K#SXjXW|m
zSTDkme*W6fkbab~TBN?5kU)HQLxQ*iw~)$6qvdL-8r{>iF9-I)?2o-B5Yo;19P4HS
z&@)C8a`?3G<;FENq(CSt?x0cjvk4?H|9$Be&Ik_^#zq^g+<?lHO?F;woluu~zk0tA
zT+N(-lgtt{jWcG%BINP563IAg0_D*@D_?2ZI%&wFaLlIE(7mX6iq?v+C9DDzd-K{`
zRy;wP*~UF2Y^afoPw3SkqI=VFrJsIbz;zJb-mR=K<P$%)@n-=6FIl|z8avfV&(-Zq
za<d0fkR(%%YQq8TYuv3Y&vec%$id!I6?zI6T0Dg}ZtKVq7@9Ip)}iB846+?xB)|!!
z;&DZcZ}Bu*K>a8z8E2Bi>SifeZZVv;{5|D*tQ0iCK}E+N9Zc7eF<nmlEDzfG{dYul
z`j7&$8~nP;OFGPI&=NWPC*o=Lrt;4p<?0k`H@`glL*%`jQCAE2Ls~ZM0j}DwrWR7_
zTPT~z-z(g*zZyUI2?>0NIH5cb)%pfBE<`sKs$WP6Urx0kXj-g3Bponf#v{G_<===O
z7Qw@3E;t6n7jyiKE4HaAyNb`yN&C8^g3ck;1J-+M((ea*vt&*fUql1`!B7LD=C*Q{
z4J|EAP?Y`>ELQpRMxntOf^|T2e~3azo10m>Xxox%1EboEK6QES&NxEJ$b0RuvR^9f
zx5e6?ctKj3H_9BZr0&sZ&tj&s8h?dPP6>0AaSj>-by;6qW|wjPQ9BhPxc&a{5t;-b
znB1e13}|eMk4ln|^HdIH=qO;`cvQru+IS=LZ{#S`HQpjR`k0K`I0Kvf5x4laZ*P>!
z)V;py>WVVH>VjNPp?Q@VA%-@dC_#c3e-gV#66Oyb8VF=>TJDH;1~~=$NF%;)207G9
zhM4A4BBD4T#SPXj&*GM_T<e5=+3yt6{5327mI2LF$XymAg1>f!joy1SbIir?Ez;IS
zKv|~s?#C3`_tTo*2H3-$INr{0p5T5iZRcfXq#%!Z2uuA+`~kt&`O}Hl+rr!MM;$Q$
z%&tLf$9XrVJ{0sfaBCdJniEe8x(An1uZMt=j*Vez@`H=U?z=_V<SwqF#U+(8U|jTJ
zScf4KMqZ>=dm1>lS4veAoG8<lyxq}1{UR|AcGbn(u}-ASKn0!`Ef;nwE@ggDGxfM%
z+Bx<Q%)U9$`n6~W;6H%X9cC^S=YDeRmDlhP(R8E6Co)5BERrj(e-ffXx$F`&<)^6`
zy=`fqf7zM{z2$ygzQcpiJdZj3pxINH*r4+{9bs|vQ?(QDajQ;GPl1aZ$7zBFeOLBl
zL0+(`bv}laQ!0gN>D5*pr&dX7*c8kjcXny18Pt7&E%RdQjBPA`ZEDxf-&Eb_X#YQ)
zy~AnkQC#s#=hx09Gfo+bXt6wr5myXC<le3i#kvtqc6`9Wrpn{YbVFWMH?1ZlAQB%P
zJB^DaahZ>r9venP?Km!Kv^0&+(KGS#nr976VF&!SYkK?4qTazxWq!GR?z?wc>t_s>
zHP@z&nu=<4qJ*B#NMGKn(B%gYW{Y6%;^#Z+@{XeHlLP9U^c%2MlRSmw)@#dRV~HVB
z4G(0yo+4NhyuTdBh5nryA^qKp19{sCw4-_N@j}cPC&Oj<fDbx3ux*b=sO@p6*?x-K
zg3qH%b6Ev@kNSTXPgDU@)~h)&Nr(a@S{TmV<IzzUAGC6}Im9?BotXfAQ|O{CtJjR#
zd;<JtdNzzTu%#@35UQMIZQqZFjSc$oTmCIW<m%rUKFTvKI2H8%`=UYm-6!3)prvi&
zg>ZVqqoZ?Wt2L=hi7`Bf|242Wp*T=9DJDb@<(cq7{rw4`<T-|t=S@>8U6N$ct3rJ}
zA(#|Y%$X{LXLJ@e?;jf0hx)<3_xZ}|A$Y~|_)DW^KtoYl-lTcTd-uBV3D^(K-%1v-
z-@*5-;fxoy0IfUADcQ8pG!=ps3RDrYP0_C%O9lsWAOA{dhoKY)l8L&3S}Ww}J0xP=
zkjyr)A%Qz^F*Tr}BV^=67*d&9Jdryo1Sv1_iy5X@V;LXi=ODqAb&MFVswJg2BDutF
zZm<dq7#y~D5!$+<|Fva1JPGYRcC<IT&QBP!7#H(nINy<S<8cG$6=+F67Y+UPNCXp{
z=Um1e9Rx6V0G4XqE~mDzUEpjBeE0xbnUpf1?U8idGi#L39Y^xlMyI&2z2-v4aUHd9
zw+KKa$&@`wY~<t@#9lT@pcXUU$R}DD{UR%a<LsBtRRhC~pbthmO$AGaOBV*TPN6Vl
zy{L@TKKIeznBS{7CzX~Xo#4!qXN2#i#7!nYgYmo0(YZ>TKN^Z!rx;uFl?sV0mAM&|
zdfk4_w&wAt$N>T=U`BS~*#q!yh3wjURlg;GBq}GL%!1-+I(FLgeJQNsyrBj}%b2~)
ztIb&sW*y)1l@h)hky27cH?}5L2XSWaMT6#S`m_)JRpf-DP?#;?znxgO_vCo@%0KGJ
zVWR*qSJ#W?uP#d>Zl2gmHJX#_-)Y%BgK4{KU8|Pl#+saF@$~q=cfu*bt}C{=h-o!1
zB?o^va!di@@+ZdS=q23E#Dp2$&(f)Z%@dA0&JEvR=E@agb!9udG3lPRT@(sc5~PL-
z?~Ey|12Ee7q0fVNvyiyz4p)Jdg7@V~3jld^4$in>!h7pFrf061;NuAFLwj~J>aq*E
z@o{zK1*%<5Y=bM<8vX3ei2%5D=cbk?ky2HchQU~{a7r@EVNjhvIcM}(L<1BXpHM|~
zk0C!D2Z?k`%Wxg8MGsAAj{N0D1nS7Js^o222IVgMOrO*uwv4>MbiJ_LCr(cg(V^`r
zjksJjwqIR&%YQLFLGv*2jahBFE^K-S=+PG+%K<r_o+xQr|Ixfyp_qHgU{{*V{J`~e
zi=&}6<Ufy>OCFM#g9Mq_ntH&7b9B8eCxS!%)%`NiO4;wq!y$3JM;Non!%pg)!(n)X
zk(Fol3X8gq_nHwSydx@EOhda-34G{?tNU;xp(R#L8)xOe4talc`;b4<v78*w@NHWf
z!V*~qxEnwk^h0bqVdbR>YQpqG%B79P8pxWSt+PHtSC_awzW<pe)WlP3Ifr(^xB3&H
z)QeksGWNoU0dqiH_GS&v+UtUi=z?MiEeMT3fF-8m$pcAu{Xw+>B=6oGIL8*3fw6<Y
z`lwX<1d>tG^*2z&6gg@8YLi_S7s$p+s&u`!X)sk*G@-_lpmS78w3LijqDzxxDY3C2
z;{elS;K%gg9ktd^-hB)Zc_k?WM|kmfF?WiXevO@yuO`glf!u~atxww2@S%vtN0VkD
zN%8wt(xu?&{^!d%9P!IGU$c`fT|(qvoWVwAWi6cBrB`nY-mtmJoG=44@8^dY3$CbY
zdRF-<PNL$&9@uFwFBoAz_bHgS6KHp-J(lM_#5T+;T#r2;U%4sMM;7g;?pp-8AgK0l
zRSK<UaB+j?z-;^tot43=ox(>2|MN~T#hSIw&l_~nvBdG?O5pmtY1u0T`OIi$z_x^n
z#7@`1*2?s#@YWSCUG-6`5l~tCHHWw6+3V8%$GCl!p5Fth+`b1+(u8ZqIhNN&v6H2{
z7D;1<h}Y_vHt5^8cUL{QUllR>%HFc%0D6fH)*fXV_37i{Su(RMRBA5r4HryP8}v~`
zr|^Vr?Qf35!uDT(^Zn1}unJsbyi1ZZtDAsVG+J#$^b|HNA3b$$;5Zv&VUAZtOTq8j
z(o#dd?~Zrqm@qKYHO(lxc^iyeE!RKk=l8Y&H<m!+(-IHJ5o`_AQ7yVe^~d0pJ+73l
zUT<O5B_HTKm<{tF@Q)XeX6+gw&-XXZ80jBpmrp9L4JZ7=NOXA!vJSs4#7>Tr?scKR
zzlnxAM!`k=T)?Fv3I>K4=1G5|WX)PrYk&gsTUcwA&tmrf(Q7<m<mq5e<x^5z(7`2d
zg4L9^##p8k2mYhMJGywhSj3-iHLrRhHYmc$sklPtLon0dkq}6kL;A|#$aMask-j#5
z)ftvkcab9?<pr+lVXCu*G#sx*>^(nZ{^y&i^9fwq-k48LpU_s6;CKCkVWY9FMA=3G
zXy}{gV;+zP9th5l{!{-@QyW0?ig)u?^B+}~dYVXTX4^b7eQ@Od6|X*{1Rx?9xf_?U
zor4}RplfG>^FMrJ-L`oX@2+!?B9~)05dmy8(Z>yryAPw<G_CZQBJ0H_yg8tj2Ifrl
z>-mv8I7gjmB?Zi|mMWj5E{Zmlmid#E;^z(LM)t=Y6Xvb>jsJ)=`W~Dq2Z_Qo@h^v;
zZHDw;n;?PX7%~5)_giT0fjYxZ(hZ29w#50G83v9?_b8~!8hW8YEJpB0#SIfv<~m5q
zfSy=>pa~X`;@pcmo1X65R)SS2oQ%YX|AP)gc%faE>*JpZ^=+()9HoiP)MyW{_w;9c
zFz~%?NWeLMex??TYSMl0K&b@AMHcqdJ*vof?k*KjV>MQwrXy&WXj<yAgV9jKvM1c5
zCf;uEVkLXF!&k+ZUDuRT;x4EM+g8JtPTI#ZD6G%%p@=*0kN<^R%@2*v&DPNgxRan2
zu7u0pkkQ{*rVKrA{NZB1TFht0QrjRbFd4k17a_E}i9YoBsp0LdNXPN=Q=_M};x)st
z3oU1^F?dy}eYQC?e&CeGJ^xcO$bnmGOA~iV4RP9383y+7)f2f$hUBJF)2los4oXVu
z!y<LZ(vl+<#s6XD*Gz}8Sn$1`Ffj9j?>M3*G^ZaXW;Rc)at_)N9Ep6S+a4qzuY|mr
zCy#9n3JWddFbYa~%=X<XA;E)=A;E97hK+}VLK<<Liab`neK!Y(5QMV5_|k%WZ05PL
zYLxX@TnZ|21vBRE;SplWn%joml|uTmoz1o8u%&(ChbF21`ho}VbWrGo%WFf|xehd(
z&;wHsba_dSwnhLQX#`cBP7vMJ(VCn#7|(IonwR_dh-6Hl%5|8o)m5m|03qFE$;wo&
zwZ&9e9GY7jX?SXtLEQ$WR7DV9%%eOJ0PFVtYd^@vkcq0IaF3;`D2V4z4S?Zapue&K
z7&-?!y@1Jnpu6)Y(ai>`1rq<VRxeh@UQtH39`1`d51EBpXq>FBz=SVFYT*P`_8(<>
zVu5iV<PsOEzTTtaW?s>;$}fC<9@Ly0zczr5)F%+tA~}D@h*CI53_I7XMW1mbjy9r#
zZ0Tvm6MU+<U!{wOFTT+uRWRQi9XE+c-MSD6BD-f)A52!lQ&{12U#w_>dj!~@6UMtp
z@$+X+G>C?_iMeSLeL12>4>$sFK}9{BtY-T+-J)We#qO0jeSA_e4K;~x%{;%Q__yJ=
zs#klqSw0%9SKE*mDfe=QQsburTx~S14sZ66xNgzvhD2sgNR&^we++Ju(^2{EX+$eP
zg<zfzWILWBfB>s~+p^F}y!#hX{|JD8CPN$rF^n=(E)~+D7r+e3llo1R!J#2Ag#wHi
z4+kByUk94$fw2i-mLwDEF=kgc8(!_@&_nv)P8FmC#@yR)HN+HQ9oiaFJ)>PIk48+8
z>qISsVwWIq?lq%`@_0#Nj*^~ZZ%JG^HQ6>Ib*HNB%oSI}c`9C<TT}}krx3TdrAWv)
zStRf{89lJw{h3TK6;}bpcV{le9F2B-R8xHn)b1%`47jCy01_!y-F`wAyC~pteXAve
zQF&>c!5jSHv1xT#9N0BMVe4SiR=@N^T><lA*5g-A8G?@ZCo?q~Tm{0;Y9Clen+9L#
zmq&Oh8R!6A-M$<x`i}Bs?sX=PwVw+?%jmOD=Q=bpv_KKoer#9i&LeZ?9Mx8kIgelB
z`HTc5FknYYm+D8?t&~Vk=YUyuN|(D~3(Qn~R9v>`pdX~z-0{X<qYh{Z=K6E7g!!kz
zJ$;SnTPx4jKRjR-*6YXvFhQOX^rk<(0rMLpbe|5?o)*~|9>HWmT)ZUL-Rp3My-@D6
zGoBVNA*rt^GEyo$GH<?ZwbZ2r)_q+pmLLW;k{p_WJiRBn3%&(OTgA8j{o^+OBuAy~
znkreCof0Buo(!Px`)$V#)JwO^AEA+<S9uvOx=l!#uA?-Lw3>dEKc6EoY@W2EZn$Gh
z=c=N`vV71ng;!a+)uW@!zN;z+ZsdHqU~SA3PTAEw=!~ELTuOxrm!Awj+lMJS+>wG-
zB<E`M$8!TZLL$H;omf}0)ea~`>hkq7y!6QLQ;5uqRSytutuR%6Z5;h--Y=LSGXb*H
zpFh?EliC`$A#mCMn{Ams;zRi%T27*`&#J$l&Dr8@`uHTC!0GQ>Xb4*J#t?8zoR?`2
zzQZ0@RvpR=ueICDw(=ztiv|Xr&T59;qne<OiCu4>*ZGWK7KU)~^%H4QL<B#Wecr|*
z{Z?*>?rT5vyO#()-gEBq=S?f=5o53GwRcz4Y!X15IJxM-zn{akL>@`GJNw+L>!MIj
z?oBqDEbZxq5c*~t-`j;m$-1p%P3oeWmUWz!Xh=~dcxfGAcz{1!9%nw$vwjjyOPr(2
zF@2FZ2r6E<3YTlR^C@n8tia(We*@T`!L~*Jme$A(Iac&KSJwMIrZq2?8RkF7v15?^
z+6>Y4Au%W6wB=;pE6xy#@gqmKU@ZfQ7^kC+&j$N|Ok#U=Og~Wn+*#E+8?vQ0d+c0w
zSt@h%)IY^0IwEekz!UFW<UHZ}#}|+bi&EyHgfg9-G>=y%&tJAc<2VkkR6v#;y~q3Z
zYTx3J-JT#m2req1FWP8#U(>_K3Y-k!@-=YXcldPZ++^pX5Yw2IC3s=@27+zH3)u<T
z>GAO2%h_rhU$3S4dfUs@m*<v*g01|yNaq<wl(xpWyiWTd)+6HWpBg3}DUzk+Ph7zZ
zmvy&aV&~-Ri2@X`Q~%kmoYSz5|NUTQg{*xnlPB9(`1Cj~7T`XpD<Wp_J8*C2jr#AZ
z-1FPbpM*NSuhD<dpC!!G=?8*TqgV8-m`FsmJ=HcatrXkjYz3DGrm>_(R2HtJtsUE6
zj;!%@tQwHmJK`&~F_kYFg3x>4^X2yMq2OZ)J#A798|~3dHNMPeVTQi77qCrfISw^P
za9`ijufpq%G9=^)HCmP)|AxgdPdFgkL6aax5Pd0_J|?UO9>LsX=ZOe4`05>3`cx5H
zY_b|Rq2jqnPKsaC93Rw^wZLNwPQ-PfBF#5s9lAUsQGZ^zKd%kLz(jBC*8yrRuLCt+
zC)NbNr#+bK4P3Wa|D$1KB>gw@!K=^2g3W-n=B%&n3D%STC%2F?j-e_o>FE=)@)mvv
zDu(QIjvZJ}@Ce$)({Al)>B|4PhR8HThsT@Zcvt)xrK-ookLEQ#SsdI0EBMQk+-Se^
zXTX&Kw1H8Oc%bo44bsAMuPE!wA<_m@6v93^#rT@(C%b<J)O9<0)YQ4=OV&roGQzUy
zTNvuq9A^`%MVFH2a~2x5w`40}thL)cph?R38$6!xl{zUlq=*t>WSjR$9FM)bz@jyP
zkQ!GRKgxI5tXI>fyQ}BCP5hRj%jQB+$q73Bd5sGQZ`tQ_6?bs)5v(>@E^WYRO~5O#
zu)~w~51JZFVTv4;%bgMT<+*SW9o0y0xN{&xgZ+bpCsRN;eq56QiF*2wjf%3eEtn6L
zO^N8|=LfDxMR|FCb#<KA$u-0VdmceC7h1ov4I845lU*EMbi(y&787_K80Ffo_+Z}L
zp4cc{jC_@>I}*yBh_Ks41hTl>b$xS9a$!G5katEJ(29$ujtuIi0Fk@eH2woTHxE6q
zoH_7-lNc8lIQF90wi^vwI^M}%YZdrcX<#sgUjI19=A_YE5c>MNuuHD^WJBO=7(Vm4
z?-Hy|f4_MNul=U6DzwV_7cv11L5vXSm;F@y!D_M9igU8{IC<jQBD&ght$IYZ{}We)
zZ_Djh*tf1eb*1aH8d|%L&k+plwH@<}I9X#(+x8J*VPQvNW0yR)4r^<8D>)3MG%HsP
zxt8}!yPrC9DBeeK)^5J9RuLOjtT&bm|JUOzY=cXmH?=$PWRLfo7-17Gn$g0sE@&Ah
zzDZ<Q5-SK#c35>gu5$fUSD$SO{_V_{+eEJ4`!1C&<=JJCf2`mtV%(=tXFzL-QT(Os
ziQQG^ua8%6buJ>EnpR45n&O(9xxrLdFhkvFB1;4Y=BkWVr7fa`*TZFl-Rllhj_-nI
zM-(X$ddl^wD<0ugm`hUulS;iIwDG4RrhtzTPc{5Eil7{BS+)h6(oXXt3L4tTY7vYI
zJd5Px@}kPQ>Z%daNL191lPSc1udP)4O>K$>4_AY{Gxs?|^W1n}uDR+hWqX%-{MPG2
z+cqqQ$+mHBJ_=m9%EMR$CbOb^tEg>wbNrxwNOP5%(Bmt%>+FgGgp36n@6GGrRF))P
zggLsGin>tjr%G<b)|EH>gCPo}vbc+-mn#JZtS)^L&aEvUJ4jFyiwswpTu?F5-nwc%
z<A$e+dhd~DiSZN1qj6bNDhM&Tdx#Z-|Anu$Zw<90T&^+(k8<VDy8uem8MefXc}gg!
z$du28e+P2ga?0}3rduVND>twlD<{;r)0ft_uHY;x=9p122}NGqcXetj1Z^8C6U_^0
zDRW)LSbr1y5K%)hmy#6zftcwrwUF+XS+e{q+TJ$q7`~iJvG9DanZrmG{8AB8F#Xx3
zzG`k-p~jHUx)`}o(Z_ny6veAD{o=?0=CD)a>=BxhbKVo^{6=k+h+0-8>t=y(>s>}!
zWT^H+H**bMs77tB-m_e%^7+(HKsP$I;z<l6{%rTbTH>fYL51+_Gh#e0^rKATve6k(
zEY9B#-RudsX)q^xxSrG1z4^Cf-BgMfzp3>oc(bS!uPZ%pzhd<<9<Hb``ZxDWI#z=D
z!SB%U^${#@3XbbRj*^>2So>AoUw!MO=Hi@%4t*q%;>{zlxWn=Dx+;d{R;FgGdUfoT
zteg<PWy8tXIcC=^Gq5*wO&bF!gDf9+sX-Zm_MUJcijU8?8H4Scb#iJE!9%6mTo%1e
z4rLo`p>}Wc+KQO4{eu})7G>1!jI%Vyt~{&-&hyrWg>}u0R-e?sO?J!)H!Oeeu~Ohi
z`|ajuz+(*$N~H1C%mr$IP=1_RTPE`ZHw4LPLVte`Mx;2|SE<sc1!a?6sMWs$k1;p2
zHEvO>oL?XB!s!0>e+>fj9*nCp<tgQhXIdot?;CD>bMrIaz9T>V%RsDxYqPHG!~?zx
z?OF2D?%5puoPvt}UmridzwgGlC1-yNz#I@G{I*=nqyEJ0>s2R9bb2|GAiG7vj!&ul
z=QAtb?=Y1715-%kTv!?>*83F>7!7Rc^{2c25pmGboSPHd^DBoF)(rlmBLzm>X!FM5
z)&azZiQLZeq7LRMCG00pN5W1Fu2GRW!jYaB2NY8Dd-_B>rTZS|*qp*HyCnkUkK8h=
zb6k;yF~Ua9mRinai<m!3mnMq4Eq`T(UDJCC=!hWO=cbs+(dDeM+sHb((9}HMHE5Q(
zsqlH+*(Ub|1qXkB{<r%&*xJ)x!OPkbs#6fvNxz$I4HAitO;w3j)srRD-~1~)^2XR{
zdCs)*P}R#RvX|Y1_I;0tJ02Xf&9%E#iE@3C<-E-5Y?)*Ye*TDzj5UIJDSD!yzc9HF
z0oLrKDgRTdF*MPWBKysvn!3z2rWH4Tn;%B`rcG~ndYS+Met$K^PSuHxuC4u(epJ9M
z3DM{6pz_Olo)lhrU&`OUq6G*l4F&UmlII5uBi|Hg5?D;k*;+q&K`5Gp5wq{_Tn8T`
zq6hl&I`ppBaxtV){yoCh8ff%J$@JVPf80Q+r!;oaFJ-*JWze$A^9_Ab59~4!!+77_
ztV=^wBv&%0XfdaMaOr7SxZNjba;6b>1XSufFhhC(OrrI$<4pf6M_bS9X#6=pZ?Hd{
z@QIcq9|>Nb`fg#P;VRt1TR%peY!#myp?>A>AI?ZBteh2IEGxw$EGv}*#G!$IraTbP
zCy64$#*!|)X@rEEYxkD~Tx$#MiL`waz7`D+HsP6*+PqM;-v7uEozsK~iuCWJ9SZrp
z&^xw8KVph6S0fY%w)Aku@AUZRk};m)?)H3@v>~L=5_|n63kPULiz1j@7oe&U)XL!M
z@mHCl%M)5w&0tMxKbqXSC!=yhO?Vn6K3sCazeUQr8RnpNAv|V~DlMB_>I+Uk*{re`
zXwVLuFuj`De_ZbV{gXdKdvxvVBUKk{p1w<?>wa(zK0TFCUIbCBgx0ov;LqQG-=k_n
zp?CaJrt8{twDVf|nnW!Fe^TpJ9*;gt?{jzl3$p*k7(1*t@8gq)*P}Ll?;2k!st%4!
zjj?lE-Tt4x_qvNeZ{U!A_luM1pD<$z;4Z)a{Oz#Lkg8Z1Qv^}%v_p02H>0{xua#08
zn^&cd0C99wgAphAkZ9W0_NtZ{1M*9y4sIk>(Fh@-H$jU|Tot%Qo{l}KLTB(t8m)n;
zHa7fc@K<<q=~^$lUR&sq4xibSYQOP)48U+wX5V)iBk`L2eMo2U<iS^e0Q%i))z#kD
zQ3iq0MX!@C&(^y<o%Ow}KWfXUTKeObKgCw!CKs0FF0_xmm)+F0W(&9ox?598zWZnB
zQfYf`31!&)M&l+4w#47O<Q})=-W>lrwEr8iEF1fXsy*Mz4{b7%FVrdR3F6F+;!sW_
zp@?*7T~t$Ilk&=exkX9Mu}dGS9b4NXebSRrM1Dl=^J#a_jd_Z9tWM>G?1{D6S$*E4
zok2dbdEfZ!eF%{=KRQIwxE}hhT(<eHfF&%33fBz@La6CL@Q5}eK@V0|vll;gJj34;
zjg)&^f*pGj4#F~%Gm>EW063SYlo5j)x10~`Nk^8?ZRJ#48ZfR)r0=wt-%p)0?Y;YI
zP{`s8uh4b>u&c^97gH=t+dn*P=?N9+3+4#+h7k;b0dW>t*-dqR8&Z#jZ|2~FSB2Lr
zF?>HmReZ3pWm{OpcQC7h{3c9E|8n}^(KOjq@x0@gZhtBiyu?!n*fH~hOx8Mhz#Kvt
z*;Cnz90pFgKf{+-ga(qzWBUy4Y~A4%qiS2H-|^g^BR`k&tvT!k>)`7&V8@dGXnMZE
z5m?7A4TA}92SMYYeQmPH*A0EdV?}c;EYR-Ao_wJ6W?Gr~C;R}DXcV*Ae9beZRefY{
z@X*fREq99wTnhyF8OFOvk%FI1bAvjz4OA=j!FhxKA6IV~RMq>14TI7l4Fb~LA>G{#
z0@B^xU7~bLgLHRyN=kPex*HDNJe%MDt$An8@C`k)x%a)+x?)|{31&+A-~K)(cjb51
zVz<cjL=rKQQqly~R=`$kEI^|EE+%svShO}Pab;hT+U{3eXg&(Hv9q&N)CtK-4}N?m
zrFHuv2ARUdw>WJ>9N+!fUU=R;9l8DfpFJGH)Fs$kADq1Zic{ATM#T3bgrAP>84$j)
z!xfaU4Ht@(XL2RXM+mu^LQfv>O+RW*^T&pZA<c|2%}i6fIvS>wln<0^KTLQNfpGd~
zd5iEaxSolz!B7yDlGpQ>LQ;N^zW(1{^K(mSST695fZRT<a&e-ZpOax*=O}u~?~9!8
zn5W!`q{Sbw3@ZQHHjtpGHF2*gK2guo!tis&V4PPB=z*lhLykW`Pv+W*HxwXnOFL6G
zg)aSx98JoiHQIjji>ez|P!eOV^Y_B9{3nATaOE}d?}J*OBB8YAUPHs|<@UbHGcwxq
zJ!V->+CP5D>Q>!@>BsCTadcFywGtf~WlYc0tP#(btPx1f+k5`!=O#rrF5&Q8sj0_~
z6a{QzRhnTh3p7Z>p3tCxio!KIE9AA`!H8xnxztAXPMdD<Qu*k;s=09C5q8ll5~!$X
zN9)*a1NVSzK@_NE`p<j1e2knJL}~rm++<T(45l-(V+<BqI#Nd|qi*`%CHmze7(yNy
z*kK#OgvFF@M_d3XTL~^|8H(c4JGn7aXm7(aH^vZlj6>3Dh42)*Th?s~8y!!V$sTt%
z;xM04zHRTqRYnbyjxg?xhgT!w4jVbCU;!2cQ20$t?R2aJol1OR@~ezifM0r#cg_^p
zwD-G8x6_Sf0wXRRi@H-qqpZJXB)?wRLtwAh1+2e4q<)$p11i~z2Y-?b#?g=xj6gHc
zlvY^Wa_MSDv1{J2YyLw%P{bnffZCCvIRd6)>0Q<;=oH3U3I^dE<ZDTMFVr`Y8Rv{;
zk6`{0PBPV@mR<L|+NTEg#UqC6bhc1%%;@2T>o-Yf8l4V&a&#EMdQ?|U)I`wTrWG4m
z+;AwaAiC|p#Prl_D9$5~nzSQs@S4?%Ixop^4U&(6U6XGGbW{2?awk?DVN*!Qx&7XC
z(l*5V1uEd%%bZ0AEreT6V)(d-KcI3fLBQn4qgd1_Za$uII6M3t(Ltntv0?0vmOppV
zTgOy)In%)Qz5Mxs=q)NY(@tEaC9)n=lyLRhv{-t~-DHMi8Bx@P8^K!e!8YiVZBTSd
z+{dslh5I{~?9G`Uj;=LL&}%3ta!RJ9R145ludH_iA;&x$<1CCwm5xc{+$TF{VzSo6
z=F8E3f1%4iF+n?iy@h6NN}p_olUNn3_`AS%XwB8-M+8ChRRTT!#MU#N%O3A>6}Cnl
zZ}MCqw5~Jog5=}#l^+#+B!cPW$1ARfS3EqK(xDe0#Fz8bD7E<;0^$-Kh3S=H2BSuk
zmuS1N?`{19h5nVfTQ2ZY29x!|P;Cr)XrPGy8YoPEt3aZx?K0ktv17N(<E-{jKuEAP
z%hG=N7*Wi7fMi_4=4jT>BNij{+?PWx*Y2eJ?`KjxYeA5qA|oZSTtr@DVBww%R9Oz5
zwkrXgZ5L^2wZVsUvc|L&xDUC#l?Ud>MZV8y34i)ktoIVKIsiyrq9oSwiHL}l4{%BA
zH2synP1iRrvm`FpC;fPCeTqYeKsq<5sO(<|0U@vQr4^hPtM@nBlk?HTlDdR+|L+Z)
z9g6aI-(gL@2GF5gXXxnsx7q5~T_%gk1rm*6TrSd7p&rndHUXBxR%8v-fSAiMPZcci
z+hAwY=NF!rYb~>}ERpOzrsoszdX4#@@E@&5Sv}u<CW{}Swck+v;&D9YeESQhIYx>c
zfm55oMf#omCeu5HvsqQyHKRgn8X(-~A<_?|BJiPb6h=b&-EBgPkqs4n6?Hv9d6j6A
zx@4~A9sC0ntTac(7iNyfuCn)b!s$eU3m=R6f9a6+Aakt}W_;3U8w|^p+DzkLw8B%e
zVmDb?n`crdO+;lkVg?FhBy2RWMNYcK6Sih%Aa4??(OXZj0<fqQysg%8T@6bBV?-=8
z^<k5NNYh^UnS`0FVum>&HI14%B4*Z<*UD1*03EWfGBSZIoJ?9<q>yR!@^}NJFK#+D
z{K0&?sq%j~*=mgtB=z>axFNUz|1I)(j5BB9)H=vY9JeNF7xNIaXdA?~7YNuq_?|Dr
z{gFsV%3yXkLIt>UqB|PVWBy8S<>%y&es=9Yb_AUOuRR-Xsdit*;F*nchFpP7*fPu!
z>13bS?PG7~aiE~lv@>8Lm=}0Mivp%ZVXM)(sNjR%<}0R{?0bcpxK|5C=;WP#Jt>+4
zxb&J|rI}CQMS>yVj#j`8;c49`bK@NGVA;(eyBo2EAeZ|hax^-%DzHB%VJ5D;Gy99|
z<jH|9ml_?NP)f@R4&mphbqTvKed*+y`Fpja2ddqm&JDvnkV4-A<P>xJzw)JX+P`PN
zD=BpceuSO0@)g`DQq1}<2>E7S+Y<=o_Vx1<?8q|Ag8`2hy^+(C{;uPG;Pcs!nbK%j
z7iYA5v<OOYfm7gopljM{<Yn|e3s7RPjG+9W)X1CuxK&E07o$TU<Y2{DV;nMh*NAJv
z?}zh}yee~<5hnI&3}_O<#3=i>9gG-D`Wz0(#n<hq_A8jUuGVP77tRMfPLSjiC7_y~
zj{Hgdo?YVq(lyQ$SBVqg_2sUwhEVFr{^*SMrE6^9sg&0L+k)s>Gb5>|-1nh4k4!2<
zkib+Ej<D@V_*k0-pT-IX(RLv@Z5b2r)gYBR_n}PN>e_tA5#zqg>o~(!-|$u+fzBcJ
z9K9DG=DlwHs-cxJ!@{RymzW|UD$??owhz6ZM)CFf9v}Q1=FpbjQ++4+?;PG<?!MYA
zGIze*Y6JP*_gQZbM8LZHdmxW`YX&g`$WI1<FNwSsFAPh6;IBWa>fSBBFXOotXg;Zd
z7bZIi9+0ex%~)=9S~hJ+sPkbTmp~*baWq-sJ`M*NJ*=PfIq(sgR{z>mWR#d18!FiV
z8&utD1?YyZ@EqZR2&ogZqmiy8Y|~ZI)iz1i%YH-o_vM>Y^Q4TNEi42;nY~>yy1XP%
zPtcg%WC=hTyjGo&duj^ueZm=B*O|+}N$>7{+SB`nsMWJOP<;*uFk28Ju=!}*HcBz|
zH4O{wDi?t0OkO?rkrFK<Uo;){2kp*4=K9E8X1>LYFvKH6iqJ`MW9DLIQe)f_4b)Mt
z)}JPJt)=UUZ)$&Tc+kkHexl;zi+Pw4ZBgC%$ySv02zISJ>$pbSeE*KCS||r8RHA0o
zpcN-Y{vK^kuiZGhFESsKg_wUUzxBfO*1vuCmJy%pMA&*Y*bd$t$-g@X9dU^pKpeWu
z?T?07TLL)>Hv7u)g}MT!+2<=@wj{jjIX0zgFV2_qw55&=_SDF3;JP&?4JH40fjzy5
z#LmWEM5cK&*IeOdGoS^0tQ6S0)Juq&d4hy=>yS0&$is>KUvsj?jXCC=H(vIz>k$WY
zkI!v|(_<5RHy-l1TF#h3>zaeQ{=UC!D?+p`jb`la({a2h@)5XOhmDK*J(HFb%u57S
z1L``_0Q7HY*%9xMR^6DPCCj#VZiQyjg_LLp-ril%v>L|N2x%GW-2Z535`WK(+3?w5
z#f{3eEn2nNjfpie{-Ecj)pfj)yN*}8&&D=2%$3PEaA`I`j*_H8pNnNUj$963)Ip{_
zMj#QmL!-;EYkPWn*w{Uh<MQ(IXsD@)$;f^T3`p2CHdaVg^_5k1E>l)<05J^6_#E}m
zPd%_iVx)1^HcPB_ExSo&ekg*RC^cXf`nRobe{>#YFUK)2FLVVr1<&82NdCe$@+e?n
z2xmcK&^((_eS>v|i~L08WU&5e9Dy}4D3Z6(aqHB+gj+ijxUy=<o}R9kcWEh>^EK<G
zYXUe0$4r4pP_?E|?ev@$y6-K7vYyA4COA&EA6?_1BqZ<E$nRS`QCA4vx@xeK$E4NP
zxqhwibk1EFpZ$?p3L`zDEnT|)hZ8KDA(gMfnk*+-a;UYy7$zpt7Yj)(8pLwK8`Ll@
zwDfq|CyyUfo4GYw)~{no4&XB$UleAQ4Y^#ja)0B|V^O9dv2)?47jygmNt;>Qk_B4z
z?BD}z$FeE$Yb%Yo9ZNC?0B0fK5nU@K7*azZWo6Va_oC41I~iDI`}Udodl!bK3PPK}
z;(L)Uh>uIf6~DX}J{Uj-Yg;|E7#`Ngj!jHZ@$+XY=SkE6@#(CrtSP+ijQ)=^SzHbq
z5Kp(K#w*Q^x~-x0^=xZECU%m)KHlrwPJ&`+SXhq*+a(bCobcz5f|=RVs>QR9U}z}9
zex~Bva17xiJ5_Y%9{4G1(|`Su%$O?L##iS}fDPBGgvTNL>i8}<8cx_bwHMY_2e2GT
zDAzv_?{l6|k$-pZH>x=!j*|jFHQ)m$f5oVkOKebO*(|m)Z%|b-Xj(IEKvR&j^!p1j
zuoDdbX3mq}Ztk_x#4q5a>Q33W65*#-e?ApXJ(wnuZg=#4id6me)wdL(H1;UybEAh!
z(WOyUFb4(XPj%6`=$B@^vELQz5+^%ASJ7yHH;0QCPCKOEg50x9NiC4(2S`y8ynprW
zRT#z0{4AIbZW#?|SqUiU4F#QLcUDI}_Of;#b5?{!kaCf{zY@ZZQ>PpXEqVZU_Bc)u
zGkDhLQ5##AWlwP&*b-dmR&^Ml#z<v3PA&s*R`&h^;_2;;mOWY&KL&3K&Yz_@^9z!Q
z1e2#NNxVlGnwTvniOt3{hF4mgA>Sjnm8dbl@VZ3;QR7#$s*0|Mq$aGm%F4>80yr2L
zA3gHA5~vh`9Qm()B*!5es0{Yy9zV1AUwLoO1$tu${gRSjZ@$dz%UQYVZ0&4nMm4Zy
z+%f+8K7yUoEH_Kzw?ce0o~Y{I8MMOG#ByDuT~#7kC`Kzzfc1-qHZruFts9g$YF2u)
z2RiDYfoF`s@|NenP4lvv$hhiMXS^yT*CDk_)EYys>pv=bQp=<vG0)^&cUt*d2Oo}P
zdDnc=3}>`0T0&hRu5U|mkD%_VAu1&HIqa%Xx#0@p_DGAi@r=Z37FFac&l=ic=yJOe
zLf2~80UDfi6xHdi<pqHuqbe<&bQl?VKiwl#Ou(Gdj~2O@mX%Q8F9F)?)+rs-S#BR8
ziOUXyx0e>5q#V$3(`&{CrnG7M%%H)|T*|88uUR%mleN$m+aP^>-iQrst^{4-!v`LS
z+&uP39k%d%OXFCVJlr2df*n5<aJ&h)or0@6AH$>YIZ4Aw>&z$i#(B?8c820K{J^Fj
zH**@E`<d==2nfJ-B^H+hr9Yl~xIjX7wN?dOkdTrRs=T~B-~Gl9zPINqBtpLCRcG!@
zg^ckC4k_%2pERn44hNGY{xu8iecND%qgfglWW3q!;TwgJg!Sizti?u0PS(`l`){{&
z*lPl9b1Zgk33Wsj{mSN))Fi*I+st$u)1zl>D4xcu9JNpTqH(2;PFVOKaa)7RhJRJG
z>{gCx{%GK)*lZh`gDf`gRUQ=cP{qh4i*>CVY^!QX+TJxAuxqS6dx!zN!c+E6*v3iY
zR(D(gZ}M!0Gm!8TQzOOF$|-k5$^dw0f6RuU`Sxt*JQ{E$8QH6;ftY>{#r@#zuvW@c
zl>+~IAr22VB~NHIAXP~{DIJWU4qvp!t5*BWl8g_K6b>954crP?*pVD0Y1zRRL0iU3
zKVfu}(}j9Y_fDwNEvYL-D%Il}Tm%BAbV0bK4D>*+>nAUoi4`DViPqN-LxQ3d&+M(z
z1X@~yyWda7Pac2ms9bL7wrZ&Ld+`E7WcuUCB&8G-_M&;uHf}-o=gg&E+(2G>*qjvw
zJ3Cgwa32s-ZjS`>5$IkDD=VXkUJfK7;DWj{-PeX|O-Fe6G`t@gA?&+eI06G-jZ)LG
zVg~<SzWI#*ISqkqeyahca(B6!sMjxozt93lj-2Gf_qP!ob`K<Eu1}t1nWa;{asBl~
zOGoUXq>C9+qa4+X?SkniQp*o+5mppNv3T`XVikC7v=>F>E0dwQQio}(nle^OKcT1h
zE90cFPMJQO0lI6dG*vYi3dg;43^+!Vu!NaVg3P01MA7dvq5m{Ppd4Uf3}iz^e(U=M
zqRYs^J?PQ#N$Y%`hJ+WuO3Ymi(_9GFv==Y8{}9n}DlEet&x{<egbe(Ig4X$JNY~2G
zb&Eqhs~uO2SxlKvHdoB!{~;#e)CAtMZDQNSD|VRtIz3HcXafp!zce=0HdF<Eyx!wn
z#{mNn`=jxHKyW>84ZL$Um5BU2RkGbWm)n@1ADl?1aS5m!lyr5+`ob_gUv3uKym%n+
z@bObQZ1LXn?A_Nq_rG<_6UChp=)~|E2%~yD#Jp`L?9xHrPkoKKI6yhKZ@8GnNm6dM
z;)NJ?9zbK~I<4L3>)M2P{A(Ty3&VUJ22xrx7>5i3{pe^NKaMph?lCLwSu(J6&Jd%e
zAf}D%K7gBTh5L|4ru0j%t<vN*RQhgs)hRMB>r4!Q7Vo;wDd=lnvPBYdl2p$tB^<n^
z(l~;G!$gNx9piNY<drtT=_x`sOzO-_z*>^++X2fNf6##&847|Jrzict$qkP8`E7R%
zL+w-$UTCx!l3WgV%8LHB&jTPbG->4kAS7iZ3K)$-gC>tYr>X=}3Lw~uAPIw~ER4wF
z^n_#GVUx#t4(}EW+2?W)W>_tjKKx#$n-JcMmr?NPj9O9s1{Wli%@NSjr72>vzBh~5
zlzutpUBjX6yjmXjy@$-f=Ecy>ublubE{pLE8o@vC1X<j?YkgJbRTentVN`#J85yI2
zV|{+I(o)A;^s&7Xj)sQjcT$qx!^U~G8m%%dXw7xlg!S!%CqZ*kmwT$*K;6V!aO|Xk
z-rK&@>&w43%~5r~R}hspc28&|=1IaY<<2Lrf^?MJuuqcs>)_l~_uJ2Sve!U)!1QZN
zFMry<3FS0XBuN-n>Kn|Cim~(@wRNu7^#7h-(aq-u+h~>}TL+yYSJ0kf4LV86hC5jr
zihA>2X19_-`ts(40`Oa@GA1%l;@X5E5zmRdK%><ANEyp!`5C<=7;+{=1%M0tB@q_^
zo-yh9ki<k_91%q!ToS9i!0Aa3fZY?*-E-2p@Z?2oMp$yGRcd#Mf907&N~Q2+G&}y_
zZO^&f^@y|lpj<$OF_l3_-@Kw(S_<4f?cyd_5_}3cfc_WI?SEKnoK0ICitucNpBnmD
zNowU)V2yxaGCBQ_;o;7H+bS_$zBsfIg5!4Jcv`zmz3!Oul~+MoYwxCf{$`Hle90TG
znf!=0VOXlOZ!Ftq+b(`jQ8@2dkI~LPm$WMK=I#5B*LKcQqA99>z-Z9t;@QXpuvW6;
z<!ZF1Ywe!&-)r+hIJ2{}V&A`iPoBnn_UQtKh35-%l)O1Bk3*EVy%$cw{uPV8JAc1I
z(+?5&g29xc46Y9pnB^-H^P&+-Rv`OEl5a!9I;@!|oEpmhl|kVji=;lU`}y5Q1?g0f
za#3{lGXXonGNQ1ns%^2G)Qu~e=)PNG?M+8yj{ojSGgAi9+vWYOvLwmKYHU7HaO>)X
z={Y5F)D&bbM6vzv;@4?|)pq5Vu{EIU(hL*p{Y^9~3hYA$dUnyQbEB1)8DGB&0KACb
zlP|JbfVBB#McZ^v=H!75EX^0j<nD4qnJelz<fEw@ME|<dbnCA1Lyd%rOIp$){;p66
z6RLcG=fCe&Nr|82L<W4mjkyOL6<4eKHI{Ca+3z^h$efC^ShLT?T}{EjFr>%mxUv|K
zg_AazPpEcoqdu5NscCp$8N!Z!{?`{`MrKWA<<m2^5tPE9+jLckS_dqQJteZ)TpY+F
z4u`V%kaD?!L_SqJGB1ALQqxj8`{74Vcj>n>%?2wh3JMA&e2z#8*(7HBwRXn+>{kFW
zF<q{=?CbA0WW)0WiaNLVE&cI)1sNY-yX<~@Kv&(uO%A7v%J-WkEj^E0Qz&7B@m|Y!
z@Nl)ZV#l$S>tz$qrqGM6CJw3DpHRhfFsS_K0vBQ7Oq?{4^%}Mb9n<^D_OEXE0b2Fk
zEPDh9FAZsq%L;#)kU9<+c{{}3p<_a)Ic$Rt!}gWp6JPU>`?ou&pRxOTagrOt+jYZV
zH3^~D&j602X9OEH9v!rol1m0{<FP9n+g;JsmemX?&F?gpE7|SAl|B$e3K67&Zo!t)
zq5d5m-WNxqwS3>%{xef9^;R)wlcrzl2+|_xaHR+V-pUc^kor(jry44K)l~_o)^wvl
zd&J}vNr870;)Su>#Q+_33em7nJ2X<&W8_F0CzH}_gZ;g(Dnp;Td6mIPoi=&B+DIK!
zT)}S4?ARN>hQsUU^TwfQD)_?YL;caQ03hL@&%~~c;lKU-bazfgPammm-;v0B*8D@j
z_tE9)gWqjkmgD_};nDFiJPL|=Untu1iMb#dP03S2vHp-Ak=I|5kJX;53VtsMIKV1B
zxeT6P8hZX{4a;o|=2h0@`!91ICkmvnH+d7!VFZlKxztX#bz`$TN!ihGhKm?Y{^x0E
z!1z=?kfu%pe^%Ittdx)7=`2|nvDKIt>ORuqJ?zmkMa|=ov}#{|)0q7-w|c;e0phP5
zR+7Ed)(3!aaz!F(02w6s<2;yt%+>Y+B^=kYa<d?*e4|vRqKs)dBp3rW;Mhx}T=|58
zo(dqyh3H9c4=r6y(Ks3jr@7S(oRcQSH`s=H!24-s`hfKrW9m>Ur)9dYWY-$Zr5jvC
zffk1yv8nVaNdmvclbtJ*P%RC@><vhZH7Rg;Y_)e`v8HFKeibaE;oX*(jFbsCJ5xoJ
zwtFSGo(FFYy1Qr%2|Vm105?l8kRrLt{G*4-qza|Oa%-{e3RTei*?sZ!)2|r9(X#Vr
zXj|u^oL^fqPJ$q)T&c@ZmIDd5mF*SN2IrH8Du=X+gJ0&cZX-L^H)viIz(J|i)P~ni
zuYu{=wR0{P$+Jte#{WzZcoJVR1?Y0@Fh>Wx=K1b`9jFOCO_8Ptr@%uS-*#|(uBfW{
zwt%tB`5NxI21F||{qaqfFy_ZifMt0p`N@BS=CE{<p<6=;+%ZzbY>bgR52|pX&Fyou
zQLK6ZjI$?0mc;roY8Qq+ky5OwXpTkYXGV5&F}5K-CXVY;`p)APt&@OG$N^d`T>;zD
zY6h=<%mx}<6r%YW(-}G2?U6exD0Im)Vag>htiPe#(z*ILf#A!tnP4t)wh~Q>&pMmL
zI&0-Oo_^qedv?jRYr(#D15_lBlOW3I?GQ!qHQ9ubUHzmWUFL#-N7zNE5=7~zU8UAj
zW+`%$HU74KwGRHH2wLu&S1kzE^9<qH?z3~L6*+(x>S)YKY;IVXZ3>ftgbEI+7qk7C
z+dEW7ZFo>^*kROu?FQ8pg6#hge01fNJH3^9b=(GuIs%%D*HVJdirBeG2qudO5z218
zRwcAm8TNYjL&rF;`b{(Lk>~i6|B<tx(27>V?*Z|sx^T^3q)b?iC?mzvGbT5!y+O~@
z-=ShcD1FEJKh!#XBy6j@5k`l{(-k|GKps<ej2Zdq_Xc13DRaQe&7ic#upG#Br~0H|
zI<IIaT5#wE^&){*2k2Is-sthy0SDl6`gj~mrC=RVx}=ngMf$e=EO@Kv>i%arQPvDT
zRrJaXG#_|_skp3!s=*!|7%HK4ZP<W!&Th=kN+C<MQk}(NiS&a=1Hqpn4<His)`Sd2
ziS=Zd7Y^<wrfg)>u>~MtJH$=KGKY2c8qKbAb!04LKJ=8pLs1RpPOfOGn=iy0>z|OC
zuaf)@q{Z&6uK#<c`?&3i>9ai+K~Qf4nRB|+@75Qn=<e{G{sIM6(sB&w5#X;@xtbQz
zhhI!SM#CT?*b=9@PY7d`3wJ#c&&zy-*!=N?A<*pKb|}!{=y!+!&~{~&_7pZC>sjE&
z6%n#P<xpkFoe3ij$Na`-SbDuzL4_h`a%O*aCC#F0k5kw1t-;2}m|;KKOZ)WKKrqXG
z*h7BQzk>^Q0J8?qumJP*;QsY|Sl)pSjUwL#(xVKSBRtRA{Q*|IDh9w3kC$sICUmBC
z7c;}~HD~`l<p=t@%T;?8jTAVAX_osOXbs(!Yu~{+6Kil|2eDljD3P9+HFD$kJNG)(
zC-I<d$)W1m8q84T14%0PFvUO~BWHitOli!pWbX!St>WjiL!tA(6PTlbiT`zL2mqp&
zVO7<0YLaK>_>SLgibWc(yUah8?%_)+qm~G`g+JEm#i9SkR2;pJv&~@fI)2_l{DPdM
zJ`UG-^r$|;t4kOzgJ)soL>ea*8a0nfh$r-Kbc$Tz%N7v(9Az|r>Qwhu#((l+gabs%
zr0NVb^HQ>Ijt^6-C0A)Qrw&FCG5zmx?1kl(_ICeYcqeIYujlsPWa;yD9Lc<&8M|e`
zq#A5qIC(x_LcqAvxGWLf)rlT6BYs(rMlO%*7bVy~2JDRA>ihGtuQaIox4I$wY`vFW
zsam%DY>xabg0?9qLzJDGO_Y53Llz1!x5f#$!WkzwtOv~l3XkWpz4k=`unGSp``h+1
zD~A5-owtV$A*CQ|NMKzn=Qu+mrIX-#@Zgyk0hYwxY8}Xyby`U?61>5JDyC*g(x-sG
zPAjsWzK^3%5>D#+-gaCu0|D>K5b21Q<42AyP$sPKzAC+NNU__F-uRqip8#FR3UL;j
z)q%Xx?K4<}qrEd}S?0VwmNg&c>W_|;n8^N$aVN_5?o+h>&?A_;!*{EgW$tokT0h>s
z5Y^TJ_099m9tl?<c7T<?CCf$#Qw-Q<NbILG_@`z71A3=o84?{{lu%F1K}9ZP@Uew&
zoq)-%EOTI5W|U&>ZG}U!Z2M!c=wx9ZM#h&AO2$^nHo6;ZF<}#spoWTLX=rRS9QO0X
z$06QOvE7R0K(JWPw_V`<33CluyxUaYp@nvT-8B?3CTn&10~ChKuI2CzCk#LxIFMP#
z2;%EDD=)O#hXh*tS_rHf)q$Mo+fH};EdACIXjul?RKklh1&`jm#iwCLfZ-;Y%8AVQ
z3e{sXpkvs#v?Fxkk?fc%60TDMILm7LFX^ZS@I1Tcn#{3Q>|{7kb4qmlb^FQzYsi?r
z{l@5@FAzb!4WnK*j2|h@bmz{x$AG>8xOB1zHzZQH@bE{U4|4RKw-zmD1Fc@~Dg;^G
zwxo~-ooUvZi2|-EzQP|bbQYiqooRqrGHJ!I(EBcm&JL!HHuo>L#WBSJU>q-kjyYLv
zI={;98y{uj2%HRXlA@`&C_a6Y8hjYzWHsj?+#D+6jiuQceS3K!Xv}8+GC}p0o~ipU
z!WKmt_4~`dVlkJlh|9XBoxkDXw|%4ey+oz^(@y|j>LBywFrvu)U+1`~Wv<hpUxq6(
zfbQlFexho&zeHx~a)DMxWhUf}c-?>(Yg&k=H@ha5iLmBwwIYI$7JXtp9&E}*Qfp{0
z99H`KfDCIv4Mxy!5n0}|$NWsNro)FF#UZ><qTb}-+gH8;cJLSzcB@>Bp4k&3O=Py(
z{9L#q*dgoYz<CT1pJ-jNH`~s3zr+4oHGt~|{RdxHC6%bL+OMnjQv}S>#qn>AM#m)!
zRhS(PNoUbcab}uN72e-G?~c^s@=lW#mN6>N;C0SQv-alGPxgZ~@iKU_v>=bAQjvx=
z%;4W10AynqK5oq34>SMf2puG8F#6*w@5$O6Ez^7m4HK}nO5kY@1SHT%ta69NMSz+f
ztx#r4K8#m^5Obw8C0Jju<y%VOS~r~X*1b~-S?#qKCm}6^kqNuQ5~#dho}Jh=k=cLS
zuEvb1!3rq_MK4PKUAh7@juVYS8w>?aMRwTZO}jZ=iVKt50}9Kcagw-Usn1zI2hX~7
z?7EfB?VQ_b$%pW3<Yztc*@I!-x!iSSS+xIX|9gBZ?@`*p+6Cjnk3MaZy7;#GiMr*L
zOZv5r%hQ->03xbzEIL%Ez}#F?KubKZB83q$v$?Y%`0!Di^F)L)0lYQRW!6*imHTNJ
zhJIJ#L$B!PW*5Vdsrdock3h4GoGbNcs~U>C><5m@iatE@Kodvvb|r|S0ESJCX*E-*
z%`F$oIBEFs7)xnUrJt_tns<P;h|2oU8){unbpEELoabZGE!_iXr+@s$63ys!ZN}zh
zp$PyhvAddoA9NCcW_5-9caSKwKYc)D=Zczb*=}=@2c}=|Eu@B`_8<iUoFBqvMhBsr
z9e#c-=s5HZa!W15;X`UNKu)n3F2V4xuB!Z2sTeg%(|^WSLm6HVw~Il56wf@pWQ<9?
zP>mVDB<jJ+TnzI-2~aoI1xX+WLRw(7Pifg2v8APis{5D8_Lqw>l6kISW`%#Z&P%jC
zx2N=;QHJ;sG%M$Cf&JGE`TUlvGj5(tP<Oi!vliz<66inE@Aj_R{44ik-q>TlV|aB{
zJGZU2U!2JLT=m01_+9lXwiplV0HWNe5gUqnd(uN$GZ*S08Fzvr6A&6eKK;$oSuuoK
zP<*<#$^mm_q>NmzS=c&4Ge$JbUHvnVmqid!3Of6BFy44~dXoY2PU~i7h|tpsFa6=O
z@Lc6?G&FuEt!LvMnmhEataW(%F0$SG{c>NDryLtcJTAOrN$q49Mu^jjSb9d%^@*}q
zN9UK}I+|Ea0C6%Jce9}3p|Aa7vA3}_#V+Vmy{6sI!Xi{bQ}Twy24LEvE5DJ4vX~ov
zc_8R>n`}63gJb06rsJ4Y()p=VVRZ2~Vp6Qhj(O9Kt41w_Ir*3+8Mj(Zoy=?5au$_n
zmENu+3Xfa`-ZcHz0GyM81s#Z?UAOeOMrmVqe&;$=zA2~AfhZqpAI|e4a=SOkWb$&4
znZDW|8M4-=WK2Ry8d@<zBuOy&1pR{;?)kLe9}MWWATO?&2)EaG_nh4Ny~JWdn!%z{
z87r^q71VGUj|K$D{okPaC0KW+v^#O2r8;w|u<?{J9cMWv7j>A;N|=egf|K?sRA|zg
zse@FvrYHx|P|=o;a~t;WvJ5BEk7K3CM_+Gr`%LPY%(Qm<88a0vjuP_<bbIV-zz<bx
zg(c%6^CxI>ULJ1g#$w9(F2^L-lH(Au%$A=Ww?pnv+^wrh0P){z(r@$<Af41qP~__)
zX`38a)4tcXLAB->&ec;Kg1R0Ly(o%=i~Y}YN6`{^K#PwNWiw29^l2A8C{Lv7?D-Q_
z(VBh;K(?sh55-Di1IaTho8TZIma6kHzPJJ{CeJkwCQMDlKn@B(-niuEn(^@BXm?l9
z>wb~)AM0z&KP<6A<i_Wv-p!K6!%(^(`Veg5)N%^GcPd5Cz7LGAS71LeG;;L&Dc|jf
zCDDY+J5yJL|DPy~&tpU`eEtkrM$l*p^e**JT9QA08dp{H*}BIv8#0&F4d~>Rb%I;4
z5u*lodsXbZb##E_66kRl*|L2s;lQz5Jx3^teo_tH_1+G31`B(FL15&l_tsGa%CXqe
zFzNjBt||mJpEswpD5F~w26W)n@vTaxDjbmW28?MgE4M9W&6x`0C(Dx6{cF=YqNE9E
z@kufV0rh$yIZ;gUBc}=AaZ(eueI!TE{biDk&xu(An2ng+98aw6l{Nl_vY9<wpvkx{
z^tFsw?Z3+m(~jWa5Y2|jB6xH+D8flORCVjJD$tx$35%AN_qf8;f^=xey!wQ4VG44P
z;E!gJBmN#4EDVCU>K}=LSxSvA^?jCN_yQ_zD6hIeTuLW;uRdSH>5fva4nWOJVLrpV
zDjc0JpJ~9!=UHp%_ZO!Vo&dlFV*uty)Z}qyEzC2IquoLBaexe*I=y496435jnrMWG
zz1i^TeH_rQv+j&*Aw-PI>x>)NGK;8k;?I4GulN=QC2ynVJf-;sklk40Ropc5+uUDK
z&0-#gDJUA;R-IWb&~$IR#J$WfXv*^^;DFHD)<I(9g?UiFU>xt(2`Pl|LpR)1@5dC5
z5M+c&b0&hq#7u9F<L<hc^?o4{234pi>M9UMFMFLQpu;cElJ~+C<{_MNA$V3evZc_h
zyP-N;Vr?|c%A~O*3F(ppqi@BVp8Qmt55%uk)@T-Y#l!eJ`?5P5o2?!1vYLfd_{dMj
z7ov#T%d2|Gz(8$N?ICX4@&_m!w`spP25A}s8Ejn};8}|EdbND*#gunWfXm;{ntxBr
z9#ZQK{$uLRqD~O+fx<o_FrxnNHh=<-<$aTW^|>a?A6W!DpcmZ^DY#h6IzMsMZb~+u
zGq?8KTuMfR3S2@gthIUmT)qpVMk0*lV}XX?`h+ObbF_L8v*+cEm8BJ_vJKMdPmeq9
zn1r+AOhPc0wX4XhteLyI><&n>sNkT%_JsBK)_1(V%FNL7|6D-X4GQAO^%Zs_VNyrS
zH@i=W0NFB5Vl;nY?0i0Lo7I?~c9)}^$<h+)`DY7cro5NuHd|UlOCYA~73f)kp=$=e
zWNi3vAt#`?mky<%r~Bxtw$N_x8%Pb85}j3W)GaQ{u$s~%hC&noh-Yl93|>a`RaC9s
zar_&wr->ZiPTgJ80=v^z<{TG;I#9Dr7&6ZjR$-Fo6pSsg61}4htG+hfFY1NM6<qHv
zQVwjWmo9c3L5MHyL%>BKo1bAI9`KS@fEJu6D({}RiuS>X-vtG7s`JyhV>)Iwuke9A
zY<|O;$9>b<i|uw)U9ZCtz?y$bIl_L?yk9@&gdLpdfvM7t^KsX)mHTy%)@JS|xQL2n
zV{M7^cR&~6b>q*0DGN(!;p*RqXgX)=6R=05+QGIP?xk&QvZe|w+IkP@0VRs-GAgi$
z9VEP2&sE+6OpRob`=y#UE3j~cfssA%7UXt-5bMx=l$^Z9d#yoZ%W1n`PgnNzkS|S!
zPMc75Pz)_8QNh4wl>LR#i=p9@!PmJDsJ~G~x2|i7)2_bVJnX*LCz~ksSrWXxS09$v
zYp5)J$%LAug!76XTW8dGJjr=qXCHN9s%HM*w#!j1<p{!1wod4`Fo;PAWI-cQlBm>-
z_SwztkiwX8G89O7>Eq4)7;y4oZIm>89kzbpZSQA5&!TuhO-cvNN;d0rS!D`!vvI4e
zSmVA=;&*$0UJW8ZBH##+l#C%4q7?@UEFf`idcuq7{B_dQDRB*VohkSSF#J@3zpZOt
z@BNgx@USRlYY?+OWxuKTlMGEgMd_)ES}*NL-HI02#Liap=)X3&W<lY*j5@$*+XZc#
zP!s+B4>`0{Sx4;r$g<mC<b;itrZ7Q{Holnlgz9fxFYZZpF>B|-$1CC06*5+qj-W`V
zr4OzyM+%BZZ|$)4UjmkZO%id19o{cRBxxl`pbBK$N5qb=dd9yi@g2NF<)RJGn9hVi
zKd$mxdizT57PcH)0r7v~o9@>*9aH0o=w@Ow?G>aw1xh8H{=<sF#m7yKQP(w}>rf?j
zTwl`3;`9iA3iJ<of3*t8?!7c}hK+Xfn!3cQ7OvU^`Dc#z0OJ;b(7oJ8-a45SbjP@;
z7}e8Cta4^{V!*69p#A%QL8#a@rc^4bXwkAy*%Lw1V#rp4DAij+p8!dOBxwT62^cil
zSD&SET;z_pbiP%usV!E~QjgGcXm!)hL%Tv}m9RZ|kjumHJ_{ZTcI95GvE+c!M&Ghv
zW1Eao+&V6ex*|H(Mwb*h94@8c)yoidwZ1g*chyTmZ$ZCL0BPm3Sq%9(8$Pmx^&({?
zHbOkhox@VTd~3@MvuS*_yD*ZdP@nv2f1I%E`LE6@ACBH{l434o(;4_GQ*aa63SE1I
z60XEtg9;x{&MDrH+uDzUa)fl*jf^Sr9u|ANKn|Ue^1;2hX~CZK-kB5g<6`?FWzphB
z@mVVjW4MFdyE?#p^}Q+L?d2*x1&N&+(}{!V3EdT?2>PK#;6F6#Qg<O}&<=NCg9l@7
zzeD^JyyzqIZO#(ZuQg5onEww<MZ%ayG?5}ACdK@b&_WOasC7kxYf`$xxPi)sNWRY;
zCY;6Vri#vF@Jq62(1C@eR-+VHzy)UXb-wX`phNi0-aO@C&aB%>gs0bE!)U)oj8u{F
zpnXDOw$2x}jN?QcZyEqO2Q*QArZptg-*z&JyH8!dzV_fErLMm+{$x7*=K<#WGP|Ey
zB+!JKv!o?c_=&jQUr=QF(FLTs_}&OT!MV1KC20u<lFJc^N*(p9K?2)?lKg#Thgqu1
z{)YBre0Ckow<djMQcBS1U7Fw^Lm;imgPn9=^T>k62F3~PS1`>I?8GKG6c`);gfn{h
zPC*oFao)Gb^3^Wy*D}W-HLwIdt;6OA@NgqPb!|my4?nQ#`E3e*S@!-CaG$SvrpXiI
zP1wHuD^35|h48(Wt1{li&56U*>~;())0ku|Iivt;8j@yyYIexTPJfsZ<FEF`2R2hJ
zDt|mSaIX_3a(hMYt31DkDo(~V*eJIJ^;*_AzT?X5OQ8hp0e*<fO-hfQ&UpyHX|<|l
zZ<?scuF3yrUE=}|1TN#`HPlQo=>44&_u_ayGzP2_iv@L3SseMRSNiAenh>%DVeJ!~
z+l{<Rl0V};@4g^>+Nn9tL>|Iq1&Bh!UJP%Jj%?m-afcR5diugMIRQKCI-Cj-VJQhB
zk*`m>t|VCtK!jbmuB6uMTAb+DFapl{L@qnF`8q&QT*B~`M0F_jcIU(Nz|&e<`Pa{i
zSnno22y`kGGSkN)yR5ov7kGR<{U0@p5JDa)X@-BdaDDE+usO11@`QlSt|e^J`zs1c
zGbNB^xB<Bj6sM#uyQ4A#<cGGg@yi8)-M>wpeWy-&YP6cSJF6>qiv$_`-h02YfX5v9
zA0R~FdRt1zS#x)aJe%Y})dq}&k>5EmT&wMQnspFMX_5H+-X>^hXsN_7hWr^)r1xUw
z9@lxBR&D>a_BuHUXrXimc$;Cw9ctH|rw68s1MWa-IDoHBiRhTpD(h^WyLt!E#Rvjx
zrcR!0n39ep;wAD~b|p`nvOCzAI4qCg;*0d2+85u^9}PQkht{b+@i@<Y`W-8*T<TiD
z;ii=48$Go18T-xgd(3^HUN;Vas6dU1o6csA|6STx-Aa-wfVz`?zaYX##3q;~2UO@t
zfA^&Vw~v<O4BbRhE%=<SM%xBxz*zog_C2*1VJ!F`GX_oUI{z7+Qm6C9R+0_4?rk3^
z6>Pu~f^*A4g-n^!DF)!iy2N3rKb$QyMz<<ZP3eWDX=Z|;XgqeQsRPoXiW1WY9DEi$
zYlzQ+u9y?guQcfK+jjpR`W3C;>(oTcN*{1ucglJD!tC$Jyr9&Ctp?~brT-O29=kMX
zC`OeeQ6;~|w}1T!Rr>qc<W+89EK}-e<(8~+pOY{f@TdaM;BQvz$2ny3l`81<ke>s#
z&IXJXHiv9`jmwbK43^oQ<IyS<=A&CvVkY^3r#4E>j|I7Z+l6z#e;(MUEII$<s?t->
z#?}x1=lY4*wFjI+7@05lS{+T&y5r}B-vftRM3iAuwDAeQs`rVO54RpLL6x+Jw`TC2
z%#CS-fDUvAs<)O^>1P8&x0Q7Xg>B<3-XbN{<H;??iI@4uAW34{Z-Xm<Cy-hPRAGIK
z1*m^%*1SFk_(f2n@siffQ~~qlc6xNp>C4z6!`jeoH8)vGqYHLmPhf?USsR&I*V7+$
z)faI?Z8IT#)149DL2lhW*AloHD5r^&Fu6Yhzc$DTmV-a<2p^^U`8{-Q<J9{3D41iX
zEvt}uuj?u5rY_vEn7Y8^5oJgR#CZ4JVMZaF`CU&|aXX%{(Y9m|ji--4OP&*(X@dHJ
z$~xrtgr9cJ4uoQ}9P~UaurXCOUHPKcCOhRgtE?6N%~<wA2<Uw2orLm4^do1*6^3US
zvxEZ!zF9xrD<gUCpBegXuwrr5*CvmvtOcvsqx&ekHDDq-fInY(6uiSoU-FY(J)2f#
zh_W59I&!+KR>#vKM2TEL6JY-68p-+3ik(B-3K!Hg+ZsR&ccNbtm2liHQggoeD(CG4
ziSX^*YC*UD0d?0~5h51w?*Z0>s(ZYb7TWo)#<cKuCkP`IR{%Z|L1)$WhP?|;=?DNo
zBH+z7d9cpfaA}T}E*Qn*Pr=3YRrW2y7A`^V!@}(grEu=Txf;3qA1=q!HtDfKsNmO@
zmC*o;1|1i$AvD04E<b(o=MZkkx?COqovS-p_l0Uv`-kCN=ydKcDD041d0I1f^Tpp7
zD`-Ui-zeZ0|KfGZ)SP_ji%|;^^^0eo?+wzfEutr4AeNQ7ghK1MR>ubR$jPHxyJH;A
z*DOke(~Fq3zX3z^k<6TWX{(|-=F4o1z!jwq2VVQ>4g1b1-%k#n-)*n!WV&`WUff<@
z?TgmOB_qRsRkS{hmF3ZrB0+NB{45~QveNA~Y^Zy9>&!Xn^MsIKNbLiPl9wre0ChNK
z<<bv8EBh|txErP9>v%E41~$wS5ZP`^UHMc1gQC-$3ot0o<UENghAw?<i@Cf+e9I|s
z{t$p>9C9(T?=NQ6MXsanEelR*SrJO;gb_o_NB{M<;7k2`q3NbR>(77fQbw7sMd^e_
z&0Quko0`{E`eP(fckxqU-t@I!8D`Pn;VS=2*hag>pK7F=Q!O(d&-N492zI<{*Mm+p
z_imiPmm`T;3+L$E=jXJC>a-V`-@dKhR3uVWwIQY?3;f>IifCEKg$Y1+^8A1}$I2<9
zgz>^ImG<LK@vIX$D}atz{NLyZ;WXI?X-siiAd%gtiStgG(+NWQtAswdBSRfF>+O+X
zbPm}>0l&9?aR2FfxpL0KkwdGPH$icA$(f7(Q=gfjmb?z;@D*hal2tnCY<89Ds;s_>
z{`Vg`H0F=0h=;t5{xQ0FOsLR-?TNh1yBVUi$#FLu?dtLjz<4-%_JyOX4pP?HdI>V2
zHs#^qeLCcEr|CqmlkjDKd!E6!(e1(y2rXvzdrTip?Xa*4*`D5ZnbNe|(6MCsOBwZ~
zH_EgwS=j-ZLnOFPQmaUhnB^ZEcqKs+C&kruj<o)2$Bjibp?@yhMk<pSpZxmrrHTH}
z5909l20#3_$2mINR$<6Kq!D5#A=+Hx_@`Ztm311Oi>sH7dyTdd8jkE)C}uDint>Es
zi1c04KxU)_Gw)@8W*Ezuv8eo_3}cPT{~?K$Kd~(){%*=@yuB^Hw&JOTiQZNfZsyxN
zd<5FWM#C3$)GQLC4`5a5zb?WKf^urg%07_lRIEJoBK|g1!>L)rxr_!~mHC@i3i_6k
zmgDqN%d>^aZ-P!C`C{&Ty{NMmM!q=-^vAz?Awu&4TdrVTAn~GJ4B%g9i0u1R4jB~6
zX{yZn&)3c8Wc3Y7*fD^e@4iforr@fxqu-&>vHwiT$J3;gjOcR*MTZ}C*>vMO9Vu2A
zIqBA3!`t?s11gT)$r5E+o^n9<J~N=v7Sm<Z!2-DwVlHm%u-gHt?^iSI&jU$*UeK&R
zGtk`SNi03^yw~(%mXrqP{mb*$^MxbZ-K}D5lphgVbjBm9_#$|OhRunp_Fis44ll{U
z`W=sL9Ha&7xzZ_ga*M}!+)Z{wxJ`;3b_=Kb%c=mS^A$fDg84O$+k%JsnY+o42xvVK
zqS64hhG+>gU`hURvxiLuCEEg-+%F@qK*G-blQ=OuEb8)czOXMZ8maBb;vE>&?@B&W
z)vKD>Nj08~YUfEW2Gk=+y3D^$*kPBz^Ik@eK+Ea1jmhO^Qi8>A1d)`>dgP4g$oZWG
z*qw4ZtRwPtmzUc++8NUbxBzpX23YS>DJ**JGIWJX<Ye}AzjD7!!MuCb{QMajFQlSv
zxPk^xg$rZ9f-8q3wfS;ZB?vV5{OeLWP*WMcca^EeEp3N5dmOg-J2G~C4iNtPcvXh;
zhtjt@(b@CG$G@3I74hBd{Quze{#HHgg>BmYb|DelbaxJJSIVd)%sM0Yl6&Z!)$ZCF
zVYx$sS^kN4N&e8?@#0_aU&^}d$tZ#E!`0%$5K4;cE=Sh-<IG?kr<17!I=L}>EJffq
z3(C079oOHm50@IJ5EqaAw?NCl)pI(aVt27OkFBv)Y;SYZ&Zo3WZ?!#1*-whn{5+Pu
zaSKpD3P+c+LI9Ekh)>)q+t3M<)0y79xf@I=fwcg}YfMS^^w7CfgR)OaTE<fcjD?W!
zb|_K%?Rxd&1C*B&Y1B+5u-WG+NQG|>%E^6t_T9GbwYvo|!^4a{XV+fMw*+wm8C2M)
zgrJwR;C1=0Qfa)Y+4qe`jfJhz{x3HK^A*b<grqc?72l4OvDaA2zBy!n_0iu;KL5&D
z5Ze(TD0%z1Q5N<$R%2kzox^~I9U@l17LM#J%}IWl+bzUj@Q&7={tZ3gCt@KuM8ki5
z?@p=qg}Q(@hD4PHSYKiEp_ivg-u>&PuciesMvkm^<sP}P<iN+hb7ZIC1Z5@B+x8q!
z{R+4W0Ck(`ha&j{*V)n3xn6ypr$d~SL<whU+LWG|GB>gMnoD=5YDL1>kpeySH?VYq
zg0I7yGn$=3qVsvx33xSW1XBhB4n^BsJCm$W;TM8#=^G?aD80nAWh)RD$JFQFPQPCN
z^n!RSl#ETomUdV-c}M1u&ImZPGYfh&CkmSu5&!`M1ntkr*O%>-o8u=RD_jq5mSeDo
z=FKpVp0_DCwsXP)<n~$1^F?Y1{NdJ@2j3L^&hvX!#OG@*BUbe9*ITU7zBLi;wo5zq
zg2Dh|vrUv5Q5jP1>(hgh<&W0_`s=UmGnUo>s%g`CzFD8hYZhxJmnW2Xc|gD$LE7<a
z$Rt5wI&$c_cHVY2+eRx@z#&upm-@WZ>n2`4c(@1bJ^&U1h^QDzr?H-tu8CshinEjd
z7$U(1e2(&o17=jg2q)~wnq_jp=Kv)`s1Vo(ig_$A92&jxoVKb-D=&rRG<}{TEG2V?
z{6rR?hwFTYd0VwOu!hozD#)A~n^J9;wXjfcUXsY{dtz$OcwA<sc{iQRrZz{aL6hP!
zAr?gb>14nP4>1B5ktnIT|5OL!LWx~>PWaFOHrgNSC&qVFybjztQl=^rqXc2|(*c7<
z6#IF|NPZq92t)<$fX5fzTruA!L1Q$@Zc!X?o&Hu^xN6#e6}MA>guwmycv*(yFE>9q
z{saQ-WLq)sR5!mPtd478u<yBDcFBM?JIH_D;nyk)yeHF@X?wtiTitWh+en#yc@G(!
zTncMiR~Hy|Ho3mLej%0n_ECoKQ_+N$_*&@730lI@)wlAuE2>b!z?u=WIDv*2?0UdR
z*6YBB^0RP>N&T3&OS7m29$48M)t{I$Qi__PC(8to9Nc_*A*3ylJ4?o4|Bm+Sejx@C
zS3kyNDS0+x>U!}t3EXvmvq$#F(T~FE*)0T?Ov(*T=+)1rab;WtzA&c4D7)2$%D>&Q
zk5lprqxHPg5u^znX#I$K_3~JcN!uTd^WgDQ0=01Fj_I3aoWj4qWzDH^K6z4ok}_ID
z!9mOX@}r_L4&&S}V#Ek=nvG?{?vq_@`p|js0odCQfv%J)HzMPOFds2xa;dV-;VdR&
zurHzyE78iyRm3}(KJ)Q<wr{hZo9puM6N0;^{7wUlp`3>c<CNv;KB}I5h8bNJ-yM_Q
zi`hqorjX4%*sCL6e_`)1_GIuZ_hsiYOm}t&HhLO5XzI{T%Wm)I0HB4seL!KsKb9s;
z9p52hw9**;tcV%A0GQ?g)x9CXPXFVFDYD6YPUUp%;7t#KAW%ADiPCVa3<W?Y0`4aZ
zU=@HuwCL0r43e4Z$E=q}TOAH6z}VD#0UB^W_91BK?ku&YEy=e52?Od=2$7liuq;-D
zpM~2;ZpuIuq08?MA{${$F(W|z1Z?+MW-xJ{Wmj_NA#!$1T^Piy!m;&Ghe_*eK4!E?
zKVq=)w8toFH2sMB`O8qG<Q}uf<D~k+yh-scKwSXlrr^Q>mWxhqDXh+=AuOmsc7408
zx7TNwy}dJoI<uI4bEemnP^oqC8vDJ6{urG9cyTYUtzxckeXn;MMiq5{ndmdKJGrQR
zR=}tvMmZCU#^;CI#NFrhBl*P)#z*slt7TXwG(xmxC%M-JUKW%6JfwN%=iz?p58hq=
zl}s(EIBER$mD|s+UoA-M>3s~px2+AStMb2l5DVHDD~&2DsqSW?n(5Vl_uy?wAa|?l
zMzrLYMn!1|nP|#RrBHH|ie5d9#5Embg7mb10NgB?C<!fbxzSR}yn0D@)Z;)Ni5=UB
zG-$E)*>M&!GX}lY){WMUsNk%8VObGaxB%=J48E3bJ~;-&Ki+HWqp1vfvbERJ-{oF<
z+Udr*8D%kC%@Hi<=|!&L*6xr#k=hu*^pr?1@MTI}z<pWw2nIy5J!>YgVZocu63n)T
za<c>{5P*{Xoi8LTiU=Jwd0gkN11)6w-|{i>-!Ul=@_rODvLU~dCy+Li;gfczLc?5d
z08bHeUOjIOM*Ih3EEsJ$Xq|r1s)@RKYR52?(&54&%#<|ATEm%Q`!i&|AF_TqF_+E)
zI(;`oMqyQDM?}GNzv~5~5*MxT!w#}U-rCIc?n1{JcFc4w#!vaj)|wW`0JZ7W3IFNY
z7mp0P+VxkwvYP1F-<mK0@?U5B5?!s9I`ri8)h_*`s|huL&Ra?wqe4TL<qV_;DX9d`
zDa{-;r~u~u+)4_qGMgf><U1n_805E}bNG6<$N)w-q*ZO{?QXa2eq!(mO*~d=L-H<a
z-yB8$X!dDgmtEUxDUG4wmkBDb-{)F7osd-<(`~`7!b>^8UVqXt^SRYw^qa5bDhKaP
z%f7{s;6nU7u)6|dSuiTLUM)+Un@RGUA;s}qUE047_LB6vS(<w<4kTb)jY>{n+aWn{
zw}uj;Oo>iQb-BtUFWYF3%D3Ni5rO+d);GX##UDR<oKT@S{2!vuGAyWI`}(4QbazT4
z4HD8yOLuokcem0YB`MwA-QA6JBi-Hkj^2CU|0li(kIy-0X7;ST)^E?g3C&-yMUgNy
zvWG}G={_9cYP)R+`p*NmTc_sM?tk7&D(3)^QwqZo;*m9t-mAu4i?iIP<T<xU@8Wr(
zlAPdrNJ8sU7yoPwYw~_gz4dPHRZ_Uuz>Pub)P0lJ{>NC;1n;V**!5X(2?-mlh<5Nt
zYTPwD>YB!h4}LYzIh7S<hcuVfzWcZgQVj$3=2&o!ecZ3CiU{pZmB7c`qz0+|36n^`
zrYe8ByYF4B^W#kwoBG}3thGUjwf<?doTTbP>yxS|hRPK4&P1IphbTM5rrmqcZ}|~(
z8(x=5h-f@mN8G8oe)JOy1yvlx`Azi8mek5hGZR5d^mA4Q5kSrSl35iP45}__JeB~S
zSyn6zIp^9}5hF-GiUs7XRg4+9o>5vIq$RX-^z2T>bG;LefhbU@O6eg5$fJhc&2nO8
zq?PK?8lAt!*nO$dz@^x8JM5r30hj@#%$-iXy<J21w=)}YFDTC@SNWtRFIGRFx==4R
z&+h178z<{LR`>o@?32xTZNcA1@~n<s_icFPM=8Yer@~c;+_@~TjuDmTbwip}_N^qz
zi)I}Zfb62m{rOME_a@Oj{)G4Q#I~T=7E1tcMM8W2_<{SxY*3PA##udY@ykZvR9v;?
zXZQCYZ?##ng!BpMMz9BqRSheSP&pVLEpH|^NIr7LUG{t^Ep!q6YiC+8UR{7oyqu=L
zOM8XZfbf@25u!3zD6pvf6mOVju&l%XR(HaCRYE{nJa6^k&#G5P>qd_Y5B918Wi*qQ
zD%{D_-6(seI0hu}itOHeC1cev>-j+>c^L$eA|63K!q>O`@&KJT@{OIw&lN;dgybFa
zN^itrh>*80a)9pFXLP;2CvM0h@LL|1Ffu@3@(CY!3I^s~f6|{=WEZSF5WUGmFy1D!
zA9orL+7Q>|GUiT#R!~$O9AbP7BzvfW5EBdEh#z|is)$}_t)&8AHGA8w>3_Eo^L1*@
z<i2mnwQJ>bk^R{S+8^US!}n>ji#yQUsvT|8y~LS;yKbE+H-(Z&b;sw&ou@Wt!`n|n
zpTUZ{0{DhcS)sbS26fko<|kh~<eDdw!1?JkYQYmCkKUdMob-z=L+V;%XB?$k+7^zZ
zoTDYnz`~=dj`n1g@?CMIMGL-e`CE>pjDal_5CSx%YL&-m1*;+RTs+NdU>oC(E>cb`
z)`sIYOgd|po`4A)N~^)sMDGimJ&}7}*A7SP6ZO+iGL2_Twi)?aNAJ*_I7+^NZru34
zvJ-VkvZi;!6R{=e*Xw^k|8-H-lke+EOpgtPDxn7D$m#mg?4Si%oZLhq8U{aM<#^=N
z*L;Q#70*{}G0AkV-;whDY>=TRcN9yr(y`yl_>inohwU>pZy<)lU%$Lzq0D{q{9wT6
z<xF7(sO;hcm3hb8--wrj#iuK<>&tqIb^2HS8tRDC?0Kn>Gz`$+^3MtE$(3R2x!56~
z6D3KgcE;ABmO)9~n~i!@BiTpC&N?5F)s;g!rYF959z^^|`G}S`KR7Yl3Y;70{OqB8
z_KT}OTh(^0&ZMog);C>ipA9HpO?uhk2X`$v^`6%+8Ma*^DjOWJ4TMe;^GXbCzj-BO
ze3b+4NqpY?au|T0SC{=xl_u<+CR$1CUw_o+B!WOL_C)KKdkUaz{ia0F-JYy-+J8iT
zxrV<cr0pfE4)2%7iR)|{K~)2&G4E5zUIP^XfPjct>^gSluycBVeZ`W8sCQ0gA9;0(
zm_r?+TJ+<uN)0;BJf&ZLka_4rL&&8Z6mC^=&p+KsBNZ<Mu3f)V8T{pPgVDRf2ho5$
zS@O?<lvFouw?H2~j@Xv)w_Vg!d$@Dr?Lz38gX#l2DRMD<l19o`V9$ooic#f7;(qZ@
z7ahGy{Rk9{TU~~?{0kvf1L2Ac2K^-)xGu4rdc49{zb=v=oT!lEL$^e$IPD%;;c~wJ
zH-P)!H0o>JwI_R6nS+)Q;zkLTP-i!?+5k%B7cWkys<0opT{su*Kb#_Hfs}P`(7>CD
zO&dZQ`yeCVdVuqane0BA=VCu3rZJ>%&n$R`Jx+0*g`>u8g;I>uwjMza<Ja?)01G8@
z<2onzVAS&Er~!GOzaB$Lro|#eGGa>Il$oPcm@+$feM${RAgA2R%aqb_A)<BBDdFx&
zUz2xXLQ`VlDoKbgtg6iQt%8|QTjse#lfAVe9NK{Qm1)-RUr)EMI~`iB``?9-_9P+8
zwVsdzw>-ly>8W-;#TezYL1Jx#lWW0O-Myk0Rja%`KyxU&znK#m9{nXG+c_ONf6zj7
zx99p#vfrae53E_~{I-=u&HtxnA^0%Mpwr+2COE9#YS!V~@1wv1t^{Av*J-H(Mt$LL
z`VCpMJ?>`d)Oi9s9o-ASOjcT_RP`T~N!qC`QKeWXmm+_!t+YDw;1*KeO}+i{{Okme
zq_NX8N>+TbWtrCK!3(08*Im2FDbVk{I%U_XkXjh5aQ=p5%q>7GUl9igRz^mMF)9fy
zuBG->L4%TDCr<V0A4e*yYQaw<Ugb>;Sr%<IC}2yB<V$ITD1HytYYrn*5}s_K((vOz
z2|4o7LG;+FQZix~_!RTbJobbc7s^q9st+SBZeoj=&oNc8S8}z<F$)7J>d&-uc9$J7
za5&Kh5N{ZzE56UF3|4aFqU+nCjO=SRAERhDc~0lhh@SuOLTctFoQmHH46j%eNO&!*
z|JCNjJ*D25^DPT$dD3_FA&~I_YCT_~&%tIGO$h1EP3rb|-=gh2!HPg3H|1~d>mVy<
zoc$R`*w?N)78x1&uhk+GmHhpSwQF#FR+~>1j$2=_!rQiLjNlI9|3WpK299&<e#fq-
ztVoVF3KBf%W3%KWLyhr@nP@I1<w#uUyH`dhQNv(Z&IRsebF@&p_L?|kL0|W~J3>Va
z2`e;2-Cr0T-h1$Gi*S>W(A<9&0S<FnlPPWYGT<ylbL?j<*lc6P6voEw#%}v1Jo4?Z
zsCKF`X59eF!u3i6v^YDMGlm~}Qv9fdwD0_9VN{}H@2j9#F)&E9O|&znQIc2UKjhKO
zUEEnMNn4xGSJcVqt}iRdLOUe;?n?-LUc2CL8+xl#lGn(&&u8{1>vgsiA+~prltK>j
z%pMoo!&)d+92)yS)2{#7Lbj43W-hKJh-+MVcxW)R1P~g#P4qRMevo`*&F>SIP$>EJ
z1m+U3<l*?_SG!R1aK*13%sngvE7--e8G)lQD=c#{1NB<;*2?2xp7$Bf%`#gWy0xe8
z+V%L?QPuT6E!T%Dkw0c&m45*86XDIc#qZo|datwkrDPY-BthU!!ltd~1s}i{Ep1pa
z^2=Ww-|{=O>O%KT_i4;;*XNzVzcfUWq2!6gs(|(p`YwV!f9Qu2!NrwK{{VNp%s+Fs
z0SjyRr3K0u0+ob(6leB5kWoPD_&U*-;MR~k2!-QaFz1USHw3T6w;3fKq_<bDI|XC(
z*@eY%S)xPCNiDDWOm$f<yy}Cfi5qAfpapY+y&v}wYps{wd@ASiS?opnx(6?l5q4oI
zC7{xCI1<yinP>3N8dAZ^es&asn9SpZ7uXZrx)hXCu~%6Jiy)sR5k$iNK48wz#32~l
zTcp?TfzA$mmQYR7wwsej^+ybb;+$P4$&%Zbdb9Kkrfk!;_g!oNz%$YHLCu>he)gq-
zz{e<JwTrik(%x&C4`}j&#7(j3bNGTwTEU}WsXKwG1?H&_uR;sHZOY+FdYS1p&1wO3
z%6%4ing_Ox)T%XM0h!|97oV(t3Al)ajIH*~Zdz~+9^bHo25`eh#E@)=6>vP8(iL>e
zEspQ2HmD2hTCgJaY>7cu%*&gjOprlqEA=r)42_J|aYW889lN#v(3A8qQI5cNbi|fO
z`SsVy?r`B)q-Ym_6h>BK9WxusUPXLvWwGT9T{kpBHKcMjT0~o}cGPbuAIDQ3bS5`Z
ze_2EQ`VG!s))bkb=Y6XRt+93P6a|0$KksMq$#%awUQ#~IhjhjdvTC4BXPjNQ^l*Y_
zuxvC&q0%2596`#?46P-=S`o~=@*?x&Gd8h*Cj9a@IzVA`|N7>BiRG0(3p(ygKSA~E
zKwS-co8R}?#aFu@yh-tq2zPS$AMt&9Zs>Fe);gvzV>12|nA4fAHMQOr@8NDCl*5>R
z>QxUx-p&k$F`fvOkgJUru%|!QUv_#6HjNH>J)y$LXs<p50r_>0XFlF<)FH)B-f4ez
zlYB+Oy0-diVOcJGdSIrI_ijzD6196z$0l!<FN&Y9zaK;LL#NTlr#!OAjo(}l9slJS
z^ZpSISYrWHmfZY0NZWIR+yye+^5gI|a^1R#6+O59v6zVTV7t2FkE#v?mt~Ug54kAp
z?+E>sH!co7I-QbxyC3UdV8*>>a_N5Mb=5hUZFJpX>1?<ER0DFra!}^rA=5+p-8(HG
z6(_XJ%f~-z{<AsQm*&n5={f7?Gt~wy7Rn1&^|R?0v;JvyNIK&Nry;3+C!>fhdRDO1
zR82O$2?P2S8dOyC(LBL}2Nj6GxcYpLa+ad7++RCj>4-f6Bb8Gv{(fR7Nqup=f&ca5
zso7Ii)m!6zpZ;d$LTOsJ#G_%raXzE-Czas3r3xZgv2$s4NkXx$wsS&VO9o)lHf$T+
z=on|F4atCrpep6q|2hWXli)2MYZmpdp#YimpV2<?@P{hTw+UzIUPUFT>sA8k!!eSb
zQ#A{zYxc4syydh-VzvHuRNR#N73Fvw)tB>l)k1tZ=)#1j$;B@O$qVSj178)lRmzX~
zS2Oulpgvi&eFXPYRNE2y2;u*0Lu;>UlA~1*!1@^(r8kOatP-*1sz0B+w2TB;H*+jy
z=#f0$&Wrx?ei&BfHXfzKr&`tU1u->87bag~wap8G>CvG1r1y>kW3m6X)jpL{D58i@
zHLcK|4c`h`HhO}rs>W;778xw!GZ7K*rTI!#c6%vB&}TGpE!k(PK(7zyVhAFLFk$#M
za3?)@HxboU1ywi-e8c&))WWFQl;-pFhf6@nec2QS9U6mPgg>d5&(vFX|IOy%C*437
zE5H3f<b`fff~jSQqOsD%9KwuOXr}h?y$<TA9Hf^_{>-uWRS$+rS&fEXRXinSb#%_l
zaIEEj$QsWdXm$s5xReWmBg@TWz8)1uPwA5B5Q(gISv|8W51WKI5`(uax`veQbp&gN
z86G?%6OWf2o()e?PzXumXJIB2e>`d*A2h(dnxv6w`{`V|bK(8q0sR~uyOT$`e-?hY
z4|V2mNG8uc$$$~u`O>g-fXqOc{#&!Eo0_=tFlmbdO>BR+2-}J%A~2SA=6qo_e$uc4
zoSgMfD|bA17lAOamTlY#;Qt)#tg>NJ4u~gT#|7c#@;w*bZp6Xm^^4Z|B<Fw35Lnk5
znbf~!7lT@tcBM4x-#H~^HD1+(#e25UeDY@?DdZF;!3*yBygYCB+Q?2ofb~a%H?${}
zu@)Fo17w<eL2FhrYKD;Kn-PPTm8`#5J-s?^oXEIAvMkXIL?r!N1?P0Q2IjtM>X7<j
zV~cwl3uxY^G3AShu$;&BS_ESmT(M7ztagq&&HQC=iQ*R*zt>I$F?@*n)z)0K%yS&q
zJlFmzfVTlhsoc8G&2suG`N@Kep$bz;4CU9&@SfsM;fi1DaQj&cXY!nP$fW4G4LIz^
zz5u4n+bg5~db)scVj(kQH2H#RBd_2HY2Bl~r1|F&D@|#RR|9*&OV6jTdnJh{NUuQ~
z^_Js-^LAeP6<VeI-^IW+EqCY!O4q#FG~J;lkY9E=fQOdC@B9(CgMu;BaMIjTn+hx$
zbU9n&&7E(Bgi+#Rzfo$>7PuZwomDkoF17V@+avi57qfajtxqE0B-{4PE|}qcJUcei
zlwz-joj_3MTHSdsXW4To^c{_XU9)~dA^yJ>D|<KJh~k=ofQ%&<xurN<b)m9?LcGtr
zE^`t-pK^W%^~<t|82=n+%uqsAmr)O%KfoJMYsCX#zNs}<`5mcu4`N9FW!?`onxrPO
z|GNEw0nMl}o<*495!Uyo-FV!fsIb$rMfDYR)DY^D6@!*KraC=@95bZQ4WFF*ZS+y{
zvIB-vWTG%50|isDrQx7UVPtbz;)OnOf~YG0>UNKMVd21o2m1dP*hJ>va7MNETG`ud
zn=s6~+xM@e`DQH5fpLWWD6D9>9V`?EJ7IdG5mu)5;U}Yvj?-7gS{1=kI>+r37G0R}
z#Tzq$+ssbA)Yr{TQQup%`In35$#7oQerRh<8PPCTKG#ggq%uIfV_^>Yd(}0Po&8Om
z9A>;filNJ=@}1fRDusnL0W>a56wnq@`0@7f?rw%o&PKi-K#W7bJ)8P~Y`e&NQEJ9#
z%`#<o-ogfAOac$xAAnHIXWc*#ba(6dz=rHhEoOJJJcheHo__&=pv<6_+VBs;JGfjH
zs%3}S>vj#yO3HN@$yyjqBA1vV$xb^)I>cDG3-T^A=T)4ZBp)RgkEpFY<)B>CtfA$|
zU1x9{$e<(L8-1vV9-$oBu66|kUEHo60vM7df5-e;b}LI2xpXO4Q8AcQ`IBGLaO<Zi
z{>c#ITcfHW2}v@SSF%?lPVzKm^3_$zC<*fK%<%AQ5wkaCWo+_y!S)spJ2YV4@1+yk
z0`rJ<EH<|(H6UZ%UE<+MTy1(bKy~a1pyPk()vA)cw8?S%yElep(uALI_XK-#CiA97
zEN)r3YE#BXak7?h?k5V%w?WcK$CuyBq`hK#iFf|V)9jeE8g3Oca)rh2Q5$=eW|>hi
z0rx3gUD!jGsUo98($kRP&DX2ZlhDa+-J7r6oVQne0DdEoqx+jz0oVSZ-U;7alisQ*
z3=GA_J0BxseR<wW`~+Ha=t~^91)AaSV2Yph$zHtfc=7g|xz*vZ#y0nK_(cGDGJd75
zVz|8kd4{BZN$650<K-tVpG;Xpa>7&T$!XZn#?77m)4%@g9(i?f&rw{+V81oK0uu#=
z$oFMooOO&Kuf?Un3)Ocq|1j@_5KBpi^p>FkBeZM6mA0aLmz|$XpET0Z4y}yKCFJ)J
zn4OUE!fOwj7dihI(f#uo&x^;Ivg-N3>pQxE$JvBu0NA+j@LLMrh`h;s$h47z3`D`f
zmjHW~yub73yHcjJkA!nll!ugLqm47ASawn<5EB#mS(#DhrIwJt)vfiePFDN$Dxx^;
zKW2fz!*&9=68T0uB4{_Z=fOK`>ES}@Sc^KigUoM~SD&O|;YtmY20gnSQW}N(>if!@
zEm?zn%PS8>3rN8}WPPxqRf-s8TIKm4t{~Uh*e&Y;OZV~fqCvhd<4U`xX<y%rp~199
zk=o0ia`K3Q41V#SxWMfX2jTCJT34?GFoe&Ml8q*l4or)$)x$tL+3<Sf0yYfk>h8fc
zSsL$rRKdFzC87(zC9Xhm3KH^k;h~7rlN8yfb?^P-xqlumJ5ABziJEik_eomzcW#jS
z0lCpmLxyRKgxb=>_uTHw{}GbbS&|C)>@XrmG=eCi#9<{RKP4sFEoYgkgsxpjRvn{I
zwJn2ezARJ$u0tOrhFr&rm{mi?^w|Ch-Q22hX(T#2_Ozx0)+9|PK02|#yrbM{Xl8!{
zTNA+A5rNWsMzAg&4mJ~{h>?$9ICF%zOr{}tsti%<9*=D|XY-@Swod1c<}Tfe?`e40
z&4)JRV?#b^(V1ykG#RYfb#`w!tmm`qeZaGwnXRebhm165g%lD-M<EOon5<g0mP46;
z9K_xoi_xxyvXt5GQBLFQyQ^sewybfl;Ou2~%!1~JiN<39`=YorTFF0nCODT#?%HVB
zWzUoy#APC_qS(ia_t+wks+$~%Z}W_33^9`z&Hb>m6RM$YPeI~-tjn<YT!k07{KdCh
zP)+cSW3JmP){bw(O<yT5j#EF6JB~7!P0m)Hg*jpn4ZM9v&K1KcGfd^_U>wm_2QG;&
zr3oQqdAANnR_w%lzSJT4Z(?|^FFltocF{KZf*^I$?=6_W@~^(m6kAH5yB{VzxVZP7
z(N|v3e1)}0E58hY8~;++^;!&e$b_Wwkj_~RTegnHNS0<agX71G9hwqm5@Cm)?!1mh
zD>VBt6SzOTbVZVoK1m0n3;G8aR&FORVYO+J1;A~@mUL%!sk8Zx_Xz9rs`)JJk@JuQ
zKp-=G%8gVoDBKEun@Yle!}Cp?qRsRCGuG2%$AP>*ts4(mDB!&$J7W7c|Kl{_)i7Wg
zsm>Xdl~lopt=Z|7vFmZ**-lN@V%2>6MxUu%dghr|uV9XB_c*lNA8Uuj^YV_Q!m?;N
zEN?XGCU!Qpf7Z1kz@P!cdI9;<W_#<U8q-<hwx|XkUGhhpMDz#yj}<ShS8OHt*xi&p
zOb#Acg1w0P?LiKT5Gpz~Ry4n>&Tmf0Tp)9K8+?Yh!%Ydpu;nl~8|@ea+m^sE@ij%`
zr%iTn|7@BiUQ60K$fvndzIY2+n9yQ~2Y;L<Wzt=f5&_D~2bE*Jlbt3T?qwk4_tK}f
zcXLx^)hm}62}gykTJ5|%uWC#sG&d0$yuJR@3VO~k)0s!nLUZj7F&#(T=nhbVPJDMd
z?(oMybCIZA_hHgfG(c|a0589g$;R!8fo3#T*1SR=87@1wLsCo?#oPS~YO`gncP!$h
z;l2MMFu$l)=tF&fC#$HqiCsCH01rPBNg`-7%c09a)2UYo_IXSqY1uTz*O{c&IPe%i
z6fKy3;H=pOX)QDqg8n(9sxSA_&)R`yH!xE;X6l@@nkWrQTLDhIER4b>iYU04;)Cg}
z-ITp3Xhg&A)+K98ck(fIoZh!j5x;K6E%|P<RYWj^H4(2=uaxG(M7kw1tp_7zr?BPU
zay6JZQ0T8?)=bYyiC7;WQA{RC61p%yy~}^doN*}qiRk?dDTji4b4u`=vd$9IqR4a&
z;PXBHqhY?4mTSGBe#PAN5Y1yg%=WSZk}wxvLp3r>{qsUm7~dx-7AP5p4IB2~f(j2`
zNb<Y2dJNHnG5=fs<!=Hdo26}h;x>vVO&dL1HWeFyQgzG^-@fLWh2#8ksm!hfg0Af|
zWW{dQ^f^%4O}zf%9hVxEwnLQ-Li=tjAqO7UoFJ_qumES>>N2>dxXsrP*)OzO>(Fw@
zh7oi6`{HGLt|R&tc~0*|=#H0=vN#<OL(B0Qw=3UL^r5pe`TD@DD&DCO4F7p_J3&<Y
zx@Z-eDW+xlCV++vx&_uV=O!;>(C^RB7w3;$rIxZ#)boyy8dKj|s7kscPU^ucg?dB<
z0Csoyu&Rk4Ir%W=MoOW(k#C_gj-my0HJ1<-Jax3Pzn&}}nC4$fUwif<>rQ!2%9%E5
zTL2zXnB#V6=e2-PUBj!RrioH`m`tC70_dj2Z;-GC0mufIx2P-4OWRZayK`b`mZ*)E
z?A9wq+7W$L=B}DpC_eWB`=780pc|X6sOpzj#7YK&vTCvXLY=r-Y8LQu!^1_09IpIb
zq>Fsn##$nB8l%7tA?a3W`Io9o`5>Te@pJTm@{eybm|ysQ(blifm-AJ31hK$lw%)8{
z_slG-&3U^iIMM$87zSvGF{<k@>+nY7zg38Y)^(}hI~b3Pb+}8{t!`sVyP=a4L5!Z6
zlsD!he_2M7J6FJhLdnY#2!LQtF4AD3);>Veu4+l>jk>-9gv;pdh%Hb>qQ@`UE>4!}
zm$Fser64AoTG8WUV090R?y%ULr<-5jRI|^!+^iB`oHfycCR_e%MV|96_lA>+o|4~*
z7XJ*wCWYg5JXkpRQmWvNm5^_xW4$+O5Myz(l5o{zgjQ&{OtC(-i<v*df2Bl;;HE&U
zQ9Fc6gd4!Xo@k;)ju)S#8|)V}{!YFZ*|?Vw{;2?p<Nd!)S5rEn-jbcJhk`XWmW189
zMnZ|E`u%{(Pc#iUAGZ&{9tKhrw#H9-*4k<&C>zA7Qjcq?rt-Q~3!E)?ukttuvq$v>
ze*~x3b_gi_f-q2G6R~Ggj#p6?feb*+Zcd1QANwWvw{W$SYQ3yq9FFfjoU;D+#js_=
z?%Xo7Ey{OM1I@3Q*|ChoOzN;WbhgW3tvJH*tg~md6(-fEpdmGf3#OrU&Ju;?3~vt1
zsrh0=Weu6&byNdb%8#&II}&+!Ba(%QaN2E%w|YXpf12ohN|1KBpo-3opme%yw@SOQ
z10H5LyV2;D8;tn}d+I@Y)2n9nEaTGz2n5`;p2!L{q5V>+4Sx|q!ZiK|1`v>}xREkA
zeUzi$$jO~+2g55m)vZb1iH#(u(NkJ|lFu6jjSSAfvGXf;^8wCec$XIQzEPZkqX@cp
zob(lovkWdg1ZwUHz)aj@YX2@u9Ea1JRe>ns^Cu1~uQF&LPgR&QzT9r$;}kaU$weFg
z*xG6H{#oy|(4^fiH~VRMk7u}Ni@xKnk`T@xHCz+4jndmERLBg@pKigQrjzmuS!M0E
zdBAeLQZ}ben;k+$#gzWR0H>vi!Q4o#ub&kheDyrlBZ5wdJ|P~dllXyFJjal(1+fQF
z(dF=eNE}=}(t1tS*f>1~hR-IYsj>Y=CTQre;$J?mNF4bw^eCzhtT@k1=HF~5T!GOC
zQ8$v7Du)i>_<6rjjyxIcVMs&qCZ1l1km&p3R_>++YTL^M{ANrX1e3+-yJ~Snr7e|O
zH25$W(~a_Ui6BZ+RsT+_UOkqYTbb9?U7fNAi3)E$FqU@<^bvqnQBGrHq@bk0>Wb5_
z@YU<gOqihX&!|hS`SeSkA;5!m3E);oEkak8;O6b9eW=-ae<$*otkDv>u%sU;CYHjT
zx=X^VV5w!0PvP#3M0LGovp<eojHOYuqwpabmy02kWTQ$9e`=?33nz6sbtIf)7T91D
zK9=zp>Ox@!h6ol#tlPT6NCX)^GoFywhsHkN<&9SCFV_$(dS-4_{D}^*c_4!qBc7Vk
zFZmF&6ITH)dpM)+WJ$JrXT$Dhs1--mEXVH$C1_mldS>U^E|^|bz%uh(Jme*?W?51-
zhTHr~%I8j!G0<byuiA})f+7i?)l;Hj#wpYgGApw5Zh?)ToG!S5K}M!vCkaTHqb{Qk
z3p2windshK2$>osb>Z2)A?`C|VmY0ee<qku!uV$jDiuip?53JZw2M3arMT@9iD19>
zde!QJ0%{Lc3lMH4WC$-?>Y5)B{p{CnLk}E*5=-rdX>IXq*EZMDSAYNsDdY!m8UmXm
z(M`-d1m2H5I`g(O=4lsyBl#7?%Q9MyT|EIP@fc}JvG`208Vom1kog!wA|}BT{;2V2
zq5^I-XP)a56x}EV2hFi_vGtTGYdl1UY-}r+zKQ$Ft}URd^~tB6l4GV85CB<xVCVa5
z;<DvlMrblX^Ti4`wI5CG554-Rg;Bg9Ehq;C=BaqqNs{n<$XVQJ@fq49JrU9iWmBGS
z2my&ye-j**nIr}#!=-j}Z5YS*e<R5z*#*U~CDb?r>$VMwS<x|yNhzg=8Z@m}JSF8n
zDi9@pHd)=Ya*m)GW!yNpnX%IyLS>)}Q_ErjB9}h`!LRv(l($LqgS9txHXf65D8hfC
z5E@+3z*eMLg+UY8HSo5~yZ5cNNBHEPK!)sT`-X(e?m!c4y+GtA6iBn819iwfDBD8D
zSp~0Fgsc@IDc=T#C`ACo7BW<=dKYFEoZia{uQYV_+AqW`2IB8Ln6x$WRSnpCEqE)h
z|1=B-y8)-iDH`_Tjx@OjyG2k*E(+We<%Ioi_B)vbwQ=27=Y4vn4xu>z8DG~gXbkgu
z#7EDkfjLXyf#RoE-;cOeiRZc|mz$I^wfLivE{*?<fVp+AVr7?8lm9Zm_j>R=lo{|G
zlsWVZ*%emDySI#?8#F~6s$x|&GfQ(w{1})M6K+iuRn8j9t^~;3cs`n$SN!_%u~4c+
zxI{jfl<qq(Et0H`TBy}0w5rsGs<4xsHM{7i(K;{##3K&-pq9J;!44ka5J6b$vS$+Z
zOW4T_C&Uj-%F3IaNU+y(irQ&3>U>i%xf~L=G<~yJ=Ph3Jy5Qhj)r6#iE0mNGW<5Q&
zXHtq)6mJrott#U&OExgdGE?_*_vXmIc4P*p56qM>*<P<|A>G8q$hqU8wsU%qIGv>|
zv6Z(AL>CpJ=?ymp+-s^@qpG78Db*x=7KBvhAGpXP0_bi>GijdO$QOekw9#A*=QDvG
zZ~;OaV)AAJp<>f@o0*9W&))Vz(<b>=)76<|<Y+L6zfn*LzzbxuEr2CQ-VJ0RsimmI
z!z8qwUo!1D`ZJuDlut_sI5aG`fBYfu>UT#O4XywCGLO6e6kE4@w8A7k>sNdu{fJ|k
zra0A@psj(kUCGUP-NSJH*As|=*$KSfnL~%qP8T`A8k?+EK?FQ9pn;1<iTI{@qItvG
zYh)qi;ch>&E<qpg25z6y(o78$Hj9gT)Rp{O7N%$-6fudy)v-er@xROI0EWSde_8<C
zBqnxasIoqDH>FlJMyS*el3i}j>{<H^R9+$i$C{Pog?%%jx}@f=t(a7{44B9dM-v5p
zS5oKO5IQW!aI=RQgMqFU0Bi|@pq*yL!nyK4ZD;AK&nC3E;wO(chbx-n@(-Yf3gG>O
zAl)aSdX1P}hCfx$${ITQ4gD5UaHWvi!UW_B4Wf9loO}a=aq`}*nI4e7OP%(9A}G-8
ztR@CGL`kl=O1MPvAzLl|D=H;wm>&^j)bAmb3}>ysODRnkKkJe$w$A$x?GavlF@^o7
zdXD1Elir5`X3x`Cwym!c5J3PS2<)jpS($P|+oFo{DmBM+UUrnOk3Rkg3ZfJn8K3Y4
zwW>yDQ3`eeT4p9$kQEjf`&oP65;Yyv&va-M`&XVex?ZsX47&es0ODM=iI|ic6+JMa
zV@n^;$9+5%0R60{iy{+GFF@7V`>*<s9=K@MqpA3#rns4+O)gg%Jtpx7B}s-#LPwqG
z^e?pQmZopHcqg5SKtt(@mlQbeLXyl?fchK!@&SW+P*bB`gYl>!O5SFCGVj4R?~L*p
z<5!gpp7(Q~H<>MG#ePva?j^nJz}l6r(!sjyfkVHd%IL|J3#8ePnvo;Vw#oInrE$u!
z^Cn0rbM=R<UQv=+@dOsn-;P?q-kxr90t;kGOrMO&2b9>gW%YO(jC|58Sy9nRSvgTK
z5C#Ir<wdizNeyGuq&)IrPvp=s41{V~PEw_G9d_Ugfcc}adt4tB=Bh*teLYJ;APLbM
z>4ktB-&20(D<&@SX#w5}dYL^*r8!P%t+=S|)=%g=7bTvQKF_xbF2KCGrsU3ZO4;o1
zC5uUY4+VRP`#ZiP`t1js^-ruMc$$b|s)K{3G({$+{jcA_E278XL{PqmFtV|UFRf{9
z{8mG3tv?yRSfSCfnlhJ-gSEtgUokWIrv}*IAb@=i#DR@2={F(=JUQZciICZ*9WAr+
zl|%|@5JAW6_ndC)d2l_oyg{PyUe5aEcayLm;h!eH)S=6vRKzIB#zzNc)joG7rGwk-
zEx65+s63}M9Z5?w=l}u>v{HFMN5qnVPlQ$Z|EE+C=*SQd<wfWIl&7PhfEnp|gXaG|
zJzMCz{7-I*)>1Y=h0IDj%GS-BEt11W?**e$(NbofO4i|HEI5On`*Fd;coWY+&NO&%
zrCRZV0n(W7nu?QeoDO@Bu9@6aDPNv8k04n?O@lSVxhSD)7?Aw0_bm&!fb4~LKtDn_
z)@n{=oL$=3`h+d6dwbh4tj3cvp%8FaT_pRpVn$8%i66}0`il6qKbd4sQsi)&QYhYe
ziL-=ZFhc2_3#7hi_M~%1w$%~JoZ0@slLMJ_6{e95%F{`T;HSA*Y%h)Iuu0LxtkMU2
zCLj~L@sUy%=O7-YPdvdQ>=SBT0alt6W-MzgNQ{)4UTJ=EAcx6h>3Q`kDDI2UXT?N6
zm)9ExQSV~`82+q)G~9wmVDvZ{%a$QZT-|j}JR9vEVQ(n?i?6y+$+Du9f*O?6R&0p|
zc_1WuOpFgDbE|~1Z5%ZG0srFQy-eNsR5D+B<Ur6AB(v25%-`E<WPZ^QZR<PvtJq#;
z(rK43XE6h^p7Q}T@n}T2A_Dq{6qrvV4F!!R4z?3QLjKO`*?+Ml`Xwy#;1!SPnz?F5
z<A~n2BfQRJ@V4Ksp8I&WVrIdHm`^5v^LR=c^LhEk^Xh-37kf9ebrfEr#6j9}49tyM
z_PS58;uGC{s4<D(GqIn;Xr(bLURuJyFx+?FAnZk0EY7-}7L&B;Gv7r%%v0h?6w3OW
z4XD?`G^qQpokd=BsN;zvY^vb9dTy{2NOP#|eR*ud_7+lHReVjFRVon@uxuu(qjxD{
zowWFXwG|ubo|(RtFn+3Qyu|WrJ~ZztDDSH~V7bS|w|+{~5K)z9z3_I{8Cn&?fCRd_
z>XjSZ3}J_!EeZ<3r^j*CY&a;0C^;YpX2Bu16|R~BIOEb7`=44)m>`(HLNS0W%YafQ
zs?r|Q@MMSt$g_4;@TZ!j7MpOKPk}ic9OV5V?-P3zRf<WJ2XAhK3C`a+sp*nLm3-39
z39xMkM+jrB(F+uQn6kCFkPEls5=nX1udC1RrWP5-9f&mb<&5$~%TQmtOeLU!W56o*
zRGES{o1QB~P!%7l*h4H?;eJPhCMEwm@pi7L@~Nn#SZ}1Q?aywjf+B~S4aW(VzYt{A
zTI>9<HVbA=FKs&y5%P5I0#=mScpdxMtO_nOu9<qx<q=GQqPU_YB)H0Sk_x<MEY05Z
z;FJ%JSzCMObvpT0?Yx~7qouub+^R6=+JQ*QD3(5=z#tQ5Xz(2qdt+C{o=LgQ`ttNg
zJUSBxR0QqXR}GEs-{8Pre)n%L&&#7i0wz9ugq6<n`_Pfsuk|x0uD=LlZYMFYwsxA<
z*xzm(0WcSyPh`Cf@W({-^HnVK)dBR-<-<y_P7;pbW4_m%6m&9}r722tTF-++j`aL|
zr%s1O`&9MY^~g6KCIaT@+Wi3zQ21xU77K<sDy|lnOYlA!h8>P2_e|n&7)&W)MrzUL
z%@Ba}p?hQz2A#|CX94|1kqCfX{+ln~G^2PjMiwq-C;iBXMf7FU?lmcxdmAo-iRCq~
zpVceRd#7XBv0;-jAslHtYk{$Pc4^6?!RdG^DKS+us<^s;mvBpMJ>}?u^+wbfZF~f3
zH6CzsW@vc9qnbnLRd$^lESF`4wKYLokK%Avx8u}IUU5zYJzX1y2hC6e9~#-7wfBNJ
z%wHkDJVk@j-EupAp%72{h^wbSE02NJY}zb`15Z;uJS*3c+sLsvJUtt7s&N;|T4YHY
z`=NEAYlYEi!?q!+pWINI*l)nhcyWPuYG!H!Ybi(`Rm$X@bX{oTexr1-;xEY=QhCPZ
z^|tCkeij;n$kXYN>E^QtWRpr&5RIm5wT6&+_Q35RX&L*|Ge0i2yyt;87O#DoiHJ-A
zQURa8oLPoYcN{?5ftL+t;zCmO0s>RBRfF8E|KUi)e~jj4>!(=s(*}IrL``Sw%5f}o
z7(hsdU?yC>(?K2#$F2mEU=PETfp<ggLiEFJob7VRD4aBvqpN?ihBu5H%EW%PA4MRE
z619zM42I<m7Y?=P*VCfa76C0O-U82P7lR(!UHv9y$xU+xzzKS1=i<zsqzuq5E9fvI
z8vS^d?<TRN4X@WtvvZwCPg|=J;ArPhv8~}3&LT#0R=bO9`!>PcFo`mqL;q&gGG0Yq
zr!3T_fjRZ5LBo7fGC5JO%p*)F%nrt4quR{4GZ%f?<wWm);`S?zXzaP>5Ud`IIMVlX
zM%V=RM9JqEuJt1X{J`%nhgI7}^R!l)B7}^1o3tVZs_a@CL0S$N;qn=LSE(TLc}~!5
zJAbqbx8fNLKAN9nG@V@fDn<+z_?H<!x|sbL4yO1d9WGikCAjxeMq4YS%ooD=TwqW(
zB_EQKCY^CaklaaF<~9LW*Tj)%L6LR$cI8I5V072Y{>daN82FK&(6214z#PAw(<_XQ
zit8jCF{#iudI|zpQqS}DuRx!9v`pJ2@!8j{*I+LGAFkzndPaJ_ktV>YbwX!n9VIRG
zMmK^9Vgp+sF_QucRo(WMswgMsow@&CZ#NL32M+0Xc(me}8$q##5;ssrri00(XSU0g
z>t_^zP9R8ZnRA<77cFZdKn_g8V9523a4<E@M>DhX{UVzwmpZc&HswP27T2F&6aq5w
zKR^a64&EU?6nu>I1u%M#V;rx?&6EF*1=|i$5flHi8#U(2=D?~gd5>4?(GoqPbJDKp
z$ehN)Tf|s}Eo1b1$rjSAF<x+|dO_`ppLkqxQfv^+y5+4%9~l|T@v4AD4~*opcSyPb
zZQG)ZjwA(hmRg$J=zj33NnwIQdi7Zqs;!WL<h{Tcl`ufo&lx9ry`u29OVHam1I2w-
zP(hCfdyhQyX|L=1XPtL&ui3MLb1UJBWAByk^6kQMg`2h2PYnvHY&;HZ!K?kAv6-1A
zVB$dC1?q+FLsY*$CyS1$`MVr4Ia={|l=N}C4upv&^lZ>%nEpMAu}XS{rs+Vw*D^pC
zpo$auB`H$PP?=*w!$pafG%x-6nsXl!u|LOd3W6qgmHn4S+$aSN`+3ODBg0h<;^RY(
z^WAl5*el3D$g?R%qV1Wc?G>BO;SC$vH23iPC3|`fFBZpF8BY(WKWFlkHf#Q`e+m$^
z_5+s;If8fpw`T3vL3>P9T)ZMCrk1WyKIdn8j3GcEMP2{I@~03z=RAEjCcwf6VayKr
zKHz~#K*~Y_azL$W`93Y!)nQ6QmG;ix(SNI`nA%j4bKGS`YxwaEc~~?nROtUm4!OOk
z%$|@kJhuoG!dsxAxabvSj82`e85Pz7)Ybh<N5$=Ug(ww~iFq{02|+t`w2TQoNYMZk
z0?hR%+zhCK81%PxbJb?tZ)=Gy2M`fuixOC!3GA_C$UJ3Ni^5w$JFs+iM%M0QM0!37
z7GGPnluE6#7jU{Ec$xgce9{+|>z<z5t+`~uJNwuiB~sNPDJ4gLul_;FiNokh3S%qI
zZV!V1C0~Dh7h<HfR80$wk2h@gq9Gvn9IhBMmL4i$%@K2gygTE|4^dpa-{%}aC*C9+
z-Pr9V+awyc3^p9Zw1bu==<nww+xt*`g1L-gVN6Rw6-v#MBx7d=$I^iCOEW-`QkW*1
zG>G&n%-GEQAiuyeJvTReKT#cUTY&XhPC+4XTCeTUUGo!7RJwA$>`-ieERDSU1`e|U
z#+Rp`8nsVkq+JUs8^Dz^ml|E{=8OoHH|p-q!Gepv6R}lmbP+7kV0T>iS1`YWe!e(&
zXPt4kw!vcfH8R=e;a9F5gExf<8J`r;NxDCVu~zG*B@K!j5?oK1k;B>F^A*RMoPc!{
zw2K;q8z&7M?Pd4w$NwWA?py{03)(c9($MzFEB@#^)~W~4jl^z9P^3q_)qbI|`j-({
z64*nv&QSPYMnFJuh?ywwP11^wl#YMX-fwzYihUeH&~z;-S$Jfull3ko$YGBx4z&85
zA!krhy7Qko$@0eGluTq%|AVarn%v!-x3L)Bwi7)h&xp{*-fbyjDauBvNOu$n42FrA
z6^Bi+{;Ft5=_i-(eB&DggFq>dE-B^%T_E%t4feC%XFpbWjRuh~a;6kiRrbudjN6=)
zHxjzwgpkzuh-xXe(|Q1GrGLv$F+=(7=WXrG``Qt;)&%ULb1;Vfd<h#x7*)ZRlbe5`
zeIUy}24~;aqp$A+vr=FA%j$|}pQzL9&9isPhZbzdl4=@_>Xx$ErdqW!2y7cz-APFq
z>V`k@?&vU^ls5sdI5^^yP9?l>#Kd4w`U757AhNHGHo6}jEodt#7qQb!K5*{b^!*UQ
z`_fdTWj%TB%17ijY?3%CCi>yzE_LkYqQ#Y>$Xa`#6Z4`}yf5H_8NqkB-$ZZoN|I6C
z&7)hbM$MKDLqwa3QIlnyt-UnQsbZ&Lxm&dFW;LJ|dS<yI9J8*p+cx~yp1O3_&8}(V
zbxNlB>U%etWIa|~s>ClphmFMyC&{Z!(Hc7M6pxoASR&+P%QcEYo|?dz)~O1ysV8L7
ztna`EByGxn73YV1AIM&JQms&x%%@49!y0y?rEDs}$?WrW*c-ACP*TE(?$kAj@jU9=
zJtAcEPHfX<;IPn?meMl1dkVeb_RNj&emG<N=vX)&55_LJ@trlD7z|WGp?i&XKNRGf
zojs$Ma{N-lQ0g&c&&VHSQ!<0nHQ}llwGu%hpuK`nmZVv69f6Fa>t45IcF6bb;&(?v
z@a5!S$l40WXWVtwgg+5oKmYlTmZ3qDUG(Ak+I-!=Yur)Z^QoJQt6$gvC*T{>Tv3rN
z8=Kyl%eW(<AjhDz<8p%C{H^2HCeOR4LB`23yI&n^XCIP1u2AkIu@qzPx9AmFq5Fli
zHqp*HEfL==zpCmA-nY}MoS$%HLLk(_U&W%2H`tYZd*=XMHTkW~5vfrx62U(>nSr49
zs%9!$1;OhoX_bkI)o<Qn+Y;Y8x3m#YYZ9JcVzzJ0T;$J=q=yx{mCAL~xWoB8&z%Pm
zeO`ts-Y?BK7j|KuX!0nDsL3(@yPo1in2*bfTs%3t+-D<0ObGhFSTkH=qNZ;3bfXI^
z(@TEgTdQ>qB1)Vo-JL1ll}q87BHkcf957<XrEA&0(9^l^Oi`E!zLl}v{OX@tiT#_A
zJ#Eb1Vs+s6cSx;1nRu-ehj|n8qOTK=W?1yaT|4&Q3-#flD^!#W%JQ4j)h^?Qx+(P0
zdB2YT+<5v1505nU$1K^mr84s{(wZyEc(vB^(8G+1SF|s!X=q3PYEilB`r2`-R+698
z6bCx%Yrx);bI5256=&lPjAvJu9~!E_8I0fnPNVH{qoR_WEjI!1U@ft~Wk@27pAH|=
z@6xMSXId;T+U|S_EsY-78rZCnzxj67Cs&>{GFM_O8K2%IN*A5Wfku*y_riNmh_vs?
z$5Y!0W2ih-)m9c7-Svcn@r)cdJ!<sXNb8U9a*`rZz0_COc7qO;9z*3k<b8v9sfHCl
zGkI|mH}SPpf>tWcI6@+dm1RM`)K5xq(WguHW@mLZC?~`@2Mrvu82-IUD!*MW2H!8T
z9hsR2e0DR8$)XCc@>p&xdiEk`K!&Yc|G98+Ded*h!4FXt!oAzG=ltjNquhuY^Qk0^
zU9><#X#`Z>*<^4XK0jfT)&5bR;2aq6<K64n+@!-KHOtBTTbMQa(`P;H@+hB;b-Z5u
zfN#dTn~q_Ud>S}}Ltpz%=1qMA3-c2&&?%?=zPu+un?XR#y2XLs@}>%%m$X!(2&<_X
zE-0ncwMQckN5v0|o;^pPSod3(`-v{HX<-aM&43(hg-moZmtTr4;~(F8jbv9rK3#IP
zbUp8WrtCIExg0y)vr_#tu1=;TG=+MKqkBaKx%{N&4Z)mkf@0?5siRc;$RK{a-O!sl
zX6rBTg<mMrf})8C$k{#y#fgWns><~WS{hAbBG-J?AXR2gvYDCvW0v5XmD}u@RC<uS
z;2feQbF|q$^tK;cr9)mRwieN{xXFOfl7lYMDauEY^~=pOQuxuw!BUm$@#RGcY9f-D
zpr6A=xl1cMH}VQP1I>5zImXX5R~zUB-($bw(%&*&CuVH1Uh_63tv>Fmp;cfcmc~!_
z(S!(ebwY2KrS>h|IpS1M2S0y455{PeyR`{4>s-GvfW4JFazZFM)hj#A!Ss@Dwehmi
z_0!@;vODi~=`SmQ1;x;u?dhxFb$z7J#H0qtE3;&Fe0A-<amVUr_CK~%JYKE0pItkz
z+AI~LL-ggDF$GI9ai}rkewP&6+ONLclgF87S4(QDqZ#&4Turt;$fVxS*A}(lS_8Ws
z*f;g%hh(PL^Ij^4VmgBY)SJB$6_k`D>XPh2zNHT78&>J=8vf)&%X*KHbqbAVQA|Fr
zs&(6t(?`FeA_vE~g6=JSR(WX>Gtoup-)CapxhNZ!I=i>rN=%>912DEn`|Rh5y~y6T
z3fITnL4}1Lmsux9let&<lsT8GiMi+zJ-CPXnRQta9Un*nphbfM46>`#e&5j*Xkv|w
zkLSW>FcE2vP@>1iel9elEy#zHRYULIa;kjlNlE6L4$L*}nfTg*<AYeK?lowTh!G3d
zmX@0fy?`~6)zAPD*wt(E!qntUusL@&S_yp)5g2M#_cm>r^GR<2mI5I)Jy7xm#f(8T
zz4f~h@=`z>rO(g~oqwGLWnUC;pLj{dsKaF}Z!*VPMoz|0w?O~gg;x?MO|kp2lVc1V
z2)-Vqa)kvWRDE4!A>Zj`5o(m;8K*`ag69URhD0Ak=dLapoOr83Pe0W=xH>AZ9UQCn
z71ovZqElPL$Bu37@!BP(w9OBMt6bYuW`)Y~bc(U?ZJiV+DlTA+eeKz&C|0fV!z_wt
z$*YL-e7M&7Nyhhv@QLT_sBe!`9wv5rgl*~S!FdC&er*0pcb<MowZ0gYj75Ci0ol#?
z@lDM9RySK6gtNgLtg-o3XSb$%*F&AOwRxT9c3ls@AIdI25*KKm`(~em@U7JCC&q@T
zp)KgkFyEZIq^I(|ir3*k^O}U-ZFY)#2wU}9NK2X>cg&)*k!fi?t-sSGqK~HMo0;?R
z>*yiJ3LP2FYrW~4JDimc<+9xqi^PmqWJz7`>C@icO(jdXpv-)e)h!xQBZKkUFViRQ
zw}h}DCT5tDBD=Dl<6JH@tMGe*+(ewm!BU01Hc2^I$*&DhsxV4Qmy(HwH>N*ZTBsYt
zGpQ2@*?H*cfxS_VQK2L=!!$ckAp8EI|HqG6*UZAXqQdrLquDI$arbm|pF$}6`aN{#
z^^%tI=lZYO%c5hUO>&B{J;crEGJ=RvrF;wCr?gB63oG{c&;DTu$*^bMt>=i^3$=tk
zQb{ukxW(yZ?mijc^w!S|=Qs8P!gCLH5K5nYB6=IH=+wE=FwNs9#x+Hiq@X&)Ut;7M
zD)4Ik;TPr}?jf|7Ykg;R=A;a(QSuSGUiGwZmq!h4fl&$yBCb*)Aw&D^Mz&0Ot#P@o
zVVjpc%UWM|d3pIhtQ<MXTiVNSoXJgUigLx0aA621b=+UL3R0N|sB(>*nm}51=ErB!
z4C^d(?k6di>vy5q1xlkF><Y^%Z7(<d3K1UJ@qA=%SQoS8!k{S%6_G2yfAg`hs6t6u
z&n-Gj0=rV^P-xyE&X<wcaCXu^wamam8lSeVSbv%Dz{JFy+EbSa!S^^ztNHX+;&7og
z0-cH*_ea2h2`42yv`4XeTXL*<e1-l9S{$8q*B|PWGWYjpL>~rN87-E3!*#6s#u1B=
zXp{I|@DEPrnJ9|W%5r8alj2#*N{~p&$j2^YYY3~LAN^yy@%AO)`F?z%l=ryF@ZR8W
zeX(bi68zlp^=7TA!Bl;`|HR{w(86QUZR$djp?Sq9i&+Gjh|H-FUu!Z5i9$?-1qXVn
z#I(bVxj*ki4w+Y@o~|8N#qFbNGhg}Q9`3%;Q!ajX^%@t&XJt+KJ;eaRMW;#6#-y#H
zxIgf273y?CqX?7ko2+@r4lGNAG))niG>UaI6ZOTx4MXY)RrRPtMiyTDzfy-#Pxz#o
ztBR)Bzc44+j#ze2F0pPQ?&@P0SBi>VUqulmPZ><^bg5|swlqT5%t`!aLI`iGPfK~J
z2=m|y1RB@K8*9A@%c49>Qoa;J(w<{)@9)QNsDjP$YN4cl1Y|i7^YnZgdo`gLU}#G|
zz=VJ{4_V;xr#yFZz1!3_omyPaL2;IuX?(n2#_Y5-9}a#&z2VRHba9I<1??<Dk0XRc
zrZl!BtJH?rgYCbMt@bGUz))uXq_UDdXlR2RFKlv^UyM(ONJuIK7L+TC`|ZY+8GBr6
zyedxpE*(FWt-NnamfXfhO!f$(Wc^Z?`##=160vY1Dj4~!eA9CqLtsG*j!L;~9w`jz
zGww5}+NhmpDxhJ{Lrm)NQ)09ESUjxO5}8=r;6mHtQuOFT%Y!||@i9#@lIFT#q;JD$
zR_zJmaN0jgJ=)QjOiG<nfxwmb1+4-dH=tvWEN}j5O8T0&Eke@nG4iE(`a;dQk1K8k
z^eIQa=b92M*!y97J+Zj2nCxs8Fo>XSS@ygdrbI8Hw^ysOr8r<O)$iHQnVM2caV8y0
zf~^eDv$@^!<+)g<3c}>qWo$KlZ~fB3eWsl1Z90Duu#glt&Qb;^68Hr%pjQP=0fS&#
zseYS%Ex+i`-PgK{8}BPZ=m&WE3-&fo^tOk$U}4m@@LW}`Mlw8m9c<6otcsqj$2nUx
zQ&K@_zYoxh#3RtZY)3_F@fCWzk*%*Ln_kH2(=-#BRSD<rh<RN&SUGF)>(KEj8Wi^h
zRL>inUZ-_0d`FH*@o%i#eTO#Mi}NFA`+I+z6c89I_2{$cDJvCYeXz%3A8#}xvX8Hm
zU!C!pce~T+MwFtOUz8}$GH7O(mHS(%m|AwMH=M@WS34vcdJ`8s^Hsw}^GLFDhc5`s
zezSL!4MG-nxpJ48@UCZaZ!nf4OX9PAOPLqe(FzXI0N5*JbUYje{#AYfIz0Y^4e4we
zIQA;2q5(-(LIWmdIG?e-4&xeB3GzYfvchWml)gknTJer)&$t|=ulkhMtS!q=&DW38
zf4{Wrl)yo=SDp~a@Nu>4Hj8__AKEjX`udH)F*jTY8{hM7+VC^|%w{+grIK8JX`$|)
zOe`F@Xvw@U)HGl30|sPp3fO*0u`&X$h9go98>T9P|C~*X7`1={wK!MmdUFT`!iu=H
z9;tc`2y<Il=r44m1q7cD7-l@aV-;giCPFCj@~(JH$BQoEnbO_`UsR8X{-LWAM^oxb
zkM51`-uWjfAGW$Oqoc*y^d!vd<E1h4v6haNl!v|DW0LqZu1-S0={8U5Ym_RQznwv(
zQ)eL_5-y%|sOT`f9Y&FP-YDCp4kvxP|NZ~b^p#;z_rcowpn#-Gw*msv-67Jo)Y2{8
zAT1?GNDD}pG%VenOGtMt-LTZswZ!}Pyytx3BiF_5Fu!~5m|40_@!)hE3B+7M<@YZ#
zXm)<XqV)V?Vtw+b$Er#);%UPi2=d>H&GAj2HL*R2@;Q=Z*#SDH=NbLjX^+3Kg0R}n
zYDv+nuVbNzt+Eam%vq+J_fIyH=U$u=&^(Fvli4c8>LJ-=TWUHXE!}yWI`}UcQv;_<
z4Z<tR+y+D0UscbE{X^`ehZGz1tA0VF@r4{`sHd`lR{WaDubtlvL&AIQy0_goDlXJ#
zROCjMbbSaYh5c|>zPC8-du(2MvkpYGnh@uqN&K5Bqazbp8?-dm9qjuEu`*qzW#_mj
zv&GeXea)bo*IHl#Z#SOk1;NtCP8~~FU+$~Vy()s-?21K>$#}@<3E##DPdW+Cv=4kg
z%-NokgM>u0&|G+9bT~}ZMv}2#rVRv+*mYU(=E4P4S)@LXaJ{C?cXaxdZipU8*Bdlr
zmv0aEnO$j&t0U8_{JN|ryrOXZ<eKfsT_u}N!G>6`+x0lRi)fMS=~JL$*2H9*W6O44
zA$OJ7Jqg$(pLa<<%ricyT&zlA-t$6<u<6Sq^ecxjBx`Wd<*P)0;Y}+lEjC_>qtmq0
zmUmgyx7nFpb4mzpSEL;cDC?kG5|hUvcsdKt<MPVMMxV%*{dhQ<7u03OO8~WZ#`pNV
z#}Z_~M%T+QGrjX=q8h2^BYH@Xu;=w-`jeHkLJ#Qo*tWpk-5Yn2wuoFuaw)czxi2-9
zR-0b}&r68ILt&Tuh6~r^)ZE;h+Z@A?u)A=1LYB<2kcQGt7DQ`G>YYMO+*0r{Ta#k6
zmfsb1g~&apt|8Qn!(|Gkp%N~_XX=NikOgvWR}u1e;}Y^X+L`D#dY3iFo(4W{al=M5
zZ%PN2DK+l$8e`uK8RAV2aE}S!3wPW%6e<kyA_EOqZo3-JuaFIE!ZM51up%&%s5W|e
zO6){6u0c5DOG#;`p$4&=6i>|)S_~e7N?es7@RCx|oe8WNdwus)GA<G;l5<Hc(qZQ2
zufMNK;Gvs*U}@tPUB|>;Gl(;hmNXg<vp+1l?`QC4Pd7)-de!-9_hl{zbuP!`Knf2_
z*04px#wiihzEfS;2)!v-oiFoy;YHixL8?35WwIi_;yoCx`0-RwA!00|u<oUdl9Kh-
zFgsTDIy=y~CbPTF1O+;%Wb7&G2N^d`r-M|dx~+?dHT$JCrizQX>I!|!H8Jb3XTWn>
z>Kc0DQX0>I8jBr>B~f~Vz{P{(a(TH+Y7WJFltj|zxMm4Jomzc*G*s~!At)E=@LqN-
zhn7vk$DK5z=Awz36i+T1x?BCshZfxPh5C%vdVBh|LgY|+R!3v7`OuDwML)-vVtfv?
zbp9CwU9d@{oN84vv-WiN-&!3W6D~ccWP5Ez^%&F_kcVlW8MQfm1@nZM!&8tx#tp=W
z`L;7-{)alQI$4M~XWTnM{10z2@UW%ALb^9saiuUrTP#oF>|9_GU9+J=Ykk&yCS2Q9
zAHB$V@!TU`O$9B;NAyRPXqQ+E4B49a%ZLeOEex#eUj6z>i$S$_rlUyUev-OJM!vNd
z8^2ZXYSXVJqS^SRLL!S9bm!8p*<~{lXT~TJ6J`WD6z+>(y(L(G>_!`$<vDLUpF+@T
z`(GtMS4s!6-5E&M=f_DVZ$FbLF9s5dBE!6k>zK@kNYj?fKa1D{Gr{%En`mIjIgjZW
zHhsF2v<?<Z>L18J_%nI5A?!WxYp&ar=D0bb&^)wIjNJ0#vs_Y(!WuBE@#$??&?Znu
z>`OvDz+eS!gSsMw<Y>w1V@G30K~LhU8U*d97pogi?YEp9&PTET=q?3k2KuZaJna6T
z(S3U&Fon4Q&_9ar#PuhbQ3=F!;X7<g>IHpQL1Y0nWROyI^2+e^IsQn~8r-Re-VI74
z;UScc3aQe;$aSL&MX`jE;}gU^JOqVGlTb!+y^Y3;whXht?heC(O2n#pX88O?+O_)O
zYVZ(%XEjv}^i&0nbSP-Qef>Uae?;t+(VDa7So|SYmdgoJF@0r4t=B2HQas5wuPn1`
zjhd@|K(Gsb(FiY3)A5)h)hsg#8AGh67<F_KJ)JOZxp+CWyP+68^;akY1x5j7|1>vo
z?uEr-#6Pk-ao)6H?bmIMV=#oLlwX{=7|HUw)2yYDj||GbCkTVujv>r|rEvm{yH+|a
zJSDKmWeb@x0zqoCGvHfd)?pDcZ(h)@tV?B{o|ze6nEW|o_I?_VT9EVdny(M;uCl5o
zW8lK#ro<CGwWG^u^MlLgRsJ^57n-Wio!C)mOI8d%CLgfALruB>pX$|uvzPr1<o*Sz
zZIPWl?YK(R&@SVJk8gWMhVoG!QkE#zHE_Z;vN4e^Rq1V%GK(_MX2DHuU~d#=orS(A
zz1b?yO*O_{O{3TlB$t<OSP-@F`IxfPR-ME%PsY}z$AK2@TI&G<J^Vk2;b%t3bH|f~
zp_cF62z&8fa)`btI9~oBTysH_hpS=s<pj`~I_i!8Ty&Y1f@!nH&IjWw&d(7~sVn8(
zXuN6AzN72aK_RNvj8FMb;ldSsCF9wqKfw%=7M?G{?eXIWm}9k5C2=-LqO61^JZVSw
zRDve5i6@-CNLQR%#D~w>_ixs(yDgq*c_w!>hmoy%;98tJI%b?+D*o$htd>e~*<@H5
zlv@`8tRMv9&#nqzie&SA^}xGA>mql|M*#x<lGgcF9B$}4!W90u<n*M`3HxKCNUn$&
z1K<PxZlm_;<KwVTrXs7@CS_d!hL}bjP*pFANimCg2=GSH3TwmUq~k9r#GomrA{Ueg
z*}Jl1wE=y{?ys#NwD~(EKO?_xn9&!4T$P)a)5D(uyOpG8?RBH7J5XF0^|Z(C0~!)X
zc>T9;=WaL0?q9-PLuPCfPo5r^vo>58M&Br6CK-Wa(y8M|qI-Ay_s>mE?^H&Jc;A-V
z3KrscobA^Ld0wrrzQ&OG3rc<O$XQ&=YPGS$a&U5q!^JM#{at5$>(fstGA0S9Fv+2!
zXuix{vrMnA4bkyKz{LhW?-EI~=*~eZ_g2m#tZ&M484Y-b>y&2lRhK@Gm*p2!?FY&<
z17lvc>2grC8~fypjBp%v?B6&=Gda3*+P5UN_b}v7QfZU--(>{{RH)_oDNMNu=o94>
zUtM5eh!>_YCdDu|#MIYoYC7o3okP3;3)6M@bh)y7`5X~T#c7{u#py;&7JbraP7x#7
zaa*jOXr=jJ4sntKYntgnhw$)q`=u!-9E+|d4A<x0pcVPp!e4cMbFqy!q^I538XIDR
zX7lB9@n3DUuqJH&1B`faH>KT6`<9#AYd@*os?Uq;5i`SO*DJ$qR80~4cO@;QRoMrd
z71+9zB5Ch^EWWGAP(dv}2gz(m=6s}%#h<VWmt|JsPNnvb_H~bhFy7p=-is4G{vq=Z
z4mD1|jTuuqJh5i>qA*H`@oK1e?`H9R`jZJ~MmA$@`!(h8T<2$+jmdxDzlljlzrt29
zd-OSoYA?^*pWYJ3BVHkiO&xyLVy!(Zxmj(o!|K?lrCy{wb4D6F!BD82x$bJo<|~2{
zbQeNQO8!CkEs$Z4Rm}TqW>J6m0pEsMLyE=kWA9@zBTguVQK!P6?ohTp7P1ExHs6yq
z*Tpa#={>QDp%hbqOPGaPtxgL{#>0a6_TImV=8XHvnGSlbS?!v2oc48bHdv`trz0|<
zWWgzmqz_-&6t~g3$&{iv8@=DJ4iD?com<(99aQ-)eCS$dEbHUp(>+s|S?Wuc%lj;`
zC*sGH>A#E^;RBI2yt&E!AeQ)cKGQ!=J6o?9)1%Ma)uk+w$Rg%KXLkEHPC-I%7=_8R
zeUai<?ccs%9ifFu4N?`lg9zNt4`j``$OW9zvjfgnE!7PO8bnTb9ljl4gJ)jAS`OZ|
z)Hl>@CWw%WeYF`JtI@L`F2kzyd(`J$0$?On6PiIlz_Iu@Atd}@zp%shd;6&0oiZ*+
zNDU|WwYr9p4o1D(2+uU%oZ2E-PZP!Ky+Y6D^&iUI`0q&>r+2SBE~^|Zg=CanC&dK2
ztr$U|tY#(mngoo(hLi2H*RJ23z0+?X4`7}-6^_DcevT2XqRp}sLlvSBg>}0Mwq-OS
zuZ_hHT5$UB*-B4V#0}fE%Cf#oZ@qngiT6!f$33AzA%+33W`)rxQTshwEvp@C%W{*A
zjb0*8jqw0EX-R2v_2vi7a9EHFNaVOrV7>%%NE_j6E*9g1&?2`Ldyap1yz+G}YU#Sl
zgT2seKW>N!;_52JL@AQu<0>^2FIPZ9L2k~CZ{o@@xaSmk;?#P=lltzhT--o<2QPW&
zrpw!+leLPA*QIB8MQ3=Wr+B5W-j<fVQz7UytI0_oR+pZgTIWAn^^R2J4k)P)B%o>`
zV@ddOG0qVpBV*li&Px*829g7KyQP`*50GshRM3_4-6#4CZ{@FN#%KfJa4@TkVAh9>
zp;#^KGdfud&YqkwlBhfg<a6h4H^K$zz|P)Fo`HVpqEzyt%B<uck_Lat@5<70($<g;
zfTOj!ohM2TlfeWor$c#=#wAeTOz?mx$%irEG+(j$a{BRc8s{^?hV0aYAzhvN#xQex
z>>J_Dj5lX+a!Yr&Tyq|M4F^clEXO2=;@;l7aJg(Rbtc~Hpa~|a^=bI?$E~5&59DD}
z)7nF;{tq$5#bu(FpESTzkvN;6B_n+3JEDlVh@b)KZY#K4?r3;;?`H3o`_v5HPG@HP
zq3`803Yq3X2Mdn{bZvWZbNbR%KtnbBp&_B13+qR`jNt8z2c^kwG|EMEqH-c6Lw%%=
z<zU|PKv1((@3UZr$u$|$>*{pZ3n<$l=yn5I@|1SJlHP2M!zQEVY9)DvV=FYc91i?%
z?;S9|SZptU?7l7cQ`=?0JJIkgwlB(~Uh8($LjP6@Mm1<O;8oN-&`J6^!yOghFKE5$
z@~ce<xB9$J<l+iP(aT3e^_AcfxY-BXjIlmrQe{$=GU2*ey516*vv$=&=W581{;k9(
zKg^mn%XR^mipcitK!G}LtqCC_g>=07Z|#KN>ww<Da@)Ry6+R}CG~UVnv}*K(H+Fya
z@>yWQ^T!iq{}>@e%TenS$}U!&LRxZ1QFO?kmza2hR`d434tP=6+CGLj2+_XWRU`p&
zmEpG<LwGlKL)p3kl|Ma8M5_EX6Z7vs2}xJK6P`t(foXu=KJXfw9zBK@J%$iOliPcq
z`>LD9`R!@S%!LrS<~;!=0ApU*{uf-afDs5htJ4~<OL1D^gr)=8>_DZa>vKkVIA9Nn
zUf{5QoUB_Dqz9P2uTA>VS65d<cipida}2IK1^Ytj0>wY1X>e~*NY2`6V^L|jF-U=;
z&INMPRO+dSDw_6r9MQMyW?Zf744zvnDuZrZCbo%_gowMF{hlwznan;FZL-Lsa#5nt
ziHHIK#v1%}VN6CrMQ%(smqd_Ej#-V@S#wCi!4^GB%&XvhGcMf_*Wv;fn~X9kp3Ta6
zr$zD`d)6f!A&pBvh)rALvb(;6kV6AS%vf+gqA$GrWW@pe5~5YB()N|IKWkpD)Dqn?
zA#0nenIeAKaL-mxUpr^hj4$hPe0L8)k=LG`=)Z91w!_P(zh&gqeJ(VYy<r!kPy3md
z)S|K`^v96_x!^o>BDXD1ZJTC$1d~k1cM2nMwK92A%s<Ksf$pY|=Cw%GVJVMT&X%Ac
ze}vaOn_j63$Sp*Axh;aO>{gZCyU|;Rj?5lLN*YgR-RwMvNGCJe4)5VytxhK|(7f+R
z!urM|<$T=;f?r1H>Uf)Gi@^5D5|tM-fiaF6I&tcxN8WXGv`51!%)=bx%x^!<GnXKb
zum79~I-%O!{B6GDnjLL1=9i)(_Fqs$6h>hZfB^)RzyF!~A*WGng|5cO_erBJ1EPyd
z=i>ZdE=+p#kk(ZDXFq38NS|($l>9QW#ankJ3%tyYp4zHkLcmw1wGDND9`Dq5m6X7w
zS&e{+*df<z@;TFHJW2uXX(f6}=v=hVQChU(w1!HgPwe3#MwTwF2r>v9f=W|<nvh|I
z)buxfwm;vH-eD^>0R@w!S^N0&wk$X9On<2;&N~NFb=*vF9m4z?T_4V7%33$u$*io)
z`o_=ltEmk5WP7IaKM4|QDu}z$igU-MPN4Zl^ahRD_V2o_T?(FfQM@={EOIC>wCK`@
zq>>f5-ZkoP_(E%+){?AJm;-LHYum2NY7wh!;#Y!n|A=WcLy^DNk7sBMbO{iFgkXu!
zJkS5jS6&N7Ec;#S$S|sffr}r&?~9@pQ{YtCS-#yPlA37=kkoexy?0Z_=Fc!OzA;OD
zWtaZ?E>h|vmB0lm`84-UQOaiSw`d|nx-Pk!+dLDaDqZVq(hv@7PIVJW8ls5!eJWZG
z{$W`LaVz#d6^5>H<8)6~8$Q%{oqWiw!X-JC#-%8^AydDgx3$>x!1|_0I-Dx=%wpr~
z{3*ZwyrL$)QgDR6?y?2PW@XB&S&fa7v-l&5ZVR;{opIUoko?Vj+}<$9b*JCT{(CO2
zZWk)51Y1H+R}IYi+=vZ7&k0zd9c$X=UOQf}xv`N*Cp_MA@ObwtOuN<-M<I#3((07F
z)esFb(zmYF%wJc7($e20V)Q_aW90QyF-j74o*^^NDL~3w_GkO*lrpo}ELCLj`h35h
z!p`51C>Odu=>~zYH!yZ?gpfKk`_l0F?NOu)PY$p>9=)m;x#c{S3@lB|dTZBzcU<1)
zysbkNncOOACm3()N!vAU6(`$g%%5sfDK^}hBK|f7Kg=%NlUI&9E!{nsIX-8juH|G=
z1T5G#?e%a&KHB})Z(L$3oG?|hZn8Fq!1DAuclYZ*4GIlyATs**j6hmCh+Ja^@NaOm
zU_7;im?(ZUNhbbElZ}2lky5u(BVcbyGLxa({l}V=?f%Y7us-8Y1@V=Qu5Hu7H6q(Y
zb<@j#How|&PW%y()IJbKL-CB+0M-X!2^~U~md5s4mB&=hC9b~#Nx04@bu<@lkugO~
z;h#-yKa`ab062H8GG@*<^-z=95Dg_)F7sx_;p+I9q0Jo(_AIKv48)0bij(Dc9@X8S
zG)+|kSdAAYC;-G224OldHQF<ZR!~&T1wb9T%xX+3Ak20B&H6(h$0YMwvQWhCdA=Fu
zev!i*&=f1tsz`k2o$=4XQjAhTvDM;#>RY=sEn1lWO6MD;ghpj^DFY#aL4cj83}XTv
zX;gfw$pK3Xlvh+7;;E~lF0Nr<4(F^u90riQ<KR~8w?*S`d%}NM&W#Ky06oK;MJsYF
z%c*Y)OqCY1s0maRCg+o$!<G)+2pW|n-ivy@AH~i|oaN39HCoRrc>l@mN7h0U!TbX#
zI#XBz*@bgem$lXtHl=Q{%gZ}cvlFsiy4V=U!&jbH{jJsamkF_%8c9wrKxy&EuA_(6
zA8k*Uo0@&~;@0TWAo}z}Eu!WIOM#J&D@AF3nKwF9K#n=3)28lB$YXV&Tk8DehVJr`
zrCv;E)vO>)+`Z91sI7v+7{P=Ts60ncc~$loU&`dMno!e0zi(e@$l5wBA`=uB6*M44
zv$es23c{{I7Uw=I_3o$MC*;AWi}v!>7B<8}xq28f?Lmf|aD!_$Hm}p&Ua1(&2{b>w
zsBl;ui0JT%&0IMnfRpO&!vM6w>!35%8m#oM?3G1Yqkt1czouNw>c|BJVfWKv77+kH
zblLoY*}Ax}*HT6aq>b9h-_;LOQN~X|LB>qBBVQkR<2c`RR(%w4eok&d##(~cFcUDe
z-(ymraCD6m8U?wNPbD15ck@!P=AJvs@OzIbl0+jS3`Vb`fo^Bdt^>4URBkhA&7#Zb
zQ^hGOR;-+eTYraguSMf8$*Q2PooXUN9`?@tO6P;nmBD6@@~rCG!);DM@|`sQa}mGW
zEM=5n92)<VTV*GNHzIj5rJMcYEbQ0ROe*MxUHFv8Jm<tIJs0_nf59&#AakNSsBPl~
z*l0X#(Ns#~UF`7NsQj?LNi!GH=Ir<x?z6j_gDMDvwo<U+00gp8azcno20;NT8az!n
zHisWrqA~P~f|Oc>J2IAO^}5v0h@(-{<kYJ|Tjpm9v50f(kEciOkaAN8$W}<q5);sx
z|3@<nF*#W{7xLO}nj7at%?9KXiCoEUj<*B&3s_{gCE<Z1HoZq*H!wZ_*$>o>dee6V
zQwfLj-JJ2dAZJo9u?(^-f?OvLzp=z5j>IX`j;q0|6ZxLOT0up8eV>$*ACK8%vj;>p
z->V$aY47%a;ff#GA|d_xW<TQB7|7Sbp(A1;(FS58e3OCE^*y7t+&Ql%EBC<!hf-{0
zLV|vRZf1g)ckE+ndY#EjTi((?kezO%A&%R{`JhMEyGcEOQ)_m9bwJgMoi-F*4(~C2
zMGbv}bHD3Id`$Ark#|#PX)xu1o@Af$T`rtKl<!nKZqKTe8En(s2bZNP_91;4ENw)=
zdT<fyas<-jSOV=GkP#yeZ0q#A>=(%{GKv3Gw6rDyyPwQw`piogYSXv*m<24yhCLaE
z*`Cg1%;HIO=SK7GAJWgr7%;Lop;%Oie!GV1eJ(`by4baieMtG#?XWxQH88+r=B=7+
zs>rY*SNOH-nalfkclt(b{}uQ?DZ~pta3p+vqtMgs%xypeT(<=`%9&3_DiUu8f3D0}
z)gIZ9VgZkp(KyyQZH*6fe?j>HRoub#w6;!-5UKdA*l+4=tf{mY5}<l0Wb6i;P{OFv
z4g_x;Qem|{SLT?WRha`Pn`y4<EByJ^D$tQR7EeM+%|mEI@9N49qv$pNT2kdXN?|ib
zmo^F_nV=A&BEiCY6+B?^wRg<|Ur?R_!zGFPG!bp(^TYkOR&j&?Qrrk5wcs=&OSr4y
z=?X1h<9x+ywajOq>w5EYzOYOv<Nl5l_zv-+3c@6(B)f|@OdieFPoA72V^xyPd@QK0
zDBLkcD^LnorD#*K3vK^gkm|33hg$ru9UR(CCE(C>6XIZ+|FT~fcfD?s_3}#mQe|9G
z%6#EoR@!6MQm;jVNg>=D`*e@}jPDUHQ>nkX$iy1`LdO}nRZOLP_T;;rHReSI&=!BX
zWBNC{;gzNwX{v57MbhZW#(qW8iVHnCz+D$lU#8#u$Lb@BCYpuf-x)TC=%I1~P9O~F
z%8@ij$Ih|S1xxql<s>T>X<|b1`K<@Q{7U&>(?u7?ihY+a+_2&z^TPv77;9z}AG%RV
z7f6d7ZU6Y0psZl94M>Jx8KA-He5r&CS9&LCDAc9(ce$r4-8Ug>O6E!iGhSIwidId+
z-u{n_p_%gmCdB;r4!nMc?xdRai4O4!dHg3o`v3OD-R$zPBUVNZkxBisIMHvDSN~4p
zt_0*Tnoa3^i9MBK2|<;<nUz@Gyg5||Fkcy;J@wjIf^K?m_bG|L6G<*$q|qE@i)tP<
z7-!FYENL!32hRR{M3M0>vMOI66?=LYULG4I{Z|STub+BZA|0llth7>D|3*2(zm+U-
zE@r@i4f9KLfy;gp8>dgB(_Z8Ds1mrs2Ibuw<?8e8w$^5Qw2F?#mQsa4n4QHowgT)V
zaYma(({Qyu!ncBo*}$<OrKs3Be$av+2JGR?{50oQuvh}t$hRL5PGq*v?S{XfBBPna
zqf26=GCB85uPxL2yOEa2=^>?1tltUPD05H0U_1E3f@)#|CO(QeMvhqLIyj63X_^H8
z(NiV+6cHpBiYkk%j8k_t$=MWd`?oM&$ubN}>L->A@Dp8`pNb_@IwaR@Y8OG8Q-qQE
z9nC+1%0D6IQv#Jye#J#w$6!pyWN5FZpKIrM-5GBC!UflP3<Z3PZ1r2RX+I`X*;auf
z>tR}i*&)q)#U2GC{+*Hq){G)`Y|3jDK!)glg)2is5zfg;Oegp@ZDQhW+EfVJUay_n
zK+ja3Y4MjN{Fm`^`PP0c=cy>%Bc~fq_?aGRKaSA8d9B~NPY!gWO)Z2l9^Yl8Y1gy{
z-0xYzsIi|BRy3$^su%>%?6!Qt+ha|b7&VNh6761C<Qw|=|Fx<-5XHg9;?piNkIQ<8
z#i{@zC@YnpHOR<DAkG%>9W70Yg{moe>77``o0!6|NV>3~_@Icw*ohahPT_y8zDOVG
zGi!1^{=uvm3!Ag=J*Xl2uVPj158WpXTa?iS!C@Tw@PVKlh?Q4V*XZ+aF_*t}jj%7V
zl#U`G-(hzDjWE>1)Kq?dPA*H=k{QkCe2wXH=!q7JOP*C72YyJmNgQ=FRy8FUBIH&f
zIWaCN>YQ2#ECa+`svOLW!|eowsCaE-_r$$kV%713UL~QoE!|xx|BYiu-(TBlM}2W8
zRZQ=v+uc2{s97OC&fPxqDNzUB`0WV)8;wlwGbu$nJfqu1wy$F?h-cwUI=$+>1WOnn
zu(wNE2#|Nu8}n_v4lPKQ(pKk>pzC1eX>0#Oo-5Hi42zcFmX3=zt#tv_2kJC$u6%Y?
zYZaphdtHiBiPAZB3v|mivuEKO(-nsAeX7x<G=Li<dPUkxoJV7`XQXJ?l-qUoLY_yr
z8R^G+EG_NXbf3=CF+S(2M!Q|(DbWqsz&<N)$SFczLD}hQozywf6mRTUecXwjhmuu{
zgh7g4F#0kt*9MUtx5o|^U>Zff%TOfJ4RTXDEEpd%R<;^^6F7O5q6Fpxs{$I^(UJ}0
z4^W^3o@hi!KEIselxv*Mk5U`@vb3<mvtVOE^7ouztRjh6muP(D9Vej^jc=zKHz%kf
zL7ycUyn<zmUc1vj`Da8;+4mo?`OIJ5kb6c{paml^3*GxY=c9Vn?@v~<wzZVo{<WJ7
zUeU9F2IsM5K9ed~`12XHy-5?!SovL`W{4@m-%y4TbXx;d+ZqE63V=_$xfV2QdiAYD
zH1znFsF*4Daq)2<&`MDFm!hjXZguFxKVn3c&2aO5v(7x|U$6Y7Xbx+yNK2}xqSs01
zhMx=0e{~__TVbbi^tCSrmf~hDmzWrgunKMr{`!Zd^@XJ`dN|HfxE-%tkn;>7YBmSl
zD;pm(KDL_R<1~Cg2Si0*EHo$}y1gdLScq}u)X+Eu_DJaCC_+Aq#?w&91v(h3VbYM9
zI^wt6h`9ib*oZ$=0F$i9z6|=M;VlXA_D#8|o&Pa5pj#JMGV}m0Lvz<M>NU&l=KQ6L
zdNLjFO^p2={BL>|G;h8X3d&txCv{i%Zgwp%1lE*a#YOvV)d*Y(-*bj$!Cs>B|Dfdc
z-2m+;5iXo#Q3wwV^c%e}e)MgK3(M!fJ<w87WGwMRcsR`|8Lj*p+r2%@dc^LyfyF<&
zzh-;V5<RK%81rmdIV2nDtfI_(6cg(LblbZvgW<*6+QV-m6;%lDm^TQDiU<vGun)DU
zp%Ga`^w`d*?M1_NTy!4r%UL{@K5b71o8vtc<l2%JKZ-}URV5icoqcep6z)wKXAofF
zGyiX%IBg(&#IASqYYjZntyI7Edw{y{A<Xwz`w6;47z0esEuOF@W!pBfay^l!bh$FH
zcZjGRUN42WeNOsA<o#VlSN%AV$M?r_KhENsnCR3II{cSdBcDF{HLBC!<0|#rG;EYy
zte2dCM9R+AOBm7{7W#2t70Lh{-+mq^apyR9tzEPvt+XeDylXA{lqe}E+FvS8QU(xo
zix;z^M;yAyT)E=HtFGrc)Ka?tZr@!pd0wL+IybL>g%@I0@brEc<YXWGyS5i86Z4SJ
zUhPDh{#pfv=ee-ob!4<;`Up&dWqRy%YT<2Oe*S+mc_()(AVZ%A+Nv*2fqZN08MrH>
zN7s%Y56p%2<bJh1{-brlg4~}Dr^Bj;3NA=_QdC)b)ob!gulMGU@TZ2q{fg#r%@{s;
zJ@6<B=)J)o9B2SVgj;Szk{Xi+`U<rLjf4U#K9b(D_U1SA=uZx-thujw@p+)onuU{9
zvU*{&)v9;$4`g&)R_$Z!*ipeGJiB`*XW<BH&Jt-epU%6(oHDeu&BD!UoAcE{={@*E
ze2-9zZ2IxXDE!nz_oWdfz?Vh1U~E8*(*Mo#(kPRbml)M}Ju#uw7h%Ed&ScQx_2ZEb
zCr5Xf+3$qH)qb(}?*uD(f}f`UzCrS6bzFS;!ToB5PrU!rBlMZi)p<uhy%;hZ^O(jP
zFq@=EruIK=7|BKVSOHxqP3$)MV}rnLPsv5Q-|L#?zWuRQG9<TKeMmuUgp?c(&gAVO
zCFcY_L?_?<mi*8UjRAwOp^)3z&Mq!K`{06Hbo7|Wu+aBfJlZvVy$9~6mQsvYJxs?%
zr>L!HF$^IIT^2VF&NAbc;!Trbc`PR<Wb$jl>{t$iFl;FaMhh5jd<%i1#c&C#88+;>
z3TQXETURl4V*pVoBYs_W3BY9*`5}TPA5R(-N)r@8lR2?r;#by~UgSWGr`alWEfxo4
zTfV|hZpp#mZ`R3L{jD1IwdDqpLkG=&o?Jw-=zXjZO^$g*>PE_7Jb0wE9rIRnA10F`
zpt@tpL{NQ~k^7(qBx#y+f6!J3%USWp2Ma0_I2;Ur&X`i)yVlpy60hWyl^VI(DmHd|
z=AVzKo;xQE5f`PTry$LFvZ4?5Am8n&694>Tlj?-v<qkKhwe{K5_}=dLsc7b^U*LqS
z$wv0j=GN$STY}K)lV<B~@rRDY|Es^>Cd6BDayS&CJ(Jr^?0RKM_H?%Ey@Jx!6*1Fm
zpJ0)?z3a4@b?m}%+1HY*zh|oC9s3}GEt5Z%4?gpx{oOwAfjUd0_Q`0uO3-J@y&0hm
zGk@Dt1OG@<4hsEI(BuNJNunilY^INKnt?OVzYbuDptbP({)x~0VPF=wJpw(VM2k{L
zvtmZo^G`_Xfm3c|8072n^xE}_G`#U}nff3!oHS$xdzc~;(6ysRlwVZCJrH>oCMYs~
zcUS-fu@mLPr1BI(0<PieQ`$OPqN=q_z0td5U}VJge?oaYMfgAKlo7l1d%PJFby?|n
z>TRDO4(Y-K&O;q%^q+!}O-MGez+P3+6w@yq^B<@hGs5c&;FK8O6}d-avxJqt@dv_8
zaxcrt*wfyVy~?%3^l#7?9Se&##G!=moK#Jbi%yJmazBI{u%ZoVvRD8%$bZIgz}jlu
z0P}pDAo7I6kH`gG(>)>g<IPe$&oSsUq{O@IIIF%czde4M_GQ*<Xq-NSY<d#?6WGo#
zeGmQGeC3%0lNJXcmqXeuCLe~hSaPa!0zLV8Db*xmt1C%K!a=w1+<8swituDW4;p@U
zIAl#enP6&zqO4=G0ziCQe~hhRTeRg+H6Y4s&yT))88r=@D6l0h858JE$G{$+b4gve
z`=&^EFx|^Peda4W=Sod8F<AtceL|<{otU23FgJbg%g)j51Ub0|s}#AvEONS2pyKSi
zGJh$bJ0gF27Pg!1*;CjpWSFbB4K)(TwrCiPshIR0ke<SfKa-aI$Gk~c!OtFs4!_1}
z9;WlZ+4x(ou0DthRHl{9#oHk>PxHBtpP|9ywl#WQi!FRE*P)1a+8Tz{Tx7EU+ZC6#
z{np1hNz_mt{yE9%G3@iGb3cZBmXoIOLiMJ>at|FZESAC?E&k&tE>W!bry$>bkW7v)
z-ux*O+WNS`>fT<TWE!fRFrtE1nZnXohSSPRM45({Ho$3bOm@&k%n&^|UrKleXC7E5
zj^&d0H8pgsr3><~267DUzxUV|v~B4$x^#?U0H@T@hlMO8j@$YEbtbK<U1!Ihy{)$M
zH8%O}X}noCN2`+Cbh%MqfWP;D-+K|hWC;od6$BLLxroQ#9k=@p&pfY@s{>E>t64(3
zeoj@$p(=ai{3Fy-MTybl@fNMvu9&4oRD{(0T1+%Nae&iu^Q$hR@w7B1fileLMl6$>
zOv(7NS^MHqs1mL9;u@#g@ml=q$jWjx+C7>QLCyE^;v>dzS;-gpq*rOP$%hiYGLy%R
zm%zBCGWW~?DYyp&Xfh=X^6Oo_luY?k-u;f`z>kUj3&NnVz}pM<tAylmdaRH;_|Fm6
zFZpt{|4GuPlQE-}_jCdtlm2-?^p%N8&uKworO3s*DTasl@ATNZtk(%RYuim7m#|ip
zsD$dm)2^I4fKg=;(f((mM^RA0f9~0X0m_B@mGjPx^_?IR{W5e+H?)M%TV;+wh+&#{
z<~LosfPQrKgOrBGMyzD^qpQ>J^?*0hsNKP-(;FsFPJ4%9m>5()b5dSBoUTt+w~Z)8
zExFAR>h6qD7zIP<zC*X)C9zE3he)h<&#B~jwmS*(R+k-c*&ZLhYNUUmXQVTJNz~CG
zU^lhGmn8d(5-S!b7)T;?_Q>Ty!po?C=4v0<xF<B|3TY|XKaf*FM%Ju$-#uh^+x~#r
zZLoOQuNicBu+6xzj+jj|i3c8DD*umJr5`i&U#uZi_VV(L=(0?a*r2h0q>6v!dH{dQ
z#k52dC@Vq$b62IKa$Fp!ND-W|=`cx{Vj}SLRv%otyW6k!2Z)3gUhJ2a;t=92J7{+S
zZeD9E2u;!e!OEwIT*2IjTmVA;w%MW1{u{Y6d<Y^Vj3=Q<>JJKpakq1qbqp$->WL6M
z#}u!4W$6sp28_*_vxKDqooSS(qXnFYcLSK@{@E1Il<TtUu2+XUBZS6Xylm!J#QE^Q
z8Nxzg4yGfB4ze`F(vxz`<Cd1st@0D0!CcekG0Q!o19@I^72lTp@WIF8r;+dN>iAc$
z*>*=R1%$qlyKgq@mGeeh_W4zW5*C)r7QJ%(&z`*@v!9yZ_+9sUbQX=g^xYRycPm|;
zF%^<(t1IgWm7UEYX2KHwbLhT>xd0Op9}XyvP<9n^P41V{60wuA`7;jYE7+JSt(wu4
zBE83R3j=wDA*%5<-KD7~f*Jf^CinAcTxH<N9nKH4i0h?6ANUwQNRA_PuA8RaTpd-%
zS8fJ}NZl~Ds#{zbfo|=hS8@yYM4jSR@Cr!|aq%#E(SyJ2rvD`=I#XW+OE8muNE^mu
zt=|!(n#m*FSF`P-2fZvo*@_g#eLB>tMSLs`nqhB<9`l8FR9c_koeOU?!BatY+<jIY
z^B}C|;HmE0l;|L#rRYiY@;TFfbG~(U5`KFO!x)N~{^${lzC%|+T~iGWlM?jN#)f0q
zXO{0!+xPfUocwCU*%}(b*nBM8%UO>UJFJ4&p$oPFFJK3&rRdeg;Bb%DO^PM2-3*`8
z2&44V2im`e6iNHRP<E`iY?Eepikw{)`s@|->_>*vz3IBP5lybT^Zg+@vs=20?sSHv
z5$DPWhL(DS>Gc5;)`5JTqUhyRRD@A^)t3-#SPoF@RmG2iD7lGq0Kgz2A^sQwIEN@G
z(3Adibf9zW4p+md$0<zszAC3w78=s@e1B&~y~c;5{BD7d!fNagu~vr=llsbygHc;<
z^wZiE2>e(z+2UCmib=M5pc|=E42j)EpMxa5cjnkmdd2QB05@lv<8tTR(<u`_xw--k
ztE>NjrOW*tlisT=k{mxBF2{%5VukTcpADXGMq(<Z5xzuMay)(^CgU>`P_nVMKBgG^
zO*2O^5ooUZzK9Y;Ucr|DGi_gcS};_DuhguoIf37{1c(Xg)AgrFWTY=R|31FLk-qER
zzHTV;WYW)b%V^JhGg-`xiW>5~-G=IM;h9BA@Vr&zUzMPFt89cFb=rFXn+z2Urotpl
z{MkR!mC|9>X%N)b^QwsyLY$I2CXG^;5hWKJ7fpNndnO*I5(_ICXa&stZ_)4Mk+%zE
zT9eZYPEurxWX&L6aykl9Ai(&^j9=P{LE4I4+KPYl#45Eb0DZzmaqR+CWSa|VOQ)Cz
zd9_w?lHmJGu5j{xjq34-KXNy8VEe0f8KLN1%Ju2GatF~O!9I@-F>07>&TE^{!5_eZ
z$A>-R#!~<DCT)Ad`x(5&=%@s)NPomt%cxM8U9*ZUF)9g*jM~^+R#vpqXH1&hE~}vq
zmZvPX<@@r6yVT-WcYI8NhpP|Es}nObQU(SYFJL-rUyS%&l`QvMe`fxma0Ra2Bh091
zepD65SK}Ail(Jsf7^t9^X(-KDifp9}?eNz=X~RcaeXmV8;b(lI#^!%&pLGF$KYPRW
zSw{-ssuhkib}hAVR9mBfQ+*&&$h>w2OLcA6tLhkuyA6>u?g#ctWQ+gD6U<kcGP`ab
zZ|#2XNk(tPdLiO=mkz!g=3jQ-S@y-0q4c5@Nh*ZbyAAse?VpRTFtN3EQTgus{{mTR
zyFf80fnBbd)u<1ES$om{2CKjR2zu=HbxccC(EQaxHWbj$<-82+xZiGew$s!i1Z0uN
z5{JO3Bg-$iUBz@yxv(=kISZE2Q>QrJnSEnr(>cSBCS#8sp2ImU@@aQPJ^yQf53jNz
z-?(c=Yxd?z3;W_oZ!qnKS<S6A5+`d!+djWyGJ<dKL#VXB)z9c?%Dd6uY{c34GABe8
zR+|CJOVE%J+cB>_v8*8%&nFIddq>N;1LS<e!T9f|;K6<4Q-6~WwhsEvs#F`Si6+GP
zDrq>_iI?0;mOME+c+gW}l-%6XRuh7RIs!oM+cgkz$Vtjv9G&a9!@an~_e&z<tJppF
zKSgqL&lsKUx^Q3_&~tI>7P(;u%VNp=?49cQV*RBGD-0ZM26~@4{3e3#RcH=vj=C0Y
zdh~!D;|x#CO9P`S#PR$!9#K*<>vX}n0Ch2K*wW2vfxRI%qS1qfslK#d_5PPf*{^rr
z4=p=C>?|$mjh^o2VAbZB{V`NY?}RXixBj)FFHqG{@}unQ8<J6S0j1S2uB`%r(!Ddm
zA|n-LXf@#uv)vzuM{>JSxNV>DS(=;BQ44NdCO70w(Mgi#h;EI^%aL=^isEg8ezUj~
zwX#*?>vx5?9uunqod9`LY=&x&nvWTtvsQBQwumKU(MGImVJ&E(W9|3qF1(E%_V}Yv
zP71^ESJ$5(3k4Ya4%&Ui^hPLBCfoGKU5nZ-D_I?u{eFOZTI>U1RE;O>^W%D`zeHuX
zQS;;H6{}_sirrhs$N#=J_#XT1C-Ed1WKl*{pD*H0alQUBZJNs#pW{3B9+a_{dZtYn
zA65XtARI0;_0pq>(A_V-@RnET(S?)@=#XPw1@YJIz7Ub|M$f>B1rhimybRceH^dN*
z#_2=$&`r0s(}hz{ipDng*5`Zy3-W>3JYe3DE<FNaTaq5*)z^zg^8-U;?OiK#xQaSX
z-RqS##|0WbHyy&Atx_XXqJ5HhF`&bRmC?uL(1PDH;2CiBRbThdqh>NKwN-8JM46Ua
zj1t9QxnNW|+z@%Z<7Zf%b{@v3jT|jY+Dnwf4%fe>Sm^demdBouGyZG&tF1Vnlne;`
z@5RKRI}MJ_`%g$+K?8jy+n>YZDqb<BQeFGkN%E-7nZ-j6mRvg25);KV&G`t-2*u&8
zBSTeuVezrwZww-OdsN0=FQc`P9FhWN+@LAB4ZKHIC6~aZcJq%V4m!at#c%YaPWGQ1
zKKwPjF8}t+cP~5iW{0ms$6ZH30aIC2XHV`H+3|$*S;sUo9?KMYYi1b+H{|CW;BM>p
zhKtNfAgZ|11!g6DXnD8W2_wP=b#d#I61bVOWX>0QZ)^g0@4bK*1&S7}OzbSey?s(F
zwq`mKvYjtc#B#oCcu6$R$3&noQTK%3Ur&`?^FW&`p?aqK-gw&$TWM;5XpuG}W@?j}
zJiP1`ero013umPM#gX9Xc<fZN20_}0;z2m7@Qio}PG<LxN6iiwqRUR~DSMs<E#@4K
z>z_HX&dzeabCywNR9Ih5ntV&9^o4(L)9CI!Ofog!qs;Qin-7JZoHW}PVRCgO*lFA0
z7Zz`M_jjkz@12cZD)cPDe%M*?w8!Np!-2hI4_Kx~tst*1YmWV;ihCWvcDTTz+S-@P
zo#Pi9hi)(Z>$0Q{7PU_k38uL<HeY$Nrzlws(84xsOq;Z8?cA6dY7J^UA9{O9d@SwT
z66N#eFLi~+gs=Vslp7&)vzdeQO28@9inu<`wKm+0%#@*v-|ozW_CDpi;~a{7X4Rs!
zJJ<o&6lk-x1Gr#%R%`6$+O-M`aNR}y0z&u%q>^KbPYtSy1z#%NOx;_m8khDo$;2MJ
z#%>=Q{1oZpfn6G>YxFBndQqe}`Dn@1VFwt*K}-z@xI|3;Ea0-)?!Xr_8uLs{tOF+A
zEER7k!a$Ij3@2UvqAvvz3ff1S`0p|XfBm(P1rcXsduA-vTfgUX&<`qXdah-PqKTNX
zUjG0*SsqF+V1=3A!V&&Y$owIIO7AlMWtruhXwc$*+RNq_3%nJQfrreoBW7N=@T8L>
zhr94~x8|8De5v;;@SNsR35~MQ)B?u+#8Ie*Q4GxaY9`~%D=HUF8Q)fa5!P_<Za@-p
z$lLxsiH8qg{^jgaV_@Q~%PRQCDeRr-+wJL+BiCbLdH*@~Q>%h$3+4*ARd@i+THi*s
zX%PmXl}&W97klov#*{H)Xx6+cfk{?QMvR&FhIFNW7%BBx<Gt5-JRh|{@WVz5#V!Qy
zywQpsi?*}s{W6+Hu(`hFPVi(DJ|UFhLX%2;wtaQgu_#EKsrKF1mY{2;rnY5=+~VSZ
zyM59?N-EH@BwZXWDd<<K#g{c01OC1l1*=fN{xhBto?)Hw?~A+CuFdRfi{3d67ukQ|
zZq@r`B|08R-Tj@6CzZPF1HjGjHTHAm2z|k9K&rv9T2Y;6>l9@@;8z3;2`76oe!b;d
zi*j^BPX&e@p=m4MP(0d@yo6=i?3;WSu8bp(BB2U2^?*MN^h(f$^gy1b-qulHPGjT(
z(^8)?wP2#%n=e9FcU(>G?3BOBv-PAU?Sixhp+diUdu<74VeN1Ey8Ykd9wwD#*O^o@
zc{J0ViRO@*Y-mXM2NVh7cu_l@hjt+UG4Qq{=|}lN4>U~eI(R~EnYb?y;fg6{1q7Uu
zKJdIBPt{2Hz9=W5^xe2FCOpK3QIE8!sDe4_rrC#RR^jGzrh+Gb_ovm@DA|S%O_vrx
zAg|b#`mZSRu;zY)s3ZC7@?6KG8>ROl2T(*|l7T*=WBp=}&Z0=z7zn8ivr9Y-N`-g|
zkM4}5d2L1kdln7f8z6;l$DSTctEWnzZIzv<Xzb?abW3ZLB@No}5vIM=)8M&EC1q}h
z(^~@cb3aao*%%oT_8={UbO&LV10UqfK~hySv7sKJ{!`bb9q^we#5rh;eDe**onxNJ
zw31Jrlf#;>wO7$#k=%x8db9l1pM_z`5b9nK*1DQP?%v6??&JWzMwga;nU&r8&(3+R
zx-4U*XC=$>t0~V#&)3DWTWUhX2cJEiKs&PC#PN{V2+P~EZF5I%06MP<$s#i)gppI0
z^Bo9uiBpCJZiSX_hai0mG{Y9mijm-{uU8VoD#>0)u0rf-idHGY;pIe{E=(ZE`3vFN
z@=Te7)Z1Z$i9qOP4?C9NwMX><+<@HY_LFr^W)35>e#0*yw3&YtQqMO-1RmQR=+Eh$
z>7(9@{}zw~35M<&QV~|*#zO^;&h1vcerEYy6CEykISoomhfa+aEY7-2={Xu76(kUG
zGp5KFSg-p2T&`%SL0-B?lk<z_*J+r#_!gU4j$jWJ7YSa!Nx;mvUbsL;l;`HFZQ(iJ
zwTzzNu0DQbYip)@)-gBGzuFSquvF=Jf1M9WHeelQ^?<?iQ)|HtQ9t8INU8CFe#G)5
zrp8QYmp}k?BOqM=N4H{_wuTQ_c%ya-=9rh3kDsBIQ2h+(2hDe{f~DmwxbmyX;&aw&
z7YdGQP3n{BYbnkX7CMxe?N43^n{V^N?4sAZRDqZ-2`Tx<beu?bVgBy%PIQSMG+3e1
z3RKNN<nrnCUQ9^{2G(z}xa-<XMX!E3V|xl*JnFNksj``26uoX5Q#CRYP34Gx1A`CZ
zKWj%WBQ{(OZ|;sZx-TjCp({^IVK9d-v3}*sQ5pNFh&x7l*4-OSw>~pE>#DeVZFai0
zN_aC!*^){IH*@1A8wW&woUXRH53tjfc_}Xybafi@g72DmI_kPE^%ZZ0%O&6HF)DE;
znpCp&ee#bCSRsa)d3CC?(D_7(-z$m#H$u>8>%#yEOq`Pqitmxxz&hT0H~oe>e(LWQ
z&snpyVBtuS4`3Er$7y62P`tP3KfsC!sS>igU$GSZ<ZHmQuJXG)e%aOSa&l3qbL|8j
ze#lM12v)D6hhSDL2lwxE>)QoZFswPjPWa0JxAYP#6KfIy_upQZt!mPbBk%Br65Fy<
zOX+-En9%FNZ>`FD-jGv$kPnG>Jvz>F(V`EFJ(c6hWW-gnO|#Zr4uX1nC7yAUpt?&y
z9rot2GX~fWNPlTgPbL-oe!|^r9_`BL_k_<mIyL9w+N+_xh?g^8nY2hOH|*S)!2|+F
zY*t9M0dD#jcjrT6w0@k-4Obb&Z{KVn=YW|+_^3?8Y~Q=-ma#ptA`HY`?&B*?hq6Ru
z=nQTEdA%QX<ua4y#*T2fIYerT{a`^SX?&Ck!z(^4-G<tdGgeD!OQWvRB_lNFV4hQ_
z6vkYyNa!|+ptj_VuhJRNE!$$=AraZJ;~D4pJ0#|xF=}clUw04qpX(P+`HvVd%xbog
zrf~GQ^4O`fVD+{W!CWR(QbCx0rk#U@j0V0`*QQ66lMWNE&sj!Id-`F+$U>d1rE5zG
zrJ0fE`pdWhS{4?TpwI8yFUuS`*x5TbW5f)3!v%qO3r+Q0h^JN1Bc9AjiM$R=+JHm9
zp?XAHLA_ltqtX<=bKZ|-$3x4pgQLS`uV0>}K7{3qn_p(`%<~23yfD+Y*(Y9(Pg=h<
zSf=$JHQqW8o)!BTHIWylV)Q!`S}4~)DAQC1BEweLnXIf03o#!7_JaicCqwm!En_IC
zNUiG0Riz7t=t7c_(NV##=uF$(B50Zcbyi)Id&t@g2P>U6RqhWXBVarBbhion@n2(U
zu*IWzL(<NU^gfx5f_;H7U>Ws}{!>ux`GB)iuknR54TIwSBs=-co}g1|Y?sxos^v=?
z-Gk(o>fi!`vT4?IbxqP(U|PN3H~E(ZR`*s;>`oamF@^1Hm--?}Nr{YLg0@ih@yU;8
z6SB@d?l!(<HZ=qauYHo+48i9&dmDQy$(DYP|8?9Aa0Q`;M&Qj18a?i^*jQ|q9RTj@
zx?!WGuU%9)rW5=~cS<uY=bo#c*yxX4^=>BW#S(w_FNfGXZ>MUa{vI!TeeZZUYY=cN
zWv_CC?MwMQDm(=TN9-zjVL{pDa~p0YbDT((|5#3{J79j#QKV>dYf%{{JgXvxtC+-T
zvg)@FrhVZx1^ft_KsJ~MHYzH2`7HrdaJwCoxe=BnEJK~i9HNT?L=xpx+4VHIrD!sS
z@RSP%Mk=K}>@I~AsyeEB&APY00z5@g5suoFij=P@%OfL|jzWl1gG1bPq>jaG<X;eB
zl=Q#Z&i}5^e-H&%_@sbR!N#nj^<w;WF7i5|T}zSfaE6E9_Mq~{hao%=*u2C)san+H
z-ImcNg!4KgaSpXvgcZooXbMU;89SG>q8t48ja5tkzXrTAegRpI6enKpUmPuaA}b!p
z+pbAGT$au>DR>l;Na<JD`QtnkFRcux29^9zgr-8W%$PL}vxQa^JpNdIm&x=AZ_ieN
zyE`OBG+|#dYtIi(64;MZyq^`2t!xkU?zmTF#$f`8KpgD&JpqZaD~TS|&EUxpRJL`i
z=<EsR2Losx-Ak9GF}a~T-c+sn$;MW%!3|<y`^3%-iMwc1yzdy|0|gZ>PZ^V*jyF;_
zak-VeWOIT4h25Uutz`P4wy(X<{+3+L5Ra(y@TRz`63|!zGD5xfW9?h-hY!p+b+{$c
zCM6nj1ph{*%~iweFH2V{vC<y8CA4YDO%c%#hfD1-%Zt~}8&;OE%kUg_e^pFdfUY`<
zV$$}7o_#!m(WU9Di*N!?OCuy}$G5!kuOmb!XE3qb7aptr$d_o&B3W$HOLQCNbq#ne
z=)@tasq>b5ip4`bEzA56%(`;Tj;B-`DYqtkoXeQk`)ri^Y?+DeRK%=8)Bd8M(1bzA
zvl$miacN2SftzW=Vr42z@-vZ=_~`ub4ARk##vqu@#?$>q#c1>A)a2#zrgxYpnb)nM
zN@={OO=G^tN+QuOU`%Wx!iqO*ergP0Htp{<&8QNp{LZyCV6BGTDEFM$vo+wk(eZ^=
zt7!!Uztv}Bl9-dbx_TotBQ9!qug8Ef+AO$KHj-@MfGTt+0El{1Xo3PRjcH4Ha%!3-
zuVRJ*bCM^j1;A3-UmOS=Z`rQb%Q9f8hX64y<9}x>4W(H^mV2nIvac+__v+hP0bN8v
zVZ6Cb^KIeSFX5?(#L?Gea+6+WKdt^>d*2-m=lAZLN`wd^NVJG(iB9zJB|#D`qW3O(
z?*<7GLXbrC77-=7(MOqtAfuNsh9G(!gJBqhxqFh|Ip?0c?)~H5b^f^Pu4}D#nf0!B
z_Pl%Vr|oBdp3mmL|1<(r7A}_~O6Pn{C=OUlLx1Zpxf#l!FF47uJi~YgkK=!8lF4)t
zY7UDbr7a->&h8d!m76=7mN5EVNVX~eW5Mg(%&$M@bMM{Ir{`yLcbrQ_Epjuw#vWCe
z&#tQ04Fw*Fr|0IaUYA*%65OC>c9tl&oKN=s)ey)En1qyF=T|&ZfdLiL__-l9WaigW
zT+DAOnoujrApf=8xSp!Mu$kV9|A(MOYi3s%PMo;4$NoY7!pwea(?P^Q7>mX4w#T>n
zm65(+6aVw!A=r=j#8sHa^5r%!_tpFWCqG!HEKdWaK%4!%L#Y+htvQ5a`053~a`cLX
zkHR8{?$2VFi*~K5Q4e2U0bpreWx(s_Vd8R-B?zb%?Gqn|v?Pp;U7XObe^TqfR{rV`
z${DCrC-y$oukrW07uvmUS8|SGXF4Fs)HkgCnwG*{ZoaeZNfv<Ms&f`O+3`Ozg7_(*
z2C9N7^RF%BHEw3wkz_m6Mq$VU@9=J9(Q*-H7m4ZzWDy>Sqqf7HxtQB;+^A_WD>uaC
zp2B|V8@&MAWG2ezW1bczvPuo9`HPI>*rel<GhlNcI!djpjSR8n8l|oNBOk8T7l@f5
z!-ukI;3wVsHKy5I8H_qQHe5Lm>DV-`u0aTMR8ey}-RGT_ks}SCDU>2o#T<bNpu~hR
zPd{qWx~nli&a8?8%w5#(3UACaD{bpije@XG$EI83151{&YID|IKH7;be4>TEyU_TM
z>7If4m9o@cz(Z8p+V;I_9xxpD<_%zn6D!_5E*QGR%6c}j<3W&;vyig3VGTr{xxVxn
znDZL`h6B3T+1#P0lg(z6`$JROt#ZYP&rk<c_;55jrdF*ARd#fw5QeZ(2u<cBk3TzD
zXUi70vp4{S?9Iha#3O*f^=^55xtA>AIGlxAYy$(-fmRXWTS$E5watVNz^|Ym6nBK9
z(0u17+rF$9$BjFss|4IKPUpRPJ6rQaK1)WevEvq~F6myoK`Lt2C;w7J@f3jc?N)2T
zEf)j)ub3fG+ed6{$I}%nQcrowwKZ;!emj+1`l3VJeBayxljm#B6^j)5?6fVHxmWwl
zRZVgV`vGTytOsEP99LUWW!J;7w!VIig=HZ(ifwLdw*BZ33Fl^lcvqW&lujUFpJj;>
zPP9{b)n=C>n+a-@nb|#EO>TeNGfs?q5S_JlV-#rt>z&*C?dbST+rR|(Dq~=2Rd%d>
zw$OjD1w&u;z_0tFi+)Dr7&F5#%#9<iC*2cYNMz4EQb}aFKKrHO_|5neD*vx4m1BLD
zVVU1fq)?A2?Z?p!OEWbemPWA-reonwD=c_~&gUr3)GR-SmVI=C(;c;X_6;^$q>e1=
zc*AY(O0t}*gR><Xy>1w|9>d2)j*O@}oKVWBP>L%P30yTPxl}TsI&HnYhm7Cq6*8Y2
zf1wmo`QpWtU6+fPn7GtaKlp_7Xe4YxVBN6M4RO8<dKYC$e6sqZuN+NSSrv3Ivlq=s
zt*=a*kJ7SYB6CZK9XJ|N4cw2wKt_73man{43NHOdlQu*<$g?q69MkgYOt2moZtZsO
zvotvuCNg90d*;bc_;m)~KQqeJ(iWD@T5NHja?>qAYm8bv6GILESTz)8P4`&|3vgJ9
zI=p8tnRHk2c2D@~!G6-+s{tW8j83TlxHrB(ahf#EQqcOXZx8hJmV}%-U7<AcVy*DF
z$caE~i6PXHLN9iCzNq|xwjPz4>cFzFSKuzB+{e7fZgrFWqidfrX_*Wrp16{563r^>
zM?)P&K^9SJ)|9Mpn5SU9`K!_Wu!=P6@X%eO)+3&<*in0{(Zj{kCQmMaXSdvjo_8-6
zc-P>ygSfRFuSs|B+2cGl?j}}$HL>!}SI~DffI}f*?&{$_3s>?m6I;xc_|K1?6}Bqs
zi|Yc19NB57A<pmGIm_3(ixiK;vC2B)@UQ)FmDsd)s$FG-bL2_=6{8LP+fL1f-q*sf
zx=EbO278{PjCwbcr%g>f;DZiH=~u)mW17yYMke^&)F5C9<M>@cO?Ebg59pmn!{a(Y
z!4<+<D_~$>TkISOz%273(4jU5S3$Onr|XVhuoY&_?Kw(9;A|S}t<GdMeNqi#amRzM
zZ9!<-_WLUUXaUR6hkEt|xq*s12&2?HXXuM*nkMrZgW@W*te7Eev!CELf0;<&`BIc=
zbgjo0Ad=YF_yo?&Hrjq&@c5uV0yQ|NJ+1y^Ox&yEk(~`^ePaORu@Fim1|?^uO|G^5
z^L+8+o5}pOSr;|r7cAsjD(@ekY+D+$euheY0(;lSMmjH!FODX&O@w^N2_qsmg3+g*
zFdbX8w#MQ6e0SN|Kf;}xvqR;6>O(Cb-P?RDS==G+nkw=9cRI7M#iuc+xe2e)h>gWt
zin#8c2RB(JakuT2+m{<<G+KCI1%8_-T!lRosCWyKh|p%qdP;wO)V{;ER>||_*x)6y
z%Q+kwKP-7KHtNQ!OAP!YrDiLxC|HrVs*}?MAJ*t&QMfuPcr${Qj4)4iDLI9bH%6)N
zC@5XOZn(MlYDxC;kAdv7mI%U(rn2X?vF~3m0Ix3I_~2sjU{4#lTVcKT^Q^?6*5cyF
zldmL5CR&-9A<LgOYK8%fV4N}~XWh`&2ios0nl_kRbMt`hQ&Ic=9|ZUH4h(C&<X>4=
zx_5D?M78Iy>+0E|(v@ABeOZ~^O|)#Vc*ba{oayWnCH7VI%$Y{wCMBCy4^JZ4)7jnf
z2t<<WePg)5(C%zETS>Ho9E(z&y_dlk_p5+YTjh|PV(*fO=ye<MOv_uDmf|eWY&Rgc
z6uHH!$8-`e?`bhU;bB{YXAX=E?yNM*smMoV_v9|eE@K<Fd$56TOlP6}I%nmMf6C*~
z%ofH$i1*Si6F*fXlIO=?n3EAY+Yi4#Y4T9!Y=vFy)s&6t2)7pXv=8_YDS9(_>Q7zP
z3W8b%w+Wxf;3yXss1O@wRq0t@fxSo`5t&qX;7;n#YhS?1TqmPWNCHV?{vh0<g`RS5
zL2Ys^W&)5CBoF^^4HECn#>gqjXXT%C+VwVhbDpZoJ{^Cufl^xWlX>0PvN1K*@8Eft
z=lNPA&<Y#Yk{Q@_t*tfwB<YNmMwhB{xr4NdIfG-BVK;i!Dp+QdknwbJZ|V^yt!^Sc
zZiWCpz7Us!^H_5*K-ox$BdZ;INX1QE!+MNFjyWYKHo$-e5ONnQ@DBn_6hM)zu||(R
zZKmhcVr2T}lQ4(2)vd2T&a<xhOS_&s7CaLw`R#cV&6D-pU)+iSXGMJa5*b8shU@ZN
z<db5ng`UeZ>xtn-?*>xNkHwBkGA*VRPN23Aw}%(n&#NtY4G<(o#&vsgS$U)nx@ixa
z3gdqYnoj?SnH-}r9q&D9kIGm1SKTI9AFwbjENsu$)YWv~JfCQ$bKD^0VnfPuQ-cD_
z8<HF}h9UASwY9c7(lXgWtY#yF;)B@hdOgM$YVKCeKdTV-3cB!oqE4DWaPqOrp^CJ3
zY08U!MfySt@6H>tba_Fctp3L+a&4Y-toJI0PL3_;WW}PJT4R!O8puaoZvOIo#i<aS
zoINf4Oy%kBew5mNm9%T=FKA3H$ewv>&+9432%E%>hQuS0uSCS-Am%m}!8}5(kkqr}
zO=_I0ZWXZt{xiK383tZ3EETD|tW}cweU1my)Vz1~tbp@)jorO<H}lAzdsx^4_B;x5
zThI8SgqXOgJpQqECE1Zw%<Sk!YXhwRH9Vv0{&6lMu|V)!?n!Za%<$(gmV*&9uI<Z}
zmfg=la7p*Nnr&4?nk9c?vP$%PVhhB`{Qk&bZ0=89vH>L;0d~Go@5W(#>^<n`RCQi^
z%3{<Trz&+Bca^&)-Tim$y&X*m!DN4EO7UG5e38dvTz$>!^BCKyCB2vADvmRC2_cg>
zb(7Fa53?)vA%`ubx^PnUmY1m7?qSNcYg}VPib0mm_Css???(7{n?Vil2x9qSlxqs)
zx8E7c>(aXmnj}zska_!Bjc0p=d%oSgwU62IDn{<HgDMY0Q&JQBh*oa&1e)W&_6408
z=&E4flr)+X$|wPkiqLBLc1HoFq7_zCn(Q~dh9|87)ZC3@Mnhe9AuZYT+$tRi<(sy7
zR$f)S?f13KL-#HSwLnteQ6#P~@VhO=le^hW36w}zF7sBnPJY8N`q5?#h7Pz$R9hd@
zNnCBZ@w5Mn{PIA~(V;aU4Dx7@S|ja&xT6avTp}MC>yh?A?3>S_$4gJ15VsDV7TMhW
zl7H=lQKAIy<P!eVC+g7o&INtb@!Zh+NCZz}NBSgFqv0FK&G^u|qzd|c8eYBgAKE^h
zDe8`l3e*!I)AAO1t0`we^(mQRxo=5wG)ocb3)sf)v9`$J6KA$2s%3xJQw|In%;vi;
zp1JLG=GGNHmHT;A+0?Yuk&m819boZO*0UC&SQ^2BMH4+uQ?LQo!NsG9t5+3d6H=#=
z9Wg1Ed_&FsdQWvw{H#EsmEVLBfq?n8=1C_n_WjOGNcgNZe5~^>))AH)mjcJ$5&oU5
z1y4+7?lIxL#J)N=7$$e=>#ruaPbI<8NcP~QcP~6vB~F|aoH2%76M%u`31JDA6-{a5
zaJ@0$jms@{d!LsfvI#qLYEk1&71cH3U#8sbMwXI(ZD&s!Ryxr}?dSX^QO*I5S5hHE
zaC35`_n*2-S0k;-9lTEbnnSt@q1>#uqKr#cTs_Dkp!+kQ^H+-t<$6hm%{tC|U6=P5
zRkaIO6J+SG^VQnPvL_%l>|Eb=uf_1){bIvel1-U9>dvI%s9WPx)M{wq^g-oG&t;6(
zh7ySDUX?R4xD8&Sx-W!j6Hfc|(YUvW;SP7krNnmagX_%F0<WIh@mCfz;$Y>DGG89V
z1c)o%Ouj{XC%ZGT1H%(`wLGEg{jK>(p<~m@FgC&Zh_H}N6UN%2s0JJf+MRh0H6w4#
zeZRRnHelaz*CjbuhtqcMT21qd^3?;A<;sow{<%d!;OD<q%zQkqLUxBMtru|pIzsq=
zxaTIrVuP$_&#ia=kSn+AL-i@4Y_j}zjbQ0BY}e*z-%&X}o5pUcc3w@I-nX$YDSY?0
zj&$6&=3>dOF|k;{YOOTi_GK7&V9QFj&K>RI5-PEK5gP&XG*OrRlTKPs$>+r0y|Y|p
zzbKbnch|Z;6&OV0;^y|}PPL$ttxaD~aeB$tR@`swq=+%7NWpNi5E`_WdosK~`pvt4
zEk_jPxO1)$apj{|AQgI}L^o@|aGd|m%lMow+cO%fJ<Ee)*8nFbMAWG6&B14$gbqF4
zM^9Y*L{opPT}0?6+sY~5Ouk`Gm5rElgz$f4IP1{N^jPP0TAXoC0?N7*?K!v8;1QTP
z&LUx*CqfoPhOoo(@;1n6j{SnZXRa&dcrx3*StBO=tLqZ;SPx<7FHPR9A164#<VaT-
z9L=Keh<GBlAQtG=p>OIfSyABF0~>Z#g^>p?Hfae5$-ErJ{PsUV@>Djl<gXJncXt+M
zh;RDi6`@xcEG`6~#Ygdm*!WAmaPPdIt(xtFdu=HN8Zx6IK9}x~Si#l{TLyggM`LCZ
zEd1&sPf@l14(Pg3u_4vJdDd(J+tI<(d)qnruII?%d47j4D%$jO2ywJ((71PH?6Im=
zVtQqIW`~P4B0NZ6$gyqRljf20cQ2XQ2e00}Gjx1;H%o@_pzU=x^`6#dLQwMk<H&cK
zuH6nRi|HG>MU3})W(gF&1(EFsk=G6riR{3^WgxDqNXMQQr&W6&&7fp2N5>;^om=8M
z7h8N%xT9ziS6Vlyc0nxKOHiO8E`H2{30G3Ov;kvWmE{^6ycY~~rbkv&z_e3Ft1fR=
z_tvjGp`C+-Y+G@9vaj?0*nUu~FgcB7h|iMZ#;78z)<u7~O~Jr{arK|pWms8R>1-<i
zCuZBAuL?Em{6a;2;((JwAS=B?qa6jH%Cg!coEqG@KGl>UmU_)@s(|@N0d!-sF2PI-
z^Lg1pYjxXHo)OD9rk%UA4RaB9GgmwAylSw%+BY5`l}U53yZ!vfhxLBe8$8qgkD0Qz
zn2--jB=wZFN3AvNXT{U{p~rDH%?I6z{k!p!u!`~>FYK#G7nl`C>ql~M%7R;+N2$&8
zEZO+2L)=*^+~t7-)nG^m*~tjY8arWn-a8^Ug}pUL_{*1#qnBTUh7z-MuRQkjsd;i=
zX0Q1vRS}6~`IVwf65qMOl>^@8586Xjw1X=@wTB>^bE*M6&`EwN7X8c)A=T}k)tcEI
z*!ID_hGY5Wq|oLhML9(ajyEvMZ$G`#f?qE~rOgi(OXP4BTEZR$!mB;AQ15x!u^q%f
znC^5!xen6qEh{G{)FA4dk%;}uAfM*ZT;Ps0I9x(_vbWbrKO(P~&fl35SNwPfF9)b5
zsov>WQMUv|L+Z8)N_d~JdU(z^xp6z_Fx`8)Vle?Bs5p)B!#<*UYcHj9-w>7N?dN^c
zztM`c|ENou>$KssW5+#$$LRPOv*};e6Zl1B;ami%(xcye*+B=A%?IC|^R;!snGjBP
zV)eh8Q|;84wZTS5X-StF#v`27on<yI#qSD*s-u(Z$KnDg{gXSzXLNNBFOW?cYOK9v
z(4ObapI?s6)y*-wv_T&ugPskxOTUJHRs6nx;Zf&^j;iv&Q)Xj*+3Q;U4f^}0x_aMM
zvqR7QToibzf&8pJST)(yBFG|09+S(+=o_6-VV*421#Q+}|De~?+usA{uSiA)?4_|D
z9TDK4mUV@Ax7t%$1@1zTd?Z5F#2bXkM<BO`pjr)x0XTT6xI*dbb>Uo2v(IAqHY>a8
z7;9~W?T#&$3}G8@>(abb1(knT+pcc*^;>3=z)Bkb_O#U#`n9p%E**A$%9PAIFXLG+
z!Wqn$bnTQpGP$WVuh68?(-dCL9Wj&ScxyhN&j`paQnG*bk0iLwI}lzEFMj(Nl_6Q{
z*`pErrHB`IqNm62b~&$#>2yUslRjk>W`LofUrn1^-8NnP3&KTFl`E_NUH8JH0_f-W
z*XR(tFJXh*r)10-W#paG-xM~`yH|5pQ`C1wRtFe{Zg>Rqxo8%#`ZmVS`Y1Wn%A!;9
z<C`mwJYhejt@u|o%WVX;>3cN|_{QT$XN&dMxn>M}&7KY1LHqdndd`pwLQY>2ktMOd
z17Cz%bx{=0;?34<kYm+KeEcED{(V|(XnP&1m*1hperV2kr~MHW!J=PyK6Xl7Fzqa$
zzdbYFf|DdZ=sB}!cp$6A#L^U+KGfx%V61r|4;k>WnZbt*vy`T4@mn$h{y@%nMX!|i
zVvj+sS5JX*sp-UXyd3%q_x`O>sz_UIiwk+HatQTgT~RgBG_ExD#OT6@+)oo#l)F?l
zo*8=w%j;+4Hw*d<UsyT71N+n_ZT0h~J$zRY<28IY4r1N*!&OdG&=Y4Ds26K@I5a7V
zXS)fE(jP+JM8^1%`$%8t7k+@$0H@PrJ!Etf^E0N(OZ(nIKJ>a*UyQo`Y*SDC6#DBd
z)W+NJ(H@oMf)@Y-l}vSqPa<vfc2=r*%@eK_B0ILeaHurB((b!WT@hg_8sYTxiv^tK
zSrX>VnT40@+)+bD^kktXc49{6gg(ve&;Vw%EOnCL{&~6P#WLqDvW;;U&EeHw0XH;0
z11|MjHdj=Y6BnS23Mi+WQ6uIOXN)gqB&s|#>o~QRO|L01mbO>Xl6?)3Dj?J^)QJFK
z1^$uR%@p2?_EFw);|vkyPSt$}L_=UG!l1p8G{|UY>F9|mY8E$HKji0;IW&tKxnDhN
zQ%~ra<i^h@smH`aDOAAq_EXLdsU!|D)`*ti{W)K<Yg2yor<w+o1>d!8R93Bo)Xx`}
zK}H7Ddf7mRvCrSt8f%uZg5F$CQ_Wch2M|025Q}*tzU{n1_9xzsp}y*$(b@TKHR89|
z{LFXX!>ls_-T#K4x}U6WJW-1|T}3{Px1^<yYmTXr1#cS;5mgNGusrhYU4mLV3nue6
zqlQdGWI-%6N7pzVv68V^v|Igqx{u`;RSouqhepo&z#F0fKd+LOz4Uf(>?uPQeQ@%I
zenO%$1`ZNFM5s$bD(l+v*v=5~FqG{`Xuo<szvXCYJB4Y5`C~yjSprheoJVGs@S5{8
zHFELG<*O;L0E72-Kvh6<eh*dqKLhqX-E<f8>M7npvR$OqC0GQ5SrXfg7+m_?Bzrx$
zBt?S3yM1!tkB%qr_5K-i!az2p#!+c02=;ph_l^W>GBx*Oo3_RE6Q`zLWcPnc*B!j;
zq9_zQ6UHNv^Wog<Gu0ivos(mp?MtIxMF;iIKk-KDb-G9t74e#x8zxJN<a>u__kGHL
z@9^c;%g&U3eRb}m9gZa!iEl{Kp5;LoH(yel!#4E6^?42c2&qn6ky#H}kA|4p9Tuyf
zn}RO~QFIT4A`dn0JObsVG9DMrB&BvST1lZ8?!@qtf^d)&W9@m_LHm;C%s+g7<&_Qh
z>{6UjRQLdq-`v(6Bj;WfSh25H@Uuh8)xZMaZoBZCwo<$i(*vIP7;}u`Zr@Y-$Uy%Y
zC8vN74w#3l?)G&>0oR=!f`7ZF=FjBO%$-Rsl~7k?uCuK4Ny}Zgo%f_>z4y56O}Bad
ztsgOJf^6|uRucvTKYBN3C7#n3d4X`sMW57<oCv{hT+zx)r$548H$2#!6h>eyE_hP#
z7RR6#l~QPe&HnJP9}8_RcZKa?+>7;f!&ltNgTJax9=k7o7s^(}%BB)G1?a3JX_QQ9
zNao!ufJG`q6SzROoM&<nO{zRWS?YxQ;YDAOrUTsy0YU^E`hL>kU5=MDj1NJv#%FMj
z%Rm@$I|or}En)-x=LL;YbSzgSr_u%Rgtb1%#Jr>dpY6FQp#S5o{B<uVa;(e*1@pZF
zE4M&v(EfQM1>t+mmL0OC$Of*tZ7FADdCNow=bvT-&+-Y7ntMr8{r;R0_@{J1<PMOj
z|F>?XRp7`>sZHwL?AFK1R$!sElFFnmE17bG5GG{n8+jnOUU$udtTN8YJ^s&tG*Er6
z`RC75y^rZ^!E9dO_+ENTQUCwn`ac?prIMD@%XD!n`0+0JR|Sp^>7A<bJG9e;>3wr_
zAKf2uLq2zw`2jN(taF=+X`j83rtY;r<&VYH!?XUm;ZZB8@psDXkUowt5Vmcz9;e>+
z*`F4sns;)0|98ezO!sI}QEWlc?xENWyOi3RnyrOItuv83;g>^J?t_S8J5mVp!csWk
zu7u9t#%uuk_q<`H<>?vX$-df5hI+wpU<I<rCgEP^;2=%T@y4^p`FPo)($ePZ8GL^f
zrkn%$;O*TsbzMEZEUZLQQWC#$O>~y5zt?h>zh-cTi-gH-#Z%E;^QZC=)^puV1hXED
zY46Jop*f`=CpQJbhic?^#Xj#w?r;|a14hXih?qo1oL-4OX-_-;@G$7rt5=ni=!Pjb
z>nbK$|ILN7><3?s*q3Ez@ckb|&p*fE{4zC{7a<p|uLCe0$i?2Ur$t$Ok9>QqY<dA@
zVV_g$jO<_Wi}6f)rq#05MtLjok+HGyg-9jHy2*^SrRDQ3_OMKyLd|Uj;xZB7=D-5*
z8#(*JF#xX`u{*<PQGFSb*iL5m-+oOM-$!Wa<?)*{@SMe-l!1dQNe5^yLTm#K6dp~<
zLFn1I>#Slc={{{L19up@sb6l2NER>&n0w6=@cRY%0YJWr%y&VJ%M8oL_);>|xlu1F
z&fr^O!8iY-iM{o7XZYe?kfWPhK~odK$vx)pM7}cfR+M=6(Bp7-6{~sjS32NR<w1_$
zkgd48buK8SkdS*35fO5`gZDwT;FSMN$iK@+JD5^52D6+%JV>C3YCjjDI96`fqZM|j
zV|4IWpEF1FE<?li{lolgB^Cdwvl7xYuJq4u(};2WZ|b-~%kkJ^rSG~vNp8#64T5$4
z2+DUmFEcU}IXmPn=>o7#fP|{RE&chu=$?NbQ~rJG|5}q`+d9GQA?@;SE9S$|Y5G6z
z!86S?MG;358gSiWOQ`lkPn5Js|Iy$%(YM2A{^dl>QaGU?i+$<_TY|-+03Q9x@jAlx
zeSlm%!WIU+Pr2t`G5RA6y>5ajl*-!uff?&EKe*{APD!{=Lz3zr{8iFufTW)FYXYQ0
z9Zbx1&D5)~{@=fUzoBbs@B!W|L(+XIlF?iWL(Ti2)NIoIIJ&gB_~+OdFfa#Yi+)Xu
zk@tI3|2s`Y3Z-pu{h5XT>`VovOGdk&DG-cG_18hKMJWHJxg-_#I&LcG38o<RF?v1a
z&5w(JJ{dg<|0_MINw@y()+%h1^NwJ}6W;F%C-VwBN7w-|Vc~z2mCwgA3N7WaAM-Lx
zx-IZ1;3?ooi$c-?TQ>mW7i@3--V3V0*~gYFm=b#CI${GsX+i*gF=cgqos)@br>?#w
zj(BK6yu+5T?Bot>xY)mcxWgE>&DeanRzgKhJ?A51)Dm<zhj_G{22^u&+Q%~~(>>>!
z4HH?;(E?B4YJSSWSbb~9<TS3Xq+xWfkF>G#SWD|NurlOZK`nnO9%kDj7qEfmp?JGi
z@M>6KLf=2mZ&*w=AzcSxryclDBU9z&NsHF)ICo(wsUM8+1LdWGoPjj4X9qp-BQ-K|
za(t&`t7omGg{c*wc{hUj@a_NdzU=Gk``{)mThIzeC{VwY<?LYUM1)UmPIyC`J#^p=
z9vOCQV1&lX+%%*7u8aqxgBZ$F4ctNSc*<niA(iunpzn}Ki?FN&$O5P6O@hgW5-vqV
zOK$sI*bYxv+jL8?NXDYrzI$RU$|9acx-DdXs!MD@uKib|cg4?w80YWm`)Tb_m$9o_
zVd+uqp{W_}twt)g6=$D<i87R8S;|i_p94ajxf6c+q2X0KLBB8%697|8Q3baXv=0OI
z*>XESIK{=qe?S-Dk@m2G&rkVCIN5E|3;>5<w%SLZ^1AtcH09XTRGbx4O<kQi2*Rqr
zc5Dc7a&kfllQT;pnBW<^U!tA@u(!vgXygbzb0Po~BRQF&m3WL%n<vaDiA_B_IjkV2
zkCqtpT-fkcQL*hfpXfyI$pPvT!5cviM{?|^n*&Msmlkysu5vv_DEwD2rbX^>CGThw
ze$3q0*LMV%!)AWiil%t3f3J1mCiHp_-0Q-jC-Kz^gz7t$%5#t3(;9hxOHWS+=R5+3
zVD{%lBR7P$12Sg_Ei>(lUfX5vA(XKlUgztcn5qfdhHVGP1<0|bXJi;PdT~kq@;Eyn
zhou6hcmL}6Q_r$ggnV@f!4KBdWCRZlK`jyoh*)B!+muY`ZXUbYCTV2e{D`4k+9x#P
zmoi8pD#F&QdvC~L_qIz?gMQzit{rV+P6QcZBf}1&!oJ#9o2_bGMLw6r9$GVzp<HlY
zZrKfFeYQFHpM~-rBp*Exc7h#d{2E5Y5VMHKaN_>eX=_hD5WX@ls#zS;0aC87XD@I4
z)X^G3p%92f9{lX(FvDVJsz@akc}VK!rrW7_R@u(k_9);e3_N=}Mm<`Ox!4l0ueBiI
zwxS4&<53IRgf5CmB>-6!*Jzr^5Gt?4qJ;{za+ZKYrY5Im`B-0{GS%ddjRJ2xj`kzj
zEt1fmU!HtcTwH9};9-Sg{0BIzxVSij!1ay{4s`u@Wo8x@{<}GBEG)N}sGvTpPvvn{
z2~}3@WF*CC#rL^uHUjqKJqzrnKb&yerK%ylzZQN9h&+25E_C4DKFg&`mkd1AI%<EL
z64boC#fbA^N0+JD<Q|G&&;Rr(+;@F!n>=ibT$Ez3ejGoY$nEUxoCwe}r~hNY@b5<Y
zzbMjg(5$Jg-QK7k0Hzig#yct`b7*=x_epd`=w3-P0Q=ej{HDuvbJ_r8NvwHySj}a;
z@&yUbnT`vcIUK7WuW`K6Xu5gPy$XDf&}$HU_9e|+5OQRsom_tFbhEjT#X%b*7)=g5
zBs;|-G!1@O0-u`>#w^Z8u`lW59O|NuK_oMz%D&i2*lf41GR-ezREl=~W1zp=;TDC$
zt|@CDpaw!aS^a-0f+8<U2L9jk>_jPr<5jIj;t64OW5ag2Kg(`E7*tkBg&d0S&x9$U
z(P+rgJo~fuSC>e56H*Y#A{Ve#s({@?S`?O*#W{!@!!`i?2=snvWJCw%0-AtqMX=j;
z#9SrymbeE$VFanWVIm#qk0@YddP$R_{U4U*`>Ky-<MjI8@Yq=A&SFpC!E97ddGNwJ
zRYPFJu}giN?;dW+!m+X-ZAg?Qy{e;=(;Vn7{dU07r~0y{rVOpnoy1?E1hgD(+~#O%
z=9sm~4?S06alEFiPymMV5ozTzC%U$|*(pqAY+^DH*hIj<b9izf?;qSe{f`{m@|VKw
zxqFzv%cn^02n?PLFf6?pk_n`V1Ln<dW88CS5|@R6L<Mg)MkR!7*oaF?R@?VoKRFs8
zW|AC@ttiOCnR2{rc=}ldtd0aZ+lB3Ynwl`J8Ss;J_|j{h?B6E@%rf}@k2d}EcD(;7
zVR7;AGsNQ=QlKd;C-<g&9sE*IaIjF&B*|=(Z2r-9S5KV*(l;n5C>1y|WraG>8;ZZZ
zadL7}(x%tUlJV`IY@Bl2Y?!BJ3tXVxgcC#ALJzDqVe5jXf{dpuKv50Q>mz&)QF?E0
z&#+8?dcSo)t2X0BF#~mj2Gww)I|xeyiG-PfD21b0zWs`llBSQ#Aj~(2_`m>Gdv*)|
zZmZU75{tMsJ7GXlP=KUmvd+~8)CK+uBOd3k`vDd~(0~=t{oe5Nl$FM1Z{p*#_m;^b
z6h98)oO|DKs&>0o+al;RGo=)DbVfc1m5c@r4H#YED5oc>q-R>ls+xro(w8mZ_v!4Q
zH9i?xS?R!?Ti~582hI?t4PaA;d+Vf`kF_|uSyon7YE)g|V+IsI;U12OM=RTQrZog|
zg3al2tIyec)}JMt0)xqrYzb&6@C3h%2mLni`y(nFsOqQ+$l@K6`Rni3%nrdBweBQU
zm>yb$gYhN%JHE~?E<gm?tbo`<(9Ra~n@yM{lCD&=;I4<^Q^Jg3S)X{Dm+xUX=w5%|
z4vfQ>zz^@-e0Kp8glqz8+WM6=8n<uX?mrY0V4x%w=1Tjn(eF<O3lV|L^o9}KiDerS
zu?zxpstSj+Sy_KnX2A>-#5i-%DOprr-ugky0tgawN9wBjxj*3~M>&V+&Hr`c<A0J1
e`7gM2NIdQ2Jhkal&Wkw({vIi7J}6hR4F7Le0!UH-

diff --git a/_images/6d5f3f9f8b147cd35d77fe029fc7551e2dc947d11a8157855147204ec45f83ea.png b/_images/6d5f3f9f8b147cd35d77fe029fc7551e2dc947d11a8157855147204ec45f83ea.png
new file mode 100644
index 0000000000000000000000000000000000000000..a8284b18ad8d678a824c306e4aefe1d026649486
GIT binary patch
literal 104921
zcmc$`1yq$`v^EGTiXbQg3Q`gRN=Y{;DV?IUgn)EPgMlDY0!nv^lyrl1ceiwR_rE{A
z_s%~vcV^96^UoUBI!ip9^PTtG@7~XTo@c*DZ+Tg9ER1^?C@3gc63;{wQBW@B!b2AQ
zDm)|gaCRF0;<goiX{%&mU~8{q{Tf9^$JWx+!q)VS?)|r~t!>^|n6ol+GcwcPH?p<0
zwBcc5GW)L=Fj`m}GW8O!lfy->TRu~@K|#5xgFH}w2&TS4K}A845P7QX5VbmP@1p#A
z|8T4Go3zsge>|1#rRyGDyy!n({-Q4}(>^)2(`?NuE6vg#Keq9~(zG)xOMjWu6F71G
zsgRd^k8`YaP;>st3FYHkx1U{lAAWt|%qd=fJ(|}r$SabylmCG4k*ETm$1Ndrat}*p
zWASVE|NdN;{8dB+p1LJeOeLZJ>F=+lg8pAU#i(Fy%~Ex7wn0K7md$Cmtn9WEImyLy
zgWLlbx$qRr9VRVlcnRhm`eNhkquQH-zl^#mcAd_iJGZYtla;Of6T1-O+|fOCoxBb|
z+0GV42)+BcR4C&E9-fG^lY`*cSUDG$Q+)UK3g?6E<CSciUK!4*g$4V1?F~g=B2IrI
zi}IZD8E<cI?9XE8<XNQ1Z866G`qdSqEO0PpL$6u-O`O!Ru3Jabih+TlxTGXrMf>oQ
znvjr?mv_c3q20HNYWF=Xufr$SPfo^41XDAc4A6%#YL1x4CL~Y<1qVBBR2&?x=5>Y%
zxbg^l-k1teH`lp1KU>?M%+b3hc-$TEOhSU3fx$2KY}GJ|&#|Y{wL3xdbT8W-?bS&B
zn|-N$QBhGd|Gc+rYV+-pjbF)y!+7l(BRMV157g%7=J?KbdwofG2P!9n9!QO>=9vsK
z!e^>hx^Od9owDFkOTRkYoFcg4DRmqZZM8is;fY1mpd`oNKfjfcL4OsSxM}iyzldXF
z?)^2=SEq+tHwalgmU>fn8i*`j6{wB!9jupa7)+Eq67xHKD_bx1nX2_-)oZw+lBtIF
z#K3?WHs#gOFP*jscAvG;q9Vuh1W_N@llj@^;M3{5Rj+270+UixcNzuH14BYWWG92Q
zvKQpsk8y*kWptaqlDCC1e{?@v(H=4_lse<MPOkB_tqFr%qoyZWDx6vGDo?b(<Ien6
zGfnI-_X{^z`GEQ4>(-F&p`oU=qDg<r<mqwy$+-o=3vQFatortLtaq>on~SppTwL5*
z$^gC(-A1#C0Rqz<yc@IW*_9O3)SiT_246!%8*^W`Ivg*hUcYhU%6(eergJst{Z*az
z2=>!Oalx9=(a4*Er(ea%T)$xvaSR<~|NJ>!IBG7Ote9gtCG_FLhoN#u)~d5L3ub~F
zr@N_wX1EuE7e{hqV`Ie!6VA-x()(ddNy*8dA|fK*2Amuo#`P{OjutUh9o91)u4rGh
zWT@taahTnck&!_*Z+EHJOB;f<zu<DVH|XH#xFvY8BM5)z*eu9uIj^zbxO%zjd@p;H
zxT>-;#*5VHGq=tBW9NNSfumX67>DWWrW{1>=R2__Gyc3`oED^zZKMGL$FxM8=5>vY
zsqM_9&a2D`iHVNe%{0v&9rI8?BH4qZf=_IdN=m|!J>A~6UN4@(rl6!8F0*H1s@T2#
z{rmUR{i3Rh#RDnyZXa49^r=~FVy-x<2M->O7MdyHi7J?KM6y^-i_8VMpXx=PVPIl@
zPfDVCy}Q^gsi_%#wpCy<_((!RqUCsRWi4RbVa88VOw3bJUERcewJDIY<sItfZ>cd(
zE$2gJ8<pwEWj}rTv^Fg%DXDn%CTYg(!a@<Zn4)6P_LLXd2$}PIxZyXenTCh#?CfSS
z7l$(ebZKd6k~TJZ3AA5wAxaM(K9mUOFpD_L>40l#Zg#@<uAZo7s?5R8D>wL)r1$mp
z(K3~9eqb@`y8jxA&&+?Yd*yuHzDmjSCRtW~e*O?y*-BQ~H{>RkdXo1WWn=i#kab<Y
zdP6=pFK;ctVmMb+0@hb~x-E60mtC<R5%ld_65no@u$k7%(L(HtprD{{l;ZwFWRWbd
zzih)kkDTuTw!|kTCDE3Yl$gbw98_Is5^`C_DJm-V3>V3ucS}8c^Zr)N5(7ZY*RQvF
zdV5jj)0Er7S-tS-RPxJau^t<C5TBl%t!bwwC!=QC6{6td;}dgRdqkR-dcS*za^eQ7
zd$l^0V>*(b)|%r-!W&XtT+Gq9xwVy36_P*;dFGj>l$t<`0fE~WoM{Y5jgNmX?1f#x
zJ%4(%v$eUoXnmtMMP}yXO#!2Wg|-9CCz&cc7w3}~iD_xxCmU6<0fOgY*GL`S#S42C
zau1Ybn>;4?k(P#l)%?7HY&1{5fi@Ep(|kv?$wjGLtia*XQFoDrHiXpN{j_be(?zbM
zz;ddFLwnM0P!okD#4swyxc`x&lG4`Bj>*m$G4ES?mGtl9W%k;eB|@JkL?tmjZppSA
z7v#DeSwl2N`%<upID8K#-D633-#&IbJ>=;0_VqR0*$YqFm&VKt3c4LPQ+9l^zt%dC
zss6^;xTdu=z4x%gJ(D%te!jri*tlzD&t-qu5P6W0&Yb4H3kwUA)jrU`!NCE{EbKj-
zo}PA?4HQSpQc_XzHk7?(nX5mUU<X}xc}+(&?`Z!#2OC?yv*vfn{&{9?ZEXq)iV^;+
zwnH_mryaOfR#rdym*3hoEwprYE)3=9>Fev;7FQ&)V3Lb$P(gR7Nn0B$32teT3}Mpl
z*q&=0HPbG&eN!f)lGttQKrgD`#8=s&wbIru&N*gznRDD$$?JrghNkGKls7MDyufUf
zBhF5xG%L%$t4scbqe81w(|-I@K)_9;yy3Hp%gSsPyU5Sa52}jF0+)q0&a5jh7HAqs
za)wQj&UUh1mR-Ac{rdH2QepIN-e(ka9+t*PXXN54uAM)hbid$79#9uTML|_Re$b*=
z+t`en@!Bopy?_6He|RX1O64vt9-c>05hq7vrc_?aiyoR-mzqMeQHRs5M#q!2BFFWT
z1&5t>&b3iiR@Sui^qIXuZNt7F3j2*r9K22?+dDhnetu><1?>i9iy5{W8pHs4*cWaX
z<iv8u&}U^^jo5Mx+V4@z#k8#s=Z&7J7F&}0`T1pNS5>MvVqs$H{rUag1+H(#XumK!
z`wJpMEfb;d-qzcTYvit4k<NAxE6<=^cW=3Wc6K&@)UAN=<J~)VM#}CWg?V~BSY>c_
zyoX$1-?d}+C%^rCpFYdhRwJ2qPBGAmvH2AUCHgyWTpF!S?m<m^66b?;XfO<Gg-d%*
z^mn8>uRip!RAZrpz^SbaW~b)l1VTZ*E#`ml;8R@O{mPSd-ubrh-b_8gy*{Ne_lvVJ
zx0AIor<Kh8ef7%9O0zp^1bhyUQIJk-Gv8L--tPBMDaAI;ZQmE-7^GSD)@szODCbr6
zCBR8>S66;7Y!cl@e-eEIgST}1JJ8*?pwAUL^HEWG0RF|(Vs!HD+#n?-<-0iDK^e1Z
zBtc4C@N7vA67Lo%X~$<A%FTm=1<tA?Ec;1U&PU(BSX7<ufBB{#rJ$@_Cw!B?&f_|6
z6Ep#UT|MaPHwYg8`OsMcT}!pfjsGV9?kz|{+>h68ra)_miXv9Y)@m=cTN%lJhAXtI
z6$HIGY5*?mRaVA3)8MyaS*Dh0usz$1aHNru5pxn}0Hbn9yYl@J6Xao3peE*buRhyt
zFP$T_)C;HwliL=iz}c=+q3Q64b_2cfQoC_UePJP?!)YHTXcL@==O-ISv%zxc=;(3U
zRc@!-p;fCYV<f|cW|0;9dm4%20S05mRxXEAUJ#^QqwWNb>l3l(yEF(j+HgDIg+}R)
zLqO1^Zc$P1!&KP>b^IYVmJF#cLPEkZ=Z%U`5<_t<$2oj0*S+WGTLJEI{l+B#{UZ!x
zmI88eassED!V_*MX25XjIVW8{Lb*W&ot`cT7ENkUdn}$Qw|qbS!2k@{_7(87^7G>r
zxM^Vnxlgx3rIDOQ81sKiiSMZ*ycvBeNMG##M4^}ay)zPMfu_-ow5k8)*IZ)Rvid|s
zL=rMG$vHXQ-SM9pe+`?iPF9gcw$CrhdjtnDQ}9sgiP(xYJlp6=$5owD!xODG<!HT8
zT6~|7GJ%yvOvF&%cb8GNN@NY_wMFIOG$x*?4lEXF?V`zw+&uLE7W7J%pHf{(sTK%N
z-3x8kdSGAN4x9Ifhll;KrT#4jH8nP{KrIs*CCaOum+08oZ!JZT8@*LS$i)|^nQw%X
zU3Kmh*?1clSGB+x|LN1GV>X@q(lLC5nJTR$_G3>qG@?FI;QxI~N8OY+{S#=yM}I!v
zT-7#VyN9y8vNBw3MF}O=SX=uM={(RBSdIH=#Xmjzt2?4Rl&Es=`FVDAb-fL+n5>L0
zF6O#)=@Lp9+nd|4&b!k3GSs-#!OiCd)vr+0T5&T}OggVIjvO}2xz)t*J0EVhGD*nF
zUVV~1$ZF6=P<e6g42+2B_>@&J5jxp9WZ5shMr>mflj}Ecf|^)INcx){HMq1<fuYxC
z%Xhl#n3!dkHl%m)AhvXjhEY+3lq%`?!OeAK7l-16G!<Wc11C1xk_-%^C<5C%I}L$L
z13m`_1=R%02}md_;{^r=u8x<5hJ@V7S7Qhd4<CCwYIc{eW7MK*JWCq&6~qHLpJsE>
zeWSBKf9B@uF`3GL15rnNwK3&<xT*7qj;_o$%JpPlr$Fs!j>%o(<x2t@*{DBE?njt_
zm^X+x+RoMN$E>aaj76V0K6vop+qZAKn`O88B^o|2eu*KVxrR;r+lZ}&YbhDh!VMUd
z=1Aw1_v$a5+QU}ub0J+_3ZQ-ETMb0?8pU6er9y$w)Fep+hY7k17#BqN`rb&9iF{kF
z$A9?e<7wx`X~3Du$Link0s;<G0s#Sm7c*-by)G^;#Zdo8i-`fhUeW^zjvrh>C15j>
z4>cGC2KoDkLLvdHf$!NC4yD+y*R6M8<AEmTRH@k7=AW5N-P8B|oK+lUWo_VlgM<gq
zPmFRVDHIaD!_t9*_e~Gg$>g;g1iv?@YQtGxW6-_G(y#u2#&>==gFG~OLS$2gQ+o@X
zHK4mXeo@ol`7SB?<OvG!2SEgZW8IF^&Q7va(h-&mSl5LXD`>y2VO~7t`BpF+_61oW
z^e+o{jbz2G0d<S5`ACb~`1ti8Sd`{FW8Fn3V~bs&tX^oWb4kd_EffrDnb=Q+TJ<<L
z5#Sg?9q`8j)BsxG;o))d;8}UQZ3oA0c8incfOZoLAT@L61Ll;Gk%1}DX<Sgaf}25$
zfyfB&fB-{iBm0f9z~-S7czJnU<F#L(&1od91uX)SW%uv|hhGlaM=3%Y5<i@;Rz2#?
z1URxq_l5NID1keZOq@Q@_z3R{;M+zA2H*2~Tt5}sh2RAraL?17*b9+N0bUJpUxN49
z*-Yl<=F(x0-$Uv}1Jm3UIh=m<m6@VcsKI;D*B57MlW_R1wo4$is$2N@AU@H2?l1^t
zs<2v2@QHg-GuCDnO|)DibNLPMsOL^kN9O|td-0(&oYNxa%-S!3wtTY&6M!n#{o-Wu
z@c3A3cdvtg34QQBfR(6yV{`ai+g%1V{R_1Qi4AJK*^&88k;04&Uz!+)52d9%Ag`Xu
z$jt3@3etcu>yGzsjq5i0OE-XOtOg_}C+FC2OkfHujJ5J3uE7yVgu_nv^N&?k?vZD^
zPW(s<2OY9#%frITdbHascT`JuZYet9Q_O;7*Wx-C_eE}wZ}5a%LsLOJ6hJFe)#~D{
zI(!z;?Gw%${L9PBrF-Sm)4BrZhkCX=Buc5W1%hs%&2~;EFGzjrYgV$WI+}xNP(S<o
z&qJ$~i5#G<VTTmZB%eXxxT!!YnfA-{;{7bVkJV3%jUR!w4BS^|{L_{?`|TUv5(_yG
z)nDBH4ABmp5XIpC3vvH_)A%oI#mk<d_%?8sw&{8w;CKGmqJNQDgS^68?Cn&|r;L|5
zA09}BaPfT8nwh*f=Y(#DsB6H{QL@36y|!rHP|&04_vB<{u@M&n!dAKHMk5z9>(9H6
zcm#-sw_6#|Oh(U^VUZOvjC$?+Ei@ES(+G%xpg%g@>2$Vrw_1WQnkzWvczRw%gx4D*
zBTHLa#>|8SAwqtqd_^s-tPIUE6(k#6N0FBNx;f|p|2EGZAJOKP7Df6yt)d5cYMCu&
zMdK-BpbJ_$-S+b^*9}?1zk%@p{d)V0F5A8Ddn<!<4<A01)Y8%lsG}Pxy*HDTt|y|P
zAH_v!c#jhEF5_RHh!&tv^6lHgpooZ{t0M*Jjr(^)#h^~Iw74nhoKz$vpc=1xeEP)f
zcItqEfq^oVXL!@m(Q(YWmBDO3mdEZ9@FR|*F>6fts4-wRef|AgaGSv)Aq}9zklbSA
zj=2DWji~hQL~(7~DzHr;LmYsCSlQbfwtRc&dyoAu%?i?1*9h~)?ItuNq(nnQ13v2o
zEblf5BoIU$04$xM+HS*?Cq7a%u>GM_xd}>JTU&Ve_zEg24Zx|NNlMn3a_poEo_XKZ
za)_^8K(=&H+dY~=y-*%r0#vXAG{$g&$=#j#_L+<Gjf>Tjb5Jf6fGWGYw&2tVfNGME
zlFGYKEwxQ^orD}dhn(H+Q<Ag0caWpkxHy<i2F1VMh!{WcZ^oH2a>iL>-(XBX9739`
zYSjkhS#&I{2UJvb=VLx+ZDnOu#kPQX_IoXn6(XG&=;(ij4P)mZFb$23UV=cN%6B?=
zr6W18pfFqy#>J(iFp*~w`v%2+!jT5r9*T4nS0KOh{$rbYX%qmuTEs1prp5((2N9R>
zh?7ds<O8#f?|3os%GIlH@7V*axw*NSk?!p60sYyst|Xbhl-0n6P}Q=0iU42Sg;{#N
zq%uJpLdq8bzBt{QK}}y6OV&$QR!yW9fH$8VOzyx!t)LrjrE8yk0bvh7fA!?`n2q3f
zCnu-d#Kfi-Bek`cMHL?3^INnnWo+Dp0P7a0g$ug7h3+5h@2AAa$G7WYVPQEqJKG<z
ziyky_;Y3?`GWT?Mj=g%Uv1vFlepWvh2*4?PTeaH^!CC~(yO(ScvkZ)~#NMUPpFiIh
z6s#I;bY96Uasa`kfQJ^@?x~h3maI5jR0TjeW?72`oa`fX_Q04J?04Npb;boO=3`ut
z5d-VR&CSgSde@n9j4~0C!F8X0ysA0Pdw1OGK|?c;-2N#7RM@#D1wATm?(i>PFn*?|
zuSs+UQi?-5EpHZ&k8AG|BXkhrV}1nor?-y}B?AN2yP=_%@CglZPd_%bwo*QN^mDY)
zWij5%0UkUI42U`AxSG?rs_nj6eJzU1>I3XqCkZJhyw%;^eZpylfz)O5>D$$zr{DsD
zDv>VI!yC6rZfJ(UPcA)pieyuu9u*^_KP+XtM~Z0+98l}iLo0AbTfi3ShB}BLhdTHK
zb<he@-2rh)!P;31;71Z+r;U}3oqel`G9bUCuD2IlkgbD*BKNhKnU5eorlzL$8^wGH
zs(Clch1JyVK~9$+%}4T`tmYx<C?X=VSyXlAcX)V6cPH_y6$Q`2BJ-t9WEG>6=OI94
z;Ce^>*>3$Qwe@2qHjZ$QB~zY6rTJBhsz`%R1BZ*4r0%=!V*+SKuRCM-;Zj^Y#NFOm
zW2+Cc%-}V^tv`1(5iDsYorU~!$t4hdgg|*HBK`jw=l}CltL)PNqW;)Vxw!u~dj2^*
z^96OT&s`>ijwo(KIQnDPKLisv2)6cnfBFmi;)<jskJMPVi0io2k9F(NQ>4Rdz|w31
zQoDLG1_eh&Lz4%&!_f&p+XKg)N7zcy%rR_r$=-lE$cNWJMUlv?h3uR_I}GP@WC66}
z+x&f5Sy_3g2yrMt4o3F%DLcnj`_q1@iMF4R0K?s>;yi&lQ@sdr$OEBqH3X1#0-*I6
zoB%th2IUF9wa#*18lZjQ=*B1^_X+`I>lC!m2mJgMwXu`1qDD}ptL~oIB#7k)))6WX
z86{KYAq67Z>ptU1NAr9ynshr!*orz)qZIRfwfU!7!~JY;e~rv_7YFzS>wmPW_5Bk&
zgAN`s9^L?#z5W+Bh`D~Xcdo%g-`M!#(#Tpu@~}X3fMkv9+?-mE5|6VZ_XpyXPh@}X
zCh08LfcjuX15Ei@R34>_ZVao!YL`~|dcaBsq0)G`H3PUgvy>VO%6GVO{MF-409J(b
z!X?`)4kn~P(u5YpTC9(im^I9R2~WUntsh$CQ|R=Xq6}PNm5i6wV89cTe5ob$6GJRl
z=(Y~vJ3V~#$T+W}xHwGRyaWxzP$QXp8*JXoQrm}!;Q*4yBF_T2x3=5S>&V8+<7K+z
z-6b1|9Cl959R#?*(atj+W&!&DS1yg(uMSm1f44{EYoW!Ytfl4Ss?#~9wb6?5^5VG=
z^}}`xH=FLkBPgY^e6}gj#g0>-?mB>liuAtLP$rAs%bR(f0y9vk3v;2`1{)I<F6T!J
zkVo1zFj(l|69avcXV^J^aaMIPIJFO5F%(88BNvEZ0oN=9jE}e-=IQnI4j@9ZDk^t2
z%6G71UH1v$F^o3DeNeE!J}wn2;0kk!ELUgHDPXHTE*gJ3`k+GFaIQ@+DQ^e;37DXf
zv7@jEi%AtNtqwW2ZCr!Sn09{>-l0-EI_U4F2Rxem0a07a>Dh%QL)n8Xj(^@?1FlXq
zRN>5tnAGlvwPZ~#Ez9#|Zv|l0kQ(LSB0xXQ0sC+uTU!pOYb2U75-9Mskco(TkvTFI
z(mq>$p*i7JIoBFmL>K_JsD%ybl4+SyI+Wsc24bgxnS_!_(+!mLQr@uXWF-uokd8@q
zzIjboPfsDeAK<`p+-|Vo#ET0g1eh7R+Hy{lm98i^$OKM<bWgei+(ew5c-Gg~uUxre
z3Ak^wI>dakpIv$Ug~+`4Jv4_Ika(aBo7cz79@5ia`8!346^sP~7qe3A&6|g0E}PY&
za*qtlkC)R=H!jYZmX?-`*zN&vEx|0IYs7vN<i`x49K*+}SVGB)IJa*LnVPOXsIWJj
zh7f}rOaJoMyYsUX`%(+&$zc1L**r+eW8NOp3+S$LcL(PTVB>XzFQJ)%7o!2lPXu<r
zS#CZb0_qbE!zwTVHF-SKE$5kgh8>ew5gG&~bpvKTzoBtP%QpV0{y4hY8@+>`-%)Bl
zURoeib0d??11K}n_(82B!y@p#w3wHWCFSijffVb6Ef1)w5`^x~2TIZfVng63h5{3W
zaG+yQWkB4`%eTZ%oYz|ReI7C~83Nh4TmE5e_$|4&X*PtKMF89{jsPf(fKV-`=JP!;
zf5TY~WkdZJR#sZU;CfkTN{9mW^Z)?FrtB;WoQa;E9>&83p|=|o<J41JZ&wK}U&GFK
zCxMtfd-klzO@bdT$+z7^3A?3XTa}VRjZMNM;^@eY;1u{x2rt=J^c)-0`1$iEm&@T}
z&;+li>%0+I1=EJHaoShI%vYlg?k_+xSr;lebk{{x0W#G-)NnYIUbUvq8+SB=V1TG(
zgn;{k?^5Q48!HP-7~C<?2A4>w)-wBzhSpXe-u2>-K;_(a6Ul~gQ&~%$NKrvYpTeMG
zreq<ew!J;Gog=cn;mG9HuxX)rbZ=B(x?kW9{QOqCC_f)2Ti1SrM_dmPNz2HnGh*8Y
z+R6I51@GiM+N>%Ju+Ov7^+fBj#D;0vSCPUOyf(MFCYSrubJQ|X`UVDW-??KjSqMf5
zgbVPE3OqiOgRw}9%5X?rjKuCHcxee31fy$two8h+xw(vosg#i%X44>{X7@)eiUbGx
z`aH6;Eh5iOPfthsyS18N5@Yn{jn4V$QS^HH;EDp?Cm0QFgUJVxy=Ti4?V1vom4%JW
z?eg@SZ&x186MgyeWkkcxS~QDIjAy6*uC^t(f^S#0H%buG&R2{Qa?3FFgoB+O%6!{I
zH>B=+!!z-PK!rrH99R^>X<!;gw!OW52v(rkq?WceG7dU~ZeJh5pdQ9*h<#Jw@c!Q3
z-u}U4{|@?Zuml@_zrRe#Zme8p291#ofEP5o4oBoL045mZuGxoA#&8UYDM^sli3kQ5
zr@%mI$YiebRO9Lmf_LB%0*V+yhe1gH-@(>tN1^uT1X`D)xzM|O0k(yj`9UIucbx%>
zM>MBxZER+eL$z|5TJI7N49#Et34I2li5Tf`;E#P9{2Kv$m~1vf0|h=_vC4%2KlnlQ
zFvuJ+pssIiZFPII<O?FKyrP1a-#}B7<l?YV&;g*l4DVxT=-n=-#HY5lY!ed`NcMs_
z@`1EIF%f{GyMl&>gNIiKW1l7%s+JxyMhB<+26o`xxswZnR4IX}3uu12N85Ad7w0GY
zIhM@nDw#FCy}=-QwR=`dZoeR;yvq|%*U)gAj4VJclbVAg#4y%1#E*z`#A1GHdmAZ$
zq?D9|-lbx2RxR!AX?S_dMi&B4PhG(K?Zu>K253PD8@+m=@77G?4one0LYkFGu~u}n
zJ#T3Ggz!HRF)?e{dyr~HkKtH=a~ldW_W-8}oZq16=ytFbs{`D2DNhKNO;0|-lZt9;
zEm+|6N{ouqWhP#}^+MLcfeT?9u;FoM)&qJ0{9=-lUtD8B<K!Cm|74^=0b}cEXJH31
zdqzyM?TR~r4MGl-{9%S3W^!=??Fgo}Zq*=ZZnChjfOTGIAq6CBu{&`;J3T!es%*6<
zc~Y;@UqL}ZCpMgW=iIO@tQzs|ka@=H#=^qjdV?=3o+vppGmgFefvomme{l`L(ihO`
zk4=XjgUMF9$7dv?D+s1I;yuHFsdP6AR{a4Mme{|4uJnV>H_#_qydzaH?Ooo22kPak
z`DOVoV)mVsU@XM{{P{&S&j2;^^;M9<$gDlv{S2AX2S-G-0B<yQ?||DLm|D%Gv--qr
z&3t}-4s5|a$GzfBFSU@cu!OYql|L|&<=d*mJv=$Nyg5U55r&ML5zY@|zqh4lLf{<x
z_zd*fLlQ5a8BUpuf$4`#x*dUWhI3g_z>gM@YluKl{q+j<;=ui)5mAED(l^8sb2R;i
zO5BcnV_BSb7cpa8LYcHDl84@|jnpG77S0}UQcH)us=8v=(9Sv8hCJuTIq?j-k>gTw
zC;_|ix3jBsAeaE*Cgm;Xl`4SzBRmo22K#zoS6V^)$aC1z1vi)1cL9d<GjIuAKxViX
z<P5{tz(Ac?zY1Ut4hzxttDMdi|I})x)J8vS76Hhy;AW3z{Y$@KcEcl_-roX(yB&@W
z^sFD<C89(@s12F>DKnYd;S^e9{SnMO>nAFlM^C4DYjtzrghb9u`h6bW?~-=SbJ!g<
z;f>D>7XoD>IhZZ~JgKRvp{1jn0dI;Gj$!=jEN6m-j0j%nyUhAcx1f#LfC`4&fp(gx
zz7Pnt;t#1gQZ)evWv9RiJuu_Uir@y=%_R`-9Fcw-l_&mfZPJx6bYQG_0j43+RiEkT
zkjKQtT)B45X0{0j@v=8TF%lP)?j_hsN@8fcY@xxN7(U}8T=Pb>tT>pop@sHv2mrz0
z37C#ajWBiuiR|Co1k$JkgQAPG$%|n_%8t)|eu#NPua^HAgcdHiS@QC?U^+Ap4&d^p
z11c)2ne0I5GW3{6Ak6UQ%b7Gpk?jT-c+r7@)wpte)yN?Xt!!i>czU+sUL@##us(hY
zFjeTz56K^AcSjTq+i=aim-J6eoT*^^f&%6{H;NlLhnGR1+?3bWwy5$Aj*02ezBqny
z!W`o`Pl)`I)og_ApEb9ZzZaTrIl!!_p)odJi}cy|14LyV8UhnQBSE~AOgyvB0r3aJ
zcM?v{B972?m_H+#`+i^VikhK&Z%+?U0HXsZXpYo>hZuuI{7!7J;W`Hs#kkf32>H=p
z=!ixjiQvXnm^y^<Ip(@*zst{Ob2})T+(Lq;t}X?N3F!^MYf#2{0vw#2M#!$AV_*O^
zE8uSMB6CB?Pe8x%YmhxKOuATN=e)u5SA$psHAL=7Nn2Y^MC1xAjSMK(uZ@e)s?$$M
zRY}JRkoeRi2K@!Ra}D-<&7xxOj;gBa{tia|z=5ZShsNfaU7==FvSLTor`)@6E(PE>
z*RYcmwwjp4f6=4g_yI3(B#1beWZzo&pGQX&oX*$(Z&d4lBV_--cuGzDn&ks}t@5yX
zpSyZ_!yu#n3g}{?|BzRA7&Sguzq-%P-rqg-*Z2HP_XIgD@P9dM`!C=0f6*y5_^AJ7
zC*J;lx)!v=;xHhtNWzX*b+ot70S7@^HMXzhzbW74R9XF#-KAQP<d{#ufkRj>cvIN^
z|M~mShYT-aPz>HO%&NF~@czvYuMi7RmVrdl0_DyT@PL{cX|5arnHnWQ(8ILroBr(+
ztBnH%W*0~gpdgn|2JiW$w7-Q362Pe=u%zs_M*jwi65OH`>D@*M>G`t{WD)Vg#>U5)
zoQVG-b*{VFV*-?4YMC!H2V$<PXfPYPiEZcIzDx06mO9R$<$2QlCoWNn$k^CUQ1;-{
z(!jtT8M(tDhm-y1=_<(F-OecrZnR7@{L*ibNy&u+pNP3Ee|M9k(;)sV;v&N^WFaIX
zVkG%Y`AY)r3$73!IFN@6M;NH6sTEaKo52`)3UNS={(%_^RLr0~qQ1e82rR(6{3_zC
zxp2&lf|V7Qj4YP!Or`F1u39F11ag|@?NM-8aUskMqQO6eF>W1uahvZd^wm{&vd6Db
zYQ1hE&T<As5DoLrACNWsYoleh^wF||I=K)W{a>ZGjvT$gfBMf0B-vY*?yCd%P*G9I
z%gg_P3Gv_Jz_lqADTHGS(2RUwM)dE=S}9B|mn~87l7wI|35SXR;n54!+RGhxh)E*;
zzRyw@TTZ{VrNv>|o90J)IwdXbXE2D6mIVWv|J{pT2VVZ0238NFvi@VR{W<IZ*(p(L
zhrthYI$P8AQ27M^#@g`VQzC7C?L#dq@_6+y^(O72Gt|G!sL}KVpYCO@zIUQ9ju5)l
zcUq25wXJUzOXqJfV72>Wi*u1j*4N~84!j!Gei#2^ta}Q1BQ7#=AG}ka^0mN$L|kP(
z<zba4zt3Q^Z=_MGkqJk`vQyWatsCDzg*sjS3lqg`psm&~vdHa6pUS5_$xPUN!kAh}
zY-wv$<4qt*_i)_q7RuglqkK}HYvNQ+AE<I6V>LqBjVX5~O`1j>uY6alUySXba!|g6
zGOTSXrmZqFgz`!0mug0oS|vW-r?~gmf7G6mkOVD~|FsG&B{<UkG|4g&?(fh(Du`e{
z&=NOQyL~R4c%A5$Prs?o;7R%~wG4mk=Ugwh_FdUt^vCaQ-+#MoB<@A&^!49|`?njv
zUMQoZZEJa&sSs>+L9DA3i~@(qlE(Q-qKmE-py3m%mDW~wV~88mrzhw)x}n@QH25<=
zH}&VUh}^$(yHYu78LNkb7+>~do@Dkv-miA7^IaS?AnQaS>sgP${@u;4syvIwO`$yX
zierWQ0ovu;==Z+<S^O$;Gx#saw*HD>Fm-n(tUr-W7%(O{_`{drxwm9F8HRKAjF^`I
zuj%v^dy3f1bAJ^swdVaZw&w#0d$u$>4Fqr-St$SFekFalrm!eP(dqtOzevxmo0Csw
zyXt%dXyytf4n3}RDUbe+ksFYb$})MT=ZN)ycOUiZW1Ac16EWES&or+8i>1?@;PA|g
zQ~zAyBcri=--}5iZvwo@rJXT8+oVZW%<pQVIx5&`;o{js`8D09DnzL&rcZMoUZJkX
zVf!;p=HRjNFB(dD`C-Gy4MpF`9zI!FZ}5oiq;Ywo5gJPtMbI2qk{SBl{ZRk1=g(t0
z{GXP$lX(w%m9;(&)JA)R6aG+sB<@9(b?fgPaWUj|*M$sL#ZSKs<oCvs`m(fdb+v<3
z^w}hBn;335Sw@3Ff#!RoPpn2iGm;(DO(dS4`r6tGXdyTB&os7_oS(l_NPq0vGE-md
zxEOZm6N$cd*HxlX(WKA!JXY0+-&Q%Aerj=foS!(;^6HoNhO{|#c~g!{$Mv`Qe#{V|
zif)kqwV_k>jLmg+Oth8ka<6bQ*;AiS8weeXXbv#D3Y`)<HsYaRGmJ{unXAfqJc@d@
zl=YD<<awgiU?7)s#y32T%T$4IXk$uQ+E0w5VjI7|<n?0tSorA>!xb8_-KLzG-fOoa
zLp*eqhW5@MwTUSO5WnEkQhH7zs(x_kmY}92MizbrOQ2@C12fn_Q=qc!Y~e5|d1-uo
zS6jo2$|Q~|V#w0q*y8WMi+_>wR!SyQ?1?LFVeHn+tBUX6jdWTas<B#qfTlu(>Z*rM
z*fZEo?wy_lHXZnb`t@J%=~Z*<y5pgFEmG(S;}U6~2bI=Hj=A!OpVnnwsq@%BTv;sV
zBRCVxdxBOnimi};AQDjJSzIb<PnM9AkKtEFbUiOA>5p2^KcvX2|6!rq+p4Xot?|h#
z_HHm))%SOcU+MOpbR?K>goR&yG9Yg9<|n&G&fx7ADmHffqLJ!S7}F{K4db1o)i~bi
z61Ne&!S2_XY-$J%k=IuA^Qz*6o5R2O@rUlb^ka7C{l|<qloA8SFH}G320yRT@YBt+
zGOky_OUJ*cGZOOJv$uUV{pep=)w1>98#?T{z5ANo;p*|@IdAnXAN0~k*_qwO&#DYL
z?r}2AiDNdYRvr8-&syYutt$Q)??v1|iA3lJlW%{qfjA*8<-H%1>r-Jz2Cb)+(vG^Q
zl~eCuuwSkEd|&YnsJ`Evqd(|=mjBFVVvNp7iAiX8M)@4egJJJZ2Ixlo^zY5Q(9|o4
z!D4cKAD>IQ@k%g-&x%eU{v6voxzi(F1Z(AEyYA}+K&dc#Y;R%P=mgp*wH&O-`Y+l-
zc=5Ht#3VtM|H?t*xo3+L$LS2_z4YBfk7L%OX7w#>E9u*qnG7X8>oNWi?c*S0Y?q3D
zot)2E4<~IrJQJ+@%+-#cNmR4T{9B2PuqX+U*71jwh^sC&m%>i#E|q^gB__E;TB+rG
z+$@daZ_$*pD<7kG`SxA?jDDr!w1TAj<}I{imt9DR11<l3TR{W=IQJgM`3z=+3D%+5
z6_&YXGzT;uIZeIUKUa=rBv4-+xDUKCHL^B+l0YJ=z*S&P#F2+KS&UvIM#alRHTCK*
z)D%zeCbOHmyt&@K=XWT2l^NNZUHeM6*jn>@0ouxs#awY!$+AQhk{*PzrVTlN^ZbxI
z5cGk2COPQ|as>0%bjwesEZtfusmIHan*rE5+qgy3Q%N!_1w0IT>*0QC>GAp(4`t1`
z0b}dlFxX+?nKoUz|5ou4siNZjzkRh1U-^Y{b3<rVQgXcayCHdMK{rf@f<N|3!X;fH
zLLPVG|7<^i@{vIw!Ypf)u4!%Os2MMJe;d@zQ*(YSG)4RGUMP$)AE^bu6lQ&Ir6cXM
zdS}d)kAy@eluCx=>ES!B3<J!v3GGk)6cPcH&(~X@#%h0o<#k3`g=#2vX{ZXH=k68b
zKkwGi8n0Er5dXV4k%07OCc_yzZCzuw+usPPlN!w%#z$+rb?m|=Gj;pq3=($s;|k+G
z2us;>@g$k3NL9Q)-77==93J*XyeqlDn025pxJs82;vN}56EpR~jZoieP6CNrg81`=
zkldy3Ow61Gx5j9KBmyQpI$G_5hFHrlxjs|p!g`lzlKZ3Sp|z#RAgQQAlV$-{WV5fF
zEdkD(P!+{jJ)B>wbT1Fw!6l7<8g?uiKVam<r8b5BHw=r+&uJuwc9#dkB4s>weGH}(
zIj82A))#*<s<t(qQ~8tJz|eR5bx$d{yPI57>CpjMszA||?<&0`$xp`5^6O2FC@hAr
z(#wdAeLVG!W=CZUI^Vss9gGLxM4@~Xa5u-Xd+?<%wNS8b*x}9*fH^VAz-y@zv)fQg
zZ2cU+7H0N(f>s{A>E=}YC4l=b>^kM<jdeGP_sPT0CbqG{uw)ibT_wU;(frC*0wk<L
z{#G}mdVP)%2h;IYDWC97R4ZwRS+V?ebARk~akxGL5RVGJ)MOB2umte%Bx%Vh;BBi|
zG>+&t@ILz1r0}uK^@fR$_bEORb3f;w`5DpEv1TL9Uv;7yQU5M3brg81u>71sCHT|l
zr(3?xhgb7UCj#qYaQ=2dJ(R<#U@U^4%Ou1K8!C32RCY8z@^AV=l@(vHhc|1NT-UQB
zQIoqly&zlNK8mSigL(XgNBZhRoF#^Qf9xlK)+>+rzcm(ehU(_M^d^pI8oD;0V6_rm
zrG|9K;ds8Ea^HiFs*R}yt>}!?3RbOBJgK(_*Du{SI7KfPy2LXEcO%`-K(Hsn7JHJK
z75L>cH$?GOA?=Uy@}YtqK?0(PUlE;!3R1qZ_Y<^t`yHgFF_xnZi2$2lXf&TInO+Q9
zo8F;Qs6F{=H5sK9S$F9NyK&D(czc8(W6HArb@3M)23=9M;$HnGv|ogLs+$5ItfXZ#
z$8BxJ7j_FR4UQTOaO#*E$te3B8$|5+v2n8Ltw_30E~jv48;_57p*j4S^N^zQSzoCz
zB%V^l6P-Gwp_5-BqRnE(WxJ2F@#C?oxH>w`^C;I3BpVsO4GM7h6Ug+|E3o|v4~kf~
zuWuR7k|;Hu9vCBi`S7>H2V6>Gk`N_DQw#>bcD9wsH|9n>hV%JbtCK_#YwnyJY&v-(
z9o#}#;<=bSt|Xi{Nl4wa9FCnnq@jHu_UO=*8u~?bnjpNjyTfzVNOV(>sZWg^jx{=5
zYrb7n@t!KT#_@;pk2V!!Y|_;EKUQNd<>-rKa!(X5X-!oJ^<hj=eR1RJ@V9@FFl1Vn
zvQKjsGd!p)*KxRu`i-<L`7xcB=0>(|gN1t^T`8-rSk6NNtoBqx(MY4h&aZ_P`4+L<
zW=29ec2%_>)iP^p2XQBVq42p>bV!NtZ}FXlH7+$4@NnXZ#_QWq+cjD%r1jTzM7*;w
z)%R*FYU#<Zkj$3Wzx!V&o}xGCqdrI`Crp~<4HdoNCFfw+qrqe*iuf_+?9oyo-gR_z
z>+82CuM{tllA|IkzmKNch|m(eNTIPG`eGNh1MDwoek!IttFU?0Pb0;wJP>$RPc1gi
zk6;s+R<#ZtzKbOiMrBtD;=MyW=cSDKQ+BM2Xc9A7Qw@XVPi87(zL~eC<iz2{Hodxf
zad^xaKqsm|JDL+(s#g-Hh{MW0^FbnG(e=M^EIu<TruE-i6qc66$WdzSl9v}+%i-Hi
z#b92-Qr0I)qFA}V{`C9`^#izpcj9reiM4m8BLb^dXu~hG;5c1f0AbS)vd$;2*RhtJ
zF9TmnyfC~&q^%{iUMMVrEkR`<BIwnipEoi>oq#37HfYahW84P`YU(Lv<h`=K*8P;i
zi9=zJhe>BmvRPs;P>JpC_xSFgORR=MMFPan^-1F9Utyzk2aC-N(iEOpNET;kg*Rag
zrVbcyZs7X3$G*%kU_BnwUAErtTEOpBRFWI+aQ(J6=4JR&-b8U!kTg0r02Z7u*fMGr
z)^?GFigvpZn|d$n&7kRRXR()xH!d5bSlQa$Q6<ZKz{Py2^IZ(@O;rY!lLsy{+^mW1
zdom={84P}*U5b)uq!Tgwb@?(MMylJ=$^r}n28AMtBAeCoaNqs#opSKHW_MKbd|3R)
zh%>>vCabh7R1fxzOlyvyH$=rWwEO+;eT@d_zL$!T#vdXs{PbZvK0DisKKb0eYvq)}
z*SVtmN*$efcudKi{FFwqgZ8@B<l}(FBu#MRe^+a9M!BjT`xIag`XLnGJ!%1`UbHGs
zmAp^$o(2&sM4eJ1>SQL7zc}<t`|A1z)6GcIvT0(@C)NyP`CZkSmUv6qs5VZbUq+~J
zVqj4jul`~b%%0!0YGFM<y~W|g_4MP3cG|5^xWMg-@%+mC<KDYozc+MODlf1U7p-q@
zR)_XcYEFJoLyzPaPQxi&64_VQm(E>hx=J^BHiWoFn%hr?ceb2Rj%Dt3eCDN=@;iQW
zCm0PV@0npz?%DWvyj8*akr!1BoD_?@ZEy4<LljcxL(Ho@CHtLbf>WywxH$zJ3(wDN
zt)149(0WO=e|tgJo;Ytr`a^j)oVT)-6Kh~@R<YFXCJH&_Rh$TxO$@PzQQ?3Nuix<V
zqZ3AmG<8w6c~UR?FDOL@iz}((dnT~l5PgkjKJ-aj0}r+N`XNn2)4fq4+uAL^lcAHP
zt0>2EGUTtTleD7iBGlU!G;1tOqZ#-&7|&R>BmGj|HgW|zt|ny15B%8L<fp;e+cR~?
z{Z@6bMEG28tb*TpZMCSR`PoDS35v+;8@0R?Nm8A?3wIRCAL71?BbV?<#;VX|##o^7
z&RE1p5Q~KQYZuPtH)$4e>ka~T+>UH71`;~y#A09gN+wn_F-QDPx^j9uQNiT(A*K~M
z_ln#76Q6bzs?KMxhuUW}A9+8=L(A*#+s8h&F?ZuBvR?{!rDvEouku$*ETl<b*z*g!
z=jU+f5X8ogw(*3_`NQ(k<gt5nk(ZP!S$5KCLD?@h!mS(E?>nt-GV(Xdzm)7QU5lfI
z?7SVwEL0gg$aN&c=tN@gu3gjXc`JtFik=KVEU|BXwp%eh^;`sXj|M}&?9J8&t`wkd
z<yPRJ@=a-S9vj<s(tY;=w0Ed^;>^1ZIgEkya5CrSq^aRW1pPk2pdPzwsp}2D$P}54
z9u9ZG3r1IWCfk_x{SCjIcyD(1L-fST>zVy6ac?M{jv4mvv2!0OlL^?BCcV0}%sBRB
z;HBEr>WEBQ4k9;KUGE64mIn>V#krvMDk8+c3gYN_;>HNv(0k5M01JiW?BP^&rVky_
zD=`|gJ3R2AeEbkKHf(c%<CTy`qJKuqEGP*$<V_P@Js4mWuCFt>Eu9-;YPJ*BATug}
z!@psEYC~qf)2F$8vbVXX+ZSN?Yi`eiyOKQeGx>E9Y}v*4_5)>5I8Ex~YKphQ1+K(4
zbx2`E(3#M_EFi2muBT!AviMMMR)Yb|f_irF)29gUc^Deq3e*$tQda4Y=p*fH>=}}7
zkH_sJ=6OHRT3Z<rX0QLF_4Lx+1R7$s%3xtB_0juSm2NjaF8EtnifGzf4=TKks(i@c
zq#;N>#)2RFL>su%i@iy!*{>oX1E%UcP2XM^VzIj0-vwU%Vr@_J>BNX;7*XUF`aX?;
zi)88vk;!tCb`DPD@P`-r1UbEpEzj9>ARUY6!36-c+48^fz)9$lXAs7+|D1w-0*X{{
z;7`}aA0ze|cHU#XW>tK(AE?ssE8t6d;Lilt(!E7}Y<vC^_|Mv(AEjBRBFrljFEKD~
zL<n5km?A&?gcfHdpUb+MvZYK+C!(z=GvH-Hc#yX;cWR}!wsq;}&FCxNzf{`L*g9nk
zNx5D=YUR{5W1b?sBR!VU5lflHz{13o_2yB*y~!|i-BdrFCfA~#g@&{%*sCAa76wX1
z)^B<>AK9XbpYJdv^X9(E%CfO-656E&0kql9;e4BSb^bcz_qt`e<(FGU4_>z4nN~bz
z*<XKyEqCw#AX)eqyBwlE)ei}+FAwB?2cEg*jZv|9ZXiqvOM3N&W11B2$*Em%*Wy@~
z*pHe|O^x@+WtHCa9X=453BBdlt}7ZlSQ_!t)f^|~_-YI5P5Br{lz=}dC$~%1Q7iqi
z)jvz6&|;iajkM%!sGnG+(1$(i$q&T#|GA=eqn+M;%f|PZT4=g9{K)4B+hW~a?1?n3
z@IrvzWKg@ld!={RdH12Ht!w?y30ikeY6D?b(x+~9(#3~<mLb%Xju0^pw)mZc2Ra@4
zZ(?bAkQ00)@+Rz8c6})0w24)M31L-G4Q#XDUu9$^+KO{Pq_!|_7G_hY?Cia@9TKt)
zPoULz&+(pF$wMWuYQ#I1TUW!RGJI9=Qgv^8u<yI_49RS(ogBmOc44o6V>?@;w-QR?
z@^2ppY$u|vI=SO3#g<kyhT7ZV1DXE8V|nSFfK5Z<+cL{z9p=KXMY@y_5`emAVZ4Ny
zp^g0*&x;AbXj=3TTM&C?P4T|j`=u{KUo3qRBTay34NF8z`kP1DDf+FX<%u=u(vrWc
z+=<P#az(N%wZ6#cY#0)8=cL&=cJ`6UByZGZF<~tmeM$JW6#e}haYtjjaAQ>Joj<s<
zE-%EDjqwxRSc2KzPd|@*zyLzp{Of22)XQ^2<_N9=V<Hrs#H%wzxNg<1nbfRkbe!Fa
zN?rrK9}i2EEO!DWE?Mb-y6VPKyJ`R7+5x45rC^&(dmkB790yH6LlDMEY=TVLmY?7K
z`wvks+^me|tivoRV0oQ1D_jM0_kY}9%Uaqc<b-eD+qK4I7g?F^pu&1s-I!y)9%9mn
z`Oo7o3XjyhLFl}H)`U!5oI_2JF0#1izjQd~J*meoyLyK^O!eSL)(cfHGeA>_vl_$^
zv}ajA?>Ime<+=+2EEX}>it)H1N3HL`lHw_LVyr7O*UyIctw&y7vin%`kXj^KONL&|
zT=^Du@(^CGfST0$zHr=!ZowD{p@#b)5g54DZ|0u(4AkGFKDDLZdgwZ8TEs@w%|=Lq
zGlEv{yDB$5R6T1hC^CO7J^ZNb(_&Vj)SO*Oz4Cf1s+trA+g;j+zf?2v+^YOidN9E7
zm|l=>prrltNbHfucaUPcDAC!RI+WLNIIM4h6R_W3=i6_$D2E>}_}oJ>y;_jj^BvOK
z63X&}{BH5r8|3AjR80m~?V!Uq|GEXEMO}_jkTpIK#~9k&$3XGylrr4(EzEO<iWH?A
zm>Jg<A`20JWj*PSJ#*_}kxat20}dE9`!3}%U`8)&u4BB2NUj%IZvp>ev+w<3y_jur
ztZtq{xekqIjiT~BEUP@4X+kHnNdlTuS#W8b!kphRO(lBW7I30%@3+g80Gcbkhn1OE
z*tnyxGPb!vBnAAuGAHmy)U2#YH}7x;2g^l8#E0=l`LyTY(nc2N>m%#6OYYBbT9N{h
z<|;-LY_;%>W7N!m^#M_#o(VImd~^X>XV<IL@P3<}u0Xd=(}9aM8;m^b&-Wspxg0+c
z_p%ekH*cy*vZ&+#9XceDMzWqri}4`RK2h-bXUR-z^LdAI%GxaJq?+%*9P99B35nks
zieW&{>(x-u)20|SHA>iTdT1OFB{VZNF+xtxjT#G*?XAKtZDfB-*1-#f;sq{n>wQnM
zC=K-8k>$1@Q-@R?ax+||)HzEC+pii-RE&*oS2o3Xt!}UPvo~?eGF3EDXw)dlv{zPl
zK~^-;#-C^JPu;Vt?IgAF$-Ib|_Sp5S;jNp5|6~GZ&+&n>KH25CPP-W%`gBFSPq}M?
z@}a?)kMNm$8>VrI91Dc;8D-t{Fs$&AW>fRgJLYRkoU?h#<OfyAWU-Z{_x(dcd(|^h
zr`yih6&LuTk#Bons(B~S0)!TGrPsHBoKu9GF!qbcx!Gn{LN%b9`)ip@sw;GGifFmh
zPHy7MetFUlo|F52qRBtljB9B8;~!GvWft9qw3!>tjar`U`8}M7zK-iXY@|DQEj>ro
z%pW_gQB}skS>ox?XVk-b`=}@tL|AlLp(N0x&V)LcjbEX0@`Q}mc>U-*1_V@>I>2Dl
zwW#YLW$6mmx>tjyS8`7H&(%cY3m1Ix^E37b>h5uAxeaM<IGBU4*wu%&I;_7O{O5o|
zB$Z39-RK3(fc7jH6X{b4Kor@yyAo-knyE7{$;~S{|JXA~*z{%N6T0*?k=*5!R@s;x
zZl;e!VEywZZ_>aI32;c%ZjwBwk>V<KDoPYyw)#YrXOzYnx3fcTZms5ZqHI7GZ@i&{
zLeZFdyGwBDkr=HLF5rdb{qJgi78+Dmy{rT-7nxLAf}eiRia_B?AB#QOC#G1KnIk^i
z<dw8vuYIYsvH0~9CNdoXgp%Bk7J})@y5S%$dj<%m<wDI^i|N@8O7I>G1l?HQcaxhH
za=uVj$l1Au^1&1PHz)HzWjjCD*RKkhn0(4>{LgG0`};A=aRtcFeajOI8V<U0qm>sz
zxVaKy5}9ZdPrVXRcEee*{hUvNJ}e72rZt(a=@7>VM8!SLvittzFW6b$Huk%EA;4VM
zN!t1K<nGtUh7{*#)8O3X_bor1EQn1cb8E~A2vvx&`+BFMx|<x6MxR-AXn$T&^5$%U
zRqx~TDWcEBQGXVHm9A|bo9?@nU4AEVpe?@p=a6Hx-BV1Gb6q57c+=a5+Q{LAL-+g)
zS3Ou=G~TwAk-oj7H-t{W6(#451Z*031~sN^+&oFG2JGS71-f)7Iu9idX+#P}QyFPO
zbImfPD7<_LM4C1yTx%nXw`UEQ$fLfF$Vff8aJY2bsAtBk5UVaS4hkCW0f2gshN{$3
zVTFUJ$1MjZZw*c|CUGwY;x=8DytP=Vhk|PF#8O|^TueNBX>Gb7XUp>G#Af((;t`6X
z1!?0u39}a@yuI<iM|wUu%cD%`_41g$PF74qmm-spk|9A@NTL31epk?;^~CUv*+8cS
z<)3mPx<4}D+Y2(jrOuv-wWai;k?wKHS*X#moH<Hj1*2Jl&!26jNW&&l;e>GP8hg<?
zk%tH3*EGKwv%7+|C>%?a$}(GtRwqmJQBK-KupuS)5okWE#R?|wt+{(Yv1hsZGlGkq
z=ot(OE4L7nzpJ#2d23-ulf^reF+;zdPCIc3?>K;{?T0!|{%{tp884oQY{wJV_tYm{
z$MKJ?dkB=(u-fOoD{t_+Bu@&3E|v2Wob`sseHb(Iq8)Lr0S7bJv&On5SFNhZJFl@o
zz57>uoJYbQ?-K>|XY0Zu4WG3p#b0QUAm4h&>~<=}<x3K*7CzQ9H%(Y~Kt<G5h>9-l
zqegjU*=|p1ml=xd(z3s+<mm6IQWOoc63Li4o~i$o#Y^1lV%`co^4K+TR~;N?AGr5&
zYkDCpLj5!Gt=4bX7V@Ru{yd0Tmyc7yWp|`EpNQ7>?m9Zb5upB_n;G6m%J&5b{sePJ
z_xwY8?hsVgUanFepNxQk+ffAX4c{U4b0>XRm+2uo$w2Hofo>?B5M}wpGY-5+tSSL3
z5t&7YtD2vskO3HDOZ%u#*Edv;lpDX3IOXm6Vn?F*BIt~bnwa9rtFC+(^V1e$LzO@T
ztcLBpWHGgk4QAwBSK+-hMHn4QyX;bbIN=fx8Xz%9^#1OCa!I&=^rGp$fuN&Q*_?Fe
zn*1#e4*US~jPuz@0x6r<_<N1A3Wa8zRyL_q^E2Z|xY-}72My)jlHLJ-V!6ok^cJjY
ze%L}*`qOCVCV|Ob@sR@#XMvf-QyWosv~<qImzjrkqByK}zPl}V_$9@HZ&keO==A#4
zS4}m^9f~Sg8TgsG*6QZAc+SWVLDgsHEeymi3z*v~=JDss<QzWz-Q+%`uZ&r8m-@58
z)Q4doznhN~bq<^yE68>ie{D`kS{c)Jwr2)%ws1JLBw=JC{=Q`s%IWQy(lZ|Nv|7uX
z*mVXhN~Ml>Inr%TdAp3*p(_*lMTTrsqRnPZt}K2n&4@4lkUQ>$@+^w~PNr9xYh+G}
z|LOP0U*QZ6;-7GMT{Eb15*nL7-%beKLf@sNa3#3BUK%q?)=o)phR!2MW@>;5DKyJC
z-c)U08TaR8ZE;6R-n1f{{G=c*xw|RlMP&kY_TQl(S=pz!LrZAq5{2%?{^k6Q-NkQ;
z*F%e@$w-F`oK3twkbr!h$WgeGn!h36g>UTV+2p<S!_GWkc~G&y&|S`BlJb<|13~30
z3Y2S=!(y5W$sZ|~quNcU`nG}2d?k0izG`1cU6x$={&bEgr!Z{u1}62}fh&D#B@|Rn
zF$nomgjUtr^(3Le@6{i<h2D$(6>u7EaazckQnRvq$yqN)+7Ub1Ul%2Mt3%5e`suEQ
zh);aDOty=J*;BN2ff#AG(>s@DG;CatFQ?~n{d$D?E={m3=5tbEI`44X9Z8OLBgmdb
zxw>M7(C6Aq^D{DahXbvXkU-sE)g6}p2VZX))pgMQi>h=>cS<WI-6bK?-QC??(j5YV
zbazU(v`BY%cXyrPdH&~|d)Hm-zV?OuX1+7C_osHpO=TN;5E^SK3fs4X-<?=-J>cLf
zj!n1XSnS(foRNFGH$B<KWyL-k;a9TYpTQ!NJU4wcU7Wv(!_1}vJX1HT0O*tnQH3tM
zS)i9Z5T2~lzMhVfv!ow`R=aRMqbrocg5&X71;b`IyQoy+hdPy!rK$b~U_Vt<Lz^pJ
z+0Q`VB-z*XKffk0S@4;87vtS$cyCm5L^D61MS`wi<pnl@#=s+Yc!8Vi#~)INH`FVQ
zFbb{DzoX~S6=^ZeT%`KCM#BGx*aLrkOjhoX@xciSsOsUL7)dF~{W^7T9SqR9d~`tB
z`x9Tf2a^IE*cqGzi9i`gjw*!-T>F!<%U}GF04)RMBjbOu-qaCg`%V58*(NWBA*I?V
zWVKY|N%r4oTMR`E<(=UFqmfw*dvPn#Y7G0QkmuRHs{uj}R^!(q8uTQay^3#$e!EbI
zq^6GLAwy|l@_4>aN6n(f`k0sEtk2BdcUS<J$Q<v*d710mAj^NqTbyi}$g`iOr|F@>
zgicraAg^u8RO)avUVHzzW#5!&Y&eI4%&SXV+nVfpfbE4?BuV7-GVp~p{4&6`e|d+t
zBSi_in_6Z6qGf@*V}AmTmWUi;FEO=kZ*}uDgYA9wNkA3{CH~B0DC(V9N$CfFyN=<^
z$-E0ClG0V_?E<!{`d~NmH^WZe>iGnOU70Nfk6oNMdbmZdLC`m*h=Ak?Im;Pyb=NJn
z$<&`gk#@i&vll0OqO7N{NV&^k1yl$Dft*Iq0_f_CyM`VtzkZ)G%-7wbe5C^2-C`JR
z!aj|YmBSZQw9tS0wE4><J*%k+FH*D%$hm_O6CXF;XBQOJ;ypg}uCK6z8#jWlKB*~{
z=hCeQr{sWUp(^?};R84~T&>Bf@3{DPOm!v~SOIN)`7e<rer6qWcObXVri1;{A5hn#
zDJUR(e7=X0a*BlP3HrQ&eKBUrYISW^UYM`n_X`=S|MqInJJ_#$)ZP6(Cuv&t3HwBh
zMu>?j?DJQz^1l{NGnFY+vUa8Kz08mRyK1yJQtlGAToP%d6o1I`Mxb*Lagm3&QtcB)
z>9VAQ5fYvY;ThPOiwh^)+;#P}%h1CK8UCSH0XT3AIypJ*I?7vo=uXJDa{yr0cYqIm
zqNCiG!IDpm`~M=x;?g9UIy^val18lRs9_M9F2&#z3i$8}5}j9y3KV33dHtbEr##(q
z&&nE@;0oo+yi)|#;8ELpY01VS-?X=g4CP;8Dw)1U8W4daG=&0FxY&wvvns&j2f^*L
zj+sAYhU;+RRQlwTA^-aYqo9r`_XM(!e$TvGowLysff`;A0v%2ws?WGq9z1c$5+CK7
z8&Ua9J`;T}=j02tu;2dzQUEtV)(Ws~yaB-}ww3}yn*KG%Tz)WD6t1#5fSBBu#*hWT
zt$`h9WL^Szz~x(L5HgZ%-^HPwo?y@9C+0RdMk-xddft7*E4gwFzGb>Q0}TDOgQIHV
z7debN&&r_Ar$*DIrKF1zsN3|!m<4VO9F5T{0kC24IFlLM|IG0azELmL#5FWdq^?8f
zftw>}nd7IIjx{N$lmf1!dl@?Iw#X?KuE#XhX4JVD4G_bIM9=OCap1qnnXz<hv7?Sy
zf08HtB4g_sdHCNDIqM6P>%+M>APnr)EA<*)BgMYd4UCantEPbsb!M$Ru(&_Jyl9ww
z-d)xRNlpq<`2tG~56}<znWN27?r$7dOYY`T>7C}Exw#AzjS5Rm0OxL6I=z98_a~kT
ztHBZtA*R)lN^IK1A3mSo{zKLd-C`y+ywQR)_;p{dWWjF(N~(Zpsh*)e{BH*6TMN$I
zQmvK%a|%ET=`sIZdGMs9N?4Qh)xeFFf?MO^m~xQ7e|jSA$I!1`hj3ZIW(_6#x&&A_
zkGwA*qA@mnxH%aCu?e~_>N#d*iN94py_!W{Ejg>Jy2q_I+OICj2D=Rc%;NX!ENRi$
zdLN+C*z`&0u8;r*E0+=%T~&<bWz7V*7|?lphmHZlXf+YXOATqviVgpYVk!wQg7=m_
zRRQQd@OAEfY^y^6y~iu359o0Ki%@VkUchqm&%yp_AeNzGD)RxiVKvH_s;a#R7lvb?
zXu${lahxz^>&&W#h<Ra7NTjcA#Y~Q0@|2nGsj5{k`l1Wz3RgkXftcds<O4Hb$|g;>
z5~i;JD;Y&a&H4Se)oYUq^V+2Lt)rvcDH))xBNm7ovf?3SWgYSN2L=Z-1I;_x2Mzv4
znPiqwkd&s$7|Z%gGD(v1VFud&?VFORu&J*<$uO{;w@t|TKhES_osk)Ck_d?+cd9DL
zJe_$01`5#CvOd|q_vlcCOEtGwp&ji$JbYECg{;X4L?gzvSqvpvlohGTkMQR3w1sq~
z-Q(k2T?_UN$!qLUJq(>^wGq5!SuH<@D!e1B+E7<Q1OUr}e(ar2|8SE1=*o2P+=$^z
z%B+CPV_?{PGajQMe$+9I3`M&4VH65V^ZcPT^&%vtouR|5tMK1oKIo5|NPKv@2>Azg
zk9Ye2au-xyEF}<VwWd_QtpZ<sn|X!KZ!cmgOjc9grO*_%<nuwVNdi7(fz56?*FMpv
z$=mo9)^b6I*cH?rc^c$4Z;)n0_L@HdG~2J1ng6R;{e*>3zwG`ID8YSBudZIb_uIg1
z^(qj>=9vZ_%;n=VVA53KB80W8rGaO`lT+H4Q`(cOO{HU&t-*`e)rpt&!O%fbH%~Du
zxBR0zHhTX;3lWz0G~P&Cc7M1*3ybq!aJLZB(Ytj+lv%;*1H}M}t`%Dj!X=sgv20Cx
zRK-+_Vs8^AGQ)CU-khYsitPPLlApv<-L}$%VfV*&#DsTr9nUoZ+_zn!*{gE$f#q$e
zDWXya8PxG5itD4l!lXD^Hsf=yoT;{d#+oixcxp-rGf!(#3CPK!g!Ujo)&DSmGiax$
zDy((VOP?|qreBq9x8|cU;|Dxe^hZ0VUz|Zk9WaB(CMAg*8By4@oI!(RERZ>cK}<}{
zW;NgaYKH}n{Hsq7xQnoP{$I-5nbuD(Wk4?c{}A5VB86oG=0N1AO7kB|YNzakxI^`?
zZAye8QG~FvCo}PbV^LjAoQ^X+$ev(y4B{Y_LShfLqwG6dOo|7Gx3U(KmuVdFqz+;m
zn5#`M!w2Cdv*+{dH8{y<(a6S~BQ~8&GfwD^Ia$AKbW|n5b43cbrulN1*5FnnMer$7
z3Zr5<U~1M+MUs3CT~z0KNQ>8ws7mcqeCb?7k#w|}Dr2ldUzR-g<4?3tqUaVc=QQAA
z?#`!Ry7w{G8k?zBvm(%H@ykEQdlmZ4@+be(dUyj%$Q!Ym6~)lH3tuuPWMz#zMHODe
zDJP^Q$QdR@x`EA(j)Q%?d)f`<c(qc|#cwQ~%+mjS1B^tBp0~EIj&hK1^lIG!a%J=C
zksgqSfV|*f#)9`XLNnyC#T}-kM?%XElhtiYaVJqBO-0&DkD?CQT3N0{$<^Kb4EdC-
z)Q4rv3<8!g##eoU%?+%!Yrrkz_So6vrc%t)m9hlNmV;*(pR^V4m-ERr#B^pn8SDca
z4IpCL2BhVrDLDyS{MYsdTo>XQDg82Igq8Mlq^msETgV5douY+PjtbtCA<Hbw3wn=W
zzrSZW3?)JLo{0`bW2P)$r16B;!me;W78h~bM#RJlyML<tmUnh-IM`aP_EJAWGx(3x
z+?05I0tTq|J}x-LfQ4fr;_|!ildbxQ?>idn5BCk%u}AyH9&pm;7yk<Rw7*P+>hGWb
zt5jRiUK_jjSYO+rYqxNJ8%*_k=i=hx11afuKfiZk!DK*l2o@Wx%amIgoQ0G(XRU}5
zA!V6$`f*uxDcl-lPvF{Gey^fZAYVOfN<X60RDAi8sMNIgJL#L>SFp&YE~%q!v4gi;
z@BT$${dk&Erj5dOaJ?e3XFE1ojfh1|=7o2$+0h}Y23jep3h%(8F>zT>4s_yHxHN=r
zFH(TlpXq$0=2Z_#DTv|(w8BFR{uIGnR%VH#cUyo_u6&&vc5QIf8Y*6ZjAeXI7a0fB
z4?%}MThl#c?^{D&Qm+qZZSTASQ)n${mVY7%%$|BH8rBVWL!(GhvP_+QeQE^Ys}mHa
zVj6Y!y(<%|Ti)!T)d(-q^D^X3IAyL6;&(4HPGws(8SFN{55xB5%rK*~v%rX?7tHPh
zM@leaUMH)eYL;PC)?blXUif<{0>*cEAT2Y%)^DQ=P8ybqnvY;*)YsYR$EZ7}N`{J%
zmNd~-L6~WgMJCV1o2_3kr?7D3j5I{;ZAU7uVL0yxN()XhH+6~Tbgc5YDpDZ^ob4R7
z*!)cjm~2I9t)<lwRN_>6^Jm(67bk^m^&!!Tz$z73+^i1W+kXTAeU^Ml($%aKWM5$I
zLf;r6eA7R6KIjc!^ZlswOivH2V~6~;?StF7=kL{Ga?aGz`wDr7_c#C1AMF!;@&ck-
z>9W}{{n|BjOo^^g9$Acc(3hm1l3`scIN&%=Vk^r!Whd=#h)iz&)Mr(jKioJzaN@Fy
zq-@Y(S<ZTU-B70du~?|D;s>RBP#60DU$jy;>xlkm1r1dZCvRL<H_X@5rlJ`*E;qh^
zBzU@)dnI|kkG{XMrQ>d1_S4tf4v<q_=ARXO_Akx#@A7a;%xTJs^Bg_c%=sB2nBah5
zVj-hMz9@t!S$r}E68<Kg{NbQ%5>qJ_xHO_XUm%3HBPiX};nmYLqP=YBRi=v2>RPUm
z0L&57Ciki*Th!zU<*mDWqo!jGrMuo*9ZERu-Kg?Z^bVZD%7|Fdfz&Vb{R)U62&*cF
zHc&#!OL0MC_Ba>ew$?-f*z%=^arJg|coCOe=a`ZjVls16UzAR=TS)IXEx=1L3_j3e
zJl^-Bvhod)ek}#0f{vyU17;zon*NEdebDei7vBcnA_HE=sX#E*;`%-a0Mh^&IKWdT
z2%N6KCJqcv=OA_!9fQ2YAJ&dlO?|M8xy;Q-aYsegfzs?~RrHe!vCIRag{{y5@riCb
z(L+zxSR*P+CW;`$y)ILotdBb@ldv2otrvP9zs^_J`S+b-NFrstDT)A8Ul+apz?R40
z)*M}Rl47+xU_N(oM~Pg~ufN;EbeX|{5$Vrhpps5)JdkZuS(5~JL_Bo+(pt3?DO;X@
zYs-iKQv1#qmEDlh)Lf$3EBRwd(QFlr@1G9P;e@s)lWL<Sh)Q*LJHr30$jQr(DlYX3
z$cuJ#RJ{$jWj>FhF?{x54gPsV;;Bo}5t_I%P}|rPl}+dIcGS&WE^8GZTVybvN#!Vr
zy(d4Dq0Bn2Avr|@d~w@*(zflU52YnGUu=U_+`pWFXY(4QJ2*SS3TZkF(ovcts1HDx
zOV89!Cn~!n)wtifr>E;hno4P-cb*}ix0+WIzOr<|msGCeKFJ4{1X@i*N>Ubcf=g$f
z`UOU-=u6k<wGw4yOkQu!%)X}1+a*1%Sog{1QC;LX5vc#_uf*>icUfF@W{=ZC!sHaO
z^xDt>0A}Y81KgKWB-5odll)uxNi3DB{k)1wHLFWP=9tTcg_TST04h3eAOqCyBuU&)
z4AEI2H?bGsb)c!GR;!P^Pu1iR5<WecXdB!z50@bp*z3>)OwX&T%lPqHEb;2QcvYJA
z?H_ZIgL09aw<o){`uRF@<=}bOr7p?Z|H7oy7hcGx=GRzt)Jdi8!tQr3I%lH!lp~y)
z9T#BB1Fm$TkdFhFEOH96WBDGwZ8iB_6db&dEr-mdf(7U*6#~Qsjb92bu6o(1e|}lf
zm0&XhnvI?AA5)MhQe@_fuq?+`KA|P7=J%1rLhDK2Q)fMWpT4<_t1kVCLQ!_G6`}01
zA^0ZbZXZ33tu1*sCiDvE0!7j3ce{v(xhrX<V_TZ!eSEd&83smHJh&6$p~;LPD|TjM
zW)144$|Zo!=|67O&o#}r<dDJQvBe}mi51S?K^zOdZGho$?$-tJcKc}xMSN;uS-+zW
z8Q7TjkM|NiTL3!86tCz9??{B#LM9ZF#@RNc6rBz_n@CKjYrL6a^qwTdA*<`L-9^}a
z^snOWrhX57tHkL0F(~Q(QB!?k(6?p-OR}8rApp7y$5Fa@=06XXycR-`9cOFw)riGD
zE2@v{WHfX45Ujz{vR))GfE;I15Zzdzs#|)-D+}5zqPZmGPfA64;Arr~M%t>ie44RG
zreEnlz1s-+cH|=xSMs~-&eG$8yVUq2s{aP=&FB>}gI$9r@Ngvf=m-I&x3}I~&6@#@
z1&VDGE{vMgJy}N1u07DFD2<MO$N31@?XpbA3FP%{Ns*)NSrjrZ8x)}MqkQdq7Oh}H
z34RC+hIlXWNjpgK2B!GD`Li^ER8dK?ZXzQz0dWHKqshfrWz}U=VMTm$5mjwfLwx4!
zbb_I=*Ye+e8yJIU$Pi{$lTFY`A@lQpI)5!`YpLtXo%%RhAjNAT>)G&)f#^*c1q|ST
zU?rt<ZI`40#|aQkallVxQ$=<THG2^&mkmb>R*&!Uo8gGfJpai`XfFC#Zajg%f{H;r
z9Fo$9%F0sJhdw{<-)QM!fy)-2@HZ<o!b`V&fT{{G;7j=5ia6x_ngOfj?S-H2ebkJi
zXhO`lkfkdRZOs?ee()k+G)ddp7oBf=$2I5<vBm9U8#cF9xv2_0D7mq_|LK*ew$=Yq
zul|jO4WBB}TC_@i%yh~%5C)Ck#J>3>!P1ywP62q=m8ilBxwIpyhDVK?)pIBr&kiFj
z1UxyCiPG;dXP{^J;^6Hf8Ch|QhD$h>cr#P?AK~%-S#U4TeEfT3dE-0LUsBM1K#7tD
zNPOKtS{Kv{jTvFY$O-^s5Au`Grp!fSDYOax8k7<om37e@!^0ZbRZ`8-VvNFiw^izK
z_fhCUglT>I><i-IFTB4$o(g84E4F4oDQ5@Y7!5u-xc4v|re#>JDsD4P;;~j|v;_Vs
zyk3I2Y=i>z0KC9#5_o|)UH*d@HJ~#A#E3P8aT8OH7)waNUPmmrXZ3)YnqOW3V6nem
z)VjJeRwlPnG9;V{GlBEtO@^%xz~%%G=32FThn%2`M<yH6sq>4}SB#q_awtjYQ)8aT
zfDoLNk@Q`pwETO!J3|b(HAA2?Dbs=&-Xj{7m77^>Tki0-YJvexLgQkwGOu9S6dJ2H
zIiM0S$`=5hj}&O(A`4_wvqc8BD5poKZd?o~^454GzIz`y8_41e4t^K$$aN;SdrNm`
za)>VSq>r{GE<?7Pp1?V`HNQ)l5(Uchh(;IZiUv)0(<ANQiAV2r|M@$F?vw1XD^JT-
zJxK=pkw4yZ`G6%j2iP^a6Sb1sL($-Tu$V0g5oy#>P0oL<A}cR@2LGZlVye9v`X{(g
z%12eTg~zr5q?!I!`?Ar_J@Nj&j)g_esl}<T_WlcMWWtqIUCAWvqe0gpb2&H^^gaqX
zw$lIO;{j1sy~Y+R2lB8c`YbF9Hl17-K3#6@?}ty}u0U0H2tJEjMjp?!>e!YX*FdOP
z#|J0HV_u=XVJ{r`0gfhDnphw%<I-P+I<db#y&^lh?ng{c=>2Zg%+Y2?Y!r;3>UL`Y
zJ^<3Kd^^ZK7aOVTPTsz`yJZQCl*ri{^6?iFupVl8BoE{oe5y!)00kDqlJ!I@v)xN6
z!Dh{0ApG5-3~~w`6lh(la*<h?N#jG!At~ILk<A7VZyrP-nLInbc;CA6zA^&0zN+u^
z>026NrYyH-O-cmhMt5s2+pVy;+M~Xqfvvv2pDx}I!5MBR%avavMtA>DNhgD$j%`Cj
zrRguRw>!P1-KonM1A-PnpwsD@-I4nri|_y2X&tZK_*^TuGMQYtol$0C#dC7LfD82g
zJD=#^3)*_(9P=Gn@Kvxb;eL2^c$6=MW)&j78L1@EFEClfoWC3Vl~tVnv~sk$S?7QK
z(-6G5h#CApfg4FWL#Ofqr<qSRP+uVgpVxPc|JU5dAG5`e_HAy@AAq;4A3gZ<R#xMY
z1UsNwL`vAl<u#(||3uHu#Z~Mh$*ElM=(GN!(X1kJ@PAuTXq%lM<>1;1qK7R#9B3#W
zWY&l=2QLdw4l9WkjBD*3&+PFeiUpw{tW%<V*5~jkq@+ZPW#VPMntE%qYMPdqfUq2V
zBOPAZwiou1P`vIBC&?C46{)e9<ziKHe?2{DSVb@mk7zphDG^_G-#;1%owbDVe)EuU
z@Y<LQxVn5vF~{RtoB;swat130pI_!J<6>*GN(SY;1IlUM$<Ra*r{|9!bRMSVg`_)i
zm;rgnWPngIKMIubd8NTyO|U=>YrImw(7)sq@K{Q4ezQ4hGDs3MLL6?RDiAy}wBi&n
z=u;smhk^DPI@bB-vSfPsK*GG#Ot(j;{f{LJDl2t5V6bP7SMsu{<E{9Yvi>Zk719_G
zdaJx7<braM(+n~2<IIGjy!26r0VERP>S)q`i4Bu0V!rIQ+~g-68>4QkxP`-<S<B6`
z*~R4UcXBzwtC+abcUhXnQP>Jj**IQyM$PzQULX8m`LteZT6irOc13u*+E?LnKp3zy
zSxQmTBJU{JajdlU3{4QWgO$n=J`G3i;irVmI3+3gwPs#!W2uF7kb3-9sx}Du<|-W4
za)FnG9x*MEyi6qwxaNSi3dn$HmTOX)Htv9?{FSN&vcy$<hqHv3N3wUnPFFR91__7S
zZ0Zy$cQ^{12`F7=Q17L1{*4~=t)hF@C7J?Z)8X@}hb)QR;`?zd=>yCXq+gMg%8y3~
zcoulDA@Ii68|+T5UFt(^T`X9s$FhuW5#L;>cWG|~d^*R)WZS$@rXG;jP|*TZ3{`hz
zTKsq(TX3G@a9`=*sEQFvd)s%Y{^-8bDEK1yE^<!f89%WQ!j#31mo<O44+LD$kGcm#
zy&q=?ig_;kXxjLVCeBs}3|2`E>Yo*w4mt|(fF75Xm-70GiIg`*J$+p}Y+eSv@>dsp
zQoush!@vdEUKsPyn^{nyZ0!=!;#X^aZDV=WQxxrKG^}}C4Rmi{)`er_H=E&odj_~^
zpp!H0q92Sb8=CQlzWHD-L_1Gkhg&@S@x#M`6~@U3lzN}u_@*9W8hg+<M57^{HUd0=
zd?I39B=<1CmJXR4O!5DWX}=){PK(9!2jUHEqFHNxFYC8k8ZHp;`Phc^*j+gHf7{(%
z^X|%QXPwznSs%01Xh&s~J+4h4rOq~>02@aB(>*fY$AiBsNg`6#ocUN5%}=dDk4LQK
zq)*vrrzdIc?0GerF0r_3Yb-3*>Wf{E;^MgG{Egs!#QSGn$WZ=8M^VJf4)cCp0u<W&
z2p<a>N;y2<0Bz0an@5A;;l+EAU~PG;qHOB2uNK;ztak;?Fq;Vznk#%}N=1smwpM#Y
z^d3JbrC@P))$*0!K}VPFuWMB#{+qQu3U}Gq(=CZBCD1;+U<F0>h4JW2qmV;e@>)fM
zhFksbSgl9@TqO!7yn1Bvvw|4odfiug732w25O{UHa?-!zfd&|3&i1C-F7i5d@QD<U
zj?v&)m@`dHD>NBlGci+gIl?Ic?BueN597GM1DGzS9Eex*mFjU5K^@l#L-pR%eR_(y
za^sjth=UoZZWI(OSa16R)``*K_sXJa*aGwS-S@*w3K@#O=xBmfprE^_M8vGcp*5#@
zUTb*5A$rSa^$+baXJLAYHcZGsO85ZrU~k-a|It3;KHvEaba;<Bej3d%<X=+L&5(MI
zKH~+4mwekO|KM!S^}YY~{r>u`EWKqb<yEmZxH;Bv=jeUM0zfWiA205_V1(JT4s%4M
zvNTGJ1V8nHo<&Qc9WwSd&B5n{X3mCf7}<`Rm)7)C@3Et6CU!Qt-)4Pt$WSz`6~cll
zg|&EORQU=G`n<hi=Ec`U<Sb6JN*-P*JrY)ejb5mJ^DUn(jX$Qgsg0Q{jhc51d<$1D
zp=9Js)w@|7{m5q<YLNmo`CEmPv@OCAr^rYov|ESr5u#onu0+b1>#ll~cEf4SN{jnc
zP5!8wWIoCgflf#PW7Krab+=L-GZ{ab315n^Ey_o+veiStRtWNYRn|B{RpMzVGS!{f
z1@(%T?|G^JtBf?OGGZ652q?2=@^nt`f6#&=(^{QXodG5JO6u^%no4ZOi21fj4l#+Z
z(};g_^LSYALG0ko-`g?8`~3R$(0=1O*(N)fY2yz~Z}`c2qxUhlFcKwpcD~)tvPiHW
z<sP5f@dyKTutmn>4J0Uay!1pY7-rCWCb$0&f+7O?SwtnLcw&Yg!{2BG>!HI6V&_tE
z6rq@{z<8fMb9#EwYY@Y}=C96R0X7-na6NNWMSp3s%NvsO??r*bTld}kaDzFEInNW%
zSu`S9jSYsJFgjcaicP(9%P#MvI#Mhy4di8Xf$b48(96<j*2g91G``Am#4=Z)GCY81
z<)M8UT(0_mTO6TB@P*fw(G7iCBLSa%O+VKe%j$vinLTZjrc2BG>wH)oMXA@5hOF-B
zB`RVDcheGIShj2%Z}`vTCW~ya?|0oI=!}*8PGV6CZM+CtnfzQU0~M@FmTddsv;ZNI
zygJhdt~XsPrusRtog+c;+lB7?-v1Z>01|Tf7Bg%lK5G`-K}99d=0%OULf+{(OA2v7
z%y3r2+o6JOE-d8-PeS`E`5_tE>-<p6YVO(f?)3ad^dP@uTEA1Zq|f-b?~sIo9mQQw
z!lupgjJgXx)~I^&d-SlEy>m!2?ulmCAjt8Tx;e#TZqd2xRu-&82g@^gvhiRbKV>Yw
z;4&o8j_vO_se@oNwYETeg_dN#kvSXkpF0y8t*|ec6&8Lth(jXKu1(RKF&TB~d|#lG
zuB@Zh7uHVKq5u0mcMA%-H&=DnujXX0U?vO<e|4uJM{qj;)Rs|sO1HE$|5YDpEF-uy
zl+moOFq){CCaw9O{(Y<EqnNe!G2~4oUs{Xk20rSdv1rS);ads~b(=roAt<CL;<%J?
z3H$cED#q!mAtf?sYHRku_a!W{<hBGs%gA0|v!GHo^&SV^ei*HM4YD_&CWTPJ5<YV3
zs_d#xB;k5~;b#yf;#MurKkoA8t7y2|nPqqAChc|&yPrTZYS}FSZb<nWYbqqDym;%8
zd^W0#hCN)+PC?k3&PfAVG~AyU{LjDv(K=)|Y0l~eiVa5EUvUe_RVU4aEK@9%7wsz!
zwnhLB_)EfM5HnE|&8_k+Cl-^zThPJlLx-K-pr@mEupQebmb}9%HPE4nuH#PMk)h6@
zC8$enzCuN1IeB&I|CZ(gOmej^IRSkkt1NuAC;xpPH1jF*=@TH5!tViq8(L4<LiDQt
z#(>3a?4B@_x&a1e%r!e;Rn~@f0Es{=PGmC%Qs|-Ya@GT@Qx5n&q@}88b_Xm*oKgOM
zEXdD%=iu;=tX!)stZTVDcl`Ej4VdU1&7dXotdCq*9lV#UymDF<guLV|j;to!oa#*)
z+|u@37Tg_@eH>wz^}b90stiGJxVgw0c{H0O8p?CMu#Qlw-Sn*c5flG*QW2lCi3`Cu
zi#^g{wNwt9Ckj}JUvl*>ak)b_Qm!3z=jag=t}H!lFkyb0eD-`+MH8jqmXa!((l@&L
zsH32v8R(LU;*hRBx`t%YTa5RwzTO+<9rRUSg-xeY)Fi8ED^F+=W7s;-vt|74V*b=H
zbR!{$fr#m3g{Bgh)i}h&!Ugc3FKFZKwI#kfj;4vjRFM>0KzWUc0hQ4}O&g8zCdN~X
zYnd}|(~5tv97UP=VlHsJPrZQ$JU|m*^hV7j%a7&_*xJB^$y9oj-Cfa7;FbF`JIb~M
z@h;o1+3T*H8NlPNw;5&4P~eLLiVi+r3yrT{a+pX)tVt>A>J~Fm*b6sG&1R?Jh~S?V
zk{9nqp}sAZ#VHgiLLwdd+jx@qr2H=A{W%ajr8cQt|Fame-HEJ!Ld<zj71;eD@}qNC
z0<s9S+7tZ;n8y;QD!0mv2sGQm<5PN3<Hl#Qs_y_PaM!AYK|Cl7qAQ%*)klr9f|&;+
zrQ$7lma<5={9;gr3Ex|3fZM{{G&`#XPuPqV-0g@U&G0th{SS<t(UTGtLk__%7`f^b
z#x3p}eG&gQAsZQOjp2icZ08AJ=Qh*vB>{D(6Z=CdTY`#Qr8z>_RFI4&#?U=hDV;HJ
zzJw6)CXL1$g3{NZuyiL_hK+H1`M~|04#95fwchmuQ>mUOs3td6Y}Z??@U$$(@ho*T
zN#4Eu%_NdhZ~iwl(Ry{Ry+Zw9pd5}VtTwc#wlKY^tRo*-+aswZ2;~H|bJdK5P)Swi
zUGT!-R1e$=197)=8#D}K3LZ7kzN5AbJXWHgda-JVv}~&KoLmh4I^}##=1Kivac%4B
zgatOw()9=*<X^<tU$~ON^l+1(-LEYW5-c?kCrI=R>I_n`R6T{69C2Yt;&@G&#91kS
zluEc_iC5O6E~}%e*cmZ=cle-7!H3$>EkhuETiJ%psl%dlU}h;_NX?$jP_eUnY_njg
z0*oV+UsAOLNP>KCPX~&#*pz2}wA-Vzg+l?1lIOz*>Vf4TiJbhA)U(1#^ZzE4q+Izt
zqyi;;2*D3=PZ&ZlcL)=hCkirWF)&j6BuXeb_)=rKVPEMJ3D`dV&$D|BBNoF)E*{CP
z$921wYT!^(PzqnnH7)RRUO(}^^E~XgvN$T6T;fW8^`*3hJ}#AAjfED4Hn8p$aoVGK
zX)}$*iJ^|Rd-N9!Pox2Y+~`jYDuH@J&)CV0tW$ABEx_Si?Gb6%qp5iI_NVBHR-8iy
zN7&vnJ{K^D5RX+X@d4rKZn;D-xHH0e)vTzCI%Som4BY70zCB<T$rhc$pY^eS#yJTg
z36t3}pegK-RUXP3nQ_pclGg7-qHw<?Su9`OcYg(6qOj*Y8rf!8Qn9ISA@AP*;_{7o
zW&#U%smdPylZ*G&oWuO<3=xG?-;x&Qr5eL`*N(<DFkS2Ke@U$g&KgH5e$U_OF>SG~
z!Q$8uYsrS8>T4{e${$~6L4drqR_8eZ5joQ__O!HGUM-IW#j+DyA9jYDX$n^vhE3bD
znI-L^JPOQ|PLvF*)y@2;H@WnwqAPI1W}k{Ob(f^o&DF65PrpTw8viqOY)f>W@vd%*
z1!s`6j&C77R|HvFw|i&<b`O1y*=GBlL^Rg<QU+g#an)zbVd~x`kc9nId_$OT{DLZ5
z67q|wO3daMc)5pa?;U<jn<M5a;T#|m9#`18bWxGvfR4s9$L}l@v6qSmc4*H&joHA^
z_FUlK?<l#-qc{0M)8B6K((uP}V9>a&O`}WojV9UW<EHmFdRWr6aW)V^$c=y{PREnM
zDWFf!X5}VnF-gt3U<qble(Ss-D)@h2Jek%rv+VuA5p&xZ$64$7v9=H4Gz!-EG<v62
z!)VaBwrY)7N7k!2KE_*4(tBNb5?M3!(EJC5xkn-}1=IhZe73(sLkVA|MKlMf5~rIM
zX!pa54{Pg@jB2UbG@89M4y=WT>3ckork1qJn6hUvfS)8vK?B7P9+<8DyQ}<<7Ob#7
zVyeN=ta!ceF%~X!_+Wkr>laL+b&lw6AO!*Q^Jw#S8-jXzI>X~I#5;G9B??@#(&<ZH
zPI;`JSBpNTOgLW&61oTbtoIpX&HmEmT3S%PYT|BhzBO#l)Fcn${IgJxoBlD8_tt3Y
z=sqib4RzID#!x&ZcZzxRB%1<hCmI!0+-lc$=k<p<RV`SiQjA?e*A(8JwvYNv&#hKW
zEDB!PvwR2Ug@snl{t|&clDm6&GdO+^U$U<_nn^^L#?Tdyt*s8QnJv)LvpTfAj}VyH
zS>tY&xFp>nj^BEdYw{;FEuu+#*TW^K55;6?N2{pH29K~RPQ5Z>RX9?Jje4K_w`)$Y
z7xA?Q0K1$6RyUoL`FFX9G`$sIqVXh3M(Q9xf+kNha%!@J!3*?tr+?Ut;GV~_c3V7V
z2>VqGB4#bwUUA;#>n_mHh&~xo!Wlq2H`q8hX&nf`8!5eU6$?V+=H2+6JjAXzUG=g+
zm^$yB#9XiwFxC&iB&?Ue12Ud(B9NqBm$ZnXgrd}joc+<7)S9qV)ugmI%XEkmqa@N-
z@Ts|FbN`NAmo;8-Ojcb=L5bJ#^rKjw+y*-8B-aGqRC2@p7sw4~xPeD)(+Cil;3Q27
zrEx9iuzra2>$_KWNCrphYHouw+;6~OU-j!hlv)Uz4Y_^y*HH{<?PYDSnH2ek4Ke^M
zzflG~lGSLZcMqpcmvJ3js726i(rJl(D<fjpu|cy*f-anWIi3OH)es_nzoau7Y+ljj
z;VwXzApti|QF~M5D)N4g2mYPbL^F`TrUs>Iauv*C;Favp$5TvVt2nt<BlwzR+E~bY
z3`ZKJzvZLXaPi3N3jssOZhYFPd}dGqva@$HNM=3RV-o=8TLLA%Y?BoO2qFP|-ECnO
za2+3C6YlI3Gn5&FYPWxY2fD^tewW$$eV6s$KkO{4KcX#|)Ku?xWT?5718hS0*<aSE
zT%l?h!Yf%=6)N?4K{up5hWbT{Xkks#v>CrrnyPFY8SBGa+ly<Clu}V(q{H=7DSR>V
zsu-S1U;=Q5$n#IH_!Dlk_Wd<NEOEzsk{Z7B$#mL0Kx~0$o8yE%*T(QY>61R}F|m~G
z%C5DKYR#`9j8fHTHJd*lKSvZ6Z7}TRbC&dfS^kX#*kK^}{NdWg;^@t{>Dih-Z*T|j
zS*Ba685i}STxxjk6^*YTA&W2T?cnWEwC#oMkWoUjg!jxP{p&MCN|pF+LfvIyR{f`}
zr!!M<`1Ddbv&8{1dYFu=Kr<efi6aGA%GV&Y5}H{ra1r$+c~pF0V=WpOVc)~2nXg3f
z(mt@v5Ub>`n)rMg)zb3YcfM2N+PgL(`!G)6;LzwLR2Y}b260(%spJAUrz}=(qtF*n
zaxUz5^0B=oWhEcnRe+6eY+tHoauWD7KNw#df`V>PitdOD8XWh-y!Tdximt)XsnW{+
zM=vvX?pk9g@&H{83R91&SQNR-;`wC!O)ReGHUJ83@#XM$#W7#vidHVDsyh?#WlNR)
zf{@5vZ!@iVSB&do+U-9`87Z0aEPieArak`ttVlex)y<ACSEPja+z;fDE>_Shlct74
z#Ml#x3j*s6q!CR5WsWwa;3Q-3y@FQRHO}<!mvZEbPET(-x>kZuJK(PShNS2~MoO)-
z6t%UKHU2+y5Mv{opzuXWI@U|4HU+D_aCKU3VWPiG$B+?ksn#wG7y}PIZ7@an3B>Z0
z|C8;;)!^}>@94cuzRVa1WVm5$N4=_ABWEKjs6RgY{*AzR7!qH?#KHeJsk8WHsz@Fz
zZ{)bJ+ot7gUnm{S*YxDhn8uv5%Y*qy<6k<K+uh*e0OliJZ-?No00EA-T8PXl#S4du
z7hpj4{Ea1Sb|qr-hs!0X_6oZ6&o}Q8m9QSee75@d;*GL_wrNb|8t$D!#Z2Xr(I&G{
zytxd%3HdYl<2mm8C5R_Dd}hCME49f(em^l&#$~xRE%)*v^E}-ltmJ>ivImPH8O*o<
zHyo4_Jy$+?Lqcodni!}0<~7>Fhbt};DCm#t{6VzE?)5EpryLlU#{rcx)tk&uC#s|F
zZ=?FgJ67;k1ab`<H^Ao0dmwUbeYT&O0xmIAj-?Z29ZjdPCXEF3KpE9l&OErX>V~M&
z=2kRj8s+eWw3G5ojt6p}PKbcnM&oTcF(RB8x6E}NAOe2BcYlUvQf7<xZYeaM;cvG3
z;O8Eu*l4AF-j4wTj_$oU^oVrxuH{-R(!=a+1?C$`H(PoL%KGW%^v1U(wHgAfwN&tC
z#bynw!4lB|D}XgL$*j02m31D*>ByH&Q88{8EMaSJSvssTiK%E+Bq@|3M+(FQeYlwL
zSBoWPT3GzW;M>ryv*-i$-*ZZU(G&3D!LDtN0)kp_K{V|?1HJ6pycNqPX3n&EXa+ZK
z#pyK4hraeD@u65v9$^UF^N9n7B1MCj8I9LA3#?_ew+nXq+t!Pl{K3E1|2f5g1Gacs
zp_<%Q(X=J55YX}b0C9$Z(s?79jgK18Tv0GE?a2kvW1Lg<dzsH-p{!|PqPCt$rRcb>
zz~`;n5SDXGwI87AfGs-0!<Hyk7~O+pT>1VH4d`vV7e`?QfDw5tZhX{TdpY<mNJim}
zA6c%blTXut_5~WH4v=G@+biz4vt+C2NRqh4;0>}14ORm>x=|vk5@9qSp-bzG-txtE
zsMMfXn1E4+#<hA@Oa`nPmC1vuQa`8pjhO*ry!{hPns88X#x#$uqD5;(E&5Hy1iOg{
z`Zxo01+p@u0!H9`9L1*1oY+;>yN8YEGt_Pw9O>Q6TOyjCD&Vs%n->SZE)W3KJ(v`*
z|Bkf`pfteDdPQ|EXExbAlpZ4Eco3<^+IP<Jd<89AgmWI}<|?MC?!f|FllSf3qJT_X
zgV+EmPARF|5E39jvCbv-i!ujN_?*!6wN^Kjm>zY7u#U2@uo}|+Z=f_!roZJ$OXO}V
zFtK?eQ#Y}FBJ(?iziu_YC%a|=gNLTs>y~AeHK*K`%Id`|`T`u>m$gHi7SbP~41wkG
z`TDa2%61ko-W_KhgmM(H<P@k%8UJ%W&iVX6O%0DH<C0C4kD8R~I@jNxO^soc0rWjq
zlUT~{R*yIOGv~~@k)<*li_^zHKpB=T`cIj6^$kRZygzZSD7iT6{@9J8VE|#xg+%Iq
zkH+ifSpR^zP&!>5nztwU+pNRhy3=iV!vsz4;rb$O0y%0-kMuyK;lXXL86L2ry&t>V
zHC9}N-H^aTuh7Ka$Cq+|dnoo8u=XWNvgz;~&cXk?-_}9ZuOUdpU9sK5wWDj0`#)ah
zQOIlm4ybF4qx#s}oSat{Ee&6|bqvftqa`p!0H<yuW^`L=(8<ds6A($nL!p07p03SH
z(h4R2-5L&HPczNK&2fFx{H#(eFSQ{~IBTTHse5M^%nYzZtN28wGM2AvZ12_e&fStV
z%_6d~XzOtBXitO?af_8uJBUxi1wYJ3@&K{irh98@>3WiZB)lJ_PPXMd+P($-^~TE$
zbSF%=*7;dec2#LuXDv6Q^32;+d}5KqNk>QTL>KGN?6sh)CwF<!lQt&G$*Y1gExWip
zpOn=y>DE^|wVioScpUB`{wAID*%j(x19dmNxt%?1O5(2EvJ`ZrZEd&Y-FnO#m8t1_
zmWir$jxo8(bc8FHPJzH<3m|?LE;{uze7rQQ$P}zv>2Gm!;u({I0hB$p-kJN~OQ7iP
zMd4ita!q&iJ`I(v7_c*-==UO0QW`KGw_!6NG~fv9!R6s=9B6!?%-_KGaW-NHCvc@U
zdjClbWUD2A_i1;1xJF;G%Dz9P;Sqj^b3TFZZb-9?o^o^1)psCg!7BMOL<s4aGgJN%
z42Jm6R~`9{vr$zN3jpi8-!#xQfRYs`IaoAJX}+o3M4cm_RZ}&TRX2VIH*wa*zLu9t
z1vJ3)0i*z6=<9Jvudhl6hjVU+PW3x<JquGO9x{*bekToDKJB<D63~4C0L5*v4aq0Y
z>mN~5T5Kf=VZ6aKBa6}cwOIgY;A9J2&H7rFI5_evkH^P(d|W@jvF`hJvU{=xJ~%bw
z<D-*JNxtLvZqjlX>XORIkyxe5_@Z%`DcPBFC9p{6LLRls0SZO)6iLa<J~L_0%_&%A
z%_+RNQ<}Of2!tC#teGlYU#pS_;|&RObPxC*&}z)fg8s&S?T#c4a#7W#65CaMb!qU%
z`vcqQVQSItqdK>|;-hWMzf%7<U!({`R(-3l7C`g#_s*WMP!X}sgPu>0H_nzetP{kV
zy_z_l<vJvN?uWIn)^yP3mPG&{$>M&#sb4*3S~|X9Vtr-A%91MWJT#OKW<hq192_E+
zw<?m3=6O_b`RP~d0Wf#z;QCU^NF*VNepF+Ud9+@tVgUg(RL3{~!he-lfn2#9fNyk;
z?4Zw|th4Jn<<VDjSN{Y_72m2se3huBv4ur_6cHc70w`tolbL?W=)ljIjhRomHdu@`
z7L9x*S(5!^T&XT+0dyh3nOBZBDLm=b6}+fU4#Ee^_b(T53LqcTJaV4&MO*zcauWMz
zTw+Gw-(Tos<`tUfd9#*^1pg>}F8D43O)MUSp?lH!^*G*!#xC6x0b5?ricMByHoTTE
zan+1e*7e`7|C|q@NXQHzJA~to9yF3QUQ2n9rxGejEVLLe$9uE=CZ{cQ%I7u&;IJS$
zNDpwT9+$UK<e`=)WTB<Dcq$v4V2rt_mx6_#hPr=S%XIoGn@(o!d*5l{;FVvW11GBM
z+fW5TR;*)l)T#PZ{_%BcdcBEp?Qj7ou9x6HbuTk@FwZ7>J>1mee$Xl#U}41t-Fr$e
zEib4AW>KF;-S)X8rH`sJ6IBy|dF}co^{yE{K_W1v02%oG7N1&P3pwUd7<QWxHs(|q
z_QQ?tasyC3K}Qfvg2Xy?F!zQGa7ter%?Rv1JSaG<!m>U@`>Kl!Uc$KsH4jr5ese%T
zqENz-pf#f|&&+B-o8YXye1?l9U*Unep$9fZ5HKy9p(Fad?WIW6U!BNx*AsxouE(J#
zeD8Qipl4>DuY1P@Zjr@z5N4muq+*0$_&rVtu~pock8~y;Mm@w>SQX{oV#+Q|U0e4x
zA2@wm|Jfat#?g=8C%w3Svx6~nD>c2`U}{y-Dy42E2Z1>m7$6Hl>Tc6@={<ZBEeP@9
z?K?==%|^Zqt<h9wlk{JlJUbr8J8d9cl%l&r9qso?q)XJO%O3Q866{a!N2Xk6l6h_h
zR{Kja8;Ht1hV-OZf^!c+)xXO+0fClDoL#Nynk~}o)7A=%BBU|l7M;`F9Ql~Bij*S6
z*qogrdK^?Ld=djAjP)CK4MFzS!MrwBOZjsA4!`7)X>sjCE#=)nn9BOuZKIobf_#u8
z{M0P_#b>G(az1_HBFV6stqudHRic_Tyqfi0<_!lo9NdOx+#ZE}R-7LO!UPaCRW5CI
zO*JP3Vmfm$f9l#@Qy14oT(yYG2{}f#ZlpKtAkVo!pyh~%si5KJkm^0rlGzuGl<760
zwzT<*sCuB(U2B&fwQ@WR)t^wuW=4j0kJ&)C`)cNp-Bd+()2F807@rX4Zq15tjZ8r+
zq)f)TkF#U^&{Xu*bTUB@6jMQ=J0b2pf#c!Nuk;P59T3WH&c9dQf3|(&E5g7RK}z8b
zy)5Nhyz)~)M=o-{(5O#EN5Bia@sC5GhgTUKbF1XnzxSSe(iwbGU~1FrG*|c5^y6b|
zFxZr9X>j>TI;b)xO=obbzvtw_-~bnqi#p;H8$KP%CFQ&+L{N93Zq_d*8a!d4S$a#d
zTVB3Wt*5RiIIC7wu7|#-mRRwak2X5*69492vfixPHN^fi%B>g_BsNH$ZW+`#<I+?O
zp08c5Y5aYYB#OC&Rs?BfNlxpJ7u_F$!EfIfe~Sr4j#(kV_V&ynZoAlh`C*y(y+|x8
z@%&&hRhV#{2LXM#r)|_n;?$lUWLFq5N>SO%bqI30<T?HNP%`*;QEh@?T?NO?Pl#aa
zeh`Lojr;OZAa{-W+~=ysd@bT~Mw^?mKGb@8LtZ{e_0VxuJ)PNM;4tod{<(~b9!lft
z-;{*>3>{^eYkz~BzJ&uf-9wZgtbAj9X<vO#6z*{IRpX+j=N(-O8%(GLR$P_QP(&Mc
zMql6ela{bN2j5Mjxp>d}F*kmnp(zWgq#`CW(uL*a;R3!Z8ZK_`GglrkZwm$tEItGC
z)6k>)y4oKH+6O09siai@4l}4rYi94Qv#!UX$(bttRgy5Ig|e^x{Qj*%;B$OQ!i0Pl
zx6&8EZYEQtd`i_ONx|<2by3G1@WS7=1yd>uGgJKN=UsK&*`%?vNp$z{R_&dT5U?49
zvXrCV|H|1hYC56^a%?0?I$mlgb2gtfn(Xm>26qa0vf;NEF{Vc-VaoMxrO2uhi2Y2Y
zNKlS&avef=83R&%V-AR#a5XtfyS2GL%P7dWohCOTbL*?Z>!0stZWp!TB@k$ys)I!_
z3HXBJ@NJHAYU_f_oj-QQG)R9EH@H*44;g8F$VWmK!4O$A)(A1Jb-Iq6&lJv5g6TGw
zAP9<gMeMhu7Bw5TQ^>`j*OFLRyQopph7>?Y7kpMQ!jU&-@ajCd8dFme8yMU7)nWKv
z=)L}%;4>SYa0br2*TD3$$iRcx`=@vCtyrE!@uIwDC{}{`h>N2vEglie;WKh#xN7&I
zeX+wrs6UHpgZ)>Y2>nJzig)UN>u!wW`V9Rd|73W=KuKrF|1dWK1_|9x*SGb|*ILYh
z;cs9>QYx2I*y~jJ!-aaA{9Z1zP9f)KlG`Um&!Zg!E~JRSFO-B>EwmK&wPd#*e`T(Y
z$ZnPOc+#?Om76PlQ##2HJ4IdBgN{0behotXwQ{h(<<~K(EJH~U?Am7Fkuv-@8L_Tc
z2%$V9Af7ul&FUPlif$#4fq_3RD?n(JB+D`|KmPR~D-O`5c81!}G$~=SyP_wHMhEq$
zy(&K6mkd7`eWgV4+2S<JNgeSU5nE{c(C{Ed{Q<GNRHrM!Yp1ZJ0q1ey8_l5pT^xQ$
zf9f*5G9yM&8;$CMN2T-STJ4JW1eMZXCh|TcF^#wlS*gm^^Jxde%B-|`c9e~(`B-rZ
zLrXO&bGx+~4}$1m>X1t<i~KurR)49qjy{9)aq*Rgh}~3-RNg0+lQMzRJ4VC&n3k%L
z>6?FNbA-F&KfcblAUhav*H#?C=#E{W=!vI1pO}6!zsbnCzsmU=Z}0q=vBN|zIh3YH
z{~qi24R+jrrb2CjNykVaI1~(}C8IW6n4f>0fLl~vo?cWXo&0(yT~5{89c{X;=NO>!
zXnR^S@FilmFZhq}K2GeMleqS&>8F#)H(Cmjxk~Dlw$Q|28qf<q@GSfCs?ONbm)Ban
zu^3q;JnSS3l1I-D60w%Qv?5GBcA<2CYp+H?@cfLQwD2H{Uu*f?Iq`*Dru3$TI;?^2
zTG#O^-_+?cMXVJL+-1AyIl}67ct5gZOHPiPQCs+$q?INVoLEQ21@p+=Cd{+3je}vi
zqPvDPULGy(HQYlaLbv*Tyiup9V*ypT$K{Tv;h>R8u|ND7Bj`_y=|R10^$z)!n1x?s
z|6Yl`+OuJQd{6tzM%VNl_Fs!5*hj}-)(nSn;uO1R`a)ky*sS-5SVXzST9C14ZV2*T
z%+VPYVXqBoibLkw>60{?%=px$M)G=fQM2gj(ef6fCFn#llEv@+Q)2!ZHrz|qwCa4P
zhW&y`pL?Z>L{#G6Jr(|Uw$53(j}D$J*yj|QcSb$*pSbS93LkqOTZ6;*%9z&nB*!GN
z_mBZ{_6bc*P1}mzmPvPFippqs4(te&jE#^y?5(#;U@K%+3l5w+xRYV8J*=$}Lbg(}
zRZs6wJ)d=@7na^*^q6lY0d;_qzGi%oWzRc9cuwtl?1HK94x>?BhCS0J9n%J#2ba1B
zgx%BJt_uf+k@LQP2<I+Inee1GkCsxNRc(`x2%bk~svMCsqekWKdkUB+MWdT4Rxb=r
znDmYaq!B8et~Z<_ypgGq=3`(>NI9{jB)cOxRKzjuf3TO5eP)Q8hM=;&PBvZgA(*Iz
z9<M7G#?%uyML2xu(73F>%nThpJ5@=?SL%L;IH}n+y$Fp4_cdh(O5~F-U+>@h=p)^;
zVKVwQFTbET6;n=^w4cQXhGklRfA@tmQAQDdM}HDpbvVQctEs!uKVgd8zs?K|h0TQ}
zN7<^S>>a#4ZxAXmUUOL3<<l96yph(m-p}1{Uxvl-qf1^Qs}H$^gwI&{?(j!wpenp3
zqcNz}<vllv!oSfi5fWD~aih<ZOmf}j^tm^eQ1el#eFis~VJtCCX4lPDUvtr>TWb8h
zR&H7Ix2@?<IQz$`B#gZX^g0*+<(fqQ_<`nq7Ory|Y2*3fHfhOvCz$_{GzE;zp6&>Q
zW5$yIg;6BRO6RrWPn1Q3!Z$P9$)QLRJ!{kb%$`#`K^jKkt4$-AJw_&x2kT1`a?9i0
zk}fbqk=XNnU_G;-j&8H@a~^@0CFFerY{XY4oH&CJiEv?JVke!2Ku#Dd#mBw_)n+ME
zva5LSv%OWc!oFiXv=a1Bf5O5EQ1y^PW}5ewS(Iwdm^Qt3N!^Ea@(v7H>!#_;pWIPG
z4}RJmc_NfeA^lCTC%R8DVeA%(a7VOoz=xPpc@v`3{O$;cO`|t}n(c8;_>-F}(v%Hh
z!JQ>xBvr+@<2@dN#827VTX)AXXiZ9s(er<7@iScWVSe%ztrQiks|p?rG2-Op<)8i}
zrHdcoZ_RSuH{8#^MN{6aTJ6v`tUmml9m@7YsfnPy2-_kNH+U#~Wn-rorogP2Lq=ju
zXq^2M1sMarf)?}fweg$Jb>+Wmvw;{u6j$}BlP&7yM!VeGHmJJ?w|i@u(}!C!>6hVn
z5tNpemgjj~#up5c<dhV(--d8txXTw2kt&NBdVPJ$I!|`|00o3??3*t8=+zq-k)xr%
zC%a^~Sl<tuv~X5vbW|}!9=%c9N!D)=I#vRiN;|E|5(i`pH>p`^72Pq-{gJKWk@J*U
z%>}h~PlRKQ^48Na@<AodA*oFJyy0ZY>u*Zt_{qzVjxYFQWy{iB^nxYvRg!(JeSj*`
zW=+(mKgr)3q_EUc(z>UorNn|0wy~JSS3BChlS`-Ea`^hDY_gC1yF$GAW1%>^G3ioH
z53bmq9G+3cb{h!Z%b|rr8U*0w(2wfsk$)GeQ$?gX+f{hSZ!+KI#6tNw8kUcL2y@4j
z8%sP;K@6Y9)qS88%g^md8qbCJk40@x*ykT@)$wf>bS%VWy~|eb-mxp%g;(3&T$45|
z7COS~BaDBYYdTBE3QB+8;!BRw5yZFB?c?X;Kj9)<Mwv-w?2>fPmzI>=1T(c?C(MH3
zlIyk{uTyAUFUQ2>N_J-Y2`C30KP2?Wm>W^&>*-^AK68r(h=n6Rq!MW=Q&~47)KB=&
z93jDLy~!Af9@*(La}g#Mu+cq4i|Nl5H$pR%hx_~s<Co&+{FP!!PWQG-%fj8`y7;iM
zu(Qd3z9Q2Y4FCA*u{BiqpJo;c=REMDC;Sy@1!-K1Ry-c-o><3vUvDC}OJscqOr`i(
zC>g7r^#e?n3?4WEV^MP2dcuyK=KsajTL#tDHQ|Cm6Wrb1A-Dy14+M92cXuankl+^F
z-7N%nC%C)2>)pKH+?lHRK~emnPVK!;ugAK341Imyep=BNf9hN!Jwx!M^s;QshjHS&
z?y<d4(y%ENjbfO^WXQ<wz_){5!_bs`$y&92)Wl2x;v>pA_qIE%#txep+h~c*1}a;w
zm;Ytg&v`PlOHgb~n~hIpg1qL|VLN9S03P+%gF*LV_z-!Kt0VAu)!iArdFhcUOX#EJ
z!xD>6f|c=k5tADSCk7i^7=}qqSyRk01CjgEhiz*y74x$H?1nY&hcfT2=?%JNX?BQ{
zM?79G2a3FaKZ9`slo>^6lDn|EK?y<^k72m{@P>y6J=5&|6=uj<ols#zkrTUO$U+w|
z_A&&S06Ak!CQXov4JS?vl%*AN{+v5b)<z=-BPEEg&}%D~8@p+JvN8RS|3n9Z>uK!4
z2VAucO9(kmngaVq8eN+EsrO(q6g+}?@E_W}ab}tGyqmq{y~d~MYgDP9@l#HBsC!SQ
zKxvoA#w|9+^7iGSmEUk{{Vt9zxzfxb`WuE{;O;DdWNIm>A`feT+GF9<REdLed2~<E
zufl5t`1+gadFH{5KXCLbj7AQ&OYJB%WD%p%rn^Pixo??9H#!#ihZ{Juw>CQh>`o#2
zzM!x@H>7RCdg6JDLGOI}-e_UcIOOzfd23%D0<$Wm`#VK%U9jwB359E7*hKi}4Ub<_
zaoE#l6SOwuunqAIM1HX%>t4}GtPSK0L!?GFU3@q)DPI%h8Qg&_?)|H8y=V$6efEXP
z_Lf~Qr0pwC=l07PWY*oXLYz>~e-~U0ltSQj>QQv+!Q_Gw8-#+CiiAs)h}~cF_K??c
z4G7DOmP9X~p~?}70`&w7e$>5`pc*>;Ff0FbtZQ_LvvXVZ2A<p})E^1;?V-S|nyqn4
z)d6=sHd<vgUOQe|b<%4Oys?lYUz(zXSLU+qHK2ViCZ~O_@=ftNNCo9-6B=U3;UK|C
zghweNS5iWbY=6Dj_;(B5rvlZ!txPd=YpsYa!gYFC6G9ZRxHCAH7596t!1*xk3iACp
zgkA=XuN6jU?fhx$6@RBz!(=N+k83K5Nu%@5j_=(|9v8Km$2b5K6(B6OTtfE{hO05S
zqcqKd9{<OId)T6RF%vfVK5OSHD}j1e+Vy4o`oK_PVk%1}JU6_f474PZtfATn_6T2p
zhrrq<t2u~?ff4euynnsv%%ez+4(v7tNH1RnL^~b;=6z8xYn?y_ZPj4(nLRpV{S9yl
zh>IZ<;z({Bc#f*r7Fd*#hQvNwb2s6!FI(SHPMkcxYBA(93=35%I=n?oYn$?h_EJlC
zUa+MN0%JE;Y@Dw8=Y9M1B?M|xVZL29U<Kw*?cYs$lt;eF%%g~*L}(-C`fp&x9o=v}
zjS7LWp|*&#lWT5IQ4JVMMu?PTs|%%5N7iSwjfZg3F}p$Xn3o{nCVgv9YOggJJXaK&
zUL7SH_hp^eWg3`6k!+Gu&yu(szeTfT@S=ju&Q3y#(YHGnFIA4cJxGd;(P^5le<xqv
zugqmTqJG&)7*vM!X5_Rfs+@Gb!2d(?Zdf8L4^#r+IupZVZ4*|yfcy2ne12$mK+Zvx
zI^F3DeMtXwEsx%{-?Ow7QjminW280N#`Qd8gFTaQc6rdf!tldV(Tfha$h=>V_4X68
zU&!$|Z8KsVRx#RKPYvfQb-n}w%iW9sUW@iW+5~mtv!{P^XS)5_YX6gNvf1c<37Io+
zo<sQ@{-L1N!L@nB7*iEG-F&v&WLajW6#D^SJjL~(?%c)h^XuzzH(!Z?L{s2W&wA^Z
zImku$<eq73O%RYV*Y(6fZ?l>w-df<OAy`g1kfRVW5R1yW35~E#@&#P3$g;$@4Ap9a
z_*0rBUkIp@%xq>_5s!70+>ICX#Wx@+(y5-X<C8znu;kl}3HFboH57StNX>gSLmOKO
z+T?^wdzz)-npY171|4mmTfR@Q{PjWM<&)^(O^d?~YWFM)Ha*9<!%*>(;d&Wj{e>o?
z`4hT%kXlu#KI=;%6T1dOMt$_2=B8SE^5|8o5d|d#P9k)TN#n72b|u0wOiBasRE>GF
zF>A);qb~-U!SsT1atMCcoPIse=bZusVd<FND2tC`z(e#CRqQo!fb6Sq3I6L6vx)mD
zAcMCj+_i(Vuac32P3-Uaz0=co3clyc%|@PZ$q18cJ-(17uIEPex)AC}{HH3nVqQ;}
z5Y4W;iElr(FFr@rWI!Y-W>Y0X!QSoAa!Xky$JhU{7e_dO%Ff0csIqsscQ|<s=>Pnr
zP8I^fO6c&NDlhPqo&RPCAlJKS#}!OoNpj;~6{I#jwNhAt5rKkUeKe!DW0J;7(?lyj
z`Aw{I4)349X`q5sw~}__I-H!VRK2vQPQz#&7CV}uDE8*oHX6f!iULHQ%+{d4-1(~&
zk4MPNdmB=O^6*@zPt3t+FF?<=fG>^OJ8@Dd$7r+-SL>5-Bi)VWPmK~$<Dy)t$nC9y
zw2Ov4euJgplYeDu9>7lGlG4(&m>xMe0}|fOFK~;`c%Yf+h7ol1Ca|3U<U!NQa^SWi
zBEtE(VM*$u?Y@m2I3i=LiJ$&{M5Fxl%$oZlAgu|Fzr1}>qpJdsO~nk*1x8(V@C=7D
zGUKlQhDjCuo02L!TH6OiVMFSus!ysE<cMuXc$5|M_KoGSe5*jm5|+h_PAu-%hO$2m
z7ttt;F?T226&IYx$#jc&zkhM%-oV$FRUm&aQJRelh2hgf7vlkC^*NtHOOofGFZh!f
zy?|Hj1r;6gIN=lsjZ7=>bK3?Ou0P78F#aQr8wsb;lp1)%bJl4l9QB#&7mxju6Pust
z!Ft3;7fDK`=bJp|G(R;UQTs~7&qCKS9k>qa==khpgqIYm`YmZP-9*lt4Mn2_yKZK(
zR}4yxsCz!`IZ6s{5!kjG`T~qF^YrpsY_P(Lh=^!^xf+?_`P)W9Z@iDSIkXEx>zog(
znEys^Zzt~5CilRX*F+j43qlHC@KWAkSp|x(*CcLzN3H9P;qigd?+J0OWCZ^mNP?+2
zTy!3}YV2cEp(NRo-!|(8E3cHlP@t8F=tT;ZiDAJzuqvlKw!m{IK%$gn4mu>4beJTm
zn_o&MP7CfPp%^>7aGMxn6R=ZpN3N)3B(>sLjgrjxvq4AKSn7Wq`|3x@a;c|(_+;Xp
z6AqkTlKy~#?b=F?(fdLfNxE9ZIO$h|Nsg-2R8D0m^wd02)9B)~JAV!y`+nj|iuH5d
zS`Zy_2?@VvaW#siTX1Qd0jMdO3fj4+I~d;boS$Gb(`H?wq_jFAci~qbJWd$-ANHyo
z(yWaW>2nVHY*?>&_>=Kues~eDH?%->v1U9o#7QydQy7fO_oXEAnEr8l&~)+x6hN)-
z$d)xEagyONF{Z#uVeef!JraK3BM;G;|75@J1euh$@WAjMV}i}Xul@x_pPFVR4zu|J
z_6VI9(-^<GQZ=IF{##m$I!|hBb`47|<Y3MHq9HS*@d_k#cDR(AcF>}7CFg5qgu(*r
z!-l`(3h(naElMxv{7~280RvuiT%!x$QgEuB{<e!}bL%^P^11-vAgcEnQ&zu}AdoW+
zWvB`rJ8>QGJ3u!r3cs}eJ4h(1iXGtA&$+vGEI;M@)XOwt(lx%tOjgLZ&p73EhWcqJ
zeGXYAmhbEmstS~*w${(CPvUBU2uGNu-Vrfzm}_z_^dgTHTF!<l9SN{4KqurG*Uf9V
zA{`G9EDcj;B(pFfJj6@RiHgeD;LYaZYp76u**_*0zRVU7K8nn+;I3RY?pj$0ZOK9K
zl2DL5Hfj-%W~PHOa-|KuAvccXmB{M(IJp)w3@K5;Atx`S-&%rk;5rAQ=1m7|8mA{0
z2DfglzFY1|u+5#{L8rmP!>C$$A)N^=+dNC<D>+9@VJmG373^KuAp+jOkgnF>m`-oQ
zQHsZaD7C|?Kj5e^G|L>ha`+v*iPVuPl^m14JM_LypUF|TRO!hrR$21vCi_MKL2oyx
zPJ2}^#BNZCgr6x9Lm@FXHrsW6!0i@k(rF7mke4_qPC7zQFPOvO2{s$DQ*dOnRFEWv
zIyZ(T_FWmLzkYK5pv^t{ECK72q;_XuO2MPsH`kFIR_Clg!NOGq7e5q;)fCzjtLoa4
z8($@a&?EHP0>j%4rsyA_JefGBz3XvhtQ0OT7eZ2vt?9{G=qxntC`;G5q)-1i0U9si
z!x7vMM^qFjFfTKvB$CS`j*z{8G9%KU$I7MN1u2k#cSXxbk^Jfuda-jg5Va08A2w_^
zEM97!igfZ`AoA_Gt#1Vr$Ni3o7EZ?pF>-_12%qpB3kaZgF>M^+*s|!`ocByw!A20T
zilX7+SRYyfAO;w)uS_yv;qaeCSzs3XkYP;tek9RfUt7!3G~+@(xp}M##)_%imT*UA
zhEr|@E{Kyu1=LUYI%AQY`h}L4GmA=scI0w$1<j1ED=JRpCVfkz>W2C$w=?iB;IMfp
zZSz6Xhp^#`E@I{hg-wy`D=Si`co@xNje=*#dx`mW+A*S(CL2cxKv4xF_PtfwQeA6-
zNN(t$id7<x+~KQ>F3uQ&^P1V!d@5xmiIbM{slMT`Vp2qB=5(9#&QDt_lN0hYH?q|J
z{ngsxt{#2o(Z?6@b$#8y@{q*9fG7QJYY1jn?0J>2oFOv>Z>gHCVcV@Gj8mH8;0J0r
zwlvOnF<E*EkI{KpJ*zW1N^;}Q>&$c62Y)|cUAdncM4J46pfgMROaZvg&+j0`N(L;6
zo>oy_bS~D;96ae*5>Z=pqh>56j#^CoA|U0o*;;qpouw|#QH`kTd)+yKGHdmhC1ZYR
zEvTc+PuWkWK!`JACJi-=gxhwO!XkTM<jn3Z^z8T)dyCBDNRK~~!_ZlaS*<go5ebp(
z=~Wbyp19KdF~8r=);zD`1zlI`H>=i7E)=<)HhYQW#_Gmbjh5yQG13w_G%`UcnMwaK
zfkL!MfnH1wT@0E@uSeU9;FFCbsUlsnLrr0*a+QBwo|WWirFc49N8$~CQTh|`OScuw
zpP3;bU!~<Hs}h>nR09mgDruEjllsAXw!Icltuu9@4^I8!ppYh70=WF><n`^2MJs3G
z-!4>*jULvQygplSyT*+>HFRC85SS4Ah>#4G!Nr!Ho!Jdcv;Tdw>xf)GHhQc}A6#yA
zoPGU<x%@px6|b?;R@9(bC``7XHw8x$=c_3>=ux*&_`d>7Lh`&7#Uy{Cj|$TXY^6W<
z{66!6sF=DFMqU6(=7sTo0Y#;Zpo`OUYEIG^7el%OF+?cL@StcK@G0hVCy!%kFuI(K
z9pnis&-hO=`4)IRFEs6H?&2jUdnNK@aAOwMPOn-9j(`nt2<S$S;^NVvv1N$|2_jK7
z%4iqO7*KJq0`5_GMU^?TB_2oFdgQbw&Q*%pJyOSByASyC^+Pb^$ruVlrbFidS9k&U
z!LoudnlF`N&=C=pfBK1Gv>Msq78}*3F#X*lH9a}+XRddWfQGE-^a6J~Ap5VU(&7{7
zd=lN+M{Q~TB!t{-zX?793x~ty1}5QU_SeWo2W4sJ5Tg#bCcSF1fEV<@r%R4HDPAn4
z-4UA~uY&djuSGjP?NJL2Xak!?S)!GxPtn2a+c`iD_vZNA`b#u^IC6j>XkZVY7QXH0
zJmKI}Qdwd^cl8zp8jsyT?wdWkN+%5fm1|DV`DKkQ@c~cu;0&n{zWGU(WI|C4_p50U
zN?c+jBe!jTdCz}<!`@OTg<HhkF*O}H&l88RkxHP`yYSKjqK=Vy$sNtxYQYW~bp)PY
zo(!--h=-7xVlgf;?&YrdBDr&G+)35ZFyht?5jDW3tchJ14xDC<SeLQ}B!5v#k!*Cd
zlNbzh7X6I)zS*I5WqaRyn0yu*&`VF4l*TXSBj3OYB4_IF*a-Qj^kRkWZRUv;d0}%w
zR1QcfV8F+W*KCC@Ft|&TP2v4q?EB0mS5yfW@K<u~DTLmu9b3fPc<>K@SkT#a(PbI~
zaUyD)CC<~$U&r?O-Tbp*lPkDnvIOZvKAn)f4x|2FdcpTZyx9&H>};wFH)ORGk#P}<
zZA~+<1s<=Kmyr&j7V$TP9JEh$UJq>?aZcU&Lgf-8*BQc0$(&_mAKyP6l$Yl1nzP6J
z`O8flCncqwCDY&kVLedsAu6JC-zBU%&#~o#*lW#=_#2bty%F~><WXT-^P2^S1zl;6
ziWd)MG5^f1{Ld%{9(4<6c%c8pCN5@iQ@BdiKf>A_PE5y4)0Oa2XI!3dayR&w>Ndc+
z4&1uiyLyx(SE5OKFt7ipJBBD?Fn5&!`a(%{b{BU+(&Xmbq+w!Kj`&N#2Npwg?T#1V
zVS0$pj!Rdm5`*jY&a<!Jh)`zL><!TPu&zltZ1NK;ln*b?*)5_Ii!#7xP%a^EF@|E6
zxi)3sfz!7<-R;&&tXKU90Vb5#=0GDuq!Y%t^i_G*1-I)|s8k81^UoKT(dtQ-_2$rZ
zTM-nTAbti2(F498A$bhMrrUFs;>j#NkAGt-`P0@IBrcwijV(t{Ux_1&NpI1=H9&1+
z>ofw?SmwPA&upETIjVNZ!}_{DddRyYE-OKWIN+B}dO!WAb__-2!;U4<4>>HoH4rqg
zQxNyZ0cVPv28{=+-Su-)zw1*ahhxbWt#7BK@vpQ8Q39m`a1l>bltl|{)`YnApxiNl
zhrAg|3pW-PhTgAvfyT$>+naV8Uk@Y%(i*!~8UEuV3XH5l)L-0B#}yrwAv&K=#(CjX
zA|ONL(a=kVk!woDDrd&c=Zn*2ckuz*Q}r*VBk!}81ZPqq;tJ+xeh^XiJZPQw$xBV_
zC@An>ENU1(4d$ZG9%796aUb-Z?>)Pykn!yd9<`^b^>RT#n$?Y7^S7Pv)nGPTH_HS(
z&$9J|-*8TT=F7xT*&OrCPSv3?v`OiSP+_f==Wi>aAy>x?YbMHR2Zt-sh@lve=eQ#{
z+7u(C*L7k^XtAQgP~V8(;J^uz=A4guoY<Vs(3)oYK(KZEh}pQzRgfb;4TuJ8MF@f}
z=rGtWjtXL*naE{tFD;PrltVjii>lm5UCGJh7oq}C`M`vsjk!>vY8+7TcM`1oENu@9
zAI;hMl5vCjBA@cHKR98Iz0lx#8(_XY$p#2l^mE{^zINGg025y3{9orwk!(n<wred~
zN;>fVFM;Xsy1z=S@(w}3<FG$jVCJx1_}DD}`ub|U{>Mit#DMkxLE0m;$WR9EsRHB@
zE|S$tnR%*XVF1FJw6a4f=JW$<y@gr9zunA~QEt*mQo^X$#&*^BiV#D8QCgwOSkfPZ
zv2-TXvyRSE4qf<Ka^9mqwY{IUJl(I4I|1)1w#k55i~so`1%*jVhBq^eYXAFJz_0&(
zZb*<hFhK?wImSw;bMzFx|F$$*3~;2}bny1|1jH3|@Q}?r(reff{}Fj%%k`dKx2~TT
zRX%-#frSYtWodvGQDsC;&G=KdU(>XPURO3*K(64S&6to{$QO3ewqlO9J?L)k^i`*C
z{|XYe%Mx7CM8xtNltOY2;ZdpS`O)??(;7@Z`Zq;!XQ91c1I(C#^Ag9;yYA2oz;|0}
zvC%==uP4SAt|Af3Lcj^33vbXxP3%Atpgcy7Y%zDX0Pk)pxHd;K1j-|7Tw?#fAgto5
zVsV?<+U+u?-+u-OCpWFeUi<PxPVzwf!+^bHkmdL0p<1rqb++0jB`3F={dSlg9u>9C
z^nS%;W?7y<`9D5s;tbg-&>MNw7+%`rB9TKICk-L<5~}5>9M)T=U6zU_d@KLcEykUo
za<YByZp}Zu6AF+^_-Q!uv1Lf1B+Smg(+c0)jKPqz0EKEnFviBwTX11*m)nx4`l?^x
z6;-P<BtMXi@HGsH3@?v(jQuP2px4cF#GszwOWLm6?Gjp_QO%U+0s7n?BJsw0YNHKb
zYwuLlq$zmUe%}5pH;)yrdFkl@5B7sCIxa<&Yq{wrMA`Qk>eyC~82X`!zNu;dgKH8M
z>M65b(jO&<yg%6KP3OynlX*Otk82jpSA39x!RI_2k)smB;$uI~TGSO@*Ngy@)L0sd
z8z~vNjXZtiz3sC^Rm4G{tYbEH`cs%wkwaQVeY@9}seLj_2mTtmWZ6e`-LR-6BP<I(
zUzlt<{V=LHe@!}xiXX&kG+*;65HySneorDqsr>)4C!QyGjf=z|&_2Z($Ii-%E}iqU
zqsK343dAso2+{5V{ySz}&%*+43ge#ORHQHbdXk&UUrTvzu2mJ;aZyvPGr~&|TU31%
znDA$!*N=PV)_7M4$~v&-843>tf2WX>c#6u*yVuvm<u#hANZ>~3HWMQcv1<jze2Ix6
z^p?kp85bP4IdA#9Um+I`^R!^Ol}klo-NA@-?t6~3@WdcWDRI4#oJIJf_X%H~X9NUb
zQuBnZ2rV71&G{BBAiuE)vNNb|jA$e?v%f`hd~LXo(9#v$dNN_Pb=a%pJ>W;7K8lq7
z8e8WC5k!fEwZ;`%(vW=A1ai6+#E>D>6nUH5r50Cb8)E1A$qiS-p(|nERz0UDl3nA!
zkef&xr*CJGcYnj}FBPFtwJJ2T=5G{COB?tzte>$lifObf1ycdw66%_5B|de5joVn4
z@M((X|BP+*+}wyJ2|io|_0Gu3yrQo<m0|=~(fl@B=PKxZf@&2xzdkq?N}S`0y!}$g
zgAb{E8&Xk^Lie<>p&CP1ilY~Qr8bS(DHY+)M(0~n%n>whjE-Sf|J3zg;3d!l$p>+O
z*zi>cBNGu#+#b&lO-u|J)@(Sh5x#yw+XE4F&PUB3VY@7@8`W*Qt=Vom)1kJ|E9ZwQ
zzaGb0DBmZ3@4)EVA6QutTW_GuXo$}6+<!TcgU*cx%brV@gGM##M-Mjw<cIHKxBwiB
z&`n{bw+60yC}aL2x`%UJMyOyL!xP{O_3g+ZxPti0$@}K=4ZCX&hq?QKUA9OC5ucyp
z#q;4eZ&ct=cNbGR%q(euGGxe6b75=08k0`}+_=yx`X;M0@=+YFL~G7qH09~)#r>zs
ztjVDNY`1mV#GK>i*tU8rbn(+G3Xt7ODgc!mb@gvTL$VaWZU=%}kKI0;aFj>SPZgLV
zw|PSStxmxZbGD#y!%qOD1PePT-7<m#MTP#J0=Ju06$u=gmj$wV{0@Lk)1ItCe9HfY
z{(Dl6(awbyo8^bY?H#lGDKv1&<a(OZMLMidiwgann+hr*(U03@))Hy7+RBys&}UKu
zdrp4u9*D_uE*<`H4?2tD4A+bm1_a#Roq~{2DMgD*dY|0jqj`|y=6zVigiK#7vdi&E
z7!0cg<+q;sfB)i=lO+@tQ3gOnR00Coz`*TTJD+2%jBg(C+XJ9F-`A&9e5;hNPN<y&
zUS7IK;pqO$txC~>$|OW8zt>)L3YFI8g<aTy5J%w?$CFh$^S`Dox3IlN+MBfB`W>mH
zznkHZ#%sQyG)9F6pZ=!6u4!<)*>G#AX>v2NJ4gH`!6=e$&x%2UT+=}#2zoyv9#gp;
zL}zjJeZ(Q{Z%zT!povST<|k-yL~xTnH=8;a&Ovrd7QzKVWnW;MhWuvDf`$7ru_DxB
zzO|;0+FMbRp_OexRVgkcm`QNl!&U=HpEPPo@F+V}e${Z^<&H|}IzM0oj;5+1IXu3y
zVq^BtFtX=@A_VaYB(hVZ@+xpZ9-q9l&;sX0MoV`k$x*GxDsHm)!@|S)8C*u0A6E%K
zoE}zlp~{)qOM9G17|icdfKbfAXtrSq(MX6EKB=r5vQ8CS<FQ*z2RS2kGAyj^L#gcp
z;Y`Rabp*USPEA04k#YJAsF?I}1SC#LqO@Y!N!aEv>4~UY@i{Vq&4KXrr#|)g6@|}+
ze1&+YDYo@_Q6N&EZI*b|9q8+k>&D9bYezI7-NOBNeZTnBG%@Bm?vnBhg4rL$L`Sc7
zK2&P7S?>Rs+^?jB8c2L`HNx~mMMccilrsBq)GRzaWp#M&^2<KJ8utv>;;AFQ5T2)m
zC=-?u82sAG(TbzR2natKEPY4mlu3*f;K|{^1&o^4hB5frMt$2u*oanIXWU%J8SGyk
z8m$HhX_7q|52Jtrz-JCqNV34|CA@3}uGE4rXGjlhMK49t1=k<Y<Le4^fgAW{8!pl{
zhX80D>pA+R0Cj7X*ZzGk{P$X=QZcT!C48`bwCzbA_*c${v`MXkalbgY<A74<c7u)S
z?Rx~$-P+1R<C1M$Zj{+&sgLti=7FMZKyT2EU}Q`i993@b;QLbO`^%F1(n>8yp;Kq{
zsYCbURV}W9Wb;Umr#?)%1W&uuL@aY&Pr_8`2u6y4KXlQ8zme(ROIX;Z5_s2)FP8}F
zPx!(&?vUe>#YBZ{iI0{RLMuA(f;T(aQ#C`F=|aNGmEm!Q&}`pNaO<a)JR<I9)B-uP
zq=S;`w<z)}b%KS<`VDGp&+$6@x9#gLx=54w6<Ns6-M;N@HBgSurdG%DdEL=hb-wWs
zd0&9#Qr8*{AZGd8X{c7|^351!uzX<aW~>Am$>-U)w-PenPK^>?LYBm<#`f7bmG^s=
zc#dR11C!B0f@m1KnQvU#TQ7|UQBn$I9=yN<;lnSvU-y{=1KNe1BxwWJPjfma#&^>Q
zKh-)JQLATzT&XdH(C{$gS-wu^5Zj)@lA2BCY}i)2-A;RMkXOD5efpV71LPvbxI<#T
z1IX$;l{O<&B(oLPF+yAUD~-X){ZlbR=idf2c4|l*`2>t)mn|AQ*aCQ)pI{=w@JrNu
zOOkwPz;>Z0amX^LL|wUYG_9##`AQ-Gy!qY&HCHlNa5%zM(UUExo7veP@A4GD*C17?
zD=;iFLNAHeh|?^Wc+#&V<_vBB(&IJ!ZBnL_b{PA@bxc|;8Qn{bhMqq;9eCIl+^Rud
z#c|=vBvb{({`K*~&}nVlZ|hz{;3j^r@D43T65VEj{{_A3tpa*BH#+Xuw#PWvcYwtK
z#>U1MH!}*?I|&M?Se(o=yNjeB_>Gmh1z_&$hlD*R>oN03DN4YjM^On8;@uWwx<~VE
z!kUQ|9RB<Fb}rVCBSKkNR2+5c5vO;j=<{i0;6!E^7O^6_MOEegs-GX=DkvyfLUMB}
zk_3vC#^%ZW6iLPhX%`jTD`R}=E(ZoAV04`q?XQ@$D$El<LFL18OHt5;>!fiSFz<Ze
z0bkgvKAzbUtH<KFsR;XH?ydVLASlKq%W(psni0fNuH&Q5>t(O8+I&K&?aCQ=J}xKl
zX@^$q`;KKELO`~nXT4(RhJs5l=Ha9l7F57Ur}t+sHGw#8iygiW_J`Fr=!)4tiZKNg
zvGJ%)#$W(;lhsNKT|e$ynvVF-6XoSMGv6%cU``rbfhVn1QWTT(6IBN;OW;P?Bm1|&
z6V`4*fx4A!Y`_lm*Di!}Ed7n~^CsM7dpcN)c;o^F<D|D8o%~x_8O5_}?^?F&l+)8A
z!sD>sC=z%*bdEW%1mxMrKEciiIIPk|?N$dR(|i6fD_JYrsxjuvyAqN{WwO3fSK-qi
zJwKzDt@Ao7Ljsmeq49W;Uwd+eDpgSv)5T?dp%u9;wi|CVKv=|9*{Pg=p5X9<T&H2{
z+%HBZHtOK9K#ROy;&KXcRw|-QLlW8X;XIU%<I8z1(4zoljOZXkcA2B>11toBw3NZi
z?D=_xi6Pc6wn!`ukq>~zE~e1&#XNUEe8OO0Nf~r-9jF~cN}0F@H~)3jyzBIeBr39N
zdJWVu@pGPT1C88W$8Fp#>@PwprEnOBG)NTr0#WmODTeX6dJr=+CAH@+Eg*wTdftGK
zVW<Se=%aXEWz$lS8d)OXed8F2wYLGxXq>AiN)=i_;M;auKsj;!6$d>{v=rzZYS$|U
zRKdJV;JM$-H$W5B@w`5K<DZVY`be&@@`T2X4tS7{F08mjX@>Q50izTj?)~1~fTag&
zRl1p#HLL7E9r3$(ezj)sObhTui%Qz7GZ}!EZc2_#NRC(sM5<}6<o6Daf!^h!7z4S2
zNsDujqSR*uMf4iCyU)3mE({Ai&%%vmc|W^;ff;#j1uwUcH^Id&Z*Emoy{84t>E_OC
zxnCVK<<5qRF9Vo_UB7>Btxxcl-MeyGhdy5#s<pS7q^-(*cFO6;LS(L_pBw=};y#dZ
z1+<t;F&Rnq4&&KQW-TW;9~G<t`lB@11a65JLbu5*xDs?9PmZ}KQ+fnB_Y*>ITfg7D
z^ALE<`Bd9ZUJfbNT+kI<(AGc}3_qyxuTkOO&P-F@+^;nwrAlSO!2OM8A(#`tZGJ9(
z;~6(%l8=rN+fngFF4%U(8A1`=;SLe<S|^haBB#n=7KxowQY;x2q)gef?>N)Sxe-)0
zAxq)Vlcq7k+2n#S>0O^z2{(V)>Z5KQkRG%WEko^H={(Iy_QT-M7@0x8*|6~4Xew)0
zhDM3<@OUP#2awWI|Kt70hU9ScVc~2=Wk2vD67ZmGm7-%A=&R^bmR+&XNXiKFFXgl5
z`dEew5=52`yQJBhoX`WQNO%qx=qsIL%?ov5-dF4y)bMcyDoOzeIqRKYj2YL5;5+w^
z9{2Bm#I@wmfEugdcTI7_oX4~dJXyD0obu=jNp#1p`HF6%8id`2JJOYDSnX2f-!hR%
zdkdvTg?Ap~=!9jNjaM`3xDcz&vr{Mm;;>QyH+9QVt?}Uun#>GzL<xKnkl9FD*9hLO
zbi_gl8RBZYQ1~Jo8Z{vv<mFo2oAX$ZV9ARCK7WNz(=ir2KgS*30*qTCT$hgjJ~K)b
zET6?f@I)MEQVePudsdu4sVi*Vv}al16Csk);l+KGTqGIkhv9{LbP%pMfncUUWb+*3
zPmS7S${qIzNBKfn1kuzde|#x3OIX}(>qG`-hzf6PO-*j|iu%h)eOm7GwFM!JlNlw2
zaa&uP$MqQJ$B%`rt!ZB*#<%NH){~VMw2Hg6#tgh@AXY699{Bg4+MEB7b>5LD+Wt{m
zv4v&NF`hi!q{S>c1CzeUrL;5$CQ2$YFS=qTkxt2(1mH>*wyHiIrvcD41ifDh!!Z{#
zA6g08ai(y$n@x{VFqhi#!EbHb(u3VGF_7xd9k_!=gwdHmmI#nPZhrb4Wbq|tJZl*i
z*@Tv2Nnd8wU3uzW7dZHX8@HxQbmNdttVYSZ3E%5~1sp|j@j`gypg?(uG7e`qUdjXd
z7~pAXp=EV}l~=qjEXjSMc9BN6<YuNzHW(aEndRb<|2L`Wi<v4d1?WzK+}&*|=wj{i
z3g)72`VVe05(0O=tiJEP+p@5U_&{{Z#~b}=Av{OYPVnI<7or3{QtPEqPOWmr?Tl2C
zBA@Sjq-VUC^-RFP=H6d7-M%?1amEDwNxC?i9rB7{D!`p+Z637n8+&8{1*c-8Vb*3p
z%@%PvY(Xk2Dt>!=*#6iRVr(`sCcTvYamsV=x7c}(@FYhiB}`_w6Gn<#)kmiC%(xsc
zAPd2q?DblN$J1`<s8@A`4;xWY6ZT`+r(S_^7hKQKhgAqWZJL^GB8_wiOF6<7@T9B>
zvGUg}o8B#-R62YDe{@y|lEz&C?3&U^<t*hnlnY&!n1vD+ypn&Wy885pKxCo+v(`~*
zt~h9T3>rWNF?svg&5jUX)D0|1m8qR+4b_;4=G$CoWp4rfF|KlW1|ELVPz)nKkL93-
zgAGhpdX(q+bIIeQt!QU<c_szm38&vY+aqeWTrIz*EPGx)LyAiMomn_WyYPH{fVzM|
z{U(nT=oc7bDb1ah^P;Wu3rsE_@m!E-;nbYe#aKW)l9AD}yM%ux1Yj0_>|TLp6B%P~
zNTrGIp3#toa4bU$^*;wkd%ZmC&`i$&koSD3;Fo5W<q=w2TkCP%7X~~`!*-xQ>Hdd~
zOKRk6;;-|n{FWSc<L7P)k6*S-Io4h<k5P_i9&AUx!Z&a!T5VzUwP_9r!Ht3cDEg5T
zvW1*|d7knYa9&ULd!UNndR6Y;HyA!~wAW`AAjQ}y9uQ*Z-v+^oW@m@LSZ~djr`#Mz
z1o}HkF7WWQIym31?)8%VD4V3{gX%l&Kn9|o4fRCac+Q`{no=eJTSB|#peToxC*lI=
zZk-8v;rvM$aDAlNSTYH-`&j8s)zA$G$MNsEa*6Ft=GzvQydnmrN#0vd(ca3%I{hp1
zco$IT_{{sZueKea{wS1ai%$=0qpC5%vMt6+g1g#r?AvFZZG3mWH)TAZ+$Ma^)Y1_V
zq%RAD{pYL*&8EnygL7j}hH#L3Yo2>Ua_V0cRG6T~_1gIyD_MZvQ618CY;&Vy18d7!
z*q2b_fCJ=h&os>^!hp-Mx8>Ndszvt08>3`xVOulL@qTBfy;D&Fo^V`|gOW6O!Ez+9
zk1asODmgDDWGmnqA$ugK<WJ(;5~l3DmI!PtpvT2&42kYT(bp=Y)ZI6+&oc??xY(S$
z?Ug-r_$Ki;ry(%e5IN~(&xjqjg<WuGn4@k>Eo!nb(6HnZZ=4W(iCBpI^L;<Yzd9NT
z6I4PP%}Q%+hv^c*FQ5ww&s&Ej9h{X`;;5i3C4SBlUxu#YoYEx>j~rmsk~9{AzMF$a
zhRm17;1Bb!sKN0+zzD$}K&i_tVw!P0U{fjx>{j3l80LCg51ZKSUz!bQsX+j;8{t7f
z7f)YoQZQ+^<bKF;^Jj=LLV%f4bvXaahs>Nf?Wp*ATDZ_~pH}0FwBhiq9~dc^qlf^v
z^7~f(;M}qUGr~ELR2QB5@v5ypt1X6~KmPRn0_B_PXNCdBX^%=wg9H3IQ9MaH8gdU8
zFvowhE0}vv-%w2*|JT5%OqKk`k0yagShV%mK^~tw$SU}N1^f2bugV<jXJ~1TsxEAU
zl!%;ltY%rD)P}ZNvbzK;>yEI~=3aw`XvV=Q#VR<lndXk}!o{{M_u}cjLNS&ljQ(r+
zcF|W9sGHkF`tVwR&Kp=}_bEhCVJXOD(DZ;6<Hc9IgYqPEHK5o=ZQUlxnI)PwMXyXI
zQi5Bqo8$Ye3zUowafM)dyy(dhM)T8HJw8`J8B=VOrKAF>%ZR4(%*8$TqEqkmtoZSp
zG_qJO=5DNVEo_8n;KbqIC3imk35o===B~K~aKW3a0&FbfRag3X|J1bX&ghNngj;>)
z%aLmdAGv!#)NpBNxDR%&POwtOu2W(*EijZ+fOY+M)xyWt?iL7yMn4@SY*V|p!pn``
zIM1-nb58lZ(Cb!Zhj$lzVcE4ggO^W0XamB<?3cpqV>bM4O)rEcNIV$s|6feUPQCjG
zs}YK@iQ9tDA)*m2`4aI_e&ql5_ra7(acrcFTuY`50cG1@4}ONZg)5U$UL`BfTaO|P
ziO@{{Ko|zdI;(fsau+O1e-vfMqlG?BKX@RlQ<0bamQ$%2qh;;IRucynRo)K&)8f)8
z_qT1OuD`bGXFKmxHNZv;ACca<^z$U_!}e_k3k$4M$J2_X#Q^L_5sQotymJ3)0-Tx-
zorPicqgZ?`KzmvSgVQDID4N(j!R;uPxq-V;*2y_mcKIC_s4c$rwA;(T)LiCd!?GV<
zQ4y7N4+8R2C@rb^zbX+tvVB2#TH7u!wph8Mfg4Hsc8FZeqD)$m%x3DNz_t2M=iI>N
zxE~0wb%nXYcd7~fUHgYsKj;V=y#M@tKvaKJnv9ee!$x?t`MmSq5#rV>X3NPVmUf4J
zK|{7XvfZNP5+GZMBhi$`mKcXfb_6r9W82Q3$=U!?`yBqI%8B~uxPE~Oe^up>UC4kg
zPWqsA7V_^_*j&8suP}~be*kP={Lj-|5X1KgnD|bb5a0YQ`KR2-B$aHrx=rOcnL(kr
z`e0}(tL**G*8Ovf^Cs=?GhNAoo|K4>)8Jj87`OGBuJGa=0=+hiQw7OBsxJuC)qnR}
zENPx2*QZESSk#kr>hVx?zaTF<y4`FWKdQwY?8?jM<nhk#uzfC)e{S%{`xR<yam{{u
zfK0<pb|>4;_wRumGzORwUc5k1uC7Rc*pk=N-uXTx<v`@Of#g>VlEd-tIV-nG*4Yvn
z(nQocPpGH*UyAoG>GbvZ05#$xc5i@T&bQG4QQBI{p-_6pEVOxAtZ4-t+#8KbQ@B`N
z7K1BYAT2sAmWStJBiB_Bd;;D`AT!nXn-!Nk*s;&@Br1b6FFR<14VL9&Jv0!$`(OO@
zOCWuu!T$^C{h%U<a80)XC}==S3!49en8wbxTChGH*8x;-U(I!<0V9^Y7!Zleb0N*T
zGSF#(SVyq`CC;i->}2V4dDpK1UXmZf63&V<L3)3uSpCf=LxI3OWdd^3*UVA5kqFIL
zma|80to^vJKd9)9dq#0gJsmA<t@FIsnQ0M~9XC%Xf>EN;QRBC$S5<`<V-V0Qv|@xk
z-s>}N)d}Ed8z%LZNA*R#219@tA95nAb(~8RR(GmtrH;R-;?4%>-oE3CMLIf?>g`d?
zaJt|2A228Icik4`SLU!luYir~?UPd^S3;+|pOn_@2k~J()`{Y;_RIfhoR3h&;sQo)
z>xuZV22m2FCDj{Jg4sh7Y*ks}oO%~|1!s77zvwbO0aN;2t+D5=G|?eXPRHD3Uqx)H
z0Q}v}+iDLpys#iB9WXC(l536Zy|C0O%+CpESIn$90Gtl}xzi>;fdUoKI2^^6oGpef
z`b(VPQ6UL6HPKsb;8wl7{*Tv}u46JsMMj4**z+UzZIVb*+qPql8Y`meY0onr-6FgQ
zWgY`H=uaiefx-oUQ_$s<#lc(6w{2(;ltQfK0j_fvQyq)IYL+4w$1*7}ICYhve8MZf
z8^_u#enUKe*kDbq1FRB9<*?P@JioF8SnHG#tn<H8oBpLWyjmTM93&3P@IlEmHJ!1&
zv{=5^XR-{hJk%1|VG+M)e2b8#eYrLA-W+14^oNE7H|l0A;Kh$;{n4iltZRF3wDok%
zgw|2|26SebnSDluDb6L0(Cai+%4`K1mTfT1zOH}S$t@*~&bQGD<2Tt-Jm$?Ls{~_}
z^FrKm^O^*BevQ+0FfKEo?$otGs41BJW^Y`L%F6>foWmN{gXYhKNfUp6mk!F+#W5fz
z<wbV+N7YA`3Z_M8<;B!cMbyo`Lm97G`}1e5ircLl-!v+t#Wl~(VV=Z{8LG_wr{~UB
zS|B0Y4dggA;&`=xbJVKa1oQTY@|M!DNu$T%624r8O-g{)^2tYEfZQo?B+n8h9okkh
zO3QNrB!Wo9C9ijGUs)_mX|$UrJnU-y+gS^y<nYI_AO8&S6!!Kifoia94YydS5JP4v
z*=~uJyKjTrr;S=WkEoabQsf0j4YVq&t2bJY`iKy~Zb>e-8p!Y9D?oMa!{w7gk~KEL
zX#qAP2_KG*G$|0gLJz%ME?*ng_kpv)D7svPC}9F}3zCc)%sGM0m*Xg)KI!eVpa*=$
zS%)cOer-(p!ZhmfEL&(soxUlvzD2XX<D0E(=(SEI28nD`5Hnq3_=&QzBI_}<16t=Y
z&<3b5>GKEklaCVpqeAkkis$$9#VB~)ju=3uJKe0HMyT^cs1VSW1A1?Orc>+ZX8{rx
z3fEB|F`-@)7yZMNqT3slR!iJVuGNQEQgC7w>I;uocb%*aC&Cv2KVk3jlc<}oGcx~G
z)KRE7(l6l2rBzU`mUgr3q1F=&gM}XeqY10d+~O@o<*+VbezRM7UEI%x6&NG%LZ+!J
zy~{#c_XB(k=4x6IcTab}qvR{rIEw$>$XNSz<~r#El<K!XSuRA31WtN@K<D$0qTK;O
z4evSaI-ViY)$w=VdD>$KeLRc*MHj4#DO7nAg8F7@QaKo~w6m8*_G_GO^kD02R1Vla
zn#v7@mYOH<j`1&-@Y&Az{pa@tF))Po^0Z>hRM0#@x@~AOM!&xU-OxDotY}auAg@8p
z;bKyk8Q9!p`ix0tvp_(S)?W8P&mJM5hV-)MgP|*$W0wPxy>|p%|CT|3!#DeR#MI|j
z99=Bt)tEDrJzA7}p!)Ruo&3Pwp6W%HNC)f4f?G4X1E|Zu%@v{ZOX?<9b_v=`z0Tv6
zuagAP>3-CMq|Iam)0u}rsRTW5YVe~e97cfiLko2h%m10*(85P;SthRsKU5a25N>ka
zXb1>L)s5~H!y3p`<GxPBCci78oSf9c^}ipm^<Zi&(hUB(&-Odh=8}*-^=ZFU=<MCL
zPpI=HS>}I#NYMr6QcMG2XD*Z^Eb#Nl_whRA#LJ7N(;IvN0{Wv!oepq0L-3e0l#(xe
zufUNFVl=-mkc*KhAzJ1iTACAE?n-F>TmdA)@)LkSQ;6-&uaK#66aaDqr`3H_6>wQo
zK{f<UC_x|j3TTKB&HrWV2dd_C6=eQ8=OHvLMhyQZB_%<2iP5Z$4S%WOZ5d;;t&3jb
zr2EPV1gs4)P2-;r`e}AMpYi22*SN#iPy166q`IF}X82Zkw`#c_HUKf-#wE7Rgqtpl
zE_3!;Oeh}^Cjn_L1(zofG=fH^{$8Z;8+ZE~EURA%maywY7T<w$!gWLtpheihBc`-C
z-ojeVSERBEyOIY{IuTd7`cWi?DQs6Gsl8aa;6`#*<XB6<;El|o;IQ+p#Q*~jERJ!c
zam>3GIk9VX@Q5%DN)wY~fGHT=d)wEEUJS+rL9S~LMSA+D><KB!-Fff(WP<}O2H1z+
zW7`WLb*?&Gs8i&%eO_-exPmrtI*UinZ@1cM0GHJM4)G_Wbr?R1^Ux)=ElML0xSKD*
z^&HoMRunB%if?zon2N$&!L(_=#lLLhW9xAG0`x1uW+sgeH0H9c`0}B=_@3CTrr<4q
z<*eUqSOWY<G{Zm|h@%B+&$454?{_ZL)L%CU+~KxNXK#X8M;(}Tfd1*)9=a!D1|Fgh
z4ctt&lq_CXBL^|#wm?!Hf;h*Wy&nqAYKAux2!J`>4E#44C7aw~YPMhB;=BNejICnX
z5yO(w@!x)7=AKz5<sLox58groq4|lE7Z%&5u+G<}iMo9AsSd*F=4KsR`D`wQz5r>&
za{+mUd;4B-%7mI+a~hLn2;T+^oP;)aAh-ayq~P)pE({O&Jt5|RH5mRg9|)TH@*EWl
zR0@Z9(HM8wGPQNqL}lS+Vxy4)$x~fnBYa*HBYr@Hz_9uO_p0)bIFg!-ESyO<NSn20
zFll|e59s{bHtlsqHz;E}67jaiX#Kl?azOC=_Ag9^NY=p9tSHdOCx*fO;`a3lzl&+|
z#TIHj%XbHtJr!gNvpB!+Y-C|MFuf33(6XIWsmTI=7y)#J7>vpa<q*A9uA1Uu`Q2d#
z4#;>eS~@$>dUL>?`O=*Q2<~t>UJ8@Kon@v#0Yea!o;|t8-~9J2EgeX3v{V&%#D2eT
zsX&)j5yuTlE^CBZrrFL?i2xP2L_iyuqOu#{=ZTW&dlaYa)tQ>cs)BB_&PEkPX+Sx^
zhgB=^vWfIK1@c9|Qdd>QJnwwxM@FuVi;Dy7P#|zYLFjc-14G0MR1BnC>Z`GdSG;6-
zJ+aEz>%}U+!1&L=#ux*+FF<<Jvn1xqCs7%{IRES@I`$OqsutiKvLCQlL-nhrZpE@S
zUhSZzL3IsZZ==NjBz|XI=qc`!L3Xr}<2IreHDOhB(L0}aIb8Yq-08B96tJ|h(rC(a
zo17_t8MECGq1=Sg#bnvls<k^8OXyM;{*6#6-wI&*g0Lji>?Q~17R_)~7S?1%CMkQF
z-8)jp(Xfzxe92jGq>htOnhZ%$OW53F&>1zPpWlpt$Y5;AFJt~%C>L3B#su!kl;1#N
z-^|WjjiCbCNEH@ku>^ZMJ~k#EL=#C0jDqM{SqR{#$P$}4hlE*J2EWrj1EV{8OE+xv
z9}H}#@#B~YSl=$#d`)mx(SZns?aHDR!NcO-Gz!m^9LSNzCs+;mb{^I!+bVfxd+Fhg
z|8Q3ZqzWW;ljMeqh%y~XRy%YTf!Q{rFeJ}ipNTGp>8c=!5{8ULB|h^wJG;3h#KsCL
zC?FBNKMXuJ`8{*O!opHIpL`6J;5wE6^BUq;bmk55iRdxP%>5(}X}k^g8Aw*rB0{Ep
z&EQpu_7k1YUuZti*FB9dhqq?X`LK46;m5juNZ^3eKs@4L&!AEL`|;|#r>o;1bIv1r
z%Uc9==6-wfdkfwPtbvOG!Z8)+iQ9F&dmSQOl8{x&Ycnc6nXQ<6C@uDuA)?zT=#3&M
zTJz@J9NqprJg8n1pDJ^l@#M7GESBf;A|p1sAFq3FmTH<@Ke~YQ>hPO}0s#vO;L$tk
zM+?RNV!*O4wF=($?5ram-1Rb1(&U<(ZO~_}-pJhWvLZAyH;LjDonHz&-BVis#wmT&
zfSg{2ZN4MUB2p!lgGyI$r$Fb3+{hXLXXI~iXvl4~d5@jyK1Qaz<5JgZ-@d3~T5Izh
z0&illp{^l=SGUh8+t*ap60dud-br|nkjvh`Y2EiZ=GphYZJmOXGr1_s({lEd5cC;j
zwxHQ#T36$7Z3=W=5@6O|f9hOUaB*R0$8hn!XcPHl?brG%`OnR!2i*?6DP1B)Q3=;~
zDU&{n6ITiQbR|Y314kB_nI9TyNy19<Jc=F`9}F)dI>QazmjkeCW@l#s_kLOftyT>&
zYkz_68EoNdQDTsWkoQ#V=J}9IJ)+I-Q;V*|Fhu$}To`!vs?hlm>q9vQV5>}(CFRJq
z@NU0G0N59tyD_tai^t3U9tpZBA~*a1>+(6+e<4wDb_*Zc%PS6X0a*+szjpE$SP8n0
z^taG*^q;9E)X``PTG#5Q+Ha4xFN91b>1uJ!rkAJB@ORtRb}%S){ejw~XAZ`ge{E`h
zbUuIC>lY+Z2V_S$$|;o5f1H8?0eQsXz2%zHy?m0%CA{Co#?ljk$taC)z-mQu*>Z>s
z;xF1fzNrvZgt-Nc82$q9^9nW9=7s?^U+X4B_aC@PjQ#HFvUBE-6-$)q_5Nfq`5elS
zQ&DZ(b0I^5b?AbCfe(FHdOOE@?>r$Pd2YBk402!_z`9QHvJQchuro8?yZ2W_(6Y!O
z*>TP761CqeS9taBuL%+Y4Fm<2Z!XKItGX|Im@hh}+B%d+%e*ZM)BSx(9MA+kxvHdb
zv29<YcFVBp495VSdf*HZ!}Jc@`k>%!?3!3udI(%;4&=0nDK<;sLp|myS_0{%irVc%
zY`DwF8JY!_ALvh<U>E`F@?%<0o&e46iCQAOP&u>;p<j9dKK2xoS*~^{c7eoCX2E>K
zLVYrdNYd^Q%3gjtQS&&ARb6vev<6XfA!yy1>J%4IZ2R$m3|B?;OZJ<MjwP_%aM1$6
z7E%a}mEQhB?CRf#xPp-QsSyumEqK4FBc1<f1=aQZq*YZI-X7`KxkP>ekKRu&=5|i)
zIuop{mL<vi%>`0Hs!C}RiWh)Ztw>9e=?98?7!pzcrhRN;qL`f>lfc_0=<w{!6aX#2
zT6zBamI<(cwi2^!pQL16Pm58b5VG29plAKzASk=Y%shh6ZwP!2y-NSx3Ii}CYq3nO
zIM<)Qp)lXS34bL7!ty7aMx|B;06w&`QW$hC5Ry^0#Z_#vaOOG1XAltU3)r63EkRmj
zvJ&D+Z^Eea&|;QJW`f^$KwwTsS$x|gboDdB(oIfokCs_@G2<PGjz`jM8UGtHLL3*X
z-b!er^zt*tj-#5r$*}c1L@p304P0m_i?iBO#WMot=H!)ONdV13p{m*<eX5R`p@Z$R
zKQ(B~(TvV{I`Yn^5rBReQPPCkg93@kUeOo<#$+_FYXm?(T=5BThBoqL><?Vwu30iX
zKG}Xs4+{#>A39Eo<p+%0kDfdaOfMN;mWt5X&oXgxlOVTN`xNVslI>1ldqt!^7C$hz
z-Uu2v-Mx7(;(lm@m0blR(rAz$>mQJz_GnKjZ0y(20jjyjo}B2NDqz!^n3%k*0`r?D
z_@7U72<S4%csmcy*)O-x|BMb@T{maieqzDO-^91yaC(%KjNU%?yAX?KMLoZi6hV0f
z-<vzrS7VqLG)K&0WHzN<XD9GcIw{7giD_i~V3m(=Mj3n_VA*zDRUANUb4&}uqv4pN
zT$ptrxYwFRi@UZFjLy#c7Hi>ic|QI4#%AX;a;*d71qmXQ*ho12U}{ax7<52x<%oLa
z=c|7WB}2WHt!=rLi`_Og4u{_CBb?>wjZVErF7}tZoB&G9x6u{5dYV#$vJ<=Ttme=i
zm|Da`ulvv6N_$(`D%rSyFn`#9)Y%6RU~4ZnY!;&k9_O25$HwjS)fq`UCf-uMdwi31
zipy~)(Cx{6De(U$Il%B3idMyT&!iDMT(Qe&?0@8eW`EqBm~!yz28vg~V0o>YjdGK~
zeMCBbXlsuGRkxsxNB%?ax0PqavCwFLi{fj4O}}?QYCxMU{zol}14P_jPCMTzphnIs
zDxxQLyOh_Z{cPY0k1HOu&o($BWTlNwS*AqZDvt(-GQCuzqKz<$iWl^TY9fEAGxVIA
z{<Fk5=BO+L%$W2>Of)p!nwRS5kj3Ut9vQZ4Z~Hno>~3g@s67eqFN(^oHFktR?*K+P
zKM{(DMsI}%GnMGDG7P#)X3rvqx?H$+ib8L9yT^4_;q!+<)jE&FqP`x<$eh$i<m0Y1
zr89LtFy{!NB{NW+GB!csc-aeAVVd@4B{$pQW892<65v8!smpctutLcS+`}KuP)u5)
zvYRJvY`m`{K5PV?fgDSMmwMm2F5MIycE*gjY`{S0#lh5#zQsRpkt)PW2<5|IfR^GY
zZZ|KRrezBo8wy6o46=s-X=PbRzc)^%%aZ}3{f6w$v9t9*pqbrn7%oq3?^}h=vE)D3
z8gn-PhpWE~s;lY3MNt9)5*&gAhX8?~!5xCT26uONC%C(Na0u@1?(XjHu&@Q3$@|^A
z_o-7w6+bCvcaI+Z*q}<Cvu%2Z@l&yjEW1``eJH{!&!&n3Tg+%g`Mj{${b6!5GomaF
z5A@Zq+*;E)HSter=a<%{`d<H#_zHg0T^jC-Kc~pHQ2(sTUSqA`)j|9K4Nz8=PpK_a
zU+cJT8zv&C^gN}p@b?B#J$aZyY=NwnEXHjEN*7B&kW{J!G;mcV%6}y?GIGkB#NQHN
zU{2IyMDq=Jxm;o4LL>uu7-5U~Ljr)KjX7Eeq!q*zk?n-_EqyB>ic1)>1)MC&U4c%=
z_eu=18^Y)MxN?zGkK({H9o&rJpqy#=_X+NJ@le(Jp=!HHUX6}f-o7pcip~S~E!t9-
z-;Ha9w>n{NMJb{s7H$7^GgHK%<9Y2uUP(#V&W?ebn;U!?#JhVuSJL`?-ogi8UW^tA
zY{~v+34%lBtCg&dzRV4;KLhwhJc$y9T(8-%kE6U^9{sc*bBF-1alUs^NuvIs|I7E(
z<Y3*f(%J{?1{DB9T&B8v@1g-HUzu($z+z%hIu}5T3^~PB>g}#Pu}zbQL_+~*yr&^y
z(!DbA??G2^77suF_~ID#$Brz}iwK}31u|1aSDFm9IMEy3o{!jFYknuCK5R1snA*i%
z<@Yg%OcH`Lztp6S?gP8HW?SeVWFv(h)PQQ@&PlgjDXheq!kESRgPa7`*k^ipANGnD
z14Jp<2|&e!?uPg%6OYC$eP41Or>IiS`tA1*F?Sd9O4mNgnVI<!A7x~_V?V}Etk4$X
z)KTEaTy!fHhJV`kQa~8MbC^4=LB~TMo!$N@HViCm2;eE6`={su#5|F5bH9{Fy?0n)
zoKmz<ZQs3ac&)EN*6Z-=t^;JfmwVP;k&1l*Gj{Zs?j8s%^|1fxCzb<OCcni1mh?~c
z{&W4p>vtz>h?@A^d>zX(<l{RxPrfTTIV6j<j@*VTtd&+fX0<!F30X3uyU;~XYcqIn
zb9~XAP}(k`r_B29-hjH|{>okjH#LS5{oP`PP2T{II?%JcDEamn<|C~s7t>pz&3F*n
z{C)U!nB(<|cVj0_dvOR9Tdb}Xk~4V6imdz3oG%S!Y&(jFg9hW=>Njrz5KiO<C8QLX
zZjl3zHGxeJuXA#GuzV8aOH=iGo`%?dB~=c-3s|!Hdny}bgq+B*?~Vie*loquE$id$
z%E&fbHjXxm)IVq<zmoO};ks@DwuLbKjvJNt7|~UGV$QgCT3#<FPC|PEV&n1pzR3n8
ze_2IF1^2M1?UB4^o+SC?yIIBYPQEcNPDcLBnG}BqyyL{*l~qlqUqI^VmKI8!06HO8
z^~NTGl<{e(M6o!&bgeRU`iv~zisn0u*J-4JeMU+%1ao@vp5L1bl%UER7&DQV!AqI_
ze@;{%LH_H+SXFKL4BB@s=M_WZ)1&e%GmdmpQW@d1b@Q_&Y40KXLx*>uFgNo``)di}
zY=`I95QXmTBm#jX8)qtilB;EEfYbO>VvGVI-~=-@Qg~qG(F`m!(>bTu!BPptAzIFm
zw;O!(!^+Kdn-VUKJ2J6Ln;`8dvDIC*Dd9v!7~-k>9fY#979vl*!OORL-j0aT0PO!8
z3K9T>f^gu)ypRA2KmeKj&e_y@zx=`L`b^ozMWbr~PMK~yf5JO>&pa{wkqbBkx5<b9
zDHc`)XaFwQE$0U6u^bg!Ebd&wtK!PdGo9By=K7tr=M)xESGGw5D%{a^z<<R3GfcHT
z<Nj>ljr3?QbWuyY-`d7vz{HOJRXv6UxEE^2>-&9}fDdpRx*y|>pJ(Tk3q1;=k7nhR
zPd(hfad*pTaibna5cy1a<|Wg4S?uIR?bLBLJzS?fq+7|eP?J0M+%|j#HKpHXaR${;
zMOWudNRk-st&UWkS6CvU`?70@?lDw5m68-6f>zgKys<*k=5+_Za?%**0FR%!nT5rM
z69`sX7^`|x`Oj1%N|i4p>SC%t(>p9rm}@T7TP~ZpsDb`Ph;t#_b@g3U`9F(wu_UeX
zKeNXLI*+VZzAsiCNoj>Q)j55ww~xqGr4*B{BA1VV1({wJt8&l|d6_>l7l5$;r%`qI
zJY|2b$Djz%DsGlg7|)cz`)DZt*qnG}hC!ZU1yG7aB2sJDeSO4>>Xo{O9-QVJ#C>~!
zPsfBk8o{c(8JP%g@!*=y?o3V-0xv%v$)Zpka|A4ywOEHXr!GrzT@EE(A?D+M7~GTR
zae4f0P#`(Jw)3REhoE83kBil}9mO5$5ZD{Jc{k~Nju#2if^aY$>cuQewLgd-IQ|PN
zgM+cIg+j?ll0Mf@lRXyro%r<63@}It{ELnQO=89i_rz<-T*505whgvx!kV-YxJadF
z^e@APErPaadh;W-5Y`>8;R@fJ3DJt<%K(OBDkWE)IWXY#1@P#;vw@Cwrsk)c+Hcpq
zM`jm&<aax_jlMjkVVHC}1F8AF58#Kj9!tu6JM5UHAHd7-OGZ+p8JZ>K0pprx8y=5M
zI-m?m=g<mp7CadrEcyg+E+PQ+BF=)9ospjtG4wM7i>P6(FHQTItN`St$FS|XZBF-h
zHr(>`+`iewvjQ(`&F4FDWV~fug-#Yca0?u=y8;|}zTB4%FE32T2*5tf^NQSY@bLH@
zOw#N=WPlc`Y;Zl?kd;x%cG@v7_@cf?6jQmIFET|oZb2D&ct4};h~zGzvnQAq`)hTX
z*<N}y)K_$%Sb~Xw4FIoaOb6Zd7^j*{NkFJ38{X)E>T9^@(=-8fhC*uS#L3R7kNv6l
z9T9ig2ipn-svoYU$utuHK1gc^rVsu9q<{GGd%Axx`oCGpYm&5no<^^C@Ee6!YK-zJ
z{)=qf3#rS1&-+95cJ5NW8$A_k`6m?v!$P9p;~j|&Ga+mHn-4LJ@fW=PQv&4l$VjYq
zvJ@DlG+JT+7ih7rB<TU90pK0|oN@ec{R}>RS=gBJYQolx&n#@eLVL1p?q55Xl?{|+
zZdnU2@Ov&UGAF$o^W?fL&WdPy@k`<rlkU%$(5>jf5dC4(C`zj(yj+kl!#+w6G#;-v
z2UX1VAO1>*lX<-~+um?pV1UYj+=N_bls~(55`)W1{tBolr9j?nVjJvL%PJr;h?Z@A
ziX6CY<igu<j}_>k8eocNEoC-Yx}Aj)&sz4U)!X)giCXJ}-2gL7$3>hXN&snn^(&zN
z`nmscb;G+r^h;tr0gRdYVXK2*11Kxs)#RH-M%?J%jh+;9M7|`ygp<VU=>y);*aT?C
zJC=Pi08oWDrju*G_zDo!rshYVmf8(eKjg2l$~LzpuYynAF=<jG;iD-+6~G<NO->Kr
zfY7gZAzW38K9)HUn{^*zuVT#vn<(j=IK~;|s~*<uQ2e8}REtMnV!uY}=Qs5^f9+2Z
zgNdbsy9Zyw2j>BMHPE&JY6I%WMg5voLc+rWCBHqlFA)D4DS(`fgI(v{`zMoC@6hoX
zWr)dsk>8gNs+C0JQ*#2(0MNh>eo_?NHHdV>3z{36YKW4%3L;qyoNf!Bf~n_H79P?+
zk&~%vtS_uj2z~Rw7o>Q+CCQ^k9@9sD?|Gl)2hW%5!Zcf)fJmi?hzLL{E0cV<3*aX7
z%(e8gEBxM?@H_)HRY{)|Se$IP?7l!mwLd_pXRVJ~YkP&=Z?O4KU{w~WDYk|u@!aEu
zDf>g8l>yZ>;zX+JI|B1Tg};T2m;??bCYA19YPafGNk%06WD_eD`^z#aDcWbww|#5|
zrEu+1!)6T;ZAC;;qNdW1n!~GRF&^aS13=yXN+sg7F~K7we4Sx$0DGL;^x97xEvf>Z
z5}71lOH=$blTeaep#}R3;|rh1kefkh(~%69>;nIqdJvFCEo#6}?OaM`D%FYQ{C6Mc
z1&fvhFkHJ=A}Bf-T)HNHpu+HG8=Y#PvR#6@ah8;4T6r~~GAE?q&u)I6t3GCplyAAf
z6VFJ6ZGVDHMa9SL;Rn5Lx1(3Heii}Pp&cn&s~XF}ZzTa;{YZjul|qR?1{x(f%_JHN
zIYx@wka|Vyh_&}M48%zT))fE+qy5eb(R_R1xad%g^ri@MavWmdd1^wga(P_L%=SLL
zb-K5In6w2nS$5UecmxgPjbmSRb@Z1whMnSNTTKz&dPetgHqM|A-S!NTz$UB^xV%>o
z67^9X4i@Goc{N}*2-}h*0C4nTM_*N%Rjh^790t=K<3trVV*<A$Z9Diokj#<iC?Q7I
zc4PM-$)KV>u$li$w}4^zm&X;y?s3x*^jQ^qk^9LffF^_h94&+H9*jUtPUQ6t+j0x!
z5gW2)AD7PF=EX33)xE+`Ufv&!F=rFj`i4u_rf1!I_mAukYa0xU%M#r=4lJIpVx-fZ
zV=HsNmDzuLr5f|RQLDYImOy`EWbfu@8BN#C6O9qiU*vrDqtUg@@Fafzmx~~HU<_#Y
zeCWAtXT@)FFERl?-5v&*hZlOp{xQw_nd|8jcZTI!>(hqyWtV!7Z@o#6oz~N8kV>P)
zG0d?y0vnz*AhQwx*p5g%E+5lQyww6(N(!|O-|926_nM|B53X&mU$Z#4OcOC}o*JDe
z9~solWGu$(jx;YjeVn&O@$gFIZVlYVs*h}W^KhoH0fDC6uMvC)+&9o2*Fs`=sza*W
zkXjk&374L@MGiYWpd2MXO7Olere99g&2H%YePVzJ{e*9OGXHm0W(-=V0H}A7zmrT?
zy>X^4kTHFQ^2jHv?}@n2JQWs@Z64(%D&dv;yB(akIwHvW!i=f07N^;P42+KdUj~L4
z&G11+*7+9L=LW)KyCsX%S?D~x)hT(2<i94Z)e89l8J}dju+yOpBdU*}dMz4<(BgAR
zL|A%sQKQ2?<;L@Ml<jf`sWIvGJ?{hL)sGJ+iIMZ=fB&|zH<d3n`U0nw7!Ix{ZY2YN
zS~b|5LqcB$iWj}Z_p|vE(x}x^WsX34!}Zog)?2<m!hW?Zjc0Et+dSOmHfEe}?!?%}
zlrC5M0`I<<*f_59D_G8F*PSe{kd^&!B@|Jx?UxEaIT&#OCF;C0@|b#%?{i&|`8Ub>
znxrE)c*hDtggo@tho4WoQ)L<F(DQ)>o%f$8!qxP`lyXAT+xrn_BHG-EWIxU8L;gz4
zl$5dr_!PvI*S)e)!vXk}As{D;iZ$>qsHFHwiXAg4h_(f{WhqjSlGs^*fX-tN8a<Tv
zJZIzC=e_uo1M%|qysrY4WZ(V(<hvQ4IFTU{>kG?7cgVE-Mt{faocHvG<+pGBgUYWv
z6)Ke!jE!x%Kr!U?%<ycX^7VB(D@gFTwI|HcIRdMRw<`l|#Y_a|@I9>BzLK)0(e7+)
zdaCHrJ0)zbGq-F=fesj(muQ@ZwK+$DftZ_iA3s`%OEaWWFk32f_%=C0gkXOzU2cw5
zR98kzLQ7patYve#G4JSIHT>qqhZf~|_h@T>`Tj<Q0^X>jyg`t1C|`@3eD8Q@j#EFy
ziSb@F1<J!&NXO3861SC_Bnq?JmX6WfX0<_l?6sJ!?laj&J2*Z5GqIC@o#4#=^ordq
z)zcMx8g8OQCt-XCkDMEl)dtoFmU5!wLEE7gTIp_Ee#hmwA}eQu8)ZDEP3FIT7Wku$
zmo;mP&#)od@lqCi-%(YE2EP-zeDD4h72^HUeQ#QBE|jlyt-SHbRKgNiFK1zWZm{s?
zp7G+2gbcqtR^oDGKM~VGN^L?e;C%rRgq-<z`xhBGkc75}6Pbq-?#2>dp6}rP8CQHk
z?`Pnv<udTSyuFiqDxy#-;bWH`t6)`Iy@==L=BTx5lb358)465)@^_N1Ts^xEjA=)8
z?m!8p6q-It6}l4*-U7;&xPgtIGM|!?CWRw227stEZt`*6lprK%-vx<@;+n>0sMoZZ
zFt}if!HgPT<AUVy=(ehR3Qy*{qTC4Tmxmob_~NF(viyj4Mnwn;1e|Y}d)X3VS-&^R
zC_*)OYy&)7kS5s_EU03Bxp{nqXWUV(q=qV<2+=4Ze%UIksphxYdoWxFzosopeh~40
z_=Jy}MXlQx#1a(Nc24rYQddAFhR;I&c9oE2b2W<ryezW7!|(tza$EnhoW}Wh_x210
z>qN+h0_p4Ixn#!kv~)12-m0@a;MlR_(9Gs~iihzWDQA1hR`A-j$<o9xJ=MGyZ$+hR
zc_m&>&?4S<BH}wWzY9IYbz23iqE`K}Sb^i1eY=*um`AOr$?u@3tT~d+po26<JUAjk
za0`U`#d0^r+9UjM_KJkBfXeYUBh4ELS}QFgbEojlB(%9-Kj&s}GlIp;yMqvzH^Jpk
z>}UaB-}I-fE~0&=M{hnlErgf^H{^C5j=p1J;<0D$y=%p1g{=3q3rKfFE;F3TJvri4
z^gD9<iy~>MpdT!s3&iLdp7h(!xSzwc^o?f{USv0eAtA1guHt#*M(>=ZAuG3TqGqro
z2iIBur=2yhUn%gNIN0%SzmuQ@DL`KK4iIh&WVzbS>iN|dAbGva@Y-Bv<nr;UYbf=K
z@ZRG!g;g6Hc-(V(b!4U9DF4{-4hP-_fXMmtQn|8O@RYD@bXt$d>o$9$r3TLR+NxNd
z$`g%(qQ)lBbTet=^VDk)>zfXtDOqav<<!B;QCLT{F0F7JeYK+q*3=Z8?S70QKRZ3j
zy`K%vDc`Ou`bKhoS9y;81+|(dDJYEB{Y%9hpWc+-dtmgQoHU}lIwzp=^Z`VH&7<hy
zOHHDCHCYEocMoiB7YMLg+=AL7I!jvla#dF$Xv3LH;kHFx!2o%Y*~Guo{u_`w$)|kO
zPmkPn4CtlS<~rMH)^JT}@Indh7SBUt;ciJOqq7pqR*=0*vpYss&SfzZ^JtA$JPGaQ
z2k{WSUksmxm2k=b0~EfLuw=pkgmlo`(iq_@r%sQ;^`;unjSQg(y>Ma0e81Cw-_hiv
zN|&!CKluGRu){PO8~pnA)kY<w6*R-@a)3-YX?WbTjYM-UAsJZ+U~Ks-5)^6;cmeYC
zTP7=W*JdC<bYoPATcI|tvr*Xs0MWXS`-Y|K^|9&Q(4vO&tA3cv>vTYP%g=oSv<|Di
zbhUbXcyoa-FIZ-fLYh-@y%khXxj&9^!a~wX5HA#`)ir}ChdZZbxaci^NY?nYmFbI)
zh60DO*7WLY&2>z%@qxQD=c>XvcUSg?q7K1R%QUuQJWoxCl#JCc^RH{;!|RNlb-eLA
zhu9Fm%oSqpZ<P?Rf6Oq@0wpgq>$IS`73a@GxJ%~abWI)xLc`?U|A^-F=BbfPz8Guo
zJvk?fPwI5z&i@@;oqw-U&H{az`rvz3?~siP<Eeih?clbFTwHxL7!y;Iodw{Q5O9xz
zflpzvP#+QDea3@_V=#6oz5jw#5*NygSFnv7WQ&xKLTX4RcWpoqMGGH<tY8NoRMi;Y
z(xc7L8VQ`PvshOPrxz9&3f!g_5?7ZZaqoD>@zvIui|a$@ZV9PBv3#$7O#%mgSlWLE
z7e6Ih(~=4uk*Sdgq<zIwxyI`ox1=S8gM`AO({G#l^oN!vAX(8{Lr60hP&RUpt<9!a
z=+2CfQOq^4qJ6cnC<Hk_L#RA}rNd2cNIVTlK_DbI8R*{9)xUgccz(oGSOHf1r%k7r
zoFeO7!a!lMQNjDQd0{*fG)&=TfKNG=0sjri1nl=SK4f$K4ACS%-p#wjXE47OvLrD;
zdj&#X?`HWL+->D$#i*{e$YExaQ`7Dj#Pdc)?G+q0EBjh9F{(02I(iDsgwQ=_&vn|3
z5p#X>=HXLP8x3!Fx*L)J4=BIF11yJ`6NC4gA00{>+pBp!Q|(pB+Y|TRg%S+(S^t^2
z>s8G}6%nt!@Bn9)txASMt5<U925@zxgq(sGp{Q3BzQ*!z+BLB&x<&#;Kmm_U+WX>{
zO_~CwApo;mP^iCub#!V1S`!?Tv%Rs37r3YyDXXDx^<L*y(S!dsv5Goe{AytTHQF@d
z6pmr9Vq)a$ujTfkpHY0Hbv#%3xfTk@818R@O3()_xchd6;n*dszCim$3JceyeNoh2
zO24vFq*yMt?ORZK4ws$MUUt+p;MOYwqK{puozRqMNbR4S-N8r&(!t4d=98pC*)kKE
zPVTh!9VyofNcI-@SASnLHN>gkpCUq>N>Ql=_T)f{Kocm)?~@j<D3STIn*2OXhQoO2
znuYOw)cXGR)*m5Neql%%??>$E>zRI!@wQK?{wb>OdzhPSk>thWi`QE)!4aBDX5QYL
zyA$#8p=i7uYEj^8niW-E!7}DMa4;~-DXL)c(fj^|E;=R4>)>Fn;rb-&H8b=+5*GTb
z0RQCutH)*}(U<9`Pq0}^Q)=<@KVBfi2I%V<L2_!l{n<-PTAM=9MEPh&tC0^}_j}Kg
zQ#Nhv2JRLbOl0}yDs67q+<SEo)U>g1(=NA!JY46oRRBS_TLH3bzh;P_fqD>G6*Z)m
zG`^cpD5X|M9lc9~_YZ6CTxAsfEk!bhg=^Zp7;Gr$j}Ixw6QU8iu=UxMi=8!KkpdB?
z!EZ7CD;)3R$7=fNkbQU%NZL&%10Su%j44FUByL)EfNb?HLP}eN5Y}6LeCS>pR+BFl
zi?n9v(Xw>0)nfKLQ(V{7%tXF+yWa}tLndH#i@onPir*;>jo6)@!dZXnQePZ%%9H<*
z##5V8HeoHq6In@65^)7f=N&p4&)Gna#K;PO4L|SWpZ0kO9%d){S6?@x^5Y1wo4F_!
z%w&auWDcR6(9mDl7(UZQ9aKF}?d2a{fsF3BdEB$2I?DEkwTWtvm)OtT4M20;@pMGU
z27ayly9Vxb(*mE`8|<yCqHI(E-yEsKHeR4YQBtfkGH~PKptD^7;Z}v+YZsv~Dr?~A
zYve!iKk>;b1doFP@jR6=zJ2=6Z#V!X*yhB1hsd4IDce_PUq?I+`$%Q4TIYx{!a^&=
zC`7k&)VTym;76VZfJ_fYRZ|?avN7g}WDZ#V_gDe>o8Lnequ&^~6S*(&Htoik=gU?3
z+$13jaJe1ko&C8)jAvt8>i+;6y*iQRSAGT|Pgm~N;bGo^K~b{eK!2`OW-7O`hyeMs
zHn-?p_DxsnpHi|EuFGyG%rZ^3vKVi5b6D1O+JWf{2-ICQX4fd|Z{NL7fBmtX>^~>G
zDA+ebXJPa)ZU<8ryB6=X&nNSJN%7ytNNK%3Gk&8`W<H1g-yUacQefV~;wMkKlbCs!
zI$+(#uH9rwu}y=yTEfdE5c!sn6V8MrVnsp%IGSnQ%o{i!?mJ%Slg2d!DC4dRz2D^O
zx#+LR3j0rJz{lhjwhw+^eCWkU`S{XO7(wz2FM%`X+n2H*=XDW1w1NJe>tPzo8Gop$
zE_z@GWCK!QZh3uK&}eqTk7KOWq5e*r8armbDBGNPhpYSr6+5_mc_j!Bu6G3=jv7j7
zTsi&V)Q2*)96`i;4~|`8o=)!$q)4q+W3yTSH#24_q<In+Jt1#9VX^ab#k74E9lhMM
ztc`euO#a7E(~tqWQH*M`lo}t7d_Xv>)7f6(+ZDXU{G`3kRW&3_LK&ZHF4oGQxDO?`
zSqp@#v~eS%+Oc9*ay;xpu7c!aYvZc=z}n;-?53d5moN$EWchO|&m<Uu&NzNa?d5Ok
z!-v5wUUjozq8m*l51w#(hphjjLI5pZH9^H}<juhkEmt8e(M-*yk}$Wv^lVX_?jt8v
z?~$nYM|7|6O7q1bYrT@PW7jMc5s%&i+3P@s*QdEZeO@XY6h+cJzjAMNff*C%p2q`g
z-acA$Q$sLBa3sf~pftto2wQt<5%RtyDYHFkby{B@@p{G^znxx*No^xKjsZ*3aWL4f
z%ctI4lZ?gla_UKAlHr6U68NnW;Lrg6@xA(B<d0mq{Xi405Ul{ueV}c3he_e@Pn7{8
z(encU)|yRG6$7m-K|CM5T&1_!abzea)Sy@BOG*-Rxd0zf7!Ck=5zq=cFgwE%E*#EM
zue65GsVm2}a2czuub6=8(H)ykY1L?1rxfr}%GV+^vw?(cQX}%%CZ@1a!=*eLagls{
z%qsxvx_<LK6PeX&`tYl38!r(PW7455!=C(~pPW#LAU~fQT9o(p4?9MN!^Y*|J4VL_
zAs2ml{UOZ^k?~ZIY0LtWIABi2^3)PW@F*O=?C5YE2SQ4d=zvKNW#~6Y#f2q+oB)3L
zbRN`N{3hni+z?k=ADvJJM5SJvUn9#2@K|`~3E&}87e(PR*L`_@z@!ZU$EZVUECvSx
ztp?3?Ut%KKE{MWn@Fe^T(+|~{p@|;UCD;FC<X={$AloTIT`Zlr3Q!>z4EoJ$qME&b
zy5X{?JC^{Zt3U}l>b~X8EsoW@9qZ3n6#9+v+X2~bT<u|#+)8hS*ENpFeHL76xgh_N
z09othk@1kq&#TWa<&24cJTLQMRoJB<LEjtTmL#6XZEq8PK|g^yJkrze!hE0IRtf%%
z&)Sr3qXX)&M%%U@yDBj-__z&8vhvM|+fqV;!VztfbfMqQ?(oyOT_WvaCm0twzpfgE
z(^s2~z$sa4im7=m*J>iX5YV+1j&C0~b%Zu^NwbzItC{>W%`0y9DGwaip&XFfX4r=6
zuKSsGONMPCJe0<iMh$*&uebzVtV2QK@9^B@M_nD(a26F8>pouZ0V?IC7IQjxZTGB#
z%-2o(1aas-L-WO}OC!wvgGsxpm=og@leSg7(_`4b)5Swt?SEF8AE{Lm!f5qQ%WdpG
zh!{H)F;IQ-fvoHmH4w)LEY&bL-m3k|hf-ABI{K=N{P86*pW%l&kUe%1)DWFa-!euF
zNC*MiZriyz8i(YlZ9QaR9}wqkO9dY+zQVHw=2Yf;%Zo3G)JwYY1P(z<b&nFBOAxmJ
zGiIF5mIH`BF|n`!v<jC_UX+DiX(m*~YFkw4=G``nstt1LRWb}zN7`sG&qmSn22LBd
zmTQ1E_|oxXN9Qzi*u%-&vuf?{!I)OtvJmapUFJyqub8#!1k0Uafaa;Tr8c7}sS&SS
z2kBIbGxMR=#i_m4FTs$?h*X?iez0DN_44&z3rKpM_cCFm%Az2+Z^Ea^XuX-yO#jzB
znjgrLe!itg1Y`nC@4+ttB@xlkT(yzZdURC{P{Z0*`PjpjuxZQTqhCN=ncBYNA^@I*
z>WwuHt5p*59>uw2h3Qx(m=w#jx3ebEYDH(cpk`VQ4C>H>!go9))<Y%YAPXGrwqQsy
zim77yqPe?xQwL;RJ-)!cudNOXbdEDJZ(YQM_ug;80l`2(&;f1c^~!S2N2O<mr%a>7
zv#2Sp|6)^vP$n(01l4!yQX5Vd09`xFWcMP8&pNI-pi5xONF5U$o5U|IN6;knNNPYf
zK9mM0qRh%o4ymW4JDDRL{EIRvcVdw5-@LrzA=k4O_b=t&Istsy^0MGdj(U%x@I!xh
z^8NI+w%RjZxE#^j>OQ87GGI|}9PVJ-{rrK)$jb_HOsu=Jz0qRb=IhS?L6>W$mL$-H
zJXqX++PO1wcbVgJyQwd%j#%Gk4(!~;#9|I;zm1TKj*k5*&-AbreVG&XdW>5r;&Q?H
z6kJGyY`qyU!6l)#4=(0%X4k-Tz4;33t<1yU*?+YuLZ~yBn1Wi#+T<DuKFccA*SVJi
zhOI#xj!?YJWbA~(0fWrgRRi+dKLcYVy5|u!%FXvx`hG+zrf&;t>JPq7Rmq`SQ|k5L
z=hX33M3od)*n)mxFb~jeIlB9;OyA6?v{_<MHBgg(GujqX9naKqlgY%VJf23;ZZ*=v
zaC~gzSw30z>#jRf!}YR09Mc!{AWazw^f%X?_s<|Uqg%M~?f{X{YBs|BlJ@%UeKV0|
z{CK?8JsQJbUk0YuG_Lr|bgc3;L>^rd4`6YgmL$(k%9R%xaLpWUz7r9lAqFb~X)c>n
z@|YO=Gmg1_C&qw`{kMp+fbpOT0==-E(m{-RyvTm_sT{ZY1qM(w-K5izf>m>oRO2Jz
z3vt=C<id){H?RNB7cbrJ0{qgtKe5?9*qGe!$d0D%z|6!9d)GjbQ#$QS$VbdPLAmHO
z(XP0(kS2+V^Aw=zZff`+ej(VxGWOATA<TUeEj9C}iSXr<$py<z$(nH`JJ;7c0OENt
zlb_!96Eb9lAB{&1{LD_S(J|dg=MBag7@2_hz}IpY6Y*X}MKgMQK?Q%fZ(HC_6aQRB
zNkr%$h&Wf8oeX1RRHC?jU>Mx|5(B9!!RUHOHL*q?HRZ6!;dwyo`!RMT)H=+{sowdw
zD;trS3;}0Q4?(JWi-9WNWP{VxG*~XTjy5PPRX>T%eiN_G_$1JtF(1t?>7deWg)-5a
z5^v$Lb9%D3lZ)yY4eZ5X?SQnT%RK3pPbN4C^)&|(=tJUElZE=HsdLcCu^wyGEWjOa
z4`dY=Zm@hPlgCWpCGEDs8af`Q6||c%R|7r^w7QN*h(F*1CzKRVcTyRYkF-jfx*M5r
zNbT<Nd^42^%JOEAoCH7id<KS9qLV`MH~3$c{uEiZ+K}vW52M=w=R5Xyyv+D<t5`=z
z3XotWVE$-Jt6`CUtjFo3-U+2-JX^gdU})jdx|`W-6CP;T*=?@v9)MftlNQ)pDoF4+
z>z6#C*|m-#iYTU`_zMJeVomii4WR~==`*AIe=Fu!mmjf@%Q{G-79s9^VLt^qr4DN~
zLxg`<2EKH!n3~ZS&X2!|2~w^mdP#&+F8*lfZ_CE5O9AU#nwagFWPLf3)!H9&UE@<I
zk#FJY@P*Fn30t0Ff1IIuWov&>eSqy@<$C4g=`anIQQ23c-B_aFcrufREAKZ~(X9!S
z#g&#riV6fabU-aUn{!2{p%s;MV{Gm_wfwX^X=14$NlKO$>f2N&Hx<)>-(yy7*PfGF
z13NM0QvBngQG?j{>Pe_{y*ak;1QR*~dH=Uu62&J6R!7)0lv)j|{xh4P)7*$j=-jfD
z098S9WM*vCzCS`4L?5s9got-Haws~-vT}kq?`tmF#9vQDI=YxpP*M!l=Py$xxI`pt
z>20`ld+7r+XO`w73hQC-|3)-+Yg7|1+YH?A-8`{*g1MeS3N|ipSJ7!H>0rrvUislj
z5eYGAsosODX^olQyBbFgUd^y3<Da`KRi?JP<)4F>YXeMcUb&ZHEb+W{D1x+k(JXlM
zn9L}a+Jh5L?0=Ge&ygBRW-LYpLPn~#zqNRSS&+h@06EMxnOLc}4Oy|e1TYg+DrkJ#
zi%X{|KP2SuW(v(=T){qr4ISXuD9HN%!~XlMppS25p&`OavEeLapPQVl1Q9JTIp1lK
zMm5DC$?to)-cLWNl8g}cHeqraa)HbTevK~*a;Ov$fjYRe%My3sYv46dy^V)L(Y*M2
zXr%RU%Sc+d(E>`b3QEhhhW%J-Num6cmMjrgd%5c$4VAHEC!E)Zfxn3671-t-(CS$M
zxDnjoo|c8Ls$WQx#2z<|cW_f$U}=Ckjez7rcXSAEAzOzUC|qn#59kSdg>0&>NY9_(
z*?=g|*tDj)d~;O|7x&uwikd9oo`f8SmFgLXHOojf#D!N?RTIr~N0HGc+D313Ax3><
zC*DC9qNiB4dSRFErI$xo_mIRR#t{MIHE9QTwz`6|Jq7u6{;o(qM-VKhxgD7t_naX_
zG*T+s#ZKoyzU2#}VV4Q{esyWvWc%)1Y<hHhu(v_DZRg1eF?1ydKB_T9m;S37($wQy
zHW8^&rZWYPoE?&po}V~!w7r-;<55|d{v~K)`wppNqdOsN@yg_fI^nXQgCr>+6<%1D
zc!@5uY+J^800+vR%o<b-lQ}yQz$@+LFiVeKdQ&2Rkn9fY;3)6YJ9prA{|u0c)R@^q
zLN{HR?BvJ^n?{S0Q6Qim&eX)L>JuB|S6+jVH@5Be3?X8x<6KT<2s@q6DBshy?LJS1
z-FyIosS3}_;DC$<Kyfl!CX`p2<snk}f0Q~f<`TG?SajJoK~B4JeS+CiV!-C`m=G#k
z*x4i3eq$fFhrZUxdcOU_bvGmeak+#~T>jZA4!dHG<;h1_*g9zXODf0H;@!1+I)^;Q
zqR@B40sVZgx1&O_%s#J6t3qH?DBE4K2JwG9g(6(*Ixcgj)8Uq8t>=NC=ds^Bh*qfs
zrBvOiS0bwj{96=4)oKtm0r?JILQ8y4s5Fv8<9(ctl<O<r1WkHY!vT4mlpMZ`7(Vb?
zzc%TqPp#m})4C&3ePu~0E{Qh%Z64L23QK71_rVxA>ijp~Nf0=cXvcDkenuro*o91<
z1orA|y0onsm1~*p4JSC2CT<01DdiHeaz+M(#fphX@_!3e%`ugSfJosG6Xa6}{z(lf
z;`Nmgh@)97wQ6oDb#PWcI;!5b3s}z^+LPb@a@$M(RaBG-4VYWQAx8f}V59IODVpgf
zXS}#gOB;Br({!EFj-Z3+ufm|~lg}Mjb3R41Fi{LJGVS39^k?~Km`Fdt(2c$96MiTN
z`V_gM2(wvR+rt_LU=d`Vg!}dC<*)e22v3VQSBH)_?}_8Yeo$(4K}980nXb6q26j@$
z&g|!9|MM!+DMc!D6zoAN_Kye8{xLo~=GtbwXotf3C8JIU>t!E2Lzv#hYao=Im^2)D
z&>+{S`{Vr8%PlfX`1bjIy~C%!#RLz|sv)Sdi(=GdZ2)A^+}_;j>y=fy60CemJk5l4
z_HB>h;4Z`H0xr-5VNg`Bw4++`|8<!@v9a~MM}4Y*=E@|gi5+sUMo+NaE^*N%cK3dN
z?CvA5k|&WpJ~nc?S2j3ro+ID6q{HVZp?vhZ$z51_8Mz0nE4{)zkIr;NNgJ6pWG<cp
zi1;wJ$Vg$US2+!qnB>+Mydwc&cb(CHJzL{}XD)(RF{5$Vj#D!`2xN-{2BFk<{eg&*
zirnjpvNFD_SNwuj=}WZvwO0RxQU477lY;u&<;A=gd}en3_!STaV?t6}R0qfyA3Bm?
z23GIi)Ul*Ot&Sh<oO}L^jqfEo(bm=4*R??v0_jBL9~gG@Rbw-|V{a80cJzFw)PM$%
zncd`+X=>H5pRxPz#$UzQ6m&5oc~aD;rJ*Rt=GNp<TA24A>D5eGZKGlZ{yaV*hrGa|
zPt3v@X5!tBT!5a9Umw>xoh!<9@U7t|NkHLz8PW33M}^#?Ri+$9eH%w)kuD5jsHalu
zTCtGd#~&A0)+T(MqbjXs*p+GLp$V0X<KyGYw%!|pj;2oultc*79lzW)aTg|L<-H3c
zGf`1pA@nVJqv81pQY30*C98Ex%i1$uT9E8sF9SBmw8yKVPhE6zp-XNA1gmQbqX2RX
zQjdiNN3j-3kXJqc%~Ofi?(TG~a2^o<zidjC<8?s(vXf?*@HoPb#Y9;61oW2oS3shN
zTD0kG9&amiasl8|(NwHsYW0TfIuQT@I-eJX^{|Yj4)5MYA^+1&3a4p!NRvl`q)#n#
zgO?8}YK!lsXT2_$iM1ZrOM-m|ueZrOwm7qdb6alM1mzHft^N88{ft@@Cl4(J+zH*I
z=4@Px)YQHw$g9=IB71{vr?HHpQrtOJg|RB>xh}VnLhFOzR4PXN$~G8CC4)X52M7Q2
z>~u@3n>HzOFuSc1c8GDCRU?CILdS-b&w`yg;-`G@!_t*Qe>{g~OoHJG=c-nKl+afI
zzZ@5><f!?4IvHcBk^d@TFGiZ3CL9)t$o(DLoKS4jo2Mh|Dbk9TrCxSsQQX|xd(g@)
zA~iq7lv*=-Jhm47RzOG`a?;SwHa9;i5#)msHL_@e56`eYC><qGs0gi1<?t(RVDEZ*
z!8o^LLR>owF^I$gLy$571tXt?MM=h@)Mt=_rg{kTMoP~^^To)k=Hjbz>M}%d7}GWR
ziiAq)m*syB--6ITBpvE6WpVk77xo!9=v$igPt8XjB7brKf=78spfuf<lgA*>1torS
z0v*Wvz8OQb>>9X(!OusIzwFG-FI8)x7NkgVhbiWD&Uj+1V^U(>yg}HQ98R!ffUg;%
z8747yBtX52(QkJWkb-)4!r#3fqUst*EY<D>9W=zW8CcLCoSx+tG7uTf+0qy3-39Z|
zp%o)|?n9zKg*1ssV#uL4*&IT;dsX8W&V@+Q=AM$MQ@q$56|oNgzhc;d9D;h{U6|e}
zR?)K)U>@x=Fbzoc7swBoJ2LPl{eQR4IaAZ9keoZ{61x2j`3)H`ZW(!T0BC&2H%b;e
z@d30}9xfw^BIe{FNl$&)3%ru8Vc7u^;NaQnvLGjw6R}e<=N0>X>;AdbjRsh-MTsBI
zh)WCp{E3hb&T%=wskWN|3_2gGIQWa2Ex&{mh);^(P7UBp4Se)E{^l^ahqjyZr}w0v
z(WGa|xck5%$`!8(xFTpo$`fZ!P#<PkQw2D#2My&x;1xy#QXvEyMu}hF`lcttiwiLS
z^dgo_6_6s*s3X&8OOV#c?@q7HNf`DW5tIAZ5SRTXLmL#6GFWToulIhSPb^pQm;Byy
zW@BG<jb@CTxwCw<99^!!K7u7%YY8CI7&-X)e4Q>ISK5_WClzKyz16h`L1~uSjKG2c
zFmxG_<@8in@upq#!^YbaO~-52!j)SaMFJep)4{~mb{21t8yu$dPY~BP7p_G$wJPQY
zqDH8L3}ARjQer3%BUF=<SyM?4g}n0~4B_by<2TNrqa&PG3;pe!MbM>@6PNt(wqZ7^
ze8q}{y%foU%!1vE1%9HI{h;j*;}>6$){jS1(LA*BjAFx$a;RBl*ydzlM6*&nt?{!+
zeQYWty|<#WHSbyic~Gwfb!x9Dm=;!)^iZBrPN+}v$iDGQq8I#sr6#ix4k$Hn6CRJ)
zvDE`~7I(@2Cmdc32!~Jfw*ZElrjATZE3s>QN_=y`4&1HsO#i=I1&Hr@NT<a+!}q!M
zYnKzW6lZ9j&HJI9{$1cDAEy1ek5GqRHAE_W|J@}eUsE_BY;JH{zi)up@p1;M(Tp>Q
z7$=sGj%8F+<3c~h%84XK3XGK}2_1oCZ)AwT0S3X<P52h)X8nF1mv_AVR!&S@EKeCc
zXG;Gs-WlChJOa+M6jeaBNcf{yRKzdyNusM~8^mN=5aRYB^VTWjRvr5QS0;a<aCR(l
zoJ4d9koYejsgN&-kL$-li|J@Vz43N-#EFw4GoP(ffBCKycl3GbSQ|UCS2j64L|h`k
z#^`#AC|Q!N2e3c$;E;%J4wIekEwga~HW7ibN_$_8tGAl_^)1`<g*6cO3hq;mvoFS}
zW?t`ixo>lZ%p<WSr@c}Y`09~oq}F%`QtfO`t7Hv=^*f6WF}pdma`7sHRbg#DL~aAL
zPoRwJ7y2-0%z%$#e?BH3v=5p)1F0$#=i}qxeXav=WXyHK9`#D2e^beDl}Zr&cr=~p
zOEHI8l=5%)R-?sur`9v`QM8iE)~_Wy*Zw<u*W>EX591wR|3qO=i;{WTouLZP{ZQ@%
zIw!m-^n_pbjGoMOgY7=5DDGBBV)<k$^1tbxtxNt5R|yol?Bt)d-Ys(i0>Hkk5xUX6
zdiVL7qjSV~X&Gvj874#-P0j>ZDgfGvEC>yB`S+*5)WisiSTUO}vBruCTeZoR9ha~v
zWpu=(74_O_vflmIC<i=4$dd!H<-~YTVgjcXmV0V}?QL0Z>usD5#VHM8Yd{@x1+IO&
zr?w?Y*~KBEp&e^!zv52~u#+;Y+!b(Op1`6oP<^a)xjJ{gsPJ9>(QWN0{7OGf8&~~C
z3{dLIBF@0i2kkNvp14R!8FZe{pZ96gxQV?_cDHK4$449XE?Mi&t0qj9PKN9!SkeQ5
zKC(Z>DM(Km_+D7>Vm}8MHiP+EUm?V)r;S-~Y+BOumMulAMDt0;gyfCj%ELcYrS3{k
zk(8brlp^7pDSTg?66jnJnp}~ZoDu4rk;-$9-)8BIJ?%}*3}3S9qA33BPoIkTxhXMm
z7QNJpwSH8Ry7)&3yB8KcL)7i<^rhNp_TN(fQpKcm*`IQU8O<P)XRup>i|OZ}iTQp{
z^XEVhD|@WbP)_1eb*7+m5W%|p^Un*w61C6Q4`vBUfHudhG#T?KHDW|8JSpPVV$@q%
zD2=rUJxG#g=!nmGBwH92sBOwlxOg3raXGNmOg1<$x(;}I7MtI2+G+IA*5{5iNfll^
z$*(9#taO%rUan<|6_=<qG}fGQ$%&zO-r&Y-xPe1V^-QKW#z{M0?<{jJBO#|VUo?km
z`#_1Tba@W%Uc{y7SBkJp%}I?}FhOH@9$}wS<$-ygGdhA}Jct`MI^3Krm6|Bi_`9RC
zx}eDx9i3QAc^`3YWoks*>(Y4q6gRk==e7Yk=C|8XUrDB)$PtfvK$l*@VWj%csAyJv
zME@d>BYckWS;%Pl*pbrvvVqiCmsc!)&=dbB)vi2UE+pFKBFm7F<z74?2{)W^um<-_
zC;MwoeM3vs+r#!uI;R&w+)}Uc>yfS1YO9?_J&lL~IHL_p==VB-G$HQ*$QfyRvLMTY
zR4j*SZS1sE1255sBIBQ_1GKNh1LPq62Xp2$3Mx_Kr&})h>fd5R_Hk+e%VmqSPihSA
zEuu7|ZeA9eoGF7>mSN34Z<nJw9Fyh*jWXe#D_CIv_&Nqd$}U*jg3FE~s<NO{b%?q!
zDp`7t5S|DxV;p5<Q10Ku)Y_a;G!aEJBGuK;Z0lZQE>$_^XY5`2JE=z+^bbP?#_>4T
zFhxH|rpi6Y>dFyx`{=(=nD@QL?2N%mts@q9p`2(HOYaRgh^_Gs#ZwasmDi6{mpP>}
zZ7dl9h5>H%D%kw06~4i<4M(sW)$3;T27DjoEyIS_Wx{a1xPyH8@FhyGBN*#4--dl4
zM%0?FJyi{IjOOZPdDmu>lBP>8+PjaZvg=o{rZpf)NOGz)UdV2&f#~cuv|n<#hp}q%
zL@Yk~A;^ykYHyBec&+p+ucw75b)w2=geNAQnM-%kkQfq=IG9VMrs#8s0Z(=zVAKrN
zh<~m-axykjW+>mT9;rT<W{MzLLAsfi(fYOve<ZhvY-w;NU{1GkC-_?dr{SD*_pCQH
zQ@m^cj>L;DwP4CA&-dSgUVu)$3bD%Luk%Wj>IE$RLAdXTJDxU8m^mzHp_jJ{nYwQ)
z&E%)KGF+Y9giS8bv$EPhvrWu86UFI@;6UN4{8*hkCp!-6j09P<W(Y7)Vf&KCYs(n7
zpa=H)Hv}IZ&0ht1?5cHUFpO}(6H&<3fy5Pq>|c%<8V<~Eup|=-fnsH<h0<wCvF((Z
zbD^$%AyF|Laa2<DfIwpnm6ay+VKK64@gf6bm0>eIIhm$BlWCqO@b9Fqy9Mc_Va3hx
zZQ-+OE5UDt{B8IbIId3)K#lzzj@We5#UnHGs22?N_Zb2`Idw}%*o`z|2JG^p^&Fq6
z;D}YFE04q{r1c*yM^x%<f3Wv`IdGs?0=3-`Y`h*2&d8R8<>j+d?^<`fF6sV0-RVle
z6N#7oq-}}c{shCMO4rMfJjNClW`lvHTdVcxH8(RivSNK|bP~40Zg;u+CnIS{RMix<
zfM`*XQP?kL_m-4}t2Hz2Ts4B`JE&!)*<oTC5bbem#ZA60STO&twow~hH-{NI4{KmS
za&$O0g{cmo%ivq~UHXV~^6NMK@+oP;cq6HM`Ff<*EBJ-i)~RD%n9bYh12WI!rlF8-
z5ZWDVk@p_Wtc`zs%FLizlgq3l)VdYrYc0NZO=eAcn+v94nzC+fYCv?`_<uz{dC)Hm
z4*}IA5+f85qt3LL?HRtWpKtcxzhUe4H|h#7ND6{wy(1Eq*G*(J(d<`If5{uCTTD>x
zE#Bw2Ij)~;7t+K(ltl9nN(y8Z*E%b_uki+uj{CP`Nn_0Hx1C7i5|V}rkk^JoR}!;f
zdOmVxJfw1eRBQdn=@$F|*;A0SBdWuMTg7IfG81cKl)pnc+Le+PGNdaKhtZ9X@6ScR
zPe3P5QAIRrQiCX{$v92dB90e$K>}>q_KTlw2j(%7-{Dv*22!1_;_d}=izzb(q^FfN
z;s4YW{Rt<7AHZAsjS-M|Gp2ygKC#|_Y;*fyn%dmz5QHXFwq|D7<!d)@-5e9!%|A}a
zF>$p<zHRgX0nK==>NFysxZ0Xr3$M^E^U;!qp#AObCA>j<1M#p=ChP6FW52#-UPfhk
zzy(i4LG}COqM)`Ejrh;R4a;bo-MttEHDC50rhqeQetRq7U}HC6qeIwy<=1*`myS-C
z?-JMb)pOI;J_gA?pP$#3hI?!34XmT?%EDCIrH7NL^y)g5wQyIFWnNI|Qh49ZCF}g(
zAqJQlY~>*YNf10CF0<6mWm=HyV__9V>C#|7vX#MDkNLoz%el2#{^ObR-M#aUU2I{5
z7k%C^oFnIYuI)WN#Ocw{sN1Fy9{Umhpq9udVya{&jk1#6s$ew{FM@sgU^S_k;0J+Q
z*JmM9>eS=2z02$wJoa2=EMqqO_=8=Y)<4eqBy;R}E|e*G;qflI33G-Wn?t-fk<|wY
zZCv+Rbg~Q6{6zl_c8}O=Z<Z=uSQ2eMGBZ@0uq1~sGRRkc=cHev{)&i``i<n-!zA}%
zT^t4~R*s)R{A)N2!gr|HC4U+cZURSU_KcnHYJuk@n#Pn@1k)u6B2<t~%M>x6GChMn
zx!#J(F1NCiPNaKn6}A4GR+_=28~?|vC_>5xbY{Y;m}_Ry{|aE%IbA$dYMsVgQ%ajn
ze=M0=HJfv=xgTn*B1y%P7SK`aAN7+_tF=HJkbNE0rnFPocYb>@_IjPg^z}gz&h-i6
zaiH_QdqnQXg_T6#amAZriqJ8~ZBNDdwgy!WIWNg7mY<(Ar<0vEJ}<rg)Z+wdug)?d
z75|CzT~F=^;eN}Mkd2m%tfkTQMrzgR9tN`_nf2HmD8-;<7D{9Vo7YKp94eeIM!)ff
zkcJb-b^5PWCDk<oEkz?88f(Jlok9J*798h$VOOlPe**=Yxs`3P_w!=Tn%r8s!H>`0
zIop5EG39@j{DIB#2tJJsNkKehb4nfGF^&!whP!CQHa`xq>}fVnEq=H``qt(}>L<9>
zOy-hK8HPoN$q(ZA^?tc;sY%`s5_7*0P0mUVGHT2&+uKcQ4Ecj&wls_Mre;kj7>4J&
zc5ZA7>JSxYM5XNPMx-PLsR!{WGI11S4Vknvi@pCAMmcA$^o?WPPcD=cqOe&QF-(`H
zTUuq0=N>GjAiyL}Q0u+;rWjxtZP^s+PDu8gOZUa31TyzA=ZLiym<qbNT`jPpS=^wU
zp9@6{n+%(vYJ8TcHkXxHHvl@hWIQa)ZGGKK9yGH%fFq$!ky&0fzmWY|TSR5wCy(da
zQ>ef!)uVnf6>t)Qb1XfJhO>RDW54txQ#t3Lk(Pq2hN9|0G|>>ShV-1{yWw=F#2uh%
zWyPQB_5JJHZK?@z6R1r$kK{FG!v3Mn9%P7{^wWAygL=oL&e7$~_I2lkH>X+Nc|oNz
zFTLaCfIOMqc)9T<0-j!OAjU=+tNmEb*AJJPlx!<i$(MxHc@z;-?PPfo)Y8EIu%G=P
zBz%?r&C1<^<VI;iD3)|QvvfBCtD)v>PSa%>CQ>403EQGopC;{msq@s8k@ms;`u?HV
zts?dYc0$f^murhJLX_0cC#Ok>-n~NA0KGAWR1B-8<vvHquoU~qpj<=vZxiOy1r%vI
zbf3!1+SS>i+~U2<BRSod>l3*}bzToDR_;b4{-~|ge^a;fR=#Ct$#HQM%{xX2SnOWH
zP{iXMt+*GaYae=}xAY#h*P;w#^N2sw5)vCg#|4@b8}#_dY9xc|ou(C6_^rdRw3DJ_
ze^opY!h;M%EK<F7hIxm|lwTWaU0sg}v$87&M3maoI-a|*2C15EJ?Po-rtl&4Xg{>k
zXhq`x+kII2?yKvWj+B<-I#Ug_dOapgdQy&Z8z%>InnA^-(^4xmN{r4O-e00Tz&z88
zGs0l?)B@C_^T@qsw-6Ain})bBNn$ONBog`8@WEG|)n}!MaOzV;Oo`Qt`VE}X*x2wb
zv{2rs`<Ux#hSY}haCUU`xH_{VW@n18O0#ut(23~WV|+7A&1xLQ>`GE=|811b3+Yk!
z`b8S_F`D@{jf13E%~Zx?g-cPF6;2oD1-|vQsx0mnr0JEJq)TwP>I}vBh#yZvFzeU1
zR-pHSpC2_|qLE0hbJ#b;+Hr8<c--pX?Kz=qMLbN@lkwQwS#^EucM+*6=@KLqG4TG=
zzP#)Y0}oSzp)5vU4$q`w!nV*kPh)Lsv2f+0bvjDM*m&mGz+ithi0UpR$7Z)ls;<2}
zzEW`^9o&hPxNE<nd9vg%;TBqmp=C1~S~}@ckU8vkz~+63w;o6gvSv3ORbh!c8ZnNE
z%kp)8>q<_RA~BzX^R<)`Y<3h$_Hr-RvZnKXdd*^UuH=PNAN139i#{!hkE03dW@^30
zv?B^G$@`O@rlfKE^{*+8rO1Tb-7&#z(da6&)pyUQ0A9|nU6KD@0<AK?{^g(@g8B+x
z^idV8C;pBrwDlBNi|{juF5(-VIx(^YVJi!x6+^4$$<UG35y2}9UkgzMs2{I9^aBq@
zb$!lqbaL<KjJKXsAx2>h<&a^2j^@uU&7a*`^t4LX1l=6Ba*HSra5>l&&xlb*${d$z
zsMYD?$jtX+(s$;=DjDQ|_Ac+6rS@;N4Lr_8y>=FpJcSJC)!E#WG+YhtH2+oPC)R9q
zYx8f#H<{{1|7Z_PWt3#Cmt>u<t(D7d5dZoA5cQQob#=kANw5IHEx5Y|*AUzxxO;GS
zhv328Egan4Ex5ZL+}+)IoA2KDUR8?lgDN<Ctv%Dz-7~|QTO>4+Xpt)v0hzc>w&H9N
zJ%CT|UP1-ekJu)r;XqjplnJ!{&k+{ojm6KB5>$sn;-p7G7}qz@MSMCkD;GHCQS)Dh
zby?L%&=au^Q05=<wq?g#EK#`7)f2hgt}S^rJh<nGK!i!d5)%3!6aSz{_57L5J?kh}
z!jfXAGXVGH#m8es9c=zc#CW}4N_seO@d;eR`VmXEdgse?KZC_DDS3Fm9jgPUdgSLy
zhk(f{lXK|Grs-1?!2&bhr`xig|FHbHKp#IsO<;A^{U?C**kg}x)zu8<thFx6)^vS=
z&EnLNeWlGe!lj&?=WesTTDvTxs&x?#h>R4CRLNGDp?jFI2NMIMPBALcGIJ5Mur9S|
zm$e`>91~eL@a^&UE?*{!nve*>ri3(t#)D$HX_%!pR_hh0RMFi~k=!wwmVJvychA=Q
zG*vFAdvx80vAA3<GI{}~2bBL9f*G`*WM2uKn%DMDdgsAB?jNU#EE#ypM+ABmu?Jzl
z7h{IS{E(vc%};b)HRMmMRZ4$o;)J_o;$cjGnx6&_H?-fQ@5!kc)+gVO%oCbSg0LZ5
zS72{dHp<&kbSnyJ*a!$I$Llu3WYF?+DeaC7an-%<%tsQ#3Mfod`#d}%FV^JVd|CRh
zi%i3MNBZjE7d*Et6`-BMW2N(5Sw3mzKY?a%u>_UTNmkl~n>{|e9MZdWYx5OuOoAGA
zKkBEY`myn0NJ%mm7b`qWsYv@y<l0hw)tbThEW96?da$ot$fGXiGQwR%m@_E;dMqf3
z8Lv?NH@-CmDw%;LV;flR;dpt<&^ElVsvW$4K%jsg55Nns9rj7C+D-ay__AZ-N_Bi5
zZc;SQ(3h?dQj`0+`OIA{IxNqzXKc@htgOGDou#loaycjn&|D6OWIJJ)hRib0dnME~
zzKO<<#V|N@0F_{v)RnmcR0vBS_Mx<-Y}7}}qE-d14-$6lpS(V<x>*p~0DBHz&RT<+
zsgT?+F5Q-$$DyrP9nq-Gu&~Tx^paC^W|au0a_ZX0dbZ@;gZx1UV7g`>2nzo$cz*Yo
zML51Tkgdu`q}P+~Ul<5?U2PhU8Rb1st9DG{=++uhqZ!{f-IYx&+%{Y)s!sB>0}K!J
z)?Rz()jhkPOSrT;A&CM?^`@BA25`tAUai-nKby<74gr@zX5aw_!GH2MOXmVV5F+3t
zQXb1_Ne^N*>}ax)Uw2hLMT~ZfSeXy~$WFHSF=JjVSy&SFw;=4)80qb5WH_CxK<=tS
z^XE`3wp%xeE=3EQu|+}<7k$Vy<q`O1$h*1i5#6VlCs32WF-F;CnTg`#QWV~2<V#oB
zdJoRpy{|srCq&9OCy)1|qSh;w$uI;f(qrMMbkx*_V^1x3qLHh&$OrhnIVw~5$nkon
z3Y_TIZq1w*NhhpItdnz7Vm3CLuT<Dyw#P^2(~#-t^7Q6r&7R!9p^I#6Px>w|D)yu0
z)Tx98qL+jzm4rEZFssA`K3DSs%|=~Qnu*bg38F40Nc@jcy62k?HXq!-pPIB^e>?Sh
z+qF>PC4G8<)JXm8;w~`Fq*k`TTvKIatUHtC$~yr-&9vYb#?xPS^=P#XM}8Bg%#{Y+
zg4Rz9_>EV~Sm2?&=@oD{kRx^@lIk6<*9Y(Ia|Q>B*@hcWGH*)TjAoNt-PvSv>WayY
z&y)omjL=N05dDiKmE<Q_nZA;%tZ9rL@?gd=TVV#3oImK8j?lN<ZdBOxZ9D#S+#9t^
zW96c`8moVKHX61_=k=s`O*N|tRj;@HPUy2Kq`G4u##HrR*?{M5$5^n&1+9<aW1`!N
zyeX)bQ6Jzr<9alsR$k0E%ccL|CP@|E(L~N*&L$(2puAn_XUv)-AqwiG$}VqrWx(G@
zfU74g+f_?g%{J==F`u^hAdHoUyKW?a%_wnVz;BD*_10ifRS%92)Tik0SgPbyEd=at
zhf6CX|JlX4&q3SB$3Q3l7rR4!Q}CYd!e~>CyItg{^-d;|<?c(=nw0tDELLbS2>IZE
zbZS<pv4n@gHbL!L1;T!A<%j*`g8Oh3mVj>bV_e+~K}GhhDMlu-TaY+vlTlN%ZJVf-
zE@LpF4VH&9zTTZPUxTx0?VM3noUt6mN~Uz|Y{<9nuEF9f$WQJ-qb<_%5Ss2Q=K*$+
zs@E}qUQSMkC#HmJ3wYYKprGFl>CFz_Pd7JTMx4QkmBhjJh`9dcl%7}S5vsh`++eax
zFp-hAZ>RbY0aG&c1{xlXEK?(G$?a+<qxE9SnPyz6KWXV$Wp1T8b?H=Nd?+nZkHBym
z5<q376{kjfS7+;YM;#rneYg~HzRR&+B!{k&TP~ohhu|o-`68gmQS&xt8~)rr*lq9W
zWpD(mW-av%k6Y)FsvMgG6tcq+!t&kz$%s0qzhQqQ>{Hnh<U0!dq%8mN(BF}^UO<CQ
zrgadqIg{{HJRzXh`zFv2!0lci`N;pFNx_<)kxfiSuv5)jGR02*<|Bm?bB2yo+xnfc
z6m{8>^$PWS2RHHD=XD27%}QmvaHM@6vGRt)hT`*rCShCPtjnscz{e6Zoa!|~tn!Vq
zu?+-R1x3U5a_f=7LGjptd^5ZSr)1ridvzMw{fs<IXWF~(?mTBc&#T{L<YmcTCYSWY
zu=bA3)ho?+0<wO0`P#PbSO5S|qgW$IBy@TTUs{tr%xu_1k@ak`&I_OM{hj^B*KoT6
zRE6i%f}h9+e^2W5m^oM4t(c#BzFCcE@?jk*KhvA1iZ*sjRp!BRG1=M~%eWYhj%~~|
zNg88eBA=cU-64E-@CW<R(@I56X;iePsd0Wa9v^;keL`B=sv(d31%peV)xUVR5-@A|
zPgS*oL+#H_I_`*Zx=3K7WN3e0XP2px>Ri>$4!)(A9gGYDgjGbGVqD|SE!(p5ygMd+
z7RO;=JMhUpPlzgB_h<tk^ut9VYD|na#GR)WcMEE`s_<PkWN}zjMvNaXQ_#oh+byvY
zhskFqdm~LUjh=krBGWDY6lmtQC^j8!EHz$jXxf<^n8AREyKVxJtNkQ|ER0C|?+A@f
zryg>D<!y*NXwRDO#r%O5gyhq{m@5^q;rJ-0%FE4(K4|(cF)<vh-}~DS6Tz?==UeI*
z;7rKbpu|ca{J=ZE&eCAq9xcX+#EkOCX^mcXm0Pd&T(-)n<5*&wPO3E3y!MLap-OQQ
z3=v>k16m2<*G&;%m(^I985W{{OtapeagV$`?;|Ot&s-5$Ipdyr96J*{F7VB3O~`J;
zQsIP7*wz!Pq$|rf7_p?La?%2k)Q@LWP}UkX&>@tn{XsN*zRF9^M2y3xqdn}+ZI{cu
z<S3Z$tad@7fif;3wlh^zwaR|l-dNZ7s<U?jJ@9Wqgq{?OIho4wFDAY5k-p5hf`ZI1
zV6knz-#<NYiETVuHL-qkkz;rmvnSSGOUY)#UPCS1?5!NTdSkt+p%?=R2H{M19Dr6h
zm?2RdYK3JYu+m!ofiXa=R_v!)c)Ubh^>m}mSoK{#DaGSxSgnhcak0@ec2nooSec#c
z&1%1+93w1;{M*=??D6W3W<Sd{BMvEL4!2va4iHjuy{B8O%5~X@)mt?SWzw2Teb*Q)
zDeaCF<+UL^Z$W<gtKK*GIt!QFd*gFGN#iN1eJ_M<!ECsyh+#kAi9NiC-!rc*JraXG
z6$neKH^BU@4DTyBl4@*a9%X;4n&MVNeeHHY90(P$e`!027atad5BS}Y&%EYKPxq&5
zZ&({YA#;8a^_~*(u_U~|o498<40>!bq>J-dHW0W6hqB@5IAo;<2UR3x($eKpHsV0B
z@Z{XyUy=C=kx+0$E!ooD=M}Y*4Zm2T6|uT=usf0sCyUQ1WT8kqJv=->KSm796+H&g
zDXdT@c}|jw8Ku(T6!FLlom80v-=P&Zd{n5JrqcN-IoOJ-@P&8=kuPgOUF(m>h2QX@
z5Wh0;l;>YBG5MeGO!g1=MW<O4*J_ie4g&GMJNha1k5LF)M8x{CdN4O(r&umHqH%QC
z;O99=^%>FVMhJhduS2%95K(meMw2qK;9y^6vO}ho9s!7RN(r{AFxj{4pf(6+``E#7
zdc~-z)MKp3!aK+7%9o~$V{d(=jpVHmp7ButXmwpKC2F(kdj0Jbq>nj0y|*t}l9{SS
zEyc!0Gbb&ef;&6m>6-&6{FexqiyH*tny>;4TcCIwl#tw;fPZol`xF);L%7s)_+;Iq
z#|osRJg520#^h0*8aV$!VUr!MVx+8`Q%l^Ny*5a9G`^TC<L!R#@KF*Ijj_h<RSu5Y
z%c--q^*a7`{08zGHF{v4Oz<p=JvIGc-u{>-6IYN=0l??!Y9$Fe4=2)Ff~%pFm5Yjs
zPz0SrZP^eRB*`Qzb9hdXk;B!sL>@oowD+Z^qK|9O!dEI(<rQefzESrGTRG6a_E89C
zBBHBr%%rH?5*Fvw^vk(0{Vq0JI96%Dd>NN-cf9>;C-&LH&`Pfj->xOgTN*K#z;1K|
z5D?g{xm;88t6ZLly>D{(ZC}F)PAYjUThIJm&L_mqh~4}kttJRJmnS8GYcZT6WCFPP
z+twd3(*jHVq^sd;20}uXjs;&jXhpCti$N1w;8OVcty$J|>mLMDJ9N~fT&utT{_>_S
z0-KRK9@0>{8H3sG$}+@@$7V0feB8Npc$E}X2G+b^YUniUsM=+L$l&3Ezny{qwD5B4
z?e2kAvXWtp>y`p8ZF0l7^VwzyHP&g?Ex`MNY-vWZZ55?kifzSy%=G|B3Nc^0ef$l%
zBKK7stO9tg3jHm2M<fOps;jH=O~@>lmZmy2JJx_1ba$lv&C5FpJ9bMs4V9)VUBjV2
zf?Jx;XJ=3?@u&2%Yazu}7jWsc7&dGJ+IWyI`@)vMz@I|m?+q`Z!s9SBbbtKzWMRxG
zX~~KTT!xzrpcD}>n6so<n3FDSgOZuuKb$r#KHGZEmed&Ipln@D*acaptg<&a>VwI5
zVgUX4z2-?;Ywvr_2;Ra{Xo6B-z8WxQU-MyMNb(PwZ$LXZ>`Y7$=q$4c_DcNUyHQVw
z5|g13zSk*|fZ>PF*9|J&IE^VQ`#?7+t6kX#DsgtfxeZ4TH>3;yN*h{QdAGx7`7+Ah
z-0J?C*{!et+N!n6qb%p3iDX<8(&2rnkI6tqa(qKk+Yh-?F}1h`J$KT_8syxp3P6No
zw<n^vs~nT9X&1zTj3<6aN+j=X>sW>I<2&+UIJN={F0XSs6GY{oUey$tThPsAKL?LV
zj2Y7c`Im#0t0!0Yv+J_)ZQ?leSF+WtFfCQ!HIzF4`hrcv-(2#VH@}zX!573NrY+dB
zPA!Q&WkL*i^T!T~?_S36IB7H9dwtAwGl%!NKjY7#qG4}Ih~mHaN_fBU#Gpo$O9fXT
zm%f$Ja90g*ap@JM60WOM*aJ=`RfqXTz#IjSl(zFO?FEom8-UIKI3jH8r)o)X+F#u$
z{f5^P)*7-Co@OP{&Hyfka5GH)GI<Vc8c$p~k>%SopdKH6Hm4iSb<}}v;H!^m;)stL
z?hQXiS}!T<^$9`1?1Pt?UU=xwc-}2CF+04Tz&Os)MHi3lnZm`i2Li=H<pV{m;x+ud
zxD6dMZls=s1ck?_dAJIEHX@QQMVsl&wse=WLQn^#_^d~Q5<%(TT~myh^&c9EoxgHj
zbzoT%k4C>vIf&JdUEVynZ80vnZ8TI&D{(}hwLIsGEI;j^l&Zxon6m@VtGmP|N7QI)
z$YfI|)wGH{;P`)_LH7=x7OOJ(3>cTO6|N`1qOiv07d+*^<61+P0z_f;m1a{mnM$@;
z5?VahEuxCIM;UI-8#G4+4b%qS)<}`Cu#noi$))8!n>YJEHOf}v|5h5tOhyq{qQjx-
zs3p`4yJk}pgB)SCv)-SB>s=Yd^LSKdUNH#sL&0$8(|1Q0ByZPaKb2`#jl)GwhjY3D
z#LT=+Tk>pTGd%SN>mk(<<FRV+hz>WJYPCa;mvABmw+4@CnMJ{&D+U{-g&FXf3YLOP
z!?ir;<%)SkqE<2Y<(Jdd&^cJvWNK^TZeM~YK+F`u{-v|DmAP73y9cTH7jq?N=Py1_
z>aFC5k1`yWfj;+STy9CHD2ub;Q68JKty%u|!I(Q))Gw6Y4Mh@zbedJs9)wL9vq!3W
z^~qZx=836*W8B8|+T8rDf#LpbNt`&_R;?INKzBgvNx<TgX`#9P-EEChI?f-8F`e&W
zGK8%O)lkzEWH=R~Iqv>}i_P-5bm1HTP4j%w;*)z=n2DszToIs2(2+nYCR=rrhmXha
z$=zN)XlZcMykpty0l~4-`bmft2dzebgnDqhR6TIgoP28DzoHyY2_t7VsKgOkboe*E
z%FEzla@#ytvj!@BAM@qPH+i18u1kYMi&R(OPF(DUwS4Zif6HKiNn363_4r<y(iPh(
zzm`_f9+H^x^kG2T1)^Mlf$}|M{8#6(X4!16k3pbgVHvVw$B@Ae5*;+e2H<^0xq<p~
z{TOon5OV!^9sfZ_=u`9$LC_nXVQp$v9)+QlTo(W!`S_qb+?kDo>Ft*MUxR+Jepx2m
zaP!x{w>KD%2m-Fsg8Ls1@3w@<#E&0aE@FU*hl-JlB@KQNw>Jmn5b`Pf9rp1rV&)&!
zYCz#U)|p{!yNX96<K5|wR(B@K%1#1LTP8*26QoSCNu&hXPUJ{7h?CQkIeSe6yu&H}
z7>;huXqhf~oGCSym=1}f`JNAS%wp%u(&sqrU-vCfC$ym==YM*Df_}(>+L8y&DRRi*
zlX$TGXT#SBbIYnS>K~mSo4va0*P_TIaw(R?<s4!Y(qsoO-L~U*V-({>+*KCI>moCb
zXOub4Pkdg#!L0Iq`XM0CAon_L0&JIiXtdN-Rz^JI>C5uDf_u6n$ZxA5-EgZJ6n;oQ
zDAiRSLkP={+mW4hm{?I?aJXUuGs^taE*A%cCI_*x8lX<HXHeM=fOOd1aoBnUZ(|wh
zjSloACPWM#q*l(L$|%FKHmsKv5ifF7MlCv2+a)9#$Vjzqc4QaR!02%Ovv|9qiTMdx
zGdq&s&rx-_It$yhJBm<NMN);I9;FQoTg0t#-lDMvyFx&r5JIc>rKbyzEzW)|Qvo1x
zd#WTWSLiS1I3;ewg}XvCoD3QK_lR=|h*q+**)%l8`5QNPlbc7NY5wz9seCN^wVZ~U
zi_^M=3_}N)3p{SwyA;VU#w>v@tKsC%%jo~tPVyrLqy5F#hZHAN$8%?J;IkkW?5B;-
zZLc5fEf1GWnWAI2iNMy~L?~!$Jpt9<XN{RsqNPO-ms*wjEghH@wMG~QI?>S<q2o|;
zMneaUyY<+61M7$xs)OO}q4|AM1a)vow%HKIRFtZ`p1c>AoO}&x)SC|S^Oh^kQM5A&
za4a-TOU<%#yaHrZ$+^(Ssd9fA6N4X80O^rzYu|8&HNp@kGW(`*CaW;pMjQ*&X{9TL
zxo@Q_W}%C_4?i)to?Vt5F$b-^TtC+^tuZf2#{1}PTAe&FG)`7P6;|p;Xa9I*7gjAU
zi>o<f%Zv;cbiWhjGj5aVM!-d5Se5)RP_Q~4{QZGR<)~*=c1C&b>UjLE>lFXV%+i9q
zcnEfUZ_n87>cm2=<$@xSE{orIeA=5qIk&KQXppbK)nQn3CUcT;=!+=Cu#I*fJyIEQ
zFCwuVuB0hZv85wtm5H&TlZk9HWof=yKpXxwfI@B&S#_&&^I`!Bnx5yW`nGN?QTFwI
zWv}RaK9*hL2<?V1C1Fp7&xSF=9<BMp;}l|jd#it9pKt4G{0y0OvgXj?gV9I^zkjP!
zb6hZL2$02uVWB$p{wXU3k-ItS9?k`^d*5yCfvc<tzjx@=5Ph^ZVSb=K7}4g8!=^R<
zW(cOMF4ze_XtOAm+?vx4;Kf&)R-jsF{pdeP6>#hn^j?g1hXM0HSu<>)m4$>zZyB9S
zKBC4B{`tjf@MlF*6ha&|wK&^s@!!e%Q*ls!F)3pdy<);f1ui|?h5<l^iYHzKcT-ha
z0afX=L8m^u?$lrb?bp9WE$|4o$@J(21%^1;|8_KT%y3THb<CR=VMSrWr{l_GW6Kb~
z#1iaOeT`TcH9j_GQK`Z1#t3b{uzV^GAa%VZBw0A^B>aOcF`O&MHodw)fYo{uvFchi
zF20b#UJVDMfc`j*Q4LpPD@_sw)?T{3T=98;rI%@j?>@X4cDp3xml3$wSFGC#L`6ga
zu;sp4PFqu$l@0#Zijaxvt@{B2rRWS$@Nz8I#<SsCujk*;4vvnu-{1CADFC?p{5Gex
z$q1Le&iz|9*ueNko5S|%i6c5Q15;Pk1@3@+W)<@c5Bm47f2lFP^engz3YP)eJ;EMO
z`z1x>6U)3muXk;u9bpkLm6VO%hM(MCQsy`17e)!!MiA~wo5}i-WTrXYw!Z*0vA<Qt
zac+qNk<VJj;buODgWH;}&u?{jlk6h6_U2;O;y<JvUo}OIyXwaXDz+Irydp9x&WLfI
ztn%^;DsOi&;<vZgi%hfYn#uLQNMH|2>$3YF3>zyn7k(Lrn(EsA5&f97CI}lWk*Oni
zTbu`^5|j5-f^J$ov{B$4h4+ONo6Pcn+TUKya89L20!?QyjVV7lSveSPE!%*LB6g>6
zBqpPO;dOb;l@uavbOaO#6+b@Mi(X>M-W1DJkgq2p)2r9eulXaAu1gtcBCp;l@S#Be
zvNa~VHz~L5udM*<#`DMVu208*HF4UyKQ`45ATIoSxrx@r(9f_i?;bsHUp@&aqkFb_
zFKTd~*E(&Qosr;#p#BNkM|{|dVUL>}xCRL(j-&-n>x(JEc;ySdvKxL)qbV9uSC>5i
zF~b>SMHF>|dndx)J%teN^7Em2oc6(3PDP=TVw#jzHzyb9f%QSo8n}xGrYAFN-Be@+
z<m8Ri*KgxAwuUMHKJV+L9%|m7c09+gEZspw$0hY*y<I4lt~8o=kq*jtMCnPPZAAL+
zg9bNx2x!-f`R4~tlWxy<X?e_U>nE}I@iEKj)8xA%j#TZZ9~0=*zx(uzpBRvk12&Ae
z8wks%m!%6O!nEnW)F*3$Zhs32$(BmAV4C58wiC#urJsHf)|8@Y_?jy0>@ITw7^c+O
z6P3`w__gqoLS$7t6w##t83Jxi?)xp5x35uMiDQgAK&T)iW!wtwBOQhdz9ld^l3D`4
z_O(DhL)2^L83kH4-x*uC8PXT^eU2$#2$xYo?3<BxZfy_7@_y1-uE5b7>q>cN8B14c
z;fDW;d)kOG?jdDtJ$E|H;FXbZoA&jXvdi;!1Yi%FeDeZJPuW8={CI?|t(~m3;`jhA
zN!p;JMh099|5*}=XO6bEV+`rE>hP}Ej#s>jguC@`+s+Y}0BgutGQ97Kwee1<0wyCv
zPv-GdS=F+&<taP|+1H4mVv6>QrnBkEISEO3X5EL^J!)D;fe_)(tPQB9K-G0B@rNWW
zF3uKndt+d{JC^r5ySkUQSNeA)lsm^0ODSnATQYD;jU#{~#y}kVdyE}E8IOmeA7W#*
zd9Np1nt(cY-BDX-V@Oz7!O!YsOJN2hLimE!WkO{wKWypowy{Pqs=;JtULsc5-C4u0
z@kCB_U_gQ}Y4;OQAFe&mI{?Eje2DNO^_bIKj{)Og)wt(}maQQkt%x9iZ}n)t!L0Ug
z)f^ox;=H{4Mp^I$Z6dVvr`t6z%$jGEOZ{nf-L#ZRrHfka+-YUaWgq!6I$FIO)MH@3
z>617WvcX-L$HMC|qPrnAH6Tag5@__Ndf2pXms`4H@nx-AW_Pnp2*|}&=I0p>4`E-t
zM8M>*s|}2jnl1kD2Y3YV-PCs-pItW4Mj=7qOV7!&?H$6_swD+FT+Pv}cI$N-7N=)1
zccv^9lgkDjd#P^M$g>h6Ug>t(N&o)QEaRsUOcstcJG8s+%_-_v`MTF<12I%ilomyR
zt$7Fn<GRNW`lS&VugCB?&;f3%NCdxse8TORHFi?`HNP&sybJ|6dV&8m=wj)+YYwvW
zhWe}3w6iLUCA;S4Yyax^6CYBrZge9aglbw~UP;#4Qv5n~aIl${_4cuD52tdG&hr&F
z%ith2@M4cra3)9yg(gbb?r|Mkmaz11cJ;RnH^9Pr{V+|X`#tP($AKzSIr-=3JSsSz
zwT0mdpJ%$8S(y)Hd5y07Id|vnNUOev;Uc*H4IDa8fAY<)m1ig1r0*o_nx_Yw^&bLi
z5fC1QYB>;58@^R7%}vPuW#l|O3a21VaXWP-bFm!~EcUP@F<UDadhX|cOYY-t`{V;I
z7I{9I=a-TI=RGw?VgSI-#TB-em0Xy<3_ArVJ(;-rop~bzNYfWRQiW{rcNbdvFRq;@
zv5)gu7NnFU!sleubVg*3RIANT?88+ec7~JmS#d7z?!gxY+Q*O6)}Ow0?AMkmS-bs$
zC^>E1@SC186jA=wg|8!cVm06o7ym_twtmFYGDZDj=;Z<^Zw0Na0Q_(mA#b3zVhxH^
z(s?~=DC8>F%uZmS+UW!$0pHyas1l3x@JjyXap{=PF^G?{gv+g**jgL986#~_kA#xe
zA1LUsT)sOV8M%C!VMVa<7jqHd{3+0#5)@$V$zBj)CY8@(_&}FWPo48LA^&OADmgCQ
zaoecU^dMHks~ja9;Xf<NAl<K7@qlPmfPyr&+1sAvzCA7qg;xvi?uuxjH#m8*5FZ;(
zsr(fEmw(`{{ZTRUgfHY*^!<Gj|3Dd1Ibr?kPN;^md=dZrzaoE=cfMgyPKi_u6-sC$
z+;f*MZFG63CZ($KOUcV7rKyPg!o?zi_e-3KS>Ys<vb{MflFu>0sn_-GH~7ViMKM<8
zysdp$Pd0bEsFKELz)x6Veh9ZuX`tH>Ro}VEo>)Gyy5FQXnKEk~f|Z6q&+S0YV`g!C
z-u8B8V(BB4rQl?eclFTmW?|jtuo94mQdliLFfCeHhs}n11<&@i(qw0!{#V613GoEh
z_5x2oSM3Sk7=C#!Bi>(@1tHbSsMSjT?BQgvfx+(a0hv19y{5aJxJoGnJXi$0{J2jK
zbSrFEI}|Yn9p9l{*P`CKZ?;!{NStA{ROeDtn5NjiLUM810&0bcsi6=<nd24h2)dG_
z40sQ6VJ~m<`cu8Tc16n-kD&Zp#9zvyv(Uo%U`vDEORnYDiIdW%8&S)xi9@b^cm=O}
z-UPs)bhFCk=g)vj?k~I=?zt=*g4cjArq5k-+Key_iC+Sxiu6B+NA~N6dNR|Oy>f-G
zu(&UUh5i_<C}Ps_+X>wG&{<dNbH6Kf_|t)Wpn8Pm?bf2cqYyscgWnw{%5&E%Co`9U
z!dys&vQDN=DZO+DusUqEZ9Pd0OXhh#Sne`pbsrnCNJw;eGAaWH_j=g!{75-Ism3Ed
z@!gy8&P(q~#LB79kZ>}r8S#+b-?#Q*hip9AGox8aId5rN$U;a{Yxz*b<is_#tuTkx
z_a_@d7S7+IC4UeVK*v04s$5mc@d*x=g1%|HYSBoNNmted{`5HdUDN>%=i@=ryuH_5
zxN-GxwRu8WU2;x-421@TN&|;<Do)6U!tc9&PURvgi5iwPZt}WmzspEtvf2f1j15}q
ziNH!NMn2sq+BO4-bzEI*Ce7=_Ms@JlvaPha4Xew`ej9$NlOp#Im+%T;+atQEY6UwC
ztPL85)N^R~n^|Bk#L_(YvCH|B_sT)1F`L7Z7jEOm?oRr5`OYIBx3I-SUod{~^jMG#
z$2*^-Uhi(#nz?QtV*~|U(o{4+`sWrq3DMxz<dJ7XP*#>_MM#?kock|Z=sLMv!FrdZ
z|A`1?fu(>-5Kxj-Ige|jjg3|LWWIkqQGkFif%qOlEY@7m>S0H|;UUOO-*2%nUM!F6
zd|2-rrG2=b|L!bbLPCz(sVLt)=n|=5*P43RjM(gfD)-19%yzn?(Qe5O7E#|~xCDUi
ziK@%hQ5G-O*-Tt);z)PY+Hf1;0<Zb%Zo(;Ph=_K+n*4k(?FJ=ob?Lg*ZC{|3rVwt~
z&52Ta(WaIVg1*R_3qC;SN?2Rwf4oRdOu>m-?sKq*ud&@T(z1_NK!p5U&yI45s6~Wr
z<$T=qu&|t>O5U}yIx&`Q70h)#r_UQfz$!!f6=53p)=-=oB@r|;&p|vKGWv~7!eB8R
z6_YNt`?=R4xuY<>I)xk!H9OAVS50c!nbl1%s5?D9l#f>POvM>0E1|gf*h`<$=6TZz
zv_S=M*`rZ5AWv(=*T+Y|@)hal87nE-SBLu-M0LD$LE!UnVu82n!Q0+iNtWakHr$xq
z8cpVc!)2jrSiR&lzKXWz3M??x?~m-RMH(WO8x}X(!nXjsKH*3Xg?_$;y10Y--1B;L
z=YQ`3!!O%PNHD{9Ea<r{b!Gwt!u}HnWG&o)Xbfqb^7`mmr37&o7p+!N4-d2~j;~y6
z6T>_<SzXg0EH<uK{N>A63rfA<>Z=`>2XMzToQOP?E^`=V#|v10^fT}|5-5u~9e&z~
z{?wg}W<sz4%pco%3L5d9wVPiq?PG6t;UC;M;rc3mT9N_hSf;wV!NKnqneV>xiJFZs
z<&NK*(1pL+EctI+tQXnDVx-9%F)NqKjMEkz-Qc`fK{=uvCI54u&&6Zd(noPwiOtnJ
zD^M;`R=p_F34;4%%GoCwBA~`ST@FVH8v|Z|EtEHJ+G0H^ML|tfMTP2BL1(}GF-8Cr
z0saiz_0c=iVw=rKBx~b7!8TVabU26I9xhotzR{2z6HdG9FQXA<-Szq|3n?vnm{(W_
zUCzKD*k60U5H-)L`wNSOo4H}@8vwOFk}*k|!qS>g(xV80s8vSi^*&>-h)*5<Uv1#D
z>v|Yc-%=YQt6CxXBFB15DTf+WXDWN^kWcBg<IUwE;o4^JTAQp#*r}*K(^s`Ree63v
zcb==nk^F|XxW^NZbC)}m-amP{0k&#=Ygqr*whCJE5}F?=ig7hefl$D$wvQ{FyP%c3
zs0E8<XxMvNyCH7B4*Zh_zRuauv%?c}{WHvZ`WN6%0bh>zUn7R9(7;gV`j45q?l5*T
zNkduLzStPqUM{4i*T%GZ_Z5@rnB(=`;Q5+cFN;c^inibQBNtu;_ou4f(i6ZmYYhV3
z*VVnx4}$4jj){seV+wAip{8Wt=9zsobV`3%u(M#v^jk6mx=8QZf?#DC-?tYcYFIG=
zhB3cZSTt`y6*$?^e%_@VpI$~rtHq{neY<#S+>4P}Fqqy*n(b4Y-sjO3+Pes0JZxSZ
zsP4Mza0_{RetlcNgNh~#c_M6!lk>VDB`f&S@!{g;(Two85Lr&$v_%hn*z#MP@;U_z
zPr@}i?Lm>sa*9MFOPmDlNOy`Vaz%W{T(}eAMZJsd=00{LA#lK?CY(;sbl$pp3-0P%
zDI>b9!BAntDIJaJmk%s<oaM`CYOsNu@)~U1=is!sSio9iI6Cm7`L{_e@XkIA6V$(6
zBJjakG}!j*u5@1VsDvjQ=bGVcM5_5ijsJy)FDhyTI<@w~m-UEIBYSeP+-F$CcMfQr
zZTJUL;u5H;lu*OK(mJx32ZPj9`hh=e^cL*)08%1|5%n+6b`ImF7``K(q&+7!!+^=$
z2y?XqvmF^22GZP5t!_)&Ue9Gw%;~vtuExjjLgYVSOM=Ld3PL_TCfU9~zI2cA3VFza
z4#Q4cieO_wlhVNHzs=mZ(QW%iq!(xK>GpMyQV+(#a$Lgu9ErahxKn!3l{h0`VKPPl
zbv2$bOXlGcJfhAXrgXQD?;J1AN@1Q>(OjtfE09BXanQ#5k(VC9{SMfMf==*o@3s8$
zDw9l~FZDkNX8_i-t_oBhOTvuF*mx+Sjn)~`UGT8W&nL5ky@Ffo*(u%rJTAv%@|w5z
zY?dn8&|nhXh(9oFWpfGo(zK2nzG4*BLJhdRV-=I}r8Ecd9B3ymw(X-xLqR_kmB&L!
z3%I<6qn0x(3MC2~VVH0tq_dQ9!WPH$fjpTn!`OZ-NCR{qIJ%&i+sOQ}l@cXYalyPD
zv6LR`QBTa4U#RY#c3X$Pi%X3AetFw1uN}|_X=dXAlfi~?U0aLxMHDs=6ab=;9~9>-
zMmdMtQoMQT%}mYThzi<AfcZlO@oCn8HOA6ulW9rR(w0O5)j0`2csK|OqXhh?+laKS
z_JgX1y>!6hw-S_ad49y;!0lscEfI3O@2=?_y5Qc-3>Y+=7&<kDF)Np{y+oe**vuIB
z!K|kL-yUUWJK2U00eBs{2pBga#~^tyCp38%fgYu%m1M=(Nu>x<p2*9`H_N;_Su8o{
zq>MB|o$+RvIa$e%0KI6t+vbq|-8GRVn8wt?RBV=2(4LH-mr9q(AD5#d7XUr>Qhjq%
zc2uySdar0z3O!l-4XS}OWO-UKqg78kN=@%uUiyef5s_wKWffsZQkS|qoo>}L=;;q?
z<V5=!k-m+O{Jd7IiFBHyh<1{ssu;(ArnIRmO&|!{T^ulag?kXL@|IH?vEh&}%=uL`
zg)qo5>c}zT<9j#1z^x+kpG4@i!S+DO5)U3oRG|kR3sA$S{Ms>zlp+m_`6?HKdJe<s
zwW-Bx?y)&wwz$;VJ?GGjH=@Z&WQj$WDkQpVEAKX0CDs+ddjd#j7p*E2nwvPW(;;8W
zjy)bew7j+A0vst5Zc3d2;^`-jk83|73p+T(Cpe<z+_SA6v4m7G9!Uf|V?Ib8-!V#{
z1_m~br16JsPJK!r98(jXA;@Y!i;7-MuWuYkg7~Q6aw2dG!^DN>K6d<9YsEGR%SQ<R
zufBbwZGv>a9`oeVbpP$VOU(^nuWC3`^UPww0c3}^WSKily^}s=Lxxqf|I1fz*ds9%
z)1jU2&*YR7Fb+kB8Ue)fY(@w@OBJziaWNj)E`0uN4?)8s`18WkyjHcqqcCcOa1pn9
z_klkKaGF7jH8-%@xj;Uf9+FCK{~O-@B>U4VAJc#GpYF>_aMMFO+ZHo4@WdxPQRLII
zg1NZNmU}>W3E;;~#QNv!sM@~8qQzqs%!>5!P2AlY(;Z$(6Lf^IAZ<nwZGU;?gpTJ8
zHegkk?$lDwUi0e9x|Qdx4I$+TGe{vPJHQVRFk#&miH(zfRchF6ZyOGe2;y8Xg$L!-
za=1ZbWYqOr^*p8_h6j*I{Myb%LeIeX)wlRy92XOpxh~>4xRs?BGqpHX9=52~ep0lB
z5#X1tf3$<K{Uw)-j>cqe`QR^eDbwH@7STkB92m)aY<@Plqaf-xqd3)95$xVPgVL|z
zK>~^ww*k~{z+0vsLK66_hTtyZQ_~Q9M}x!V-bzD|;A~RhF#g10_vDW&;ZmS8#|aRJ
zbJ}N-G{!kzZTE-86G{MSC#i5S62M9%rwOy910KX>wAvd983NoFvt1FmDwPMB2*9|9
zXTPS3|EE`l->ieM((XU^PeFBMXv0pgiKEV4J8CyZPDKAuR*pR7?K|pN#5t?_4u%BS
za#j^K2kzZH_tSkhlI$M5zU9qh*XDnv<Sd)hjX+b7$=f5Xb6YjcZ<z0P97tZ5t9B8>
zeIizhES>cz!dC4BMfi;JxDmp@iOB*d=C+v12RojZOI~C9poO`{6xB<+7iZ0~!FRsu
zq&(xa`-^<-aZxe-yEo!*Y=``d9UpH$D5;_T6B}VKumALB=bogLbOr#js!g*nJa~M0
z^l$!GW;0LUgR^)8s(EDhd)??_eB~IWV7^+hvrE%X#%JV~8WeBe=cG``1xWD;Ldo>}
zv(ubIErh)>6?tt%IUz$9{0!}G9omo1H3&()zS9Q%M$UR{>I@GKY~rZ0NeQ*#WLjnt
zjm!#m6fL3=e{RE+)4JU!J21|nTu&M*&Npk8Of3oi@FtBjY_^Npn5?vMM1{STGZ^0y
zJ-sC3Ay&_q_wkC43}q7ms?m%o<e(`@ks~)n|G9&!mlYb&%g{NORIkV}FgBd9{p%$k
z7wBtsPh73EUGOIQf5LMhB7-?Aj)nMNF>M&RmXBZYZ(W;zvyplUuSqH^bJZVlR=nKd
zLVTJtGwkj@Qg?aNz>}C)`3KCn>kT|g5yI#u(Ex%{JY(8ux>}5i``rF)A0X}mg~@u<
zcq`<;MIP0w!MCRv*l)h7Ir5(_(icN8>SDy>=XE^&f4IaO!pPcfwy|`B^r<DBcjI@N
zZ3M6_2%6&j%+TgL%|Qnz2U`VeFBm?LC$vC<?><;p)O}_`;&r~m@UZIo;cZ-*N8Nce
z6B`@E$4KZf)f>3A^E}$lkd+yX8@644%i(8gNjUf0kVz#t;n+`DEbzGN-R@#XaU{5J
zKq8{7EciMhLJIQlHTQ{8{D&o;42zARuKZcp?;iB=xysB<9Y52=@>|N_$N&)|NAM=d
zGhdFeHzNZjDp}MI#rf?5f3a9IhAiX&UUK1iK+;l!lYm}~Sx;vCUt)q6cuiHviiPp@
z)M@qp>ejV0ZPr--B;rcFqcFfP8N!ciFt7x0saO+CVF-^3Ft%E))WLxF`u8j2YMj}2
z1)BbuvkL0UkV{g1j{T@APn{Sa6XlkgFK>6qtEsyRoT~FCcKmBhOiEuL&%7N_aHh1_
zV#boe5_@F)XGdeYUpHX-`sen#FRT{2K^HRm3pC)Bf{<6;1187XeS9h@tDV`;%yTY?
z0QRsNzCaw6r~F2E^jE?w-=68LN#}A+OjPr><_D@O^{|2??OK%)3LlMC@~qs|$6<!d
zhrSAVjD!c;p@+?e?-AW>-mfu2*vNI??)(KnbKCYCbdAjNJlBw9Vn#HwnS1B$Xn5`x
zgeK#&q{AVKm0S<%bQ<5HL}+i`Qov|SAcuF$wdz}IM8WF|b~CqA)F_Y))*W<TAWuta
z2|MzOfu!ySXgohZcv0kZ1eO|Z;y`JAR#pa9*G1-0ec`03Wph2RcMM;I{PZv3kfeYq
zY{ZkJ(=?jQ1XV!y=N(=|*z5-ZA6sdIYr$l?d=yaTEo4|h=Qvo~`SJOCaq%Ii!zCVN
zWcuz%ktE5+hAfH*`2&zTVS<0<y$GYp=3ul;k7Z=F#u=q0kxIm7%I@4CU)O>lq0=$L
z*)?0q%R4>wHK~E#q4O~moqM3hT=rsZ=k4H3@*rFp$@kz`mvkn9`E+l7bk4zw$l6k=
z0a%Ph0>9EF+32!KkCdxNfY~a~%tHMt+G)IFb_Qs>cE_66*_D-d_B-R=4alqBUL0*J
z5FdS?yR@uZO!#om)TE*+6hDLi$0{6T%GA?zw@SKnKsGh$%iYu5yKUbaSi(k6PpoP~
zrlh=c&qL{YqG~gtRR*sHXc9p%^Hr~%C5(DT>e;(WGSZDIKfRjSH+tx>$t3sC`vZ?^
zo5-=OY?&}4TRr^FylyB1{PjcgvCd}+Ju}0Pr5J^qlpN)k*w?+8K!u~d>Abg8Q{pk`
z<aqgBYs6ivh#>hu_8R}8eA!3>&cT$egl?Ksc*#q(R(pall@Y^@P`6y8@Y8i$dSLo&
zcf;#}StLF;)DH=D6rZP?@oLN2F51<4Kqy(%1PJ%4Ai~(rKlD7f9=8c~(HW-Oh2afN
z{)x>h8Ww3V%^7S?6Ar$f%afIAqY(8ngE@bu8j0#COD(Wr&L&OChMH=W(>YOVKJd5)
zH6I4)A7LXv8z;z_T!cbhq%Q%Fl1w5Lqv7#$T?5ML`4{whNz}wz$Kw=mvZ4Z-w{F{t
zSL<s*gWJVjML#?>xrD(^Gx@uMLZ{tkD+~ibhF;aR-xc-NTDWuroj;{V9+?&mW5AsT
zD$}1?XHiaPa!T1<*l(BpzTvaHPnvKceD4&fu>jUecKW8Y#vTOnzLeNRr<}Bx+QCyG
zy;qe`Kp*wxZDc_F$H8A+i7~!){D<a*Y3EAH30p04ho9;tZT!t07S-O?HQ0F@5yhr@
zM95$OZI!;RES=jHfURTpx8md*KMW*=o%P?%76zxG;1La8mhXJrt4dh_!v&D>EBJi5
zCV3a{C%K8OYBTiG1)AfcQt;51=TRC!q&?JVLKhqRA+I_?xV;@yg9rAB&4H0sa4U9C
z&Hz9F31->El?4_<7Eft*&urKH-d+mfYY;Gv8VX&c*SO&_<n2m;;9=iO)l(oRpc_&%
z4YsZ!yXb}f7yY~I(<s6R9y~0ds0{dS$x%fS?$&}}2!gu{V{Em4BT?Wb9vq)fPHuD`
z-JpCHtptxOoL~YyZMO?vY1$o5WZ)`p{I6x~;q17gB?$hb-1}8G#hSH6p+mSG-v0b=
zo8;V{eAl87_wmTyZ?-l|wc$#;{aOHxL~U~F2PSL63*hDj{6Nt!5D|=DFlp;cEmOHa
zwcamlw%%OwT!`B$REI4QHm0-?f`xVT$CCSsih!;kOwU;%9J*g7TdB@&2$<V?f9hRs
zkx#DlYnKcRoY&LK%y5Y1XglX9K8#SCHNr_T9`L|H3m&^$Fly>9cdoi1W)HxP^WJIi
zG7@y~I&{|kr=S4NYi>ls?24SY8IT~JddmAOnu8x~px;hv>Tm1Z?7WUnkd{dWX+RZn
ztu-%%as9=-?epWc$wRfe9lxr}>1^8WZLRCWdqbb13_K9J8NH8c=+xY9kTwlb>mJ;a
z6@$VSI|bQ~FE+u1w1@WG0~&3YAngG_XN@G}9-V}s<f?vyoW*d09mo9woj*=(G%2aQ
zFs94w(be`7=w=^Pb-wiXd6H{A$@uVY<kh_omW$1BG1AW4{+;#1A&y}5uz{|c$98+y
zaMV^8qbk3M1^^CNphqj|<i5beflp3KWUx82p`8Z3rgc5mH~q2To`+)dd<+bb2np2&
zvLqE=3j%rVpEhLZFmejZvTxZIQl6Gg*Men}rWH1O4>tT_-RgWKJPu&#)jN*6xY!gy
zA#JpNq^!smvUEN#Z(*LYscMp4Mh25t5Lf&-Lmtzp?7)%!n{Q3)#hg41P1@E`;wZyL
zd%yMGF3(&~T7(u2;PaAwG&c`oRTJ-2*5Eex51fn^B3^VxK&`P*F_e|$wFz$F20Huw
z^7ZXG4R5uQykq7MP7KCdo*G}umxRqboqqpkmDr(Jw@B>+1{1iRbgca~i~g;B_YZg#
zYZ3P#MHl>Dk@q4qqp-}_`t5C>zG;q(XtDCGij?TNzZ&5d0880)_}3n$qBy-8Kjlmg
z01K%|OIwcmEZ8%><#A2TDJHo63Qri(!$LHGEaJZX*+_!gF^d=CH!y8t4q=$VLZh{%
zCfE>0&cX2wHu9KXKuE@+>q;~(27Fae<GSOCS(YsJ07_A_+TwW8(VYF)@b(~vx9oua
z+i#P%{km?v(tM?Qcs2iB$MpDI%ZhSx5Xs0vNp3hk+#k#Qo&Fcl9TXvKu*u3So_iRz
zg)%d+@VE*=B+>l4R_&WwaF|k#vX3ltnwS?77X5APPV%3*z%qcMwuT|diR?U-j1@(0
zo^uVDH?7fTohqY(Yk6x-v+8h10}4tfwWgzKmzwMPyqxw9TdEQ8^xln1OVuud3<7=k
z97~FHas<UsvJp`<m6|~1VUsGiEd%3m>b}ebf52Ojb28*ro#W;8?xiuchOT?_8<bTr
zgN^ii{wDUE@bk}{wnxbAjecz}NsSP&f(@%?PvP;T$yl#eXVC+>SLc6+rX;!BPC^|^
z=)BG1vS!W~q*G}8qp21gO=)hlE&Hw>w|+(?f!bRGw^gq;y(gE(v~@R3juUdZRq^J>
zr-}68{Jh|F>osc4X%rW#P(I~{1+8!2q(~V(M_RK`a8)l&Nq>uC62LR&Jl&X{R6$T~
zaRt02(;M$HWMasPB(qf<SLeU@`yzKdUz{ymUhyA(>NDRU&GP0ad@ccY=iRjs5MQBM
znh7F)ajdM#H_;m(?LWrRgjbiD{+ToRQJ;H?)u-b}Tfnp!ue*62;%8;4O~Y;|$V0Uz
zg&0(yHzATHf6^8qZADQbW*it;P1+!VB6$20ujhw@B-7Ffs~ls7tlpO@s^h$=jg!ru
z$?4XYMeEyBZgGzmtcZ;@8Buq*ngT2)6Zenr|CN;fjz6Y*7p$hID(+o!1G?`I4=?6t
zk+${Hq#Hxw>=MwUBv@&)k;~4G$$`Zhlg8vGClTE}rKoUI91EExzql#(7RE3BUlpho
z8g(4va)a*IC#n5U<3wfd4t^p20<98Ab1G|NfFQ`}Rp}Sny%*%BXT00Ag)$G8GTD?&
zd45VQE`EL$^Vtm4ZG-+7<S~C9((y!;FA+@(8v<fqSo~hfgZpFAuZc`9Ye81KOy<N+
z-{aSt1h;|W+Y4Zm-(}3`2C4Npi@F_%+^zhtKZv?)v{}5}t{X1%xnC|$H{L_taOVH_
zq)=3TfwoKmbJ|~SZUUX^wXUqp^6`inw;im$+??j-lR2?M`7iwrIIjj;2r;PRd-$k>
z_|LAj=+HoI)Y=j0b*7X}gM(QTg5W~`tMf4BtJQ4)RmG(91$xj=rV(HhX*ay4PEIjM
zg)l2$UPY(t`VzIvJ|M0iAb#s{L?q}uS;bL%q0~n*<;5RL4KT~pdX6!|sv<8yCamuR
zO=iL?@-ds%lm%jec_y1Q^lhea(Wr3Kk7NJSyx_iIF=HCvz9<>5_kj#nb+T6er0EBe
zAS48_-zyOicG#TQN?VK~0G90If7~?|&quS=zIR94O^2==a^(?$TK6bY86n5VrD-tk
zxC5U<q2E}&u!DnGtPtZwsE9VpRe|;F(cE6cRhW&HfFc`ad1^n_>x&{<CYpQEKBzw8
zhap<$oHM!%(5!9Lc*!7lugw6QvD$psq!%#rVG^QX|KLzYtv_X3Z=<@&uB4(<yZ_yL
zbNlx6&BGZFl8A#pjPZF*4sb&vB#~dvm<H%s!28Z&vWm?07IgmRqK1kajiedw&VON)
z_?tRPDkcXLrc|?2j3uHSK8R|ihymp!PS#MDpP<@soL?u<K}19C;Ba-~U`wt|q<}pP
zLy+1&aeA^<m*jHQ7k0LOG);Q0k`@@@Qn9m&v@8ogjtv-v^d}xm=S_;XS@QYD_O)fS
zt2CvTPEBhJgqv8YcfecCP*bh@F3X?1hoS=<&Pa_FY_fzzJ*O5iITYAnGw=h0Z=^LS
z_Tzl3+W<70fDa&ui~qwSS-+ZITK4N`Nz!BTqe}@HKt6|og%WhXf&+elkrgxxh(DKS
zDO?@L)vIZGm;ckfy9g^j%_@7!*K6_i0*$bDZN?ck+6Azb_E$njws|^W7hFUUPM2Ed
zxz`&@UYTsdcjpAubaIO);?A&%JZsH)sD`O5`|6TYJmK@p_~&4f_z}8oTK;?9gOns4
zH&3=dL8N&6-r*uriCS0Up~b~BnKlz5C$DjMJg#s)x(0!6k{Zl_ctU}USbdfuB%H$x
zbfhDBZwh?BO%baEi(xUP=4Vq&^13hbk21n|0tqEXh*&#WXOmcqIqe%Fee5Atu|G*k
zoXp?Igh7&DFgZY94sT1CRR=f-Rk@POYWe1%MXlEQ6$%JkieHtKw|Y{bSC^gq3=0l7
zb-faKQe<$GY_I60B*w(0#7&qq3>m(VdSYhQBg*2<URg%r^Nt<FB|r*wPgB_2GpBS2
z+tl&+T;L7ujdywbdZ{KF3BDqK^r52Q6}qnXI4CyzTQMp{g-4E_7*hCG!%~<nM2`p$
ztuTb-T9VHv*q}bOipR210spysT5dD*Q~Q)3{C^rO(={ZZMHJj-?#{k>^U42P?Fa(6
zVju7)6=fxJ+C#4YHOC(ck5<yGcVR<~Xn#xN8a8Gz)W=p?N_Y~LH6F_<-q6&&C+5p&
zYjl`;I7E64>Z*RW;49Ua7LA#T0#PYtl<f?B=R?@&@h~}m@Cw)w=hdAwuB&!GfwNw$
zOb-k*i9L{Q(j$Kpr^d)3PLcKp<v~n8Lm05BP_c<X9jc{RK8ah%(2o1;xuqKPSE|#R
zT(ysPM4{jHI_N(ses$-~cyDiHd~>6u_t)rWNY)%Fv)HSyY~2Tm<U-e|%PD`2ZJuCs
zC9eqtyc<QN1#UKX0<!o#-4Cf08jIXPMoW@_PfCLZo7#+w3s@J0_@!8w3YlV`kn7Qn
zTpU%6p2AXvW$YTgZ7^Uua>cBBqt?)2k%`n$p=-esQ|q887m&@x?F}3jY&oqiZe)z7
zbC<**Rr|KZ|Db(_{>J%9Q#X5QQq2-`uKkR{+U+e!3iCZLtZr{ye_TO5I`+VTeDs4o
z$~7tY=F*F|f@yIe9XnM{CuUjv&C8nl?J}%m4>#+Hfd0nH^JHsneb9!#v(>1k;$|ZM
zi)c;^c8yfBO6qVi?%t)p%?n41OB>8@uw|D4lRu4}-kv_<G4Gcj#-gYW#@mYDX|pa<
z9&&-<$5PP#-W2n!(H|tbwrvfZTB>q$4+VP+noRwXJ7-1Y(Vh8P!WtfPDj9HHe0B*i
z*Q#AdipbdZaNiyMH79u)b}T+7vHqiXYa@JTYr+B&1e3O3bxn|7$8?_g+U{GP&hKtf
z_HWSk;gOHwk>NzHsZ6PGIuL?)^rM3N>J-Gg6Ji9#5mDm1A#;cY?LVt4@9!UjavX@X
z{}EwVrj;&?upd+40t8}<HdgAbfMB(*>*6t{v?RJA=l^N%t)k-Uns!kV0)gP}P9O>H
zE+M!R+$C6}!5tDH5Zr<XcMt9mAh<h?26qVVuqS!HcmMn1AA9ecb8gNVgN8+~)xGAL
zQdP6+si(enzS<U<w0T)g9(W4rq^=(?Z?u{r;gp3BItP)@?SnRh>c~n{j<|1YhH2_`
zjaWYKP|OL%17owJqX9P^rYwV~D4>`8Q(Jp<u<OBHQ5oI!W<fqz|0gJ{ibAdH`)Pmo
z9OV+=`DG+5jiSOAOw5MH675_*7yAxa>QxI7Z0(*Oktqm@b(Wvt%ZUq~oORbjPEe-Z
zHS9`Nsl}ABze!S4Xz`A%O1>J9u_awWV>*0E9Av~SIq%f}Uhv~^7=9T1&~%mEwGLJu
z9brMCwFCjC-5_0$@p3ejUWYf3r}Ctn&M!CqB}ntZ@~{!4xtWCQu;3&jkJd~jsii)g
zJFs`!UzwGCAH2EW@Q!A4Jjwx4L<5cCrPDx!Yu|E_Z1fgAvhF3meh*L;Z+?bwDYt)}
znu``GzC(%{n*w_zZ!v3G=FbudY&5lD<@TsT(PZeLY1fpGCEJJcq)42^@D{<@#s<jt
zR&GJ(JL6|$zk%mqgDJJ+R&1SKgFO)HV1`^-Hcmuewepw>z&B#h7MCIi%+xscX0}Ak
zppo;T#gJfVek+>({uR=!gIs`@D6{upEbgn|_VKhk&duSS=Qfqlp5tWGii4q?>@{N}
z`vzv76nDE`1Yb7Ha7DM`H>sOiK8)p)S)<0r*S8RsW!{h#O)-4A6&Oy;sE^<BTF>?O
zd}JbMynhEhuLE=}3NJE*7HP@lR0EyDr4u$H1V}@I?t?1NZue?|FL@ir;NUxE>g5D1
zi2kv9CM_9J5Qn2WlFa$|_KkCN00bOPU81($uN74!K)x21T}NwnaBK{GrNP9pPRrY9
zsC^F;Awhto>%IlX4DEZ)wJS$OrV%p;Vl=Wq2Vl!iz97JfbY!L#=3+)u`L8kWq;JxT
zvpL7$#I(7#Ev0u_v>gy)K5?2ky<zm=rz~WuT>W?^A+<k44DeL2xL64zr+40p8A*hw
zx<3rR(9=zDRy))b232w}sHku$EwML64j6N?6nXL@;SL6^&&4ULM3dRp5*=*)QdfRw
zo(+!#)y%KpCpTrlwVx_&k7nf;dxr?O4Z!nZTjx5Z(c1~np$@=D`Zs0wJ;<Vc_|xJ;
zy@gh8G)S+uz>Sh;>B{oinDc{k1M>`VRn3{*fg`LLYFgg0D~>(2k`?y1^-ikN#}K`H
zB8k;KS7zax)~hy$rV0}}m|DRfsS$VkS<^bV5zx$%CDH=@&~sp}5S>f3o5zpI^%;Cs
z{ey;?gG;CD^~C!+W^?Aei&WT_?7F_p+js7;(PUsnA2INcikjWpLdSPr-R^=)lnE|Z
ztf_ij-R@k<cNZ9{s)*0e<_8UgBfM$8D*C))WL;G~@FRWxyo4w$w1jR(BMKQ)9I(7l
zi>85;{#x9kFWYRvuhWFET-3yMLV3SCTd~;fe0=$0D(K$YA~;&{E6ww#K!r!%d8=rW
zsyS|*1m@>MGBX>b@aiVzPES#6Ym>k48QWYrZZLfB^zC%e{9z?1UjzsE7C&#~0)$QJ
zn9-glwCa#gGP_6{5A3H6rAQb}!J@#4Gm?^f4#;a4A9)R5E2_rQl3hR7N}7}Em+VZ5
zm3P+Tt-m5LZb+e?8_aJb9}Ls|E;KDZdByqk{@2dzH%B}NTm`d(KKnk~1c@E|;MdRa
zHma9wS3%ip0g&UmmJ8>3za$tmXt$p7i4l*7aQ)Y4)<7Z)2`0Z1)#}m#yNv)2T{LSV
zrhfrF9sk8H-qrBoL((UqPi+Rj?<Ee`KmY+js`mrmqUfC<a4Y-s!HX7+F8_*3mOy9g
zMoS5*9dDimJ&p+sxx(>kmDJ)~F#6S-yQA36CySD!!*rb%mB^ypDV!o+6z;Q)Q7|Es
z1H~qluU<2eR)q`Dh+5AWWuE*z=x92g=X|4}-d(HRVvhTWO0l$Qe9~{iK3j(iA{l!Z
z7*@6~_s-H^2j9C{x?>^xL5qhy{YBV0YV2wXqbgP9z=XGNDUHo9MxHbEcII_3#bq;7
zL#&iOekHBYj(xK)MT2$Tq$5&7N-5BcPmfzMUEI#=n=q*Yr?1N~+Cqvg_R`#W6wANH
z6zvS<%yTOy!hlmDY*>?-S6QS7-tX-}-6|@l?c#uX%W*7At2_d<;2kyba*GKWO{ORd
zK`1_oIPzGJYMprRr?=6}$+FpI)KO_^U8fbq!NCj0*^QF&&IUDFE87S(c}OuGUq(%n
zvBy`H!(ivoPC6cL(nLFyatB{;&@Dai7Z3oaO8V;;g_K#nFAC|idMmt(dXBoO7($lb
z^v!4mo{ujbIF5X~H!z$%4B}Nu5C8JvFl9yi;glVu+rvD9n*X96JQhPkd{C3btMasM
zDdy&|^ljwj+oIGz@$i`ZI?^dA{SZT<stPH!&N&v1Wz<nn8CP6zR7$4t8%>vBA*m7l
zOn{Z;7ZT;T43W{8#z;=Bg_ay`naQZK{WYS7cku|;i~8yhPY$VGd#xFbPUSl5-QE#3
zUEgv7(xp%L%?tLMga=-ZY;2qI*1-Fwgy7@~!n=`Puvew<AvoHmxBx5>Ejq8xH8UsC
znRxP@SE+ZKP4#<eepY>n!;JGF4b^yvLxSq}?&4^E)7Xuu*wj#(BJ<#2WA@+lbQuZ(
z;qqi8BwntwjYn0^BU5`I*(p}u7HuceYfb<D<WQr^e$n5D(KpCM8UcFfb?7lMIT@9l
zOb1eVq^XHb?ruG>g7uN3{d*1CUlA}%izCDPG1})KZ3atWQq%HC$~i=*?oe_JN@*3w
zR8>*4p3K*sRQA3Zpy=K2GOtCl^S}UfSI0AMEoV7-+q>t>LsFYE57*p0ZrkttO*17)
z-iR|z9y(4O!H9>5aeXDDmkyM@iI8X<&v0~dJUR8b^^H%PR%VP=j=3C&7wl?Avu(-0
zivn>QzQ;6P#iy{!#Z$<&iz4TkT2@c1*lX+@A9^)@o%c0{%c;3H-f)v)6$8{8k56Gh
zx)8UOfQvjY+eW++XRZG$!wsgS2s$VMUY_ah<vtpKKdoNOxq0-@<p&1~^tK5o%y+b(
zAqCz6IHarXp&j68AoOq{4weY4JYlWhgiWr$yHA#qBGRj3pNxX_28e4AN@_NgK$fu}
z1fXmB0tl5>o0A(KkN4KI?nS=d-c_9MyiTbtf)78=_SBFH81Xn`;G{SxCD^l-e97(-
zWZ}ogV|oVUsW_PY9!{zimK}rIdkcoL@hYmTt35aQmJB-rP*l{^UVtbZ&<$i7XLkI}
z3!>j%DV?>~o8x97hKz<n&A||{NW%+@Ojfa^6<cw#K?)eh7J7}1b3pL_t*IVvA{?}?
zlC7sln(C#%RpwI@)^XcHA@Vn|Z!?uiIamu(HPPfcR`*xUhON5imOBh<{{%&pm}o(!
zUPef<5&{}lWSSUnOZKoou06aoSka^YG*ZMuZqZ_ZNl;ZO_tgug+hr&3;}rcdqLA!`
zlMx!ho7#w&B=6;|s=^-NCI{Hf-F^Kh$nZe6&o~?hsH*6rKJMt}h$Ck7ET+qQeTicW
zimb99mzkb|+W0JUlX;ItrJ|Z%U+C3%0*epf_$H_uobp1}^ZtXw<NCVc(J~r(vtHC+
zf9TMW^}}2LQ;83>4XM?Gfr7z!d*{pF+!P&`{bY9?lvAWSRFVA>(Hr=4DL-f^2OE)x
zDXw^O$|s?(c~BXTkoa>`g}o^m?U=x>Yg2v_645mT!<QnW1UybXR_rl5j?pPm(stgs
zCSp)yQ|g$g)a>D@mrxdb_#rfiOq`L7RLWL_Fms!Z1I5jRvcl2nxB@Lb9RtJq*|h%i
z-{Wcb?E3e|@jUixUxCMjr7-jOFzueP1jTwllQpEhf<KfKD^(5ctXhtps|L`)bk0G=
zE}vdSz)Q8;R2Xq2mM0A)pwI}&J%J@8tSH1(#m2U_Ql0>0rtB_n4)z>bE5@DLl4Efj
z({O#P%ENs+{Ob@%<XrotJ+J=sn74APb}?YS_>I<kJ3U;hti9W2%z6y6sro7=9Rfl|
z6aL7$TCr|Zp1;U6n$DD59SCypJh4=;+Yo&T!?yViU>WY|PvXDn{{iygAHa0cy+Ar1
z-E5^px!I->v)uQv3ysEb1|7lpPOhy21h|)O>Q2rgARsZ@kk7A)6H%v@Rzfr?|E7#O
zp5R0}k)<q@;3Q8;BTmS|Zd`Pq%3j5^`>>|+&Sg#s2S=j9&qL6I32BN+@^ao{nCnmb
zq2A^oo-;bKKg>t&eX9mr*b7esEV1zyUDmS7i27w|akJt{Lu#Ws3&MeU&q4kX35g&t
z@6Dep5xj+f1w$&jVL5SU-UM=V)D_5uqW;{c+DfyTYtH0Ys6(!jV9_@owvYtfIEjXi
zU}EG?@UI;<S9%6gzt+;#1<M8pAh4MZ{ElzEHMzBWXfvCuu?7Wf6t%SaqNpTFC;vQC
ze**A6>fXm+LQ+2gDOZ`5e4RwIQ%ICwQk<1rks8oos-?~UD%e+uu$_#=TaleemYZIU
z*pyDb63&u8(^44LSoN(M4rQ>2N>tFR7r~h;*1Ny>L>8wEqTlPnQgYFJ9A9{yZI&Gw
zmn!O>gcR8EqL5YOz$}xSgqVOtfe{;ygcy<Jjo{7nK3>LyZHIg6b?ZZC8;OMLMqU|K
z#Y>0j54E~3uR(QCuiG`ghru+Ti#Gr?=g9L&N!WfDvG`^CDb9*Lx$uwbpvY;g*00R7
zdmvl+M}1|fv>Ah6+s~@RPT6G50a&sIBoICD$)&+9pKJ_2b3CiC+|_foUO*BSH%&?n
z_+if&qCP}hYv8HyXIU{}hs~)R`-wnnb^o}4m4I1=AHm7#tKHBm6WKKFU^*yI>4$oi
zq@pCZd!f{<9Ic4<p=Jo<#eLe%N|-XXrr}}uyGM315Fw<zZ^(qe&0oyy&$|!v5>J<R
z0N$um=Nov+0y$WW$$JFLpIrPT#;@e_a9q@QdA>l6@iro3H)-gm<<#_OG~H};dWV!E
z*sM_on@;A095!@FHg~kRr$?lju{XA&*oXz}X<GEuYLe@bOj)h97}J`TyX<a|pG}8L
zVMHy|SOcnrKkYv@TTW6A|Ez>C8G*!`n>&!v&@Fh*lIpq=gi(tVB>GhpUTgKrQ*f$8
zyZbZjb5T*}7wNBF(8_-|xWB!M$B~LM`4ZQqwqu!`Uk1s{$PKzq5(obPu&d6WYUdcZ
zKxjaRRi|OO5tp`ILUBTvxC*<9>f5PPa~sj9pdMC3F&g@QL=gOGH)f4avYI||QclUv
z<&~1Li%eP}=ja3~*Kf`EIn64129;FM_|cv3IJbsB;p)YiWIl_xJ}W^K<H}pNg8bmV
zvepNBTmBnPm}JtHM6|oX4*Y;{ukZC^UdHqw3%SV0JA~|^n`tXtZrHZL3|7JO%8r$F
zT*5Of7t+%rC{i*A($rS_<w~iop!EsL<211&@mZ`md4(%HHJ}O;6`@q9zv-q~g*iY*
zl_qp&;+%Xmi@05s03raSNfz*H4qnYXT%XA0ORva&Z8J|dcNZML`Lf#tS;IEfwVUv6
zI>+F7Q+aa1H**!3a`b9%A+0{y&2p1U3UeW)x#>Kw*7XWa`>1NC8{hA((PY5-{K@A*
zfbwv8?{yd-k_&NkIUQNt>m0|#%45mcfo!KYL*H>b9@SL6hDaH2H1zg4?AF%Xu+G2E
zo_+Z~lvQo~r<sX;!w*waL#cjzhiP7pH>*&OPm*SMh42iz3n~-Uib~@H^<B;uJK9)H
zNj|qlwiOnG$1)GX&(yz^-+R-3iM+cS_6hG_Z?~wfFdwB%^*ok3K0d~rx&cz&adg5r
zY784D)op`-7&U6-uJx(hJCTlbh-6a0TUe=agy$kvweAqh?eywS8B0sr5(bj0Drd|F
zVf~L;#v@|Z4?ZC%c~J4f@y`oJZ^ziNHN{MY*8)rue-OW<?|xQBkEI%@JrEku0iojQ
zl(Kin>^(5P;{-J}3T0Z;cG@k-9#jHk#KzfCt@*mnH=Q0P2tuUmcUOt>9CJKB=+gOI
zUWKTrPCSX!j_kZ4YfVmc$P2rDD%Vk3KwZQ-r6J*tf*=j=jzU9;_gXNKUX+T}X_Kgc
zS6O0mn|G%uDKJPL*iYmAAt1jp*UFit^xNlGkRGzkoSKx49ZoHaIrCBo75gtzw4aG9
z<UU%c^*PYBSkoBY??IisJQwk$8;qy|E|IBfUVXeifHdP!*LTn)E2AM%z_z7()GJTP
z=v--tnvZUZX(IqI{d0B}KY*;BvN?s?+W3QTQuih=Fw$cSqcRcdt*YWbdI^K+I;9Hv
z5+_29-?K)qUMMeIuOfL*Ck4nU+d*D9%jM{g6@JoZU17ry3SYm-E~Kt?GC-9Wp+=lE
z>>%U=ep8GgPB-q+8F^u)`jgLL34<|4Mq12IW#So0#@(lNdJg96V}!|tA&}Rk5rJfP
zTM|{()kkA8OfN;1x+#stM4c_D`dRZL$jr_M62a)^BER8(k4d+RRk-rOEjx)mOE*{m
zs{wy^=V*LlO3J~KR?b?td`^B={D&n$Xs3BFqK-iHZq;m$tPBMo6+z&5aHmzfIrFDX
z48TjeeKfv{gc**CuyCJmLw)XAEF>P%DJyM(2_XOqAtx$vlcte8q?n&;I}xH@t!TZZ
z9eCM0?emtMk`1^q^{<DpsPn?CgdB5ZRYa!_k^T&z`E&rhKBAZs@JsXGLnYiEBn~>+
z+k@nlRofSxMXVVR8H`H~WWoBzw^sHb<iSU<+v$M<LmGQ?SOx8d!PwL+^7}V`;_$J}
zeInC%vzmlgDZ0cVHF2yT7TL!tX#`olI@$P?5=mO;+De7?L{&f3{{RN`Kx`%StV>Vt
za$#5HJ2#oW&&E9K<4$Lnvm_}}=juo}yw9=91tmDs9V@eFv1Tabg{t3MN&&jC;(1wC
z2R3-Qo83`W7w7A`W*-hriuq-VJ!`T{uM7`*?FCK1I2Re3g`}t&cXS{iS(k;?YfNc9
z%AdI)@Jw541=qV`RPua>=*L&`>1>leQRBd|xw-xT6r#%=_13<3XabI6bC{ia%FpG-
z|B&*2+B*pwhDQk)En4|-mD*wdc2)W4+DlW-+`>GkB{!-eNu2Qd#J-4dMR|yd;w^u$
zB@oz}*2ay>uK`6w8F|VY_H&?ylE=d{2@xdNMJRypTQ)u~5LAtGZ@AvtKEntX$D(X9
z6qEn)su4Y!df9#!R8ys75cqOBz&>A30OVkl_IDZQw;Odhg((7By*~U`*e#?&P&m!o
z1+<5Nc~C$$6aNCYItlQQx%}y{y~SHh@R}S<wq3EkUycFAX;8KG!^9E)@}UK7GRuf#
zo$nFv@zmoF#3=XZAnGpK$P;r9HqN1b+;DwqZLMc);(A{*Xpxi79U<1gS>b$QVao7|
z=!nuFvp(7@ds~O<ap$UKd8!6InI1Bm^y4}@-)(d|yRvq4*=hBtg#Nmovt4_{jGp_3
zcsy5NAC*)|Td_SFo7!s|CvLQUJjkhRKJmp{Pv@HXXqFd~5-(+1n!M+!n|>|?u)+Fg
zhsxvZnau(KGVagE2meAH1>TCl2E<Aebfl>ChzlxYZ&L37vxFoK6_ji7696=pm6Gb~
z3Rtj9Z=leX=Y-S@E2l`&8b2X*{ryC(Om8qoLC{TX4v?bl0Gisz(gVH3!zb+2Yu@2H
zU)fc%<sIM3>6b-ZYoOZb%29!gy9t%4ag8NeYSxA#UnSOGFNUmuX;v}zzGt{Uy^1?|
z{+68;X{?vNuPrXgxA%a$kO1+j<5|PqrH3c@?O5xw3OQP_KFlo2N?tq=^lX92sN0GS
z3MFS3@37!pb)1!wc8*F)l?~v-aj}8dywY65Hc?iLlh9I|70YTItS<3fJz2_X?v;68
z7{cUp@xbiRcFGa~$hq<&OL+8$0nDPCc-8~^Q+u>0fLSOwbj+G`JlMRFOwUP-tQ8;~
zWzi@BLFFGNrV%`WwiQ^25(On+ag0+YLMoa{I*>>hoRJ{V0#Ks5%H=miX5ejWoNhOx
z8Cet+tF5h@%<z{mF~dz8t)8P8oTi(pHdj3pQ+fDDqIMVlx~Qst^B4B@{=Unf=O-{;
z6!1#CN+Jq|8qu)P;z|vM;3%TJ$(9Cm|J-dn2kO3rVVK7?SQfVL5K*wh3HDLJ0D_D>
z`~b)8vCh3GBBZuD1GDo4Jy8g>;iM*QV>u6W^dqG%G%1m1H+NPuKR(l@y85E|Tz05e
zF;E!i;a1Q)>}`z}9boXL<`)L%Rr@t01%UMWvwGg0Lc$|=KE^G76ON?SPE!KFkz|sm
zr1MP-I^bz9ZQsi{*qNFd(7WAkE*1KiztV$8iH_CimEu*!Q8T`{mXTEw!)VL3u;6ui
zc762R?@01c18EXCH5QE8mVd;2TchS+cx@vS2jprVci?;`F*~g11KEAd4qJ6XiK*a4
zna^M_icIMmm7D>;zZEn33ZBA4+|vEALXQ#wfU8Rgogk3i{_^X{99Pm$TNJ5r5YA5|
zmfv#&VDAOxhDeEV_Sxhn#B+5HoU@MHgqKp8Kj`%@EK`bZYBu86Xt2-aa!WtNH$<?f
zTCP1Jm9(vif(wlX6*AlAQh(nyfb4(+k5gwgTMfa&{pncrKX68rP9G^^CGd&{7Y$Q?
zQW;ij_V)ElV&~V}R2-jSf0_vWCbdcA$#aUQ20u54;Nt$g;Z6!b<&nYoATAtX{wfBt
zQI5+%UZ#16)7v*_H3<o7>wS{^I3!I?{Ihd&ZaW2e+zuPaWi8ilwzof&MUx;t4$yQv
z)u{z0s)Tu=Wo}DNP{WS+P+CDQ*y`kVsXhHXS^}Y_-ZMo)4GF8F#^X6q2@a`9WXbb~
zILP!Q>V0LSBJt~Fr7;9?lqg|*pIS79nE0t{wOJwoS1rD+Q)j?@ETdnBrcW-(j7?J*
z+N?Ne#16K;tKQ9+m?kE0ASe=2d<!7f6_UeJ-BByQ5_j4+DyRs$7~#u|$pE)fitWL&
z$HO(7R<cuu(|ABE|5dd@jCw-M554Th5Rhl+`?(SDfJ)fh=Q9}7^8Mq21!K~z>(wzO
zBQIklK5%W(bqkSAR`%_1g7CCXSM1JcTww4}o=nBn&YT6NTy{`2WO_G!78J?&Xcfw7
z)96BS;cdY7k}Vj-8^F$L_pDoVJKcOIy}M;`Ii)DT$YmCQ<B6$Nu&9c9Ayf+G`okbQ
zysqP2elrRW^B)4jV$MfL$h;<Sv8srTjw8=HvFz$qf3FNfnclD8@F4<5i1#v*{_o#y
zevU3KF{!CTV>vQc?RYK1N~7y!+}A+dS=corL6JtsCy5l4^Z9k<CZU9cyGf7>$4nhz
z$s}ZPu-kksPpe7r8XI?=*~|I$N!)NoT@$j0)-g`n{H=g@QeiTrz%r*K14TjRIY}yG
z1E0s%{?YOY9D;v)=$WF?H)IVtn!8qL@#ax(our(?ODZ}X7kT(Z9-HqFM&bhb?*;P2
zuNn7xQQ52dXC=U`uK@f4(ZhxGANa-nYMy4JovJ6vU+#lb+={lDFJGt)2S2X%40f;8
z)#&BM`xX|mPgebU|Ew^dUrFwR)5(v+9&^_ByhW0SkvNu|k%?R_Q5!`Ipw3`-RF^{-
z|3!&eL4JPj;Pg9N*L2Otfav2O)GpMLs*iQHI>?Q0ZSTo_KZsCx0JZ5JItTA#-s_Zq
zSE<!&f~FM_VigThcR%oExW5K2`bVc-GijA~JigSJ_KNAcf&I&6s7It?<MUqgY(BOy
zH?HDaeV5XD()tY%XUfOkK5EtM2@lA8RaNbJig2)PF_gluVC_UzGH88z%}Cr?o;W}a
zB{9y;i&l>mgBD|geD?l%upP<?Jv@A?s_Ncw>KG80gsVj~cf{_-?Xbc>7`6`__S7sJ
zD)5Lu5@g*2IX|>+aYU`z8<i*7)$JuP;0~y<nT8;S4ElobmQ|%ec~bdIvBthBGvQ4A
z4Y~HxY#4oif-KE}*HQ`p?dL|jTy7T40sJsbX<OP+d9-}iXle?A(3urLK_G9l89OpJ
zi8l->;n$R#EYJcOCrbAN^P#R;pMhKEb)u^0<bD}uL-;;lZ~42`Ij235?#Ic0?9)5|
za7KC6Wpt@Bj8d3IQ%tLi5?qzWlfKU|N($fTE~aWMe=~D61{)e<WYWTd?cN3#ix$$i
zgF{3rvay>jr9?D3a_nLh^V=_H76bN(66}~Y=z;ZiGzl`f9n+;S-H4_?$fe>3;<Qb^
zdrX>qivX3O!bTodoF1r;QT;C99KI85kwi52$JrUHURa&kk9xUkwpUV)hKVU8nxJz)
zlRp`bZZk@m`(7TlQGcmBqV*mLxDu|L-V5G#N+7_!b4}tix3&WM)~~kO54gSsbek_d
zKZn>lBKxl+cwq=x6qA%g4QQY{zpU6Pq%h&BK}{AGOiXyGv3MeCP~%KIi^AFRmpQuu
zI{^z}Sc0s0s3{dq3}Ot_zt`#)2<fpBv1mIQmLOSGGS*m|>gsg+*G!sr8i7Es=IL~D
zD85|o+c}cc8TMNib9NODhkIj`O@;0H66<&N@1GQNBAGbIe1JT4?*PucojT8&)m};6
zZjrWM2pc($Bt-k%$3t`;msdWwNnOrpS_4~*uc5vBXjW@o+G^xatmR;1@9)|t$HzVs
zH-9|J26T4y%7Loa7a<b^-;u4(dwt$IHd8!*>d#-|-;`R{4|q*P-QS7cJYBQW@YAis
zm38}@S?(W6LIxaI01Fz775kn4WAuqxA*9&0ZFN7B7QN2k#ivelN(P>wz3;NYxj3v2
zHUuYe@oZV1vp7)46kf+TTc2&n(-!i2F(@!sTZNt5K6=oN2rxDBIucccpEL5#@*dSV
z|MFtuYt~H&rNP#G8-Az$Vc#D|jDk{P8}S@N$?*cg&-kZ_odHKUL!fJ+5j#F}qMSyt
zDJaUq*@#owNsKk;=U)zGmn7fy<v%(?r?4iK(ug?a9Zx^&{;}}(1Ho-`k5XcA%q9<}
zj2O35wvonk`S)9T0AIyZ5bGHj`YObA$({M;jcrR+$P)kA^I3SO3kO~j<ITD#su#M8
z2P|&+rp9?_blE$2rHMQQ$_*GjXW@@Q20jG0*{|p4zv3X&@xvW)(eBpIY3q#s(`PA<
zwH`V0-te>>a^uhz<(FAzlr;O53JPUxeaVxEAx33oV|(?gFU!gq(E)eR==^ruc-=Hy
zikwr0<LEH$L2z+O{{2|Y)$xU3_i24jJo`P;KGmq?x25|Ph1=WhB}~*WEQBchr^_B!
zBl-gVoklbhlV3pkrlO0B>}jE-8ei9hBlBF4Kb5F2MtcTxl%nx(A8u)OVgNJ!Ws@b^
z!8&S=%|l5garQ8pABw3OX~M%;f#W7@P*ix&rK&3SuJ!i_I|>eiv%UgAXyb64&pUa1
zB=tRdN~y^zDVn9^+s6D^7~O~b=LlNYa#hT-JQW+C-@qR7?A$EG`gCk+N6uWz;u~@T
za<1!XGg(aUS3cSg6C#D7#Z{IoL3H>&-xMQ-wdqK#OV*flLZKFoQ|~Z!DE=Y^0g{u5
zUG5zs{1GR+gVh7#n{ag{?KxRXZCVlmuTwa`SF>Ak__E?u+mM2_bu(q&=C7Jarpyj{
z1fAnA0&)5s-5V}9mTn_wgWbX6NqeYOsBqlRWQlO9@>&~N%)0HK_7SyKg@pk$9h<ff
zSCz8KO2wP~99%C|IJC#ver#@haMr!M<rY(mq+*RyOxQ@m9ZD<C*s&t1-rRve%!y2O
zKqBhFfJ#Nhn3RITOODB)L1P-sAWTHDpnwlg`9S|h1&L<@rX$e5Vrru!M(x}*sn3PN
zm&nkEU@6^&bu5vKv%2*1mZrsl&i&!}$JvPTUV6mHNPl#qZmSg?(||Rpr*9zL*mM*f
zP4&(v$-~|w|3w#`U1|M46<N`r$M^c>LSAK{S1bj#R>t&w*yM4z<>#ojX0LT#+1|_G
zLMO*Z(N|31-gg#|%V19<ST`9+P#2fCp&5Qyg9|_83p0*%z3q<x%$!7B?4=nuU-L@*
z$UIkt9xD&PWSe9kKLP^=UCL<ptZ7GP`A1g941R75wMQkp$Z7RlyWf2mQhm1`lwiBt
zYjNA$aq@YbRXK1*A4lJr?TM<=S-u^0FmVV?KL!C0aTrrX09O2VgoGCE+|cjoU(-RE
zqTQzBoaDLB5e?+Rgh2mHJW(nxBz%+JNi~_y`cZ#W<#v?0<s*U*wdkwDJc=1P-1#Bn
z-1W`(oLLA(lfK50Ae{^u9<dj{kpn-{$ZZrpi^49&-{hKiEPef*zR;!9kx3Ut8BxVT
z#+<AUP3Qg4mo5%-X!^A7Foaz_n0s31zop71M`es50_f)s3ggza{3VGWMS*ciG(#zn
z?1q}yu3Xev-iGai6O69`Of$N&(bRjKL|Q5xR_x`DXHQ8zZ%L*5Ui9|JlATe{w?+&k
zbEOGcyCpu{w%H<F!r~*tle+FP-tPoSFvDFV)YPI@MS?n_ATlyML^5?{mZ@m`C7>|(
z*-g<#!<6A}Vu@+)Afx<`*1nz=)`z{eEfGbrpsq3E%op}53SJ{*{jjgmM?ae!O?=%-
zce+lCU%$Njyv}N`GAd>Rx=Z`l7~{A6d!1X`z84ns>mvIPLR~feA1Dg9!UTck&6o^V
zwC!UiEu48tDrJDCJH>Q>1y{kCAc4N{&gS{Eo5+1aEVvrOk>iZHeSOZ2kk3frPL6G5
z8A^67zBzPpK@NjXKb>A1-(X-s3qVl;Wxy(^NM&f;N(McAcYcHDd@%x@lKb%Px#}dt
z#I%Pw<S;X<HbR(MmYgu04>8n#(t?5usN`)i*)&~gJ536Z?S>tTYf!D}dVk@w{Dr~x
zy;CXfr+Or_leHxu-%Lj$3I&fQvc@)xj;Q3o!4!^zzZnCn6LnutYMgdnKh3i&;L(=w
zQl*Oe^GB@{a-eb?Tmd*0DQSo0EX3dB&wl(o!^D~8XK($Sfk;Xe)%))ES?&%+i;(RU
zJ{{@!AzB?DeyBJy%V#V+k?3cbqTdiK51J5@I|?_ciyG3Wv8{i%6lNBdI|k0Ms*WC_
zdD|Ey;x4H@9A}hG2Qcg|O>ND|&F6Bi)CJh8x8mps!dFH~Jlxq;NZT{ER2aNJX+3$b
zN{$|i1n^x|v&>r78sleuN5*ngY=jvDhpSz0pK=i*k4`S<Wi`jo&N^G{&O$7<(|hNn
zY+nhh#73!p`N%C|Ek{+&5w_>*pwPY~BPErYCvg$rSWnD<`P(#Zh(7aXi-7lA0y=Xd
z3vbNN;`CIW5c)Ji>OFD1ulA0S8nPO+O61~HtZj-32J9jlQHcFYYZ#QlpgC+idUZ7k
zw53WM=*9bBg2(IxJ-CY-3lk@;puz_E+Fc%dyL`T%MscRy!b>>vWjOiyVLaU$6*v1%
z9^tMZv(}b)!}#OtQ+@PdP4>fv7V;@}>x7>Ncw2~1HI)MSg~*cv5v@#$GqpoNw;P~&
zFDOz7nHTr{DGzTNL<*(zwi|1;`WEsHqsFo#i8=Ub%kI-7h8NF#?Lf7>P+U6k5FE?d
zPYlt7L6NwBl-4fTglKFgCGo|Scsze3E#2SiQeqIqbP9_H#|#|^-YzTB2NO{izOlnd
zPW~pZ=}vmqSXi*cVHd49&Tg#wl3oI_x4|4GBAV5ZCGm$gJ&=ge-<^q_wdb!b%vD(Q
zGHf}+$<d!9Hc>ov5WYmgNTEV_J5FxLL;6&Sxjqsw9>4mG5vtSb>qWWMIwLiRL0T~l
z3v|>o-y+{Oqc#hv?j+tw*h2BF9&fVU5SiDh+I?uPSNsdQ-Xa)Zm^_zBqjjBmXK%Lt
zT$<Z#XO_14;VMbl@t)DZiNn$)!&NSX_gWB;Vi3zAplS({6U+5f$XZqgZd`LFS!kQ*
zLrABbUXZ_@>^wbwpF5n~HSh(5$oNnKWgJa05kLz7wEpSm-${nd$)LcDp_JSQ8}BC%
zoIa#Wm-82pe2bMph2}O|As;k{xNn*Mn0x|K;#4)of4zPT@%p1n8so*a&H}}?F4lz*
zf;eSR66SRnp7Hhr+sQm-#cOngXE88<&Fg7fHU$-5%EQG;+3^C?gFn`D`IFPyhhMb!
z2k)%vEII6dDpZw4bZyY|;nH^**H_7Z0LbHp{mCGUHwvoCPLHq(cB|$AelE6+Z3bPl
zfi&^n0ZMwc(P}AjbOaizzkMn7rDOef5kQIy-AwD3@5Tz;ZnoaPu$6g^=CdOhDv#GP
zRTI*H4h%S;(cdUcDY{hzpU@UUERT`3hb?N~tLbHW)O2N*6dZgDa<_c?S(qH(3|L^`
z0Z;)(-K^!FJJF5c_NY~FMM21i0BmD@&MwFZYf3?6sLE+4Y6?sB5oonxMKap+C$so=
zY~J4#7B0sPUoKNo95gcb%|DF{qL$*n?Y;SEX7)#a>5^>G&50=`m2pb2E}AWnE}vIb
zX1&(}7z(-lb8LHOrP!OF%u~3+D(Z8%V~D4Jryx9g`q>~8VA9CZWi4!4Y*DtM5YIz8
zp^e9kXI@w58D4-NUP**=*Rzyu+Q2pq@}&n4Qa1z&tbtFs<CY|KPd}W{-QFzSezLJe
z+t!4zv=xR-jX}jUtm8NJKs%rL7KA*`2m@(F-o}JO!3!p0-b+%hlE$NkgIVgw^W}zh
zQ?P#z9`VsR++}CXpjE=mQh%HE*g|3Emw#{gpW}K)2jf~RXnP!kwxa5p7Mj@OZ62?B
z3#v_=mv@t{f>+1pNjdQ6Sqcz?20xw$<-pz}Jzn<spEBm-B>MmA@pv`qPthMH{kSz&
zP~gXyc7OGsuJA=%X~3?C5IDzwd<mvS<jBP9?JocAUC?bbFi~3n>1*<YXaL&%r{Dko
z<Nw$CA))jPhEdekmgzCDr-ThBrgZryP-vh7O~|t(@a4bFcqVH>vFpeStuR4yZcGs-
z|EcS;&{<NuD6OS6TTPnu&wBX$n~<$Q87Wkp%DIu`lO*-iPq~n3d&z%if>b+4M33Ov
zgfjo#={RD)w2X|~-P!aLf#%<SWVhr_PEMXz{rWTl0(V--%Kw=Y%)NCRBDe-!p#-<b
z@vWgkoP=RVH@&^RO_wVnuFZM?et^hnJ?lTW--6qL{hv7{OG)!3l7leJ*wj?-BT4Pt
z;2yM+$8ifinah^cE=7_WQ{gSlpDRz8BO{i!wcH0j%%xZZ_FsaOb@)bP7&^%15wa-o
z&pDWWWusSsHqASZ%W0IT;WB9b0+AIdJv~yrGQ8x$fd2K&va*PGfv88H(L4<%_HXyh
zgoxsDVLsko+7Y96i?+bEaoex_3bGV<)<!L{N97wragNc}iGI_wX1YC=^Fd2ttkmvo
zVkm_V@!8XFad9h0u9u?`-lE#tL`==6n3I!}x2r<;pz?PHgz)d`;Xm%lpCf!t*=V!C
zi%QJ>seiqJ&{pCj9Kg5-VbLZC`P?Uz{d)G$h<@|+x6xNG(T^;@1X(!}STUeZyHlNq
z!>IzvUy$%B3_IZUJoY(A-M1+8T$jJF*!CNh8<cAVFmMru8JVSsd_9zT{N#W2h7Or5
z?@h_tnz6LBbbeV`>(o1pe>>XfpZEnkJG)NRrObbZ>`!a5WvbSnL0j(_6e7;Z_;?8q
z4?YEfGi-Rj&y5ESyIN>+{|;^t@Fvz&SI07WABFsvTi5LzY9_V{`>%|J0~eipEZr<t
zlluN=ni;%c-M0Uq!q&GOq;>s!Mw;^f;@Eyr7m3D~LA&NrV5z7!|1Xb(KAjWkwO8Kl
z3SMB6(CapwYN1K|+u$c(C;l^;pSFDyMbP}WjsH&`-#+Xw_{gfBk#!$Ut5S5A@gy*O
ze_<b!42@WhNI-FU=vlWwNSuzsq#>Azi`9mwOK$zDp<N2Eq^ZpiR%4Z(#c9x2(blJL
zUX4HFyFdYLIE9^AW|cX-yB{@<>V<1rbl|@9w7N+17^=T;f_il0ksb2Dd}2^CegXqy
zAcL(50|PUIDTWLF)QCpG!GKe8mAt~-DxmaIVWISA;h#INz&V5%DNSPs2ZvYym+fG#
zay>FCS_N;DBh#2fHB;gvOGhJj{NP3uUp-#$KfbwRMSiE8CtuBrN<(h?EQ6T};R``|
z#MYKM4{<ogMdE~*vw?wd^qO-cgZxu)$8vKBL`hb5;Oh;yuX-E<ZH6#8dD<{np*Y$u
zK>$VVTnSU_E$iCvm9Af*<k)||@7%7VtVcePRjhX2K4g-GS)7H1<+~0u<-a#eB(A%A
zd?c$NN+j?{JF~~A{cC9G1W^Cj1OyN#Y+1zt1QA1V^cQTb^|Cu5&EO(txAK24295d|
z_o@QC`6EZli%e5iRzN_&eKW<yac_p@?zo>xT2gYv7Y^xk=0gMoh|KG?7=_cT&9tKG
zYE@WRSYD@{Z!0S+#o;J1VeGU>xb%u*VqcPylh00uh3EtY_2|@!M=FN}i)Lmtin2PW
zGlpLBIq!|A>wCRS8_vtmf0dJy0|5v;d)^c^i9jil!5*A814TGEI13Al_a-JeYQ-9c
zh8Cf4Vz{|G2M1FPPP?G2NnU0qWlnDH4hWlA*w{=REHtX>>zB2)y=BmE(dmz8nqF-7
zC<#YK@=uC6KDGxyE*w0(-6?I`Nd=+1Y~4oZ-p!MOrl$FwOXfE7p_fQ_j1z^bMc)z<
z@>^O2RaI2X$8+T@tgI#`3Y1Ik5fCaz2YPVGye}zyo=oJ{Sw4|fRa8uO*c>WoY0*<s
zQtGHVySPBpb`!8$@#nOf`5C;2VovX1FQ%)TlInBs=5;d2mBbmgG)mieG$85W(O6Mg
z>9p2^F_^+PU7Y`;$J{Ktq(lygb2TTYYF1WOji_pZ7AmCi)ARGff&!`f`g-*g6>23l
z3dpU45q^M?k<qJiu1`k;UzZNm<>bOlhf@dB7+ar&I*Y?U2e}>&!;tQ9k|Z97Tquhj
z$;YlhNJB#dHZpu{bhHte2?nc)F-txVy0*<{arXB1?Fq<Oof@XuVDgtWpC{dVw{8q3
z=b;H+ej-|4f)VGVGBGg$n(YJJRF_877sw?plK6+>$7X;u0Q$V~0w8t#U*ph3mk&s)
zsl}m^@McE{UP}U%HrwD-#HiPV-{qKqAkIb=78b_qeOssJc_fB~Nul%jUD46eYah8M
zpwPz&YVaWutAqLU7nZ^+US6%(*x2B&UzsT=iaFy5g2KX7t*nZpV`7{x7F>2yJq|_z
zO!He}B1Gi9h6y{HJy20Vvq69w>PYpu-p;Ew?!_eG{zyI#p8p3W()d6E%R2%Bg2KYW
z=%vF}3lATkR=5J@(NJf3<c^VCxnyh%jEvePZ*8sx#~7%RVbsH>4kj}E*=Cwg02?XI
zr_ljPL&FRUOG~HAKg$_`)S%iFlKXnBx~zQYQD#rO3ZKh?3OV}7Y_;X&$Ow7abWwOX
z>i$xz&(=*CSV!P<%IfOz)Z2k%-iq4V$?hH=46>+fUy>dl_i{C&|L~%ys!AomFh4I(
z0$ktVc~voaWaz8NW`BR{wm(;^07k2sQKv4Q&1`5Z(JXcJbbEZ=xv?Z14a+|%Dv{0X
z4F`wQ%)4mQ!K54>hYgMIq*<N&wFbOEq&WInfF*W$>B^u}r%1$QqvGz~@aD~%(~V?X
zJtrMa%|ue~OG6~gju%veLDbeWKbD0eEWxY?28NvMi=t3=Dlm@j+d1(Qv$KWw_uen5
zsm*(%U%G=3a^3G!c+8!pWFLomoq6wm(|@GL%N8vlL>}eO{~}Ue2GfK0{!29d_org~
z``5=tvm{EwpTOj1^gR89=<e>W^8S71%|WAr%e-CSyiM&R9*={A<F$Z*?qSQ#fe)#=
zre=Z1VY9l=-C2BZ&=Z4|WK$;?n1sEC#>Q%3R&;iDf`FnVsHxZBxE&27lB$+gVR13N
zs=9j74?t&T2jom3D#?3i=Nd{%N_uHD7%V)x3K(?LMwi35j^&ZOH1EP#I(3W1CbuLZ
zpO)j36Q@7F-@5UWx;5*i2zt5C*wHGaPF$UAt{=IcF1Rec7826m-rm+~axEwII#sH!
zsnI(TQ25SG5#OJ4e}A8`IXgSMW?w(Cupn?czdfE;?S1FI;54mk-?-p@wI08IaZ~ny
z_5`N=6A;XX6LWJ#xw$m!8yjH6b_)0H?Ck98bsA2F_*8Xu1+28e${!mWTXW>)U}jDa
zBz2c0^SLcYCFRf0&Zfq}#qDDbwKLn@*?Ir=?dOBm2k*(LsT}}VSC^3q0ftZ4T@s7|
z4Hy`IB``OA+tS~^e=j~iym|!WpB@nD(bOHx6C)$(9F|j((Ljsj?(JFeq{xGx*l*v=
zKYmoqlTRUZsqwlwhfEf#&eqvwfz??JAd}WhExLhdWK*3Xc-?mmFb23lkii%N=_66C
zZ)%#`*Vm__u1*`#oz>95%R`JRaQWLWI$Pi8PSv*QC_p}yzhKGxM((q)u%Dk_!^h?J
zy2|R>+THnjhwHt{;ed6NXHS6&h#TJ~zOaP-L;xloy10~-lsz}`&fXreU28%Deu+-~
zdoV|iUHJ=3OQ&Gb_|t(NmU?ezR}L0lwbzaFU=oK+R8&-7Z*Tp^0&=eG)s4{ny=L}9
zbJ^12G*twDW>ZsBQMiJvEb;i}GZ?x*lTTp~vIy8rUr|xLQ&m-caKo4sV(J3lZvlaf
z;^}*4RGJO<tsWs;^EqsU0<<Vl^Bg|+o?_zSI}t+nbsINb-Q6<RH#Pd|RkgKfbDQUL
zw$tDQ7^dtZQqYjq`vK5Rk3#_k#xrn!R5|Z!aj>)Z?4A{7Wxcz(I8>LH9~$un=tb4{
z@1ui5LVzI86br#cv6hjSSF^S*;pOE$-LGA;06H{D(CeCG$pHWyrDbJRfEsSnD+?##
z%e`3g@tF|>I+fSsy!d<%npIQ72_`X#fV+yv`Ck3K&@&hW*uQP~&f}n>tekav>ezg}
zQ`9#wpyKV_(sF-oxew%<xlmw72AC7TZnoW`ETaR8VRCvpZ?Z_e2&^+VH#cA?)NOc(
zi;9{bE;fTP0ckC9iynsp)(Z_zGlI1X&dI>ke-x2tyVI6uJCkpin5GB0mOKT71Y!Kc
vsJLh8Fo3N1gy@g+-xzBD8yoKbeCh$#PDPLf0sj`|Q9?<H$%~eX82J7VWhVel

literal 0
HcmV?d00001

diff --git a/_images/7fd4a6fe5a00ab01f25b3a2b761fe49ae291523c40b46bd499b410410a469d72.png b/_images/7fd4a6fe5a00ab01f25b3a2b761fe49ae291523c40b46bd499b410410a469d72.png
new file mode 100644
index 0000000000000000000000000000000000000000..dd8986694f766f9110145be3f7ec787b1163b557
GIT binary patch
literal 43695
zcmeFZ2T)aO*Cu$#NCpW?kem?^5fsTFA|e?iCnZSEIY~xDKtL2EXON(P<SYgd0m(Ti
zIp++sw*NoV)ivEyQ{7!PRa0$!w?6OXoWnkQzwcU4T5p7k(tScaYCIGQMfgBoRt<$h
zPlbP;;$p*psrF}Fh5x(ba!=bu-QL{A-NeZZ^~l7<!N%Uj=9wvjo0*gIGkd$6ymxqS
z@Gw}qxHveA@bTIHUoYUbce3E?ySmN@A9Be-UdI`QA~r$(LCcrOdxk<4(ms%t((rh{
zI^pS|uGuQFX}@3bDCzUk<R^+8CKcUKvu5-TMKqmYG+#$K9oqY7R8KK8nCiZBHHP0t
ze^HOuF|D$RH4^XcaP{NnWhq(OE9vA4Re}?*g}m1{qNQ0_IBlQVbNWbhw`JWqm~`%b
zRPN)vF1Db6DMcbF3xE2*WOq%VnBY(CO@0qDQc}`bjw_-O;o;%(<OHe6D_HQbm64y5
zVFj_nk4Yl}TjJoy;j%5$50IZ{8gH^7KUYQGJ|Ssnc<psu+(+M&{dqe)Qq{<>(+^yd
zPZqPHW8S}idH<Sc_Jd^!pF@6l4aWIcgSUI!YGQb}?ln(m;eha@!4iYIn3$M=%j`-F
z!opOxqZQ9ypS`5JOKDK+vc;+V=#lN~Gg4C3&Nlc^nmU&yvR8C>LvL9R8n2Jn3|CrH
zrFyT|u#G%ESf9Azu{q6FkQ^RvM=Uy^<U%tBKXnnIJ3iQmmI}f)87eUlU(s*yb8HJG
z9Ikcc_PaQl%5q-#bw$ieQ0e{cUQ62_9Uan6P6D58$L2K~-PUwj*xCOSl{Rk2+YXnZ
zMT;MEc<n8R#K)7rq`rlBvcI-daP!WctN2vBUnU#8Z#?}@lAWDx{PXRN+rGzwsOb&=
zi@O2>0zEkosgQ5u>FH@W77c%a-`@5kj(rPm4-+dZ76vv!^PB5>%Pxuwzf#)bIn{g0
zEtFlBeq&|HMYUd>O<fEe6fiQ?K7l(u@zrf@H00$=0*(X)0vaI#DqeluD{K-ct2b@n
z`ks7!+0tL2?s&9qCVFwY<8YhSb@Z{OCWXSohrZ{R0#PXBdtURHM&mK4CC9?TLIw2Y
zDL?5-y5(^=6V}`0@2_k??{~;3;<g&jsh&ICPGuCV$kv9>S0BLFbo$$(Y0CdX3@$V@
zmihi{%|dEhjq?Kkv)?Q}yS?{^E1q3G-_4Vl`N5v{<>QlY{MLg!X=~hET${Un%311p
zN*+r&i6k^Mkw-fVCzyX%&K4vtTHfAx;;=q`M|7`W{rk_KvJMXXslNL<K3nZnu3o>w
z!`E-4lTN(xJ6>YXkO?Ddt(x-V#tmesp0LX>YVvE%ycbzN2#eu$PlgOmhDCR(w5MlH
z-f8o54Cyc;x?unFowUkz_PclW7U2cW{_XAUsjiWcks+yK-gwHQTfxTVBf;=R@D8T@
zn~VkC)h}0Q^B6|2xz+L84D*|eS34Tc(TTW_h`6uw=-0aZP~Sgjx-fvx3UZk8J@6c;
zbDC2?F3WI5{QU6Gzh4QTG^K71A4|$Chuh$NK)LExH{=|jkT9oXe|ospT4vIQncOwc
z>0CF_3ST|=IR?()@q1FziGtxjuv<o9tuiq)_ZB_oLj}k(wZt&Wlv#9NtJddD+Y2MO
zik_mh;5iOk2X$*GVz9luTRbv~M)>%&?(?twe2$+fcd4fQPOe|`UcGU;-N~n2?{Pzr
zI_j~3Rpsc;1qB5K|2xIQE_=TqcoavgRqh*;@`{SPqU)oT+$iJe=I4fcx!Ku=V%KW)
zU)^}})#Dm>g2KzIH?ifiNF^>#%cq`P=i|HY<|cH_XH)8Jm$~wWosQ1c-+g_KGp$(U
z6ciJicbJ)K`y3oddu_kZIhnvtTpTD$9CD4~<mB|YI6K&yaGzon6PvJ3uCBga`t32s
z6Eicjl>HHSbh}G^3!y87bRy(;-PgY)8u>-Q1*F3Tim%X$dXQ|??-2PN%~1`nxhdDk
zGHvM`9J?72CV%|+(Qr<;m@;5vOZNVK=G(W2i$2(neMSXzCi0!oCHQa6-op(H5T5e6
zY~Og4JM{<dMR-KSR^7|+MWuG6jCB0^720ClygpHP_A9H#dWbh|nltXl=^(3qja>Oh
zcxW?!f5f2z$}PHE*W6^d&i4Lx!t;%WZJTvJ`r2Dz`)iq*ndvGVF$oDF-Qp)d^BN`B
z>^lB9)=i)SBrcA+7sskfr(AWb?0ox9VDnBOn>Q3TFIIzLH0+yWo|D-~zD?L-#w~$Z
zhItk3pB!eSH8eF%p!jLmII)T!PGg8}eYu=EcXF^1rjXMbN=TEg!6i1Qqoecack1k{
zsm9~S-g{n#)edMVD4x^q$y&v_Xee^LdnsO?5#jmRrCThuUE0N3KIcaZ)feX{P#cZY
z{G-M8uM`#*Zg%^htM7hZ8>=Gr-d}C0c-Dt()F-gMwJWVCoSd9QSH3?LkY^z)T~XQD
z-cGVfV#@1_DAud;x;D1vW;0Ps0X<={zaVbPcGpYHYkw8_S!Q+hu!ZNdXV2m)62kLy
zo<y_v+Rmq4oU+3&<Tq|cHFc`1tHb-Ar`&Zn{T{;@^?7Qe>EfDDa#x-xl+lB6XX2M~
z%=6u8(S{9PGh5&2aZo?s-NXqarvKW>*Yq-4;{1wQ0r}a<!MCqbG+T*Hr&v%)gL*B$
ze53b&IasXcJ-=Y1*xTFdaWLVI6u}DHF-qjyLG=oJY~)LU7s52{wlm+=mUh0&PCzeC
zd$DJ95dya@BRd=OTQvQB6B9<a_3@EKTUI8kCFqBCH(^Z%!_D_Sm{@SH(co%7JD7?#
zsB_Es@Zm%6e%-S^wx+pmu>;!mnuTjW(<JEK>gXQ6;n^Y}!y_jC)*6Dp_48)8F<hj_
zazS2Cox6Sg{-`x_bss&pOj+32OpkY$s(p@};xLs{l)`czCYttU-aGsor%ZD7Y6Ps3
z*{1WACaa0{lDc(iEiKBy4?00~ciqzK>uKRGRv%1yZ>^Sh3whm*2)Dx_%lLSoh=jC~
z<jJ>J_jGjLO-Vh3K7Z&D_1|va)3^S!&F}yB+JCqCtXrMq?3YW`6YJ2_C*}`znQv^m
z%E`L6OphpHN(HpdpuV}Os{gT$`qDgfm2}|$4N~}@1RDSUdVBxuQ*(1BSoteMr3YLR
z4$~;WM=P2`Gi_lvJhz`_=jAcqx<$b(_p<p{%3a^Vu{w7?Y~pJ#c@1if4>xBHmy1g6
zmanYKZqM5_r+l{*go1>Q9fVd>Qxo&!Y1c&d*c-X5=Z2;B>*ge+s+Uy?G?0~d!~Ex!
zMVDIaA?MZM8wk27$V-)e`jmy}nrQgDn-<bV1GCR@uAxw;n{C8zg>0z}eYWn2ZZ>25
z!&%UsZKfLOpf6f}kf~j};ql_9rQmGBW5eeYcJ}MJ<D~HltcKoew?dVfGRIWX#C>Cu
zlOtVM22H-cyh>PN@jLs0VKnTsX#1u!$~6D;8g>sqKps#k`Odc!n^34+rIZ)YQ%zux
zYF9g$v=Pq|wM}yhl#dY9O}v6lPTPCqhOmK=sw%1YX#Le_vGd!e)ESLq4;)oVh3qE@
z%13?zICY_Ut&rmZAmWDYsNhQ)VIt@ienStHl)k=ZeaLUspD!|GEAXzT(bv2C&!2D6
zPg;X78Lq&+{sYi~(CQ@RMN9cR*>7LcHH);Ow2Ty)hwj5ZB76GuX*%pI?FO$~lzfJ(
z?kP~qrHTdyYkrA&?@#BY`E4)%;Nj$ydipeb$jhtY8Y?R+q4go%i=apV&H49|#eGG@
z&vw<{-*x}Bu?;Ypk(oJ5$<@rl;tA|(?FviM^~RI+uQqJY|G{kC>T6<N3}Rw*+>cA@
z3%p*@-U)=x^Jgy6=<D}b=7u--<m8Tb?Wm*V(hOA!>HZ<~N{_zWM{O-ZIF75sAF*xy
z4>wH|-`^$$g!c`=hR>V4++3!+cgKoW0S?Inr0zLi*Z2qZ`)66%*`L6I0t^?|{Ruwd
zPb6O>ZnZ7+dp4!_;eh5$0U_{TA%OpJ@bMjdxM??j+h?as80qYe0O0EP2K8=xZnIqT
zKi$f`{eFz{-vv!j<|@8JuNqrZPX*K;_k-M_PFdoNoH7z?Ww2Pr%d2)_YNuObLnlwK
z%Fg3#Z|I}ziq^|3H_)NqeH*iH>bfJk5|K4(PiiL>(8Vap8z;#aC%Dx3o)-<h=P$HW
zCM&LoiM)H94;2-^z`gP9P=@u^R(m?&-he~zLqaTmXgoplKz#jh`kBDH<y-C2>Kvs`
z8Tr4l67^6h%YHSM;7-OkAv^wxyI6k{@2c7s9o@Q;9nZw8h+P>-H|648O)=RmD@#61
zmvZ|>WaJIkWesvFDq%gELR&j{y;#O&)K4wp?aud6we(UXF?zF`!AhvI;fZSP+2E5T
z->GM`O2QpQ@A>r%x+chLA5^uTybBMva=(Azq02*w8;FW*|7~N-QMBJciG@<s5~k(N
z=v4|!E=H&2oeEfT!OyR#CZ%**nBZ$H8-F#6hf^ZXZ52YkmZ_=Iv9SnnY_NFKkBupF
zbc^QmyBez{+Yh!nzDM{eO}y3>6BSny29(GRE{mWwFFX7(jc6Dd1;XZ1_hi$?yhY){
zAH7BcJ*R%FWQ#xxtEA|&Syj;|u8U`N9rJ-*Gfh-UK%Q)cl8bASC54-(M}D@-WUCxu
zDqhNT6_96*qQV`(<CG5aQO>jOR}0QxuTOlghdYkpgJZO<Alq-cHq}HAEN=I1%J01u
zfTu)aUb~VC3V7Ir)WHDluI4GFY=0>CJ#mA|b3)hB=)PeHe|yp#fVO94<mh-K_fc{v
z5VaX#bS>7U4fE~|fTK+}r&|_(=irAD)4wWhJnpcrVZil(<rkZp`U<F+;#+<+;6a-O
z3jh+nFh`39!hhUd?8WF7-BB!F<AzOXZq5c^wYSpxvFOp?IPpDd0_^(T-w&%d8c$-9
zl3qxh&JYg+{b@)I!)AX4yF3H_@i<<}qtV4ei+R9mNs}X~m`_VxNp8|2P!aW-nWuWI
zv_=s(k&##N6-fel3m2!Us}qY{|AxR+>G>2EK}y9Xqq8Rbs7dh~OMz$fRSLZKR00ew
zfo<P10K8Ui-qq?p<r_9o^cY9qzWoKo;fm443m~<#DejXkjlL&kKrSk*209kpl3Q9@
zIIdsctGWCeI4KD|z0roy=$cz_SlE;8zdx!MQoT=0cG`#~i~%+xEN*KlFKyPn>4Xkp
zQt$6Le=Yx2x6v5+C|Stl{PgG_v>+!BW>53^T~y_MaefA+0b4GLIs~Da?ZEAT{FDXQ
zUdBWNOv?j}Cb;Qr&3^df6C5%!vdu4-mD6i$N6RMxmBq%z1-Vap;?%jVNz2J$L*-tk
z7`4xC35ta43`J`7*k@ZAsMMyWrqsF#i>pe)c%5{&El3!8D`g^dB)O&X)rp_ntGwJ!
zK{QN@-mk!!>5A7R7J*W+b<W6dea=-xgI9wYt2>o9Hb<$VzZCdGZ3q7m4a-&^hVD%Y
zHOCx$O(EfIGD#|)d)ZoAD<US00<u=wG4d>aRmAwQgGG-AOr4E?9G9x<>xQtdG|6?x
zV`3JNyG}NWcNFS#+^U;)K$B9qlqqe7#`iEEze-QiBm`qlQwbM6o$xi2JY&dQQs1&#
z1ZISn*%QGu>IVfQmt=A<i1GrA6Uc9fU`h86HLcT}`>|!d>9(pg?TF{(PwqkmR9X*Z
zLN!|)Doq>mf=2hvd!r%jv7sl{pRZ9n@!!6EL&OG>lDn7L;(j1B^QoB`<Mr!=C>3q(
zaOV53jG+|`1H)?=efRcl_(-`02I|wNPw;?e!ss*Yry37Cjn2_gZ$(_Wi0DLuyOM>U
z%(RA(V4@+UolQCQ<<!Ob0V-gwGcgNl;cb8up+t0e0NaNQy$SgmcFC@J{v}nOaG!8}
z-253?hsYILr1^%z3ZX&q`=9%a!>WV}sLD%)4PY`^?<xP_0UAnl=jYAC=^)}wDA#``
zy*G;cc6!q7w+jooR!7Ql{7?VTJ3=FXchC_Q<myz9qyM59QPG<Fa3_Z=HtPemE47B2
z;oKLjAi@DRVg0}Wu4H_w7sdQKKBZI@qZ79uKb6U8$4X>?TE$%2|LS+4k<oA<!?bC{
zWiw6Q+Y{*T?a<&a`aF(a4QTr7Nd+-n*Kaxdis+*&DDwVItSQmKsW#p;{HC%bYjUsa
z55DklBd?I11h$M01*%y^E97Eivg~ALGQ9V%v{cPyp*&O-Lwd)&oL$7_!Q|@w?Z6hT
z%f|Xm;@x&qk}LA8nH6|nLO30j>#3>tQiN+Sw9N8dreF7B7iG<#nSZKvXdK3lJR2H%
z-g$jmKciA=!-A<+j7Phy**efeie&TmL%xjk^k(Y@*gOQVaS!{_&i__ji%6p{0@C;u
zBqFhLGXy|E{|_-NJ<#Rj<0Jm@<Hv2E!_7x@om+pt^#VsI{j|I5LM!1nUQQp>5+Lq-
z?D59BQrBf|bfE91_i{fc@NFrs1k=CYW95~VzZsoxQ<WO_t&FVQN_)qZ(4o$jppc=#
z<+!`3s;r}{OTE875xKqX1ggpEWCM**G9kc~4?8!6I6Q#*QayO^Kwd$iRfbqB_`?UD
zG$XvK!fh`0Ri!DEy6Rf+fT4F8XNkjM{3Wyw!UUqGA<{Qzqfer^lBWm$xFxjD$R(@|
z*>V?7_}$NWtgD|&x|ASv>AfGX5>Js+)|bD5H=Fm}EGEwFsPMVU9KR7)d&vi)Y{nf4
z;NO=kd<|-_&{)l<BzbVrU(SbODMx0pRp@umlcVHG=rd$1l+dv9RBO$kQ_AFQoOJja
zc<Llvc9SSwd$F8+k|8a7y$$MR8FZ4gZTNcio2~c`HGXHSO%5~Yx|LQ~HK#-6(KNz#
zvbwrS3sZYl1NFd`dJ8qVSD`}%G8n^R1u?9m`<xsP3xt=j^z`&(k<{0($z<i^yb_l7
zyyD~IQTa7rx2<&2U7-$QqO{A+36V_(dt5rN&jdi0;X!JXmYN#b?4Lg$p<ruhXf)eZ
zJvlqx<KW@hUA>F~Vu=O254dawAeFaw-FXoLCuBR?e{_Y$rO+1&q{m`L7z%|fhaXQ{
zL5=DG@uz787`Ad!qe6j(bOHHAMee}N39F{A79J`_2d!9SbEzh>{ai-3fIMcbzN$`}
zt$F^WL8qMWL06yMPT!j%8zMC7y@ZQWR@%|h`aIeaNq<E&bG>Ok<7D;fnMF@2lCsqX
zdsK`6QPPOa*}0kxZsOfdLA6RTqskwheAwtdl()Miv*-84Sy!BDjQOtsg2#XN!EAR?
z!~lIe>O4{NJ6cBJyuFqUnTn&?=&z!UKkyrcH#+XQBu7R?g=lc?-A(6UWSj|2^F-Es
z02;>TpJ<8MoJ7Ozu?QirT}!0q@$wP@3`B_hd{=VAU_?X&()H}tjj4YOESLgKxFTpt
zf-?T`niWbZ{r=im*nN86ehZoq>E~6GUihW;+jt;3TzaP%3VSLG)Ih`TAIbKO5gi>0
zr`;E)#I0>@j?>L(iYX!#^uD{K2&?LE^up=hS?K-)P`wr4rGff${a1`Kp~mnO(1I3f
zU02G?yQoV)K}RL(mbmcob@%Vnz?+Ks=x@{&&XXZP<$xo8kNuJ@hWuHuSsqs4o$flG
z+t_4g`5U!?_#{^A3fa4G^Ggi0^!PQt*I%sU4dALiFu~{7$!l79P@3pmLpw#+^jCe|
z3IA~YkoB)V?|n7XL&B8;{C5@R%?VALBRxww;*+})F_wBq25cHs=x%XSX8rXnwJege
zC#{sLZ0WUS^Ut{mUZ-<3jTH?CJ#raanWz&6h#d$-#WSJGdWa~J^7=NH_1Nd@uda#V
zg|(rDWSaX(TUv5R%gCr|YhQ7oZwn*-_JV>N`KF?~Ju-%3xlz{z1b+89dnWW+?(PQ4
z-Mi=6k(rg%FjymEytFI=^3Va#W3B|tfx?9DIh>*8@tT|G2mTjSY;l)}!Z1LD@c0{h
zzo*980@d6eN%hfl$Gmh!as$K=ALs~&pl_Es%(RNoJ!wd50Clcq$pvX+sRB|YAZ6Wf
zU)OIsc#wMAktx+<_EPDm`NcKNfK8G+1QbN2ea=DH#L`8>xL;PRh=tgS0$LTOwms-b
zoF??&3grbnG;7|INYx*}wmF-oLj}mOKG$X3yTh8VC7)4~+gN7I`O-Y1d&$W*hP?Vy
zffj4?I(u0N)<e>Q*o@z^`y=9l@>+TPL%fUx4eEL`-y=jzkImFBdF8NV8b}WluH<tU
z$f7sMh0ZE$=!Gh<kS*RK#3xghxI<KuuB}~i@+cz)O_dsrG7Qs+GhK6twr}n0oYM?I
zB1CA8T-w46_+$l@Z9^aeQ=R~$|FPfOnsIdAH)u+aA4M+=(8ty?T<w3K60rCR(asT?
zeR#Z5iiVPsl0wL(w6t{nAdQF%2h@pRMDYTOTIzgeVq$WI-x!5db5PKQ&HH?_|M5AR
z%WR69@j%FN3knKQR@fZ(?%kV#el7zA4h>~qepTZ9koo-Zn*@6Pr5J@AvO9O~EKWAu
zMK#YjOmEM1x>85^-};7N0e0ooFQD|JP^l~WIcgi-TJIFKN;|KwP>7}|vHyGK@7}#b
z0CW8tv6I#ELlB-sar}zsMT*y>6}hBNv~K~t<5xi8^0KhXrt5tZiWy{dVbL<UI<QWj
zt|gz2U-B-ML!NVQM7(8L8ank^FU6-M)iq7CrV{2@`5s-qu$I5la|x<zj9iz-(Kj~&
zlXiA%88|a#%q(dNBmwT37tyFad*rE+PmpN+^;nV@YnGXUqr|1v<}yPZ`b-O;KWn*4
zqbA?CX{uY#LAd;R`q1d5pGl<sk-9I<n&63MtnSrpvh<3=dFnyq986VRouIrs!0cp9
ziv~Hk+|yU#YTWVytm<gCxrfvqKV-F}DwYl}oC_|mb*Rzj;O3S|7P8gV*tEfDwscDW
z@;7*blR=yFp3U2h{QWOlx3WgN4Lv2oa4?FQHT_mtGRLAp!iPJ214^ELqt8_+J@>(v
z@ELsg@L?Nhq82=Qp9zkRj=q2YE~&3iOMs05xEVV_cJ^{%iEgb6Clto8O@|AMgBLGe
z@cW&5@EA3Y-<%ywGx9salI&tw`~6!D(fL(4$Wuud0A98MNZ&d?*~s$0I3F&zAXZ8h
zU0Qk+FVAvC*p7D6bAb*dUTi3|2yr5%qg%T=SJG>_2|IMQxN1@wt^ny`CT-ZL=INFo
zG25%69{dOy1FH#j>yJAaeZW1U5xZz>w*ByI!#^583OEtZKf}iYsBMS!PfAG{ih)Bk
z4b`<B>M8og^Ah#a=_3#=5M_#3;<QY;dmcoVkG5k%O)WcGS@92hMbxk|6wotfMKc9o
zi-ahlaPecAd1Q&g`l80k?&5V=*Y-YDyENOD5Z-fo93Pr*Ca?CuMDVVv;heN*CH}nC
zh7p$2J4{Ctr!OG`yR>P-w;R^qs~fHbwy(>nRm_Gu+ZB?NRs23lo0R8F?Dzil%ewMa
z-%NyrOIzrNERx`))I9d{m{6^cAcyHB<3<sXCVj<!An>e<A@eXiiC$7J4#P8N(jc9;
zDnK-g?#Gs}yW{O!*BZ3Y8b0rH)|L26+#mdNrYKt#wz=u>LAMeQF)%=$!6*@So>xQ+
zJiX60QlQ&@(BcM>yw-i=6^P{0S-po7O2t|-#acKYhGrZX*xA4JabNjfX?t?CkhV2q
zk;cf#h<0(hAc2OOsC8{yDQ$WM6@Dg4cv2F2)z<!)y*JiUUaA)!v{1P7_sq;#{dSV4
zrW+0>cc^2<pL`_%3kEz$46PyxkgD534MC->4{fZze@|Q5q5%papplSXOIZyKa=DjR
zW^OIjOJ_76@2wypMlnh7(!jug<wWhRH@pTf&d*MUyvBzLACrxIwxt2J`p<#Oak^B{
zCeVNxpd0SZ5vum=HLPwLBPA)n<eOQu2(3aeTZVSu8VHQ4YVEB&`$Kk<p_k>bxX<SD
z>10XoJh|~_ydLaZ8;MJovwoNDq+Q54KBLHFlIAzj&@KPGV6LHY(lkG??9evvAk!|z
zDJy$j0sa&>L_H?FDu5{yN>JdMqM9XV(x0!2mZ<!ezh%Y6!_+i$C|>D#zgY@=*Pac!
zxRTfMEFLo<RHAv!XQ~|JZ|^v>ng4pPv+x<@z+cvW>i(mjZ6g6m6b-uCWgE6QuZ>os
zCFW#j_b**)pwp(aEA8<tRx9tjEPCCo>ha=k3{Kmu#TRc|b()d)=stfMs{=Lg>Q7xH
zc&0W9%|%D5ey~MT$=E)|ahP;uV#>_zb&)Bzd%`QRgYEUkpwHwg$9wdEfu&?SD;krM
z5;M&Dx5o#Tk>_HgLhd*1bhX226a3iDiB*53|Fr~#Ad{`dei$29?E%Iszd=Li6U7`J
z2kqTNTS2RWsWEA6&TR3l`K9^bu<xXv6O}<+HRQz}or=iY+OBnD$0%4~lg(YVHFPcv
z%YTZCe{{>kD(I=okDM|C|2&qK5R#k=!#*vqI|?N)ov2X3*bhi^5^f!TcSI*+iobP}
zaCkhXlclFH$0rq%07*S`bfQ6lfef+o)Gm=lxKXrH3Y-dEO2F>~my>!p6Fig?<H@t6
zQ+wBI%(8URaC1d5sa?3^6iBk-m~)?DNA|gD;Bn%RO|aR`!zPiPt<Gw4%*x98Xf?o9
zI&!hXEYEpQI+zT~Wq8l`2I&P&g&Oh)H>_L~2);H%v{+K`7VNFd%l7jNpCByT46O0R
zsU``p-Nomu58rrP@9gYsgN0};l#F3BaflQ+(c{Ie#nH+li`o5^xrK#4poGYQ;g3)%
zq}D3srAd7s0{!wERKlKOJz<xPNjgwsq%}1))oBAc))%KQHE;B*Jdy&bQML0{nykyt
z7cYs+sykfQueSr!y#bpVaoLew4kD>oCl!x&z_Y$wtoMoKoVRI-2(F3Vp7xpNO~eNU
zEVyl^8QC9*(|*@&wRw4<$hz1aHqdSFeI6mZ@o=CKvnLx(-^Od4lV?d}9lzlqaSJOQ
zU^D3hR{t3#NPk>vc-wuQ7BvlaZ;(FkH>jSzpF4m4{BpBfGzd`}faoLr9Eb%5Pz|%r
zH;5CCfMyU5mM3z-#z#a2zl|hJ)Wz{olf(Y1&Ij#}=-?vBg8H-7iqAKl6)he(v3{Yr
z2!_*Um++J^cu=XS{UAR)0Uwuxi>uI`#vbcGq~c7Zi$L809S`jGJBT+A`dt>3cd%K_
zi^T#*Mn*VzdA~yUihcJk0s-sD%}~l~1IZ~6Ks-4}`!Xgb85YSPD>L1^xsyBUb9(6L
zve<(b8ylO7P+#zu--~$<ZU_N{kpc8t>#{V<xzd+MoUO(QAq_|MwP(Elc{PhJBFLk?
zY4Piy?gs=4!I#>fZLT6d_}{rX6JW_#glw(=g;=Px1q^K7of?&$%_0i8%W|lM4k|O-
zqoiPHy{5BYBA}Vx_S((2Kul`cd-o<Zk{>E4)JwCYx}OBKkT^iB1h-V6MxQ7}iOL~a
zZ-P#&Fa^YY-CSsrU=Mg)qrc;XnWvog6?C_l*x2X7lO7oGrT#(Wtoy`^dtRt!1NRB6
zg54p%s_)<B$H7%h{U-2^0KgqTbyVsnP;Md}WZkj<S#qk8=2c@Kja$%p^s7n0(*Y2&
zI8x63`t|Fc&$fD}hkv3|UFV!O#DxJfRQ+6Qv?E$iCI{OPIBe;sqG*i0Tsb+p%!-Qs
zqMrb}Gc#v%y^WLc|HCS<^gkJ!>Z!6fa#`-bWLHJQJ5*XF>n4&Cb&ZLJ2`ndzU+=e;
zABeduk_b{0uGg;cHjQQH<YavML<TT%Hy&Jzwlz0qR@R&!W8>r=g$?h>g@0RC6lIO-
zE-!x0?bq(U0jY-CU#Vh|h<ppr5fuP89Y7gqMHiCLcYdWwY}~q?$7ufZ?en*9uP7!9
zU7r>KG?bs8FX`teuFp$_c>X9!a0*Dt$O2(ijJpmQAY!GV*AnX$0&Jw+B35>MN7C4>
zwA+s8H_d-GL-h}UPphz>x(1ZG9Uem&+&|cw^~cLaR{&Fk7HPNqHVHo{?>l@kFsr~d
z8qeSJ>;Jwt!5goTlfP394x<OAR5S7jVF6E18>0eri@*NPdH50hc?cmu(BdFhMpsJe
z`H*YI`3J*>(aU~l#<0v#0f2Bw8oc%bAu|J#!VS>VkO&3f`olK*^8nb29-lvI^L+pD
z<9XZ6W_-i>@ruXZz~dVL?&NdS2xxDUK-i$M;LkH9GAWYNDZ%$iFQG}_yNC7b{hc5X
z{3O}pCOnv}NTTHa)TEy(%{kRLz|H|0uw5zlD75q@Qz8DohY$wj3(Cs)A;6FUqVH)8
z8}x>|=r~ls)&A!)UjO^;|HJXP|Iu5QNy&cm=4B8FwVV7J9v?wo2-0-=rL{!#;xEDS
zVg`Q@Sl^W!rkIdgSSp`HGH4L;K#(WG^da)#s{YM^{k5<=MtBnBB!Wk5?AFc0Tj!iw
zjQNqIoxr;fHOVq)mV(rad&l#3*s774Y6Y9?bsMIDAA6Qu2ul`#R>*^Os;(>+0woJc
z<Uq9z)+%bpAQnZTz;U4G2b;D2a5mCo`Z-P+1ZhNp9u7D9-W7qOt{vtw_GB~r?kfms
zaF^Dj*G){0KVsZg;Y#pWs~ox_9<iJO9qfBo7eW~LA-{$_bQ4%{={I1#-yrZ62~y1X
zWl@RKO_|-bF)II~P9qcwB24WNy($B>0cvB}431-%3GzEeY(gjOzQu%H3l$frtx0x%
zDDdV=nZ<$x|KE)J>CrE(*5}9fU$V9jmpjw^G`|_dt||um4!Lr~=Y~W{*zmA+(+XmS
zg79?ZmX$`ziqJbn%c;hOg)Pu#Z<w@VmbxOLCvZctE6<P|kvos?Q$bVHKgo4hs|0<Y
zlBYooD#z@9TgCsMSjDhE^V@Z5T?&+SOih^(0<7)_h>K=$uC#GQ3>*xP%@&-MN%`%T
zYsyw-qkdv!q`fJTQ^e%BLF~8W5%&?|2eY%YNP?AgLi+GbvJ%!6Hq>nJSSTZNYLca8
zWvfX1BvfqwtE{YxUfGCE*92xQ+P}!G)z<#TRCL5;_Tv<#rQ<zhVIgKd1U-YW30sjM
z6D(lQ!4cRZAWWXUGM<852mI}ZadQB6)!t%n7Lx3_VfqEPbQ=u=o8iu#k%g&1EPT-w
zB;?n0akdfr`gP#c`F_<~QO{3PdLee;D8PQdpU7)~WQ<BhPHQ~2m=FW-bib<UUX|Sh
zsN;Nx;|0$^Sw)gyy%0!60uLa{N~@}>HoQuK&_U8b?B&GGg~y-&e2;hto;8zI2Csf~
zfKItNq9?ThfW;`OGHu5@-7EFK2Q7W;*WC@{sYYKUtOknvoO4|lbj$cRZ;r<=Jp-Z|
z9vyA(pvTS4jo{|p^@%YHppavmrT%A~JN6)0psd)Mn+oApXn%ToX@7Mjh>%7|k^~bm
zXaVY^x*{O?;(X)cYoD@2)I^>86L=389>l}B%ga`$N8SFRAg~}E|GM61P_vAYaEa7;
zRnysZ(A`6z|C{VB4^%@~*btbY7o9(B;-3JV!8H(#Zfk8tM9Y63FbKZOdUTbNT6LH2
znQ2v%i^M0{$h*`q#toc?l47FGnbUMU(gNtR=qlBN&Ap=8)U_U*F^*o>7eZ2r?qxvo
z_fzsk6bmk-wYB~xXtc2shjgi)l+KP;W1;0*-7Wl}^gWwwQ953Q`>ZMDJ+ClV;cD3(
zeU*-!o@W{=f~{MaO#9~nNefw@I$l{NUv?@W&tO!@PxutDf**)duf)h<<DQ&2$57zr
zIUIY_CSSwOJH6u}7T1pETuDb3fjMdnR^*F-mD=%JYvsc!F`e1C_^Q$cxZ{m9j&)cX
z8e=9kPW2*DWQEE38(Nw=W-`xmC{QH1nv9BBcJq`2DQ!#A4??ggi!NIw(5jk9seErg
zqPb&W7q6kMV(TiI6T`^GQ*Br(T-Syr<9W-5h$?UZPgdx+g|WJG9ag-T_>;=AVFTgG
zd{T%RD!voI0=*Gc2B~S6l|e%AL3VUE4!8bzY&0Bfc5s&(L#8%$`|!}iWqtf=AcIFS
z-~Xct8Z>&>eo_<(IRiq*A)?*Xr6eVt+4F$UMbrt<|Cc!H_T5rJ(?T3kP%@rF_A?98
zMgSt43pI<73n_Kb(~~=aCglKeKp$}Qdn^S}0SHZk5a;(_zvLh@f<hr0s!bdO&=FMy
zF}`VuaL8XYr?m`O^>Ei9inZXm#Kn$8Oy}HN!DnhRg_)GOpE^R-sb2DHjWT@i=isTF
zP1I+8|0{_kQC;P^b7H5-hl<SX*1$fhhpNVcLp6Ttm2?tD{F!AHcsU7L`dmUYQ#Eq8
z-wPk0vEicsnopSV@x$UOq9yq&#lcaY@l*d|<@tDEfN0RwkQ~alg>)RkW3hTq<?bce
z8xZBu)ZAl(=VMan)~x-kEkyeA2e*Ysbjl2FdECwCN$dE{Ym^QJ!!I*G!J_(UBV!kP
zDPh2^36@hpC#xn0NAcHl|CEq{^-wt)g7Sd~+Y?`Qzx}-Q3hE<P&HN8;>6sm`L}e%l
zD9-Qq)Q;Qf^9W>ApDLUv3h8qQWOOWB_H5OHm`$0i;xn<8be*thLo4C2e#Fhh4iz;M
zDOgGtI~}ol+P&jlg_nyaBH#{H+wf=gKfUJ{aaCgBib>_Iu9J0Lw=n!X-gt)6;o#p2
z+;}fF5AWn*YP$OPzP;{t`d&Q{{YjUFvEj!{P5S(;>m=-7ZpDuo>|FKEm|nK9;djF8
z;<&WgXrqWv$+MZnU`T?A>|zcMj!oSSAjvWiB1dxQN5%J<Vh`h^u8C25AFS`a?14&k
z_jrE|zrk>$((pf~6&xY+q&t=b0bUTqW+2dBH{&?6=C(Rsa~Z6w{V}2R+&m`;`9o4#
z*2abhg$SD=V{38{YCv+(yDLM)eD#}w-8+tFjVxrB;yaA)zR=*J0GbN^%d&ei_>!xm
zmH3c{btOuX#0bh$D?l_i;9@-=pWH`M?{L|Y@MD?6EJ~KrVa%$rlgAkY>(Z(^36D3v
zS8hN2>3ZH%uc5!xbpD$Qb&H-ulM<(J<tlYYmym|W5jLYt4OR(_KCz1!EHBFBjV<y-
zJ>OBg4;8IT+q|$ruW<RK<$X2&u-Vj<d%9Vg|LKJAbEs3KGBIQbij_2UQaG-cey#fE
z<mgI~pc`SEcJcCbwnO*8;^Q6Fr3HH(-Dg1)-Nf-~afEJp2UFT40khkoV(fF~$;$Re
zUH$IdpGMzv@D%TJ3did$pG{g59bw<39Xjhu;T7gh6g<nG$CA6bI@BPpZ-?d?TDx`^
zzTc2*8naLse#m2S413KSwxW&bM;Y@tKljoiqn<%W0nk{d3_}ukpkiZ{_H{$3N3uw(
zm?81POUn$Y{tqASoYwixo<ORCs#v$O71T*aTy(e9;pe?s_fJ-pGgQ(+@WjQ#!y6ui
znGEB(js)$GrXi1M(C<JPLXqwA`DU2JArCT^B5DittMsGeA30^qpPijS47l2LZr9Db
zl0qPqgXkGBB7nK-c0q>@2pc}J6>Kx(kJ>5*22oHwTK*wukK#J$hd{tGL8gI6*^KmL
znroevcE@ktfvPlI<IE1RoFJfMO)Eeh(}Fa)5)6MN+4&OX;SUV$U5S5_fQC|>69~?q
z<JUUgkUDKQlh&4B^S96Ij2aicp#POHC!i5u7;9v;wOdjcFTk=GWF?m4t=ZTc=u|#Y
z)Ft`IxNKOz2Xo*|SUX|Bzcga(db5=~qxSVCbAt<`-ve6gm{Pch+@CW_E>2EIU*)bW
zU2=J;l!!`hn{!^SA6*V$z#Tp*y;;4#B9DIQsQ~Aoome1N_ZjcBv-;Ra4ZRc<tEb{-
z=fiY%xAoV(j6zBB#l!jt>)Kq^^ERzlVoB5seqhTKT+rWd8s;V~P(O+{It%RR>IzXD
ztWTsnU3h&_rmn{Hd|c;*I62u>XzK4}QM6{1<Wfm+#hZir&g%^Diha%a2aMX4Q3F5a
z5+AEYbrdFb2U<%!N#RA))VklmS5sI7m>f`g6UGY&AlV)2(!vA_Ho=tudjC^Wh_t+(
zqVI&gDhDDv05^C*JrLuvnXDhNP5~ic6@sPHejp|wPR2r-|25Egi~2so=m9c8g3JTx
z?DxnJ&p`4r2xb8wVb2dSKbw(HSX>EsAd7&-36y+af9U8djr}ydstuC4y&#*U9fMZ4
zIiGBA3ZW`w^ab`jWNlt3rHCB)P)Y!VL9$q}X=%~Ol+ygqciL5U1}RP5)a0T~r`r#^
z_lQ7a4}bBZ6<7~L!tn*lsLGBGG`v5W`{T~tGvEW*e_t<nC(lYI&)Qs>ws3MVRNu?O
zdzZ!T?l@l5h3(p0Os%y<@pY6#fho$r)S&8e%=ds5$j#6QB)4p^876n$a_E#f<&Ar=
zLUnGXXT-K+$QGyI<Hdj`$(11JwOFsqce+~I_)VL>a^U)2xgu9Wv$j^$4ppbmo0|7_
zw0AWF>RS~mUi1xk`=7r#vJSG)!AO0hyHfXK!4ulAaHa1P$A<$B+-DLOYWG>QOZ4j8
zhYDVNII6Esoemv0-@I-w%WDR4tF*pXfv9)I)q~yeT$?SYy6>RKsxSmjioLaZS%;)!
za83*c<I^NSBl-$cPi2TOybZBh6A&N`&A=~ihi%<Za-V>Z@E+)Zc=-4j>qt%&_B0lf
zqzJp_m9Ny0FjQ1n*a~!b3!wG%z+)pU6og%1_yegDG(t9;wbypQhr118)}+_U^`^aN
zmAaOdy2xw*6pMS^sbUZnHZmSAGl2(!jzV;%)IDbKyRKa`T!|h-vN*RLP&qj{(EV`<
z3EM%m3xnK%M=?k$&p{Ea0OK8e^7|mCI)Waf%v&FejnxgI4<vAh3V87X4_Q#kVteH0
zThaaujEpT7XFv{SBiK_nxt`ctbTY?1AkEeEPEn#4wB%=MZHpzj`qDUoz+&f7^*K(K
zK5x6hR+6s&l9B6(b`)N@J#msQYtTUVk}b-Tj*j4w%GyxkFfH$UZhj2uuF|cd=Q;&3
zO!AsdRnK{4mzKo#tg_VRZ#K(PWo~=pX${FXox3tBT<P%jE_4xIv~8^MEmYB2I}yg$
z`jN4F^Q{ck2id2x{I7MxnAuASS`%L34J8oI*d2Ujz9A$yeO}RmcZG{by!7TfjX)BK
z(x5VuoGC*E+cNY|D2X@LS@^2Q4XNsvS(=v67$E5@2s_fQ@YUC8H~d58#!DqDeqZEs
z$i`FB_h?vPPyVN>CFmWUm(e<Z;7dZ0D;;0*3`aiU-6{vio^SVk%Y^VKTp#NFLhJ5d
z`rJzN!46%;Ck@X&*2SnVo?NBL)MBW9^V~nm1du<XLu~F18DXFT0|U#v_N;<~J=}!|
zV5kU8+g4;e1PJ_4%{i1}f-C$e1QI+=JN|7c2(k9W$0NuKR#$C6&7%f5Y1sMMeu@Zm
zG|=apl=kogr|*=HgJFP@R8o4iP}>cC9ptrvXM*PgXi6{)M)y+gNpYW?!P+w-7rd!7
zc>3w-3?P($-Khq8gUIvZM}IFPylGD-EpNb{zW9l>b%|=d6TV@CI6CJ+g^bVBN6HpY
zUsBYBB&4ns^($O`J=?Z?+7kD6QBFw;tD}_QI94IxZ8!-oI=bN>a+<s#L-#+#yWcJG
zc`47lxQsXxnWQ$Fs49f4a%ex2N*NBh6eb9KIVs>)%nEK>lJiXHx*QMBPB!#bSE5n1
z99CGlxyH%BSqL_Fx_v9(m~ka-?~D`&XO)LnTabppm*ukqKMo3kFH17~6-EM+=eO%}
z6Ti(#yJ~hR;>KND)3LTM(`UOU{S+7PVUbwF54;+3$7ACr3A>6Gg+)5M_@oc13oNqN
z?<*cg8Qna$3?vW#U7)IVWbNBxb;q>zjNab&OMAPg?`NUBeC@kV+uX)=PQIVj81L0p
zmj&c08t_tebaeDU#Wp8SEyhBFTf(n3cq$nykMgx78T}F}^y6KqbtM{!j()`KC#&ug
zM(HBCvD*eIUSISo$zs%1UJ3M-rakYSVU&N_=&D?9L~+$tYVy{QWs#;pg)*-7_8BBP
zz)Yt_(n%n=BQh-rRV@|`6%~RAt^E4QtTP5GH;DRhogkDU2_eXpqIHi$4(y+Q;o(s|
zH3vb9D-wR9Z}^Om5OUg_T0wu_BMAOO1}|@X&Fu*Q$18W7vXwWMVXg-m<U_)hU>8Wj
zkkMeN5pkt%6yO(({H3+Ci4DInB%=wKC0H)2g~q=AImqR^%LClT-sPV@A)^Yiva-`4
z#c9J>ADiM^L`_FELpmfp&F}b9(@~c_2{rYLNGiTr@NZ;6G+!AXyCm3pD^;?K-he4~
z^A(yqsz&ie9a$Trb|*u5Vx~;sAjHEN6tm<kU*ipE;joZhh^bV@8Wc=fxwp=^Fw1N9
zMQZ4n?a+v_lJy^rW`y@JSO&(IB|T(xd`n6*xykA3!pLPA6kj%K5Tn3~R(dl*o+X@!
zSXwrJxnoyOfaC8Y;p;DCnWPjw_@(>t-d-odEc%OU+dBEHsPz_CFgCYIc^yOC1H0Rm
zDwbtrV(U@u8(tOduP*LlCH4_UV0t`tu=sLs;t*d*wpdb4pM%GZiiM0}5nG-A-f}<g
z(BNqUxxmsRgRn~|(hRFb!9o#w`-j<=)H0pbvKOc)Nh&jc$ml(Zm1nV}$&>NP#s+3@
zm2;YVF~1jkh3>^LE@7eVE3XYbu7q@7>DxAL7F{k1Tv&e}9lq;*%j7B*-cy+2lFV3s
zHI}@Hbj_0(2DuP2>AaxylJ<_kv=_*qvY@n-nRQY^l&!_8Qo3{~3knL%6Bk)<Wvmno
zSmh5q_iw&SOZ4~eU%`&EC1MEco}T(N1-%8wq4DC}+Xr;0{0|>?D||cOTsLH1ON2E9
z@u??ZK|w|b1Rxx+*TuS7vCl`7A!d#ENHD=EFE8Jm{UEMBS6QuS;P7;(duve7-jlZ+
zK{=_O^Y6S|c_Gya;qY#bJP5)83c3m?15stE)j;1+2>CFdl!Y4Ve`dF>@ky66>^O-_
zT1EqRs8F;4^|)Owxc?}qOWQ=sPL;Jo5kNHIwt@{Vp?kl`#S`0XwTL0f%+c>=YO3=y
z&iLqfF9%Z9TPQT$;vbL1kX-$p-q*3mSoCcNtzZA9sJT29t*8&tS0{WXmlh8Xl?4%d
zzF2t@{pe1Xr)r$i{ZR+B{RbX;OcAo^k5oFv^l~)5%M!jHdfl0Wn{YzZTF9NCMx;r%
zP|=V8?E;{24DKTd*MU7XHMP@yAwzqZ8x$Y9ZfFky07Rp0o<rC>o*7cN)kOx{k&zPj
z4-dV(yqasl?m@)t$uherxgg{QLw3b4@x*!qW=?PT9`6RYvcUipr045r8tt>CN|(XJ
z{CZQ3i-iRfg0V<aM$DjE_7NkeIDr`(cgLg8N$M8048fuOYe5s{?z7S+Aw#auAvoOl
zk$UZqw7r+g_u|Z-Pj_n0drX~MRP65AeCbNVv$KJ!+<p3yYS8Y?|E*x|{S@|ScBafX
z1(Rvpz&qQ)T1w8mE?Wtag>YO#X<5s&(yqGw<3{V63G|;@IMT_MWzoZ@UG|qyz~jFJ
z<4nBHQ}E8MknWDx>Y5;c0ez{?YKP!Owo8?Y#;bfWpEaHn&AExlftOr!MRe&EN$#G%
zYPGD|&DJBgj7ts;R^hsS5BJ>==`*AyZXLJ93d@w)C-3eHB78Elo@i|*X-yTb`sn+-
zaSS3KOw@6}HoBENwm_38OF^#T++b{bkkc^0B4^$EG3r{Z2t~HiO)@48+&)2{{-t7h
z-nh(1FDV^KTVPd@T)r0k`C~?x(5J-kbx~7a34~We<P(G!v9hN>$V$zC>LEGLpXSbS
zpJ#OE=H?I`9uRRTB$JV;sQkihiHluL$Secbmn=1Gh<WqoAB>0DDyGV6Pks-zAQ=9A
zGEk@){_2(8dT#$i`55$G6D#=?%|{|>=FYDbSa1ndnM8PSO{g{FCQDw0FM65!NPtFZ
z3W6h&3K6my4uE0QS;#!4&cSbKhPI9Vt8;`rS2^t!V1HAfod_{Rb}gu{RfD!L{Pi*j
zhu9Q;DFXZ<K(+;tJ)(bh-qG7{=QT&gsNRJVHJqQ&n0xN`9hfCpB{0by1ClK=)CzV#
zDgcRxJJrxaR%&;I7aSfKR3U&f5F#P#oeq@*NgBUbVn-(JVOTvAsLJ<_j>5;@Fa#I|
zD-;`Ip3+FL0VV~0ri#(jxo?0Z5j$lI1Q%R?#I{6Iu@DVHx&`Q+p<t#Ao!oiG`A@aZ
zzXzEGLLN$dAS)pNWlmx47aSgleqv3+P?xSZb$NNYs=oe9m@i<4i?eUoql7UqTo_PQ
z7C*v7&Oku2X|1i&-9nK0zh`c4-Yf#A8ie-rsDSg-u0EKjOb?U|och)cA@GYK3LyzH
zo2VIrl6`zc|5?zz#Yl*H<dYfl6p*<DD6V9PX$#$VbNER#BP8QtBH|0o%$M0uiI>`f
zWXtcpZ^OdMIs;fw4#rN5D|K&xSA+n0Bx3*>CZG#qW6-o2xwyEDy&*P40*av~TViKM
z-;$`i*KSpmbcUp*W&YzD!&2hvuC?j?clSe~C9hw(di5#<@is-po&Mq~rHMz~ah_*j
zX2!6u-@=BG{H^cI(dn>mQ@!6!0X>K@bjF|gU+v$!4S8NbSOA&z;c^y90Syy(Se^Rn
z)k|S*&!L)^I%V~0TW?rB{Pyqojq9VJH3%b?Sc-^i;MiJd=iD|AyloFJmM|7}3B2RI
zsON9>Hz_HERbx>AP@2XN*%dDY9RO=e-s<Vm&iC%_`&L#~ai6R1+(2f4RU=&?9kL2j
z0qVJmXehYTQcSVa^cROXjlfyoOZZP(_bAIC!7><1B&e>3r-e*z0=o@@`#%kB>z|$N
zvZ(Uq%NG<1$t{8z*=@{RtQ84Q=E>6U98g@p0#myIheJS~U}CT(Zph;|U8lC%`1qr0
zv#SpY3@>tW+lQD`+kn3z&j8jR%u%3F0G5#HXc%`X8(V`UeF^*NEsg*5;OqaJM*2RF
z`)yjpYi~E*iiaaE@L_Tsz84It-uLnnffekoZrd>M01iY+sv~u0O6&}QU4o3;3S8ab
zVrI+g4M*m7-0B*@_4x|}6<ed$rJmT5fDsj$Gi!~b*(V$!(}xVZs@mrazW*<ThM#1-
zRgn5oBw>oItSe#>vNRa_fAjfKr_cMJraTf}>Hl!M8dlza=RB4FQN#E@k7N1YZ~tF!
z)mu3V+`JhJhuQ3{40$KegCqdH{9fV8=1d#daFC(zi-k!-IQhdEl4{~BYp{)=O~?UK
z<o7vr@PVL*uq%N()4v06?CjxO4fFDvnq(=z|Khy|6=-nPpRCtixoJ+|B4QA<a>s4;
z3iyIs{p!k$0s>?>#Miz+$~I%bYO5K87=?n-X&ea75b`x1G9ib$AX+nGUI2N01#uC<
zLB@%FsQCFmu0+ZG^qQl%y^5U8bCjXN_3;q#-V557Aynn$?EKMgLIk#TR?8lwKYy%j
zfoHR|Ry8#XQ0f4)8%ebwg&7$%LNz1D%PjUVBH$9(ip`<axXHiY0imtit8S<J&u4H6
z>wMcDnbnYv;J8=j|EV8^6H#C+`}!L=Jpty5!=d{ir>lfVMeWrY!cjYKcyt0G&^b_J
z7xyC=a$4Tk=q3DU5m2Yg4gm*nek@hSHjq)}{=d>~yW!!x7a<OJYt&!GEo!}nlod2M
zQ*ipA*L|FFh1?BJv6kL~$N?CNz>R(sv6sWy4p3MPSN>zDNASapI|mUj=y#cvw%`sQ
zLi<Bzn43BeV9ey@%a<Yp2`MR2V0$7mR5d&gn(}v;|6%OTAn8L8gg)rkZ09cDfnI?O
z1R-;+(5iNIDX(5#>Z^MuNbTz-Rp9m?5w%$e;SeHE4&rXq6=%p~zvHZ|VwyM|gdMhY
zQen-2@KE{*rrsHE-Kvy2sZ;;YVw?zT4PO2Prn<#Dk+FZ|IZuCvfZbb|nE3jNE)wz}
zt;YP##{6&~#CZ9yYR5lFd~X_#sQ89N`G6fDXP9`LZhcFhb+FU>cR?<CZw1Wo#_g(<
zJ(ZM*6xr09*O0MvZ63-GdR0VAOG~N#5V@$gNU@u!odH4R8yu^FSkcJX6in?4Eo^>Z
ze`Upv+&v2@=;8?OhSBeA<)fv(JbUfLrsI+W7!{laXZC|P^A8+v(WN&UV|?l``s%v1
zlWYY?I90ue!%L9S95|8(@tK(las2%HqWC?2U;k$M5iDSBo;Uw2_yG)wrX{(5pymHO
zmg;|@)$Ucv_aEUJ@e7b{mvt;)2-$B)r_A`d1zmDiC>A~?lD-7bp$(xF&i8ZfMN%TE
z<3*T(0kcsxZ@=rmVaE?$m+$Q8*n}fIm|*b&w3Gu~5Q&bx?V9%zBSxM9p~LJHmWSD#
z`1?b5DQDr3#aHfdiq21HQHYkLRcc7*&_KbhH4RQVH*ypcGGz;5LR&`yH!{GMHfD>B
zgOdfpz6B+DkS1h&e0&<l4#8lZHo7=YT$qB`PY9xOT@xKHTDKk=sdi*Wc@&q!i6gX-
z-T_0U6~q-40C?bh|FZB$bPxcj%j1mz2u&dQf=mwpE=IvXBYX`A3!$Mv-u64Fo0>t!
zlR>oj=(40n3nM3x<t!T7>6!KvCB()+04yA|LI%1>&&uB7@JHsaaMA-HQQ->R+BO{<
zw|Fg$7FNMCd#1<%BIim9t{n7?r1a#%q7GA;%69BZ1vK05T?4F?QY0!Sg`r?f=d<B*
z<w(b$iM&_RE_VC=R1LF06Lgp;y{ayvcm4hofeg*2m2GoQQpIZ08P!|&)7!0r`j!F}
zast#;cW6h}lx#*^Y3JCuKl`}Rs?$HLv7;BN*0;+aP~iBxck#CP^YFA&O}ZLq#s?W1
zjE^I9Wn*+I9Dh}c;t5N>!9>4`T_J!fX-j$jr=Px_+?~WLX_R=+OI5)rd~ogn*81DR
zX{Wl3zEDZV#9O8h?djaYE}JC`I9w8_o(Qx&snjioefA=6!4@os#ld14h}SPvPJ#%z
zg(T<U#Ecf$uA*~WTU*F_!fdJQ0+$;Oije^)<M;31C{##D$Ze#+fY<}!hoPbrIP6Hb
zcyQ+sBEX2jov)fDY6j%YaO{Io(>0hYkOL(ftzS_y0sPD%BmarGN`$I_QaugzJax<+
z(wH<T6<uAgwmXWYwfjOD|99gY5?}vDR(0560>S^dFAdOlsFx@{Aweo|wL{2mh6Bh)
z5FiX31@tX_X*%EIgYj1sEKh6sN*5fM8(-j~$Qss03(6pO%XgfYCY_zVY_}XK+|&5W
zfG04c;<tM4C9OZH`<M34rQtTd@46oF@pMR?Fe8b9r7AM)l=9r^<M8U?K}~1bC@l&V
zAscwO=uq)0+UEBebtjjq;WO+KpGIzSfiH3^G;{VoS+#UZ?07F8&XnD?)`~%8jFQOS
zTRa_HaH&zz*2f!5SinV9Br(V?wUuoo-^}ONLqk!paW~$5<84OItKY#F+BUPj%FLsI
z;p<_U@(RY&GSY`}PX>h0aR;!O73j5w^3Wu^tm}JJLYJ+I@)V1;n1r~{1xC6q@{2wX
zJBYAPt?XT<n!E6{iJ;y&Gb#Ku?V{AUaEmcPzDI<S%u#hFYIJ^HOGQ64@`#m#OQ@BI
z;ygt?VDYVXFlJG*&lKWd<2{C1XUO5S!dT)9h#e~*Ap_YEq$%BWx$Z9!2&^LtS_g8*
zij;~93DVnPQW7L5@8ZP7#IUKeb@xLUA%jE1N<}KYp&TqiPY0{)lot-(KnzG^v`%>p
z!cYj2K!%A2t*08rVA!W2aG|TPq~t5K+*p`4|CfD((c&5C(UL&Xmo?pk#Gh00Xd}-6
znej%bIx;B>VIUgB90g4~E>z=zd$s8ktQS!fhGvw>baxV|{ducfUptldTtdxTaXW1<
zH<bp?3LyWQV2<y!^AO#}(fW3x-r|uOmX&xuA5}tTMZMq9a{qnJN~}4GCTtm$!)<*I
zUQX-a+G4*IUV&5Hs*LQ@A$UK!ijEGJx@P5+$U_BgB$WO3C*@y#0pkl{3x`T)S(1Q_
zR|c4<E1g|Up})9KI7<1m3Ty4uJFmQ)Gla7`xE>AU3!d0NVKAdGN3KSzh%RR?0qt{s
zTDhO0gl9+&zn)$6b2<yYLx2Bx&HjxuFqVJ)CHH7xgCGXJC$@&c!NId1KQ*=Vt8D^K
zlCH^w^@ZG|!t?PWr5OVR@?Q-ir}ll3>{>d67?PA<mrghwgTZwDde_dz@sACN!WhEA
z4tU6!USPh$xe9X8*Vf7<V6YX8FGh}hJBxZCPKcH92WT!)^)G1ha5^3M)~7A%Fl>wt
zuk2CTpf3ld89OLL>7=9!QuTj5c^l7<t!>7uNfmMqMqX1H`H&*!R+HZu3B;#CTP`*{
z$#)l)0du|aXrAU@hReaBtb2PUjUb(^5(bV-1#;AuocUcAxHxwj`tCh@c2y~@>pA*o
zxuu+%Wkowu9xd?ZA4H(xwcr(0te+gaD>2%*g(=s3%*J$@89X#~tkH+#VIavFqR1B1
zwcdP$AL2JusrS<|IsKsS10x=uU&DE?#+-!Dhz-#&-LK^3JwcrOF+2C>bq7hV*yFQg
zqX{jV*)yGax4QqMy*H2My6yMHzoar}h$JFZl2kHf$UGz=8A>QkWKL#9Aw#8dBTc4c
z&X^%Hl~js^WS%l-XfT!GysqwN@3Yt1)7k6n-}<ey&Ux1J$FuI|j(mMS*Y$qC#>G`D
zsHpe-R_t#7Mn~!Jqme3EA)?4DpCrPd;%B?8;#_2w!pzd~ZqO#c=AxqGiruSe8<Rw?
z>rIa2`z91;9~pn<l=B)8ymLZsDNRP7t%cQ&$oCUUx|z$fK`(4H9?TV2DC*!BSvSkK
zN>^q_@GWLrEq2GfQP*n~VtW%4D`1~%<Jo0&bac8cBkMn-pX22JT}yLnOKTSiyurau
zM0+bT!*MeEEdJWGWlK`sbk`Hmm$V3E;)C^%z)-1&lTQK;Mod$TtA)?}86u;71~+?`
zM?aJ3(OeoB2(y0d8(rN0k8C?6P0Bhx#pwRz=+jr}Ur8P#29@L8osITyyQh`#gsrBe
z917JaWn__3W^%t=xAbeGRwQMUgn{|V^9*dCdlYHj^!OQklqfUKpSjp^IxD#3&iKms
zExT5kO$_C4rM+Bn@U6&>XHG?o4u!Mb3pTt-A{!PKW?<>l%h0Q5DxBdQo}X&DiFK&u
zslztADc@g)tG1Re^gZ=zc27U|ZZ_z^?JDNT?laCZakuA|tnEX-`mtqF&Ob`cng+%o
z{T~{at0TwqRaI44L25i#Syq&yki4sZLHoW=ugTj)qpXC>5~CPv_KJyr!SH5%2Q~xI
zzoD_Qm+Q~<p&Eaz93_{JXQ_fy-cjr}ehsi1()Y?Malgrr;r|9;L=SW-2tJilw-f@c
zVmwzNM$WZO6Tam@mj`;tQ6iC%ChNWBMofE)S?*?yS#sk%G~N8NFY}YD_wE*>EAiCT
ziRH;Wl2tZ&jz$&I6ZsWCvpCY|R7wJp$}Dm-|0h7;;j_5xTuyNdYP9MM7~Z8NWbpYb
zbBYmtz&ZcX<`oyq{QRi(vgzmy5{lbq4;+iXt?U`T;(>}^^S<OeR7zq|%Bi<i1;Ui#
zBfMj6Dg-{)OInNHTWgcg_G!#({|i<B4^oG2?OFG>tXzMy0o`LZs^0h|Z#NY`hl|k<
z%*6b)6Q}l;t)WyYFTFUxze(A~@cu<_g++76S!_Yx=BwQWaT`VbSm`8VZZY5xwSoD-
zUZ3!`BK27hdcVuQLu-Fs^3A&zsuUphxX!hx(_!IaW~HN}nZe1md7BRUE+%k^yvLE8
zSyY;mm-nvm9DmfCxUx4_9=H;i?%yyvmo6J)?Wx8zI)$viQ;5iP%~TW>Wh8m1m>b8M
zpRR+OQWFUT$Hva#nkrPyYUzi?byj2&GZTUvpvaJ8<d&eNI4v!Bei<5)Zkvv7VWX)U
zx-mUnOVw0dH$BQL-=24F1+Fl>J}sUbVvLhFgj}cB^gP3%V^k3sl#-&gP~c6kGCH5=
zEf^Bw@KE-_5Qhr~{rU;}*dvoW=jH;`9{#G|Y<QeqKZ1VmM423`a;W^ZXYu%L{>@Tu
z(Br3V(d_LW`qAsW`0FYc+he~M1Agx(XudcfF;^;DIqc%z&p7qb#_y1k{j_YfXqfh>
zg3~L<&P~cGX$2lD+tXc-mkBGH@&zskB$%wRx@}4q{mJ)s@Qn|fDqhphO4f&&CcYe2
zHqUWcjItQB82|h!=-dg{{iQRkJdgbfZYFaJ3c3gji+f!)b=_glC?uf6aQ*!RN8W(*
z`k$8NojK>vpSQ;TST?%mdhqjm52>GJ(ivLDSM7@A^eC${O>?>=p&MI2D_iblPAi)i
z8f0i%(a6=dOQCL%)6=z0ZOqlW+qASX`6TV9wO)&HQCdP;HoQ!&2N#?&w&N28d3p*l
zOUN%2Cy|YS9Oj-x0ed9rm&Ahg{l^dN-B&Qwz^`N1Uckf_BGj{HoZxs!mZ4oUt0?>g
zC?`?+<L!l}xz9a19TMR{qyhi37u5gZf99V#)HI;z02s;Q0nZmO6H(JVS}5l%s`kLf
z0GbPTPqt~s9K6PqCPp;_k;r}HWzhZ-T`^YpH5il;%JC9Yc)W2sNxG#}k~IllDPooY
z#7Jy;gv!O*yJ`3CoKL69jms(yK7aoFHbSO=dD8;wo-V5U@oVDvqvG3d9^?1AJ;L}d
zRq{&u&*$|@K5MLrZkb4b^8D*P-EHD#?Qw^O>5CZ6|7wrRdmfNBdVeHB;Dzdj>HAGd
zENOHaHZ=vp+tPuHtE5PAtva<b?QNO2P=?fMF%GT`0|yKQ!uX|Rshf>Ah#GJBVz6G~
zKL6_tn;t`g{8D}F(3zYiQ+KV~E!~D029FM^Naz@G%9xAMq(;y(8?1g<w?EM^&h;Yx
zspR3&*Fpw&(|2UI?-&l}44U*UW_(~yO~v+8*OqB)fI&ZfZ7}mKzgD{|jpKejnRH9)
zo6peF8K|<e8IJutWE07jk(JkgyICx9lZ3?MuChApCmDT@PGsg*4mv4qi&ABGzEIZE
zLeIdYj2~xLgwgX67iDVvxHt9`ty1#bNVnVTWlezesNvC*AJ6%Rd1cN17L?EP>0M5H
zJ*98$=YK+UPt|~%ps2)`q-4huj(kV<>%y0Wb&H<dK0d#Ir`)mBQjqSyz`brq!fW?<
zlZ|B4Xr)3Elv_wTkS^6ML#_&xUpE2fZtjtV0bj+(r@UKPhe861!BP;_GD156eC)e$
zj;u(UH+jCvm;ZXW(7n9K$HvZnsVyDgFEEvU|26xR&YVdc+6&g=x)n_YVnG#`zO5m5
zGrj^|H82R35UZPy?LMw2Akot?k4Jr~MsbN%HkujGvogRgoEznfGslP`2t-eYW28Gz
zRPDgMUvY`E%n}719cE;kB5Sp~9^-u4nC<xMTUKRW9+?KO&kT1ZUh<#0H0`)|Y7ILJ
z>xi%R%{u@~%u3A|hawwmAt~gWl*MArD`LcwwC@wgYQ^?1t`A@3zP%qd(?ZK^EGQ=X
zJb7s>@{Y-)(%iJ9p`UN_^ul`ML%F|bAE5s>e{;ELWcFU_Tff-l@YO)WA3pqH-6BQ@
z)I21|EAN_Z=@pwM@u?pV93CqV)kE)p73c9OEVtxM2MLB3><aJ$$+y#MKz%92CzU62
zI%+m^rf+qjmb5HAe#>pHWp=N})Y46T;nEdlFGil+JN)yPS6W6&!4Xz7xNSL-L?X=P
zGMXdL#eyXkQ2VN!mQJl&)NQ-Wz%-y09MUru6kIAX_dH{G*qZntKyTT<n_)S$C*;P5
zM<4Vjj#<>asdu!}jdIj;DtSqpci@JS$6Zb*W6vE=kBn0VJv#Pe#?;>`F;(Qmd<K_%
zhSah@J=Xb$y6Ym|zAB@lVa>NIoVjYPCUpPP`7qi>uj5a7GZ~aszJ}^Cbx+uA5axV5
zV{Y6oSuS0?)H1O3%O~Tm4(ia)CL&+<DO9PcEo{?Pqu5X%swrW!%*=g$@~PmFjI{%9
z?mMm+q+T}Oz}V<|c<sv7>8y{9tDHNJPM^r9cP@H2_ETPe&qoV(gWr{G`KBRhBHgL+
zO+M5U8T|WXd0sh(*GDMR?PlHK<^%?o7Xak<M|6i&FFbg+^Yh(D)0VUb+ifTQ5^8!E
zvflc>5RT(#cWKwIe`{IcY_+|}EKvB;XC}>WngQo5b3R`jq{|pv?5gH`Z2YLPGs9_H
z_htEejBU61g<h&D@%fCIb1JF5zf~3Puvb}G@^D?#bWEYz$%a6h-yIfvSQ1sP7=JsI
zEyu&sK^>uuY+*_y{Ytj}1b{Sf4F{-f3ew%cnAkVCrPWb;ld?!hrxdf%fI5yx0jtqx
z{($@(0>JU?*eWZ_4d^ND$9Q3|!x`<X)FP3&7Rk{Z&U*!3xCY;95EM~yKM<t*$Tnnt
zz6@H6pOf8u$PTPTWM}CeP{WoV;*@tixMUS&E%I*@#Yd(@{uOF>3+H>7X@@*`@H>y2
zzf1749y%cOYRLWExoyM;jJVU2fLzFyjP%ptqvbG*{&AuPOdYiR*H-O{-gk<S*t~-G
zI|oulyS6+!AebJA{#CO%|Km>_{v*!K;4LxmBd0(av4<oq9uF!NWgimSk;(v*=Lf5j
zckgsaq#EIs@m>50+YN%sNj93iOC(B}ED77Ur(2Bgh4-86Yvi^g`yBk(yFr4IBrm{h
zK83sQ>3|wmLA;^Y>_jN|VWM!50c~)TPtjs>=yBpd{#J=Vp|g*O%D9fMeOp`m4Tsbw
zq|QQ9LNpGx<LBPN2?75T+^{$Bmm_hW1Y<^UJ`t`FUp>jYhW=8ao#faf2!?7*9^VDI
zLc~g>cNFw4f220a3a)4e@5qMZ7xId45&3Z90^<6EJgXJbgF=RQ+7gT*@kH-({-Q+~
zOe{TrrtZ>Gc|ro?H}V1yM`-~Q1H%j0?!zJ?0)qH_xNz3^H``Q00Ym)HB-#{YCg722
zJN9+!Fvz7`9!J=?vRc6G!y1t5ICEF|Z|af4zZ4(ewZ|9+$II;<%rbvlwjcigZ`uC(
z>w!Si7VtWdmRg+AO=ichgUVZ5P*AYfNd{QQh>?Q?x9zyOJqe;F5wfssF9qV0c?40R
zQ%NV{&dO}>HjX?o3APJ{b`9%JAK?C&T<{4Hz+yd|>rBGK2UGhTL@@GahU#NA;jK0}
zeE30L+53>>Hc&%GcOW)1U~rqBGyQnJ;Bf(4^B_L*&oHDxRZm4hHk=<^R^*z)medQ<
z*uvk3`y|qQA)Y3o;R|AL$0)#8aUE<eNis+0z`tUF|4y&r!Efh-O+Kk0K(Yv)h1C${
z08>W*VkqoqSWLN@)@pCgT{B@bkrezWkvAFXXRa}-k6yteLr7*knKY|gI*b6r5iS`4
z!JEFi$qm*;kJ0%u8R_fyxSFRZW>qZ7T3nhoy1}Qo5qB3P7BBGwDb(^ZuSTdj1mf~%
zkon*TE((g{6NT+0L)7!fV5i|RM_1Uc12$x7guX|d6EIVR<PMAvr0kcRwS8|bam{O%
zB~1?A>-A3OpWgqC80;M@yuq&RADRB8!5|GrH}^bFYW(LvY|8k5)a-vhHT%ETQS$G8
z^8bCzZjbI+@q2#)^K?FS9Av%vKjXI>>{SvCdQpN<jSPdh#u09_dZ4<b8--ZTuqMfP
zOz|V4h7MYZ)f+u16kxi4XSzb1PUzkf5d3(|v|6EI#SL=R_#Ebuf*QoIBQGEQ6Q^XN
z>joXJS+Awv%(>Giv=>b+-0C=#@pt*(j^A$8fms@IBw3eQrEICvq6hs6ZH9q+6fZVd
zkC&Lnw%VOV5zHfvO_AE)fT^5>;e{kloji4FF_Tc32x~b3*331t{j_*Ic;uKGk~$hd
z$6oqrKjJF^Z*n)y$Z_~v?P2&7sLIaS+3}us*w~Q|4%}AKodTy6k!9oJohi|U>IdN{
zV`f7DaHepJc}}0c6A{6W2s>K^=(UlJ5h%I9TwSFOxop#;gJ4;~0dK>-IOIN$lM|sF
zhmwnPpFSl56mq9Rk?Vd+D!j61{q0t>(AecmoIw?eSNQanHf(;CJLo`qapoaiSp&1|
zDVT|*jp~6%>_RkqDYCbSy0;}4SW|4*!Gwn4Mh5NtQ&T@*m>Grg`R-#nb#A4d+iDS!
zbf?juo@+Uu${{Lb*jNHydBVcM?PU95h7=pT3}J^9(FI8nudF<6Y(((4D|?GwI-sek
zY1Q~7Oy(n+T>~m$u42D;9GGXJiC=GupH3}*KV10`ALO8eAodKT2CoR{>(q|ZpWKaD
zSF6DkS?=OOhNHfP#l%r7knVG^tV{tx>4yx>V=SZ4>HC-c@~AI4cwVM($0|L=cSg-V
zwf0i0&BUT!XCPwxQSskwareyxgh$=gNxIyA2_{O65-_yzLi3=o9OJv>SugufK~><P
zPQDCgMVPW;m(Oqey56IDJk35#;csa0V8`)GrtOf59nel(xOwkunUq*EyHp92_&pwx
z$TY+dxZ-raUqYv*7Hadq#w=%%q!|bjh*&M)8JCt&`B+oL@1stuw{71eFliumje$Ym
zX`YS#`;VStf5a+<5Tw<igVw+5140N8i^1bR#DOpyLL}z!>m*l~y%|T^2n|Jl8;6$7
zgUiNrOIwrd>2;G=3=Aah;$})o6Ypkgxnpc{@6aLR!Dh|}&DQ{0oVDZV)N*x|1RUv_
zzkEOonx2=>506t}+#Am0#-_`{o2cn=B*pr7fuTvlvu6~)k}W;=L`344=~Z;>E<T-k
zc3&sbr*=nkv(w(_+i&Kbi8P_|?%IXdWf8YJ4y=r+Q4chDS)<XL`S{bpaz|yB6B3->
zh)XiQzVhth&3W;~TO3vS{d&BsW{e!Fm@F2x$-~i`Ix_}T(d^y!scrQ;B`Qy6+I(M>
z<8hPWUCO%mB-7#7V#^j`;g^m@D)E<9;@1{Q;tzG%Np)YTa<R3XD%DMVb3-ZW@SQtG
z67x%&|Elz5OEoN2G?^F>&swIwEM>TQz%}7B@I?WE1T|auV8RpuH`m}%Uerx?S@eQv
zQWX>u(L9ncZ-6qdfNsl=k?32fW_&cWCn1l)|3ajp61eLIO}<_T27Z2>#XHUPYyuN8
zQQ828eU)CCmPQYyi5jR3^7Tk!CkDp+iP_O_X1}u_pp6;8w7K2*NhMweBEf+^gD{ks
zkEi#&+K}3kI)lLhX{`xoRsT$d<l7<&2BFuRZFbq%=_WJy@hfeKq@GeVNv=qZFcXue
zp}j5rT;c$NoG?d<<a0}<H(PlIYj`*Qel|L~p|QLBU9VH`hXx*(CaR#DgK?@sC2{(%
zG5@lziw%DJmj1K7)N2lB>-_lJwH#EpG({pmd6}m*jszHr*tcf!MlrBy@rO5$b9FdK
z<G)`7%-P4>N*qI~&Z(&#96)8rT}fL`oVd^dgyKW{Wlr+JKZC<3iVtMS@bBBV5fdZH
zj3jw&2&Afd>HyO#I-U^xzZ<eT&$opD(dOpnyb8Y|di51_13A_W0tD#Vs{61K;}CH5
zQTCIlb;-7C6-NwKXL1an3bX@kz~`u>qC!nD3W7uc1fPRBVV%=5cjzjBaX;kCXG&Ua
z^84`C5!Dl^Jt1>vev8Em%$}tF%Zty}esuAD3tVyp8G(xqYTZBQ4g_?T5JPwjMZ2s0
z7Pl9z4m9{OIMCl$eE=c(DY-{BMQ!hK@mfCl*PF+|H*ZYI7qpJccrOWP*NX7dl3m_C
z-!?Rk-?gkACd{k327)|pazX}l@cV2s5$<u3p){4s<i*QsZ8m@qNjQQ@F=O0W)>4Ao
zMz@{evaB$z*QE%P=<bd0mGi5qhA-P(UlHW<T6x*Ry~-vhE-#P9?Ew>8Dh+oir$MS?
zkJJND%@*{@FX&QruIZcKt!Kz6eID?mDC&gNG5LCXgLY$AX2(M6>($qu?p=4t*uhVY
zS}kDA$;7}mg?ix<9wBGvANr?vK|3KRBt*O4p6!8M&;9oCS68pk&wU$Ot~`Cdcc^hF
zp5glCeF9JR&uFSO@gRwc)Fq(mf<hKUB7?>n=$YXTPZ`NB_85pX*@fN(Jx@qzQA+jo
z#|rZ;;g+ziVFUb5Qx82Z58|hwn<AY?W6ikq+)0WHm-uN~3hA<#LmnDY!+WjN1H1#Z
zPCsmhHMrdl9UW1~o&^_)3rz?c>q-hypcOcDUW2T&i5m_Ox<`)|V&j`^^6?xdn6x4r
zX$p#1enrI!Wo5bBUcR+xiy|z_mMyCwM}3YJZ3;OIOvil}^OL3X5{0*Cy{uRcUr`(R
zrf($`h;Ws4X;-zUZFj~PY}2e^-mfphVe*N6s<GbcglNXp!#g{-OZUD^-Q(k!e{=(S
zKl&a~L%MdqxRW|9J&gtF^`D>7sHxZR8z%d|F}(8JulCtPch;*bnPTOhrtIQtHj<2I
zPg$R5c*Lm{QSqi0p_4w(dh*}LC#=)AOHn#>Xx~?p%vjbAYMsc)T^7=j2Cl9g+KkmP
zV}_k#(r*tOICOM=><pq6Ikx)FuX#6kfB$=PF=_g1+EcL?x_*~M7MVFblyO~kW<b*Y
zISWnY5z{NNKKt0S-M@XEH~X@VTRtl+O@zT`Y4)h0k@Wj76GIn%+>Sc_Wxm}sL+YXI
zCEW<y$dKTdxd0ln==xSFS030|7T`xc`HegF(#(24fB$dEii>X?6_)Di{>i!C5kQ<o
zL}>fdtE|NfIt&uW17X;Tf<}kJ-yJUM7%U+k@axysWT%ua&a^{)L)PnsPvHRLNevnz
z-2C`yN!kG<U%0eaOl(NGXF7?R7bU!pq-h3Wlgp{Dm+<fbNc!;M)i}?&h>17gVERcB
z1Mt&{*^u1!@$BPt#wOb$wS^rY4Q1{&6Pqe?i_gnjyS&$X<F?tZt2Wm;{3zBcekamI
zgHm&Olny$YPgEc988g(nDmyJ~eo6K2`z@66<h1u&*q=Y2X8B4jl38RTN;$H_n2S+8
zIP}1?UZ2b}IflO%crV{SZenznU7}6@>+)!KjJ{VSKPA?8UU1^~K^~zgpHs$0_gE)f
zJah|9j6DjQFUSwxFVbS5r*|50-gJ#Iao-phWA*L*o%$jRvBedUTnB2yqM|0<@2RW`
z7%AO(-AU%5jOXZ$?&(__pC%kUX_in>kA*KewjRj|`li3eF6^MK99R(OXxx-~XqLR1
zScQ9M4W0gBOb2#bec@imRfcsRpvKDD^AsuLFOiO-aH|3oymfwsk54zOr-)4EAUQBZ
z5sGOK{dO-C4|J_p`j;McTvdb@A?$EN>fx;fIe~)1A9{JTt09J&z|N=ePx38(@3pGq
zf%tPZ?6=4P48l^5{<{y*Ze4CC22_m48i1GK0O;~vzC;k4&k$anJauVExUkiZw5#lf
zF56n-{^e;YwS?$(dH|<94y2K49zahPXV78wuth=tf&cr#4bSn{UPJjn^M;?v$^KDi
zZ(wt8h1KE2+bW4E-kQ0%$eQXU|H8~P?p(!lVnQdqntDj`N>=9YH2ZrwPw0nsu3s$J
zoRz(H%LN$~$(FLzfcy4Y1uvj1vRhMm;nr{P#R+YLevJbaCQixPtL}aMR3R7fzBh13
zrL9s%gvz#AA0{MBraf88;=NNVL~ATLaoW(KkaFSjV(Y@f9KV1~2v!R$8;i`s+FDxA
zdhIibL<TuIJuq>;#QXGR_C_<PqA-x{pq?OXBv9f5X~!AUty{Ld8vC{17iOvTprlAR
z8?OGWmQzS?BOxWY!Y!p9pnZ;!<i%l*qdig&a+0L1mHw!cL!eC!D&QuIUOh!-l~3V*
z#1RzhN}|63XkQfxdyE~k1kOOx3m{*IfUwC+hpEB3>M%>dWq&PFr2{q2^YkZ0-f~n*
z33SRv`Lp~n7?2Q$&S@^&#o<(vX2amKH@x4ywR3+)JVV*HEPsGvBy&<bkzQAEUR@+y
zB~!miR<?fJxn*o;iovS#tYYm%6@4e#zf4EM!iPFHYzx!6&9#m$<JIghqY%SB$w+h|
z1vXmF97Q;S66E~21XewECa><L1Va(!7F}M4Ipy=)Q&J@Q6^C~IGXIpLDi=WGz1jtL
z1fTEHt?mk|i*{@KPHk{MOM#JqJ-H4%&m%}`k6-+D)#{!`zptq%%uGq>>m#cIG%o{2
zU76-`*sfmxY2-toqA-b5F{yiUH84;>LSikHZB(<nA&MqJl(wIqRH?2}XzIxkwaMp3
zcUl!jAl%xl92{4%ObEb=g(ZyCX^I^$C!uHF1x3H2&*Qgs5{VwL{k-yBp7ka8DG4^B
zqL2<b5*>&SZPSUV(ij*%@b;bm_GotYE+RQGw-8r8%7Nk<yydQFFvdWwt&05E?lXnY
z&$;@7(0_i!lsWlFOH4d||34QFaz9F-UT&jMlm&uvn!LR>N9+1W=)Q4nn{D2xlws_z
z{q+5hxwPzTS}h^T6``U&4z9xCwWA8JwNec>sU;{!w#sp(HQCUt48n(hLVwvid!k>}
zqINS|PZgE9<?aoa2DzA;uX?Ujj~3%;ZZ_&-?>RsLN~%HuofLda@3NX3z0?EuN$Us3
zAac{biJfq;@iV-6jec^-fG_?<+3ehM!z2Bbf?H>EP3~!@Dw%3))=$3(-OsVs@9EG^
z&#UHFRRRN^-PPz`$9m|(J&AK{L^FO7rvc?MEXriB-n6MpF&DJhH6X;jWLgC9HD>0E
zq)d{sK++rGVwdi;xT?~-x2y~<R?-CqlOk!208d-`$sBcoq)!m~Q+_EaPB3B2K`)XM
z^tOaI+s?4zDS}@z&Ubk!CO18vaJ8hX1o8ZieZnhjBYNfmiIC{@ySpq^P8n{!-@`9y
zP}1RlAd0~fmxvC%nx;nFN4vmk8+DzCjW+qq7SC_;{&oBKksEz~8PHO*B(8D%u&!8V
zi>BShwIbW!!V$D7{7qbQpjVRaM{8BQ%<}$T6bc)^3SV<vyOoAUwNj!%i`g*|T3Y4?
ze#3QxsoMoaxynlNt6`<>YfY+mY*XROyn1*;z}su$M?@tB8zk@RTjzDH<K1o~^0IpC
zqerDYZVx!bi>LwdJJe+L9*w^(m|v^#x^^ehP&a>}-`n>n!GUYWQ8Ie6XhRgkwG+GU
zC<~-|j$?gWZB}8VBHARf`TKQ7C)tM|M)Is9S=xmlP3t?A0Ds9L^D{stl^^e8JZCPe
zl2JVEL&L@@8G(Zy<oJIzM4ZjZrs5wwJJpLL$g3ezT=4aX?5v)Y1v4shzK@0oVTex@
zqA@V`zS-c`DUwzjvm9reuPB(*Mrv;+Tm+QJc+Lf}bu3RVFDjA@CER5{?WA!`!skPJ
zhbWhka={Pl42pY|kw#6_Oz^wbKjVSq5GzX$-a3L8fc#_(yuT-0Hahc=+?p|7`EfTn
z##R0;F4}M`zd)YgWuPlkrY~Ny@jTY}Zf+m{S4*kK^#j_Qv}|JT;E`y^QT?mCN`+98
z-*U8W%$5lkmO};dGpr%zTrgv`y72ZrD(g6@GNjh#oTtOG{=z0T5Mnfq4fJPrB)_*s
z%sfjPgKCPHXpijdViNDtg+WmYzs!*<`#RgGDkJx5_yZ5_bt?h<4rTB~-O%lkBA7Gd
za&xIUu>Y?$d0{E}!sor@N|8ji@%93n54$@=5Sn7T^;Nv9!m3s3>KaPyY&U)sc@n9o
zwWy{}-o^~}{`;rJ8ea$Ra<T5_=FVrdXX~e4x(#pU8@vOAMS>~v=_gU~{~#}Xm3;ma
z<Mepr)iGiXf2W1-`PIpXvzX`#w{BgH9TlOY&*2uNj@iNd1u@~3#6XS#pTyXJefd)^
z1qdH`u}H=#Ek7)ROg4-YxB{W2APKO(s6js8VlHVlOtgn+24$!0BJp#JmyoLvllp+$
zUoAzm`|C9O>!85EJ~9$QI7K9h@#=ciOD}Txay(kK7m#kDX4sTfW(;Mwf^TD@a@qC#
zy}nEGoI6YdnwFMV9y}uP?kv0ZwM&|<ni}fAe~Mh|9g5XU`1*AnZN>H#(V1rZfKy%j
zZZJ8f$U(odkIi&`Vf<i{HWyQcZvN?15zV?czLuZfog2RMDSu>559ffB%=w=+v6hA2
z$8%YD*LR&3e4kbR=}*3|(9N^SNxlD^k6I8smKT!Z*_2*$0l-p>Sa175&&0{gTycY4
z<AZ57)(<?CG~&($i-^2^u-T(vKdokK>-}YF$>Sm%184S)?d4&<doXgJLQ161r<Ipg
z{3lc9<@Q^i578T@q4?)8+Gj}3Xu(ZupE2NeNGi9@%eH#>jjPOp-g$OwFM*uBU)?6D
zR9muJFFH=Hw;oLzTfMgPT-pj9&YiTEt8IRuk2ZMNt*XcK>OQlfLbC+A@AtTqx0(4$
z`=@hz?XWr({$@q2Z1|gta&?hZH#KhzeK+Q0>sy}N%qB7HmJZBj2OS_RsGd{S8f4k-
z_4hLz_9&ETc{%c2;PTi`!N?|^beHY=!V$Fe%ro1vif)xoCQ>YWeQvH+x@dR$utZjM
zaLBcQxAnp^!@>%h57_ZjWHk(avm3!u9cTRZ!<e*roWW{Uu_)DbY3F__t6!PryYcxm
zjiF&gm1Uu7yrD`mLs0RZcE^w%;v%aOHCA9h<ENzti313$Y|HHm5n*92@+v+N4ub6t
z@?{mn+$|NxGsemKuN(3&h>Mw(-uU=k`}KhMOSO?PN%8V>tU#OantmN3<sxBsx#Y9R
z6%YS?=|qEwl&k)S9UKx_Tf^V5aPTq|w!_+Z=|zcjO0%+ly6w#xGm9IgoKD+ycBeFp
z9GZ;Wh!Fw<7xke-q2BI*s0Z`FE5o|O2DuQN<7<h?vOX6B7Kt3h5^eKW$>iK&3yYgj
z264c$1HgtrsNZn2&FP%>-2r-;oT-r6!-Ghwmr6Z<u&np|9mD%2b;ef0YS?c7V}o=4
zj_Wnv3l4KGDXXd(9tTo$SHW8f$bJao4T&`jK!2RoJmMTlY-$5!%)|?X%<gLBMCKr|
zjufZB;OLOiE^1NAMVvz<eE=XY+6Vg~@?=k~e(w*y47t-0_`4&?h7q~=;MP#MybeqM
zY6_|5;E$@^?bM?bI}X#@pAK4LLx3`zbP(XMt{ibW2^9;;lZGTJ2xYcj`9r{j2~Lwu
zu%huc4!90#fEDF<&pNE-n6GPKqM-Bz<-??@d$Oyn0r`pKZ;0vY1#Astix2bG{%v{s
z&oaV8|4SL+UY&n^_rf>%H<G}6-5-Q+)qCFS6o+{{CKn1pTvIWBKAT}<Sbhn*_3q(b
z_FMAbX*F*0gn$7cKefl#oSNIv&f~H<3Hao5p<`@I0V23#<cbuaQv45N!JnCCh41{E
zWfqmd$txROccK1*Z@chX`ufGsSs%xysS1mDr&JX127p%*7YF6g>v{3ZYu1PRE^%KN
ze5Z`AJfi4D%~W5Q=0;_}q;V}{R1}o5MYV)l!fbpVnqcpZwWq}cu3oLOUYOSPMy%nw
z-rxzwuiu1-@9I5Droglk{uAas9CM^D9&X)us9WbCq*NHQP?Rx7`rQr`jk|XFqTChW
zVA)%6IPgVN&qN>>oP21xxgXOztR=cWJ-v-`YU2MzTIeDZFg$g{yZ7KCbS{#weW+_y
zrgB>K-;DpRo|FR06bR=vh?JpiayaaX=<ojhw#Vc4y7J9k@6ryQK`?4XW<h#Rn|u03
zR1xRfk%t}70{AaxiW2Ix5S{lY83`I(P}H;BKO0#P=B=co!-(Z;(A^X82g%$b+b<jw
zmodesXO&+=0I&e?CW^kHVE~@LQ}f>kP*!*4-_Z#&#x%`=U;g5}w{Brd{epC&acJwl
zt18<@AKIW9(;L1O^1C^EHfd<Wj_e`GWgvS<VLK@)(wnnQfhad?Ol8p%v-3Cf?w*8L
zHHPjBew6W}6HYR>QE+;_x^LS9V7Kr}0m$o<ys|K^BS7o-p(FGedy$zK=}RTKm8Zpz
zUXa#Y%N_da!g=YCnt!I6%T8I?3hgVe3r-RH+~0a5&vXYSs~2m|;Xx`EM6o*g&;MhV
z|IhME|93LWrzE(s&)}8(r%pCd%<qdc{@FeZk=X7??W=eZ*TGqOMK{^jNr4=jK!sww
zMz@jk1|b(DZ2^xKu?tfw;q1M<+}#yjqi(*%hqC;xdiOggrl2^Q;A=^7!f$Q#&z-Y5
z%6b2H+jlMRt9S0DM_xN?drz~a_C2#)XU4mHrAzmQ97;YFrw{6tD*e!)QJ<g+yk}Y0
z%_o}B|1Pd?ikC}qvgLZz_p%tPp7nE6^4&x8xSrPGJ*z@b7GWm(uCBAF#I;8lR`)W5
ze)nvPL#gCxtDOO;CUP+<y{|Lqf2OwU<eZSecV{B0!X`u9ssx_ND6d0`%lN)n&=5<%
zyO;YWeV0piKwCfELUfpj0%f3(tCuup!MMtaC<l$P<1cvws}3uH%+N@n>h0Xa|6@&g
zhVA-18^f4R|7?f#Q(@g*`K2L;k~OODDIhAATxb@$qMWA?Rz~{!NLK_@j(ZivcJF4z
zv0THhCx5=NB{M5aQ$@vZ{0HgqL>H)A4M|r9C~ITXNu0|Y@qGfbo-4$^)|@D}#f$7J
zLGqfBXo4Uhz7x2UbZ>>+x)o%QS~_A&(wxzR;HGd7PCi-&hNp76i3X@%$aUqYP(ANV
z&H-0z7%jz#S_}G~y`2@9YtUxDkd&G4yX<osmC_h<5j$2Qm%jhRlwG0Aebb2JvOymo
zg{O#=&?YEPj)>rk<R5@IMh#gAFeH|>7Zalq0@xV|?E~^SzkMAi=irBuqeeyp9~iWE
zpgTB7!nHZ2)F42^e1(q2io9u?h^U8W@T(DUww&lFB6uTm={wSX_%2SHAQ|Zo?FXKp
zXJ!^bso)0-+Y3<li`3LCqk+y;F8TKL>CM-QN4GP#@8Dz@wH1-qN9x|AnVtA(@dQ^%
zcVFz!b_6ts^0KAg?;VJa5!}9=)QNy#7Sum<=nA6sQkrercZY8|_?!p=ko`yURY;2(
z7M&?r8VajxznL<|jNhoX^J_irTwH(R1D)9he3zRfUj{Tbb2|eA!=dBHC%=~>?nE`Y
zu@?-aI=ZRH`w<G5$J+?0IPv6TPFO)IMTp0qGzzv%m8w5%?y3vk%!dCSd3QGGl0oXN
z)woR5nwEfTJ-0jt=f6HgN!g3oex*zAJRLLtM`Tgcdy~I-JnU~-9q?_<vl0m7y2f8K
z5T+)ew4P_;3O8%Mh2|wbHr7M!Q*V2YVj4vcO9K4e_AO6ZtVxQop-IcL@%x!Hh`-k2
zpbL4Ns%know%RCJX71POJkM6OiI1F<ssaL|pG%!n%##~QKvi<dqPGA(WT*nKe7}~?
z?u{I(Uo+^8&^yL->DZ>Q*FEc4Xv2<BpSewMus*0Y_0;*H-?xK<OZ`n|Jc<vW-ydQ=
zOmjbQP5r}tjavqeik`(UUe(o;j(apM{*XzJ_P1@r`S+!^-NH<&CCnHjt#3Sd@ox5`
z+>aygirN!XGXmlp%7b3p<fxc?z8NQ;RnPEOuQc>bt~gw-`mySX*z?5dlUJH;T)jPi
ztr`m7eIrog?u}K2QK()2!UR{`Rg9+_+~_gEGLYXiMsh+96ZaGe>_L>GT@Ar7U}x2}
z%AWk3vjYDMoiCqvw48@50h4}2MhAYm?c=Bk5rCqbcON#`z3sbUnIvWE4Ozz(N%;m8
z+EqA-9MitS^tx%=HacQVz>s418=`U~;~XT7iG+IrD1Qr!K*1ZDL#ygHI86&bfhiX1
z{KBZMY;qMzS~S5gW9HpBj;Fm^qc|8pXOOS?7Jhk~H((5IBUu3RRWGFEPM#fdlcoM-
zFDH{b5n7UfBmkQm5nIKxv2a^d?ICmX@hPFlkX|6>sN0#h0)Cf2Tp&b2q(qH)#tCFf
zY`A~_JfM5{+KFc$TNKe(w(kazNMe9|7QSg-#AHd_#w6x`)TX5(p%89TphErR9LB6g
z=13AKf#_Pw{Vo1?qM}a0sDWIw?Zg>@-q;h!UnyLWb$o0Tew|o8fEn(!)59i&2n5ge
z$YS1UZl<~zxuCW-S@hg*6fxpjd+m;u|Co#H+I3NJnVHN!K1f|1@dNfqQL_7Lo|2lX
zY;PVt?s5G1aiN*vu2ETTZr2ai*G`D9@9iI3bH?eJ{daw(6SO}~Ybtgve7RC^bfS)n
zDYU@SEA`##w{g4X=H86oL_EKBN`_x%Jf}bom$UjVYHC&9*^rmFw?CM<r*rme?e+j;
ztIG0H6*cu$sLhp#OwPPq73Y35M(*xGji&VNA5vOW1R|ALAN$2tJRcwEFf@O6Ho~kJ
z2%vUw^+}h}wIL}f!nc|dH^XoVxo=8_y-j_~rv`*BJpRI#mY%-pN7yD=5&GWV3G<}%
zh7(GV(ZXyS^2>|K#-<4&7p}JJ)zsc2DhAoYD?^jciM_lpX-iUSJ8<l})$oF|1(d#$
zQ_L)QfB2Tx0!>X#(%#IRa2N6JWOKoc4{r=L<(cyUJu{CC>5(CcgoTFn2);joawnpw
zr0`=F#;rkO;q1$jVQ6t1BGeK-aJQ-ppn=_L$iYsKKWKoFCh;}zD`}v5vo%%?>ft|C
zt8?Ik!yp(V4X8wV4Nl9xhU6WQYt+JXfa9*t7OljI2iLnsx1-|X1SW2`_KR(HcV^$G
zW@J>yztGe_WI+|)dIO<SJn!U!m$q%AWn^^mx@nxQZqc=g>&B}j+otCD(nr+$FL?>d
z%ku!pyY$zup6`jZyYA`e3sbYKU*9^~rHj(zw;u(x79$SEj^%&AhdA89B+hsIHAmI1
zz~Mt#nb~D@7Z<<K(oKH-eqY0X<3LnhD`&LyaQ=sLP5Q3a{C$-g#|lg{Qbc#CC1h5)
z#aN_YQO;6#@~|?Dw76{H?n)hQk*u6xah>4|r?u-r)dkaNs`(0YmDrcGTL+p2L`9f=
zoX@0}i`C)rh=_cc<Na5-?qLR_(~Mu<vJ^&M*aM#aCU32#>-*+`yfj;zxXcXotQdur
z83zvFcf2%tVk2W<(&SNlbKcB|NSwWu))IZM!xF4N*x1*Y7#qhQE2MeZ<r;PDtu)NC
zNC(qR4ob3E;olI9O;!NjH}m3W4lmTyGV+m-R<g1$!+1OS<Vm9O#F|MEA}V50{cC*Z
z{2RxD)dYg<A;l(2Z9F}+z6d_XF^D89{nW25?PA-uRS`%Pf>>@CrF63#cX9QMjoB8y
zZ)sVFCk2I5x8Iy*9{Msk*axR^pxH#}sTzb`LVk^Q7A+ke7teRtt3acjY2U(m9ff4K
zIb&_J8m!~=g*&)que5X7%zpc(j3~@b%?mr@lOHM`A9ivKYPGAHf36ZWwAQ@Tnj!i<
zkjrt?8oh_`^ZnNM=%vOY3Q3xSZLoQIa~1vXiZs!)dq$fN?ipeVl~tm7y+W1c@impx
zI__#NBdbE1a+Iag)3>>Md<<)*Z?gFD&i#^VwE3`IQfj(JS@B0P7pZjN?dnV41WN4j
z8`L=WMt$qR(L=`u=5EZl<2iBqHK*^|94S>)QLq_Dnp^zS)`8l@4;JiS<j4D}PaYe#
zJDYEMe&pjB<iWLFtvkDperM&EzTFvxqaPD%KaBijZm*A3?A{XoEqJ&NEtgyH={8uF
zpbQEmBh3%VigZ$sft2YI{(Rsz&|81rmsyeg4H63t?5?=DR${)v5!vd+l(iX<6(8Rk
z{Enhr59;Y@f{4e60=|N<Q8?cb(bFU|zvv7F4*?2r^|*g71oDEfivExFr1yr5H?U$g
zohy=*ltkM+v*po0bK%F4y#Tc4&<92eYNE1|^J$LOG@jTcvmpNS+qd)HYf_5~K27`>
zj3e3Qx5tXJ9z^eRZ5xsG=dk83$SQT%mWV1*LnEW2(%Gk*al-8?nH#YEARU*P)Ul~F
zgk>e)@fN0{5woGHn$IagxTueaY9w^+c9F78aWCEZl772x^!62^K9!QH3&uyz=k>_{
z>f&9=`gK`WLShs@A3s~skVTWmx~y6|@#l8p1<wlbFs2?G{qSVCPu=j@5!%JMZ|uRr
z)_i)AvN)NzxxZGlK#~V7ys)s$M0QrIV@0&uiJtLU<5*c&daUM@uYTwRRq;1wNPNDh
za6e0!`)E@t`^%F#jf!??=DYaf<|F96NNogo;c9da_2nHVF?MKBL%y>g9KIyL85_Z;
ziM!Bl68yb7mxvfq-%U<axCmjv=8|(0EuZUS2#$W&ix4pa(?G2IHG3!6UU1182M;p+
zi3EgU4BbTjs?Y40pk_yfx{#0%$@?z6R5q3`>#>C6xWIekeI$+(LkV*Y3iFalUc-37
zdjL~A%jZtoUUz?6-?FaFR^<!$G>}yxTyh0+73&f*%QtEyoN~NHJ9oVP@u`*)LlJfT
z?LPaDWf&)$&ma8VlUI{nP`q~OS{$e99W_M8^_z=^eST}3T4OlazdF3ihmJnu)8$d_
z9X+<bzE7Iz4O2J7H*>S_7xIZ)i_~9Yk27mND#WII(VuS%v?ur4N2w&3ETyfZcLrn{
ziuClK4t~i#x-4CKNrCn9vYZnobk)#yL7LSoi_hdfOp2!p4ZV2=2hgqVYpQBpR#QDy
zM70L;_e`Mzm?FR@`R$x=WdNWou^g|gRH9k6s_!jFi=Z2s?8)3iQl((4v`!C-SzK7i
zzBun(`t8+*l(aMz4-XkaAYHyp3F^|$Ft&Yg`O6J6F-;UOfcPiF+6}JV)VRppUW~j)
zSu*M=?bt)^?;TTXw3Z+WX;v1N%lOK#N2Zp?ZCs~xNZszz&#fi)nSpHx)17*^r~b3O
z?e*g-=EW{mBYRBNx%r}morRmtFVnmq$LGk;hbWkNDC^p0=?xsrOiB%JEw+|*O0|~X
zy#VMQ$seuPo!x(C->&t%EqqT+smxV*BdRjJk8mhk>IOA%ToF0eiOV8c^}G0S#ehI}
z<y75Mg?eJMS42d)noW<FY*?Wtz%L-e?OfD9tGC`|tgLd!A)3^<#wJ<2HTr={Ur)~X
zJ|)pS8SK8$b1?Jn>)Z8na%WV6qw~jug;xrajMKlhJ8m5>I4a7CN<sLaS!(na2D8<U
zXlc=U&A9kDe#rPJArZ%4agHmsIO)|)&GFM}Y8&>ATo0Z&jRM~qAZJrpmNzIhP7Z?z
zr%+MN@NUKLV;6B6kr@%nzV8Q*E6T`l5ibtXEqI*uY+s)iCsdJAqumdD0ok7(*!kGe
zC5w-G_@H^?$sCy*qS8NbBLExDL1Lpk`j!g%Nv0O|;5N61$Tfyvq^G~%UvJ<1%U&Nt
z_j9gOKWAqvM((BA?|w3&qocD914jE_)V;mETz6#&11?q{5*i9EHx2#HwedMQtavw~
z6A~H_#m)1sR@FSZpYexoSlEYA7qm0`SD#eBt9=#Pw|oyr%{{)pio(>Ymb>m*<{#M<
zrp?O5MprrNA|=<e5IAJ}hC?|!Kr<n;nCI+Mx|2CvR9E6@8Oyi}HnVMep3ryb@cB0d
zN@cNTS3U%DVY>^^bXPy9PRIBw>C%$(=8uj2*#mqPl8N1e#YzF*tF|hi{uoz2c>lYf
zp?;uR$JBH;y`t|*!?4}@CgxXKPX}lTsazJPsp^%scqIUaX?#yAwp^$0P1}w=pk-#(
zaMDL|bKcbS4|NyAh}sR6S3h>d)JN~k%O8ULK*Cyr>;@<dar*Uhy|t?>UO6=lHAGQP
zI4q`13CQzU)y1s*(A3Dik@e=wmm3{Q_OUkPs|m0Y?e*!iXZw&XO9FiYHY)J=4&p93
zfwPkIH4!ZZBxHhsTyfIkfIG*1@IsDVFG?<^AS@LWdO82{Q*N%fPK^9|9F+x)@#iVT
zKaF*Wv_>{HH(O#IlesX+X#C_zuah0FGt!6>^c~m|N#-XT6b3w8RD}11Q~vAOay@)4
zpdN)QYe~EUsR1Ph1#EKIUb2up<bgzdip14Ah+Yv5N}{H&Xe8uhu=Pv~2$oG89micp
zdGh&JKj&lS;qH^ecAr2%U@bx>z>AuinwgaocRny_-rSg9;{Fm7j;pJyo9Zu)$jFqI
zrhXXyq!$M9;n7^xP}#EP3eW&G5q~WqU;+WfxlO%GY++h7zSW^y?YH?oXJO%@fBJ?d
zM{V@y`~Lo|nwUl~3MvWZ9*cQX)4~^K&NI7t`r4};c9Yoq5l!2<uh1(}eDrDZ&0^$U
zM{b%jp?P5^t|A)Nk)8Z>2efjGItSHHof5>GOizEaU!|e>jR^#?TDsaA)+yP0CbHIn
zr2?cx9&gOU0%5e8H+iT&xa^tlsS?5KttIrA)Ow9`F?L)@29_<E(ZhFc_skp(Q&Vf9
zr=zPP)DUv0Vaoe7aGrdmfYXsJehWro{Mi&k5tNe<i=+OtXKOm^>(^i%5X-Wa;68NZ
z$goSD)}HItexyV;JDUaH8y7Qr1{F}ZdeXgP{>KnRb3s|<zuxw8V-o=~UxO7<|L|dd
zgcE^nu*7aX+_g9=ehV{$8~YvP*o5NT{1a`B5>J9{0YUj3*mjFg(cxHt4+1>g&OnT~
z?2^(yZawX|0%QKQu`OL#oTHwm1qg9o$I9xk4FW`gppCV+Z=Yb~zS|~o*d$9ePMn46
z8s*E-I+=%AEz*xlOBa%Y+^bLSe%Y5^R>_vi7$4>ypH%vp(*^%bMewAlSw-WLWbm=l
zbwAs39o&vPXVu9ZJ3^IFM=7dU^Ou*oIor_L+7hIqYu$EsxRaH&6RGZu?_Jql-<@S3
zodkJ#${W*KjReA8&!~R9*g4KYF<qb<6)P_<A0OnT5%}%{0lAp>hAc@0zqFg)&y@f6
zlD(iy$%+J;U^n}`Z}MZ}_0GR^>o5w)$fv%(hikpK6yGT8#l!VhndTAYt-zS<rSp6;
z^78UFeCjqg<&`IKg-`>Q*n_W^e%RdHKtn?lS0j17x=`X+TdRR&p-LvLU#uC5$2V%I
z3clO2B9AG5*Moz%x2v{2G0E9%kV@mf`sJzRc$I}rU-`!d_0uv1TQg%=;?G%Mw#Zs1
z^qGK$5*hR{(04m|={=9GG?JF52y+xx@Pr-_y+SL{)DqDi*qJ|VBhh3eSbD+a7Nca1
z3$wb8RsHPg!mS4PeiYu+60!-`Oa)Kmxnf`XA}1d00J)<t4#(^B%P-7WxneG9GPH1e
z*3$SPMOBqIHnPh?&DGiGfV!H8$Ab>({RGV6l0SyJ$F5;+zFU+co~0$9XWNq)ekK3B
zP^<s!&F9Y&RW)=bPrLSegoUx<-*KE(Si{6L@YSA>UQTJ}wqqZESyQv<xT>rqYuxLu
z@x}1)8(LgA7luD3?in4EoSL3Ke`L>1z))X3&)iC`sHkW>I?8(muX=39eAy!^?Rv3B
z)tjfq*Tc8UB^y2b8aSEFa)Di|ABl({RzXN@#%CfUB6{M3Hs)riZ=*r(ETR-2LB9ky
zpt_q|L2b=iX<IwHm+&Q%G-?Fvk^)Jw*w~33rQ#kMYHBA)8g;PKq~D+lUFb0N@#S=7
z4N*=(8PT_A_&3|!lKll_tt|_03h^J|m3;y1B!q18@b(rg5;O-8=COw?UmXa>ODc5n
zhMt7JjX1=R=+@D<ml$So&k^|uVU<v6?HE3kP`K4%z5JD={Yt!%Y9gv?Lo_bM>8qb7
zln97qu8XMZjmhL}*fI9!N3K9Ja-5+E5fuq--71KY7QFNdid|<h2aW+jjT=rfj!=Dh
zEX@z)oPEzt_+^wJk+IcM{9ZOp2PAU^lJuQ`CLB}u;Saw6{7Upg#LkO<^+=vID+%(z
z4U#<6)Y2jd-52s#YCu3VARL-hHpBW<pz!m>22cB`pR2_A6zAS>Y`kQOoQ^}@>>D;P
zKm!M$mk5s(75RYYr2t@vU0xXC^yZ$0s1^vr#oyzFcNKm25uXI+Zkm-Vdr6%(1{-e@
z2n@93+W13&gG9e3mgPA&Wr-P7VB5Ag1@=ggXSq&n(svs#kS$Dto78Q$7X$>*;6m9$
zxKP&ob?EISS0%~1Cj25CB!pLhnS$i8#zO%~ELMWI<ol*hJiw9o4~up+V*SXb2R9lN
zID%qg%%IG%Xk*uZ8V!r@)hVYI!COG~ne`k{I7~}V@9gomKYs}075;v0_9m%@V)frv
zJ=}5-P%>{FJT2of+kJW}sW6bzXO+!x2d?3}2^A_I2y0S5v5J|8Hd1>f1sQ`6It@JV
zPu=SGBB_PU7Dh&q_U-5_+fli_cu#f>(G18+;Mj#FuLm+AXyI95G+D*O9e^WB0Do0%
zO!>UqBim++a0(~4i*nW;jN$_gFeQ8j*{p4Crcnxs_zr*$Qqt3(wp$n(HJ_Zc(fm7-
znzxO#sK8f^uEz~n;Sl>;P=8vy(;(Q6<WFN}h>we_EU<^<9Kbt(R5vdqZC~OKe?tPk
z+Y9i3^yB?Qclq%LpIXBIHa)+PMJ@{|_(C2l6$Oel`Y^2kNC>GEmlyV+MA}h$Bw3R9
zeF-coHoH|wh{Sf2&xz!oWBn+dAACT%m@wGWQ7|UH0OD&O9tr>)%7`4)cadPzl`B^g
zb-cFrHIvnPUHv0e8qvQBvMfKOjV~o`nV4$>8efB5mP9~X;&DO|5QU<ss7UmyBq1EO
zGQ5~}489pgBwn%RByidi;;bjqdK_A0VL@hl?zl8}D5fa1p+B{+t*Z+>BKiv1U4+kr
z2^o=%iv^=?T_J!>nj0gZ9mYz&NzQxI4GsU~^uFfP;&^Rl?u=`Emy2$-dj;*n2dqL`
zLT2}`x2<Yl&)Ug2<3W!+6GW;P#x+=<ka}?b*Uxi^=kZs3+^G|<zsm(rb-pTN4E5nu
zLoB!e5D5B;t?Ex4dnc<*5gw1=V4A8w`QmDRf06?P1eE_s16afO{}IE=^0${?i1tq+
zt^ga&pFhq@=l4f;@qgDJ4`^b)YMNmzAtB-MXxQzAos?>Nvr0k(l)fItvR|q{f6}70
zvl7a~CX3Ni&&1y$Ow-RwRTc48Ts<L=;Ddh6fQowMczuszZkOw7_`Qp`#7_)=<AHw`
zX7vt3!QNU_6g`_P|2>6ntEtcxmKCvu*X-YWXGiCod)iseeE!r{E<fYprn7P6+u9Jd
z!bSi62=<?Ok+GxJKzQxKCZ>P!2QJ|c9Q^!A-ehAw(n_5h(C9o6d8RY9?MKU9e963_
ztgH{Nw)Mvu96!WVl-t>U*}rkUO>&ZDDzx=e8#!z)*x3rv6zmZwUe8-l^E3ggUKJ!6
zz5V_DBWbszP8}26lpW35@E*zNI6m<}D1bXf4Z?r+piI3Ezy3N5unaW&yTMqzdmvrk
z*t}_{q}}IT7=n~=ckbH7(tYtqXmYxmMar{hT#yd|Cm^{5C~Sk!Nx^)FfX!;~i6Kxn
z#gVqo%vGIKsN$>G#Lr*Z*v!AP0Dc?Nlz^*AKfT$kJv`V>rm2hB?3oi4nQO~tyT(S+
zSXevnK&y;`GyzCiDJ(oZjHwZqc+{E#st!}Y6=^^v-dRJAkKZPlW+BKs@W>AQvcsY2
z6XgVoTZq8}8ccb^1Ea&HHde47;+VL*?~?3B--YueqVGli=0`IDzJc_QNyS5nTgLbW
zG@ww3EsF(E33^d^_FepZxLI&#Us?uLC3IOhvqEswk*pAWIIBtHX^4%%>Y=pgdpcY2
z<XB>Sz^hDJGvIu7f``K+ElsWI<}MF<HDpN1%Xe7*2BSqR<Ak?lVqyZ$PD@K$iQk)o
z{(<kSGTXQ*5C%|FATn_R^MoIR9ZDII%(kNt4UudTa37RP0+@CC{3a<46nyO@gmxh>
z3DXwIm)r$`3~tR+fCC6aPB{VdCs_<tw{~)x*dI)9evV9Mm|o)Jso;;<4%_9x$f&{U
zfwX9>LGdtm=I7@Fa3<3YvTl1uM%fO@ZOX-KrDyWIeerwkPGm;Fd7+7V3Lp)Fh|urF
zJ%hG~Y~B_g`J#tx`NjwAGm?^4p^B550weDUNOOQ-<ObR5@HT|{B$2P-0aU{hU@tx*
z5>gS9DbAXYpLC<XiAfO93^F6&GA&I`SGBld9~w~UrlBT%{b`#5KOQ~c5YIfmJxWej
zvAFrq|6f((3T|$0geZS?rlt)m$<7F4`CJz~eD=I^7{wS*2T>;>@di;fgpGcAayO~C
z&@%}wWo+lByE1+w*z`J{Dm+J3Fw?~ur<0^Z;$guEqltow<a7;-z<+$RjOsVU&W<;!
zs~=Oe+W*$kJpLBH;y=AX#poz$T7^^nwLR%NK`Q&+PWP!EWuYxwNQ?+|%eCO(HU^yX
z&JWJ_zp@0XLq@6><ybADyI2i2@Tbyy#F8kGi=way<_q#OK$F~N?`UmZ38}|7<ba>V
zMuo9S30{reXWwyQ#LTa@-GXlcP$;+k&i(r~CK^cNvG5w%OjcEd{2(7;73R~9+2=SP
zcl`PLK~Y7xcM`aRGqT_k22M;69zPp28&G$B5ttw0C}S>u-%o@gnCp(D*CGv!ycg8e
z)Y&8=6A{T!>ydPP2+rj!&?H<$hnuU&2;`TTMQJdG|IY>XpieOUD&gzzhBy=bTMWB*
z?<V{TgnZc;_l%<o@h-tqL=tj9k*L8cOQ=x*=q0i&tYJg@70jswzKhY((Lsx*?BF1V
zC}$#2gFU}*EUO|AH#gWn(j|rGxXN0B#JAViXEhH*!}_&ur-d4ZqwxZ1DXG4`>g$ES
zo$(Qbl8<1Vl!z1YDdK&I7kHw0OpFZSvA#=tN$@K)AA*ogEG;dO2%#Gq3AMJE;7TmL
zDR|=xmTmJ*$xw!SB=bd4e0=<b_aUg>+GUz_)f}X4nuKvZk>Q^J+xR?yACde45<_uI
zVTOyC0KjtKu#B&^g@p$Tc*o2<$ZW(|*u`RNAyGs)hQM{^|HhkaKg|{roWk+vuZ@p?
z7q*O2JRKyn8k!$w3jRGJ|068|Ac_At*8q=SZ}~-9&|paG#S@BZk{Wzo%ph>v74h5z
z1O%Kw=nOd|NZ}6tual6t=tjBX;HtNr5_%-H8`jvSPoGHWI?^;Km)Gw(+XE)%6)?wL
z2;7I3k~qxmzR41l1SPyg6GcKCP#vAtsSuA(Zf>UCk(HPCPbw7VCL*uo-moEFU%2h3
vB=p@GtVgpdJn>TCnP>WYnEwB4+F9aD5-sxaYQFDB!GHFv>#Aj{obdY}Y`;+)

literal 0
HcmV?d00001

diff --git a/_images/e40b7061e22f7fa1eac10adf5fb8ab9ce110a4ccf46f31c8c3a09a18dcbd1670.png b/_images/e40b7061e22f7fa1eac10adf5fb8ab9ce110a4ccf46f31c8c3a09a18dcbd1670.png
deleted file mode 100644
index a04f84c1fb872124e5e35b0d06da662b0a46cf9d..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 43304
zcmeFZWmJ}HxGwsEAR#H;h)PNrgmj|_NP|dsgLF57Afgj6=nz4=8xase5CMsgPU%MJ
z+V|^RW9=V%>~Z!w`_CC`oH>S5hv3H>&vW0`eZ})kRYidipB5j5LJ{7-C##M^VWz?_
zbKHyYH#LD**5J3hZgRSA8cvpOo+d69C}k5jXL~0%dmB?`4+|Gp8z;xxJa>6+-e9(N
zb8~hT=H+$x&u`#ya<Ss=r`fmyAA;w6?~yACMQnon!pN1#u|c776Yk4OX?i8EO?Z2e
z4Yo*ZZJOI93K;aqq+}8@543dcv^dPS_+E-+*6*bfq(skZ*HXSO!)HlyF~a(T88x0Z
z9a1%oJrd8wse`SrE2oxDuDI`}oFw-9IO{U*eZ|M49NbeqzqhP^B)_{G_x_up)j~3<
ztQxtLEc`d{#k_k0#RC7;-R1MTOiD`n>Ke7^v&hKEdzT4Pk?**Mckv<e^?$HJ+2G5h
z_d}ZF;LDNMny2q0U;oE=>l*U)`^Y~xkWo<~`r{*3Wk2$BT=@!%Z6AD?UhV#*FR@P}
zBmCwRXMaB39NN3OD}KH{T$*)%?}4l=cWh=YousU?-SOVK^;i}63kH#=YissyYs01Y
z_imfCVEtJe>CY0qawX&bo&tP3aVVP_m&Z&CHodqXb-qsV*YR4{QvYKQ(cj;1E0-0E
z`yUw}Y|SW_Ik2$UGI-^s<Wh`%@)rpS4ZUgI%S=EgKrmMAw4dv`eAKqPiZ=Vb(0$Nl
zbQZ!W=3_iw^F+vFO*gCZ`t93faK$t<G>-FjLj}Qx#qByq{_~uVn*zi(>NmyzY)&z4
zZ*NnJc--*VoLnzeZZwR=zC>w^E;69LX^J&FH+M7O#4B0Y9Urwd6T!rC_b!c?@7|X%
zJhGQ@adTB?@CQDZU-y!Qo?z}zcrqd1Z{9)Tx7Cc}F8txP)emNVeu~qhU74O#v72x~
zC&yFgMVlHjvTptGxNY02oTgs<`emN0$@!fA?&ZZFDZgo0B~Jfn6c{xz&b7z34}8>k
zvOOy&dc0O%GGgyOs-vYvp{S@RdiE?67ey`TNPm%-@%i-!ubFvyiBZlg0~`g0jkNpY
zuEZA!X@89l)o*@^cATiY0vFLEaW4AH<!-9)#$CU|`8SNmr*JzZZp-S=X>MQa5&cc@
zBl&J9hsKBL#{J3GuQ7DnpDz$k_bD*7&9p|`bX`!2-R<h?+WtcJaJp*DvGvb#KPdx4
z%o{_WZ&#U(*7v6Z+Yh$qo-BN)5j{JYyZ7*6gnU+W|3irw_^}NtJv5|!$_m#qwU^<W
zO!f7X54r`XA~V^eRB|*L=3a<=3BN>DH(2jH6GBZz#kRMKet3h6%QazhqF(2DbTnDh
z!EChNzU%a7jGH_>KNg!>TBLO*;D4n?O#!p5#1c33Zcsk?{`Tf<+WCo9X<6A%ha}dx
zZ|kLlwiF64=s8r9h58Cbd3aRT`m!RtV72LtL@))ge{E}f7I@U3HeOZlcj$tAa^Z#y
zvDh`_?>8HMzsUb?S{j+95KD<eK+UXIs9n9te*1R6mebGo_h&m^U6qS&o8@#BPML*U
zYRiy`7&=NOC7mc3p1VJw=rHw(K{$oz^mrc!g&Pt?dR5*SUahkbJ>#yzbL!yfX=C&p
zEN)b8tx5$?YQT|={cuV1+*HEY^T^20um`r`@k}@4Fn!@|Ith`Bro6((*X!`uwsLg$
ze13jDx1iul;3+zA=GV74#$yIPW7KG+-J*}*@p|<I)Kemcm8yw@1Fz!tELC<sSi5Mm
z1jX>}x%O6LzUjrZz&)P=3kwS&=V{bN!*3Pp7<rvdM;jZC%VcCvHpcIglauTJzI&CW
zZp7J{RE_JGvrvgyI}vP>sr9<A@Tm>Ie~28wzIplf?NXJBlG5|Bxd*|enVFd?$MB|F
zKL=kZezaLsztK|VFt#=S#>n*KV4IrHI7lJI|9EeP>HGjE;BcNww@_QBmKm4Pz1VR-
zyM%^;VO_gu&=$js@u9i-wL7#ik00fzq@Yk#yoP^-InPfHf0M|O7B`&<8wQ@b7q{E+
zQIk+m%)7&)>W*rT%cT&8n~92wLawy<x3%Ncr-`dxo%1fmW0%is<jYIrU%#IH@{9}>
z)SvUPb=ggtwcc-M9#+8TxQF7;KKUP;PBwT$9Sl<cC~IlSDh|6ZcKy)SQ-d+Ke;ErU
zy3=v>o}%K8UXDxz5xS9yC3EO0@<T_V61B9p-t^qikF`h(Ji9A?e&YH)O=4<2zDkqw
zhHg+^9_Rb)Y?H&C`Gdgo&GQ-9ZXVoI<yOQeCnqHVr#`Ufb-XPtE#oS3N=iru2L~M+
zQ(=`{Kvg)54Xp~Vk5%KK*b_R1cXuw6su3E(y6Sw}ZRxi+Vs-F4?ff}xOWzY;s55F>
zTH(B(4y1Rg)+Zb3L_9ZS_4H^{y=L*o-O&cRrKZ?rWo7#Au=TN|oa>4B+1PTvec&h?
zTOV%lE?<Q`(zei@L`q5dbj-27dsTR5W@ZUp%p~A6`5bmw?ELlX*Oh;2vt+)0A(kpz
z_?^ngFBoo&facbh)t#^~tg!HKld&oXD3!8V>-+FfgW62D+0m=JOQV%s1Q#zD`Yc~Z
zN-VM19}<)?lo%neEoMW%ZMlZ?v*VZF%&G5KlL*)k2emW$5?oby5!P({`FOJ_mWV;P
zW?|7@>D8-OUaN)G&QJo~RtE6k=KgMpH%0+8irGIGeW2vGULY0?Qp=K`2|V8q?EB>J
zOHM^K2m7<5r>7kjA#GzJG#Un^(Ud!k2^<_A&O8h}ibK!edPfj=_B#z}H?TkiMgs&L
z$CoNk-dUweLG9oE`GB|Cw$gNawyj7?IwK=Px5OAD)n|nRDa^4FXF?YVsDpG2y|JAd
zcPS~k^};;XM@>d6Y-+r=P2;e7V29s$REBklisy?0lRs99N<^*e;w*B7b_ScTA3I9H
zLenlbj46Cvomo&oU}9pjG}$Num0(%kiH%gvjyW<$%q1u?H~cN138vzM2aQB}EG(H{
z+wJ~09ldz_-_~8y{=aMKlak3QY|xJ{=Jbz1L$@XQ6!9^8&i8Gu%}uXKNm;e9Zp#bp
zzG@HJ_W3H^{D{f;x&I4j;r|kB{P+ClwoiWc_h+D2OC2YKt9KfG_oa)`XuHQa#Ef5%
z!t>>e?6qsxjQ=e44OclNDKr|?dzb*&SsE#4laHYdFaC72QukuU^1b!O#R}Gop&0U6
zrOm4%^hD$o6jww<=v-<WNFNV52L}h^5)(UZSdx&EdT;&y-TK(65h?apg@kIF$L{(a
z@BxTp3_N+V<R-i}R!w}{@_UeWej6Y+3>4rDvY$VHZk_z@G25DM9)^PUw-=3+VLy5D
zB*y(-A!Df3)tl4=Z~5&g3$*QA1+&#YYH~L0baD}-$;!I5(g-;-mz9^7daUa;Y_(h>
zocs~bp)t<*F!2uFl;3Yc@#D4II$M4Ki(bXYhao#0#pk}FiS()A3L7%0k-b}?HQ)HW
z1TJUw;pPuUMKJo{zEV>o9F>=n!k8SZz#|s_Ly}2b6Z2J5S2ajENub&K&Mg3^eS`|E
zaWjXDX$ny3SXGiEmzJ!Hci~1Uc@3YJnzavkk0m4|Ed9)mUfq6mRe{fY$Glqj*|TTE
z^`1_lqXFfnTlVJgbF8O6ow_?*%_FS>1nqYFo{EZmwc|vI%e>+Zy^0RIlpiS~GWml;
z-bqN=foD45b1OPJI-`Gid?h?0BCDpR#)Pox{u5^eOjla>e^72^OY;i>%;#nB$#>uJ
z8XFth<}nTt{pauRZkIaGNRRuh7RHPyVg7~RmCn!*<xEXkUh^6S7>wO@TOvvI+qvHW
zP>1@q<@2#yDJqM7_0Z}>eWX5m{6+8sv)Ry3rat)#`5ici4oN^IRaaN%a~QqzoJnHR
z%v)L-lZakuT6=H3dWr=ww$yR`qnpSmpcb8jUcG5Mz-~WY(`PoaHPgBc5ARriAKLZ3
z`}dm>4C}U}3M(rkHy0PsL6I;So6487)8p+QBAe52`MQ<16ab@w;SJ?-5akTQ6U0=>
z86H<=hIwQ8{f7@N%WgjLRu&c+fW8)e()@Ptlvv4ziVUJ*nWLMm()@?Cay&ODz1Azy
zCEmX+pEHWl`tGeY(>XOX-xXbbmNiNjXT<*F%{Nt!a_MXm64Gl5CFe0WNk!q}?aIu*
zU5+h-0y_g;oN*qYLES=CgTtn+=cG3qfS4b3g8zt)$BU&_p03#B{<I|xX(D<d5n%mj
zorUN1u*n_YvmKUY{x&-m7;<)9`>}hVu_>hpQ-p_y$J9-f*>28X%*s;Rm)S*Y7T<+;
zIoP92C92Fy21W6kxow4ma0<(sxUfK>hvDYPc;YNS8<gUs`sENSjhElB*!}f8KWgLs
z6nF{{V(DVr^vJ!I3!+_EQb9Z~L!;sE-W!+dCf4J*5fY@v$mUZr)AF_$aY%Dek^JIS
zU`xR~;}ma$>r!@r0Ri5{ws6YN!Choc12AC`7iVmJO4u6B`zbPx?P1-DJ#0;%#>rLO
zJ*XB^#b~pRmsfTjv!I8cpH7{dz$RYm%ffj|Koj!(IRV-wsr%_*zRnzP;Nc~oy|rgB
z4A2<`o>um(L)#&Op{TfFN3rnubSW!#3&4K5)6}P>v1(q{hpEra+F#TT_O0$3o;RNE
zjqQs67<CrT{(4QAnF^JixiC;KJ>-@%(sXo2|GIE0mWoliCH+%MqP+y%h+v)T;t!LB
z@9+3%V{~g>u76NTS*e`NFa8uoNGD+25{7qASy?Vgz(G}AJp>>fZPy##_M_cZ19yH}
zLKtkE54KGHtPFN(rM`L<EC5S8H>F2xpB_OH-t!c0OT8F!a&nGR-fdA7P&Vl(dGsTP
zhjrJcnwXFgM*L(;#%*(Q!r^iI3x-xeBe;!*f!(K!qFyAP6Yf+#`x}ISg{!9m=wd~8
za6Q(BgL8A)QJ(<^Fjc#MIy<uap2&X*p156a>Cw;WX>Yg~QFt@}|61zYS82<YmA}rA
zn^Z&w-6B!xbM1{CSqS^K5~j$*EV=F-HNHS%az}*u4PI}a1xZ*}b6F>gbZ=EeAE%_l
zlgv@fcpZ^G4r#oE7O^0`brvOUws;o|T8SyK%uM#oPL`G#@{H{`DURZi7vD@<XWfmm
zO5Wo~qy1w7wjE|Rb7U*q@RDT0^f*G(%4Raq=I$-FR3?>Ze+IN`4hhLL+UpIK?z)QR
zBiqz`N#5dT#dR0~8^y#>mQ*auX+D1Z2rmN_#BVp04tuZ$2CnfHhPy6UPEDr*mfeZr
z&&b&7I>#z(LSb^2Y~ZBon0G;@(Rc6O6-~cOON#~IYqIm}+i<CwLgVP+F4|}gFk1U$
zqc7>@%b4kwlYLyLt48N7NLP~zy@-Kg^qR&%%D&fPis#m-U2*M-mX?;u(Vu1A8s{r#
z+p&TAu2VWwtpPJF;lqH3KOJv~pv9K2vapP=AoH>O`PnG|xnm!O#mYMeqR#U27a4t)
zuK1mw?z6MATYneef3{;Q67cQjm124lOw*TI1e%)YYg}sNPd*KYXw<SM^Hxo}1=HmG
z?k*AGX~MhI>2R=X+PzaCeLJ9=ztz6+ge$uSA2lBOVuGViIp<mwi_3#`Ap_&KHg%C7
z6k{*7tX;=?u4~sv-VPT?794gi9e6SI+kw3x*Jkr6cZ8az9yW@dv#<sJ{7TEbwRSeK
z&I-S<gS*oAgw!Cqm1C&lW3HtL6_>fBq+8+Gw%5jvU8;z})$zt<(`SRb$!Q#XbJhA}
z_TnFiJGdJ298+nujWh^JNY(Oh2A=s<<IT#ceSzWn)tfhq+M6&yhr=8V2zT0DWKx(5
z#_|Z*`L&jEBV`ts{`u!05=O=iZC*Au9N5hOEdGrAfJp#T%;(SNF{h@O_wTPEB*}v}
zJmDku9)qPL_NpH>9aj$l1Lvd#xNtoNOba|gSnvg$qj4h#sMu>B2)okA!^^|-6=;%h
z-;LTFsj*_^&=4yi9y~V2pTV1F`iq<0SBJhj>SUFP$ink(c_J6&5+&(TO5qWKE0fKT
zt+g@Xt3`?9@}Llf${Gnixt0Hz_v7G(tjCjXx$i_do0H9)UGrNSdh@c6DvujdS(C`T
z=To^B<A;kAqwdQ-$-dBJ`NpJmD9!mJM<%ZMT35@VU)I=>#UN3<_8_kpMZAcr!xJL~
zRa><cvlr?p_PyQl1l`rj&HMz~b@rl)nNF+E=B~3L&93$HgC6ACHE8~^WFaFze+Ook
zOuDh5!pEf+U6ipqWo5TSfh=(r;t5<#74am3nJYs2$)Wk?Q$o7ld>vkNQ@)eH&qiO*
z3a2SX=vTq)QNwla$ZJ?EmB?0q1_+^bYHG^rF|U425L4g@Y18?c$fVaC;rHabWJrI5
z(bd2mM(gdKz%w!!?n3*QzX(qGg#s%w?!dUhAmT9%L;Sr55Aw(2ezn;ZH$Ls?xR=%p
z&$bX37x!~-h74T;u@S9Xo<GbakufoH_Vzb6J{>y(K*8nU;1GZ40K|lD;l>roY<2JV
zM<3J;9rlGP4b}B9Q6%}nF1L+Ky^C~ipj57^>f&j>6?=05m4_jLt-9B~SLCt$M+g<4
z)PU2h7`HSeV_kWH@|~4|8rJ0S37NB&Rc7bInD0G-@}1{<Z3(<m-j!q~yVP2n`TmP8
zgt(Ws&PFZYco9#uVNUb;oMS(tqUw^>^!*kim+ReK)DR$0tRL3bCHa*Fm3uMj(r>zf
zivSZ!<rEZTSmV4IR0paY9(T-F2I9P+6C{#(O3>VwrEt^#$gSAw09oPRzbk$D^5wJn
zEtB4KDL{&Gk5iybuT3`A5BUS_B}IbN6si0{OcVg@SBZ&H-oF>53boCK3Ld=`^A$j7
z4Io|i*2m0%ckKB79SikqetsrF$FNysv*Ch-M3dhBVi(l&64ynQhU1NT@#<Ia-aUg6
zlHZG|(nfXbdq>CT3C}4)6x4lb3ybS8jD`Ug@-1uvpbPxkXyF=6iOuCb;$tr-&`H(h
zpL{(wF;I~oSa1WHgTDLXQg*3aNW6!e$Gq9a#fu`kJzX3+O|?=gdSiMgX>y;&uJpCS
z8w%<?=e26->X)3jn8}%uMm>~SpH;)HC+59VR{EznqB48-{EwDZ?29{g>XdL-usY%=
zs~_$8is?BIdR!R8z~5}5Z`-*c*^ulJ9wZR-v&&B#^(D&w^S9K8Ku}nJ4#I#w3r&)1
zyc5vtbA(?@aEA$6;_Tq6y#QT&XX0jIdO9-}Hue>XDNmfXT(zvNmHcAU-Ic)_cq9`(
zN~=(hG1b)6ihA)-26b+*^kJe_0PsZuTmh_MGRkOdfQpgNpMQaMyHNLI2gs$TFuy~a
zFc<@_>)`Bob9>Tva|Q^q%BSlHLpxFDK3rmQq0VD{rSb={#7R&=!Hw9(iqe7O5fR_L
z8!wn7UI<QlWm#Up$Cd}43_wg;^X==`vEf@w9>3FUOhF;2$?>D_NXbkq2_@}Ql^Mxe
zJi~`<$N51XS1>udS$4QY-*j0>){~G93Sfj|haXJO73$m|BgsgRSq(h2eJWXrDu0uz
z6_ZA=!{xK3=^`0_sl>p2-AdC7<>P_Z+ML#@Kchh|CuA@1r?;JXCGVST<x1VY0DcIn
zux>%O*rVs|%+loDpQ}D{@_no8()^t14)<Dd_T#mq*#&%F=aWme^X;#{PLd_}simk_
zCz7=dE=XoEH@D0j?X15C{a8TbgHrQDiPK++9vxFtOk6revXVi^p0fs?6X7v*g0rXl
zQ|<5X$E`G+zI;gnEDKh>$9l^H-o}AxkG+ivx_Zw|c`dDke1}Jm9szq2`Qn8~{_5gl
z1niGtdjW(SDzZsAJ8n9s17_Sa|9Cc<mqkE;5(o>g!i?XA)sroW{B{WWgb?vojqrfS
zJ;ofwLzj2+Jdt%DG~uYAuKrKH61g1EQ{PiW(A?jQSmtfqolfF!$wuV9H1eoj<hpT(
zVEc&!DNR9GE61!-FwF<9i<da&F-@-ys^*&mRX1wN)tSe;U-k_PBiNRPQ<+E-1D94(
z6<a#zN#=w1_=<AMDO}+=ooW`8CS?YbvHGmc!o#OAEVz<Nk(gA9<2blBrxtI;KQaMR
zJyaOrZh^hQa7I<#zh;|FFteN7AkL|a5x1V#tfIp8hv8~3ppxR%3fCy1I42Jg)@*%A
z`*>Pgi`GRxhfVTVTGqjRE{8|-wMvqU_atJ~eygZ`sg=IO+5Kj<6AObjfj~a`LY^dC
z+ngy4iN2{^QptiZFYs-1m$5LqUURqBJefntr-na2A4En+|IS52S3np+-8wf87gyI;
z$;r>(zNJQH@~c-bgfL68{yuB0gn8wAk|1$LMyiznMtXWWDvnjTrOcv>go$ah@&|BJ
z+Y3ofvu#vHvbMII!0v1#I}a2K)%-zJ5HQY}@K0c?$iNh=U8skh)Bo)6@JvEYz4XMM
zHs<1$D_0!nc^kGcfp^tM2NwaFhlTWIXTGZsDl1$}?NH;bbh;RMsF`#y@o)JM#AFyY
z_d8b48J!<dLDk&OkvRS4FoF>Duo%gKz7Nb2C@Gc2<|6&Y8!>?!xp3JH_X10(UES#X
zEsSc}d^N*$$w8+6>v9*l3>sgCFsGY^F|{b+Yo3*k8*wn_FRfg<WWo2=ythkCW-<HJ
z?YV0D&$X~`oYL2+ND7{8t~Xp$<!<FxQv?t^;~a&%6?a9I`vOTw#Q7-Q>g~WV_MxzW
zXIVa`l4uh64wI_8GdbiWw9NaXPe*gfG3#VG)l6JkOsPx?-J~nxoAtXY6kXm0JvOyX
z6^U!ZOHh}z4r*DwIT)eD$}G@HOu-sq7xlgug-!0#v)&n&D5+=T^7%l)ATWWz3SX4>
zJ9l2il^d!U{A_z{EVlg8GBO6P#)gTE9Z58|Ez_-fQV*s>iC?~ZhgUxGd~3@YuozB~
zpp(3@aXNZ;z_yZ$-p8zb<Yhv_JniX*vZN$x(tDBNhJFpn+}9YHd-rgW?o)kNft&J@
zc7bj%5P*_dea6tobgS%XLP8phHWnWk8m2yuJlkp|Hh~XHOkC04T<K!;TpPwvBfshL
ztHWo#SbT*-wCQB$LHwIHb0FAkFOAR(yRqN8b<1&h8V_~GN#hobX)N&h;S7y&9=A%o
z_T6c6Ie2g+WO=eB3p*O`ci+gY8ugE9t1g_@NvUByr(~05Q?+;dY)dth6MsdTOW|b`
z!7VAtk|z4*PdJ}y+2=9c^m+`tBHH&_s(1tBOzu;#v|#di+w%&g@E`Lh+W9bYb+crK
z&hKux$9G|29d|ire0hN%O%M`z&7}(^mx@>V$~LW;_l{(+>gJnA0&kgdafjGR3O+ub
zV2;6*3LM}r+Hz5DW#a560#Y$kn^jzV(#mNr0jcqzjST2nL8Ep=s~I}Ll<`*7yKMCd
zl)do}Zadk4U7=%y_RNEZ)(UW|xHg5$VZ3HL(ZUEw<diCY5IBJS_+)roT<qh2Y-w(8
zJpDP?@L>)y0ADth<j*i;j#|gW{cO9;6~*OH)VE1lPc|Y)sri`Ra24%QX)ISsR%`Jl
zN2Y8zxr3uL<7a#B_R-G1#%vqghNO}#P}L_yxmx(<boS5(2f~(qU-S)K=)WN#JpLgV
z)0Q=%=}x2O1Lpkf_FW%eGf-P|O;!fyYAw5I)4D(kT#eszk|oNCEaU76;>fg2?IbeX
z_(E2omYzOduA_`HF7qb#y_nVNP|~+cJy0FDs{KyB{CD163A<qi7EUFVu!{qmdOi3|
z7_|+fzPL@K*ml1<xG6+Ks`W`o3TzrgxPYuso7ncdYU>!jyiS>jGX8yeDJZdjukVTu
zu{vqSCFhont7(t?>{opZ#Eu$^y8J$_KULUmq*Hf&)rI92wdI<mpv7}RSnjA4;f-_O
z-8nE^FMOtWMRM8Vhy_(S`9O?Q_ZdkHJq0U{s=@6h^K>R-E&LL%<y}pq_S1g5x#FEh
z1LX@v76dzQYA05HUoLEFkefIcRpnNwt~w)83bOt#wdkz>J75!tfdRMSxo3&ZH`SU`
z<I>Rt8z04zjyWtMan)I5ucAzqb))~>V#eJPSIxbdn{W&3(AV*J=ib3lpUwPMldbAM
zY0^&xGA7xgnqJ|BpkfqJYab{n65)C4WhE80_d_QQVfGq-$giItrhX+f<LAXB8QJtS
zdQvHTc8XnMN4-Fr(FiV++=e@OjjV1L2Y&kcG>$&)%uvJ2<-2<Y69#tNOV-0@wkjH2
z#vk3J@6eGjV121nL;L!CpbIZXCnGeDd;hMNyu7?AfU3yne;UXhzHFjTxjGmby{(YM
zrxhx_cwMiOAcZA9GFmMoOJ(GJ23hX%$fZm1SsG!NQ?ADM+RRtJSS#w<!_-85zuub{
zPDv*mJZj_$%Jw^uDW1aMoB;%kZi83pSXpv1Ju<k-XT5nm&HpO!WR9t3^V6|25T{uW
z)5Hx|e=RJ`K4VM$3`E}xj0+cymw#rLjM=@rK_~g>5e-nfy+Cv#g$uYySs1-F=tHhK
z)=lGmUUgF)sM`ht%T^4y7CzrSdr(a;tfGq%rKH4ZN*uj&_<QjxH+T19*p_m$WjVq~
zi!a{x6ru-iD!AJc;Z!0)ZZ?Ji1=t;n!m$(q2U?Xh@fd{N=}zQ70F{f+b7TC25Z3+i
z_`e1Ny&||B>q@=n)Hg9fX<wRZk^mj(0_xyT|HBNBD1mv5-9>uRfW|`;_y}rXm4Pb=
z1?sBRvDyso4H2X^YUYT{EiH%Ym4VJcY6N=B9rG`9lPvB}3v4+jAbR8}&eSfZw)$>1
z;^Yq=i;h_RNNxt~j?k|<4_DSk%7Gpx0+Dl|K1LApufk!gChW0>8}}^?7&b(UX^&-!
zFf3N^_Pz^h<F1}B7BRh05HN=JqZN3|%gYE83al#$J^k}o@grPB^9TJb;^f2+ElkF$
zB<bUG<X(9QJs#jfs7j7&!gW^G7VA5+@H!092p=C364G04^-yO7$k!`z-<+ZJt=c|x
zH9^c5nUvRsgs7qBwSg$_yxF*K3hxJDpMGXP*oL;m0+YVk*XPaf@uk2pSG&tdOCxXb
z%h#{7&?lr|!ZZ;`x@pl#j;LiYAgXdE9Bj8U8LYxU1yt>9-Kf64{u-q)Mhzns1;wF0
z+l?FF3zafdnT3Rg7lj4uk{mTf5H{QI+qZAPhkJ;L123(TA{>6#b%7bI4}s^$Q$T<t
zmzD{u6{H6o)VNC*_sefQ`}NCi!U)A()b3JC4-kcqnxF_k&+GfnvVu5!|MJk5m3j!x
zaYMHRH8L^+Ljv+@P0h^uK5DShi}?&_>0~%>x{_fv+r8^wKHcjh%<f-Sg)7$fSS~G|
z)C3*vpMNe_->RQ@v9q(Yx)JQa^Di@=*?72+gghvR>IqP|@FM1RCid4ne6u1tp5D86
z?=vu63qx^72r<sbM^ZiR5{-8E*<A^bioyryMvImQcngG5RKB#g3wkFdVLq%BENfY%
zw(zhC8;!Z8zV7oP9DFqRIS<pm78%r+xUXuXBw-TAlKR}v6bPC<ZnBu~kb|>|3?hR>
zMny^M=_U3E*Vfju^TN2|$U{%`SN29pMi4QOkdOocDULifubFTvKA3v}v6(<w@d7b7
zL;WKPg^-t*cpHMw_s`Fm0OR#$KcKpH{kjQko3|2y;xNA%1{_)-@-F<Wx*{`McnUGs
z;Kn!;@PS&b+i++^<BnP1;7m~b>D>#(YekV<4p@8~Siim2cTlKGy%=N@H-})C=oP+&
z0nt68qM<>wdR4mdQLRfh*9qq5w>QmDC@4BSNBf(^wfZlBJe<ycW7q=2+|1@?Y}46p
zF-(~5g=V+j0T{wg>R#aV1#*9Dr;FDN91@7M3y{UKC)MAey+0XCjl6BaQP$3ckGg1;
z2ahP?LeuFU-R$fv^Bci#|A|#DFgUnN3G`J8(G$@FGl_?XC-@!2N$~?lR$INbZF^bJ
zrO^~W;Xwjk?gPjlFpV_7{MKeU=q>*>Z_|HIx$*zZ*Y*Fgdmos6pOYg4LI#XGj`P0z
z8{vk<#po&`M$t&n(k_E$hwNSuHA+FdkM%)@VNkF7png85<;OSj-yL*kXzjk&H%`d>
zPgJvUP@lE^hGm5<tS^uWI)40ks?X!Ju~4D+KV?#W5eW&2hTWmZ)Di)rz;)6!q_jp5
z!zIi?os3Y)X$9h$&+ID!G%Nx}QEJo{%t%+bxd{>b6ymi4ig0c@C++KN?#ColRA}9Z
zft8zHKb4z}`HX>og6-5jL7ut#LH*-aCs#3_-%n*Hz@u;_U%{iZ-ExWdj+Y2f08e~H
zZGK+!``s;guvXrq-~1c+COLKW%Z$EjH&LI#^tBD8$`m9;upLOX63?=>PTv>A{#PX>
z^_&WIHZXS;jA-B^r!rZrioH3z;Y(T+ZN0HDUP90oK3vOvK|bqMbDX0Om>iG`2S~v8
zWL8#ILBY2Wq`*=zDLiKosroTiR8S!MhQ~lZHkSTw$hSDQ`oa53N?(B4ryJNyq6lT1
z&}?yk6&dB&Ki-|L7q-fBKufBYa-EGW>v6RsqV9n6;a8;!w4IDW+tr5d6cJCv4&^BJ
zuC1-DciGKx7aTHb`ugJ~Pp94s)j%bR)T^-R|1bkmLG!!YRt-E;jlP2a#Ko;v6kfm~
zG6vZQkq8_ccZa^(vj+bQA8HUK?B-2UP>Pz0)?pCBeJFl-4e^jbll<!NP9^8}(!?EV
z0>;L4O_6_F`ZnA!0%yQhSR=K{1o98`!nc4_zQ!_bmV*Bf17uleuH(Hir&lju_NJds
z6#Vr{=C<{(?o#vHk_&(rq|_e3&jE<z{zbmf9^SuykH}X@RRgb)s-|Wbu*W(npq-e4
zUV%s*&ftD4(5u8p#ttx&4Uk9l+y1M+=EInWpVPmrmYR?d-r1>`w(7t0jg9Y}l5V{R
zH_*cd=c)dCk91Pt!OvBq4O;<G-1PZl4R8g=sbTx#;#L9M3tL2Xq_q0>&vizN_0h^!
z_`#x`4^xEQyB)m8CI^wZbKH9|#og(exAiWfg|=K_VaX$Gl8L0%$tOw$vGc94J1737
zOG)({fW}+4M8a~nD_5p%ZoOlUVo_q%a213mr$-$SLBjt@o8hm~Wa;a_-q6C3HdC7o
z)?WU<&Qi7LYO5YbcphFUD$6TAAQj7kC{4=56l>D@bOvaRFR+pf+`&4E*=V@wj&%$@
zGaUqI^NyE3m79q1%71?%0#MmiMBj`cZkISed{`|!6?iW8LFruxG{>b~pS6j4w3$en
z{~isa_b*b!LIe^A%*4@SI{+u)8;Z|C5uPvi&(|(QY685+AXq4-FhL6W{K-YvY3EY_
zm9kfNZU@jRQ{HuH7+ds~-6bN1`d;wAWF~chBZm)sjfhYMOF6s82LX|1d(}-Du(%J}
zCC-8;>OIZCz6Cyk#`blAe+5d>jj;HCrAdI0z{McOCeSIvkfr~PE$s_Xu86>`ld`g6
z3s(s|P|u=AUVeTbKysxdf$r5E;EPTcCC;B5@59!Y&gz?fA+oVmI{_%mWMjM*abZjb
zp8JCdj1mzk5wqtC&*LfrutMz$9d)gU#aj9J2v<2ytoYDhzWmqh3TPSZR(7GZedKFI
zY>F}3Li4n`>y_t6wKSTVkBrNPXLA0zD)gBcW~2d9IZ_HO?YD&<2ge*F<kM&Z?%f}z
zm01m)nD3aGW%Hj(2lzL=%lj^%YfqF*?t+y|VVFkzad=IIx?2Djg?XBQ_P2kdnY7L~
zw&pG_pWhwKS<VoGvgTLpu-LVW7_n_nVxkYr_#P%GAryH~bW=5-C-BQKg9^2>KxFP+
z6$^$~AXhctt(S~4Y-x0orfUz`h$Xc?<BTJeoD(l5RC6e8wXc*pY`43TKVRv5_M}0e
z{(@}+CT-J)ca9@7&Y1(&!L2j0&OuBA?!&PY8?x{E2y)n2uBj3xs83FxCfyK#`^|XS
zMUtl_!)lk>Bvs$~tgJK93?F|hRDIGf4SRs^f7L@7udD)|_JZN+rrppDB`}L>O@2_O
z17psGO!m6LH(m48cU`XCx_!G3xIdI+K!7+R2*45tk(^=I)@pxaq7Nh@^c><)_}wGX
z4s7*wo!nx&R4AWyZ@ON!>oVic-Me=U;gehdtJEZ{Pt;Q(-UUodOg~4@fm}7mScJ_m
zH#eV#(vR3B^G`rAZ$XqIt$gj7)#9e2%EHMzOJv*}9C*=Gycbbmax(+S`1Y0s{-=|j
zuBY}zeF=2jLUE6uVus?WWK-t2a*<M-$|`voy9z415JiwREylMTv{Uh+tWU^mD*f5x
zqq>Y}J>c(+*yR!qT^do9m#eFY9fo-AQ5}NRPfCX)AEe=xwJ3h6!jr$3UN<@BA}p88
zTM+hb);Zyj!@`=1bofU5BXt{jwRa=CH6`D}-fp3+Pgg068lDKt>E9@lu58=j)Hr?e
z{8NkJlUkamQC;iooVPP#c+!7dAx7QuNRzzp-MuvRj|<tYJt&u1mr*EKm%rX<*BiFB
zsFP(%pORkIJ&vV=H<+BsscZknh&NE;?&u2UmE!BU@j8!GRc-4Un#vMSu^*h6b#g>?
za2H7@9PZd<Xm<4Su%I}@t*pyOQfgGq!`7pix-e|9N0%^d3G;U?3aV!Rw5bm>@IUOu
z)?^V@3iWs;C64CEzcXiVcsKcn#1Kb;Y&|Y_W{Y3ot3#Jh>6qc!gGKFB_*_pO)RSNx
z<*zgruBxe7G{1|sa2DdlexWEEar9vHVqL)R#U9TjW<zp0r8IE{!~tV!YN|h<7I4II
zhn5hL#EZwa_vZY7=S56?pu1xS1_mOIj{EoT!yx6E|0XUj^!zaGycuzALwQ7hoM3yH
z`UUY{gLET2=#&ekb{f2o&0rB;ZFupobrU)-n9L03q2s>2ZAFBrkGX@p=R_B2z48pQ
z)u9Ps0#aTYDx^bfV4#F~ufIr0?B`(ND*nDZgNq^wj+T?xG$PG&r1XBuSq&`LpHIKY
z>mEk=mFE8BcEjXv45@AV%Iak1kk>8ni`;-HMY7w@ZzGEL^AUS-ReiV$s$@8soii?=
zjy$@121ZLs@?bxiK?<X=U8~$Xf4@HD@|-n)0zNB918aw1&^gN8PQlRx8(zF~qY5JL
z9@5l?Q<R7#J7)a;CqzB&@#mcnHRH&b`q})+XI00&QhDWvRsqkxIRs`Nw4c%cOg&}K
zuc!%ENoUokeC-p+jjxz5mKq18C_5oW&{&#WF1efAHT=heod<bpYV-aQu>K$EoOVAm
zRW`o!Xl1`v&l0(?^aY%+wGBHy4vRi_Q&@g1y!JgQoTtq*uG+cr=s_tAdGK=DvKoLB
zKrATqFS^p00O`m;wjo1Rf5UYQlq{Gb=Z`#h2`|)nZoWViM{x0g00Ir94U_}Xy&O%>
zzFJqSgJYxPh%N@t@!<c+CU{K;;~+!y(BjKgZcq+DV3XRMY%G4{37vFlFrNy@!@rs_
z7}1GZT3S#8ejb37=fEm~BnjxoQ&+_!G{E@lFjkcTbqE&^Z(Fb3wz9>xvMvEUdbyf0
z=c`qjowM7)dg^-kC?OLb1x@SL%XQ>1K>>VunUX?S+c1+;QuODzO|jT$qpc0oysC@o
zPm^Kp7VR%Z0!-QRO~aQTv~?}zpVaR2%G5SqmP)MK?Ew2Z1}g6ck=Lqu{+$t$xkuyg
zIrAF>O+@6<JI!TOC0ozL{T$HNWm4pFu|~U}Rz#9n^13~+472vN$mI$~{BU)ee0dTi
zB<}WIb*tNRC}UAtJ$5Q98(nD}H<x=Ko63<DJ4f1<xXAp6wy_}Q<Ii7>+*+0*^eTOY
z=%E>MG3h)zkwJkloLY&8ZzlV9wH&JEOr;Xg7F8>^D)9FG47>8}J9vxs$}Vn|SJIO<
zyPxYf>gvbraBlWQw-{oav({Bi+a?SO{G#w?jB8z%wYX1eT2_AdiQgp>1_r`+N(=6i
zYT#xrJ~R+^92Y|5H-%WnHlS|ARH}{g;y@*a=KWTQm4NmRE)3c(`D7Fn;eZm*AG_gY
zGD4ew@@GlyhS4W_Q1-t-S6Qua^nVAY?W5%!ua%EEE1FG#=Vu4M;vTB%=|v&@kw%V6
z8^R%g(g5Z>QXuPqXsay};9ufB>Edm2GuTu$Fo*$$p}?S?@)i?1tPp;Oq>Klb@4`E)
zEkF<g=KH%<Ru8+Aq%4a=zE3uYd8wBl%b`Nvpyja0Ux#q5$YD;Z%s*3MzaghQ+%kHX
zBG{R;A+0m+Q5UnT%gXb*JhMfM#`#}5(_8m@NPf9R3HjY3_Lh_Hh!+>PP0UpmjItA3
z6o?>G$-&LeJY!1(?*zI;;9I<NZc76X*&1udItAmr$~#&WtrE2R%5m+A>P4A&U*bHM
zXpE30F+V|pobSXcT9IgrkVe|Hz{D%}MV5{TsQFO9;(<3k{ING|DTJM?E&~8G1CIiX
z$f4?weuoOPv*SuhNrC9RUmJ_~y9afQ+Exbhp8#H~-+e0}3;PfQ1)vZLACPidao9cZ
zCR*(U>WeNlQpU)Kg4sC}wgxglf{y~=Q*eAdIlYiG3Nj(vOY8Iyo<WSZATbQtFcJFf
z0nrf)c@{jBs-fWvV(|kMV)GV1J1|51_*nspiujBH2PV~JAC}g!g3?hE?7u=D7cZ8W
zw31TNM*Zl+_~$gy5jUbWcq-tS5b@6r%{@}JeVWm7I~g0By-y|QiP#VRx2l$Z)(r3m
z^GL{s{LrHB3W&_-y#qdeGsm1AwOtiuz5+2GpjJb__8kBADKu>SkUq#Rrt;(h|DnX^
zrkPERLiuNxd5decv;O!H#tj((5nrUlI$&e`pni$@&kAE`R?|ZLZeo`?=H<Gt)31p#
zIy#I0(6(R}_n9%|s%2z${`P+~wn~w!mf72Gfvw*3Loep?YnKRxTD|KE0rx4Me@J|J
z{S96u!L~w>-b^K0V|Cu!2Z-kJBBOk;S8X55U0pNe5m_Rk36kX96pPUK;zY%D#pf>9
zWjZq4%Djy<9SYc6UduL`oaQyz%IW48PLl)a`v<Lj=vCO1ENUZd`!No~uMd}=lEpsI
zS^9blh{_XSfs2B9&d$yd5Z*4CSiezsiB8b*3lamkAICcAeGFV8^(}K;1nzf=$FwcG
zwOHEKb)jzGzKuk!(91hVF2X5Aw};BDdOYeGD<Mn)JB$5n^Zbk$tbV>J)g$Rng3xOr
zhSs-x0O=)}G;#keh&IhQ1s*3UoPH24+=x+PP1kVa`(gN`QB~KP-EosKTA+^3*ZEcJ
zj3lIEfFd5YZZ0<v>1mcb3&8(kz+aQ=@R%*2UUha4BVUb+1T9`Lf<uKJPCHS=pMWQ6
zpF|Qi;1V_Th9m}4yO!Q^b)GL>y_1BL#lL1xqch`@cGf}EDg`!1BvJo>uk2w$ONH&*
z8yo1dJn~PmeNzvEOPD39OE^IgfBQkD*^mTFiDruUVfWO+qW~ibb_y5S@T03uU&ILH
zpC0)#7`tXi8uQ=K7P(Q?b>)6xp7*4mTBk)M{;oo^7Fta{{0QxR&EE`f@F-){RAE;u
zG+H*2FOjE79CWFMe{5wV4qI(K>kJsP;4boZ8$_8|S--Bk)`+*T6ftUEkPWx(74O`)
z;Li}gUFOo|Y@uRDMG8Jwf>8o|ZqND!-78ei55`onY~M5Jlhc}f9ns&n)44E+Pk%gu
z>uyY4VaX<2%T#tLueYjj{%PWJC=c2HD_#9S)V2OURrL(RH&o>0#=tTnqAGOC#vyMg
zza(U2q2L8Y@w<9_f|L?~tdM*aaIO7Fli2i025e;%aERU9++4(w+}YXr5)5{A<kz^k
zE}_!F(JfzYWo3of8uz_D%wg^aOO}j_%Ppwrr6A@Zod7@-J2!V5C<_rGA(#YA;`Aud
z4=;aO+X@#8yDbGF7WCt-4{CMiVEtvr75vU{LAt{B%W=N*xE@inWf;#r>;&nH^%Hn<
z7gTI2&0T5<3`Cx0javtQGY!?tmUK>EbW_9+CzucpM`p3|HloV3mc@z(>ULR|WOZNC
z&dXoIl9GI@Ju!_|V<qdosdy=CId(Zd-UUlw&P{Pf%GUZcfxn*v53?eMZyg*J=`!yr
zwJhnrYvX9*(_o$?RKAFMfxD;hQa&7Jty}L@H<u$uWiQU8nuu-nZOoChB~JVFl#G#(
zWniPQa1Nxhv|Dr?LUBp;0<}_9c)5O+C8E3RBL+QegtP6M46g(S;Hq*NNYr5RyQh8n
zcoTdc>sK+=9I9H)D`h^ulq&q^Dp&DOyHnff3n`g)lW79=WVTupIk9=MP&WUpT@Ef&
zyuGGE+Kj<@a6I@aO|_6V*nmY<&jvh3xI}+klX&vQh2?RsvdD%;*>aKJ!pP9$|JA*9
z6o!>Y%9Jntv5z1^L-t+}Q`t_ZsL!GtX$QB!Ew9PXpyZdDw&B~4RTU2PcY^If5|Gk1
zr0AF-0t#avl5FbFAx4r-pCvaX-VfNi7iQHs2+%=3%J|kHWA2KZ@b-SwIRngUFT3WK
zdNVG3P)>RZZm1ruMR1-wYKR#mN-Y%!o^rju@dy(IPJP}j_*J)}zp_<-bondz)_`HV
zdh=$VoiCEP3jGM7s~@Ri(MZatqJkXi7?SP)OOzO*lZeNDyh8iuqe-Qnnx>}fgpr&a
zHbNu-Zvez&jT)V&7&$(Tc?e34G;$W7E9?ZnBMjdy3Qu0Qw_DIa-Z`Bqr1)m8G)Y(@
zN0j5|7bca881A}r2CSq@#rCiJS0{7hUBV37{USeM<tFUna|bBiJt@j!*eBQwZk$Sa
z3L|=nG2sTyP^&|&I?wM>S5NLYn0HqWeK;rx$BZ<3b18ar?IxQn^Edme06l|Q;3bw=
zAbu@D9Z7d3m!Z_hmsf991gsups&Qr5gs2)A!P+I&5hea)DN##fC1+y;+tPnez|iJP
zBq<UOD|G+*f*~5jw<CRVh+`<Fio(<gR#rz1VQ(ZDTs^7m1PwT_dtE=@;f?6|$#1W-
z!$p6dCKri-fB;6bCq>yj?Q6=RpT6yHPHigoVqjo^9kLB3W5dPT{P)I{cVFt5Viqk?
zKZ*KW+u&l&&sp97UDoY%fD=2lu1R9Z{)|!M>%N1tldfHkdgqllc!oLO>s}R0H9a~=
zBtQ3I?PAO9S~=yYh9aZmxfxUN-Fi>>Z8Ha^g?#iFuRe<{{psvjmXY7_g5y_0Wmeo?
z?0m5zDJ>2QT)g-_T7?~QioE9gyz_m8Z`so#MJq?s(3Q$&KQ;TI<PXZ-OJ~wlyxSQ=
zIh?|BCjcLoagm)W4gZTR<3L#~4ql_s8^WX%c}4pcc(T6?@(EKj^eV?}_8wqipc|B#
zNYym@5BMkihnJ7AaM*iqYeyJo)3`h!Z3#U{ks8p|Tko+;P=B$MzoC8&S27}(*)U&5
zR<;t{OD^xG3(rF$i)8Z8Y9|D4Vd3XvFqle{Fc!(Z)$Z<v#JBtG<|eTe$%@;#14~|#
z_ShUA3W?jDp1+=}dMv^$d?P3WOaUu5Zr!@frClHi>;y1`4T$R=@eBjkR<}^!03jC~
zFwBScu}?UZbwOEu{rV}en21dM_O2^yUS6K9LAz<G@!82CBK#tn8-zh90kd7Mtnsc`
z0XvIcVO4FCB!u+Hn`9i7Aa976I4!@w4MrS;fX0Wbozm<M!Abk-_3H&!>4OhQ;sp_X
z=>+UQgPjeGG!n+ZoK+T;TlcXbAt$)p&tN1~)76c%O7)h{q!f(RW<m(fTzAklgCYME
zNqQB`Sg|l<&w(z63PMa!_~Dpfbl=tG6%%84D7H%ubbcr}qch=FbQ^v6!5aOV#~>=;
z^k@bMJ4py`HjcUi<BMbukenZ)#Up|By|oc=K;q!z<2Mv(JbLsDssc=IX5h#~vKdHJ
z5GYS1ptu{LqKE%~Btg^uS0(7W9tTE9)B}8mf|HYP4-y0jauA4ri*|<?4+aE7;Lhqg
z>)e(@pyvF0Ucdx9$RVW=2uC~tknrdI`kW>dEaW!~>c{~OGrPFB@L7JRMv?(wL-cqo
zc<mY%KrVU2l3csU=(aIV163Bp4Jj~*zWnDOOfX1;C%Uf^V!{M)u7F=vPE8FpL>(P1
z;87!u`0;b!#|j@cS=iY-3PnXl#}|bQrScgEk(^GU26SH#1`J|}foy{*2@yX*k^VY$
ze&z{TwsGjgNLU5*1q>AExtGj!#tWo!`e%k7JGqO!?wW^*IJnu^If46el~Tyny1V}-
zBlYe;%nU3JW*~hc@(`fArhrotI=X0N`hXWyREHn#o0i0kYuJ^nVwJLA4EnRW`mDBP
z^_ZHW;YN9mW==o&A~G^FTMEaG`36SoM}PiD#%d2teJsGwRZn=(LDrI<D8laDgk!Nz
zq<y4eqYwNGOb`Z~6Bu9uQOO|#Cxjt-8CFER;&mhdp))d4ZuKfDDLO1HjMc%(b@ro2
z-AC#uVC(UIg=W-rtT+8)m}-^XK)e=6R1l^FR1m-&a5}@BLJjCd$ak+`EIsWhqAEi^
zI=rIdPH|T~ykU5Ui1-WqR0KFUV5)qMU~I7VqJjX)C_!2eoQ^Vnexen6+=%}gIZgm<
z2%woEVhn8Aw(0u=Kd~=fl+IQMx#{_WBfdfF4+kbePcla@L}Nb0d*-N_$!?0gqQA+1
z3{>u*?cV?_<&7YqserFCm?_Qx&3?S-((VExaUhog@Lq~F&ICFwZ22m?+HOl3ZEZ>=
z*0_9oP=a8^g2Eg=Xp5xeKoRjYaA@qqgF^$lCvfv-oQ0f!b&x`WQj%xU;5BVhv+>J6
zJd}c0|K|YaM=Y4}`LiTi63<rug#NFL{60zE%S))KAnEOY!uk$gI9y`q^Zzd+|Cf#j
z`R^+uv)F!wu-S8YGgraT6?X7c0Br1@Ah4AM7=lF6krNfLaBu{@L?Vcpp2BG&bFmUc
z;7frtrwJ6yUfW7)Q7=B!Gz4tG1wxw|c;=1h$Y95AN8Gkhj+l9Pib{z-4w`}E#}*aZ
z9Q3Z-ve~jyz*8glMLZ`3W#bNhs}<KR=V?iED=RaQ`j8Dx+mHfhbJU2X-m$s->2QJW
zuho0{5Kdx1N=~fU9yQ8%W#HohD4L}<{j6ZHNuR-a5{I~oY*C;aCk;lOGm7F%T`A=1
z(2S>XHlEtkcDH}?;v15vtz!AV)rm>_+;Q>o6yE+geq-<eofsRV7yIj%x!dXxA!1C<
zl#6Z{S{|>xU7_cYQVqJB3cW<Ycp+Ok^aJ6PABBdnDWjsJ>4vtF$Z@C;Uq>_&{qqBj
zRLFJVIeH$ky+iv+sd5J)7RlBi4Hw+(qi?&f{VPdcLRUK(U1Mc61-%YknF5V`22taX
z<m64WuQlBL%WjN~Nf$$#v#8>2+y5ST!)*xf2RPdZ=*NQAr=d8+ED$w7V!R+>i@j#M
zb`9F*1xE|ubGR>GzD!%ugec;0b(LPgI%Ubnv_P>Gdrb(FARPZt+vAROX`q;t-tu9<
z&zDnEBSnN_ZS94;+aSIpI00dEp-BD}bzq|KTFQt>oORawH);>QG7XIxH({~P^0G43
zM~{|W8$syCVvWPILl;2}%v_y<$jNG6KPZU}d!u%6e#33~SjHGQj%GSWaB`YHb@z+f
zI`qzgStz|<vVbx45PC8jrf~RCBd4gA+i9$RG{tlB8H8ZUH)5_4uWc9Pj0W6<8zODu
z`X+d>$A|sKjV~ZT0d9h1F9-*9SGMc_v2C4xL<|>^$=+gqi{DcNG<?T<Cq?i712z1|
zDMPthCAv4dC$Q=+{)Yk&FenrrMsYuffq@eozkxJsm<ev$5Az`zXCd#M_xV4-L;=EZ
z;|t@dN;@jZZ$olby?8JCuO-Cyq<*!iUf&)5ZnpBr-yjvM(%b1$KY)6U$3VzXvnnTs
z0pdb(t6qQl6t<CJpgab)<yUyNh#ri{=`jC=LHLb34V1Do&|R~@;e8K04nXRvsj8|L
zF9!E>z$;a659n@PU{JVuRy0OB#s8r;NoK$t{KgUBQULp&>3nAb$me<JzalYmU<Do-
zD{{1t!)S%n{rh-Gb`+s~!Aj{lIB0!`or9wpbQ?r5)bWP=BAg7Nu_^Ea(xo;wHbw2=
zPXTTEE6COpRqM_|`murMr=FrGTdj`nsA=Ss2uL-p_^fSiZXTV(X&cCqItT*>O%MnA
z8zKoJ2lIdugqN+pT<MS8vRSOyQ+VD;qX+w4)7cT1d0Cf#Jdz8Jfyx2qKTK?FY=kiR
zdjb&nG~ELjY3W6y;oKBpIFKWOAY3U4I}!0wLT5Gs#7a1^M%Xpu)}pG7os=tUBga1~
zBG+Lq?JAhB1v+x}ycVB!QieKb`lUhXjF*C*<&M_#34`p#1y9wlD0t;ka$XO7FqFU^
z#m*s^nKz0lk$_p(%iJ;l=^^GL2M=mRE|YQ*67r?Z@>E2X;LKNY7E0dI$xq+b@g4YB
zQ1EquK_cU)bu&&Hqda;TH&+wAe+JshS5C450TE3_Y|INMS8(4*;Bafx<>e`(u&^%X
zX4K7I`my2s+4@d1T(!|UPE6C3d*%FPa0HrF(g-9ma3){|)9wrKQ{-sK+SHP2v0fSo
zPz;N(w(~#NS2wwnQILrb%uJms_lf4Dj3fjDli7I+gW7Brg1!=)Gzaen@F-hy?L>1K
zlO^!ID^wm(_xxY=<o}0!ExBCv5xgNd>;z7m`M~A1u(&t}{4`ivZvn}uR_tM0sR!mG
z^c<WRk=f8d4-~e00=PG73(Mgk2_yjxR(Mw~o%})AiCcAP0KpO4D)8x%&psYD9|E5`
z2W>$fY=^K(mfRcLqN&WlxZ(vwuD(TSX{n<-B)r#-&cX6K3!W#WEfIo!?{=?Yp;VeQ
zkRLU0Gz%#?c^H+U7X}d7C1dLc5MK;MU^8glgd?yf>`P~UEnn*3U=L<cOzycY`9U<+
zvAQDkpXOXOp=6a4p9L1q=Wi6G7Jkw7uD|xcwSLc=J0wdkcM`xu{Pb2<{+e_u#?i0<
z?vQO_sRegv>&%yL{df7ajl{#_<BUQ!;FFs4=GB@S%4l<bEVOL5b2LO_2eoNF%m0*f
z&E(eOmpZzbeUHk2m$^u0sa+Lj8KAfv^`L8e<jlyp^lgSFra(Sk+Qu=BS;PdG0!G(~
zeo>OQTGo%#Y3La~6HpUoCwGZ|t&{ow&(3&EwnYLi@g?bds?2%HmcOVH4ErpvVqy+N
z{tP$NxmPj9Q1jM^p#C&UfFs75jDaY;VOczB-2+D@^_!H|?))kq?=PC((;<(o{oj7)
z`YwCY82C|L2C=R?1U1<jcUojB#L=&!zS+0I-Ia{46_rWG&`vnn=;TNeq7LOOIyyOI
zUuDpHux~&1z`zV`?d1_}_?SqD0*~jXF|2I>)L`sD#3KFXODN=6BI`S}NF3d;dTzZ@
z2m~sm)0A6whcq=wfY}DY`C$?DOd4=<+u35^8P0#WH;r;Utp1Hfz>#c)=y@>4z*OA|
zQ}bG171-I385@?;XE+lCv0&Hwh#`qVh@Zj4U&ABT(a|9Z7BRn#E;v65CM3ij1?x*Z
zSt5`TRuf_>g3Fw9PXRlWJ)C>h=(C&Wx`ajR6|)FM`wA{5BB3B|c5ujig`OP+1|VuC
z|37Ln0^TwrX^*j@2RF2}Ey|eLrh1jQZT)wmJIAHjP{V6P<_5V_l~)BX$vnz_yo6=j
za{TW1A!F0%xBj+}%YSuh>(s98WKUI)dmB}!@l)PtQY$-49x<iLJ-ww9RR6wi^m%7q
zViQw&Thv;z>B%2g9-hI=5KQl<`9-C5$E)eO1%+b<8OmM&N3oOBxN>A1Jp508;t$(<
zko(xUY9-KU=`>#4wO}uFzLdi6P?l9uV8h1Sq^mkhDIA=*|8TF3C2cicOS2XvaOWtN
zAE~^5yqx$WT<?Y>pZa{zQvU|~$NnSje1^pa`txv6nYcYaIE#(qah3fxJ1-Ykt80(g
zqQ~eF3`gKF5+jf5@^=JEL$cVgQUAOs^#INg*+9Mko%DhlIig2DrxW~P7O0qg86KsF
z$h<)kjBkFYyXcz5RA0ZLk$O*FPA;x(bko^jq2I5LS6;h=I@|E7{ze7Bu*(a^go#Q~
zz_f_I0^9#@pg^bCaJVT@V$x@oyV|VjCnQBtDC8(UI0h~nIVk}|wRXrTBZq@k*C7@u
zz(T!Efq_V-7LF+^=)Y;CzRB1FZy!N8fyZN0>3v>%1z6bF-tmwAhLfE{6BMx%I`?^7
z>F(QjCydSg^N%`8@{tXm`HQbfIp1fT)8W(+u!Fx8oGIR=>)RX&&lT`}A%BAtbHGK!
z_jR$$MkdDmSKH#Q6AB{hhCieCGqM{Z9$L(URmeLY-7sbEh`#ggyS9GE_6dfjx;lQ&
zm*#%kO7F0y2YGqjxcCE~buC)Xn94+7N2A0?y|EsO^O1aAd62Vgr{ayyM)&F5E65Y5
zPf>63$;qaW7h0PP)zYe@3C197vd`%JRj*7cE<6I0tL=oP!DMSwa`*pe?@hqDUf*`_
zpCO49Whlv1Nhl3SA~S0#mbo&klw_VMlv$EmrAabXL`af(CL*B>nTHaQc^=#6-T%Lz
z|MR}bd%Sx;&))kz-eVuTW38jL%JB33eZTj8-Pd)VpL2@-B1KboXYpUJJPOteC&V;<
zt?b*iyZ`O^f-9hl_045)6zoeD5e=|Rp3MEJ7Wi6-l^yoB<K4IK-@UuFK|<<7yH(3x
zDJjl_4?hfFjl<huGUa3mRS4PPZ*t3A|M5BD@=EV9Jm2s;@Cyjgq4@HnV=6^6x?@O5
zS-EN0dJN)N>J<IZqUC<kW5f8cKGKrX)xB%DfZEmgS6a(3s=8~?D1F5<NIKac&L1MA
z2UJ8v(Pl3dMFfjz(hyKcV$+lR-;F$1i8zv>nY`a_-Co3nopnivJg6PGQLAce$?z4m
z^m^2lZ$DlT9ojBk7cIL{i&f_1Qp<T9Q_v*KG;BRoC+&w0-`m1GJ9b~*o@ys6_~2jc
z3EFJcyXc*+!xTC=Fm>E0%<2#O_xhn{*!1k@=ci`;)*ZZ7@FX)m*h;eC$v8_on?TlF
zqz<duwK+{*k2k6P8+$+TE1qWC_buYG2!}FDLPn_lbc?mW)uo#W`Ed-KKC()xfyPtE
z<Im>|EU7Wm#@y4haIth!^su`<r}O;&OT(<uMOTJmktDw6i4~_1b=}epV^qd_9#P5D
zt^LN#tFYndH(%$1m^k_ey&LUBpRU)KZ|c4LabLB$-&{@HBS-1-t5h^la6;OrpB({n
z%T^peoP~!QUu^bXo>0viX7Tg&WyXdH6G-$DSszWjX7mV%5!W%R&ZI1NlQIin8e3#M
z-_&i$hJLFLbcTu~z2wxKf_A&K9De}-owiFk7vnTSXph!i`K>cM7SSeAM0aX@%;#6T
z4eQFT`>7lwU>X^EU^%`O89A)a4kz}jSNlol4FZx92+l}PB#Y`)=8L(EmRq0Qp?Y;k
zrPo<)pk}w5;vZzCWtqJ!e+)G^xNZDG()10vJu2<tWxd285eT5sw%n}5JzJ`8U}v8Z
zY@thJY5%yirtxqFL;Ska9HBDRP2NI-N0mKJD{}7bmoYk}9g-h+Fnp3Zg>HMhyK6+0
z)JaN4#mY<dKmXh_JJQ;$t3IvvOt-l1uXUjn8Cm*Es&(cGt}K>3n{PZ`X2`0$L?vgP
z$Lw#}dHHCPI=im^LuS@fOPM9ts8$8j#(yp_tRGj6dB=klIh<9niq@a*5++Q==VyNM
z<v;1tpwO>xj44%(yyEeDK)sY_fTuGckl`EK<-n!-7>aZ7L|4X1o7a7FQ%__D4$9L#
z)80^{Co^utugJ_I)R`IGnnQP2&-00LNC>_Bxi6XR=5CS`HLcQcf!w`&*JLz?#b2N(
z(53qBo_WZ<#{oT|N!;3705}vaEp2uaIh(w4_^LuMb`QiZYDZ=9K#a+!7)ZdO?mwR0
zPt7ZU*+aqA)ioudH4D2l6dub9bv}jPX9)q3a=$FT)jIHmfYTBc@wU8p4gqHn;1B04
za-#PhaT|SH$(tf<+}71}A@h>XSWhb~4`}tF*lYHPy60@r8F|yjdB5RH!NsqW5wBip
zmUn*I>JZf?HY9okCxlO*v@z_S2weSS%dlN4nEsgQ)zZIfT4F9X3ONsd8qHPhd#hg(
zTT!)F#3g_cWx4U$c8NC2-ayMeW4*H@%8!plZ!BYL*+pm7IN0_qrKLuSKmN@4aBJxP
zUo7*4Y@`$_%2zr%?md+ELTO0h)=5prg*Fu``V9<nSDy=5FTA*$z2swC896rMma^me
z)lR;io8D2p?mwDxogWoSnDZH&N|DGKo>^X5VP=mDI3b|;bRVs9pkqtsW8V{UclXhv
z1lP*d{Kk=+bwo_Ee%Nw(k^Wb_`gh^BrxSCEmi94qE|At;xjD3EXqMZy+ob%5^<0Tp
zW`PfkC5)8;Ml_FomTQF~9Q`fD1%)Q^1@!K|Z%FmJTxId;L{{f>o1-XC<JvRpdSeYb
zKJn##>~=EmWto>*a;%FzajW;<O)d4+t^4SyaW)Nf`1-E5uOgJZpAh>GXr*DZbpLi+
zm0(lh!6Pu(0|yQW3JEFTj7RW_AHJ&{zb8_X?=i*9$vNcW0S7lZrNRZpckEbU^DO+S
zJ!sL)wW-7ie6WG`4{olBL1P)8RcS(kg?)_=U3K)&OYv<R(9&=oX=9`8M=wYO5@2+2
zE5YjOah4)XIZ%39iW8FCh3Toeu}Tx=IZph_1Yw3+0gfbg^j>HwuvM|b(^g4{p?uKP
z4Aeze;-q{NBG$&7tj(5k<LlS0lShk{%q3A#mVA|}gDonp#pCTch5)Xt&Ngn}PTE}}
z*_mfqbKiOLY*k^}K~J6Qd_yHNaX%i~o&;@2=UH)Q%Xr1R`@V=rY5$>lb?4`*H*^Od
zUd`4xka(Rz5!<PitVK#mjcJO4LY9VL^2@;5^Fb9>W$DqOX4g1#)>zonTPXzwHG52t
z&1mk47_67r)O5avr{$zj43oXxW$PgNoikx&U3T7ng47x;Tkg3F`+6Cvo@)PLe{%c7
z^)_*ry!}ldY5eI`L2qkwm5wu$v+4XHTKf9=rJTa@6<wb<t>+fbO6_91+v1TssU6w2
z+VH$uXfvzhR^LpjV`YkGZ@;H4cd_*oy7Nq9Ec$qxQlLBsr~hQNRh7j-f7&%Y&Tr=~
zX^d=Go0PQoZ{wvGx>XH2-BfJvtRC!@ptWqAd7`ybOp^JRi=l`Hy+op!eAd1L^#N*k
z*8XcA%|zbi({^YNlKJnk`5qc<*`?MJJEWz#ycVZRaIR<BGPt4|YLGJPY4dHDL?jdV
z4lVhzUZ9T<iXO03H5a0=Mzh0Hc5Lkd=;z(s@vj!NVNj&4-!8?9iPha?4eSi$G*9*(
z(1T%!SH$fwjyrD0!GoVJT!x%<Jq92+5ys<WiMyo&%^*MA3E5Bl>W(d~hn8N!#YG&$
znp+_DB|Py=GKmWH{c_c5fMcIgG1wI009%6g29jY}uYFIXT_M^lSFYj<HM!l{i^Wdj
zdtG!ma4b!Wp*gWQ)Zc`y1Op9hE5TLwBYS0xOiqX0NpOODA{Zkj=7QBFpBN?vFpgAC
zocp{!Ci_v-c~x(%km2b}-pyDWl>eyj7gbMgy6KVTa}%Ng1>eR8(T{E@D86X<Jl&vW
zPM;k&m;O|eC)#FZci^ha!BXc2bsxEw5~~cpqQu4-qpEY%&b=kv=F6WB7!OYw4$av&
z2Pk~wxbI<nuf9Mh<@2G=#7B#He;d4|TM@z8h0v~jF%u-7Q=<7MdM{!R2y<MaVQB~(
zsva&#)3rHx+_kNs=X%T<N}P^=>{IIJ!si1uU$AET=u(&Zt~mUvqD|Cgz_J*dKPf;%
z&CI!JkX_2~(Q@ggtbx)WtXijx=#py>nRN&AyOfyJ>0*)Ed(e54@o~R87bVz>(cR*n
zTf2+js@B?-r&pWy@rK>?<pt;TlbQ5Ib>yk!EF#ve4%H;6e$9KA-6^E=OgF|WlK#O5
zee7F_E4q6ZN6iE>Dwd|T`86+!@kvj=%MrdMO10{pov9=CTGZr;sFau_#aOE2i%hK&
zQ-#(x5b>C~66JI5HxxMrd?+}a9wK=uN2<CdxJh`OZ~aS}dd@qaJ-q5F!uX|?LSOaB
z;X4U_bKH>lRA2p3FVyTQN_gm<e7&ja13YCd+P*C7szv)fNOimGems6wM}GW3U+%Mj
z;p4LOTcloOl8$%M+5m-{+z#981^8(lC7HMM1i3ck4nMi`I+biJB45s?+WGj%wirD*
z%$Q>oXfGQ7T%2=8ouf1av(h@x@wvGmUV4{84q>3puuZU-8zj;)mip54?w;ViRZQ`D
zW4AfvR*xL*Me*S4^vWl;j~;8}Tyu%0UP2`ZPz_6(6&5y@>x04dk&`*uT7S$K=fGD+
z)SPJFS76EQyx0Hjn;D1$`#B4`pTF62HzI<VztD<Nfo6=@MRfI=yz{g|D}2!oiHDez
zh;@m1hn3@U7uQp9^YNEt7k_ywy;OW7JByZ+)*d$cjZ6wk?)2za*$u@!o7Lgt7uj+<
zw?1+;C!6Ju3FFfs;bHcNHDc?jB5xTS2m<kHa_*tJ=0Ugc*g(HE1L;cRT##;FM)&e`
z2AwQgh2m??L_vXq3bKrNPEd=mva|OAOmsW3qSmh@<H;L?AGYQyXa{c+pK-H5Qvl;V
zLR<jFnb>LIjHaRxVXCGeD@;v^m7Z{i5|JudK-P0fGLw}FCBJ!AI~fX354UV|>u^{L
zAH;Ce6Bx_Q;ClLP)+$<YC0=usCXjd>)zs|qNY;%xe{kXd!@+k=*00CV)WbyXWjlqg
zDm?>(0>nSY7BH3hpAaa6?j%3esjqw;AUXKa>h+r8sD%*?AZK(w231(#=7tXR4Bmol
zOui3b%uW2ZSO$nE_cpX+IQW?1Nd2YYa#njTggiu}0N=6$l;JS|9`28<B~}b6mmz;N
zVFe@9mgm2Qr;;)ST-M$U8R#A88J&up9xBAj+1u~OT;NJ-ysnUp?ICUu+?=ACuTDwe
zBeg>B04RgWNy}F<!9XvbNcu4b|E)^`QJjqB7iUL8QA|>b_hxlaKm6%f6baWN8Y@Gd
zBKK<uk<YKBM+i-ZhqS8BPG;f1Cl;1y`jG0ucMT(vexpQ$j)4zkAo#~hLEkcVVPlv(
zc37S{|6bF804=@~bQrc4u6f%b_&#=7%|&WET*pE}LLJpibc!hj$%LqkBW9+hUEzWN
zKy>!)Hd!T5X7*-Z5!TD=?E2>R8utzdKEocD{bVcT1}IzL5gT)fB9y@wx_xjtI7LLE
zOu?Q8k*?*ZS&7~M7#^hmbI47w^%M-}8G-ylr}8Ui#^rcYI_Xx#%85U^zvljuQP;oB
z(GWOnAt$nYIAXF<pkoRSR-d3?F>VQCzp#Iex5;1!qY>KkA0LNcHV+rvdqP%DRaAc1
z+ZJK);CN-@qnjz>+Zl}ouJdCQ?KeH`jOH8VszJ)TzjqyfWmZBBggL<@v8{3niHg>Z
z<Z9ZPTpkf8-x<e&P3I171&IARUTogIc58`q78WJv4(3$j`>lI;BCxSh7oSe1RUnVI
zG&OIF;=LaCr6Vkc6N3S$ljT8j{pRQahi77!?en=;fNFg>one+?0PCKvs#*j?sEJ2~
zcvX31<PVt>ja)#^D>YIur#v-XE&O-a-{Gl$nVFfTK)v&b8}E`9O+Zl4p(-emXnqgZ
z{>OqL{(m<4{ol{|{piN$AO1w-Kr}PC@`8`@s2Ue_^&;(OJJ#I2r>C&*KA$#6;K!&o
zdA|FH-9BUeO5A$DT|54D>rctqsXbq;H&Cv^BWEIiKtx~I(>X8mp&_C+lxjl~+Fod}
zv9jeU3`D4@32W-vSOv0U$+>j*$&(ETy#RACha@g=cor0zv`YalOnAh&Nr4ikBGW2t
zOwvQ>^Dtsws*2T>0EMrh#n|Gq{_u`jcZoxOC1lb}0o8$=h)@iE+dKWnIX3pgz`;AM
zptck_hw*{_Q(ITJkx<joZbCWPLuWUD#}hds?#mOEU`r6+E>R#Eq_AToOGhCBaj0?2
z;H(QT@mqTq8=gCMEdp>Xuc#1j=F9Y4|D?7G{_F1_PQPk>S=)J6<*Pr}+)W>ffz2($
z9A3(`^-<UbgXuPK1tW}v7%9NcQt-<<1o?SZC1G<BqaEts4{XxiUUSA+`g_wWxoIc_
z5=^GQM3#w65V2)m+k@nLS&EgO&)`pWJ1Ews`RD9u<I~r>y%+QU@n1T!-gH{do+6>w
z*9RGlv?MO=;E#)p#2!RmKO{LP9!s(`G&GnD|CsR<G0ES8@lMLrTVY}02CQQ(UojRk
zgN4<WKqJ!uYo*IvIbYG^K~rz3$g*WqtI+HooV~g}t-B?xrERbQT!zG8`!`{?XXmkv
zeZPgx107~_3@cB)vAo?Pg+6hhesao`1e#VMI1uE`oMY$UP)zuo)5N%Oqbi0wWt`r3
z`g-`SoZne(7GW1g`KII_#4mM_%a>QoEd%#f#3R_Ik1c%L{P>8|yWvT62X`DflB3a1
zG8f45iGFckv*D3#$IqS}f2v}Ue#Ajwn0o!Le!;ZF(wwOr$;Bx<dr9fPiZ-*bhzI`1
zoZMDo&`GgJUMPN<bTIbSm-_X4;ed`*{?AP9#W|Ck<_4FqGsOGv#XT4q2H^&fhoou>
zw;&c|unR|>I#Dk0LIVJf3$ctqmg^rE$B!B?XNbIQOLJqD<h(?RpQa=|vVnk08~a@H
zv3_XD9Zq!{r|=|QwRMIHpdiO%jhBpia-j=C;Q#b2ztIxnuy2la@=7>M5B_0718Ha2
zf1d+9vjif7*Csl<HOqqIf~&7PZV8J>Oci<YQ1F;0jXXt(1&8C<;{zMU=T07W(|Hjx
zZU>XmP?FvgE75;10(ilp#maa6%$>1HaE~($wpo}4_VM4{a@{=hlvzfrSyt$)_U(f$
zdAk>9Mz0+!@Z=TSIoP%>j{U{6)f6l(Q<f1jPyU^BV5r<$BEGM0&8fZYRp$;``uVbK
z;%pvtGBw!C{%v3&w)&@>y!<iP#r##3O1n)z$BeXEOKcGqmaeWn&!|=-?C!ZDQ2%MQ
z8F!^eW;J)+z4BgGzy)ZND*z!@i<^9{efOT&XcV)OmXf(Vx3xrM@(0_j_*c9eHw4AY
zw`2D|c7JPF6H}W2DO^nOAb+rO^OWf~K7G2^<(!G)!=z-htah1d<%D3N__5pGnOcHZ
z!gU9{T0?^WuwoA#+rW~00Id2$rmfn}*Ktq#ol!huwJx1$WMX=1%CD^^hA$xQ`|3}u
zwc6PCHv$rr+IkUHF*mt)2<#mSJ8)$K5uw3?gSc}OVfapa7PPSZ1lPhBcjPTT#i6D`
z)EY33hx>q7eLwkTgJrpJTD~t<KH`?gVU!0&wrlN(^x|NAONS2{OhlxPLo4}fB1!?M
z-ngb9QyoMLNK#W<988WU=fBI?b-O0tv~tg#_f{iXFGVxkc(Tu&Tq=?cZO?U)Z%^!@
zGll$@<@N!=y?az5($D+4=NQQu-M^_Rw9t%g=;C9*adF%G<JDA02*Zx5n>It5+{mq=
zBGe;r3?Xsw1DuD<qfQlGIntbFI+m2&U`aUNc);S(IZK_yuz}zox@;aJQ2>kvqwwt;
z))Ea1v=VvMfW?FX0<fK^5s?E!4nkyBh-st}MjOc{;9~&r|I_oO_6w^{HvpPOi+*{N
zqYT+i&~3RL6%~g5#L1{%(0SMnlUG8L3vkW#$Ihmx7krZchjHE@BTj*2@SHT@LF&`F
z*WbtFGTTS0M8%5Fx$qX%U&S|8h)rxazaB@g_~%x&YRJV~rrXxg&2O+^Pi9+KQ-Qu~
zJ)ITvR+bIQd+#KgYMYp2j!VlS`dwb2czBAPYtzty?5ZEmaY@zmp{?t46gH$tBsSZ_
zUZ7?1(!b)&H5>xuuCnX(Kci4GT5m>c09jdSnYgkt{Kh**qUvjovsBcr8n${`+S0$)
zu_m9ZZ*&@Zs&<x*A@q2Uvn1SRH^yJx@=W=wHoongiiR!K3H`O}pAkyI#6BiI{v=_5
z3$gla`87y6opGKC(DSgPquFICU5G*;t)SnWTuFzx<a{J5V4xdRX<_%@5+r237yy1W
zbaK)W+>mA$F2ZH#x-z9cJ<`rWAuhx-@U6N7&^?h=v{IXys`d<vpi<P_3gozaQc`Vu
zU!uL)mGZHveF+YWFx;+}8}m$NG_J$@{99Z=u+`*kBqlr(tAfdeNgChXzu%vG7p|(o
zzdMT}kr({9gL>Kh+s+dLQ{pXb%6N#PO5W>SxNT}yT+yMxb!?V#k}-ed<O?zV-k>ts
z9ZL$_3=B+?UbECUxt7*Q7>?AHEIgLxl5t?j@lY0&xLa!N1VJkwuO?%FHkE89XKs}s
zZIFL%%7DG(t>{P^MJ>J?5p05@dn+m)PwkH^2p4db<f^Kvy%w8I|E`+hZp6Kq+_vDy
z{G0DGP%*P6iU~Um<<H5>p@R3|5Y0~UIk0;h`&9qHCtc&Pj>l6N_$o)FZ$f}W;#<jK
zm!Z`&CVU%sme@F)7;m4{yb<jq<EK+}p~=I`io0T$#r%)KKfiHsnq`DmRTl<tE_!U+
zIQ(}=@X#5^=xsNbhsFh?8L$KAj+8Fw3>jc{T+8iVJnWiZyYmp{hCkafYs8%@(ZMEd
zym9-vn)gu8L22cHgaE0mqc9v}r&Ge*pQ_RM@e!^K^9woQw@G>kA=B!+4%YJ#izbO4
zKqnhkRfFNe!udW%f<%DM1b_kxPRf38*;QRw>FYZ~sz5S>9=am!qBqv#vByGHS-F?Q
zgdq=PoUl&OaCV&ul(_H2;b@-T)=@2@zwNc?Hxnmg#fwK!EZADa(LX-oM&&9hKXjsb
zjU?Bo>FXu|Mn}gfuhBB=bWfYmR%;ba`~7X1WBv~$Mwqt@9@*+<p`24$P><F6?>_#t
zr6fVofRUs{wutk~t^ylZg^nmalvR=s81t@H`San0`ImyCF59Ta+Pc}|N0<Wn!%c%>
zf8$qt*dk$Edp=`_@X^Zn{Fp>qi~c8{#TvrkUVeP!GPg#;(j`-UlaSKBzt3B-v2@-5
zb>lh|obGq;M??_LoYOEpMm1b*S$1Qt-)(Wd&<(mj+})Jb1oG-p{BbzMd2+1E))@PP
z4?6WF8W~eCy!MWLUEkLPivXD`<*mtsOc|jEjN~khKkTuW9EZz@5hp>1NZ}*UcM>8T
zfus<!0Kufd$v<Im)N3E8<HV>+4)MrPaKQ6-7EJwPPK0pI0?rtTB|}dqUTa_ZHoR%z
zE?*~YUUU)CDjk!XhFBiy3N?wR{h65dxAt7mDQ)ekU6%V<%evEMb$SLq4#Z_Y{V@Fc
z&Tc(ScARD2wr`hoYQCIiWMOgS-1urA$5yq@F6sMiYa6Gz7Z(<eDcc<M7<>4}AO(UU
z?u26XrqLPYV96`|YneM$8$$VC4J4a7baxhXc#jwttnOmZ*osF*BY|c%+4sk;3mG5z
zq$b<^Le<o2Aj|7<X$^_qZrLqSJ$%s0M6XHUn^8V}@rulP_f@7%EaJ~#wnG7tcEPai
ztqtRX_&y&98n{U81<ol%G-Gn%;a2<!dQ~i&H`9Rahrx<DdT6#TpsBrru0kqn2?!$M
z1TkHm<j9)DfQDpN5a|~0{ThPvAau2Pq@)<Tq;lPGzDTJjA9zwU@i5{VU<xPhB&tT*
zA+lfbc+c~#F18eTHr9RkP>!-v+S7EKVtg1SBrI&kL$opTQVZc~+ggx_3iJwF-?hn5
z<oNFA%_xk5@FS-_w=kQMS+wv$fA>q*v4nNv-j0H)*=utIuP2ImY`hQDEhTf#tM#YG
zgO^=%4k^QDy)*<w-Ax6IG7Hq=w=Pt$Y1VZ9N>tJ+Z)K$0qLv)P$T*#|8Zp95OLefs
z?eedgG@st7&gexW?~qQuxVF9(k7=Fio&@XFOM&n2eBM)PIlG#>ht=^^!9K)1UZJ5|
zPj+*_YkT#(fG!X*%C1j&2?GY<2m)9equYEVob=Z;HJK-;yrNUM{;%_Hx2VdndH(DC
zxb_5L6uu!F;{`KZ`^41Lzy?btZ0v{xF&K8a2kDU;6Z<5aG(h8oaF_KOc7~H0xu5<W
z7+lO?oK?Buf}|Q!YKUM-zxfM+fU|AAId$ZIw=|wO#Z#xYoQZR`+_w4jaBh>pA&n<e
z!&<4cI<cx*hSJp;9|uZ%o&~)*yR-%88qd2l;yRq$WfzYAoP8uZf@*~jmV9~ftA1GO
zKCP9X*{q}6mN4w%qPcQ5x7ueOw8@FbxyTC&r`cbQf&p`2)*Rj3L>I4?Rch)>3a?Ml
z`Gmc@R5!Te&Ta*sfrZD$>a5CKvL2lJqB03Gd7ad<MelsVHNVc!%sK7X*URfFyRW3|
zza#ne%LPsqrNczhO@!j5Ev7z96!f+$QCzVw_pBDUwivsaW5pm_>Vb=&o=VxtVlGHf
z`CuuHBb&_F?J_aO{QUXTAT7GlQVdu>um&qhk_l1yT<C-r0SA{RsV|8*MOIZi%IaK(
zf~RHX*~x0)?SV-Q#8+zWwH!)o@Ew52wLaDOXj;vqzBjptx3^UkTfc=U=ex5juCDFy
zbJdQ$QA1*V$HYWBM%vWFig<F}3Mz&LM^GvC-S7Sw_vYnyPiA?_nYbPGFBIDiRNn>#
zsrIyVf6Pr)W~1emHd?zN?k&HD&dNN)KvT<PREjNT_T&zu0U6CpneyT@!qrqP%)C8C
zOC8rcm%Lq*cheV-%Nxshiy0Mo*RC$JuzN2^JdiTp$-p>eOr^(6JHN-GzOvI7b#Sw%
z^hw*V-|Q}!NwiGg!A;!3*-pih`$`JM(GDRgI#dX*GWRgubF~WU;jJ6K6B7LBZ(e$$
zf+a>5qQn5xPyvCIss-o+_TE<IE&*zj*l^H<1v8T<lMo#$eqrj$xd4JpM8l4rX{IY(
zS5xyU5y_&44-OAc%Phc0Wg{x5;H?At;*hE0==}~Of^_TFgP?QfsuUu*(;Tb7776Pu
z&QjaS(v5%(Hq`P;0Ipv;iZ+A-EKelpq=op9c@S1wLgd<L5cI}}A1g)cwqw>#jFW&r
z(I1I#KAX)Qwn@4O-l1hwb<mGGp0!Rzn{jLIy9x!mwX6NRRqJfC;5K;saadJ#D28#P
zvT^_mM!NC_-37N`!IH_Vj7@5z4XwETX_A4J?LP0}G<s-hoUOaxU2<pGz@Sw0YbfOP
zq}pT2i$U7^<d(nY)?Dh0lo30DQ3~^^m+XSy7!p$*MwCyv)B5@<0z7JVpru16@6rIX
zWb((Hq4mpY8uU!F$1ED3&7?Fx`f*oRXl~^_8$<b<i$Oz4Lb@ln#cI`P8P$FMdhHtL
z^hgs8TZA5jN%WuS6!s15ncWuE_E$jHL}#pib<D(_9fg;<+A>3|#%t+=gHu&4Ed>c)
z8}t)%T#IAFwP+ZTSXMHP#M}WniT+6Ff^(0E<f&;2e8!TStP-0FE6p(hKsPo=rD#bT
z<~*_+LP0s1vkZ~V(aEVP^v`{<YxWT`!0;yu8Z2l4F%g;%q;)J?w}!~B{P@cqezy*(
zdAx@`5}#yn?jm|QVob}Qc(={6C3QP#jG(>UZu9G?>(8r#*D*{yms05<1I<*5zA(D~
z=!N6tdIJHW#NYwPh<%Fa+q=ulx|&r1bWurqRsHmgOogr$vb2`VX!P6+&AGppNiR}l
zzCTMukd?tdkk;enSJbI4$JPcY?|Rjyyk$MzsqF`qD&ORMe>&k9K>f(m$dsQVD7@E!
ziPmac>^l!X8s_cwbc^O@V;?h9(=-LG3Z6WB(|8q!W;xmudKUX1ZGUxY$Soq8m)_Pd
zE3qHLb45Om7)_(gs|NgW&slkRd}_N?C?paWGbF7`Q5dP@dTuRv2okU11w$NQuiSLX
z`5PN5rU~0RBr**~B;FT@0&5kZ+6raq0r&A9gO+VzE~4!Rm#=BK=h`~__;5?(mZT<5
zMFd8Y6Cfdr9xkVy)ZVPj!ZDQ}{^8^M+Br_?45vvmvD{xmuiLE!_a5NoKbWi4ep26L
zNMg}QfP?q?)uQOlKHQB=Y8GWQiY_i})oG88e)z%aAhE>X*Jo=p?)uyPnRIg8==HgE
zuy23TwYhj3REn4SV|U&~dQC5TY`aTKY0}dRYZBow{mj2>=EqgTqd)TZB_|7=eKt2~
zwfTg=q2*x@xY9vv?zAo3SFQ5=Rt-?7D+b3?!rN_{CB(JQPBk&^&3iZV)J3b^*orIP
zj|rUy<A9P37H8|0ckw6o-H$ak980M6QqOWu*%QH8+HQP{BDa~@zP98<OI!o3``(i;
z?$Xycj*K$l^yEBc`R2!6+w-?s%rynSWj`R=s_VrRrnamwm6&kux>=jEnipR>sxQ$}
zgk)v?1C6_1*x9|2FF{Ul;>&#Ly?-n0gN^T7Zr1ihCI!8S1}|?ds=+V&zUM0LB@K{c
zDX;$t&Td?I@*<2+L~ILL5bV;p2iZA>4-xQFEct`sl&Bc}_ZUuvNZ7QSPBoh_LDO66
z!eZG{xS2oxEWkN5VbS?obiV6+uO<#k1mCz$Ds^fan%;!Ob&tDjkE*2n<+O};5LGd@
z3lPzG$)OQTudCrb4Ay`QM5>=!^AiY25tkZ^-HN#M$rF@x=|(49B?Ng(j)i1_ZoLq#
z?BI~DwAYq9<>0??+%H#bm23Czm!pYL&>!wF3sa8Ol#5?yU%RIH6sF1oyv)A5iXcIV
zNU#(|%Y=_@jF!uMKlM?yG55{gB5{5z<Np>6JO8md3HOxrS`;JR55mGlXM!a4UNXMW
z5T^`_G7njgkl+yq{0Qp28~=QX)Z$JSx5a>w&@|B>YOc8`VK`A^_auw=S#yxjC8eF2
z|1;6p$uj?rcHQB<H1hjG;*r886BARsbT<^Kh{(fHLK}p{ml75gUOdtS_d}<lJvQ+4
znPq0lou^-&44w&XPD;8|6iS0Go|ntdFD&Tdp=YH8yf{Ky$hZKlfc(|P;mlbvZWvnO
zPau(w7{I1mH3<O?NeraWj<OJ?ILX35=2WT+{5x0C-HL9P{(t0PA4nS}G1^eS;B@L7
z;qv3t8rW-KVM|iCX>q!)VKNNYdYJJ4QbKm=h0AcFv9N#lj<gQ=-6aB?dBNznOSx)A
z<q)Q9$678jNhU?5MyhP?ahbd<E4z!DT5`}oIGEG)Kjv8uZKoK*If%s0D_JtwX&|}B
zGJX;zMa@phxJa7I(m!(7&|1Z=vyc9)gRxKQ@!cB9SQyklBA6DP01`=y_)S=0>(fkS
zQDwxTOt+m=Jt^3+)IlphZlK?;uATb)zste=$pv7R+gb-OPV!gdQ_Pdl8vHygkv8`N
z)KM$z|ND^FKKowl$gF2TRUnZ+{Ktp9R$^9}oK_L*8*cZG>%4fBcLb~5X7Y4_@e_dF
z)xW1}BLaI9JX<c?rav>2%oF5gjynC8z@oPSEO`&y_T+3b0rK=$Bu^{o>atQu=nA@y
zZcGxNV93N#5KF!<?y4R*!ybT308?{QlHcyMiF_*EllRmL)1H4xxLb)BP^7{A+q_r&
zu&q{d(<y8ih$^K(HwEWnZmFpvM&ia(?}XC|W;qFmn;59!pTxkv0>=sCntu{Sa{Fw3
zNXrx&ES#ra>I-9{bHJ`Ef7og`OoQ1Y^x^rl`?o+*BJ#z$`Ma%Jyq1vOsW*dcEy^9v
zP7ab>l8)c#p|pSWO~Xh@J#5T8?s)}w-Fa4S?wiV?CJvpSYM{S@JYUhs$S8EBm~s93
zbAu!TIBkn`<Y{;JY~e(-b&zXJ2v~b12z;Goq4fWlod1u>nXt06w_=^yf`e<b)4yi5
zjybe@^A5n}&o3>VpA(5^;jrZY0#vrd0pfT*bO8_rIGzpGKhqAt4Q)QZlRwUY392Lb
zKnN7s1g2*?y9<zC+lKFkf)*<f9h%M$h1~&5$RnhG7#`^;#C=q_GHXb}85r3`Ea&Ar
z&fy7o&|nFSoN{@}pPGw7Vs1`XUhChFouBp|wEfdpZSyDVkyj6^HK&)nw}hz>#Ys}c
z|KNOf56d$j`ekanW!`6>-rR7-(?%tSy?{6=BZN<$!6s`mOjP<noqTLZ)vz0z=xFnu
z(?&+?5%a4rD!u$G%dNXXOFv|(IQrtB&z~ONM8D@QEj=?ewc6D+Yp9<6VK!04pFANl
z&c?FmlRWM1q1V3qhT^#8SXyY=cUa7bydD*r+|gL|iTcG;jm7ENC7P{U&kOA2d-%S1
z>d0<Yr*7Bo_q8>5mI~(zOA-?kElnzTw7HD1l_+uBfP^85SuPsHT>E6P=%BoBNc4)r
zMohYnP^DuqegEFef6}<6J9dOi`$FRcHfDd}tkdMTKS^dP5j{hhY<(}l-~Y>uEuav2
zCYn}Tertq0@^KFSid7n3?h_erf1#;HY$PND0<e&D!zWnB0XF?|cLka$yt7u#6Wsd0
zV;#Ot5XZ3V&r|58w%fLnj5>_8q&jEGDt_QB9hrP#s6kwkSd-CUdYd{0UiVj0n-QoY
ziYw5dm~czYm+`FDb0$m`pZOiLv9=V`Y%__-k!rh+>}$EXQVHm7+EajY=D9LXg~{DZ
zQ)J^_cZot50A`G>L}UkJ4S_r6qj~zcEF%OJ0QO4hkLbIOR1*Lgqy>4CV3c<|nckdr
z%fd0}Ec)ePX**lZ!*|#Bn94Ugd!}$^>RD(u=|lUQlP9I5UOG(0qBZO>=yw5y)%TB4
zp(ujgPF8$9Ey6B%d`io}ok_fUlkPpXILWb1(^6r1$tsP4`P|GbnW;g?+^xhoPl>Qw
zij6X<(iN~bRiDv~U{f$Qr3tO*YhDx!dS1vmlxr1vFyp;{^`|Ryy1|JdZPhbZg9qg+
zE=adiT)f1Ej!!upz0};IU#j{&^j5GXJ?)dJtZTW2@62=L)BNPq0?KPDD~K34?rph~
zb}dcynFH}j`SfmX_Et?U8h%{ZQ(EDxA5Eq1r149L{E^A|K>g<09?PaD;#Km`$K6it
zo0v66oIOis66wogWUwJYC--szX6@VrZB1Z6gz`^r9!Qc?hG975MKn||{VeuwGS9?s
zc8=ROA`Jjad~!4Z9J2%hEKNN<3uD{;TV8oBxk^uzZzi&8($FFCBoa%6*-q{nu!*2m
zAViuH3`Ms|kB&^`OeLe1&}cCQyB_z}1gsqr3tVFXC7)|)6$WIf&9~*&nrP~V6!}C2
z_{OOv3|C#D;hST8y=QYsIXy$D)yNPFOM{}w;lmu{;lQ-S9~PgMAD)1LmXh>Ns4sd6
zAdKjq3F<*esCv{T64e1JZ&y2oMFhPuZ{6DZP3pXbg*lc5q7_4@l$iUBvhAq=E_#)k
zf&clh6eF}Eeoxon0hEX(yev}lAqVW%lP5PJsq5>%Z~6{7IoqTQ6=Hvf;S9InV9u2~
zhv%dZ3k^LZ<E6<X5-J%_CXDjk56q5r+nsy@*B81|U2e~eo~0IYx1@E;85_$mgkHxh
zTNk24O@WwEaNoW_?bGXS|Kab-GQ!L?ZJ4N?+yqsRuR;7Zg;d0tjP#C-*chi`q%`$i
z-Kg-&8lebI+=X3kT#&n!S=P&o%=+HXYV57DduZ3=6&0<K?3?tK;rtz{F6}knyycl0
zl-0Y!8!Su16C7h+B$xaA(g~~#at`v*+>)RFtl8zwkW}JOlG%aCSbF+vf9&)<^>YnR
zj;y~%Y36%NIj^uybOm&0LJoiPE(uH3@hV_I*hBr$8@O=E+&Di!e>5jbC0^cKi>1*@
z91J$8H+CC&c<Khj^j_!+3gxZ~)2A^F5N&g_+&HH4_>lNbwP&Sa+j0_<lU3#A`P!6~
z#;0~o0!zgXypz0_mkh-Wpl`w+!hGJknFLi5N<3-(ktsk*Kd4zC3cT6YD7-0T9BQQ<
z07yYROGSZ^h{U_jf93fVj1BDhpEJ_<WQ>LEWL#0D64*VNq2+#*U7grSmQmD@YbYd<
z_P6H<MeW(C@3j=Omd}ewJT(U(7>pkgK%4re=c%tzVq;^On$rQ6BdtQP3b3l)5Qs88
zD}LF&ftY#G6>PsN{+(y_Ev6pS9It)kL9(2tqhXk2<YlFYyX4@`P3!P^;nhcTi;k-u
zZ^+T%ibE2*jt(R)b)Y@`$`##Z%gzyR=g5O`%iy#pI%o3n4RJ|H3<gmf`YUpnJ(d)N
z<`ix8_6#LeqXEdrOy9FtPfldQw;^UNh2Ecfeywt`p^)9|!V4>5t<(CJD<<)|Z0pO~
z+^ihurRR<x6Kh&?wUs`FD%*X6Q>vnoS1^Cax$Bfh{fIb~(^eT_;U}oNgZI<ZQU@)G
zaZU>g=hNMJKY!`Z?L(I$#-|vwFL*&8^U<{GZI?#6_o~;D#1__}p<xH9VX+%U$J#Wt
zV#{meBJsurDl{zDwXqRA?`+4BAR7&#h_17ja_=W48AjV({Bs?-CX9?!*C;EC0+&DV
z2q<k##zWP9g4r(p)GM%Q2{aaqUGpSbi?|Tv4cajGb+9`bM-?#rnIKs3(-l&N2Z$tu
z^q95Z{2PH$gxc^0Tnikvd+dLaLHAVjuNzQdk<@ksGm)4A@pIH!wwc{g&+-cj92Tc9
z;^%yLf|UM98WiU`8n2&BfEj3KBGr65?uCqXNdOMOeyD_@tRK~^xA>At>izp1P(Rod
zF0X8t{o2BAT;N$ddW1Ps1+GK|%mCW`k@L}Ag=7^~jgKyuDA`0BqGG#`!YeDw!x`3m
zKBwZ0eAw$PNo{J4g2z)T-<}ewPa5Xcq2+z)wcB5*ocCbv(JM3xkGyQzL$_j^$#eA6
zVAM;QGVH(E*nII;lo#9nZ7CKWYa%pXxFn_uV#p(B^K9jDkb#SgSdziOQi@2y4(C+^
zyNorNdi`@RKWAP#;wpPIOeJ)AIWWPd`u+R#z>n?gRd(3I16y}Cx1IdGjYh&}zQdw*
z>f)ZSjB3)0xPkoo_I+|{msJhcuyE)|@+JXF%*TSdztf?%uC`Vg4^(+y_hJXpszHxl
zx#%*-xRYSHk&Q|`P>8FAfJ@cNDyee<_dUeh+kVm$DhW~d;bcc5Mqsn`#X^cHOv*5t
z7(GBED1)N_^X%$U_b=kw%#1XgN6secta#4;3?V2E7^M|4(~aUj3OzNjTxEn@3u#5k
zne-mguln=P5SJ*zdOnl><@w=k@$7R_y9!J;7MR%Sd`H>xmRmbTpK-=`YPxg7BhD~R
z$A?_~8UnXIA~GgI_-1r`;)~Qkg?*LJei{3!J$v0MYJbTfwyjz_sJ*#GsF$ZB_5DC!
zuzZ@6l-ZvNFM{mk%8W;{P(D1C^rG3{?yb*$%Kk_K>z^Se^^JN*qMURSUbsp1{E_^^
z?Nn;Z3#!mH6&153Tj#}lj;_0I6~SOqbWEtXs=wx>nZtO!2h2y9B1PE_*rNLbTccC<
z%eQaoUQ0B7MP>+rBqK5^SV`UIW!ZK_hdZYBQ?7RMJl5N=O4$|nHXfT5Gef|JwXB(T
z-K$SpV)3jHXezE$S!n>{_SMVx;HX762t_D~$b?B5S@7YtQs}VY0r<nO64Po<;z}o)
zYV7;+5d0vPB^a079BDz6t7K*iFEd=VVzks$SmH>;4N!aSKZWr|Am9bt+IC{7Rt{x1
zhh9~qY+%I9YhVtmWC=7_*T{Pg-z{3#aPI|vJ{qz2S!>A@-n^{g<|tH`XhB}g8YL42
zOe)*&)&jeZqEO9gqmOC%nRH`Cq^t{4ijVV?{YfR+B|9ZLT6Ac5$lSGFQkkFS;GrTF
z8{_Tk>Eb&bugRfxJ7IY=<2{Bg9sE<S63)WLf{xrDM)h?PN^1Y+q`Y0qICZsJNW76#
zMqy{y&BJuO);%01JK4+5iG8u#!CJ!4+=KC_b9NLSRXsg%E@k5orS-C=15~e*ayidu
z_(ex*2A2grntgdw7;nC=-pO|LoHdj)>GY;N(u0d?GIE@YS7d%n@Wll+V3u?pZ4;8<
zC(#dp15R5h>ZgI|gI>^V|CX0uk1Q`Q_Y4eN_&nv7g<^uF5Rp(4)K?cipKW6$6*6%o
zU<gS?L5G4jLXGIbAcp4v+YgiBQe47~=xgEmgv;0*t5)#!*V~^C_xA^2ZcmYe)sRfT
zaDNbffVHkMo<^LM&KKyo4>j(AcLK1854ktrpDTrO>(!-}eapk9zpR>%9R2jO=ZIM`
zg$!9FEI!(1)?w&_j*zeV!=s{uXVQTdj1}CokTN#`@{^LL8Skb|eS8sWSn@scx(+-v
z0+-U0Pqv7HV!?GOEHqRZtQ!n<92O?oC|RDGwm}9D?RZ7lGdkP7D8)6Z&1ddZgzhpK
zzrE0=Ub&N*;#l-<<EhEH2>#bmve)gb%nu~l%x>PotNO<ug69}~8a<baV=|bAuq``w
z$K<(P+%?A-Xkut-I=b!ZqE*jdK8ts1Gmf}bzt0&Rj|jxiu5ABm>MT1uTP$x;ajLXb
z?hXv@Zm8_QwQoE31#Ww%FN_@s#q$pkPhH#2hUY8QD90BgTh9~WyT{uHE)R?eQ<UD?
zEmrCAJEq_~O#%j+F9to;-qQsMb5;M_x>4DgMjaSd4j=oq?1Z6kLBrBUWXeNq?Jz%X
zp4ai2)gYyLG}nD;DetmDK|uivH}?jd%`rlb-jLvud#Ba<ZC*ylt@f6o_PYBxuyTVk
z_Mlb@mLw9LC7|*6%iszsOFv{BWIi9c>@Z;Ca-lEJHK4*;UU?zq0)wKW;sG-`ALr$n
zwChmY85KINF&IgCZ%MPf0)fThKb~m=X3$$5ku11x&oy|V|JbRd8zksF#JZM(Tx&8!
zm>hLKb^`T<+#fqnsL-G$j5O?}z7|tqo6*hA${kSsiTct!>vbi1`kPm?{`$JM0foZ)
z6E`bXKN%DYGw*Mtupgpjj&V!d*L?ABg|-U0(~mY5%<4<Bh3ukVZ?iGIe4);$mxK0>
zR(S4^<Eanq_-s<`-|>tuq~K_0-&RPDb*S?J{#cLQ<IHXP1L+5XN57<(O#S$hz9Tiz
zKW^~5IyPte00rPK<ew#}223_*q-DCy1c!!QbZ&Qzz}`cC?uv?C7-TSq_y><}3H$P8
zi`&WC!1w1AFp@yMB_rgnf(!Afzb4y$mHMjTuPx;j@A%`4YgSD*Y1M3|r~Q)cumfl?
zB1c9#It^}~Ov5zHHr*#GIEW*xBj0254wV}~sM1!~)J%YrFVD*?85LjwP!Nf$q^8;K
z)`eamQO1z3g>zTGeG~>SBy{liVaa{m421$&R!KkiH&YYqv?9ty(!zk7oE)RiXSB8*
zXQ04YRDwbn10kviwE$E^kEK06o!5_rhG9F_ZZfT*nBl;Tle~hnvzXPTOX&c<k=KZT
zO*#rK9bH>gq!Pb8vXYVi_t<N?cCx<kppFRpjsxjyQ3j3I9)36&*-^<UMa2uv1300;
zZY%1!MASMtE5tG*=mN=_0s6@Sxb0lqyV*O_ca)Zu+V>4a^F=Hc%kE!~4^j}d^LHEc
zU3|o_W!fOP!bFqS|IIw@F#qi>d@K!`O}eFK_41<}^rCjB@63H25LT|Uy)EgJPS5<F
zDwIkl*G10RX!o$xnGlZBqt1c)@xHmK4ER+3hJwg@KAK187lTT1z}b0E4*#4?vo6mG
zsgGB6Lw{!-d{d4&`C5Fcyv#9JxPn7M-mZ4Mey!2Ip7u~=ZT3B<?cm(g)6-`U95YrH
zWQ{XapvE<b`D}$C&_`Z*K|j|8C^(NbGi^$rZ=Q*<bBtu1QTk?NX2wf|XK+KD0mn(B
z#qf<K3n@O}O612;0|ymcBod?ve8k!Sg<kukJUr2K7qSt+i4YPxG0vqIEOwES4*a@8
zY{X4WM7xEBg(PQ{eV>t~v1-C+f)j;N>MHtR5Wc5F7C*nRaJofHh!_c2fJ^Tg9u9?Z
z@MlNPW)w-UQ+14ttT)G9!kY`^He#yF5W$NLu^1a`L(kQx&HS$<w{87&l{k%oO0|{R
zg`;E)??9GRJGwQ}#GeeW@$2FKYE*6?XS(TL<LTR3?q<_ip3cU`R<+vCahLVJ*%*f@
zujF%C1u18n>Eb6#7WJ33yr%+do$fOHGNTQA>y}-ZY7!DTP^5A$Eqz@7i^gViu}8NY
z21T%qp3@dR!F7i={forl#U__T!S@0EH!leGd&|=^4A(#P>`o1ek5)aNoRU)U>u5y3
z{pqEuKX&dc&l;NGQ9`wYCIRC3{#KoF?`p1}xyrraNmpP<Tkd(chj3nQL^YDWCp0Xq
zU?6edUr6k<R@iMny!A%S$y9#Holi>^_`_6o0P+x5JAIh_l%}!PdY*@A$4z)npEfW%
z?4D4lvd-=W*Fj~uJF~mkL&q(<PmyAc=FZs>g#>Kx7N@VN57OG!?h=YvlE>m_*jRt5
z>BRZU3~D@bT2tb}?y06l+yKql{m6Z@r@#N^z#Xy3T1|aju`k1LjawWx{bn<?Xf?k!
zbJXc9UBSoRNX(dxPj-F-YFTT<kGZMK!S1a|a^QPQ+3P$Mu^Dk23HL7UKfVoK`&obM
z?IE)uI7#FiTutb@-ib|bm<hZ`H5>ognnNN>MZKY3-XNBmNqwQIdg@x|##qf@|M^tc
zjdy~A0{Fz<ENq^K$>a7}uBaX*_fuOO9aE3GyCpO8l`s|QNDB%w^WUx?RX;@GbvYR8
zdHiqp1-ZU{CO?x4K36<yc)Dv0&rem?9TiV-Yl^^OW@50I3Jkq#C6-Finfc26JYs=9
z)L$jsf9<|<<;qXbG9`XKPv<e)!@euFn?h(iH|4g@JY85DP*&3}ZufBA`eC!f*Yb3G
zH$JrcIxt}^a!u}P&-hJ=%FXnYqT>DYRb1iB*2nRMNMyjisH2CR(Xq{p3o5MC5sFa2
z+IgkO3XKE>1%()0Ash?&N=oL|M`giA$H!aDlTi2g+6f`$Q%jP9)MbXbiy9tFRV)n$
zsBqCAsH?aiXB)pK;k}{m`Q+qnKK|ToZ-xvWs0++jUD@`y@=oGjt3gjWC7T-P`H6!G
zm|WrxKnE;+pRkAsPIa7^p+;%kZv6Dm=mD;yu4F}nFQ^=I!Jh)Ji|)YgNz|TD>B1*~
zV+t{&(695b=b7^yyewT-T1xm2D7}stjiTm4c8t=SOD%)-9+6pDhxvE#^F}PneJW1g
zWf-ct)3;Q1i?@7l3a3;`<z@yx9a_0wo)7hZa{n-Cq2agMhVm%=%7UW^e8y1Wm*Yh{
z{QPoYcoL`Mvlu|`V~nB@FQieP>u-q+_;uF^su}(xCR;+QBQKt0A&qwCY3b_+5<6t#
zyU~gIwSQ5@ZF*L^l&0-_XRaoW;79jQOZyF+#+09s2dmz{r=oz8pdiA27QS28_Py{*
z0gU)72*d0ixU&cuhqV9D!YAt)q$I>XfxcMR)5UM!zWtuhljb!^!iIGjjoC`#^1@yg
z)ZW<C#D|3w8iaSG8b;tC5J4Nr@Eor&a`~bAKd{`Bf-q`9Scm2WKj|IxmaaiSaQyS<
zbUq6RPy2aM8V(?=jj!PGAXYBusml;a*@JjoGPH!YNJKxyAOJGMVF?t`W$>3rjZT5k
z2&FYiaZ0fu+*W@DK9W#jABhGs#xjv^Pu-B+jGof(7Pyj40O)Q+bU;oqaE6iWFw$ip
zdD{TK5@aVD@1*V2UhqYLmzRQ{RMp6ci(p5-d@)QbdV+B$e8?oz^pBmJ&RML?p3lQQ
z;U6d!-JOHAd9*eRwKMi5je#|3iHTR0_|rYM3m^qz?a|Kf^5gXz_u<LouRC<6oE{0@
zrHd<|N}*=9fW@5}RYx&#L}79bqW@OX)b;g=V!(#~Q6l3bzz;DfpPI*T975EcEtAM<
z6HXDv_9`3ykq3QS6>*z{txl{2;E6%J77I%~_IE{`N6?wNV0=>K?T8a<pba&go+*=^
zcqHMbx~Owrj1z6DuWu5>P$JOzQDtUkO7!D+T+*fY*FWg4+#|qMRH6-rM*K$9Xb(o+
zZ88xLs~v1jFzqpK-?C#a(EJ*chhn&rU{BeQh3r#*CH@k$b<ge1^Inm%?aB|q^QE7X
zcJw#n`}XfM=?0!-H*kQWP_T9LGSiQf$Ot0J#<FaCXfT1qhP#mDupg6Pikm}mkDQ}5
zc#Fedz7!$meZrP6EwiibHAV&$f{jkE-L|l}$PceG31UaACmh;gn7I(}{6^>TZ-<`j
zJ5#Tlm&d^LDLL6@b$Fl63R2_a-j)HYj{**f@dt2rxN2w@ZwPz<xs+HIUK-_m;#_@{
zoSpq;)W+Yf9Wpq=vxjZKaQ7|K!Yes0IdBz2uM*Q>`O*UKQh=slIff$E0=Il_trKx8
zy7AcHuJ()aPtR)1?8mvC98d61l;*nFo#vt4U1xsqq5bU7)9^{kJGTfMhDcMj@7EeW
z6MjLMal?jp_^8;z!qq3kk4^{}<v6ZEz3P=H>dp}0OY#H;smgnP5c+!<gElr=1YV)o
z_fGshDUx~ckBr!0Bj4Y~{Qv!bSNM6;&p?DdQCG-~D_8x{!xNgxO^In~L4WLYbaM%Q
zbi?L>^!D~w1BfGGrl%cEr4zqx=$im@4cs=J4wiT>Jt?Fo8>^X}$JwYv9a?e5VMcx|
zq0$NAIP(}b7-Xy1eEl*rGecr)afbV7`dr2F!ez^SZY??D;dK%n&ZD*)YkNnfGMKVt
zMlCo0oR~gg`(uKYp0;*1fSn=0Hg8Mz&=<UQ9QptC^IF*|FKn}wcFPL-ZtoV=8raV5
zmbGq@i~Df4CDx;j{ps%y{I&crJMZJ@v16^1<<UWT!#_vA-jP{7k(l1$m>k8GoR+4F
z*T2xg;34wXeA3yvOev-2tEV*2ITI5T!c{;6zr&a<?!5UnfxjvxPBi8cgFAlh!}d?s
zBFA;VF#-QCzh~v=1aqpQs|0Z<;jxjJ;?W^y@%K3V^4+iDV`b<a7zl!wH7`$1NnIOS
zUOaCKFLV`lZZgM919^TlmHoEr*>USKvZsNXmzT$>R6C1oTe*GrfB*Mu5=Vrd2hLc~
z8;TFi?zE!HZ|YL%|NgxXyE9;Z!FkCFO4Ic@o-;z_XAa=c&=IGnzk2FJA!poDMb8fb
z>=&T!=hwDiu=%p)FxGgGb8^xHm6-BQZlk*jqZ|Pstlh}%tg|=d@uftjf&PBN%ZEV4
z9pP`U&Q@+X+;VTQq*%7QBN2}<L505T4pri(6k{qC1TYXZL4DY7Mw7T3WR6@aqr7q(
zGa<rQ@M4LShWJ7J{b}8F?^Nx%VDrUNj304Gq;UpB1>AY{h}i}krOH@umnZLj_uSim
z>{PI{Of+6V=gc0}2kELJab6{!1@<u*9bFaiGM$<Osd&LPqA&wa2Oe4vcD?ma8ox_k
zD#Pgza}vCfv=q|rn}=c+YqfLq7U@oC*EhoQH9kA50+%0w2mzw<0RR+0E7npl7wiE|
zVtrJj0DcNchtLCuXcXUD_SZ6DV2_LrZEAIB4g_itMC6c1k2vQS7yAf4<DkX$yyWBG
zCTQ6)79CZSzCq+`nFct7pTeo-E9u?hluPi<kkt-*X8G+-(20BdJXXR8;feq(Z>3;N
ze1Ig@KviEWF7VnVZFn5h#B^l*V){zZF(}>~+#*7xx&1C|(=s#+B?s$?z6uDkU*{!*
zB5hsv?Z=nE5Cb07%q$jA<Z&vL_x3Kt-O(uWZ-0l+#X$l<>K^A9IxR!o_D^owJV=~z
zu)iHi>Ko#8KuJof4G?S4aFAY^{ydt>2@f;VorJU71RQ1P{yL0HNZ4Z}GB76Qx6Tro
zSG#<DeLIZB<5d3nJbm;0$LJr=(*+WW5?r<Gclh;x?)OCXhcJkfKCRnHKjcSKVI|Le
zfQA(R-o3TGuTc(ye8vqfm7_xnjJqjj2xDeHgz$4hNI{98Zg>x~Oq5`Va>$N752HRi
zi0)dU3!P)$(3$h%z5jAISyzbbh$HP^(i5~`Wd)%QjmI!}3*4I+o^I>70B0>^Ax9%$
zgKE;s6%VXD0hQvBBPr9w?}#$VI%hMi`0OOmdanwq%H{b9!aWsX56xUg8ViP=L?`As
zJ$McN6K3EV=U2vj!bw*H#5B9v159)@cqZTunm|*Z%;K<05HK8Ub%uR!@S_F%e%)&7
z>dJ@+)_5X)ac>Qr7WmQ)g<hA5v=x<b@b&AZaKP?I!-Wgk<gJxQod=mQULe<x)Rwqh
zB#0Q=aBH2lSm|Wb^MvJ;Hr_)e5sPvF=^B++!J@o>KZw-X=*c5PoTSZ=c{55|)Q{Nv
z=jZ3emfUg474SmPs<o*Gz6IL$u{meF%rz)wv_c~>cy3NL4uw30A9g@uLx68#0$6eK
zRZrzQ@4<K+-BSXZ!&gmM+C)z)ku^dEw6?)7(-eIS^tqv}&**#$>GobXZ3y_f-IJq&
z4LaZ`#Tf7wvNEB!BZzdgL=*mseutcdn|N?`fF^<H5p+0h>`n2xg2KWX-qDefjA1Hg
zR|@e}t7>W#vHqYjW>a{@%gb<>H3WnU+@XmT@B1B5U(*qaK52A)I8;ZW;NvFnrAhk}
zXND4tZt&F`dI|~cfvEdAL`}-UD0l@~D$3vCNp!UNLBNIRzZ6(}JaAV5@81f-zKdiE
zj;}cz$^CmB){a=z`FNg?%)6FCX0zBWRB=2bniG_}M0LP4O0>UtfQqrwq~jb!!1fY#
z{%X&(iLVGHJlV~NQxc;JWYb`qelv7r6N}bodJ#8SX=SpfH8T9$=Jq?301xH=<liTL
ZQ5_1{)1u@n^fv{+{#4dbN>woP{V!0|U$_7O

diff --git a/_images/statlab_kappa_fig1.svg b/_images/statlab_kappa_fig1.svg
index fcb9d74f..e7a5ecf5 100644
--- a/_images/statlab_kappa_fig1.svg
+++ b/_images/statlab_kappa_fig1.svg
@@ -6,7 +6,7 @@
   <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
    <cc:Work>
     <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
-    <dc:date>2024-07-07T15:29:47.426077</dc:date>
+    <dc:date>2024-07-07T15:37:31.743837</dc:date>
     <dc:format>image/svg+xml</dc:format>
     <dc:creator>
      <cc:Agent>
@@ -38,17 +38,17 @@ z
 " style="fill: #ffffff"/>
    </g>
    <g id="PathCollection_1">
-    <path d="M 155.490455 95.589128 
-C 160.326322 95.589128 164.964777 93.667817 168.384252 90.248342 
-C 171.803726 86.828867 173.725037 82.190413 173.725037 77.354545 
-C 173.725037 72.518678 171.803726 67.880223 168.384252 64.460748 
-C 164.964777 61.041274 160.326322 59.119963 155.490455 59.119963 
-C 150.654587 59.119963 146.016133 61.041274 142.596658 64.460748 
-C 139.177183 67.880223 137.255872 72.518678 137.255872 77.354545 
-C 137.255872 82.190413 139.177183 86.828867 142.596658 90.248342 
-C 146.016133 93.667817 150.654587 95.589128 155.490455 95.589128 
-z
-" clip-path="url(#pcab1b8a0f8)" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 2.543446"/>
+    <path d="M 155.490455 255.320037 
+C 160.326322 255.320037 164.964777 253.398726 168.384252 249.979252 
+C 171.803726 246.559777 173.725037 241.921322 173.725037 237.085455 
+C 173.725037 232.249587 171.803726 227.611133 168.384252 224.191658 
+C 164.964777 220.772183 160.326322 218.850872 155.490455 218.850872 
+C 150.654587 218.850872 146.016133 220.772183 142.596658 224.191658 
+C 139.177183 227.611133 137.255872 232.249587 137.255872 237.085455 
+C 137.255872 241.921322 139.177183 246.559777 142.596658 249.979252 
+C 146.016133 253.398726 150.654587 255.320037 155.490455 255.320037 
+z
+" clip-path="url(#p7881c55d00)" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 2.543446"/>
     <path d="M 155.490455 173.529506 
 C 159.815786 173.529506 163.964546 171.811034 167.023017 168.752563 
 C 170.081488 165.694091 171.799961 161.545332 171.799961 157.22 
@@ -59,29 +59,29 @@ C 140.899421 148.745909 139.180948 152.894668 139.180948 157.22
 C 139.180948 161.545332 140.899421 165.694091 143.957892 168.752563 
 C 147.016363 171.811034 151.165123 173.529506 155.490455 173.529506 
 z
-" clip-path="url(#pcab1b8a0f8)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
-    <path d="M 155.490455 258.660904 
-C 161.212331 258.660904 166.700624 256.387578 170.746601 252.341601 
-C 174.792578 248.295624 177.065904 242.807331 177.065904 237.085455 
-C 177.065904 231.363579 174.792578 225.875286 170.746601 221.829308 
-C 166.700624 217.783331 161.212331 215.510006 155.490455 215.510006 
-C 149.768579 215.510006 144.280286 217.783331 140.234308 221.829308 
-C 136.188331 225.875286 133.915006 231.363579 133.915006 237.085455 
-C 133.915006 242.807331 136.188331 248.295624 140.234308 252.341601 
-C 144.280286 256.387578 149.768579 258.660904 155.490455 258.660904 
-z
-" clip-path="url(#pcab1b8a0f8)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
-    <path d="M 259.435 91.478992 
-C 263.180847 91.478992 266.773778 89.990752 269.422492 87.342038 
-C 272.071206 84.693324 273.559447 81.100393 273.559447 77.354545 
-C 273.559447 73.608698 272.071206 70.015767 269.422492 67.367053 
-C 266.773778 64.718339 263.180847 63.230099 259.435 63.230099 
-C 255.689153 63.230099 252.096222 64.718339 249.447508 67.367053 
-C 246.798794 70.015767 245.310553 73.608698 245.310553 77.354545 
-C 245.310553 81.100393 246.798794 84.693324 249.447508 87.342038 
-C 252.096222 89.990752 255.689153 91.478992 259.435 91.478992 
-z
-" clip-path="url(#pcab1b8a0f8)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#p7881c55d00)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
+    <path d="M 155.490455 98.929994 
+C 161.212331 98.929994 166.700624 96.656669 170.746601 92.610692 
+C 174.792578 88.564714 177.065904 83.076421 177.065904 77.354545 
+C 177.065904 71.632669 174.792578 66.144376 170.746601 62.098399 
+C 166.700624 58.052422 161.212331 55.779096 155.490455 55.779096 
+C 149.768579 55.779096 144.280286 58.052422 140.234308 62.098399 
+C 136.188331 66.144376 133.915006 71.632669 133.915006 77.354545 
+C 133.915006 83.076421 136.188331 88.564714 140.234308 92.610692 
+C 144.280286 96.656669 149.768579 98.929994 155.490455 98.929994 
+z
+" clip-path="url(#p7881c55d00)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
+    <path d="M 259.435 251.209901 
+C 263.180847 251.209901 266.773778 249.721661 269.422492 247.072947 
+C 272.071206 244.424233 273.559447 240.831302 273.559447 237.085455 
+C 273.559447 233.339607 272.071206 229.746676 269.422492 227.097962 
+C 266.773778 224.449248 263.180847 222.961008 259.435 222.961008 
+C 255.689153 222.961008 252.096222 224.449248 249.447508 227.097962 
+C 246.798794 229.746676 245.310553 233.339607 245.310553 237.085455 
+C 245.310553 240.831302 246.798794 244.424233 249.447508 247.072947 
+C 252.096222 249.721661 255.689153 251.209901 259.435 251.209901 
+z
+" clip-path="url(#p7881c55d00)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
     <path d="M 259.435 178.010623 
 C 264.948738 178.010623 270.237389 175.819992 274.13619 171.92119 
 C 278.034992 168.022389 280.225623 162.733738 280.225623 157.22 
@@ -92,29 +92,29 @@ C 240.835008 146.417611 238.644377 151.706262 238.644377 157.22
 C 238.644377 162.733738 240.835008 168.022389 244.73381 171.92119 
 C 248.632611 175.819992 253.921262 178.010623 259.435 178.010623 
 z
-" clip-path="url(#pcab1b8a0f8)" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 2.543446"/>
-    <path d="M 259.435 254.384298 
-C 264.022707 254.384298 268.423131 252.561583 271.66713 249.317584 
-C 274.911129 246.073586 276.733844 241.673162 276.733844 237.085455 
-C 276.733844 232.497748 274.911129 228.097323 271.66713 224.853325 
-C 268.423131 221.609326 264.022707 219.786611 259.435 219.786611 
-C 254.847293 219.786611 250.446869 221.609326 247.20287 224.853325 
-C 243.958871 228.097323 242.136156 232.497748 242.136156 237.085455 
-C 242.136156 241.673162 243.958871 246.073586 247.20287 249.317584 
-C 250.446869 252.561583 254.847293 254.384298 259.435 254.384298 
-z
-" clip-path="url(#pcab1b8a0f8)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
-    <path d="M 363.379545 97.32953 
-C 368.676973 97.32953 373.758145 95.224839 377.503992 91.478992 
-C 381.249839 87.733145 383.35453 82.651973 383.35453 77.354545 
-C 383.35453 72.057118 381.249839 66.975946 377.503992 63.230099 
-C 373.758145 59.484251 368.676973 57.379561 363.379545 57.379561 
-C 358.082118 57.379561 353.000946 59.484251 349.255099 63.230099 
-C 345.509251 66.975946 343.404561 72.057118 343.404561 77.354545 
-C 343.404561 82.651973 345.509251 87.733145 349.255099 91.478992 
-C 353.000946 95.224839 358.082118 97.32953 363.379545 97.32953 
-z
-" clip-path="url(#pcab1b8a0f8)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#p7881c55d00)" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 2.543446"/>
+    <path d="M 259.435 94.653389 
+C 264.022707 94.653389 268.423131 92.830674 271.66713 89.586675 
+C 274.911129 86.342677 276.733844 81.942252 276.733844 77.354545 
+C 276.733844 72.766838 274.911129 68.366414 271.66713 65.122416 
+C 268.423131 61.878417 264.022707 60.055702 259.435 60.055702 
+C 254.847293 60.055702 250.446869 61.878417 247.20287 65.122416 
+C 243.958871 68.366414 242.136156 72.766838 242.136156 77.354545 
+C 242.136156 81.942252 243.958871 86.342677 247.20287 89.586675 
+C 250.446869 92.830674 254.847293 94.653389 259.435 94.653389 
+z
+" clip-path="url(#p7881c55d00)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
+    <path d="M 363.379545 257.060439 
+C 368.676973 257.060439 373.758145 254.955749 377.503992 251.209901 
+C 381.249839 247.464054 383.35453 242.382882 383.35453 237.085455 
+C 383.35453 231.788027 381.249839 226.706855 377.503992 222.961008 
+C 373.758145 219.215161 368.676973 217.11047 363.379545 217.11047 
+C 358.082118 217.11047 353.000946 219.215161 349.255099 222.961008 
+C 345.509251 226.706855 343.404561 231.788027 343.404561 237.085455 
+C 343.404561 242.382882 345.509251 247.464054 349.255099 251.209901 
+C 353.000946 254.955749 358.082118 257.060439 363.379545 257.060439 
+z
+" clip-path="url(#p7881c55d00)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
     <path d="M 363.379545 178.010623 
 C 368.893283 178.010623 374.181935 175.819992 378.080736 171.92119 
 C 381.979537 168.022389 384.170168 162.733738 384.170168 157.22 
@@ -125,29 +125,29 @@ C 344.779554 146.417611 342.588923 151.706262 342.588923 157.22
 C 342.588923 162.733738 344.779554 168.022389 348.678355 171.92119 
 C 352.577156 175.819992 357.865808 178.010623 363.379545 178.010623 
 z
-" clip-path="url(#pcab1b8a0f8)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
-    <path d="M 363.379545 259.418166 
-C 369.30225 259.418166 374.983173 257.065051 379.171157 252.877066 
-C 383.359142 248.689082 385.712257 243.008159 385.712257 237.085455 
-C 385.712257 231.16275 383.359142 225.481827 379.171157 221.293843 
-C 374.983173 217.105858 369.30225 214.752743 363.379545 214.752743 
-C 357.456841 214.752743 351.775918 217.105858 347.587934 221.293843 
-C 343.399949 225.481827 341.046834 231.16275 341.046834 237.085455 
-C 341.046834 243.008159 343.399949 248.689082 347.587934 252.877066 
-C 351.775918 257.065051 357.456841 259.418166 363.379545 259.418166 
-z
-" clip-path="url(#pcab1b8a0f8)" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#p7881c55d00)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
+    <path d="M 363.379545 99.687257 
+C 369.30225 99.687257 374.983173 97.334142 379.171157 93.146157 
+C 383.359142 88.958173 385.712257 83.27725 385.712257 77.354545 
+C 385.712257 71.431841 383.359142 65.750918 379.171157 61.562934 
+C 374.983173 57.374949 369.30225 55.021834 363.379545 55.021834 
+C 357.456841 55.021834 351.775918 57.374949 347.587934 61.562934 
+C 343.399949 65.750918 341.046834 71.431841 341.046834 77.354545 
+C 341.046834 83.27725 343.399949 88.958173 347.587934 93.146157 
+C 351.775918 97.334142 357.456841 99.687257 363.379545 99.687257 
+z
+" clip-path="url(#p7881c55d00)" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 2.543446"/>
    </g>
    <g id="matplotlib.axis_1">
     <g id="xtick_1">
      <g id="line2d_1">
       <defs>
-       <path id="mb9120b86dd" d="M 0 0 
+       <path id="mc4620332e8" d="M 0 0 
 L 0 3.5 
 " style="stroke: #000000; stroke-width: 0.8"/>
       </defs>
       <g>
-       <use xlink:href="#mb9120b86dd" x="155.490455" y="303.64" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#mc4620332e8" x="155.490455" y="303.64" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_1">
@@ -240,7 +240,7 @@ z
     <g id="xtick_2">
      <g id="line2d_2">
       <g>
-       <use xlink:href="#mb9120b86dd" x="259.435" y="303.64" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#mc4620332e8" x="259.435" y="303.64" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_2">
@@ -384,7 +384,7 @@ z
     <g id="xtick_3">
      <g id="line2d_3">
       <g>
-       <use xlink:href="#mb9120b86dd" x="363.379545" y="303.64" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#mc4620332e8" x="363.379545" y="303.64" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_3">
@@ -503,17 +503,17 @@ z
     <g id="ytick_1">
      <g id="line2d_4">
       <defs>
-       <path id="m2aa8a09e22" d="M 0 0 
+       <path id="mfc6449a50c" d="M 0 0 
 L -3.5 0 
 " style="stroke: #000000; stroke-width: 0.8"/>
       </defs>
       <g>
-       <use xlink:href="#m2aa8a09e22" x="68.87" y="77.354545" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#mfc6449a50c" x="68.87" y="237.085455" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_5">
       <!-- Apple -->
-      <g transform="translate(33.40125 81.153764) scale(0.1 -0.1)">
+      <g transform="translate(33.40125 240.884673) scale(0.1 -0.1)">
        <use xlink:href="#DejaVuSans-41"/>
        <use xlink:href="#DejaVuSans-70" x="68.408203"/>
        <use xlink:href="#DejaVuSans-70" x="131.884766"/>
@@ -525,7 +525,7 @@ L -3.5 0
     <g id="ytick_2">
      <g id="line2d_5">
       <g>
-       <use xlink:href="#m2aa8a09e22" x="68.87" y="157.22" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#mfc6449a50c" x="68.87" y="157.22" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_6">
@@ -543,12 +543,12 @@ L -3.5 0
     <g id="ytick_3">
      <g id="line2d_6">
       <g>
-       <use xlink:href="#m2aa8a09e22" x="68.87" y="237.085455" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#mfc6449a50c" x="68.87" y="77.354545" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_7">
       <!-- Pear -->
-      <g transform="translate(39.810625 240.884673) scale(0.1 -0.1)">
+      <g transform="translate(39.810625 81.153764) scale(0.1 -0.1)">
        <use xlink:href="#DejaVuSans-50"/>
        <use xlink:href="#DejaVuSans-65" x="56.677734"/>
        <use xlink:href="#DejaVuSans-61" x="118.201172"/>
@@ -617,7 +617,7 @@ L 450 10.8
    </g>
    <g id="text_9">
     <!-- 10 -->
-    <g transform="translate(149.127955 80.11392) scale(0.1 -0.1)">
+    <g transform="translate(149.127955 239.84483) scale(0.1 -0.1)">
      <defs>
       <path id="DejaVuSans-30" d="M 2034 4250 
 Q 1547 4250 1301 3770 
@@ -694,7 +694,7 @@ z
    </g>
    <g id="text_11">
     <!-- 14 -->
-    <g transform="translate(149.127955 239.84483) scale(0.1 -0.1)">
+    <g transform="translate(149.127955 80.11392) scale(0.1 -0.1)">
      <defs>
       <path id="DejaVuSans-34" d="M 2419 4116 
 L 825 1625 
@@ -722,7 +722,7 @@ z
    </g>
    <g id="text_12">
     <!-- 6 -->
-    <g transform="translate(256.25375 80.11392) scale(0.1 -0.1)">
+    <g transform="translate(256.25375 239.84483) scale(0.1 -0.1)">
      <defs>
       <path id="DejaVuSans-36" d="M 2113 2584 
 Q 1688 2584 1439 2293 
@@ -801,7 +801,7 @@ z
    </g>
    <g id="text_14">
     <!-- 9 -->
-    <g transform="translate(256.25375 239.84483) scale(0.1 -0.1)">
+    <g transform="translate(256.25375 80.11392) scale(0.1 -0.1)">
      <defs>
       <path id="DejaVuSans-39" d="M 703 97 
 L 703 672 
@@ -839,7 +839,7 @@ z
    </g>
    <g id="text_15">
     <!-- 12 -->
-    <g transform="translate(357.017045 80.11392) scale(0.1 -0.1)">
+    <g transform="translate(357.017045 239.84483) scale(0.1 -0.1)">
      <use xlink:href="#DejaVuSans-31"/>
      <use xlink:href="#DejaVuSans-32" x="63.623047"/>
     </g>
@@ -853,7 +853,7 @@ z
    </g>
    <g id="text_17">
     <!-- 15 -->
-    <g transform="translate(357.017045 239.84483) scale(0.1 -0.1)">
+    <g transform="translate(357.017045 80.11392) scale(0.1 -0.1)">
      <defs>
       <path id="DejaVuSans-35" d="M 691 4666 
 L 3169 4666 
@@ -888,7 +888,7 @@ z
   </g>
  </g>
  <defs>
-  <clipPath id="pcab1b8a0f8">
+  <clipPath id="p7881c55d00">
    <rect x="68.87" y="10.8" width="381.13" height="292.84"/>
   </clipPath>
  </defs>
diff --git a/_images/statlab_kappa_fig2.svg b/_images/statlab_kappa_fig2.svg
index 1197ba94..29ae35bb 100644
--- a/_images/statlab_kappa_fig2.svg
+++ b/_images/statlab_kappa_fig2.svg
@@ -6,7 +6,7 @@
   <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
    <cc:Work>
     <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
-    <dc:date>2024-07-07T15:29:47.537244</dc:date>
+    <dc:date>2024-07-07T15:37:31.876648</dc:date>
     <dc:format>image/svg+xml</dc:format>
     <dc:creator>
      <cc:Agent>
@@ -48,7 +48,7 @@ C 80.739342 277.804134 78.818031 282.442588 78.818031 287.278456
 C 78.818031 292.114323 80.739342 296.752778 84.158817 300.172253 
 C 87.578292 303.591728 92.216746 305.513038 97.052614 305.513038 
 z
-" clip-path="url(#p2aefd1fe32)" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#p001aca3c21)" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 2.543446"/>
     <path d="M 97.052614 221.557177 
 C 101.377945 221.557177 105.526705 219.838705 108.585176 216.780233 
 C 111.643648 213.721762 113.36212 209.573002 113.36212 205.247671 
@@ -59,7 +59,7 @@ C 82.46158 196.77358 80.743107 200.922339 80.743107 205.247671
 C 80.743107 209.573002 82.46158 213.721762 85.520051 216.780233 
 C 88.578522 219.838705 92.727282 221.557177 97.052614 221.557177 
 z
-" clip-path="url(#p2aefd1fe32)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#p001aca3c21)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
     <path d="M 97.052614 144.792335 
 C 102.77449 144.792335 108.262783 142.51901 112.30876 138.473032 
 C 116.354737 134.427055 118.628063 128.938762 118.628063 123.216886 
@@ -70,7 +70,7 @@ C 77.75049 112.006717 75.477165 117.49501 75.477165 123.216886
 C 75.477165 128.938762 77.75049 134.427055 81.796467 138.473032 
 C 85.842445 142.51901 91.330738 144.792335 97.052614 144.792335 
 z
-" clip-path="url(#p2aefd1fe32)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#p001aca3c21)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
     <path d="M 172.20625 301.402903 
 C 175.952097 301.402903 179.545028 299.914662 182.193742 297.265948 
 C 184.842456 294.617234 186.330697 291.024303 186.330697 287.278456 
@@ -81,7 +81,7 @@ C 159.570044 279.939677 158.081803 283.532609 158.081803 287.278456
 C 158.081803 291.024303 159.570044 294.617234 162.218758 297.265948 
 C 164.867472 299.914662 168.460403 301.402903 172.20625 301.402903 
 z
-" clip-path="url(#p2aefd1fe32)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#p001aca3c21)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
     <path d="M 172.20625 226.038294 
 C 177.719988 226.038294 183.008639 223.847663 186.90744 219.948861 
 C 190.806242 216.05006 192.996873 210.761408 192.996873 205.247671 
@@ -92,7 +92,7 @@ C 153.606258 194.445282 151.415627 199.733933 151.415627 205.247671
 C 151.415627 210.761408 153.606258 216.05006 157.50506 219.948861 
 C 161.403861 223.847663 166.692512 226.038294 172.20625 226.038294 
 z
-" clip-path="url(#p2aefd1fe32)" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#p001aca3c21)" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 2.543446"/>
     <path d="M 172.20625 140.51573 
 C 176.793957 140.51573 181.194381 138.693015 184.43838 135.449016 
 C 187.682379 132.205017 189.505094 127.804593 189.505094 123.216886 
@@ -103,7 +103,7 @@ C 156.730121 114.228755 154.907406 118.629179 154.907406 123.216886
 C 154.907406 127.804593 156.730121 132.205017 159.97412 135.449016 
 C 163.218119 138.693015 167.618543 140.51573 172.20625 140.51573 
 z
-" clip-path="url(#p2aefd1fe32)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#p001aca3c21)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
     <path d="M 247.359886 307.25344 
 C 252.657314 307.25344 257.738486 305.14875 261.484333 301.402903 
 C 265.23018 297.657055 267.334871 292.575883 267.334871 287.278456 
@@ -114,7 +114,7 @@ C 229.489592 276.899856 227.384902 281.981028 227.384902 287.278456
 C 227.384902 292.575883 229.489592 297.657055 233.235439 301.402903 
 C 236.981287 305.14875 242.062459 307.25344 247.359886 307.25344 
 z
-" clip-path="url(#p2aefd1fe32)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#p001aca3c21)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
     <path d="M 247.359886 226.038294 
 C 252.873624 226.038294 258.162276 223.847663 262.061077 219.948861 
 C 265.959878 216.05006 268.150509 210.761408 268.150509 205.247671 
@@ -125,7 +125,7 @@ C 228.759895 194.445282 226.569263 199.733933 226.569263 205.247671
 C 226.569263 210.761408 228.759895 216.05006 232.658696 219.948861 
 C 236.557497 223.847663 241.846149 226.038294 247.359886 226.038294 
 z
-" clip-path="url(#p2aefd1fe32)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#p001aca3c21)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
     <path d="M 247.359886 145.549597 
 C 253.282591 145.549597 258.963514 143.196482 263.151498 139.008498 
 C 267.339482 134.820513 269.692598 129.13959 269.692598 123.216886 
@@ -136,18 +136,18 @@ C 227.38029 111.613259 225.027175 117.294182 225.027175 123.216886
 C 225.027175 129.13959 227.38029 134.820513 231.568275 139.008498 
 C 235.756259 143.196482 241.437182 145.549597 247.359886 145.549597 
 z
-" clip-path="url(#p2aefd1fe32)" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#p001aca3c21)" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 2.543446"/>
    </g>
    <g id="matplotlib.axis_1">
     <g id="xtick_1">
      <g id="line2d_1">
       <defs>
-       <path id="mf7144a855a" d="M 0 0 
+       <path id="mafdcd2226e" d="M 0 0 
 L 0 3.5 
 " style="stroke: #000000; stroke-width: 0.8"/>
       </defs>
       <g>
-       <use xlink:href="#mf7144a855a" x="97.052614" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#mafdcd2226e" x="97.052614" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_1">
@@ -240,7 +240,7 @@ z
     <g id="xtick_2">
      <g id="line2d_2">
       <g>
-       <use xlink:href="#mf7144a855a" x="172.20625" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#mafdcd2226e" x="172.20625" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_2">
@@ -384,7 +384,7 @@ z
     <g id="xtick_3">
      <g id="line2d_3">
       <g>
-       <use xlink:href="#mf7144a855a" x="247.359886" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#mafdcd2226e" x="247.359886" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_3">
@@ -503,12 +503,12 @@ z
     <g id="ytick_1">
      <g id="line2d_4">
       <defs>
-       <path id="m5953835f87" d="M 0 0 
+       <path id="m496cb5d577" d="M 0 0 
 L -3.5 0 
 " style="stroke: #000000; stroke-width: 0.8"/>
       </defs>
       <g>
-       <use xlink:href="#m5953835f87" x="68.87" y="287.278456" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m496cb5d577" x="68.87" y="287.278456" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_5">
@@ -525,7 +525,7 @@ L -3.5 0
     <g id="ytick_2">
      <g id="line2d_5">
       <g>
-       <use xlink:href="#m5953835f87" x="68.87" y="205.247671" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m496cb5d577" x="68.87" y="205.247671" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_6">
@@ -543,7 +543,7 @@ L -3.5 0
     <g id="ytick_3">
      <g id="line2d_6">
       <g>
-       <use xlink:href="#m5953835f87" x="68.87" y="123.216886" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m496cb5d577" x="68.87" y="123.216886" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_7">
@@ -891,7 +891,7 @@ L 115.841023 75.535342
 L 115.841023 42.056116 
 L 78.264205 42.056116 
 z
-" clip-path="url(#p22f282e3f0)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#pb8118e89b9)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_7">
     <path d="M 153.417841 75.535342 
@@ -899,7 +899,7 @@ L 190.994659 75.535342
 L 190.994659 52.708597 
 L 153.417841 52.708597 
 z
-" clip-path="url(#p22f282e3f0)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#pb8118e89b9)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_8">
     <path d="M 228.571477 75.535342 
@@ -907,7 +907,7 @@ L 266.148295 75.535342
 L 266.148295 37.490767 
 L 228.571477 37.490767 
 z
-" clip-path="url(#p22f282e3f0)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#pb8118e89b9)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_9">
     <path d="M 78.264205 42.056116 
@@ -915,7 +915,7 @@ L 115.841023 42.056116
 L 115.841023 26.838286 
 L 78.264205 26.838286 
 z
-" clip-path="url(#p22f282e3f0)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#pb8118e89b9)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_10">
     <path d="M 153.417841 52.708597 
@@ -923,7 +923,7 @@ L 190.994659 52.708597
 L 190.994659 32.925418 
 L 153.417841 32.925418 
 z
-" clip-path="url(#p22f282e3f0)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#pb8118e89b9)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_11">
     <path d="M 228.571477 37.490767 
@@ -931,27 +931,27 @@ L 266.148295 37.490767
 L 266.148295 14.664021 
 L 228.571477 14.664021 
 z
-" clip-path="url(#p22f282e3f0)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#pb8118e89b9)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="matplotlib.axis_3">
     <g id="xtick_4">
      <g id="line2d_7">
       <g>
-       <use xlink:href="#mf7144a855a" x="97.052614" y="75.535342" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#mafdcd2226e" x="97.052614" y="75.535342" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
     </g>
     <g id="xtick_5">
      <g id="line2d_8">
       <g>
-       <use xlink:href="#mf7144a855a" x="172.20625" y="75.535342" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#mafdcd2226e" x="172.20625" y="75.535342" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
     </g>
     <g id="xtick_6">
      <g id="line2d_9">
       <g>
-       <use xlink:href="#mf7144a855a" x="247.359886" y="75.535342" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#mafdcd2226e" x="247.359886" y="75.535342" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
     </g>
@@ -960,7 +960,7 @@ z
     <g id="ytick_4">
      <g id="line2d_10">
       <g>
-       <use xlink:href="#m5953835f87" x="68.87" y="75.535342" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m496cb5d577" x="68.87" y="75.535342" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_18">
@@ -973,7 +973,7 @@ z
     <g id="ytick_5">
      <g id="line2d_11">
       <g>
-       <use xlink:href="#m5953835f87" x="68.87" y="45.099682" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m496cb5d577" x="68.87" y="45.099682" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_19">
@@ -987,7 +987,7 @@ z
     <g id="ytick_6">
      <g id="line2d_12">
       <g>
-       <use xlink:href="#m5953835f87" x="68.87" y="14.664021" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m496cb5d577" x="68.87" y="14.664021" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_20">
@@ -1025,7 +1025,7 @@ L 316.62032 307.786152
 L 316.62032 266.770759 
 L 289.8425 266.770759 
 z
-" clip-path="url(#pef58cfe03f)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#pa8a00cd6c9)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_16">
     <path d="M 289.8425 225.755367 
@@ -1033,7 +1033,7 @@ L 321.083289 225.755367
 L 321.083289 184.739975 
 L 289.8425 184.739975 
 z
-" clip-path="url(#pef58cfe03f)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#pa8a00cd6c9)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_17">
     <path d="M 289.8425 143.724582 
@@ -1041,7 +1041,7 @@ L 324.058603 143.724582
 L 324.058603 102.70919 
 L 289.8425 102.70919 
 z
-" clip-path="url(#pef58cfe03f)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#pa8a00cd6c9)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_18">
     <path d="M 316.62032 307.786152 
@@ -1049,7 +1049,7 @@ L 331.496886 307.786152
 L 331.496886 266.770759 
 L 316.62032 266.770759 
 z
-" clip-path="url(#pef58cfe03f)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#pa8a00cd6c9)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_19">
     <path d="M 321.083289 225.755367 
@@ -1057,7 +1057,7 @@ L 340.422826 225.755367
 L 340.422826 184.739975 
 L 321.083289 184.739975 
 z
-" clip-path="url(#pef58cfe03f)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#pa8a00cd6c9)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_20">
     <path d="M 324.058603 143.724582 
@@ -1065,13 +1065,13 @@ L 346.373452 143.724582
 L 346.373452 102.70919 
 L 324.058603 102.70919 
 z
-" clip-path="url(#pef58cfe03f)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#pa8a00cd6c9)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="matplotlib.axis_5">
     <g id="xtick_7">
      <g id="line2d_13">
       <g>
-       <use xlink:href="#mf7144a855a" x="289.8425" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#mafdcd2226e" x="289.8425" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_21">
@@ -1084,7 +1084,7 @@ z
     <g id="xtick_8">
      <g id="line2d_14">
       <g>
-       <use xlink:href="#mf7144a855a" x="327.033916" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#mafdcd2226e" x="327.033916" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_22">
@@ -1100,21 +1100,21 @@ z
     <g id="ytick_7">
      <g id="line2d_15">
       <g>
-       <use xlink:href="#m5953835f87" x="289.8425" y="287.278456" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m496cb5d577" x="289.8425" y="287.278456" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
     </g>
     <g id="ytick_8">
      <g id="line2d_16">
       <g>
-       <use xlink:href="#m5953835f87" x="289.8425" y="205.247671" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m496cb5d577" x="289.8425" y="205.247671" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
     </g>
     <g id="ytick_9">
      <g id="line2d_17">
       <g>
-       <use xlink:href="#m5953835f87" x="289.8425" y="123.216886" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m496cb5d577" x="289.8425" y="123.216886" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
     </g>
@@ -1132,13 +1132,13 @@ L 349.2 318.04
   </g>
  </g>
  <defs>
-  <clipPath id="p2aefd1fe32">
+  <clipPath id="p001aca3c21">
    <rect x="68.87" y="92.455342" width="206.6725" height="225.584658"/>
   </clipPath>
-  <clipPath id="p22f282e3f0">
+  <clipPath id="pb8118e89b9">
    <rect x="68.87" y="11.620455" width="206.6725" height="63.914886"/>
   </clipPath>
-  <clipPath id="pef58cfe03f">
+  <clipPath id="pa8a00cd6c9">
    <rect x="289.8425" y="92.455342" width="59.3575" height="225.584658"/>
   </clipPath>
  </defs>
diff --git a/_images/statlab_kappa_fig3.svg b/_images/statlab_kappa_fig3.svg
index 5d13a78f..8d5b5291 100644
--- a/_images/statlab_kappa_fig3.svg
+++ b/_images/statlab_kappa_fig3.svg
@@ -6,7 +6,7 @@
   <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
    <cc:Work>
     <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
-    <dc:date>2024-07-07T15:29:47.652549</dc:date>
+    <dc:date>2024-07-07T15:37:31.996276</dc:date>
     <dc:format>image/svg+xml</dc:format>
     <dc:creator>
      <cc:Agent>
@@ -48,7 +48,7 @@ C 80.739342 113.742564 78.818031 118.381018 78.818031 123.216886
 C 78.818031 128.052754 80.739342 132.691208 84.158817 136.110683 
 C 87.578292 139.530158 92.216746 141.451468 97.052614 141.451468 
 z
-" clip-path="url(#pce7ea555ce)" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#pd8a071c9ff)" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 2.543446"/>
     <path d="M 97.052614 221.557177 
 C 101.377945 221.557177 105.526705 219.838705 108.585176 216.780233 
 C 111.643648 213.721762 113.36212 209.573002 113.36212 205.247671 
@@ -59,7 +59,7 @@ C 82.46158 196.77358 80.743107 200.922339 80.743107 205.247671
 C 80.743107 209.573002 82.46158 213.721762 85.520051 216.780233 
 C 88.578522 219.838705 92.727282 221.557177 97.052614 221.557177 
 z
-" clip-path="url(#pce7ea555ce)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#pd8a071c9ff)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
     <path d="M 97.052614 308.853905 
 C 102.77449 308.853905 108.262783 306.580579 112.30876 302.534602 
 C 116.354737 298.488625 118.628063 293.000332 118.628063 287.278456 
@@ -70,7 +70,7 @@ C 77.75049 276.068287 75.477165 281.55658 75.477165 287.278456
 C 75.477165 293.000332 77.75049 298.488625 81.796467 302.534602 
 C 85.842445 306.580579 91.330738 308.853905 97.052614 308.853905 
 z
-" clip-path="url(#pce7ea555ce)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#pd8a071c9ff)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
     <path d="M 172.20625 137.341333 
 C 175.952097 137.341333 179.545028 135.853092 182.193742 133.204378 
 C 184.842456 130.555664 186.330697 126.962733 186.330697 123.216886 
@@ -81,7 +81,7 @@ C 159.570044 115.878108 158.081803 119.471039 158.081803 123.216886
 C 158.081803 126.962733 159.570044 130.555664 162.218758 133.204378 
 C 164.867472 135.853092 168.460403 137.341333 172.20625 137.341333 
 z
-" clip-path="url(#pce7ea555ce)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#pd8a071c9ff)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
     <path d="M 172.20625 226.038294 
 C 177.719988 226.038294 183.008639 223.847663 186.90744 219.948861 
 C 190.806242 216.05006 192.996873 210.761408 192.996873 205.247671 
@@ -92,7 +92,7 @@ C 153.606258 194.445282 151.415627 199.733933 151.415627 205.247671
 C 151.415627 210.761408 153.606258 216.05006 157.50506 219.948861 
 C 161.403861 223.847663 166.692512 226.038294 172.20625 226.038294 
 z
-" clip-path="url(#pce7ea555ce)" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#pd8a071c9ff)" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 2.543446"/>
     <path d="M 172.20625 304.5773 
 C 176.793957 304.5773 181.194381 302.754584 184.43838 299.510585 
 C 187.682379 296.266587 189.505094 291.866163 189.505094 287.278456 
@@ -103,7 +103,7 @@ C 156.730121 278.290325 154.907406 282.690749 154.907406 287.278456
 C 154.907406 291.866163 156.730121 296.266587 159.97412 299.510585 
 C 163.218119 302.754584 167.618543 304.5773 172.20625 304.5773 
 z
-" clip-path="url(#pce7ea555ce)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#pd8a071c9ff)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
     <path d="M 247.359886 143.19187 
 C 252.657314 143.19187 257.738486 141.08718 261.484333 137.341333 
 C 265.23018 133.595486 267.334871 128.514314 267.334871 123.216886 
@@ -114,7 +114,7 @@ C 229.489592 112.838286 227.384902 117.919458 227.384902 123.216886
 C 227.384902 128.514314 229.489592 133.595486 233.235439 137.341333 
 C 236.981287 141.08718 242.062459 143.19187 247.359886 143.19187 
 z
-" clip-path="url(#pce7ea555ce)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#pd8a071c9ff)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
     <path d="M 247.359886 226.038294 
 C 252.873624 226.038294 258.162276 223.847663 262.061077 219.948861 
 C 265.959878 216.05006 268.150509 210.761408 268.150509 205.247671 
@@ -125,7 +125,7 @@ C 228.759895 194.445282 226.569263 199.733933 226.569263 205.247671
 C 226.569263 210.761408 228.759895 216.05006 232.658696 219.948861 
 C 236.557497 223.847663 241.846149 226.038294 247.359886 226.038294 
 z
-" clip-path="url(#pce7ea555ce)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#pd8a071c9ff)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
     <path d="M 247.359886 309.611167 
 C 253.282591 309.611167 258.963514 307.258052 263.151498 303.070067 
 C 267.339482 298.882083 269.692598 293.20116 269.692598 287.278456 
@@ -136,18 +136,18 @@ C 227.38029 275.674828 225.027175 281.355751 225.027175 287.278456
 C 225.027175 293.20116 227.38029 298.882083 231.568275 303.070067 
 C 235.756259 307.258052 241.437182 309.611167 247.359886 309.611167 
 z
-" clip-path="url(#pce7ea555ce)" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#pd8a071c9ff)" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 2.543446"/>
    </g>
    <g id="matplotlib.axis_1">
     <g id="xtick_1">
      <g id="line2d_1">
       <defs>
-       <path id="m263e2ad579" d="M 0 0 
+       <path id="m82ebf7413c" d="M 0 0 
 L 0 3.5 
 " style="stroke: #000000; stroke-width: 0.8"/>
       </defs>
       <g>
-       <use xlink:href="#m263e2ad579" x="97.052614" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m82ebf7413c" x="97.052614" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_1">
@@ -240,7 +240,7 @@ z
     <g id="xtick_2">
      <g id="line2d_2">
       <g>
-       <use xlink:href="#m263e2ad579" x="172.20625" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m82ebf7413c" x="172.20625" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_2">
@@ -384,7 +384,7 @@ z
     <g id="xtick_3">
      <g id="line2d_3">
       <g>
-       <use xlink:href="#m263e2ad579" x="247.359886" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m82ebf7413c" x="247.359886" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_3">
@@ -503,12 +503,12 @@ z
     <g id="ytick_1">
      <g id="line2d_4">
       <defs>
-       <path id="m0cc4b26860" d="M 0 0 
+       <path id="m8a5adda13a" d="M 0 0 
 L -3.5 0 
 " style="stroke: #000000; stroke-width: 0.8"/>
       </defs>
       <g>
-       <use xlink:href="#m0cc4b26860" x="68.87" y="123.216886" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m8a5adda13a" x="68.87" y="123.216886" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_5">
@@ -525,7 +525,7 @@ L -3.5 0
     <g id="ytick_2">
      <g id="line2d_5">
       <g>
-       <use xlink:href="#m0cc4b26860" x="68.87" y="205.247671" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m8a5adda13a" x="68.87" y="205.247671" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_6">
@@ -543,7 +543,7 @@ L -3.5 0
     <g id="ytick_3">
      <g id="line2d_6">
       <g>
-       <use xlink:href="#m0cc4b26860" x="68.87" y="287.278456" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m8a5adda13a" x="68.87" y="287.278456" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_7">
@@ -891,7 +891,7 @@ L 115.841023 75.535342
 L 115.841023 42.056116 
 L 78.264205 42.056116 
 z
-" clip-path="url(#pab2dc9ea6e)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#p8f22326f41)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_7">
     <path d="M 153.417841 75.535342 
@@ -899,7 +899,7 @@ L 190.994659 75.535342
 L 190.994659 52.708597 
 L 153.417841 52.708597 
 z
-" clip-path="url(#pab2dc9ea6e)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#p8f22326f41)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_8">
     <path d="M 228.571477 75.535342 
@@ -907,7 +907,7 @@ L 266.148295 75.535342
 L 266.148295 37.490767 
 L 228.571477 37.490767 
 z
-" clip-path="url(#pab2dc9ea6e)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#p8f22326f41)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_9">
     <path d="M 78.264205 42.056116 
@@ -915,7 +915,7 @@ L 115.841023 42.056116
 L 115.841023 26.838286 
 L 78.264205 26.838286 
 z
-" clip-path="url(#pab2dc9ea6e)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#p8f22326f41)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_10">
     <path d="M 153.417841 52.708597 
@@ -923,7 +923,7 @@ L 190.994659 52.708597
 L 190.994659 32.925418 
 L 153.417841 32.925418 
 z
-" clip-path="url(#pab2dc9ea6e)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#p8f22326f41)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_11">
     <path d="M 228.571477 37.490767 
@@ -931,27 +931,27 @@ L 266.148295 37.490767
 L 266.148295 14.664021 
 L 228.571477 14.664021 
 z
-" clip-path="url(#pab2dc9ea6e)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#p8f22326f41)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="matplotlib.axis_3">
     <g id="xtick_4">
      <g id="line2d_7">
       <g>
-       <use xlink:href="#m263e2ad579" x="97.052614" y="75.535342" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m82ebf7413c" x="97.052614" y="75.535342" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
     </g>
     <g id="xtick_5">
      <g id="line2d_8">
       <g>
-       <use xlink:href="#m263e2ad579" x="172.20625" y="75.535342" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m82ebf7413c" x="172.20625" y="75.535342" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
     </g>
     <g id="xtick_6">
      <g id="line2d_9">
       <g>
-       <use xlink:href="#m263e2ad579" x="247.359886" y="75.535342" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m82ebf7413c" x="247.359886" y="75.535342" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
     </g>
@@ -960,7 +960,7 @@ z
     <g id="ytick_4">
      <g id="line2d_10">
       <g>
-       <use xlink:href="#m0cc4b26860" x="68.87" y="75.535342" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m8a5adda13a" x="68.87" y="75.535342" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_18">
@@ -973,7 +973,7 @@ z
     <g id="ytick_5">
      <g id="line2d_11">
       <g>
-       <use xlink:href="#m0cc4b26860" x="68.87" y="45.099682" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m8a5adda13a" x="68.87" y="45.099682" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_19">
@@ -987,7 +987,7 @@ z
     <g id="ytick_6">
      <g id="line2d_12">
       <g>
-       <use xlink:href="#m0cc4b26860" x="68.87" y="14.664021" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m8a5adda13a" x="68.87" y="14.664021" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_20">
@@ -1025,7 +1025,7 @@ L 316.62032 102.70919
 L 316.62032 143.724582 
 L 289.8425 143.724582 
 z
-" clip-path="url(#p5139992857)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#p6927abd178)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_16">
     <path d="M 289.8425 184.739975 
@@ -1033,7 +1033,7 @@ L 321.083289 184.739975
 L 321.083289 225.755367 
 L 289.8425 225.755367 
 z
-" clip-path="url(#p5139992857)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#p6927abd178)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_17">
     <path d="M 289.8425 266.770759 
@@ -1041,7 +1041,7 @@ L 324.058603 266.770759
 L 324.058603 307.786152 
 L 289.8425 307.786152 
 z
-" clip-path="url(#p5139992857)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#p6927abd178)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_18">
     <path d="M 316.62032 102.70919 
@@ -1049,7 +1049,7 @@ L 331.496886 102.70919
 L 331.496886 143.724582 
 L 316.62032 143.724582 
 z
-" clip-path="url(#p5139992857)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#p6927abd178)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_19">
     <path d="M 321.083289 184.739975 
@@ -1057,7 +1057,7 @@ L 340.422826 184.739975
 L 340.422826 225.755367 
 L 321.083289 225.755367 
 z
-" clip-path="url(#p5139992857)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#p6927abd178)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_20">
     <path d="M 324.058603 266.770759 
@@ -1065,13 +1065,13 @@ L 346.373452 266.770759
 L 346.373452 307.786152 
 L 324.058603 307.786152 
 z
-" clip-path="url(#p5139992857)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#p6927abd178)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="matplotlib.axis_5">
     <g id="xtick_7">
      <g id="line2d_13">
       <g>
-       <use xlink:href="#m263e2ad579" x="289.8425" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m82ebf7413c" x="289.8425" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_21">
@@ -1084,7 +1084,7 @@ z
     <g id="xtick_8">
      <g id="line2d_14">
       <g>
-       <use xlink:href="#m263e2ad579" x="327.033916" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m82ebf7413c" x="327.033916" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_22">
@@ -1100,21 +1100,21 @@ z
     <g id="ytick_7">
      <g id="line2d_15">
       <g>
-       <use xlink:href="#m0cc4b26860" x="289.8425" y="123.216886" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m8a5adda13a" x="289.8425" y="123.216886" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
     </g>
     <g id="ytick_8">
      <g id="line2d_16">
       <g>
-       <use xlink:href="#m0cc4b26860" x="289.8425" y="205.247671" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m8a5adda13a" x="289.8425" y="205.247671" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
     </g>
     <g id="ytick_9">
      <g id="line2d_17">
       <g>
-       <use xlink:href="#m0cc4b26860" x="289.8425" y="287.278456" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m8a5adda13a" x="289.8425" y="287.278456" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
     </g>
@@ -1132,13 +1132,13 @@ L 349.2 318.04
   </g>
  </g>
  <defs>
-  <clipPath id="pce7ea555ce">
+  <clipPath id="pd8a071c9ff">
    <rect x="68.87" y="92.455342" width="206.6725" height="225.584658"/>
   </clipPath>
-  <clipPath id="pab2dc9ea6e">
+  <clipPath id="p8f22326f41">
    <rect x="68.87" y="11.620455" width="206.6725" height="63.914886"/>
   </clipPath>
-  <clipPath id="p5139992857">
+  <clipPath id="p6927abd178">
    <rect x="289.8425" y="92.455342" width="59.3575" height="225.584658"/>
   </clipPath>
  </defs>
diff --git a/_modules/mtbp3/statlab/kappa.html b/_modules/mtbp3/statlab/kappa.html
index 1017c9b9..6a264b1d 100644
--- a/_modules/mtbp3/statlab/kappa.html
+++ b/_modules/mtbp3/statlab/kappa.html
@@ -346,7 +346,7 @@ <h1>Source code for mtbp3.statlab.kappa</h1><div class="highlight"><pre>
 
 <div class="viewcode-block" id="KappaCalculator.create_bubble_plot">
 <a class="viewcode-back" href="../../../autoapi/mtbp3/statlab/kappa/index.html#mtbp3.statlab.KappaCalculator.create_bubble_plot">[docs]</a>
-    <span class="k">def</span> <span class="nf">create_bubble_plot</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">out_path</span><span class="o">=</span><span class="s2">&quot;&quot;</span><span class="p">,</span> <span class="n">axis_label</span><span class="o">=</span><span class="p">[],</span> <span class="n">max_size_ratio</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">hist</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">reverse_y</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
+    <span class="k">def</span> <span class="nf">create_bubble_plot</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">out_path</span><span class="o">=</span><span class="s2">&quot;&quot;</span><span class="p">,</span> <span class="n">axis_label</span><span class="o">=</span><span class="p">[],</span> <span class="n">max_size_ratio</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">hist</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">reverse_y</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Creates a bubble plot based on the y_count_sq matrix.</span>
 
@@ -390,15 +390,18 @@ <h1>Source code for mtbp3.statlab.kappa</h1><div class="highlight"><pre>
                     <span class="n">marginal_kws</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;hue&quot;</span><span class="p">:</span> <span class="n">df0</span><span class="p">[</span><span class="s1">&#39;agree&#39;</span><span class="p">],</span> <span class="s2">&quot;multiple&quot;</span><span class="p">:</span> <span class="s2">&quot;stack&quot;</span><span class="p">,</span> <span class="s2">&quot;weights&quot;</span><span class="p">:</span> <span class="n">sizes</span><span class="p">,</span> <span class="s2">&quot;shrink&quot;</span><span class="p">:</span><span class="mf">.5</span><span class="p">,</span> <span class="s2">&quot;legend&quot;</span><span class="p">:</span> <span class="kc">False</span><span class="p">},</span> 
                     <span class="n">joint_kws</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;hue&quot;</span><span class="p">:</span> <span class="n">df0</span><span class="p">[</span><span class="s1">&#39;agree&#39;</span><span class="p">],</span> <span class="s2">&quot;size&quot;</span><span class="p">:</span> <span class="n">sizes</span><span class="p">,</span> <span class="s2">&quot;legend&quot;</span><span class="p">:</span> <span class="kc">False</span><span class="p">,</span> <span class="s2">&quot;sizes&quot;</span><span class="p">:(</span><span class="nb">min</span><span class="p">(</span><span class="n">sizes</span><span class="p">)</span><span class="o">*</span><span class="n">max_size_ratio</span><span class="p">,</span> <span class="nb">max</span><span class="p">(</span><span class="n">sizes</span><span class="p">)</span><span class="o">*</span><span class="n">max_size_ratio</span><span class="p">)}</span>
                     <span class="p">)</span> 
-                <span class="k">if</span> <span class="n">reverse_y</span><span class="p">:</span>
+                <span class="k">if</span> <span class="ow">not</span> <span class="n">reverse_y</span><span class="p">:</span>
                     <span class="n">tmp1</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">()</span>
                     <span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="n">tmp1</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">tmp1</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
             <span class="k">else</span><span class="p">:</span>
-                <span class="n">sns</span><span class="o">.</span><span class="n">scatterplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df0</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s2">&quot;r1&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;r2&quot;</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="s2">&quot;sizes&quot;</span><span class="p">,</span> <span class="n">sizes</span><span class="o">=</span><span class="p">(</span><span class="nb">min</span><span class="p">(</span><span class="n">sizes</span><span class="p">)</span><span class="o">*</span><span class="n">max_size_ratio</span><span class="p">,</span> <span class="nb">max</span><span class="p">(</span><span class="n">sizes</span><span class="p">)</span><span class="o">*</span><span class="n">max_size_ratio</span><span class="p">),</span> <span class="n">legend</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+                <span class="n">sns</span><span class="o">.</span><span class="n">scatterplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df0</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s2">&quot;r1&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;r2&quot;</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="s2">&quot;sizes&quot;</span><span class="p">,</span> <span class="n">hue</span><span class="o">=</span><span class="s2">&quot;agree&quot;</span><span class="p">,</span> <span class="n">sizes</span><span class="o">=</span><span class="p">(</span><span class="nb">min</span><span class="p">(</span><span class="n">sizes</span><span class="p">)</span><span class="o">*</span><span class="n">max_size_ratio</span><span class="p">,</span> <span class="nb">max</span><span class="p">(</span><span class="n">sizes</span><span class="p">)</span><span class="o">*</span><span class="n">max_size_ratio</span><span class="p">),</span> <span class="n">legend</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
                 <span class="n">tmp1</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">()</span>
                 <span class="n">tmp1d</span> <span class="o">=</span> <span class="p">((</span><span class="n">tmp1</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="n">tmp1</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span><span class="o">/</span><span class="n">n_categories</span><span class="p">)</span>
                 <span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">(</span><span class="n">tmp1</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">-</span> <span class="n">tmp1d</span><span class="p">,</span> <span class="n">tmp1</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="n">tmp1d</span><span class="p">)</span>
                 <span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="n">tmp1</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">-</span> <span class="n">tmp1d</span><span class="p">,</span> <span class="n">tmp1</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="n">tmp1d</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">reverse_y</span><span class="p">:</span>
+                    <span class="n">tmp1</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">()</span>
+                    <span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="n">tmp1</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">tmp1</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
 
             <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">df0</span><span class="p">)):</span>
                 <span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">df0</span><span class="p">[</span><span class="s1">&#39;r1&#39;</span><span class="p">][</span><span class="n">i</span><span class="p">],</span> <span class="n">df0</span><span class="p">[</span><span class="s1">&#39;r2&#39;</span><span class="p">][</span><span class="n">i</span><span class="p">],</span> <span class="n">df0</span><span class="p">[</span><span class="s1">&#39;sizes&#39;</span><span class="p">][</span><span class="n">i</span><span class="p">],</span> <span class="n">ha</span><span class="o">=</span><span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">va</span><span class="o">=</span><span class="s1">&#39;center&#39;</span><span class="p">)</span>
@@ -427,8 +430,6 @@ <h1>Source code for mtbp3.statlab.kappa</h1><div class="highlight"><pre>
 <span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
 
     <span class="k">pass</span>
-
-
 </pre></div>
 
            </div>
diff --git a/_sources/autoapi/mtbp3/statlab/index.rst.txt b/_sources/autoapi/mtbp3/statlab/index.rst.txt
index 7fafe810..95db6d16 100644
--- a/_sources/autoapi/mtbp3/statlab/index.rst.txt
+++ b/_sources/autoapi/mtbp3/statlab/index.rst.txt
@@ -103,7 +103,7 @@ Package Contents
 
 
 
-   .. py:method:: create_bubble_plot(out_path='', axis_label=[], max_size_ratio=0, hist=False, reverse_y=True)
+   .. py:method:: create_bubble_plot(out_path='', axis_label=[], max_size_ratio=0, hist=False, reverse_y=False)
 
       Creates a bubble plot based on the y_count_sq matrix.
 
diff --git a/_sources/autoapi/mtbp3/statlab/kappa/index.rst.txt b/_sources/autoapi/mtbp3/statlab/kappa/index.rst.txt
index 4f70d86a..92a30e41 100644
--- a/_sources/autoapi/mtbp3/statlab/kappa/index.rst.txt
+++ b/_sources/autoapi/mtbp3/statlab/kappa/index.rst.txt
@@ -93,7 +93,7 @@ Module Contents
 
 
 
-   .. py:method:: create_bubble_plot(out_path='', axis_label=[], max_size_ratio=0, hist=False, reverse_y=True)
+   .. py:method:: create_bubble_plot(out_path='', axis_label=[], max_size_ratio=0, hist=False, reverse_y=False)
 
       Creates a bubble plot based on the y_count_sq matrix.
 
diff --git a/_sources/statlab_kappa.rst.txt b/_sources/statlab_kappa.rst.txt
index c4a2d4d8..7242931f 100644
--- a/_sources/statlab_kappa.rst.txt
+++ b/_sources/statlab_kappa.rst.txt
@@ -439,7 +439,7 @@ To put agreed counts on the -45 degree line:
 
 .. code:: python
 
-    kappa.create_bubble_plot(hist=True, reverse_y=False)
+    kappa.create_bubble_plot(hist=True, reverse_y=True)
 
 .. figure:: /_static/fig/statlab_kappa_fig3.svg
     :scale: 70%
diff --git a/_static/fig/statlab_kappa_fig1.svg b/_static/fig/statlab_kappa_fig1.svg
index fcb9d74f..e7a5ecf5 100644
--- a/_static/fig/statlab_kappa_fig1.svg
+++ b/_static/fig/statlab_kappa_fig1.svg
@@ -6,7 +6,7 @@
   <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
    <cc:Work>
     <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
-    <dc:date>2024-07-07T15:29:47.426077</dc:date>
+    <dc:date>2024-07-07T15:37:31.743837</dc:date>
     <dc:format>image/svg+xml</dc:format>
     <dc:creator>
      <cc:Agent>
@@ -38,17 +38,17 @@ z
 " style="fill: #ffffff"/>
    </g>
    <g id="PathCollection_1">
-    <path d="M 155.490455 95.589128 
-C 160.326322 95.589128 164.964777 93.667817 168.384252 90.248342 
-C 171.803726 86.828867 173.725037 82.190413 173.725037 77.354545 
-C 173.725037 72.518678 171.803726 67.880223 168.384252 64.460748 
-C 164.964777 61.041274 160.326322 59.119963 155.490455 59.119963 
-C 150.654587 59.119963 146.016133 61.041274 142.596658 64.460748 
-C 139.177183 67.880223 137.255872 72.518678 137.255872 77.354545 
-C 137.255872 82.190413 139.177183 86.828867 142.596658 90.248342 
-C 146.016133 93.667817 150.654587 95.589128 155.490455 95.589128 
-z
-" clip-path="url(#pcab1b8a0f8)" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 2.543446"/>
+    <path d="M 155.490455 255.320037 
+C 160.326322 255.320037 164.964777 253.398726 168.384252 249.979252 
+C 171.803726 246.559777 173.725037 241.921322 173.725037 237.085455 
+C 173.725037 232.249587 171.803726 227.611133 168.384252 224.191658 
+C 164.964777 220.772183 160.326322 218.850872 155.490455 218.850872 
+C 150.654587 218.850872 146.016133 220.772183 142.596658 224.191658 
+C 139.177183 227.611133 137.255872 232.249587 137.255872 237.085455 
+C 137.255872 241.921322 139.177183 246.559777 142.596658 249.979252 
+C 146.016133 253.398726 150.654587 255.320037 155.490455 255.320037 
+z
+" clip-path="url(#p7881c55d00)" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 2.543446"/>
     <path d="M 155.490455 173.529506 
 C 159.815786 173.529506 163.964546 171.811034 167.023017 168.752563 
 C 170.081488 165.694091 171.799961 161.545332 171.799961 157.22 
@@ -59,29 +59,29 @@ C 140.899421 148.745909 139.180948 152.894668 139.180948 157.22
 C 139.180948 161.545332 140.899421 165.694091 143.957892 168.752563 
 C 147.016363 171.811034 151.165123 173.529506 155.490455 173.529506 
 z
-" clip-path="url(#pcab1b8a0f8)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
-    <path d="M 155.490455 258.660904 
-C 161.212331 258.660904 166.700624 256.387578 170.746601 252.341601 
-C 174.792578 248.295624 177.065904 242.807331 177.065904 237.085455 
-C 177.065904 231.363579 174.792578 225.875286 170.746601 221.829308 
-C 166.700624 217.783331 161.212331 215.510006 155.490455 215.510006 
-C 149.768579 215.510006 144.280286 217.783331 140.234308 221.829308 
-C 136.188331 225.875286 133.915006 231.363579 133.915006 237.085455 
-C 133.915006 242.807331 136.188331 248.295624 140.234308 252.341601 
-C 144.280286 256.387578 149.768579 258.660904 155.490455 258.660904 
-z
-" clip-path="url(#pcab1b8a0f8)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
-    <path d="M 259.435 91.478992 
-C 263.180847 91.478992 266.773778 89.990752 269.422492 87.342038 
-C 272.071206 84.693324 273.559447 81.100393 273.559447 77.354545 
-C 273.559447 73.608698 272.071206 70.015767 269.422492 67.367053 
-C 266.773778 64.718339 263.180847 63.230099 259.435 63.230099 
-C 255.689153 63.230099 252.096222 64.718339 249.447508 67.367053 
-C 246.798794 70.015767 245.310553 73.608698 245.310553 77.354545 
-C 245.310553 81.100393 246.798794 84.693324 249.447508 87.342038 
-C 252.096222 89.990752 255.689153 91.478992 259.435 91.478992 
-z
-" clip-path="url(#pcab1b8a0f8)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#p7881c55d00)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
+    <path d="M 155.490455 98.929994 
+C 161.212331 98.929994 166.700624 96.656669 170.746601 92.610692 
+C 174.792578 88.564714 177.065904 83.076421 177.065904 77.354545 
+C 177.065904 71.632669 174.792578 66.144376 170.746601 62.098399 
+C 166.700624 58.052422 161.212331 55.779096 155.490455 55.779096 
+C 149.768579 55.779096 144.280286 58.052422 140.234308 62.098399 
+C 136.188331 66.144376 133.915006 71.632669 133.915006 77.354545 
+C 133.915006 83.076421 136.188331 88.564714 140.234308 92.610692 
+C 144.280286 96.656669 149.768579 98.929994 155.490455 98.929994 
+z
+" clip-path="url(#p7881c55d00)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
+    <path d="M 259.435 251.209901 
+C 263.180847 251.209901 266.773778 249.721661 269.422492 247.072947 
+C 272.071206 244.424233 273.559447 240.831302 273.559447 237.085455 
+C 273.559447 233.339607 272.071206 229.746676 269.422492 227.097962 
+C 266.773778 224.449248 263.180847 222.961008 259.435 222.961008 
+C 255.689153 222.961008 252.096222 224.449248 249.447508 227.097962 
+C 246.798794 229.746676 245.310553 233.339607 245.310553 237.085455 
+C 245.310553 240.831302 246.798794 244.424233 249.447508 247.072947 
+C 252.096222 249.721661 255.689153 251.209901 259.435 251.209901 
+z
+" clip-path="url(#p7881c55d00)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
     <path d="M 259.435 178.010623 
 C 264.948738 178.010623 270.237389 175.819992 274.13619 171.92119 
 C 278.034992 168.022389 280.225623 162.733738 280.225623 157.22 
@@ -92,29 +92,29 @@ C 240.835008 146.417611 238.644377 151.706262 238.644377 157.22
 C 238.644377 162.733738 240.835008 168.022389 244.73381 171.92119 
 C 248.632611 175.819992 253.921262 178.010623 259.435 178.010623 
 z
-" clip-path="url(#pcab1b8a0f8)" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 2.543446"/>
-    <path d="M 259.435 254.384298 
-C 264.022707 254.384298 268.423131 252.561583 271.66713 249.317584 
-C 274.911129 246.073586 276.733844 241.673162 276.733844 237.085455 
-C 276.733844 232.497748 274.911129 228.097323 271.66713 224.853325 
-C 268.423131 221.609326 264.022707 219.786611 259.435 219.786611 
-C 254.847293 219.786611 250.446869 221.609326 247.20287 224.853325 
-C 243.958871 228.097323 242.136156 232.497748 242.136156 237.085455 
-C 242.136156 241.673162 243.958871 246.073586 247.20287 249.317584 
-C 250.446869 252.561583 254.847293 254.384298 259.435 254.384298 
-z
-" clip-path="url(#pcab1b8a0f8)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
-    <path d="M 363.379545 97.32953 
-C 368.676973 97.32953 373.758145 95.224839 377.503992 91.478992 
-C 381.249839 87.733145 383.35453 82.651973 383.35453 77.354545 
-C 383.35453 72.057118 381.249839 66.975946 377.503992 63.230099 
-C 373.758145 59.484251 368.676973 57.379561 363.379545 57.379561 
-C 358.082118 57.379561 353.000946 59.484251 349.255099 63.230099 
-C 345.509251 66.975946 343.404561 72.057118 343.404561 77.354545 
-C 343.404561 82.651973 345.509251 87.733145 349.255099 91.478992 
-C 353.000946 95.224839 358.082118 97.32953 363.379545 97.32953 
-z
-" clip-path="url(#pcab1b8a0f8)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#p7881c55d00)" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 2.543446"/>
+    <path d="M 259.435 94.653389 
+C 264.022707 94.653389 268.423131 92.830674 271.66713 89.586675 
+C 274.911129 86.342677 276.733844 81.942252 276.733844 77.354545 
+C 276.733844 72.766838 274.911129 68.366414 271.66713 65.122416 
+C 268.423131 61.878417 264.022707 60.055702 259.435 60.055702 
+C 254.847293 60.055702 250.446869 61.878417 247.20287 65.122416 
+C 243.958871 68.366414 242.136156 72.766838 242.136156 77.354545 
+C 242.136156 81.942252 243.958871 86.342677 247.20287 89.586675 
+C 250.446869 92.830674 254.847293 94.653389 259.435 94.653389 
+z
+" clip-path="url(#p7881c55d00)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
+    <path d="M 363.379545 257.060439 
+C 368.676973 257.060439 373.758145 254.955749 377.503992 251.209901 
+C 381.249839 247.464054 383.35453 242.382882 383.35453 237.085455 
+C 383.35453 231.788027 381.249839 226.706855 377.503992 222.961008 
+C 373.758145 219.215161 368.676973 217.11047 363.379545 217.11047 
+C 358.082118 217.11047 353.000946 219.215161 349.255099 222.961008 
+C 345.509251 226.706855 343.404561 231.788027 343.404561 237.085455 
+C 343.404561 242.382882 345.509251 247.464054 349.255099 251.209901 
+C 353.000946 254.955749 358.082118 257.060439 363.379545 257.060439 
+z
+" clip-path="url(#p7881c55d00)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
     <path d="M 363.379545 178.010623 
 C 368.893283 178.010623 374.181935 175.819992 378.080736 171.92119 
 C 381.979537 168.022389 384.170168 162.733738 384.170168 157.22 
@@ -125,29 +125,29 @@ C 344.779554 146.417611 342.588923 151.706262 342.588923 157.22
 C 342.588923 162.733738 344.779554 168.022389 348.678355 171.92119 
 C 352.577156 175.819992 357.865808 178.010623 363.379545 178.010623 
 z
-" clip-path="url(#pcab1b8a0f8)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
-    <path d="M 363.379545 259.418166 
-C 369.30225 259.418166 374.983173 257.065051 379.171157 252.877066 
-C 383.359142 248.689082 385.712257 243.008159 385.712257 237.085455 
-C 385.712257 231.16275 383.359142 225.481827 379.171157 221.293843 
-C 374.983173 217.105858 369.30225 214.752743 363.379545 214.752743 
-C 357.456841 214.752743 351.775918 217.105858 347.587934 221.293843 
-C 343.399949 225.481827 341.046834 231.16275 341.046834 237.085455 
-C 341.046834 243.008159 343.399949 248.689082 347.587934 252.877066 
-C 351.775918 257.065051 357.456841 259.418166 363.379545 259.418166 
-z
-" clip-path="url(#pcab1b8a0f8)" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#p7881c55d00)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
+    <path d="M 363.379545 99.687257 
+C 369.30225 99.687257 374.983173 97.334142 379.171157 93.146157 
+C 383.359142 88.958173 385.712257 83.27725 385.712257 77.354545 
+C 385.712257 71.431841 383.359142 65.750918 379.171157 61.562934 
+C 374.983173 57.374949 369.30225 55.021834 363.379545 55.021834 
+C 357.456841 55.021834 351.775918 57.374949 347.587934 61.562934 
+C 343.399949 65.750918 341.046834 71.431841 341.046834 77.354545 
+C 341.046834 83.27725 343.399949 88.958173 347.587934 93.146157 
+C 351.775918 97.334142 357.456841 99.687257 363.379545 99.687257 
+z
+" clip-path="url(#p7881c55d00)" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 2.543446"/>
    </g>
    <g id="matplotlib.axis_1">
     <g id="xtick_1">
      <g id="line2d_1">
       <defs>
-       <path id="mb9120b86dd" d="M 0 0 
+       <path id="mc4620332e8" d="M 0 0 
 L 0 3.5 
 " style="stroke: #000000; stroke-width: 0.8"/>
       </defs>
       <g>
-       <use xlink:href="#mb9120b86dd" x="155.490455" y="303.64" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#mc4620332e8" x="155.490455" y="303.64" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_1">
@@ -240,7 +240,7 @@ z
     <g id="xtick_2">
      <g id="line2d_2">
       <g>
-       <use xlink:href="#mb9120b86dd" x="259.435" y="303.64" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#mc4620332e8" x="259.435" y="303.64" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_2">
@@ -384,7 +384,7 @@ z
     <g id="xtick_3">
      <g id="line2d_3">
       <g>
-       <use xlink:href="#mb9120b86dd" x="363.379545" y="303.64" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#mc4620332e8" x="363.379545" y="303.64" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_3">
@@ -503,17 +503,17 @@ z
     <g id="ytick_1">
      <g id="line2d_4">
       <defs>
-       <path id="m2aa8a09e22" d="M 0 0 
+       <path id="mfc6449a50c" d="M 0 0 
 L -3.5 0 
 " style="stroke: #000000; stroke-width: 0.8"/>
       </defs>
       <g>
-       <use xlink:href="#m2aa8a09e22" x="68.87" y="77.354545" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#mfc6449a50c" x="68.87" y="237.085455" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_5">
       <!-- Apple -->
-      <g transform="translate(33.40125 81.153764) scale(0.1 -0.1)">
+      <g transform="translate(33.40125 240.884673) scale(0.1 -0.1)">
        <use xlink:href="#DejaVuSans-41"/>
        <use xlink:href="#DejaVuSans-70" x="68.408203"/>
        <use xlink:href="#DejaVuSans-70" x="131.884766"/>
@@ -525,7 +525,7 @@ L -3.5 0
     <g id="ytick_2">
      <g id="line2d_5">
       <g>
-       <use xlink:href="#m2aa8a09e22" x="68.87" y="157.22" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#mfc6449a50c" x="68.87" y="157.22" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_6">
@@ -543,12 +543,12 @@ L -3.5 0
     <g id="ytick_3">
      <g id="line2d_6">
       <g>
-       <use xlink:href="#m2aa8a09e22" x="68.87" y="237.085455" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#mfc6449a50c" x="68.87" y="77.354545" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_7">
       <!-- Pear -->
-      <g transform="translate(39.810625 240.884673) scale(0.1 -0.1)">
+      <g transform="translate(39.810625 81.153764) scale(0.1 -0.1)">
        <use xlink:href="#DejaVuSans-50"/>
        <use xlink:href="#DejaVuSans-65" x="56.677734"/>
        <use xlink:href="#DejaVuSans-61" x="118.201172"/>
@@ -617,7 +617,7 @@ L 450 10.8
    </g>
    <g id="text_9">
     <!-- 10 -->
-    <g transform="translate(149.127955 80.11392) scale(0.1 -0.1)">
+    <g transform="translate(149.127955 239.84483) scale(0.1 -0.1)">
      <defs>
       <path id="DejaVuSans-30" d="M 2034 4250 
 Q 1547 4250 1301 3770 
@@ -694,7 +694,7 @@ z
    </g>
    <g id="text_11">
     <!-- 14 -->
-    <g transform="translate(149.127955 239.84483) scale(0.1 -0.1)">
+    <g transform="translate(149.127955 80.11392) scale(0.1 -0.1)">
      <defs>
       <path id="DejaVuSans-34" d="M 2419 4116 
 L 825 1625 
@@ -722,7 +722,7 @@ z
    </g>
    <g id="text_12">
     <!-- 6 -->
-    <g transform="translate(256.25375 80.11392) scale(0.1 -0.1)">
+    <g transform="translate(256.25375 239.84483) scale(0.1 -0.1)">
      <defs>
       <path id="DejaVuSans-36" d="M 2113 2584 
 Q 1688 2584 1439 2293 
@@ -801,7 +801,7 @@ z
    </g>
    <g id="text_14">
     <!-- 9 -->
-    <g transform="translate(256.25375 239.84483) scale(0.1 -0.1)">
+    <g transform="translate(256.25375 80.11392) scale(0.1 -0.1)">
      <defs>
       <path id="DejaVuSans-39" d="M 703 97 
 L 703 672 
@@ -839,7 +839,7 @@ z
    </g>
    <g id="text_15">
     <!-- 12 -->
-    <g transform="translate(357.017045 80.11392) scale(0.1 -0.1)">
+    <g transform="translate(357.017045 239.84483) scale(0.1 -0.1)">
      <use xlink:href="#DejaVuSans-31"/>
      <use xlink:href="#DejaVuSans-32" x="63.623047"/>
     </g>
@@ -853,7 +853,7 @@ z
    </g>
    <g id="text_17">
     <!-- 15 -->
-    <g transform="translate(357.017045 239.84483) scale(0.1 -0.1)">
+    <g transform="translate(357.017045 80.11392) scale(0.1 -0.1)">
      <defs>
       <path id="DejaVuSans-35" d="M 691 4666 
 L 3169 4666 
@@ -888,7 +888,7 @@ z
   </g>
  </g>
  <defs>
-  <clipPath id="pcab1b8a0f8">
+  <clipPath id="p7881c55d00">
    <rect x="68.87" y="10.8" width="381.13" height="292.84"/>
   </clipPath>
  </defs>
diff --git a/_static/fig/statlab_kappa_fig2.svg b/_static/fig/statlab_kappa_fig2.svg
index 1197ba94..29ae35bb 100644
--- a/_static/fig/statlab_kappa_fig2.svg
+++ b/_static/fig/statlab_kappa_fig2.svg
@@ -6,7 +6,7 @@
   <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
    <cc:Work>
     <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
-    <dc:date>2024-07-07T15:29:47.537244</dc:date>
+    <dc:date>2024-07-07T15:37:31.876648</dc:date>
     <dc:format>image/svg+xml</dc:format>
     <dc:creator>
      <cc:Agent>
@@ -48,7 +48,7 @@ C 80.739342 277.804134 78.818031 282.442588 78.818031 287.278456
 C 78.818031 292.114323 80.739342 296.752778 84.158817 300.172253 
 C 87.578292 303.591728 92.216746 305.513038 97.052614 305.513038 
 z
-" clip-path="url(#p2aefd1fe32)" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#p001aca3c21)" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 2.543446"/>
     <path d="M 97.052614 221.557177 
 C 101.377945 221.557177 105.526705 219.838705 108.585176 216.780233 
 C 111.643648 213.721762 113.36212 209.573002 113.36212 205.247671 
@@ -59,7 +59,7 @@ C 82.46158 196.77358 80.743107 200.922339 80.743107 205.247671
 C 80.743107 209.573002 82.46158 213.721762 85.520051 216.780233 
 C 88.578522 219.838705 92.727282 221.557177 97.052614 221.557177 
 z
-" clip-path="url(#p2aefd1fe32)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#p001aca3c21)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
     <path d="M 97.052614 144.792335 
 C 102.77449 144.792335 108.262783 142.51901 112.30876 138.473032 
 C 116.354737 134.427055 118.628063 128.938762 118.628063 123.216886 
@@ -70,7 +70,7 @@ C 77.75049 112.006717 75.477165 117.49501 75.477165 123.216886
 C 75.477165 128.938762 77.75049 134.427055 81.796467 138.473032 
 C 85.842445 142.51901 91.330738 144.792335 97.052614 144.792335 
 z
-" clip-path="url(#p2aefd1fe32)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#p001aca3c21)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
     <path d="M 172.20625 301.402903 
 C 175.952097 301.402903 179.545028 299.914662 182.193742 297.265948 
 C 184.842456 294.617234 186.330697 291.024303 186.330697 287.278456 
@@ -81,7 +81,7 @@ C 159.570044 279.939677 158.081803 283.532609 158.081803 287.278456
 C 158.081803 291.024303 159.570044 294.617234 162.218758 297.265948 
 C 164.867472 299.914662 168.460403 301.402903 172.20625 301.402903 
 z
-" clip-path="url(#p2aefd1fe32)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#p001aca3c21)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
     <path d="M 172.20625 226.038294 
 C 177.719988 226.038294 183.008639 223.847663 186.90744 219.948861 
 C 190.806242 216.05006 192.996873 210.761408 192.996873 205.247671 
@@ -92,7 +92,7 @@ C 153.606258 194.445282 151.415627 199.733933 151.415627 205.247671
 C 151.415627 210.761408 153.606258 216.05006 157.50506 219.948861 
 C 161.403861 223.847663 166.692512 226.038294 172.20625 226.038294 
 z
-" clip-path="url(#p2aefd1fe32)" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#p001aca3c21)" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 2.543446"/>
     <path d="M 172.20625 140.51573 
 C 176.793957 140.51573 181.194381 138.693015 184.43838 135.449016 
 C 187.682379 132.205017 189.505094 127.804593 189.505094 123.216886 
@@ -103,7 +103,7 @@ C 156.730121 114.228755 154.907406 118.629179 154.907406 123.216886
 C 154.907406 127.804593 156.730121 132.205017 159.97412 135.449016 
 C 163.218119 138.693015 167.618543 140.51573 172.20625 140.51573 
 z
-" clip-path="url(#p2aefd1fe32)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#p001aca3c21)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
     <path d="M 247.359886 307.25344 
 C 252.657314 307.25344 257.738486 305.14875 261.484333 301.402903 
 C 265.23018 297.657055 267.334871 292.575883 267.334871 287.278456 
@@ -114,7 +114,7 @@ C 229.489592 276.899856 227.384902 281.981028 227.384902 287.278456
 C 227.384902 292.575883 229.489592 297.657055 233.235439 301.402903 
 C 236.981287 305.14875 242.062459 307.25344 247.359886 307.25344 
 z
-" clip-path="url(#p2aefd1fe32)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#p001aca3c21)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
     <path d="M 247.359886 226.038294 
 C 252.873624 226.038294 258.162276 223.847663 262.061077 219.948861 
 C 265.959878 216.05006 268.150509 210.761408 268.150509 205.247671 
@@ -125,7 +125,7 @@ C 228.759895 194.445282 226.569263 199.733933 226.569263 205.247671
 C 226.569263 210.761408 228.759895 216.05006 232.658696 219.948861 
 C 236.557497 223.847663 241.846149 226.038294 247.359886 226.038294 
 z
-" clip-path="url(#p2aefd1fe32)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#p001aca3c21)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
     <path d="M 247.359886 145.549597 
 C 253.282591 145.549597 258.963514 143.196482 263.151498 139.008498 
 C 267.339482 134.820513 269.692598 129.13959 269.692598 123.216886 
@@ -136,18 +136,18 @@ C 227.38029 111.613259 225.027175 117.294182 225.027175 123.216886
 C 225.027175 129.13959 227.38029 134.820513 231.568275 139.008498 
 C 235.756259 143.196482 241.437182 145.549597 247.359886 145.549597 
 z
-" clip-path="url(#p2aefd1fe32)" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#p001aca3c21)" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 2.543446"/>
    </g>
    <g id="matplotlib.axis_1">
     <g id="xtick_1">
      <g id="line2d_1">
       <defs>
-       <path id="mf7144a855a" d="M 0 0 
+       <path id="mafdcd2226e" d="M 0 0 
 L 0 3.5 
 " style="stroke: #000000; stroke-width: 0.8"/>
       </defs>
       <g>
-       <use xlink:href="#mf7144a855a" x="97.052614" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#mafdcd2226e" x="97.052614" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_1">
@@ -240,7 +240,7 @@ z
     <g id="xtick_2">
      <g id="line2d_2">
       <g>
-       <use xlink:href="#mf7144a855a" x="172.20625" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#mafdcd2226e" x="172.20625" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_2">
@@ -384,7 +384,7 @@ z
     <g id="xtick_3">
      <g id="line2d_3">
       <g>
-       <use xlink:href="#mf7144a855a" x="247.359886" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#mafdcd2226e" x="247.359886" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_3">
@@ -503,12 +503,12 @@ z
     <g id="ytick_1">
      <g id="line2d_4">
       <defs>
-       <path id="m5953835f87" d="M 0 0 
+       <path id="m496cb5d577" d="M 0 0 
 L -3.5 0 
 " style="stroke: #000000; stroke-width: 0.8"/>
       </defs>
       <g>
-       <use xlink:href="#m5953835f87" x="68.87" y="287.278456" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m496cb5d577" x="68.87" y="287.278456" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_5">
@@ -525,7 +525,7 @@ L -3.5 0
     <g id="ytick_2">
      <g id="line2d_5">
       <g>
-       <use xlink:href="#m5953835f87" x="68.87" y="205.247671" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m496cb5d577" x="68.87" y="205.247671" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_6">
@@ -543,7 +543,7 @@ L -3.5 0
     <g id="ytick_3">
      <g id="line2d_6">
       <g>
-       <use xlink:href="#m5953835f87" x="68.87" y="123.216886" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m496cb5d577" x="68.87" y="123.216886" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_7">
@@ -891,7 +891,7 @@ L 115.841023 75.535342
 L 115.841023 42.056116 
 L 78.264205 42.056116 
 z
-" clip-path="url(#p22f282e3f0)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#pb8118e89b9)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_7">
     <path d="M 153.417841 75.535342 
@@ -899,7 +899,7 @@ L 190.994659 75.535342
 L 190.994659 52.708597 
 L 153.417841 52.708597 
 z
-" clip-path="url(#p22f282e3f0)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#pb8118e89b9)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_8">
     <path d="M 228.571477 75.535342 
@@ -907,7 +907,7 @@ L 266.148295 75.535342
 L 266.148295 37.490767 
 L 228.571477 37.490767 
 z
-" clip-path="url(#p22f282e3f0)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#pb8118e89b9)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_9">
     <path d="M 78.264205 42.056116 
@@ -915,7 +915,7 @@ L 115.841023 42.056116
 L 115.841023 26.838286 
 L 78.264205 26.838286 
 z
-" clip-path="url(#p22f282e3f0)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#pb8118e89b9)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_10">
     <path d="M 153.417841 52.708597 
@@ -923,7 +923,7 @@ L 190.994659 52.708597
 L 190.994659 32.925418 
 L 153.417841 32.925418 
 z
-" clip-path="url(#p22f282e3f0)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#pb8118e89b9)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_11">
     <path d="M 228.571477 37.490767 
@@ -931,27 +931,27 @@ L 266.148295 37.490767
 L 266.148295 14.664021 
 L 228.571477 14.664021 
 z
-" clip-path="url(#p22f282e3f0)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#pb8118e89b9)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="matplotlib.axis_3">
     <g id="xtick_4">
      <g id="line2d_7">
       <g>
-       <use xlink:href="#mf7144a855a" x="97.052614" y="75.535342" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#mafdcd2226e" x="97.052614" y="75.535342" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
     </g>
     <g id="xtick_5">
      <g id="line2d_8">
       <g>
-       <use xlink:href="#mf7144a855a" x="172.20625" y="75.535342" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#mafdcd2226e" x="172.20625" y="75.535342" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
     </g>
     <g id="xtick_6">
      <g id="line2d_9">
       <g>
-       <use xlink:href="#mf7144a855a" x="247.359886" y="75.535342" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#mafdcd2226e" x="247.359886" y="75.535342" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
     </g>
@@ -960,7 +960,7 @@ z
     <g id="ytick_4">
      <g id="line2d_10">
       <g>
-       <use xlink:href="#m5953835f87" x="68.87" y="75.535342" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m496cb5d577" x="68.87" y="75.535342" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_18">
@@ -973,7 +973,7 @@ z
     <g id="ytick_5">
      <g id="line2d_11">
       <g>
-       <use xlink:href="#m5953835f87" x="68.87" y="45.099682" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m496cb5d577" x="68.87" y="45.099682" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_19">
@@ -987,7 +987,7 @@ z
     <g id="ytick_6">
      <g id="line2d_12">
       <g>
-       <use xlink:href="#m5953835f87" x="68.87" y="14.664021" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m496cb5d577" x="68.87" y="14.664021" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_20">
@@ -1025,7 +1025,7 @@ L 316.62032 307.786152
 L 316.62032 266.770759 
 L 289.8425 266.770759 
 z
-" clip-path="url(#pef58cfe03f)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#pa8a00cd6c9)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_16">
     <path d="M 289.8425 225.755367 
@@ -1033,7 +1033,7 @@ L 321.083289 225.755367
 L 321.083289 184.739975 
 L 289.8425 184.739975 
 z
-" clip-path="url(#pef58cfe03f)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#pa8a00cd6c9)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_17">
     <path d="M 289.8425 143.724582 
@@ -1041,7 +1041,7 @@ L 324.058603 143.724582
 L 324.058603 102.70919 
 L 289.8425 102.70919 
 z
-" clip-path="url(#pef58cfe03f)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#pa8a00cd6c9)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_18">
     <path d="M 316.62032 307.786152 
@@ -1049,7 +1049,7 @@ L 331.496886 307.786152
 L 331.496886 266.770759 
 L 316.62032 266.770759 
 z
-" clip-path="url(#pef58cfe03f)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#pa8a00cd6c9)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_19">
     <path d="M 321.083289 225.755367 
@@ -1057,7 +1057,7 @@ L 340.422826 225.755367
 L 340.422826 184.739975 
 L 321.083289 184.739975 
 z
-" clip-path="url(#pef58cfe03f)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#pa8a00cd6c9)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_20">
     <path d="M 324.058603 143.724582 
@@ -1065,13 +1065,13 @@ L 346.373452 143.724582
 L 346.373452 102.70919 
 L 324.058603 102.70919 
 z
-" clip-path="url(#pef58cfe03f)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#pa8a00cd6c9)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="matplotlib.axis_5">
     <g id="xtick_7">
      <g id="line2d_13">
       <g>
-       <use xlink:href="#mf7144a855a" x="289.8425" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#mafdcd2226e" x="289.8425" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_21">
@@ -1084,7 +1084,7 @@ z
     <g id="xtick_8">
      <g id="line2d_14">
       <g>
-       <use xlink:href="#mf7144a855a" x="327.033916" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#mafdcd2226e" x="327.033916" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_22">
@@ -1100,21 +1100,21 @@ z
     <g id="ytick_7">
      <g id="line2d_15">
       <g>
-       <use xlink:href="#m5953835f87" x="289.8425" y="287.278456" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m496cb5d577" x="289.8425" y="287.278456" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
     </g>
     <g id="ytick_8">
      <g id="line2d_16">
       <g>
-       <use xlink:href="#m5953835f87" x="289.8425" y="205.247671" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m496cb5d577" x="289.8425" y="205.247671" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
     </g>
     <g id="ytick_9">
      <g id="line2d_17">
       <g>
-       <use xlink:href="#m5953835f87" x="289.8425" y="123.216886" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m496cb5d577" x="289.8425" y="123.216886" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
     </g>
@@ -1132,13 +1132,13 @@ L 349.2 318.04
   </g>
  </g>
  <defs>
-  <clipPath id="p2aefd1fe32">
+  <clipPath id="p001aca3c21">
    <rect x="68.87" y="92.455342" width="206.6725" height="225.584658"/>
   </clipPath>
-  <clipPath id="p22f282e3f0">
+  <clipPath id="pb8118e89b9">
    <rect x="68.87" y="11.620455" width="206.6725" height="63.914886"/>
   </clipPath>
-  <clipPath id="pef58cfe03f">
+  <clipPath id="pa8a00cd6c9">
    <rect x="289.8425" y="92.455342" width="59.3575" height="225.584658"/>
   </clipPath>
  </defs>
diff --git a/_static/fig/statlab_kappa_fig3.svg b/_static/fig/statlab_kappa_fig3.svg
index 5d13a78f..8d5b5291 100644
--- a/_static/fig/statlab_kappa_fig3.svg
+++ b/_static/fig/statlab_kappa_fig3.svg
@@ -6,7 +6,7 @@
   <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
    <cc:Work>
     <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
-    <dc:date>2024-07-07T15:29:47.652549</dc:date>
+    <dc:date>2024-07-07T15:37:31.996276</dc:date>
     <dc:format>image/svg+xml</dc:format>
     <dc:creator>
      <cc:Agent>
@@ -48,7 +48,7 @@ C 80.739342 113.742564 78.818031 118.381018 78.818031 123.216886
 C 78.818031 128.052754 80.739342 132.691208 84.158817 136.110683 
 C 87.578292 139.530158 92.216746 141.451468 97.052614 141.451468 
 z
-" clip-path="url(#pce7ea555ce)" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#pd8a071c9ff)" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 2.543446"/>
     <path d="M 97.052614 221.557177 
 C 101.377945 221.557177 105.526705 219.838705 108.585176 216.780233 
 C 111.643648 213.721762 113.36212 209.573002 113.36212 205.247671 
@@ -59,7 +59,7 @@ C 82.46158 196.77358 80.743107 200.922339 80.743107 205.247671
 C 80.743107 209.573002 82.46158 213.721762 85.520051 216.780233 
 C 88.578522 219.838705 92.727282 221.557177 97.052614 221.557177 
 z
-" clip-path="url(#pce7ea555ce)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#pd8a071c9ff)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
     <path d="M 97.052614 308.853905 
 C 102.77449 308.853905 108.262783 306.580579 112.30876 302.534602 
 C 116.354737 298.488625 118.628063 293.000332 118.628063 287.278456 
@@ -70,7 +70,7 @@ C 77.75049 276.068287 75.477165 281.55658 75.477165 287.278456
 C 75.477165 293.000332 77.75049 298.488625 81.796467 302.534602 
 C 85.842445 306.580579 91.330738 308.853905 97.052614 308.853905 
 z
-" clip-path="url(#pce7ea555ce)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#pd8a071c9ff)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
     <path d="M 172.20625 137.341333 
 C 175.952097 137.341333 179.545028 135.853092 182.193742 133.204378 
 C 184.842456 130.555664 186.330697 126.962733 186.330697 123.216886 
@@ -81,7 +81,7 @@ C 159.570044 115.878108 158.081803 119.471039 158.081803 123.216886
 C 158.081803 126.962733 159.570044 130.555664 162.218758 133.204378 
 C 164.867472 135.853092 168.460403 137.341333 172.20625 137.341333 
 z
-" clip-path="url(#pce7ea555ce)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#pd8a071c9ff)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
     <path d="M 172.20625 226.038294 
 C 177.719988 226.038294 183.008639 223.847663 186.90744 219.948861 
 C 190.806242 216.05006 192.996873 210.761408 192.996873 205.247671 
@@ -92,7 +92,7 @@ C 153.606258 194.445282 151.415627 199.733933 151.415627 205.247671
 C 151.415627 210.761408 153.606258 216.05006 157.50506 219.948861 
 C 161.403861 223.847663 166.692512 226.038294 172.20625 226.038294 
 z
-" clip-path="url(#pce7ea555ce)" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#pd8a071c9ff)" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 2.543446"/>
     <path d="M 172.20625 304.5773 
 C 176.793957 304.5773 181.194381 302.754584 184.43838 299.510585 
 C 187.682379 296.266587 189.505094 291.866163 189.505094 287.278456 
@@ -103,7 +103,7 @@ C 156.730121 278.290325 154.907406 282.690749 154.907406 287.278456
 C 154.907406 291.866163 156.730121 296.266587 159.97412 299.510585 
 C 163.218119 302.754584 167.618543 304.5773 172.20625 304.5773 
 z
-" clip-path="url(#pce7ea555ce)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#pd8a071c9ff)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
     <path d="M 247.359886 143.19187 
 C 252.657314 143.19187 257.738486 141.08718 261.484333 137.341333 
 C 265.23018 133.595486 267.334871 128.514314 267.334871 123.216886 
@@ -114,7 +114,7 @@ C 229.489592 112.838286 227.384902 117.919458 227.384902 123.216886
 C 227.384902 128.514314 229.489592 133.595486 233.235439 137.341333 
 C 236.981287 141.08718 242.062459 143.19187 247.359886 143.19187 
 z
-" clip-path="url(#pce7ea555ce)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#pd8a071c9ff)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
     <path d="M 247.359886 226.038294 
 C 252.873624 226.038294 258.162276 223.847663 262.061077 219.948861 
 C 265.959878 216.05006 268.150509 210.761408 268.150509 205.247671 
@@ -125,7 +125,7 @@ C 228.759895 194.445282 226.569263 199.733933 226.569263 205.247671
 C 226.569263 210.761408 228.759895 216.05006 232.658696 219.948861 
 C 236.557497 223.847663 241.846149 226.038294 247.359886 226.038294 
 z
-" clip-path="url(#pce7ea555ce)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#pd8a071c9ff)" style="fill: #ff7f0e; stroke: #ffffff; stroke-width: 2.543446"/>
     <path d="M 247.359886 309.611167 
 C 253.282591 309.611167 258.963514 307.258052 263.151498 303.070067 
 C 267.339482 298.882083 269.692598 293.20116 269.692598 287.278456 
@@ -136,18 +136,18 @@ C 227.38029 275.674828 225.027175 281.355751 225.027175 287.278456
 C 225.027175 293.20116 227.38029 298.882083 231.568275 303.070067 
 C 235.756259 307.258052 241.437182 309.611167 247.359886 309.611167 
 z
-" clip-path="url(#pce7ea555ce)" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 2.543446"/>
+" clip-path="url(#pd8a071c9ff)" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 2.543446"/>
    </g>
    <g id="matplotlib.axis_1">
     <g id="xtick_1">
      <g id="line2d_1">
       <defs>
-       <path id="m263e2ad579" d="M 0 0 
+       <path id="m82ebf7413c" d="M 0 0 
 L 0 3.5 
 " style="stroke: #000000; stroke-width: 0.8"/>
       </defs>
       <g>
-       <use xlink:href="#m263e2ad579" x="97.052614" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m82ebf7413c" x="97.052614" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_1">
@@ -240,7 +240,7 @@ z
     <g id="xtick_2">
      <g id="line2d_2">
       <g>
-       <use xlink:href="#m263e2ad579" x="172.20625" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m82ebf7413c" x="172.20625" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_2">
@@ -384,7 +384,7 @@ z
     <g id="xtick_3">
      <g id="line2d_3">
       <g>
-       <use xlink:href="#m263e2ad579" x="247.359886" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m82ebf7413c" x="247.359886" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_3">
@@ -503,12 +503,12 @@ z
     <g id="ytick_1">
      <g id="line2d_4">
       <defs>
-       <path id="m0cc4b26860" d="M 0 0 
+       <path id="m8a5adda13a" d="M 0 0 
 L -3.5 0 
 " style="stroke: #000000; stroke-width: 0.8"/>
       </defs>
       <g>
-       <use xlink:href="#m0cc4b26860" x="68.87" y="123.216886" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m8a5adda13a" x="68.87" y="123.216886" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_5">
@@ -525,7 +525,7 @@ L -3.5 0
     <g id="ytick_2">
      <g id="line2d_5">
       <g>
-       <use xlink:href="#m0cc4b26860" x="68.87" y="205.247671" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m8a5adda13a" x="68.87" y="205.247671" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_6">
@@ -543,7 +543,7 @@ L -3.5 0
     <g id="ytick_3">
      <g id="line2d_6">
       <g>
-       <use xlink:href="#m0cc4b26860" x="68.87" y="287.278456" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m8a5adda13a" x="68.87" y="287.278456" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_7">
@@ -891,7 +891,7 @@ L 115.841023 75.535342
 L 115.841023 42.056116 
 L 78.264205 42.056116 
 z
-" clip-path="url(#pab2dc9ea6e)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#p8f22326f41)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_7">
     <path d="M 153.417841 75.535342 
@@ -899,7 +899,7 @@ L 190.994659 75.535342
 L 190.994659 52.708597 
 L 153.417841 52.708597 
 z
-" clip-path="url(#pab2dc9ea6e)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#p8f22326f41)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_8">
     <path d="M 228.571477 75.535342 
@@ -907,7 +907,7 @@ L 266.148295 75.535342
 L 266.148295 37.490767 
 L 228.571477 37.490767 
 z
-" clip-path="url(#pab2dc9ea6e)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#p8f22326f41)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_9">
     <path d="M 78.264205 42.056116 
@@ -915,7 +915,7 @@ L 115.841023 42.056116
 L 115.841023 26.838286 
 L 78.264205 26.838286 
 z
-" clip-path="url(#pab2dc9ea6e)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#p8f22326f41)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_10">
     <path d="M 153.417841 52.708597 
@@ -923,7 +923,7 @@ L 190.994659 52.708597
 L 190.994659 32.925418 
 L 153.417841 32.925418 
 z
-" clip-path="url(#pab2dc9ea6e)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#p8f22326f41)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_11">
     <path d="M 228.571477 37.490767 
@@ -931,27 +931,27 @@ L 266.148295 37.490767
 L 266.148295 14.664021 
 L 228.571477 14.664021 
 z
-" clip-path="url(#pab2dc9ea6e)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#p8f22326f41)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="matplotlib.axis_3">
     <g id="xtick_4">
      <g id="line2d_7">
       <g>
-       <use xlink:href="#m263e2ad579" x="97.052614" y="75.535342" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m82ebf7413c" x="97.052614" y="75.535342" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
     </g>
     <g id="xtick_5">
      <g id="line2d_8">
       <g>
-       <use xlink:href="#m263e2ad579" x="172.20625" y="75.535342" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m82ebf7413c" x="172.20625" y="75.535342" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
     </g>
     <g id="xtick_6">
      <g id="line2d_9">
       <g>
-       <use xlink:href="#m263e2ad579" x="247.359886" y="75.535342" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m82ebf7413c" x="247.359886" y="75.535342" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
     </g>
@@ -960,7 +960,7 @@ z
     <g id="ytick_4">
      <g id="line2d_10">
       <g>
-       <use xlink:href="#m0cc4b26860" x="68.87" y="75.535342" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m8a5adda13a" x="68.87" y="75.535342" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_18">
@@ -973,7 +973,7 @@ z
     <g id="ytick_5">
      <g id="line2d_11">
       <g>
-       <use xlink:href="#m0cc4b26860" x="68.87" y="45.099682" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m8a5adda13a" x="68.87" y="45.099682" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_19">
@@ -987,7 +987,7 @@ z
     <g id="ytick_6">
      <g id="line2d_12">
       <g>
-       <use xlink:href="#m0cc4b26860" x="68.87" y="14.664021" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m8a5adda13a" x="68.87" y="14.664021" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_20">
@@ -1025,7 +1025,7 @@ L 316.62032 102.70919
 L 316.62032 143.724582 
 L 289.8425 143.724582 
 z
-" clip-path="url(#p5139992857)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#p6927abd178)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_16">
     <path d="M 289.8425 184.739975 
@@ -1033,7 +1033,7 @@ L 321.083289 184.739975
 L 321.083289 225.755367 
 L 289.8425 225.755367 
 z
-" clip-path="url(#p5139992857)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#p6927abd178)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_17">
     <path d="M 289.8425 266.770759 
@@ -1041,7 +1041,7 @@ L 324.058603 266.770759
 L 324.058603 307.786152 
 L 289.8425 307.786152 
 z
-" clip-path="url(#p5139992857)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#p6927abd178)" style="fill: #ff7f0e; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_18">
     <path d="M 316.62032 102.70919 
@@ -1049,7 +1049,7 @@ L 331.496886 102.70919
 L 331.496886 143.724582 
 L 316.62032 143.724582 
 z
-" clip-path="url(#p5139992857)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#p6927abd178)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_19">
     <path d="M 321.083289 184.739975 
@@ -1057,7 +1057,7 @@ L 340.422826 184.739975
 L 340.422826 225.755367 
 L 321.083289 225.755367 
 z
-" clip-path="url(#p5139992857)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#p6927abd178)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="patch_20">
     <path d="M 324.058603 266.770759 
@@ -1065,13 +1065,13 @@ L 346.373452 266.770759
 L 346.373452 307.786152 
 L 324.058603 307.786152 
 z
-" clip-path="url(#p5139992857)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+" clip-path="url(#p6927abd178)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
    </g>
    <g id="matplotlib.axis_5">
     <g id="xtick_7">
      <g id="line2d_13">
       <g>
-       <use xlink:href="#m263e2ad579" x="289.8425" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m82ebf7413c" x="289.8425" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_21">
@@ -1084,7 +1084,7 @@ z
     <g id="xtick_8">
      <g id="line2d_14">
       <g>
-       <use xlink:href="#m263e2ad579" x="327.033916" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m82ebf7413c" x="327.033916" y="318.04" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_22">
@@ -1100,21 +1100,21 @@ z
     <g id="ytick_7">
      <g id="line2d_15">
       <g>
-       <use xlink:href="#m0cc4b26860" x="289.8425" y="123.216886" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m8a5adda13a" x="289.8425" y="123.216886" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
     </g>
     <g id="ytick_8">
      <g id="line2d_16">
       <g>
-       <use xlink:href="#m0cc4b26860" x="289.8425" y="205.247671" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m8a5adda13a" x="289.8425" y="205.247671" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
     </g>
     <g id="ytick_9">
      <g id="line2d_17">
       <g>
-       <use xlink:href="#m0cc4b26860" x="289.8425" y="287.278456" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#m8a5adda13a" x="289.8425" y="287.278456" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
     </g>
@@ -1132,13 +1132,13 @@ L 349.2 318.04
   </g>
  </g>
  <defs>
-  <clipPath id="pce7ea555ce">
+  <clipPath id="pd8a071c9ff">
    <rect x="68.87" y="92.455342" width="206.6725" height="225.584658"/>
   </clipPath>
-  <clipPath id="pab2dc9ea6e">
+  <clipPath id="p8f22326f41">
    <rect x="68.87" y="11.620455" width="206.6725" height="63.914886"/>
   </clipPath>
-  <clipPath id="p5139992857">
+  <clipPath id="p6927abd178">
    <rect x="289.8425" y="92.455342" width="59.3575" height="225.584658"/>
   </clipPath>
  </defs>
diff --git a/_static/reports/coverage/coverage-badge.svg b/_static/reports/coverage/coverage-badge.svg
index 8fdd256d..118abdb9 100644
--- a/_static/reports/coverage/coverage-badge.svg
+++ b/_static/reports/coverage/coverage-badge.svg
@@ -1 +1 @@
-<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="114" height="20" role="img" aria-label="coverage: 35.09%"><title>coverage: 35.09%</title><linearGradient id="s" x2="0" y2="100%"><stop offset="0" stop-color="#bbb" stop-opacity=".1"/><stop offset="1" stop-opacity=".1"/></linearGradient><clipPath id="r"><rect width="114" height="20" rx="3" fill="#fff"/></clipPath><g clip-path="url(#r)"><rect width="61" height="20" fill="#555"/><rect x="61" width="53" height="20" fill="#e05d44"/><rect width="114" height="20" fill="url(#s)"/></g><g fill="#fff" text-anchor="middle" font-family="Verdana,Geneva,DejaVu Sans,sans-serif" text-rendering="geometricPrecision" font-size="110"><text aria-hidden="true" x="315" y="150" fill="#010101" fill-opacity=".3" transform="scale(.1)" textLength="510">coverage</text><text x="315" y="140" transform="scale(.1)" fill="#fff" textLength="510">coverage</text><text aria-hidden="true" x="865" y="150" fill="#010101" fill-opacity=".3" transform="scale(.1)" textLength="430">35.09%</text><text x="865" y="140" transform="scale(.1)" fill="#fff" textLength="430">35.09%</text></g></svg>
\ No newline at end of file
+<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="114" height="20" role="img" aria-label="coverage: 35.01%"><title>coverage: 35.01%</title><linearGradient id="s" x2="0" y2="100%"><stop offset="0" stop-color="#bbb" stop-opacity=".1"/><stop offset="1" stop-opacity=".1"/></linearGradient><clipPath id="r"><rect width="114" height="20" rx="3" fill="#fff"/></clipPath><g clip-path="url(#r)"><rect width="61" height="20" fill="#555"/><rect x="61" width="53" height="20" fill="#e05d44"/><rect width="114" height="20" fill="url(#s)"/></g><g fill="#fff" text-anchor="middle" font-family="Verdana,Geneva,DejaVu Sans,sans-serif" text-rendering="geometricPrecision" font-size="110"><text aria-hidden="true" x="315" y="150" fill="#010101" fill-opacity=".3" transform="scale(.1)" textLength="510">coverage</text><text x="315" y="140" transform="scale(.1)" fill="#fff" textLength="510">coverage</text><text aria-hidden="true" x="865" y="150" fill="#010101" fill-opacity=".3" transform="scale(.1)" textLength="430">35.01%</text><text x="865" y="140" transform="scale(.1)" fill="#fff" textLength="430">35.01%</text></g></svg>
\ No newline at end of file
diff --git a/_static/reports/coverage/coverage.xml b/_static/reports/coverage/coverage.xml
index 4147a624..17355e91 100644
--- a/_static/reports/coverage/coverage.xml
+++ b/_static/reports/coverage/coverage.xml
@@ -1,5 +1,5 @@
 <?xml version="1.0" ?>
-<coverage version="7.5.4" timestamp="1720380945284" lines-valid="1345" lines-covered="472" line-rate="0.3509" branches-covered="0" branches-valid="0" branch-rate="0" complexity="0">
+<coverage version="7.5.4" timestamp="1720381116829" lines-valid="1348" lines-covered="472" line-rate="0.3501" branches-covered="0" branches-valid="0" branch-rate="0" complexity="0">
 	<!-- Generated by coverage.py: https://coverage.readthedocs.io/en/7.5.4 -->
 	<!-- Based on https://raw.githubusercontent.com/cobertura/web/master/htdocs/xml/coverage-04.dtd -->
 	<sources>
@@ -563,7 +563,7 @@
 				</class>
 			</classes>
 		</package>
-		<package name="mtbp3.statlab" line-rate="0.5535" branch-rate="0" complexity="0">
+		<package name="mtbp3.statlab" line-rate="0.5459" branch-rate="0" complexity="0">
 			<classes>
 				<class name="__init__.py" filename="mtbp3/statlab/__init__.py" complexity="0" line-rate="1" branch-rate="0">
 					<methods/>
@@ -617,7 +617,7 @@
 						<line number="107" hits="0"/>
 					</lines>
 				</class>
-				<class name="kappa.py" filename="mtbp3/statlab/kappa.py" complexity="0" line-rate="0.474" branch-rate="0">
+				<class name="kappa.py" filename="mtbp3/statlab/kappa.py" complexity="0" line-rate="0.4659" branch-rate="0">
 					<methods/>
 					<lines>
 						<line number="16" hits="1"/>
@@ -775,24 +775,27 @@
 						<line number="299" hits="0"/>
 						<line number="300" hits="0"/>
 						<line number="301" hits="0"/>
+						<line number="302" hits="0"/>
 						<line number="303" hits="0"/>
 						<line number="304" hits="0"/>
 						<line number="306" hits="0"/>
 						<line number="307" hits="0"/>
-						<line number="308" hits="0"/>
 						<line number="309" hits="0"/>
+						<line number="310" hits="0"/>
 						<line number="311" hits="0"/>
 						<line number="312" hits="0"/>
-						<line number="313" hits="0"/>
 						<line number="314" hits="0"/>
 						<line number="315" hits="0"/>
+						<line number="316" hits="0"/>
 						<line number="317" hits="0"/>
 						<line number="318" hits="0"/>
-						<line number="319" hits="0"/>
+						<line number="320" hits="0"/>
 						<line number="321" hits="0"/>
-						<line number="323" hits="0"/>
-						<line number="325" hits="1"/>
-						<line number="327" hits="0"/>
+						<line number="322" hits="0"/>
+						<line number="324" hits="0"/>
+						<line number="326" hits="0"/>
+						<line number="328" hits="1"/>
+						<line number="330" hits="0"/>
 					</lines>
 				</class>
 			</classes>
diff --git a/_static/reports/junit/junit.xml b/_static/reports/junit/junit.xml
index ddaa9a83..214f453b 100644
--- a/_static/reports/junit/junit.xml
+++ b/_static/reports/junit/junit.xml
@@ -1 +1 @@
-<?xml version="1.0" encoding="utf-8"?><testsuites><testsuite name="pytest" errors="0" failures="0" skipped="0" tests="30" time="6.002" timestamp="2024-07-07T19:35:34.433466" hostname="fv-az1055-127"><testcase classname="tests.test_cdt.TestCdt" name="test_diff_2cols_in_1df_invalid_input" time="0.002" /><testcase classname="tests.test_cdt.TestCdt" name="test_diff_2cols_in_1df_missing_column" time="0.001" /><testcase classname="tests.test_cdt.TestCdt" name="test_diff_2cols_in_1df_with_difference" time="0.005" /><testcase classname="tests.test_cdt.TestCdt" name="test_diff_2cols_in_1df_without_difference" time="0.002" /><testcase classname="tests.test_cdt.TestCdt" name="test_diff_2cols_in_2df_with_existing_column" time="0.010" /><testcase classname="tests.test_cdt.TestCdt" name="test_diff_2cols_in_2df_with_non_existing_column" time="0.001" /><testcase classname="tests.test_cdt.TestCdt" name="test_diff_2cols_in_2df_with_non_existing_group" time="0.001" /><testcase classname="tests.test_cdt.TestCdt" name="test_diff_2cols_in_2df_with_same_group_and_column" time="0.001" /><testcase classname="tests.test_emt.TestEmt" name="test_expected_file_lists" time="0.004" /><testcase classname="tests.test_emt.TestEmt" name="test_find_files" time="0.005" /><testcase classname="tests.test_emt.TestEmt" name="test_find_hlgt" time="0.004" /><testcase classname="tests.test_emt.TestEmt" name="test_find_hlt" time="0.004" /><testcase classname="tests.test_emt.TestEmt" name="test_find_llt" time="0.007" /><testcase classname="tests.test_emt.TestEmt" name="test_find_pt" time="0.004" /><testcase classname="tests.test_emt.TestEmt" name="test_find_pt_given_soc" time="0.006" /><testcase classname="tests.test_emt.TestEmt" name="test_find_pt_given_soc_primary_only" time="0.006" /><testcase classname="tests.test_emt.TestEmt" name="test_find_soc" time="0.004" /><testcase classname="tests.test_emt.TestEmt" name="test_list_files" time="0.026" /><testcase classname="tests.test_lsr.TestLsrTree" name="test_list_files_dataframe" time="0.001" /><testcase classname="tests.test_lsr.TestLsrTree" name="test_list_files_json" time="0.001" /><testcase classname="tests.test_lsr.TestLsrTree" name="test_list_files_list" time="0.001" /><testcase classname="tests.test_lsr.TestLsrTree" name="test_list_files_string" time="0.000" /><testcase classname="tests.test_lsr.TestLsrTree" name="test_list_files_tree" time="0.013" /><testcase classname="tests.test_lsr.TestLsrTree" name="test_list_files_tree2" time="0.009" /><testcase classname="tests.test_statlab_corr.TestCorrCalculator" name="test_calculate_kendall_tau_with_dataframe" time="0.002" /><testcase classname="tests.test_statlab_corr.TestCorrCalculator" name="test_calculate_kendall_tau_with_list" time="0.002" /><testcase classname="tests.test_statlab_corr.TestCorrCalculator" name="test_plot_y_list" time="0.018" /><testcase classname="tests.test_statlab_kappa.TestKappaCalculator" name="test_bootstrap_cohen_ci" time="0.233" /><testcase classname="tests.test_statlab_kappa.TestKappaCalculator" name="test_cohen" time="0.069" /><testcase classname="tests.test_statlab_kappa.TestKappaCalculator" name="test_fleiss_kappa" time="0.068" /></testsuite></testsuites>
\ No newline at end of file
+<?xml version="1.0" encoding="utf-8"?><testsuites><testsuite name="pytest" errors="0" failures="0" skipped="0" tests="30" time="6.800" timestamp="2024-07-07T19:38:25.315311" hostname="fv-az1980-515"><testcase classname="tests.test_cdt.TestCdt" name="test_diff_2cols_in_1df_invalid_input" time="0.002" /><testcase classname="tests.test_cdt.TestCdt" name="test_diff_2cols_in_1df_missing_column" time="0.001" /><testcase classname="tests.test_cdt.TestCdt" name="test_diff_2cols_in_1df_with_difference" time="0.005" /><testcase classname="tests.test_cdt.TestCdt" name="test_diff_2cols_in_1df_without_difference" time="0.002" /><testcase classname="tests.test_cdt.TestCdt" name="test_diff_2cols_in_2df_with_existing_column" time="0.010" /><testcase classname="tests.test_cdt.TestCdt" name="test_diff_2cols_in_2df_with_non_existing_column" time="0.001" /><testcase classname="tests.test_cdt.TestCdt" name="test_diff_2cols_in_2df_with_non_existing_group" time="0.001" /><testcase classname="tests.test_cdt.TestCdt" name="test_diff_2cols_in_2df_with_same_group_and_column" time="0.001" /><testcase classname="tests.test_emt.TestEmt" name="test_expected_file_lists" time="0.004" /><testcase classname="tests.test_emt.TestEmt" name="test_find_files" time="0.005" /><testcase classname="tests.test_emt.TestEmt" name="test_find_hlgt" time="0.004" /><testcase classname="tests.test_emt.TestEmt" name="test_find_hlt" time="0.004" /><testcase classname="tests.test_emt.TestEmt" name="test_find_llt" time="0.007" /><testcase classname="tests.test_emt.TestEmt" name="test_find_pt" time="0.004" /><testcase classname="tests.test_emt.TestEmt" name="test_find_pt_given_soc" time="0.006" /><testcase classname="tests.test_emt.TestEmt" name="test_find_pt_given_soc_primary_only" time="0.006" /><testcase classname="tests.test_emt.TestEmt" name="test_find_soc" time="0.004" /><testcase classname="tests.test_emt.TestEmt" name="test_list_files" time="0.026" /><testcase classname="tests.test_lsr.TestLsrTree" name="test_list_files_dataframe" time="0.001" /><testcase classname="tests.test_lsr.TestLsrTree" name="test_list_files_json" time="0.001" /><testcase classname="tests.test_lsr.TestLsrTree" name="test_list_files_list" time="0.001" /><testcase classname="tests.test_lsr.TestLsrTree" name="test_list_files_string" time="0.000" /><testcase classname="tests.test_lsr.TestLsrTree" name="test_list_files_tree" time="0.013" /><testcase classname="tests.test_lsr.TestLsrTree" name="test_list_files_tree2" time="0.008" /><testcase classname="tests.test_statlab_corr.TestCorrCalculator" name="test_calculate_kendall_tau_with_dataframe" time="0.002" /><testcase classname="tests.test_statlab_corr.TestCorrCalculator" name="test_calculate_kendall_tau_with_list" time="0.002" /><testcase classname="tests.test_statlab_corr.TestCorrCalculator" name="test_plot_y_list" time="0.018" /><testcase classname="tests.test_statlab_kappa.TestKappaCalculator" name="test_bootstrap_cohen_ci" time="0.229" /><testcase classname="tests.test_statlab_kappa.TestKappaCalculator" name="test_cohen" time="0.067" /><testcase classname="tests.test_statlab_kappa.TestKappaCalculator" name="test_fleiss_kappa" time="0.066" /></testsuite></testsuites>
\ No newline at end of file
diff --git a/_static/reports/junit/report.html b/_static/reports/junit/report.html
index 91cd5f3f..e0766907 100644
--- a/_static/reports/junit/report.html
+++ b/_static/reports/junit/report.html
@@ -328,7 +328,7 @@
   </head>
   <body>
     <h1 id="title">report.html</h1>
-    <p>Report generated on 07-Jul-2024 at 19:35:40 by <a href="https://pypi.python.org/pypi/pytest-html">pytest-html</a>
+    <p>Report generated on 07-Jul-2024 at 19:38:32 by <a href="https://pypi.python.org/pypi/pytest-html">pytest-html</a>
         v4.1.1</p>
     <div id="environment-header">
       <h2>Environment</h2>
@@ -382,7 +382,7 @@ <h2>Environment</h2>
         <h2>Summary</h2>
         <div class="additional-summary prefix">
         </div>
-        <p class="run-count">30 tests took 508 ms.</p>
+        <p class="run-count">30 tests took 499 ms.</p>
         <p class="filter">(Un)check the boxes to filter the results.</p>
         <div class="summary__reload">
           <div class="summary__reload__button hidden" onclick="location.reload()">
@@ -429,7 +429,7 @@ <h2>Summary</h2>
     </table>
   </body>
   <footer>
-    <div id="data-container" data-jsonblob="{&#34;environment&#34;: {&#34;Python&#34;: &#34;3.10.14&#34;, &#34;Platform&#34;: &#34;Linux-6.5.0-1022-azure-x86_64-with-glibc2.35&#34;, &#34;Packages&#34;: {&#34;pytest&#34;: &#34;8.2.2&#34;, &#34;pluggy&#34;: &#34;1.5.0&#34;}, &#34;Plugins&#34;: {&#34;html&#34;: &#34;4.1.1&#34;, &#34;metadata&#34;: &#34;3.1.1&#34;}, &#34;CI&#34;: &#34;true&#34;, &#34;JAVA_HOME&#34;: &#34;/usr/lib/jvm/temurin-11-jdk-amd64&#34;}, &#34;tests&#34;: {&#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_invalid_input&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_invalid_input&#34;, &#34;duration&#34;: &#34;2 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_invalid_input&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;2 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_missing_column&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_missing_column&#34;, &#34;duration&#34;: &#34;1 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_missing_column&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;1 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_with_difference&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_with_difference&#34;, &#34;duration&#34;: &#34;5 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_with_difference&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;5 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_without_difference&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_without_difference&#34;, &#34;duration&#34;: &#34;2 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_without_difference&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;2 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_existing_column&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_existing_column&#34;, &#34;duration&#34;: &#34;10 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_existing_column&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;10 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_non_existing_column&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_non_existing_column&#34;, &#34;duration&#34;: &#34;1 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_non_existing_column&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;1 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_non_existing_group&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_non_existing_group&#34;, &#34;duration&#34;: &#34;1 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_non_existing_group&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;1 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_same_group_and_column&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_same_group_and_column&#34;, &#34;duration&#34;: &#34;1 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_same_group_and_column&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;1 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_expected_file_lists&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_expected_file_lists&#34;, &#34;duration&#34;: &#34;4 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_expected_file_lists&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;4 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_find_files&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_find_files&#34;, &#34;duration&#34;: &#34;5 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_find_files&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;5 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_find_hlgt&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_find_hlgt&#34;, &#34;duration&#34;: &#34;4 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_find_hlgt&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;4 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_find_hlt&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_find_hlt&#34;, &#34;duration&#34;: &#34;4 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_find_hlt&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;4 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_find_llt&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_find_llt&#34;, &#34;duration&#34;: &#34;7 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_find_llt&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;7 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_find_pt&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_find_pt&#34;, &#34;duration&#34;: &#34;4 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_find_pt&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;4 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_find_pt_given_soc&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_find_pt_given_soc&#34;, &#34;duration&#34;: &#34;6 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_find_pt_given_soc&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;6 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_find_pt_given_soc_primary_only&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_find_pt_given_soc_primary_only&#34;, &#34;duration&#34;: &#34;6 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_find_pt_given_soc_primary_only&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;6 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_find_soc&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_find_soc&#34;, &#34;duration&#34;: &#34;4 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_find_soc&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;4 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_list_files&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_list_files&#34;, &#34;duration&#34;: &#34;26 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_list_files&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;26 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_lsr.py::TestLsrTree::test_list_files_dataframe&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_lsr.py::TestLsrTree::test_list_files_dataframe&#34;, &#34;duration&#34;: &#34;1 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_lsr.py::TestLsrTree::test_list_files_dataframe&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;1 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_lsr.py::TestLsrTree::test_list_files_json&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_lsr.py::TestLsrTree::test_list_files_json&#34;, &#34;duration&#34;: &#34;1 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_lsr.py::TestLsrTree::test_list_files_json&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;1 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_lsr.py::TestLsrTree::test_list_files_list&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_lsr.py::TestLsrTree::test_list_files_list&#34;, &#34;duration&#34;: &#34;1 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_lsr.py::TestLsrTree::test_list_files_list&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;1 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_lsr.py::TestLsrTree::test_list_files_string&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_lsr.py::TestLsrTree::test_list_files_string&#34;, &#34;duration&#34;: &#34;0 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_lsr.py::TestLsrTree::test_list_files_string&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;0 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_lsr.py::TestLsrTree::test_list_files_tree&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_lsr.py::TestLsrTree::test_list_files_tree&#34;, &#34;duration&#34;: &#34;13 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_lsr.py::TestLsrTree::test_list_files_tree&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;13 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_lsr.py::TestLsrTree::test_list_files_tree2&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_lsr.py::TestLsrTree::test_list_files_tree2&#34;, &#34;duration&#34;: &#34;9 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_lsr.py::TestLsrTree::test_list_files_tree2&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;9 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_statlab_corr.py::TestCorrCalculator::test_calculate_kendall_tau_with_dataframe&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_statlab_corr.py::TestCorrCalculator::test_calculate_kendall_tau_with_dataframe&#34;, &#34;duration&#34;: &#34;2 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_statlab_corr.py::TestCorrCalculator::test_calculate_kendall_tau_with_dataframe&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;2 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_statlab_corr.py::TestCorrCalculator::test_calculate_kendall_tau_with_list&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_statlab_corr.py::TestCorrCalculator::test_calculate_kendall_tau_with_list&#34;, &#34;duration&#34;: &#34;2 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_statlab_corr.py::TestCorrCalculator::test_calculate_kendall_tau_with_list&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;2 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_statlab_corr.py::TestCorrCalculator::test_plot_y_list&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_statlab_corr.py::TestCorrCalculator::test_plot_y_list&#34;, &#34;duration&#34;: &#34;18 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_statlab_corr.py::TestCorrCalculator::test_plot_y_list&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;18 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_statlab_kappa.py::TestKappaCalculator::test_bootstrap_cohen_ci&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_statlab_kappa.py::TestKappaCalculator::test_bootstrap_cohen_ci&#34;, &#34;duration&#34;: &#34;233 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_statlab_kappa.py::TestKappaCalculator::test_bootstrap_cohen_ci&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;233 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_statlab_kappa.py::TestKappaCalculator::test_cohen&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_statlab_kappa.py::TestKappaCalculator::test_cohen&#34;, &#34;duration&#34;: &#34;69 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_statlab_kappa.py::TestKappaCalculator::test_cohen&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;69 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_statlab_kappa.py::TestKappaCalculator::test_fleiss_kappa&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_statlab_kappa.py::TestKappaCalculator::test_fleiss_kappa&#34;, &#34;duration&#34;: &#34;68 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_statlab_kappa.py::TestKappaCalculator::test_fleiss_kappa&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;68 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}]}, &#34;renderCollapsed&#34;: [&#34;passed&#34;], &#34;initialSort&#34;: &#34;result&#34;, &#34;title&#34;: &#34;report.html&#34;}"></div>
+    <div id="data-container" data-jsonblob="{&#34;environment&#34;: {&#34;Python&#34;: &#34;3.10.14&#34;, &#34;Platform&#34;: &#34;Linux-6.5.0-1022-azure-x86_64-with-glibc2.35&#34;, &#34;Packages&#34;: {&#34;pytest&#34;: &#34;8.2.2&#34;, &#34;pluggy&#34;: &#34;1.5.0&#34;}, &#34;Plugins&#34;: {&#34;html&#34;: &#34;4.1.1&#34;, &#34;metadata&#34;: &#34;3.1.1&#34;}, &#34;CI&#34;: &#34;true&#34;, &#34;JAVA_HOME&#34;: &#34;/usr/lib/jvm/temurin-11-jdk-amd64&#34;}, &#34;tests&#34;: {&#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_invalid_input&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_invalid_input&#34;, &#34;duration&#34;: &#34;2 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_invalid_input&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;2 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_missing_column&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_missing_column&#34;, &#34;duration&#34;: &#34;1 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_missing_column&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;1 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_with_difference&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_with_difference&#34;, &#34;duration&#34;: &#34;5 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_with_difference&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;5 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_without_difference&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_without_difference&#34;, &#34;duration&#34;: &#34;2 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_cdt.py::TestCdt::test_diff_2cols_in_1df_without_difference&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;2 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_existing_column&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_existing_column&#34;, &#34;duration&#34;: &#34;10 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_existing_column&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;10 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_non_existing_column&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_non_existing_column&#34;, &#34;duration&#34;: &#34;1 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_non_existing_column&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;1 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_non_existing_group&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_non_existing_group&#34;, &#34;duration&#34;: &#34;1 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_non_existing_group&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;1 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_same_group_and_column&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_same_group_and_column&#34;, &#34;duration&#34;: &#34;1 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_cdt.py::TestCdt::test_diff_2cols_in_2df_with_same_group_and_column&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;1 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_expected_file_lists&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_expected_file_lists&#34;, &#34;duration&#34;: &#34;4 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_expected_file_lists&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;4 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_find_files&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_find_files&#34;, &#34;duration&#34;: &#34;5 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_find_files&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;5 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_find_hlgt&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_find_hlgt&#34;, &#34;duration&#34;: &#34;4 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_find_hlgt&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;4 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_find_hlt&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_find_hlt&#34;, &#34;duration&#34;: &#34;4 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_find_hlt&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;4 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_find_llt&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_find_llt&#34;, &#34;duration&#34;: &#34;7 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_find_llt&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;7 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_find_pt&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_find_pt&#34;, &#34;duration&#34;: &#34;4 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_find_pt&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;4 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_find_pt_given_soc&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_find_pt_given_soc&#34;, &#34;duration&#34;: &#34;6 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_find_pt_given_soc&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;6 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_find_pt_given_soc_primary_only&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_find_pt_given_soc_primary_only&#34;, &#34;duration&#34;: &#34;6 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_find_pt_given_soc_primary_only&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;6 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_find_soc&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_find_soc&#34;, &#34;duration&#34;: &#34;4 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_find_soc&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;4 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_emt.py::TestEmt::test_list_files&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_emt.py::TestEmt::test_list_files&#34;, &#34;duration&#34;: &#34;26 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_emt.py::TestEmt::test_list_files&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;26 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_lsr.py::TestLsrTree::test_list_files_dataframe&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_lsr.py::TestLsrTree::test_list_files_dataframe&#34;, &#34;duration&#34;: &#34;1 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_lsr.py::TestLsrTree::test_list_files_dataframe&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;1 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_lsr.py::TestLsrTree::test_list_files_json&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_lsr.py::TestLsrTree::test_list_files_json&#34;, &#34;duration&#34;: &#34;1 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_lsr.py::TestLsrTree::test_list_files_json&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;1 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_lsr.py::TestLsrTree::test_list_files_list&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_lsr.py::TestLsrTree::test_list_files_list&#34;, &#34;duration&#34;: &#34;1 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_lsr.py::TestLsrTree::test_list_files_list&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;1 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_lsr.py::TestLsrTree::test_list_files_string&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_lsr.py::TestLsrTree::test_list_files_string&#34;, &#34;duration&#34;: &#34;0 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_lsr.py::TestLsrTree::test_list_files_string&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;0 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_lsr.py::TestLsrTree::test_list_files_tree&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_lsr.py::TestLsrTree::test_list_files_tree&#34;, &#34;duration&#34;: &#34;13 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_lsr.py::TestLsrTree::test_list_files_tree&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;13 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_lsr.py::TestLsrTree::test_list_files_tree2&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_lsr.py::TestLsrTree::test_list_files_tree2&#34;, &#34;duration&#34;: &#34;8 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_lsr.py::TestLsrTree::test_list_files_tree2&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;8 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_statlab_corr.py::TestCorrCalculator::test_calculate_kendall_tau_with_dataframe&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_statlab_corr.py::TestCorrCalculator::test_calculate_kendall_tau_with_dataframe&#34;, &#34;duration&#34;: &#34;2 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_statlab_corr.py::TestCorrCalculator::test_calculate_kendall_tau_with_dataframe&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;2 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_statlab_corr.py::TestCorrCalculator::test_calculate_kendall_tau_with_list&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_statlab_corr.py::TestCorrCalculator::test_calculate_kendall_tau_with_list&#34;, &#34;duration&#34;: &#34;2 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_statlab_corr.py::TestCorrCalculator::test_calculate_kendall_tau_with_list&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;2 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_statlab_corr.py::TestCorrCalculator::test_plot_y_list&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_statlab_corr.py::TestCorrCalculator::test_plot_y_list&#34;, &#34;duration&#34;: &#34;18 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_statlab_corr.py::TestCorrCalculator::test_plot_y_list&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;18 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_statlab_kappa.py::TestKappaCalculator::test_bootstrap_cohen_ci&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_statlab_kappa.py::TestKappaCalculator::test_bootstrap_cohen_ci&#34;, &#34;duration&#34;: &#34;229 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_statlab_kappa.py::TestKappaCalculator::test_bootstrap_cohen_ci&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;229 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_statlab_kappa.py::TestKappaCalculator::test_cohen&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_statlab_kappa.py::TestKappaCalculator::test_cohen&#34;, &#34;duration&#34;: &#34;67 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_statlab_kappa.py::TestKappaCalculator::test_cohen&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;67 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}], &#34;tests/test_statlab_kappa.py::TestKappaCalculator::test_fleiss_kappa&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;tests/test_statlab_kappa.py::TestKappaCalculator::test_fleiss_kappa&#34;, &#34;duration&#34;: &#34;66 ms&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;tests/test_statlab_kappa.py::TestKappaCalculator::test_fleiss_kappa&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;66 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;No log output captured.&#34;}]}, &#34;renderCollapsed&#34;: [&#34;passed&#34;], &#34;initialSort&#34;: &#34;result&#34;, &#34;title&#34;: &#34;report.html&#34;}"></div>
     <script>
       (function(){function r(e,n,t){function o(i,f){if(!n[i]){if(!e[i]){var c="function"==typeof require&&require;if(!f&&c)return c(i,!0);if(u)return u(i,!0);var a=new Error("Cannot find module '"+i+"'");throw a.code="MODULE_NOT_FOUND",a}var p=n[i]={exports:{}};e[i][0].call(p.exports,function(r){var n=e[i][1][r];return o(n||r)},p,p.exports,r,e,n,t)}return n[i].exports}for(var u="function"==typeof require&&require,i=0;i<t.length;i++)o(t[i]);return o}return r})()({1:[function(require,module,exports){
 const { getCollapsedCategory, setCollapsedIds } = require('./storage.js')
diff --git a/autoapi/mtbp3/statlab/index.html b/autoapi/mtbp3/statlab/index.html
index a34fd215..384472b7 100644
--- a/autoapi/mtbp3/statlab/index.html
+++ b/autoapi/mtbp3/statlab/index.html
@@ -192,7 +192,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py method">
 <dt class="sig sig-object py" id="mtbp3.statlab.KappaCalculator.create_bubble_plot">
-<span class="sig-name descname"><span class="pre">create_bubble_plot</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">out_path</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis_label</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">[]</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_size_ratio</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hist</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">reverse_y</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/mtbp3/statlab/kappa.html#KappaCalculator.create_bubble_plot"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#mtbp3.statlab.KappaCalculator.create_bubble_plot" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">create_bubble_plot</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">out_path</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis_label</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">[]</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_size_ratio</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hist</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">reverse_y</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/mtbp3/statlab/kappa.html#KappaCalculator.create_bubble_plot"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#mtbp3.statlab.KappaCalculator.create_bubble_plot" title="Link to this definition"></a></dt>
 <dd><p>Creates a bubble plot based on the y_count_sq matrix.</p>
 <p>Parameters:
 - out_path (str): The output path to save the plot. If not provided, the plot will be displayed.
diff --git a/autoapi/mtbp3/statlab/kappa/index.html b/autoapi/mtbp3/statlab/kappa/index.html
index 520cd76d..dcc61b6c 100644
--- a/autoapi/mtbp3/statlab/kappa/index.html
+++ b/autoapi/mtbp3/statlab/kappa/index.html
@@ -184,7 +184,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 <dl class="py method">
 <dt class="sig sig-object py" id="mtbp3.statlab.kappa.KappaCalculator.create_bubble_plot">
-<span class="sig-name descname"><span class="pre">create_bubble_plot</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">out_path</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis_label</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">[]</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_size_ratio</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hist</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">reverse_y</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/mtbp3/statlab/kappa.html#KappaCalculator.create_bubble_plot"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#mtbp3.statlab.kappa.KappaCalculator.create_bubble_plot" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">create_bubble_plot</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">out_path</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis_label</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">[]</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_size_ratio</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hist</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">reverse_y</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/mtbp3/statlab/kappa.html#KappaCalculator.create_bubble_plot"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#mtbp3.statlab.kappa.KappaCalculator.create_bubble_plot" title="Link to this definition"></a></dt>
 <dd><p>Creates a bubble plot based on the y_count_sq matrix.</p>
 <p>Parameters:
 - out_path (str): The output path to save the plot. If not provided, the plot will be displayed.
diff --git a/example_cdtg.html b/example_cdtg.html
index 321c0b26..8e2c341f 100644
--- a/example_cdtg.html
+++ b/example_cdtg.html
@@ -116,13 +116,15 @@ <h1>U/Graph/Categorical Plots Using catPlotter<a class="headerlink" href="#u-gra
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/home/runner/.cache/pypoetry/virtualenvs/mtbp3-STzYEG9e-py3.10/lib/python3.10/site-packages/seaborn/categorical.py:3399: UserWarning: 11.1% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/home/runner/.cache/pypoetry/virtualenvs/mtbp3-STzYEG9e-py3.10/lib/python3.10/site-packages/seaborn/categorical.py:3399: UserWarning: 5.6% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.
   warnings.warn(msg, UserWarning)
-/home/runner/.cache/pypoetry/virtualenvs/mtbp3-STzYEG9e-py3.10/lib/python3.10/site-packages/seaborn/categorical.py:3399: UserWarning: 10.0% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.
+/home/runner/.cache/pypoetry/virtualenvs/mtbp3-STzYEG9e-py3.10/lib/python3.10/site-packages/seaborn/categorical.py:3399: UserWarning: 20.0% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.
+  warnings.warn(msg, UserWarning)
+/home/runner/.cache/pypoetry/virtualenvs/mtbp3-STzYEG9e-py3.10/lib/python3.10/site-packages/seaborn/categorical.py:3399: UserWarning: 15.0% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.
   warnings.warn(msg, UserWarning)
 </pre></div>
 </div>
-<img alt="_images/e40b7061e22f7fa1eac10adf5fb8ab9ce110a4ccf46f31c8c3a09a18dcbd1670.png" src="_images/e40b7061e22f7fa1eac10adf5fb8ab9ce110a4ccf46f31c8c3a09a18dcbd1670.png" />
+<img alt="_images/7fd4a6fe5a00ab01f25b3a2b761fe49ae291523c40b46bd499b410410a469d72.png" src="_images/7fd4a6fe5a00ab01f25b3a2b761fe49ae291523c40b46bd499b410410a469d72.png" />
 </div>
 </div>
 <p>To create a line plot:</p>
@@ -134,7 +136,7 @@ <h1>U/Graph/Categorical Plots Using catPlotter<a class="headerlink" href="#u-gra
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="_images/1b646869eb2473c046d54c60e6a9751650f546de7a59d24a7a2e3cbcbdc1eb1e.png" src="_images/1b646869eb2473c046d54c60e6a9751650f546de7a59d24a7a2e3cbcbdc1eb1e.png" />
+<img alt="_images/6d5f3f9f8b147cd35d77fe029fc7551e2dc947d11a8157855147204ec45f83ea.png" src="_images/6d5f3f9f8b147cd35d77fe029fc7551e2dc947d11a8157855147204ec45f83ea.png" />
 </div>
 </div>
 </section>
diff --git a/example_clinical.html b/example_clinical.html
index 98faf315..c0e13dd9 100644
--- a/example_clinical.html
+++ b/example_clinical.html
@@ -114,8 +114,8 @@ <h2>Example 1<a class="headerlink" href="#example-1" title="Link to this heading
 </div>
 <div class="cell_output docutils container">
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>  study treatment subject   visit  meal  calorie
-0  STD1      TRT1  SUBJ01  VISIT1     1      541
-1  STD1      TRT1  SUBJ01  VISIT1     2     1357
+0  STD1      TRT1  SUBJ01  VISIT1     1     1407
+1  STD1      TRT1  SUBJ01  VISIT1     2     1769
 </pre></div>
 </div>
 </div>
@@ -132,12 +132,12 @@ <h2>Example 1<a class="headerlink" href="#example-1" title="Link to this heading
 </div>
 <div class="cell_output docutils container">
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>  study treatment subject   visit  N(0&lt;=X&lt;500)  N(500&lt;=X&lt;1000)  \
-0  STD1      TRT1  SUBJ01  VISIT1            1               1   
-1  STD1      TRT1  SUBJ01  VISIT2            1               1   
+0  STD1      TRT1  SUBJ01  VISIT1            0               2   
+1  STD1      TRT1  SUBJ02  VISIT1            0               1   
 
    N(1000&lt;=V&lt;=2000)  N(all)  
-0                 1       3  
-1                 1       3  
+0                 3       5  
+1                 3       4  
 </pre></div>
 </div>
 </div>
@@ -152,22 +152,22 @@ <h2>Example 1<a class="headerlink" href="#example-1" title="Link to this heading
 </div>
 <div class="cell_output docutils container">
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>   study treatment   visit  N(0&lt;=X&lt;3)  N(3&lt;=X&lt;5)  N(5&lt;=V&lt;=7)  N(all)
-0   STD1      TRT1  VISIT1          4         16           0      20
-1   STD1      TRT1  VISIT2          3         10           4      17
-2   STD1      TRT1  VISIT3          2          7           4      13
-3   STD1      TRT1  VISIT4          1          3           2       6
-4   STD1      TRT2  VISIT1          2         13           5      20
-5   STD1      TRT2  VISIT2          2          8           4      14
-6   STD1      TRT2  VISIT3          3          6           2      11
-7   STD1      TRT2  VISIT4          3          4           1       8
-8   STD2      TRT1  VISIT1          6          8           6      20
+0   STD1      TRT1  VISIT1          1         14           5      20
+1   STD1      TRT1  VISIT2          1          8           5      14
+2   STD1      TRT1  VISIT3          0          8           4      12
+3   STD1      TRT1  VISIT4          3          4           2       9
+4   STD1      TRT2  VISIT1          5          9           6      20
+5   STD1      TRT2  VISIT2          7          9           2      18
+6   STD1      TRT2  VISIT3          5          5           3      13
+7   STD1      TRT2  VISIT4          1          2           1       4
+8   STD2      TRT1  VISIT1          5         12           3      20
 9   STD2      TRT1  VISIT2          3          7           4      14
-10  STD2      TRT1  VISIT3          4          1           6      11
-11  STD2      TRT1  VISIT4          1          2           1       4
-12  STD2      TRT2  VISIT1          6          9           5      20
-13  STD2      TRT2  VISIT2          3          6           6      15
-14  STD2      TRT2  VISIT3          4          7           3      14
-15  STD2      TRT2  VISIT4          1          2           3       6
+10  STD2      TRT1  VISIT3          1          4           3       8
+11  STD2      TRT1  VISIT4          3          2           0       5
+12  STD2      TRT2  VISIT1          7          8           5      20
+13  STD2      TRT2  VISIT2          2         10           3      15
+14  STD2      TRT2  VISIT3          4          3           4      11
+15  STD2      TRT2  VISIT4          3          1           1       5
 </pre></div>
 </div>
 </div>
@@ -181,22 +181,22 @@ <h2>Example 1<a class="headerlink" href="#example-1" title="Link to this heading
 </div>
 <div class="cell_output docutils container">
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>   study treatment   visit  Sum(0&lt;=X&lt;3)  Sum(3&lt;=X&lt;5)  Sum(5&lt;=V&lt;=7)  Sum(all)
-0   STD1      TRT1  VISIT1            8           55             0        63
-1   STD1      TRT1  VISIT2            6           33            20        59
-2   STD1      TRT1  VISIT3            4           25            20        49
-3   STD1      TRT1  VISIT4            2           11            10        23
-4   STD1      TRT2  VISIT1            4           43            25        72
-5   STD1      TRT2  VISIT2            4           29            20        53
-6   STD1      TRT2  VISIT3            6           22            10        38
-7   STD1      TRT2  VISIT4            6           14             5        25
-8   STD2      TRT1  VISIT1           12           25            30        67
-9   STD2      TRT1  VISIT2            6           25            20        51
-10  STD2      TRT1  VISIT3            8            4            30        42
-11  STD2      TRT1  VISIT4            2            7             5        14
-12  STD2      TRT2  VISIT1           12           33            25        70
-13  STD2      TRT2  VISIT2            6           21            30        57
-14  STD2      TRT2  VISIT3            8           23            15        46
-15  STD2      TRT2  VISIT4            2            7            15        24
+0   STD1      TRT1  VISIT1            2           50            25        77
+1   STD1      TRT1  VISIT2            2           28            25        55
+2   STD1      TRT1  VISIT3            0           27            20        47
+3   STD1      TRT1  VISIT4            6           12            10        28
+4   STD1      TRT2  VISIT1           10           30            30        70
+5   STD1      TRT2  VISIT2           14           31            10        55
+6   STD1      TRT2  VISIT3           10           18            15        43
+7   STD1      TRT2  VISIT4            2            8             5        15
+8   STD2      TRT1  VISIT1           10           40            15        65
+9   STD2      TRT1  VISIT2            6           26            20        52
+10  STD2      TRT1  VISIT3            2           14            15        31
+11  STD2      TRT1  VISIT4            6            6             0        12
+12  STD2      TRT2  VISIT1           14           29            25        68
+13  STD2      TRT2  VISIT2            4           34            15        53
+14  STD2      TRT2  VISIT3            8           12            20        40
+15  STD2      TRT2  VISIT4            6            4             5        15
 </pre></div>
 </div>
 </div>
diff --git a/example_emt3.html b/example_emt3.html
index b7ad3389..9f237e19 100644
--- a/example_emt3.html
+++ b/example_emt3.html
@@ -278,92 +278,95 @@ <h2>FMQ Tree<a class="headerlink" href="#fmq-tree" title="Link to this heading">
     ├── Abdominal Pain:
     │   ├── [Classification] Broad:
     │   │   ├── [SOC] soc214dfxgAelhGHfEFFkgrAsFYzZBAFs:
-    │   │   │   ├── [PT01] Carnett&#39;s sign positive
-    │   │   │   ├── [PT02] Gastric irritation
-    │   │   │   ├── [PT03] Infantile colic
-    │   │   │   └── [PT04] Peritoneoplasty
+    │   │   │   ├── [PT01] Complicated appendicitis
+    │   │   │   ├── [PT02] Gastroenteritis escherichia coli
+    │   │   │   ├── [PT03] Gastroenteritis Escherichia coli
+    │   │   │   ├── [PT04] Helicobacter duodenal ulcer
+    │   │   │   ├── [PT05] Infantile colic
+    │   │   │   ├── [PT06] CRIA syndrome
+    │   │   │   ├── [PT07] Bauhin&#39;s valve syndrome
+    │   │   │   ├── [PT08] Yao syndrome
+    │   │   │   ├── [PT09] Peritoneoplasty
+    │   │   │   └── [PT10] Segmental arterial mediolysis
     │   │   ├── [SOC] soc360phgmkaCxrALPg:
-    │   │   │   ├── [PT05] Complicated appendicitis
-    │   │   │   ├── [PT06] Gastritis erosive
-    │   │   │   ├── [PT07] Gastroenteritis Escherichia coli
-    │   │   │   ├── [PT08] Gastroenterostomy
-    │   │   │   ├── [PT09] Gastro-enterostomy
-    │   │   │   ├── [PT10] Large intestine infection
-    │   │   │   ├── [PT11] Peptic ulcer
-    │   │   │   ├── [PT12] Ulcerative duodenitis
-    │   │   │   ├── [PT13] Visceral pain
-    │   │   │   ├── [PT14] CRIA syndrome
-    │   │   │   ├── [PT15] Bauhin&#39;s valve syndrome
-    │   │   │   ├── [PT16] Yao syndrome
-    │   │   │   └── [PT17] Segmental arterial mediolysis
+    │   │   │   ├── [PT11] Gastric irritation
+    │   │   │   ├── [PT12] Gastro-enterostomy
+    │   │   │   ├── [PT13] Large intestine infection
+    │   │   │   └── [PT14] Peptic ulcer
     │   │   └── [SOC] soc972ZiuFsAfKKVWFbSZdYcgUoCiSTyEYKu:
-    │   │       ├── [PT18] Gastroenteritis escherichia coli
-    │   │       ├── [PT19] Haemorrhagic erosive gastritis
-    │   │       └── [PT20] Helicobacter duodenal ulcer
+    │   │       ├── [PT15] Carnett&#39;s sign positive
+    │   │       ├── [PT16] Gastritis erosive
+    │   │       ├── [PT17] Gastroenterostomy
+    │   │       ├── [PT18] Haemorrhagic erosive gastritis
+    │   │       ├── [PT19] Ulcerative duodenitis
+    │   │       └── [PT20] Visceral pain
     │   └── [Classification] Narrow:
     │       ├── [SOC] soc214dfxgAelhGHfEFFkgrAsFYzZBAFs:
     │       │   ├── [PT21] Abdominal discomfort
-    │       │   ├── [PT22] Abdominal pain aggravated
-    │       │   ├── [PT23] Abdominal rebound tenderness
-    │       │   ├── [PT24] Abdominal rigidity
-    │       │   ├── [PT25] Acute abdomen
-    │       │   ├── [PT26] Epigastric discomfort
-    │       │   ├── [PT27] Gastrointestinal pain NOS
-    │       │   └── [PT28] Perihepatic discomfort
+    │       │   ├── [PT22] Abdominal migraine
+    │       │   ├── [PT23] Abdominal pain aggravated
+    │       │   ├── [PT24] Abdominal pain lower
+    │       │   ├── [PT25] Abdominal pain upper
+    │       │   ├── [PT26] Abdominal rigidity
+    │       │   ├── [PT27] Abdominal tenderness
+    │       │   ├── [PT28] Acute abdomen
+    │       │   ├── [PT29] Gastrointestinal discomfort
+    │       │   ├── [PT30] Gastrointestinal upset
+    │       │   ├── [PT31] Intestinal spasm
+    │       │   ├── [PT32] Stomach discomfort
+    │       │   ├── [PT33] Ulcer type pain
+    │       │   └── [PT34] Ilioinguinal neuralgia
     │       ├── [SOC] soc360phgmkaCxrALPg:
-    │       │   ├── [PT29] Abdominal migraine
-    │       │   ├── [PT30] Abdominal pain
-    │       │   ├── [PT31] Abdominal pain lower
-    │       │   ├── [PT32] Abdominal pain NOS
-    │       │   ├── [PT33] Gastrointestinal discomfort
-    │       │   ├── [PT34] Gastrointestinal upset
-    │       │   ├── [PT35] Spleen pain
-    │       │   └── [PT36] Ilioinguinal neuralgia
+    │       │   ├── [PT35] Epigastric discomfort
+    │       │   └── [PT36] Spleen pain
     │       └── [SOC] soc972ZiuFsAfKKVWFbSZdYcgUoCiSTyEYKu:
-    │           ├── [PT37] Abdominal pain upper
-    │           ├── [PT38] Abdominal tenderness
-    │           ├── [PT39] Enteric neuropathy
-    │           ├── [PT40] Gastrointestinal pain
-    │           ├── [PT41] Intestinal spasm
-    │           ├── [PT42] Stomach discomfort
-    │           └── [PT43] Ulcer type pain
+    │           ├── [PT37] Abdominal pain
+    │           ├── [PT38] Abdominal pain NOS
+    │           ├── [PT39] Abdominal rebound tenderness
+    │           ├── [PT40] Enteric neuropathy
+    │           ├── [PT41] Gastrointestinal pain
+    │           ├── [PT42] Gastrointestinal pain NOS
+    │           └── [PT43] Perihepatic discomfort
     └── Abnormal Uterine Bleeding:
         ├── [Classification] Broad:
         │   ├── [SOC] soc214dfxgAelhGHfEFFkgrAsFYzZBAFs:
-        │   │   ├── [PT01] Follicle stimulating hormone deficiency
-        │   │   └── [PT02] Uterine dehiscence
+        │   │   ├── [PT01] Dysmenorrhea
+        │   │   ├── [PT02] Menstrual disorder
+        │   │   └── [PT03] Uterine dehiscence
         │   ├── [SOC] soc360phgmkaCxrALPg:
-        │   │   ├── [PT03] Anovulatory cycle
-        │   │   ├── [PT04] Dysmenorrhea
-        │   │   └── [PT05] Menstrual disorder
+        │   │   ├── [PT04] Follicle-stimulating hormone deficiency
+        │   │   └── [PT05] Ovarian dysfunction
         │   └── [SOC] soc972ZiuFsAfKKVWFbSZdYcgUoCiSTyEYKu:
-        │       ├── [PT06] Bleeding anovulatory
-        │       ├── [PT07] Dysmenorrhoea
-        │       ├── [PT08] Follicle-stimulating hormone deficiency
-        │       └── [PT09] Ovarian dysfunction
+        │       ├── [PT06] Anovulatory cycle
+        │       ├── [PT07] Bleeding anovulatory
+        │       ├── [PT08] Dysmenorrhoea
+        │       └── [PT09] Follicle stimulating hormone deficiency
         └── [Classification] Narrow:
             ├── [SOC] soc214dfxgAelhGHfEFFkgrAsFYzZBAFs:
-            │   ├── [PT10] Menstruation delayed
-            │   └── [PT11] Uterine rupture
+            │   ├── [PT10] Cervix haemorrhage uterine
+            │   └── [PT11] Uterine haemorrhage
             ├── [SOC] soc360phgmkaCxrALPg:
             │   ├── [PT12] Abnormal uterine bleeding
-            │   ├── [PT13] Cervix haemorrhage uterine
+            │   ├── [PT13] Dysfunctional uterine bleeding
             │   ├── [PT14] Heavy menstrual bleeding
             │   ├── [PT15] Hypomenorrhoea
-            │   └── [PT16] Menorrhagia
+            │   ├── [PT16] Intermenstrual bleeding
+            │   ├── [PT17] Menorrhagia
+            │   ├── [PT18] Menstruation irregular
+            │   ├── [PT19] Postmenopausal haemorrhage
+            │   └── [PT20] Vaginal haemorrhage
             └── [SOC] soc972ZiuFsAfKKVWFbSZdYcgUoCiSTyEYKu:
-                ├── [PT17] Abnormal withdrawal bleeding
-                ├── [PT18] Dysfunctional uterine bleeding
-                ├── [PT19] Intermenstrual bleeding
-                ├── [PT20] Menometrorrhagia
-                ├── [PT21] Menstruation irregular
-                ├── [PT22] Metrorrhagia
-                ├── [PT23] Oligomenorrhoea
-                ├── [PT24] Polymenorrhagia
-                ├── [PT25] Polymenorrhoea
-                ├── [PT26] Postmenopausal haemorrhage
-                ├── [PT27] Uterine haemorrhage
-                └── [PT28] Vaginal haemorrhage
+                ├── [PT21] Abnormal withdrawal bleeding
+                ├── [PT22] Menometrorrhagia
+                ├── [PT23] Menstruation delayed
+                ├── [PT24] Metrorrhagia
+                ├── [PT25] Oligomenorrhoea
+                ├── [PT26] Polymenorrhagia
+                ├── [PT27] Polymenorrhoea
+                └── [PT28] Uterine rupture
+</pre></div>
+</div>
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>
 </pre></div>
 </div>
 </div>
@@ -384,92 +387,92 @@ <h2>FMQ Tree<a class="headerlink" href="#fmq-tree" title="Link to this heading">
                                             Abdominal Pain ──┤    
                                 Broad [Classification] ──┤   │    
            soc214dfxgAelhGHfEFFkgrAsFYzZBAFs [SOC] ──┤   │   │    
-                          CRIA syndrome [PT10] ──┤   │   │   │    
-               Complicated appendicitis [PT01] ──┤   │   │   │    
-                      Gastritis erosive [PT02] ──┤   │   │   │    
-                     Gastro-enterostomy [PT04] ──┤   │   │   │    
-       Gastroenteritis escherichia coli [PT03] ──┤   │   │   │    
-                        Infantile colic [PT05] ──┤   │   │   │    
-              Large intestine infection [PT06] ──┤   │   │   │    
-                           Peptic ulcer [PT07] ──┤   │   │   │    
-          Segmental arterial mediolysis [PT12] ──┤   │   │   │    
-                  Ulcerative duodenitis [PT08] ──┤   │   │   │    
-                          Visceral pain [PT09] ──┤   │   │   │    
-                           Yao syndrome [PT11] ──┘   │   │   │    
+                Carnett&#39;s sign positive [PT01] ──┤   │   │   │    
+       Gastroenteritis Escherichia coli [PT02] ──┤   │   │   │    
+            Helicobacter duodenal ulcer [PT03] ──┤   │   │   │    
+                        Infantile colic [PT04] ──┤   │   │   │    
+              Large intestine infection [PT05] ──┤   │   │   │    
+                        Peritoneoplasty [PT06] ──┘   │   │   │    
                          soc360phgmkaCxrALPg [SOC] ──┤   │   │    
-                Bauhin&#39;s valve syndrome [PT16] ──┤   │   │   │    
-       Gastroenteritis Escherichia coli [PT13] ──┤   │   │   │    
-         Haemorrhagic erosive gastritis [PT14] ──┤   │   │   │    
-            Helicobacter duodenal ulcer [PT15] ──┤   │   │   │    
-                        Peritoneoplasty [PT17] ──┘   │   │   │    
+       Gastroenteritis escherichia coli [PT07] ──┤   │   │   │    
+                      Gastroenterostomy [PT08] ──┤   │   │   │    
+                           Peptic ulcer [PT09] ──┤   │   │   │    
+          Segmental arterial mediolysis [PT11] ──┤   │   │   │    
+                  Ulcerative duodenitis [PT10] ──┘   │   │   │    
         soc972ZiuFsAfKKVWFbSZdYcgUoCiSTyEYKu [SOC] ──┘   │   │    
-                Carnett&#39;s sign positive [PT18] ──┤       │   │    
-                     Gastric irritation [PT19] ──┤       │   │    
-                      Gastroenterostomy [PT20] ──┘       │   │    
+                Bauhin&#39;s valve syndrome [PT19] ──┤       │   │    
+                          CRIA syndrome [PT18] ──┤       │   │    
+               Complicated appendicitis [PT12] ──┤       │   │    
+                     Gastric irritation [PT13] ──┤       │   │    
+                      Gastritis erosive [PT14] ──┤       │   │    
+                     Gastro-enterostomy [PT15] ──┤       │   │    
+         Haemorrhagic erosive gastritis [PT16] ──┤       │   │    
+                          Visceral pain [PT17] ──┤       │   │    
+                           Yao syndrome [PT20] ──┘       │   │    
                                Narrow [Classification] ──┘   │    
            soc214dfxgAelhGHfEFFkgrAsFYzZBAFs [SOC] ──┤       │    
-                     Abdominal migraine [PT21] ──┤   │       │    
-                     Abdominal pain NOS [PT24] ──┤   │       │    
-              Abdominal pain aggravated [PT22] ──┤   │       │    
-                   Abdominal pain lower [PT23] ──┤   │       │    
-           Abdominal rebound tenderness [PT25] ──┤   │       │    
-                   Abdominal tenderness [PT26] ──┤   │       │    
-              Gastrointestinal pain NOS [PT27] ──┘   │       │    
+                     Abdominal pain NOS [PT22] ──┤   │       │    
+                         Abdominal pain [PT21] ──┤   │       │    
+                   Abdominal pain upper [PT23] ──┤   │       │    
+           Abdominal rebound tenderness [PT24] ──┤   │       │    
+                   Abdominal tenderness [PT25] ──┤   │       │    
+                          Acute abdomen [PT26] ──┤   │       │    
+                  Gastrointestinal pain [PT27] ──┤   │       │    
+                 Ilioinguinal neuralgia [PT29] ──┤   │       │    
+                       Intestinal spasm [PT28] ──┘   │       │    
                          soc360phgmkaCxrALPg [SOC] ──┤       │    
-                   Abdominal discomfort [PT28] ──┤   │       │    
-                         Abdominal pain [PT29] ──┤   │       │    
-                   Abdominal pain upper [PT30] ──┤   │       │    
-                     Abdominal rigidity [PT31] ──┤   │       │    
-                          Acute abdomen [PT32] ──┤   │       │    
-                     Enteric neuropathy [PT33] ──┤   │       │    
-                  Gastrointestinal pain [PT34] ──┤   │       │    
-                 Gastrointestinal upset [PT35] ──┤   │       │    
-                 Ilioinguinal neuralgia [PT37] ──┤   │       │    
-                            Spleen pain [PT36] ──┘   │       │    
+                   Abdominal discomfort [PT30] ──┤   │       │    
+                     Abdominal migraine [PT31] ──┤   │       │    
+              Abdominal pain aggravated [PT32] ──┤   │       │    
+                   Abdominal pain lower [PT33] ──┤   │       │    
+                     Enteric neuropathy [PT34] ──┤   │       │    
+                  Epigastric discomfort [PT35] ──┤   │       │    
+              Gastrointestinal pain NOS [PT36] ──┤   │       │    
+                 Perihepatic discomfort [PT37] ──┤   │       │    
+                        Ulcer type pain [PT38] ──┘   │       │    
         soc972ZiuFsAfKKVWFbSZdYcgUoCiSTyEYKu [SOC] ──┘       │    
-                  Epigastric discomfort [PT38] ──┤           │    
-            Gastrointestinal discomfort [PT39] ──┤           │    
-                       Intestinal spasm [PT40] ──┤           │    
-                 Perihepatic discomfort [PT41] ──┤           │    
-                     Stomach discomfort [PT42] ──┤           │    
-                        Ulcer type pain [PT43] ──┘           │    
+                     Abdominal rigidity [PT39] ──┤           │    
+            Gastrointestinal discomfort [PT40] ──┤           │    
+                 Gastrointestinal upset [PT41] ──┤           │    
+                            Spleen pain [PT42] ──┤           │    
+                     Stomach discomfort [PT43] ──┘           │    
                                  Abnormal Uterine Bleeding ──┘    
                                 Broad [Classification] ──┤        
            soc214dfxgAelhGHfEFFkgrAsFYzZBAFs [SOC] ──┤   │        
-                      Anovulatory cycle [PT01] ──┤   │   │        
-                   Bleeding anovulatory [PT02] ──┤   │   │        
-                          Dysmenorrhoea [PT03] ──┤   │   │        
-                     Menstrual disorder [PT04] ──┤   │   │        
-                    Ovarian dysfunction [PT05] ──┘   │   │        
+Follicle-stimulating hormone deficiency [PT01] ──┤   │   │        
+                    Ovarian dysfunction [PT03] ──┤   │   │        
+                     Uterine dehiscence [PT02] ──┘   │   │        
                          soc360phgmkaCxrALPg [SOC] ──┤   │        
-                     Uterine dehiscence [PT06] ──┘   │   │        
+Follicle stimulating hormone deficiency [PT04] ──┤   │   │        
+                     Menstrual disorder [PT05] ──┘   │   │        
         soc972ZiuFsAfKKVWFbSZdYcgUoCiSTyEYKu [SOC] ──┘   │        
-                           Dysmenorrhea [PT07] ──┤       │        
-Follicle stimulating hormone deficiency [PT09] ──┤       │        
-Follicle-stimulating hormone deficiency [PT08] ──┘       │        
+                      Anovulatory cycle [PT06] ──┤       │        
+                   Bleeding anovulatory [PT07] ──┤       │        
+                           Dysmenorrhea [PT08] ──┤       │        
+                          Dysmenorrhoea [PT09] ──┘       │        
                                Narrow [Classification] ──┘        
            soc214dfxgAelhGHfEFFkgrAsFYzZBAFs [SOC] ──┤            
               Abnormal uterine bleeding [PT10] ──┤   │            
-               Heavy menstrual bleeding [PT11] ──┤   │            
-                         Hypomenorrhoea [PT12] ──┤   │            
-                         Polymenorrhoea [PT13] ──┤   │            
-             Postmenopausal haemorrhage [PT14] ──┤   │            
-                    Uterine haemorrhage [PT15] ──┤   │            
-                    Vaginal haemorrhage [PT16] ──┘   │            
+                 Menstruation irregular [PT11] ──┤   │            
+                           Metrorrhagia [PT12] ──┤   │            
+             Postmenopausal haemorrhage [PT13] ──┤   │            
+                    Vaginal haemorrhage [PT14] ──┘   │            
                          soc360phgmkaCxrALPg [SOC] ──┤            
-           Abnormal withdrawal bleeding [PT17] ──┤   │            
-             Cervix haemorrhage uterine [PT18] ──┤   │            
-         Dysfunctional uterine bleeding [PT19] ──┤   │            
-                Intermenstrual bleeding [PT20] ──┤   │            
-                       Menometrorrhagia [PT21] ──┤   │            
-                   Menstruation delayed [PT22] ──┤   │            
-                 Menstruation irregular [PT23] ──┤   │            
-                        Polymenorrhagia [PT24] ──┘   │            
+           Abnormal withdrawal bleeding [PT15] ──┤   │            
+             Cervix haemorrhage uterine [PT16] ──┤   │            
+         Dysfunctional uterine bleeding [PT17] ──┤   │            
+               Heavy menstrual bleeding [PT18] ──┤   │            
+                         Hypomenorrhoea [PT19] ──┤   │            
+                            Menorrhagia [PT20] ──┤   │            
+                        Oligomenorrhoea [PT21] ──┤   │            
+                        Uterine rupture [PT22] ──┘   │            
         soc972ZiuFsAfKKVWFbSZdYcgUoCiSTyEYKu [SOC] ──┘            
-                            Menorrhagia [PT25] ──┤                
-                           Metrorrhagia [PT26] ──┤                
-                        Oligomenorrhoea [PT27] ──┤                
-                        Uterine rupture [PT28] ──┘                
+                Intermenstrual bleeding [PT23] ──┤                
+                       Menometrorrhagia [PT24] ──┤                
+                   Menstruation delayed [PT25] ──┤                
+                        Polymenorrhagia [PT26] ──┤                
+                         Polymenorrhoea [PT27] ──┤                
+                    Uterine haemorrhage [PT28] ──┘                
 </pre></div>
 </div>
 </div>
diff --git a/example_files.html b/example_files.html
index e8d1b4fe..b0ab03af 100644
--- a/example_files.html
+++ b/example_files.html
@@ -136,7 +136,7 @@ <h1>U/System/List Folder Contents<a class="headerlink" href="#u-system-list-fold
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>testfolder_23/
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>testfolder_15/
 ├── subfolder1/
 └── subfolder2/
     └── testfile3
@@ -153,7 +153,7 @@ <h1>U/System/List Folder Contents<a class="headerlink" href="#u-system-list-fold
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>testfolder_23/  &lt;&lt;&lt;((( F=0; D=2 )))&gt;&gt;&gt;
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>testfolder_15/  &lt;&lt;&lt;((( F=0; D=2 )))&gt;&gt;&gt;
 ├── subfolder1/  &lt;&lt;&lt;((( Empty Folder )))&gt;&gt;&gt;
 └── subfolder2/  &lt;&lt;&lt;((( F=1; D=0 )))&gt;&gt;&gt;
     └── testfile3
@@ -176,7 +176,7 @@ <h1>U/System/List Folder Contents<a class="headerlink" href="#u-system-list-fold
 
                    modified                   created  file_type N_page  \
 0                      None                      None       None   None   
-1  Sun Jul  7 19:36:17 2024  Sun Jul  7 19:36:17 2024  testfile3   None   
+1  Sun Jul  7 19:39:08 2024  Sun Jul  7 19:39:08 2024  testfile3   None   
 
   N_column N_row  
 0     None  None  
diff --git a/searchindex.js b/searchindex.js
index c43d34c0..1c870ed0 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"API Reference": [[0, "api-reference"]], "Algorithm": [[29, "algorithm"]], "Appendix - View PTs Given Any FMQ": [[25, "appendix-view-pts-given-any-fmq"]], "Assign FMQ File Path": [[25, "assign-fmq-file-path"]], "Assign MedDRA Distribution Folder": [[23, "assign-meddra-distribution-folder"], [24, "assign-meddra-distribution-folder"]], "Attributes": [[5, "attributes"], [11, "attributes"]], "Attribution": [[17, "attribution"]], "Background": [[29, "background"], [30, "background"], [31, "background"]], "Bootstrap CI": [[30, "bootstrap-ci"]], "Bubble Plot": [[30, "bubble-plot"]], "CDISC Foundational Standards": [[32, "cdisc-foundational-standards"]], "CDISC Resource": [[32, "cdisc-resource"]], "Changelog": [[16, "changelog"]], "Classes": [[1, "classes"], [2, "classes"], [3, "classes"], [4, "classes"], [5, "classes"], [6, "classes"], [7, "classes"], [8, "classes"], [11, "classes"], [12, "classes"], [13, "classes"], [14, "classes"], [15, "classes"]], "Code of Conduct": [[17, "code-of-conduct"], [18, "code-of-conduct"]], "Cohen\u2019s Kappa Interpretation (Cohen, 1960)": [[30, "id21"]], "Cohen\u2019s Kappa Interpretation (McHugh, 2012)": [[30, "id22"]], "Cohen\u2019s \\kappa = -0.7241379310344827": [[30, "id28"]], "Cohen\u2019s \\kappa = -1": [[30, "id27"]], "Cohen\u2019s \\kappa = 0": [[30, "id23"], [30, "id24"]], "Cohen\u2019s \\kappa = 1": [[30, "id25"], [30, "id26"]], "Contributing": [[18, "contributing"], [28, "contributing"]], "Count of Ratings": [[31, "tbl-count1"]], "Counts for 2 categories": [[30, "id19"]], "Counts for 3 or more categories": [[30, "id20"]], "Credits": [[28, "credits"]], "Enforcement": [[17, "enforcement"]], "Example - Group-1": [[29, "example-group-1"], [30, "example-group-1"], [31, "example-group-1"]], "Example 1": [[20, "example-1"]], "Extensions": [[30, "extensions"]], "FMQ Tree": [[25, "fmq-tree"]], "Find MedDRA Terms Across Different Hierarchical Levels": [[23, "find-meddra-terms-across-different-hierarchical-levels"]], "Find MedDRA Terms Given a SMQ": [[24, "find-meddra-terms-given-a-smq"]], "Find MedDRA Terms Within a Given Hierarchical Level": [[23, "find-meddra-terms-within-a-given-hierarchical-level"]], "Find SMQ Terms": [[24, "find-smq-terms"]], "Find Terms Given a FMQ": [[25, "find-terms-given-a-fmq"]], "Fix Bugs": [[18, "fix-bugs"]], "Fleiss\u2019s \\kappa = -0.0909090909090909": [[31, "id8"]], "Fleiss\u2019s \\kappa = 1.0": [[31, "id7"]], "Functions": [[5, "functions"], [12, "functions"], [14, "functions"]], "Get Started!": [[18, "get-started"]], "H/Clinical/Grouped Summary": [[20, "h-clinical-grouped-summary"]], "H/MedDRA/(MLGs by CIOMS)": [[26, "h-meddra-mlgs-by-cioms"]], "H/MedDRA/Basics": [[23, "h-meddra-basics"]], "H/MedDRA/FMQs by FDA": [[25, "h-meddra-fmqs-by-fda"]], "H/MedDRA/SMQs by ICH": [[24, "h-meddra-smqs-by-ich"]], "H/eCTD/3.2/Heading": [[21, "h-ectd-3-2-heading"]], "H/eCTD/4.0/Heading": [[22, "h-ectd-4-0-heading"]], "How to Cite": [[28, "how-to-cite"]], "How-to": [[29, "how-to"], [29, "id5"], [30, "how-to"], [31, "how-to"]], "Implement Features": [[18, "implement-features"]], "Installation": [[28, "installation"]], "Interpretation of Cohen\u2019s Kappa Suggested in Literature": [[30, "interpretation-of-cohen-s-kappa-suggested-in-literature"]], "Kendall\u2019s \\tau = -1.0": [[29, "id3"]], "Kendall\u2019s \\tau = 1.0": [[29, "tbl-ex1"]], "Lab Exercise": [[29, "lab-exercise"], [30, "lab-exercise"], [31, "lab-exercise"], [31, "id4"]], "License": [[28, "license"]], "Module Contents": [[1, "module-contents"], [2, "module-contents"], [3, "module-contents"], [6, "module-contents"], [8, "module-contents"], [11, "module-contents"], [12, "module-contents"], [13, "module-contents"], [15, "module-contents"]], "More Details": [[31, "more-details"]], "Notation": [[29, "notation"], [30, "notation"], [31, "notation"]], "Observed Value": [[29, "tbl-count1"]], "Other Options": [[23, "other-options"], [27, "other-options"]], "Our Pledge": [[17, "our-pledge"]], "Our Responsibilities": [[17, "our-responsibilities"]], "Our Standards": [[17, "our-standards"]], "Package Contents": [[4, "package-contents"], [5, "package-contents"], [7, "package-contents"], [14, "package-contents"]], "Pull Request Guidelines": [[18, "pull-request-guidelines"]], "Reference": [[21, "reference"], [22, "reference"], [23, "reference"], [24, "reference"], [25, "reference"], [26, "reference"], [29, "reference"], [30, "reference"], [31, "reference"], [32, "reference"], [33, "reference"]], "Report Bugs": [[18, "report-bugs"]], "Resources": [[32, "resources"]], "STD/CDISC/Basics": [[32, "std-cdisc-basics"]], "STD/ISO/PDF": [[33, "std-iso-pdf"]], "Save Demo FMQ List to Local": [[25, "save-demo-fmq-list-to-local"]], "Scope": [[17, "scope"]], "Select CDISC Version": [[32, "select-cdisc-version"]], "StatLab/Cohen\u2019s Kappa": [[30, "statlab-cohen-s-kappa"]], "StatLab/Corr/Kendall\u2019s tau": [[29, "statlab-corr-kendall-s-tau"]], "StatLab/Fleiss\u2019s Kappa": [[31, "statlab-fleiss-s-kappa"]], "Submit Feedback": [[18, "submit-feedback"]], "Submodules": [[4, "submodules"], [7, "submodules"], [10, "submodules"], [14, "submodules"]], "Subpackages": [[5, "subpackages"]], "Table of Contents": [[28, "table-of-contents"]], "The Comprehensive Table of Contents Headings and Hierarchy (CTOC) by FDA": [[21, "the-comprehensive-table-of-contents-headings-and-hierarchy-ctoc-by-fda"], [22, "the-comprehensive-table-of-contents-headings-and-hierarchy-ctoc-by-fda"]], "Types of Contributions": [[18, "types-of-contributions"]], "U/Graph/Categorical Plots Using catPlotter": [[19, "u-graph-categorical-plots-using-catplotter"]], "U/System/List Folder Contents": [[27, "u-system-list-folder-contents"]], "Usage": [[28, "usage"]], "Weighted \\kappa": [[30, "weighted-kappa"]], "Write Documentation": [[18, "write-documentation"]], "mtbp3": [[5, "module-mtbp3"], [28, "mtbp3"]], "mtbp3.health": [[4, "module-mtbp3.health"]], "mtbp3.health.clinical": [[1, "module-mtbp3.health.clinical"]], "mtbp3.health.ectd": [[2, "module-mtbp3.health.ectd"]], "mtbp3.health.emt": [[3, "module-mtbp3.health.emt"]], "mtbp3.statlab": [[7, "module-mtbp3.statlab"]], "mtbp3.statlab.corr": [[6, "module-mtbp3.statlab.corr"]], "mtbp3.statlab.kappa": [[8, "module-mtbp3.statlab.kappa"]], "mtbp3.stdcdisc": [[9, "module-mtbp3.stdcdisc"]], "mtbp3.stdiso": [[10, "module-mtbp3.stdiso"]], "mtbp3.stdiso.pdfsummary": [[11, "module-mtbp3.stdiso.pdfsummary"]], "mtbp3.util": [[14, "module-mtbp3.util"]], "mtbp3.util.cdt": [[12, "module-mtbp3.util.cdt"]], "mtbp3.util.cdtg": [[13, "module-mtbp3.util.cdtg"]], "mtbp3.util.lsr": [[15, "module-mtbp3.util.lsr"]], "v0.1.10 (2024-02-07)": [[16, "v0-1-10-2024-02-07"]], "v0.1.15 (2024-02-09)": [[16, "v0-1-15-2024-02-09"]], "v0.1.18 (2024-02-12)": [[16, "v0-1-18-2024-02-12"]], "v0.1.22 (2024-02-18)": [[16, "v0-1-22-2024-02-18"]], "v0.1.3 (2024-01-12)": [[16, "v0-1-3-2024-01-12"]], "v0.1.39 (2024-02-21)": [[16, "v0-1-39-2024-02-21"]], "v0.1.4 (2024-01-28)": [[16, "v0-1-4-2024-01-28"]], "v0.1.42 (2024-02-27)": [[16, "v0-1-42-2024-02-27"]], "v0.1.43 (2024-02-29)": [[16, "v0-1-43-2024-02-29"]], "v0.1.48 (2024-03-15)": [[16, "v0-1-48-2024-03-15"]], "v0.1.5 (2024-01-30)": [[16, "v0-1-5-2024-01-30"]], "v0.1.50 (2024-03-21)": [[16, "v0-1-50-2024-03-21"]], "v0.1.6 (2024-02-05)": [[16, "v0-1-6-2024-02-05"]], "v0.1.7 (2024-02-07)": [[16, "v0-1-7-2024-02-07"]], "v0.2.11 (2024-06-18)": [[16, "v0-2-11-2024-06-18"]], "v0.2.13 (2024-07-03)": [[16, "v0-2-13-2024-07-03"]], "v0.2.2 (2024-03-28)": [[16, "v0-2-2-2024-03-28"]], "v0.2.4 (2024-05-13)": [[16, "v0-2-4-2024-05-13"]], "v0.2.8 (2024-05-13)": [[16, "v0-2-8-2024-05-13"]], "v0.2.9 (2024-06-11)": [[16, "v0-2-9-2024-06-11"]]}, "docnames": ["autoapi/index", "autoapi/mtbp3/health/clinical/index", "autoapi/mtbp3/health/ectd/index", "autoapi/mtbp3/health/emt/index", "autoapi/mtbp3/health/index", "autoapi/mtbp3/index", "autoapi/mtbp3/statlab/corr/index", "autoapi/mtbp3/statlab/index", "autoapi/mtbp3/statlab/kappa/index", "autoapi/mtbp3/stdcdisc/index", "autoapi/mtbp3/stdiso/index", "autoapi/mtbp3/stdiso/pdfsummary/index", "autoapi/mtbp3/util/cdt/index", "autoapi/mtbp3/util/cdtg/index", "autoapi/mtbp3/util/index", "autoapi/mtbp3/util/lsr/index", "changelog", "conduct", "contributing", "example_cdtg", "example_clinical", "example_ectd", "example_ectd2", "example_emt", "example_emt2", "example_emt3", "example_emt4", "example_files", "index", "statlab_corr_tau", "statlab_kappa", "statlab_kappa2", "std_cdisc", "std_iso_pdf"], "envversion": {"sphinx": 61, "sphinx.domains.c": 3, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 9, "sphinx.domains.index": 1, "sphinx.domains.javascript": 3, "sphinx.domains.math": 2, "sphinx.domains.python": 4, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.viewcode": 1}, "filenames": ["autoapi/index.rst", "autoapi/mtbp3/health/clinical/index.rst", "autoapi/mtbp3/health/ectd/index.rst", "autoapi/mtbp3/health/emt/index.rst", "autoapi/mtbp3/health/index.rst", "autoapi/mtbp3/index.rst", "autoapi/mtbp3/statlab/corr/index.rst", "autoapi/mtbp3/statlab/index.rst", "autoapi/mtbp3/statlab/kappa/index.rst", "autoapi/mtbp3/stdcdisc/index.rst", "autoapi/mtbp3/stdiso/index.rst", "autoapi/mtbp3/stdiso/pdfsummary/index.rst", "autoapi/mtbp3/util/cdt/index.rst", "autoapi/mtbp3/util/cdtg/index.rst", "autoapi/mtbp3/util/index.rst", "autoapi/mtbp3/util/lsr/index.rst", "changelog.md", "conduct.md", "contributing.md", "example_cdtg.ipynb", "example_clinical.ipynb", "example_ectd.ipynb", "example_ectd2.ipynb", "example_emt.ipynb", "example_emt2.ipynb", "example_emt3.ipynb", "example_emt4.ipynb", "example_files.ipynb", "index.md", "statlab_corr_tau.rst", "statlab_kappa.rst", "statlab_kappa2.rst", "std_cdisc.ipynb", "std_iso_pdf.ipynb"], "indexentries": {"__calculate_cohen_kappa() (mtbp3.statlab.kappa.kappacalculator static method)": [[8, "mtbp3.statlab.kappa.KappaCalculator.__calculate_cohen_kappa", false]], "__calculate_cohen_kappa() (mtbp3.statlab.kappacalculator static method)": [[7, "mtbp3.statlab.KappaCalculator.__calculate_cohen_kappa", false]], "__calculate_fleiss_kappa() (mtbp3.statlab.kappa.kappacalculator static method)": [[8, "mtbp3.statlab.kappa.KappaCalculator.__calculate_fleiss_kappa", false]], "__calculate_fleiss_kappa() (mtbp3.statlab.kappacalculator static method)": [[7, "mtbp3.statlab.KappaCalculator.__calculate_fleiss_kappa", false]], "__convert_2dlist_to_string() (mtbp3.statlab.kappa.kappacalculator static method)": [[8, "mtbp3.statlab.kappa.KappaCalculator.__convert_2dlist_to_string", false]], "__convert_2dlist_to_string() (mtbp3.statlab.kappacalculator static method)": [[7, "mtbp3.statlab.KappaCalculator.__convert_2dlist_to_string", false]], "__g() (mtbp3.statlab.corr.corrcalculator static method)": [[6, "mtbp3.statlab.corr.CorrCalculator.__g", false]], "__init__() (mtbp3.health.clinical.summary_by_group method)": [[1, "mtbp3.health.clinical.summary_by_group.__init__", false]], "__list_tree_df() (mtbp3.listtree method)": [[5, "mtbp3.ListTree.__list_tree_df", false]], "__list_tree_df() (mtbp3.util.cdt.listtree method)": [[12, "mtbp3.util.cdt.ListTree.__list_tree_df", false]], "__list_tree_df() (mtbp3.util.listtree method)": [[14, "mtbp3.util.ListTree.__list_tree_df", false]], "__list_tree_pre() (mtbp3.listtree method)": [[5, "mtbp3.ListTree.__list_tree_pre", false]], "__list_tree_pre() (mtbp3.util.cdt.listtree method)": [[12, "mtbp3.util.cdt.ListTree.__list_tree_pre", false]], "__list_tree_pre() (mtbp3.util.listtree method)": [[14, "mtbp3.util.ListTree.__list_tree_pre", false]], "__load_list() (mtbp3.health.ectd.ctoc_by_fda method)": [[2, "mtbp3.health.ectd.ctoc_by_fda.__load_list", false]], "__version__ (in module mtbp3)": [[5, "mtbp3.__version__", false]], "_root (in module mtbp3)": [[5, "mtbp3._ROOT", false]], "all_str_digit() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.all_str_digit", false]], "all_str_digit() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.all_str_digit", false]], "assert_terms() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.assert_terms", false]], "assert_terms() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.assert_terms", false]], "bootstrap_cohen_ci() (mtbp3.statlab.kappa.kappacalculator method)": [[8, "mtbp3.statlab.kappa.KappaCalculator.bootstrap_cohen_ci", false]], "bootstrap_cohen_ci() (mtbp3.statlab.kappacalculator method)": [[7, "mtbp3.statlab.KappaCalculator.bootstrap_cohen_ci", false]], "boxplot() (mtbp3.catplotter method)": [[5, "mtbp3.catPlotter.boxplot", false]], "boxplot() (mtbp3.util.catplotter method)": [[14, "mtbp3.util.catPlotter.boxplot", false]], "boxplot() (mtbp3.util.cdtg.catplotter method)": [[13, "mtbp3.util.cdtg.catPlotter.boxplot", false]], "calculate_kendall_tau() (mtbp3.statlab.corr.corrcalculator method)": [[6, "mtbp3.statlab.corr.CorrCalculator.calculate_kendall_tau", false]], "catplotter (class in mtbp3)": [[5, "mtbp3.catPlotter", false]], "catplotter (class in mtbp3.util)": [[14, "mtbp3.util.catPlotter", false]], "catplotter (class in mtbp3.util.cdtg)": [[13, "mtbp3.util.cdtg.catPlotter", false]], "corrcalculator (class in mtbp3.statlab.corr)": [[6, "mtbp3.statlab.corr.CorrCalculator", false]], "count_by_group() (mtbp3.health.clinical.summary_by_group method)": [[1, "id1", false], [1, "mtbp3.health.clinical.summary_by_group.count_by_group", false]], "count_to_cate() (mtbp3.health.clinical.summary_by_group method)": [[1, "id2", false], [1, "mtbp3.health.clinical.summary_by_group.count_to_cate", false]], "create_bubble_plot() (mtbp3.statlab.kappa.kappacalculator method)": [[8, "mtbp3.statlab.kappa.KappaCalculator.create_bubble_plot", false]], "create_bubble_plot() (mtbp3.statlab.kappacalculator method)": [[7, "mtbp3.statlab.KappaCalculator.create_bubble_plot", false]], "ctoc_by_fda (class in mtbp3.health.ectd)": [[2, "mtbp3.health.ectd.ctoc_by_fda", false]], "df (mtbp3.health.clinical.summary_by_group attribute)": [[1, "mtbp3.health.clinical.summary_by_group.df", false]], "diff_2cols_in_1df() (in module mtbp3)": [[5, "mtbp3.diff_2cols_in_1df", false]], "diff_2cols_in_1df() (in module mtbp3.util)": [[14, "mtbp3.util.diff_2cols_in_1df", false]], "diff_2cols_in_1df() (in module mtbp3.util.cdt)": [[12, "mtbp3.util.cdt.diff_2cols_in_1df", false]], "diff_2cols_in_2df() (in module mtbp3)": [[5, "mtbp3.diff_2cols_in_2df", false]], "diff_2cols_in_2df() (in module mtbp3.util)": [[14, "mtbp3.util.diff_2cols_in_2df", false]], "diff_2cols_in_2df() (in module mtbp3.util.cdt)": [[12, "mtbp3.util.cdt.diff_2cols_in_2df", false]], "emt (class in mtbp3.health)": [[4, "mtbp3.health.Emt", false]], "emt (class in mtbp3.health.emt)": [[3, "mtbp3.health.emt.Emt", false]], "expected_file_lists() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.expected_file_lists", false]], "expected_file_lists() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.expected_file_lists", false]], "find_files() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.find_files", false]], "find_files() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.find_files", false]], "find_fmq() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.find_fmq", false]], "find_fmq() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.find_fmq", false]], "find_fmq_file() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.find_fmq_file", false]], "find_fmq_file() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.find_fmq_file", false]], "find_hlgt() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.find_hlgt", false]], "find_hlgt() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.find_hlgt", false]], "find_hlt() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.find_hlt", false]], "find_hlt() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.find_hlt", false]], "find_llt() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.find_llt", false]], "find_llt() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.find_llt", false]], "find_llt_given_pt() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.find_llt_given_pt", false]], "find_llt_given_pt() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.find_llt_given_pt", false]], "find_llt_given_soc() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.find_llt_given_soc", false]], "find_llt_given_soc() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.find_llt_given_soc", false]], "find_pt() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.find_pt", false]], "find_pt() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.find_pt", false]], "find_pt_given_soc() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.find_pt_given_soc", false]], "find_pt_given_soc() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.find_pt_given_soc", false]], "find_section_given_words() (mtbp3.health.ectd.ctoc_by_fda method)": [[2, "mtbp3.health.ectd.ctoc_by_fda.find_section_given_words", false]], "find_smq() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.find_smq", false]], "find_smq() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.find_smq", false]], "find_soc() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.find_soc", false]], "find_soc() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.find_soc", false]], "find_soc_given_pt() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.find_soc_given_pt", false]], "find_soc_given_pt() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.find_soc_given_pt", false]], "find_term_wi_level() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.find_term_wi_level", false]], "find_term_wi_level() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.find_term_wi_level", false]], "find_terms_given_fmq() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.find_terms_given_fmq", false]], "find_terms_given_fmq() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.find_terms_given_fmq", false]], "find_terms_given_smq() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.find_terms_given_smq", false]], "find_terms_given_smq() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.find_terms_given_smq", false]], "find_terms_given_smq_sub() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.find_terms_given_smq_sub", false]], "find_terms_given_smq_sub() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.find_terms_given_smq_sub", false]], "folder_name (mtbp3.health.emt attribute)": [[4, "mtbp3.health.Emt.folder_name", false]], "folder_name (mtbp3.health.emt.emt attribute)": [[3, "mtbp3.health.emt.Emt.folder_name", false]], "generate_dataset() (mtbp3.health.clinical.summary_by_group method)": [[1, "mtbp3.health.clinical.summary_by_group.generate_dataset", false]], "generate_dataset() (mtbp3.health.clinical.summary_by_group static method)": [[1, "id0", false]], "generate_example_dataset() (mtbp3.catplotter static method)": [[5, "mtbp3.catPlotter.generate_example_dataset", false]], "generate_example_dataset() (mtbp3.util.catplotter static method)": [[14, "mtbp3.util.catPlotter.generate_example_dataset", false]], "generate_example_dataset() (mtbp3.util.cdtg.catplotter static method)": [[13, "mtbp3.util.cdtg.catPlotter.generate_example_dataset", false]], "get_data() (in module mtbp3)": [[5, "mtbp3.get_data", false]], "kappacalculator (class in mtbp3.statlab)": [[7, "mtbp3.statlab.KappaCalculator", false]], "kappacalculator (class in mtbp3.statlab.kappa)": [[8, "mtbp3.statlab.kappa.KappaCalculator", false]], "lineplot() (mtbp3.catplotter method)": [[5, "mtbp3.catPlotter.lineplot", false]], "lineplot() (mtbp3.util.catplotter method)": [[14, "mtbp3.util.catPlotter.lineplot", false]], "lineplot() (mtbp3.util.cdtg.catplotter method)": [[13, "mtbp3.util.cdtg.catPlotter.lineplot", false]], "list_files() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.list_files", false]], "list_files() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.list_files", false]], "list_files() (mtbp3.health.lsrtree method)": [[4, "mtbp3.health.LsrTree.list_files", false]], "list_files() (mtbp3.lsrtree method)": [[5, "mtbp3.LsrTree.list_files", false]], "list_files() (mtbp3.util.lsr.lsrtree method)": [[15, "mtbp3.util.lsr.LsrTree.list_files", false]], "list_files() (mtbp3.util.lsrtree method)": [[14, "mtbp3.util.LsrTree.list_files", false]], "list_files_dataframe() (mtbp3.health.lsrtree method)": [[4, "mtbp3.health.LsrTree.list_files_dataframe", false]], "list_files_dataframe() (mtbp3.lsrtree method)": [[5, "mtbp3.LsrTree.list_files_dataframe", false]], "list_files_dataframe() (mtbp3.util.lsr.lsrtree method)": [[15, "mtbp3.util.lsr.LsrTree.list_files_dataframe", false]], "list_files_dataframe() (mtbp3.util.lsrtree method)": [[14, "mtbp3.util.LsrTree.list_files_dataframe", false]], "list_files_json() (mtbp3.health.lsrtree method)": [[4, "mtbp3.health.LsrTree.list_files_json", false]], "list_files_json() (mtbp3.lsrtree method)": [[5, "mtbp3.LsrTree.list_files_json", false]], "list_files_json() (mtbp3.util.lsr.lsrtree method)": [[15, "mtbp3.util.lsr.LsrTree.list_files_json", false]], "list_files_json() (mtbp3.util.lsrtree method)": [[14, "mtbp3.util.LsrTree.list_files_json", false]], "list_files_list() (mtbp3.health.lsrtree method)": [[4, "mtbp3.health.LsrTree.list_files_list", false]], "list_files_list() (mtbp3.lsrtree method)": [[5, "mtbp3.LsrTree.list_files_list", false]], "list_files_list() (mtbp3.util.lsr.lsrtree method)": [[15, "mtbp3.util.lsr.LsrTree.list_files_list", false]], "list_files_list() (mtbp3.util.lsrtree method)": [[14, "mtbp3.util.LsrTree.list_files_list", false]], "list_files_string() (mtbp3.health.lsrtree method)": [[4, "mtbp3.health.LsrTree.list_files_string", false]], "list_files_string() (mtbp3.lsrtree method)": [[5, "mtbp3.LsrTree.list_files_string", false]], "list_files_string() (mtbp3.util.lsr.lsrtree method)": [[15, "mtbp3.util.lsr.LsrTree.list_files_string", false]], "list_files_string() (mtbp3.util.lsrtree method)": [[14, "mtbp3.util.LsrTree.list_files_string", false]], "list_files_tree() (mtbp3.health.lsrtree method)": [[4, "mtbp3.health.LsrTree.list_files_tree", false]], "list_files_tree() (mtbp3.lsrtree method)": [[5, "mtbp3.LsrTree.list_files_tree", false]], "list_files_tree() (mtbp3.util.lsr.lsrtree method)": [[15, "mtbp3.util.lsr.LsrTree.list_files_tree", false]], "list_files_tree() (mtbp3.util.lsrtree method)": [[14, "mtbp3.util.LsrTree.list_files_tree", false]], "list_tree() (mtbp3.listtree method)": [[5, "mtbp3.ListTree.list_tree", false]], "list_tree() (mtbp3.util.cdt.listtree method)": [[12, "mtbp3.util.cdt.ListTree.list_tree", false]], "list_tree() (mtbp3.util.listtree method)": [[14, "mtbp3.util.ListTree.list_tree", false]], "listtree (class in mtbp3)": [[5, "mtbp3.ListTree", false]], "listtree (class in mtbp3.util)": [[14, "mtbp3.util.ListTree", false]], "listtree (class in mtbp3.util.cdt)": [[12, "mtbp3.util.cdt.ListTree", false]], "load_fmq() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.load_fmq", false]], "load_fmq() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.load_fmq", false]], "load_fmq_default() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.load_fmq_default", false]], "load_fmq_default() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.load_fmq_default", false]], "load_llt() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.load_llt", false]], "load_llt() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.load_llt", false]], "load_smq() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.load_smq", false]], "load_smq() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.load_smq", false]], "lsr (mtbp3.health.emt attribute)": [[4, "mtbp3.health.Emt.lsr", false]], "lsr (mtbp3.health.emt.emt attribute)": [[3, "mtbp3.health.emt.Emt.lsr", false]], "lsrtree (class in mtbp3)": [[5, "mtbp3.LsrTree", false]], "lsrtree (class in mtbp3.health)": [[4, "mtbp3.health.LsrTree", false]], "lsrtree (class in mtbp3.util)": [[14, "mtbp3.util.LsrTree", false]], "lsrtree (class in mtbp3.util.lsr)": [[15, "mtbp3.util.lsr.LsrTree", false]], "module": [[1, "module-mtbp3.health.clinical", false], [2, "module-mtbp3.health.ectd", false], [3, "module-mtbp3.health.emt", false], [4, "module-mtbp3.health", false], [5, "module-mtbp3", false], [6, "module-mtbp3.statlab.corr", false], [7, "module-mtbp3.statlab", false], [8, "module-mtbp3.statlab.kappa", false], [9, "module-mtbp3.stdcdisc", false], [10, "module-mtbp3.stdiso", false], [11, "module-mtbp3.stdiso.pdfsummary", false], [12, "module-mtbp3.util.cdt", false], [13, "module-mtbp3.util.cdtg", false], [14, "module-mtbp3.util", false], [15, "module-mtbp3.util.lsr", false]], "month (mtbp3.health.emt attribute)": [[4, "mtbp3.health.Emt.month", false]], "month (mtbp3.health.emt.emt attribute)": [[3, "mtbp3.health.emt.Emt.month", false]], "mtbp3": [[5, "module-mtbp3", false]], "mtbp3.health": [[4, "module-mtbp3.health", false]], "mtbp3.health.clinical": [[1, "module-mtbp3.health.clinical", false]], "mtbp3.health.ectd": [[2, "module-mtbp3.health.ectd", false]], "mtbp3.health.emt": [[3, "module-mtbp3.health.emt", false]], "mtbp3.statlab": [[7, "module-mtbp3.statlab", false]], "mtbp3.statlab.corr": [[6, "module-mtbp3.statlab.corr", false]], "mtbp3.statlab.kappa": [[8, "module-mtbp3.statlab.kappa", false]], "mtbp3.stdcdisc": [[9, "module-mtbp3.stdcdisc", false]], "mtbp3.stdiso": [[10, "module-mtbp3.stdiso", false]], "mtbp3.stdiso.pdfsummary": [[11, "module-mtbp3.stdiso.pdfsummary", false]], "mtbp3.util": [[14, "module-mtbp3.util", false]], "mtbp3.util.cdt": [[12, "module-mtbp3.util.cdt", false]], "mtbp3.util.cdtg": [[13, "module-mtbp3.util.cdtg", false]], "mtbp3.util.lsr": [[15, "module-mtbp3.util.lsr", false]], "pdf_obj (in module mtbp3.stdiso.pdfsummary)": [[11, "mtbp3.stdiso.pdfsummary.pdf_obj", false]], "pdfsummary (class in mtbp3.stdiso.pdfsummary)": [[11, "mtbp3.stdiso.pdfsummary.pdfSummary", false]], "plot_y_list() (mtbp3.statlab.corr.corrcalculator method)": [[6, "mtbp3.statlab.corr.CorrCalculator.plot_y_list", false]], "save_fmq_consolidated_list_csv() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.save_fmq_consolidated_list_csv", false]], "save_fmq_consolidated_list_csv() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.save_fmq_consolidated_list_csv", false]], "show_ctoc_tree() (mtbp3.health.ectd.ctoc_by_fda method)": [[2, "mtbp3.health.ectd.ctoc_by_fda.show_ctoc_tree", false]], "show_fmq_tree() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.show_fmq_tree", false]], "show_fmq_tree() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.show_fmq_tree", false]], "summarize_1nc_by_2group() (in module mtbp3)": [[5, "mtbp3.summarize_1nc_by_2group", false]], "summarize_1nc_by_2group() (in module mtbp3.util)": [[14, "mtbp3.util.summarize_1nc_by_2group", false]], "summarize_1nc_by_2group() (in module mtbp3.util.cdt)": [[12, "mtbp3.util.cdt.summarize_1nc_by_2group", false]], "summary_by_group (class in mtbp3.health.clinical)": [[1, "mtbp3.health.clinical.summary_by_group", false]], "update_parameters() (mtbp3.catplotter method)": [[5, "mtbp3.catPlotter.update_parameters", false]], "update_parameters() (mtbp3.util.catplotter method)": [[14, "mtbp3.util.catPlotter.update_parameters", false]], "update_parameters() (mtbp3.util.cdtg.catplotter method)": [[13, "mtbp3.util.cdtg.catPlotter.update_parameters", false]], "year (mtbp3.health.emt attribute)": [[4, "mtbp3.health.Emt.year", false]], "year (mtbp3.health.emt.emt attribute)": [[3, "mtbp3.health.emt.Emt.year", false]]}, "objects": {"": [[5, 0, 0, "-", "mtbp3"]], "mtbp3": [[5, 1, 1, "", "ListTree"], [5, 1, 1, "", "LsrTree"], [5, 3, 1, "", "_ROOT"], [5, 3, 1, "", "__version__"], [5, 1, 1, "", "catPlotter"], [5, 4, 1, "", "diff_2cols_in_1df"], [5, 4, 1, "", "diff_2cols_in_2df"], [5, 4, 1, "", "get_data"], [4, 0, 0, "-", "health"], [7, 0, 0, "-", "statlab"], [9, 0, 0, "-", "stdcdisc"], [10, 0, 0, "-", "stdiso"], [5, 4, 1, "", "summarize_1nc_by_2group"], [14, 0, 0, "-", "util"]], "mtbp3.ListTree": [[5, 2, 1, "", "__list_tree_df"], [5, 2, 1, "", "__list_tree_pre"], [5, 2, 1, "", "list_tree"]], "mtbp3.LsrTree": [[5, 2, 1, "", "list_files"], [5, 2, 1, "", "list_files_dataframe"], [5, 2, 1, "", "list_files_json"], [5, 2, 1, "", "list_files_list"], [5, 2, 1, "", "list_files_string"], [5, 2, 1, "", "list_files_tree"]], "mtbp3.catPlotter": [[5, 2, 1, "", "boxplot"], [5, 2, 1, "", "generate_example_dataset"], [5, 2, 1, "", "lineplot"], [5, 2, 1, "", "update_parameters"]], "mtbp3.health": [[4, 1, 1, "", "Emt"], [4, 1, 1, "", "LsrTree"], [1, 0, 0, "-", "clinical"], [2, 0, 0, "-", "ectd"], [3, 0, 0, "-", "emt"]], "mtbp3.health.Emt": [[4, 2, 1, "", "all_str_digit"], [4, 2, 1, "", "assert_terms"], [4, 2, 1, "", "expected_file_lists"], [4, 2, 1, "", "find_files"], [4, 2, 1, "", "find_fmq"], [4, 2, 1, "", "find_fmq_file"], [4, 2, 1, "", "find_hlgt"], [4, 2, 1, "", "find_hlt"], [4, 2, 1, "", "find_llt"], [4, 2, 1, "", "find_llt_given_pt"], [4, 2, 1, "", "find_llt_given_soc"], [4, 2, 1, "", "find_pt"], [4, 2, 1, "", "find_pt_given_soc"], [4, 2, 1, "", "find_smq"], [4, 2, 1, "", "find_soc"], [4, 2, 1, "", "find_soc_given_pt"], [4, 2, 1, "", "find_term_wi_level"], [4, 2, 1, "", "find_terms_given_fmq"], [4, 2, 1, "", "find_terms_given_smq"], [4, 2, 1, "", "find_terms_given_smq_sub"], [4, 5, 1, "", "folder_name"], [4, 2, 1, "", "list_files"], [4, 2, 1, "", "load_fmq"], [4, 2, 1, "", "load_fmq_default"], [4, 2, 1, "", "load_llt"], [4, 2, 1, "", "load_smq"], [4, 5, 1, "", "lsr"], [4, 5, 1, "", "month"], [4, 2, 1, "", "save_fmq_consolidated_list_csv"], [4, 2, 1, "", "show_fmq_tree"], [4, 5, 1, "", "year"]], "mtbp3.health.LsrTree": [[4, 2, 1, "", "list_files"], [4, 2, 1, "", "list_files_dataframe"], [4, 2, 1, "", "list_files_json"], [4, 2, 1, "", "list_files_list"], [4, 2, 1, "", "list_files_string"], [4, 2, 1, "", "list_files_tree"]], "mtbp3.health.clinical": [[1, 1, 1, "", "summary_by_group"]], "mtbp3.health.clinical.summary_by_group": [[1, 2, 1, "", "__init__"], [1, 2, 1, "id1", "count_by_group"], [1, 2, 1, "id2", "count_to_cate"], [1, 5, 1, "", "df"], [1, 2, 1, "id0", "generate_dataset"]], "mtbp3.health.ectd": [[2, 1, 1, "", "ctoc_by_fda"]], "mtbp3.health.ectd.ctoc_by_fda": [[2, 2, 1, "", "__load_list"], [2, 2, 1, "", "find_section_given_words"], [2, 2, 1, "", "show_ctoc_tree"]], "mtbp3.health.emt": [[3, 1, 1, "", "Emt"]], "mtbp3.health.emt.Emt": [[3, 2, 1, "", "all_str_digit"], [3, 2, 1, "", "assert_terms"], [3, 2, 1, "", "expected_file_lists"], [3, 2, 1, "", "find_files"], [3, 2, 1, "", "find_fmq"], [3, 2, 1, "", "find_fmq_file"], [3, 2, 1, "", "find_hlgt"], [3, 2, 1, "", "find_hlt"], [3, 2, 1, "", "find_llt"], [3, 2, 1, "", "find_llt_given_pt"], [3, 2, 1, "", "find_llt_given_soc"], [3, 2, 1, "", "find_pt"], [3, 2, 1, "", "find_pt_given_soc"], [3, 2, 1, "", "find_smq"], [3, 2, 1, "", "find_soc"], [3, 2, 1, "", "find_soc_given_pt"], [3, 2, 1, "", "find_term_wi_level"], [3, 2, 1, "", "find_terms_given_fmq"], [3, 2, 1, "", "find_terms_given_smq"], [3, 2, 1, "", "find_terms_given_smq_sub"], [3, 5, 1, "", "folder_name"], [3, 2, 1, "", "list_files"], [3, 2, 1, "", "load_fmq"], [3, 2, 1, "", "load_fmq_default"], [3, 2, 1, "", "load_llt"], [3, 2, 1, "", "load_smq"], [3, 5, 1, "", "lsr"], [3, 5, 1, "", "month"], [3, 2, 1, "", "save_fmq_consolidated_list_csv"], [3, 2, 1, "", "show_fmq_tree"], [3, 5, 1, "", "year"]], "mtbp3.statlab": [[7, 1, 1, "", "KappaCalculator"], [6, 0, 0, "-", "corr"], [8, 0, 0, "-", "kappa"]], "mtbp3.statlab.KappaCalculator": [[7, 2, 1, "", "__calculate_cohen_kappa"], [7, 2, 1, "", "__calculate_fleiss_kappa"], [7, 2, 1, "", "__convert_2dlist_to_string"], [7, 2, 1, "", "bootstrap_cohen_ci"], [7, 2, 1, "", "create_bubble_plot"]], "mtbp3.statlab.corr": [[6, 1, 1, "", "CorrCalculator"]], "mtbp3.statlab.corr.CorrCalculator": [[6, 2, 1, "", "__g"], [6, 2, 1, "", "calculate_kendall_tau"], [6, 2, 1, "", "plot_y_list"]], "mtbp3.statlab.kappa": [[8, 1, 1, "", "KappaCalculator"]], "mtbp3.statlab.kappa.KappaCalculator": [[8, 2, 1, "", "__calculate_cohen_kappa"], [8, 2, 1, "", "__calculate_fleiss_kappa"], [8, 2, 1, "", "__convert_2dlist_to_string"], [8, 2, 1, "", "bootstrap_cohen_ci"], [8, 2, 1, "", "create_bubble_plot"]], "mtbp3.stdiso": [[11, 0, 0, "-", "pdfsummary"]], "mtbp3.stdiso.pdfsummary": [[11, 1, 1, "", "pdfSummary"], [11, 3, 1, "", "pdf_obj"]], "mtbp3.util": [[14, 1, 1, "", "ListTree"], [14, 1, 1, "", "LsrTree"], [14, 1, 1, "", "catPlotter"], [12, 0, 0, "-", "cdt"], [13, 0, 0, "-", "cdtg"], [14, 4, 1, "", "diff_2cols_in_1df"], [14, 4, 1, "", "diff_2cols_in_2df"], [15, 0, 0, "-", "lsr"], [14, 4, 1, "", "summarize_1nc_by_2group"]], "mtbp3.util.ListTree": [[14, 2, 1, "", "__list_tree_df"], [14, 2, 1, "", "__list_tree_pre"], [14, 2, 1, "", "list_tree"]], "mtbp3.util.LsrTree": [[14, 2, 1, "", "list_files"], [14, 2, 1, "", "list_files_dataframe"], [14, 2, 1, "", "list_files_json"], [14, 2, 1, "", "list_files_list"], [14, 2, 1, "", "list_files_string"], [14, 2, 1, "", "list_files_tree"]], "mtbp3.util.catPlotter": [[14, 2, 1, "", "boxplot"], [14, 2, 1, "", "generate_example_dataset"], [14, 2, 1, "", "lineplot"], [14, 2, 1, "", "update_parameters"]], "mtbp3.util.cdt": [[12, 1, 1, "", "ListTree"], [12, 4, 1, "", "diff_2cols_in_1df"], [12, 4, 1, "", "diff_2cols_in_2df"], [12, 4, 1, "", "summarize_1nc_by_2group"]], "mtbp3.util.cdt.ListTree": [[12, 2, 1, "", "__list_tree_df"], [12, 2, 1, "", "__list_tree_pre"], [12, 2, 1, "", "list_tree"]], "mtbp3.util.cdtg": [[13, 1, 1, "", "catPlotter"]], "mtbp3.util.cdtg.catPlotter": [[13, 2, 1, "", "boxplot"], [13, 2, 1, "", "generate_example_dataset"], [13, 2, 1, "", "lineplot"], [13, 2, 1, "", "update_parameters"]], "mtbp3.util.lsr": [[15, 1, 1, "", "LsrTree"]], "mtbp3.util.lsr.LsrTree": [[15, 2, 1, "", "list_files"], [15, 2, 1, "", "list_files_dataframe"], [15, 2, 1, "", "list_files_json"], [15, 2, 1, "", "list_files_list"], [15, 2, 1, "", "list_files_string"], [15, 2, 1, "", "list_files_tree"]]}, "objnames": {"0": ["py", "module", "Python module"], "1": ["py", "class", "Python class"], "2": ["py", "method", "Python method"], "3": ["py", "data", "Python data"], "4": ["py", "function", "Python function"], "5": ["py", "attribute", "Python attribute"]}, "objtypes": {"0": "py:module", "1": "py:class", "2": "py:method", "3": "py:data", "4": "py:function", "5": "py:attribute"}, "terms": {"": [3, 4, 6, 7, 8, 16, 17, 18, 21, 22, 23, 25, 26], "0": [5, 6, 7, 8, 13, 14, 19, 20, 21, 23, 24, 25, 27, 28, 33], "0006": 30, "001316446002000104": 30, "0013164481041003070": 30, "00393": 26, "00577": 30, "022": 26, "036": 25, "05": 30, "06513872135102527": 30, "08": 30, "1": [0, 1, 3, 4, 6, 7, 8, 17, 19, 21, 22, 23, 24, 25, 26, 27, 32, 33], "10": [5, 13, 14, 19, 20, 21, 22, 24, 26, 30, 31], "100": [7, 8, 27, 29, 30, 31], "1000": [7, 8, 20, 30], "1007": 26, "1037": 31, "104": 25, "1093": 30, "11": [19, 20, 21, 22, 29, 30, 31], "1111": 30, "11712": 25, "1177": 30, "12": [20, 21, 22, 29, 30, 31], "13": [20, 21, 22, 30], "1357": 20, "14": [20, 21, 22], "14289": 33, "14989733059548255": 31, "15": [20, 21, 22, 23, 30, 31, 33], "159": 30, "15930": 33, "16": [20, 21, 22], "17": [20, 21, 22, 23, 24, 25, 27], "174": 30, "18": [21, 22], "19": [21, 22, 27], "19005": 33, "1971": 31, "1977": 30, "1981": 30, "19908214": 23, "19926972": 23, "19986360": 23, "1_n": 29, "1j": 31, "2": [2, 6, 7, 8, 20, 22, 23, 24, 25, 26, 27, 29, 31, 32, 33], "20": [20, 21, 22, 25, 30, 31], "2000": [20, 30], "2005": [30, 33], "2011": 33, "2012": [23, 33], "2013": [23, 24, 25, 26, 33], "2015": 23, "2016": 33, "2020": [21, 22, 23, 24, 25, 26], "2021": [21, 22, 33], "2022": 25, "2023": [21, 22, 23, 24, 25, 26, 33], "2024": [26, 27, 28, 33], "20982": 30, "21": [20, 29, 30, 31], "210": 23, "22": [20, 29, 30, 31], "2215244": 33, "2253": [21, 22], "23": [20, 25, 30], "230": 24, "24": [20, 31], "24517": 33, "25": 20, "257": 30, "26": [23, 24, 25], "268": 30, "276": 30, "27_kappa": 31, "27s_kappa": 30, "282": 30, "29": 20, "2j": 31, "2r": 31, "3": [2, 20, 22, 23, 24, 25, 26, 29, 31, 32, 33], "30": [20, 30, 31], "31": [30, 31], "32": [30, 31], "33": [20, 30], "3399": 19, "34": 30, "341x": 30, "35": 30, "36": 27, "37": 30, "378": 31, "38": 20, "382": 31, "39": [24, 30], "3d": 33, "3j": 31, "4": [17, 20, 21, 23, 24, 25, 26, 29, 30, 31, 32, 33], "40": [30, 31], "41": 30, "42": 20, "43": 20, "45": 30, "46": [20, 30], "49": [20, 30], "496558": 30, "5": [5, 13, 14, 19, 20, 21, 22, 23, 24, 25, 26, 29, 30, 31, 33], "50": [30, 31], "500": 20, "51": 20, "53": 20, "541": 20, "55": 20, "56": 30, "57": [20, 26], "577": 30, "582": 30, "59": [20, 30], "6": [5, 7, 8, 13, 14, 20, 21, 22, 23, 26, 29, 30, 33], "60": [30, 31], "63": [20, 30], "64": 30, "67": 20, "687": 30, "699": 30, "69909345": 24, "69912916": 24, "69949049": 24, "7": [5, 13, 14, 20, 21, 22, 27, 30, 33], "70": [20, 30], "72": 20, "724138": 30, "76": 31, "79": 30, "8": [20, 21, 22, 25, 30], "80": 30, "81": 30, "82": 30, "839": 25, "85": 30, "9": [20, 21, 22, 30, 31], "90": 30, "907669": 30, "924": 23, "928": 23, "95": [7, 8, 30], "A": [1, 3, 4, 5, 6, 7, 8, 12, 13, 14, 21, 22, 23, 24, 25, 26, 30, 31, 32, 33], "As": [30, 32], "BE": [21, 22], "Being": 17, "By": [18, 28], "FOR": 29, "For": [23, 24, 26, 30, 31, 33], "If": [1, 3, 4, 5, 6, 7, 8, 12, 13, 14, 18, 20, 23, 24, 29, 33], "In": [17, 21, 22], "Ise": [21, 22], "It": [5, 7, 8, 28], "NOS": 25, "NOT": 25, "Not": 33, "That": 30, "The": [1, 3, 4, 5, 6, 7, 8, 12, 13, 14, 15, 17, 18, 19, 20, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33], "There": [24, 25], "To": [19, 20, 21, 22, 23, 24, 25, 27, 29, 30, 31, 32, 33], "_": 30, "__calculate_cohen_kappa": [7, 8], "__calculate_fleiss_kappa": [7, 8], "__convert_2dlist_to_str": [7, 8], "__g": 6, "__init__": 1, "__list_tree_df": [5, 12, 14], "__list_tree_pr": [5, 12, 14], "__load_list": 2, "__version__": [5, 28], "_e": 31, "_o": 31, "_root": 5, "a_valid_folder_path": 25, "ab": 29, "abdomen": 25, "abdomin": 25, "abid": [18, 28], "abnorm": 25, "about": [18, 24, 33], "abov": [25, 30], "absorpt": [21, 22], "abus": [17, 21, 22], "acceler": [21, 22], "accept": [17, 24], "access": [21, 22, 23, 32, 33], "accompani": [21, 22], "account": 17, "acquisit": 32, "acrobat": 33, "act": [17, 21, 22], "actarm": [5, 12, 14], "action": [17, 33], "activ": [23, 24, 25, 26], "active_onli": [3, 4], "acut": 25, "ad": [21, 22, 27], "adam": [21, 22, 32], "adapt": 17, "add": [16, 18, 23, 33], "addit": [5, 13, 14, 18, 25, 30], "address": [17, 21, 22], "adjust": [16, 29], "admin": 22, "administr": [21, 22], "adob": 33, "advanc": [17, 22, 23, 25], "adventiti": [21, 22], "advers": [21, 22, 25, 26], "advic": [21, 22], "advisori": [21, 22], "advoc": [29, 30, 31], "after": 27, "ag": 17, "agenc": [21, 22, 32], "agent": [21, 22], "aggrav": 25, "agre": [18, 28, 30], "agreement": [21, 30, 31], "alert": [21, 22], "algorithm": [16, 24, 25], "align": [16, 17, 25], "all": [3, 4, 5, 16, 17, 18, 20, 21, 22, 23, 24, 25, 31], "all_str_digit": [3, 4], "allow": [7, 8, 33], "almost": 30, "along": [5, 12, 14], "alreadi": 23, "also": [23, 24, 29, 30], "altern": 30, "although": [20, 29], "alwai": 18, "amend": [21, 22], "among": 31, "an": [1, 3, 4, 5, 13, 14, 17, 19, 20, 21, 22, 23, 25, 27, 28, 30, 33], "analys": [21, 22, 23, 24], "analysi": [21, 22, 29, 30, 31, 32], "analyt": [21, 22, 25], "analyz": 32, "anda": [21, 22], "ani": [17, 18, 21, 22, 29, 30, 31], "anim": [21, 22], "annot": [21, 22], "annual": [21, 22], "anoth": [19, 23], "anovulatori": 25, "antibacteri": [21, 22], "antibodi": [21, 22], "antigen": [21, 22], "antivir": [21, 22], "anyth": 18, "api": 23, "appear": 17, "append": 25, "appendic": [21, 22], "appl": 30, "appli": 17, "applic": [20, 21, 22], "appoint": 17, "apprais": 30, "appreci": 18, "approach": 26, "appropri": [17, 18], "approv": [21, 22], "approxim": 31, "ar": [3, 4, 5, 7, 8, 12, 14, 17, 18, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32], "archiv": 33, "argument": [5, 13, 14], "arm": [5, 12, 14], "arteri": 25, "articl": [18, 26, 30], "assai": [21, 22], "assert": [3, 4], "assert_term": [3, 4], "assertionerror": [3, 4], "assess": [21, 22], "associ": [3, 4, 21, 22], "assum": [30, 31], "assumpt": [29, 30, 31], "assur": [21, 22], "attack": 17, "attent": 17, "attribut": 21, "audienc": [21, 22], "audio": 33, "audit": [21, 22], "author": [21, 22, 25, 28, 29, 30, 31], "auto": 0, "autoapi": 0, "avail": [21, 22, 23, 25, 32], "averag": 31, "ax": 6, "axi": [5, 7, 8, 13, 14, 16], "axis_label": [6, 7, 8, 29], "b": [18, 26, 29, 31], "ba": [21, 22], "background": [21, 22], "bader": 26, "badg": 28, "ban": 17, "banerje": 30, "bar": 31, "base": [1, 4, 5, 7, 8, 12, 13, 14, 15, 21, 22, 24, 25, 32, 33], "basi": [21, 22], "basic": [19, 20, 24, 25], "basu": 30, "batch": [21, 22], "bauhin": 25, "bayesian": 30, "becom": 29, "befor": [18, 23], "begin": 32, "behavior": [16, 17], "below": [5, 12, 14, 28, 31], "best": 17, "between": [5, 6, 12, 14, 30], "beyond": 31, "bia": 30, "bias": 30, "bimo": [21, 22], "bin": 1, "bind": [21, 22], "binder": 16, "bioanalyt": [21, 22], "bioavail": [21, 22], "biochemia": 30, "bioequival": [21, 22], "biolog": 22, "biomark": [21, 22], "biomateri": [21, 22], "biometr": 30, "biopharmaceut": [21, 22], "birr": 25, "bit": 18, "bla": [21, 22], "bleed": 25, "blog": 18, "bodi": [17, 21, 22], "bool": [3, 4, 5, 6, 12, 14], "bootstrap": [7, 8, 31], "bootstrap_cohen_ci": [7, 8, 30], "both": [5, 12, 14, 17, 23, 29, 31], "box": [5, 13, 14, 19, 28], "boxplot": [5, 13, 14, 19], "branch": 18, "brennan": 30, "broad": 25, "brochur": [21, 22], "browser": 23, "bubbl": [7, 8, 16], "bug": 16, "bugfix": 18, "bullet": [30, 31], "bulletin": 31, "busi": [21, 22, 32], "byte": 33, "c": [23, 29, 30, 31], "cach": 19, "calcul": [1, 5, 6, 7, 8, 12, 14, 29, 30, 31], "calculate_kendall_tau": [6, 29], "calori": 20, "can": [7, 8, 18, 21, 22, 23, 24, 25, 29, 30, 31, 32, 33], "cannot": 19, "capit": 23, "car": 29, "carcinogen": [21, 22], "carnett": 25, "cartesian": 29, "carton": [21, 22], "case": [3, 4, 21, 22, 23, 25], "cat": 30, "cat_plot": 19, "catalog": 32, "categor": [1, 5, 12, 13, 14, 30, 31], "categori": [19, 24, 31], "catplott": [5, 13, 14], "caus": 30, "cber": 32, "cda": 16, "cdash": 32, "cder": 32, "cdisc": 28, "cdiscid": 32, "cdsic": 32, "cdt": [0, 14, 16, 28], "cdtg": [0, 14, 16, 19, 28], "cell": [21, 22], "certain": 33, "certif": [21, 22], "cervix": 25, "chanc": 31, "chang": [16, 18, 21, 22, 23], "character": [21, 22], "characterist": [21, 22], "charg": [21, 22], "check": [3, 4, 5, 12, 14, 18, 23, 25, 28], "checkout": 18, "child": 24, "choic": 30, "ci": 31, "circumst": 17, "claim": [21, 22], "clarifi": 17, "classif": 25, "clean": [21, 22], "clinic": [0, 4, 16, 21, 22, 23, 24, 25, 26, 28, 32], "clio": 25, "closur": [21, 22], "code": [3, 4, 23, 24, 25, 26, 28], "coeffici": [6, 29, 30], "cohen": [7, 8, 16, 31], "cohen_kappa": 30, "cohen_kappa_scor": 30, "col": [5, 12, 14], "col1": [5, 12, 14], "col2": [5, 12, 14], "coli": 25, "colic": 25, "collect": [20, 32], "color": 16, "column": [1, 5, 6, 12, 13, 14, 16, 23, 30, 31], "com": 30, "combin": [1, 5, 12, 14], "comment": [17, 21, 22], "commit": [17, 18, 21, 22], "committe": [21, 22], "common": [21, 22], "commonli": [23, 24, 25, 26, 33], "commun": [17, 23, 24, 25, 26, 32], "compar": [5, 12, 14, 21, 22, 32], "comparison": [21, 22], "complaint": 17, "complet": [25, 30], "complianc": [21, 22], "compliant": 33, "complic": 25, "compon": 22, "composit": [21, 22], "comput": 30, "concentr": [21, 22], "conclus": [21, 22], "concomit": 25, "condit": [24, 25], "conduct": 28, "confid": [7, 8, 30], "confidence_level": [7, 8, 30], "confidenti": 17, "conform": [18, 32], "consent": [21, 22], "consid": [3, 4, 17, 29], "consider": [30, 32], "consist": 32, "consolid": 25, "consortium": 32, "construct": 17, "contact": [17, 21, 22], "contain": [0, 1, 3, 4, 5, 6, 7, 8, 12, 14, 21, 22], "content": 25, "continu": [19, 32], "contribut": 17, "contributor": [17, 33], "control": [21, 22], "convent": 31, "convert": [1, 3, 4, 7, 8], "cookiecutt": 28, "copi": [18, 21, 22], "corpor": [21, 22], "corr": [0, 7, 28], "corrcalcul": [6, 29], "correct": [17, 21, 22, 25], "correl": [6, 21, 22, 28, 29], "correspond": [3, 4, 21, 22, 23, 29, 31], "could": [17, 30], "council": [23, 24, 25, 26], "count": [1, 7, 8, 16, 20, 24, 25, 27], "count_by_group": 1, "count_df": [7, 8], "count_sq_df": [7, 8], "count_str": [4, 5, 14, 15], "count_to_c": [1, 20], "cov": 31, "coven": 17, "cover": [21, 22], "creat": [0, 5, 7, 8, 12, 13, 14, 17, 18, 19, 27, 28, 29, 30, 32, 33], "create_bubble_plot": [7, 8, 30], "credit": 18, "crf": [21, 22], "cria": 25, "critic": [17, 21, 22, 30], "cross": [21, 22], "csv": [3, 4, 23, 25], "ctoc_by_fda": [2, 21, 22], "ctoc_vers": [2, 22], "current": [18, 21, 22, 23, 25, 26, 28, 33], "cutoff": [5, 12, 14], "cvalu": 19, "cvaluegroup": 19, "cycl": 25, "d": [25, 27, 29, 30], "data": [1, 5, 6, 7, 8, 13, 14, 16, 19, 20, 21, 22, 23, 25, 28, 30, 31, 32], "datafram": [1, 3, 4, 5, 6, 7, 8, 12, 13, 14, 15, 23, 24, 27], "dataset": [1, 5, 13, 14, 20, 21, 22], "date": [21, 22, 27, 32], "ddot": [30, 31], "debar": [21, 22], "decreas": 19, "deem": 17, "default": [1, 3, 4, 5, 6, 7, 8, 12, 13, 14, 15, 23, 25], "deferr": [21, 22], "defici": 25, "defin": [17, 25, 30], "definit": [21, 22, 24], "degre": 30, "dehisc": 25, "delai": 25, "demograph": [21, 22], "demonstr": [23, 24, 25], "depend": [21, 22, 28, 33], "deprecationwarn": 19, "deriv": 31, "derogatori": 17, "describ": [24, 25, 26, 27, 30, 31], "descript": [21, 22], "descriptor": 22, "design": [1, 21, 22, 26, 27], "desir": [7, 8], "desktop": 23, "detail": [17, 18, 24, 32], "determin": [7, 8, 17, 21, 22, 32], "develop": [18, 21, 22, 23, 24, 25, 26, 32], "development": [21, 22], "deviat": [21, 22], "devic": [21, 22], "df": [1, 5, 12, 13, 14, 20, 23], "df1": [5, 12, 14], "df2": [5, 12, 14], "diagnost": [21, 22], "dict": [5, 13, 14], "dictionari": [23, 24, 25, 26], "did": 31, "diff": [5, 12, 14], "diff_2cols_in_1df": [5, 12, 14], "diff_2cols_in_2df": [5, 12, 14], "differ": [5, 12, 14, 17, 30], "digit": [3, 4, 7, 8], "dillman": 26, "dimension": [6, 7, 8], "directori": [4, 5, 14, 15], "disabl": 17, "disagr": 30, "disclaim": [21, 22, 29, 30, 31], "disclosur": [21, 22], "discomfort": 25, "discontinu": [21, 22], "discuss": [30, 31], "diseas": [21, 22], "disord": 25, "displai": [7, 8, 21, 22], "disput": [21, 22], "dissemin": [21, 22], "distribut": [21, 22, 25, 30], "do": [17, 23], "doc": [16, 18, 21, 22, 29], "docstr": 18, "document": [0, 16, 21, 22, 24, 28, 32, 33], "doe": [1, 5, 12, 14, 23, 25, 26, 29, 30, 31], "dog": 30, "doi": [26, 30, 31], "domain": 25, "done": 18, "dosag": [21, 22], "dose": [21, 22], "down": 25, "download": [18, 23], "downstream": 24, "draft": [21, 22], "driven": 18, "drop": 25, "dropout": 20, "drug": [21, 22], "dsur": [21, 22], "dtype": [24, 25], "duclo": 23, "duke": 25, "duoden": 25, "durat": [21, 22], "dure": 25, "dutta": [23, 24, 25, 26], "dysfunct": 25, "dysmenorrhea": 25, "dysmenorrhoea": 25, "e": [17, 21, 22, 29, 30, 31, 33], "e3": [21, 22], "e316": [21, 22], "each": [3, 4, 6, 20, 24, 30, 31], "earli": [21, 22], "easier": [18, 29], "ecg": [21, 22], "ectd": [0, 4, 16, 28], "ectd_vers": [2, 22], "edg": 1, "edit": 17, "edu": 30, "educ": 30, "efficaci": [21, 22], "effici": 32, "effort": 32, "either": [3, 4, 7, 8, 25, 27], "el": 29, "electron": [17, 21, 22, 32], "element": [1, 3, 4, 6, 29], "elucid": [21, 22], "emb": 33, "embryofet": [21, 22], "embryon": [21, 22], "emerg": [21, 22], "empathi": 17, "empti": [1, 3, 4, 5, 13, 14, 23, 27, 33], "emt": [0, 4, 16, 23, 24, 25, 26, 28], "emt2": 16, "en": [29, 30, 31], "encrypt": 33, "encyclopedia": 29, "encyclopediaofmath": 29, "end": 32, "enforc": [21, 22], "engag": 32, "engin": 33, "english": [23, 24, 25], "enhanc": 18, "enough": 18, "enter": 25, "enterostomi": 25, "entri": 5, "environ": 17, "environment": [21, 22], "epigastr": 25, "eq": [29, 31], "equat": 31, "equip": [21, 22], "equiv": [29, 30], "eros": 25, "escherichia": 25, "estim": [30, 31], "etc": [23, 25, 32], "ethnic": 17, "eua": [21, 22], "evalu": [21, 22], "even": 18, "event": [17, 21, 22, 25], "everi": 18, "everyon": 17, "everyth": 33, "evolv": 32, "exact": 23, "exactli": 30, "exampl": [1, 4, 5, 13, 14, 15, 16, 17, 19, 23, 27, 28, 33], "except": [21, 22], "exchang": 32, "excipi": [21, 22], "exclud": [21, 22], "exclus": [21, 22], "excret": [21, 22], "execut": 20, "exhaust": 30, "exist": [1, 5, 12, 14], "expand": [21, 22], "expect": [3, 4, 17, 30, 31], "expected_file_list": [3, 4], "experi": [17, 21, 22], "expert": 26, "explain": 18, "explicit": 17, "express": [17, 29, 31], "extra": 23, "extrins": [21, 22], "f": 27, "face": 17, "facetgrid": [5, 13, 14], "facil": [21, 22], "factor": [21, 22, 30], "fair": [17, 30], "faith": 17, "fals": [2, 3, 4, 5, 6, 7, 8, 12, 14, 15, 23, 25, 30], "fast": [21, 22], "faster": 23, "fda": [3, 4, 32, 33], "feel": 18, "fertil": [21, 22], "field": [21, 22], "fig_size_0": [5, 13, 14], "fig_size_1": [5, 13, 14], "figur": [5, 13, 14, 33], "file": [3, 4, 5, 14, 15, 21, 22, 23, 24, 27, 33], "file1": [4, 5, 14, 15], "file2": [4, 5, 14, 15], "file3": [4, 5, 14, 15], "file_path": [3, 4, 25], "file_s": 33, "file_typ": 27, "filenam": 23, "fill": 30, "filter": [3, 4], "filterwarn": 19, "fin": [3, 4], "final": [21, 22], "financi": [21, 22], "find": [3, 4, 28, 30, 31], "find_fil": [3, 4, 23, 24, 25], "find_fmq": [3, 4, 25], "find_fmq_fil": [3, 4, 25], "find_hlgt": [3, 4], "find_hlt": [3, 4], "find_llt": [3, 4], "find_llt_given_pt": [3, 4, 23], "find_llt_given_soc": [3, 4, 23], "find_pt": [3, 4, 23], "find_pt_given_soc": [3, 4, 23], "find_section_given_word": [2, 21, 22], "find_smq": [3, 4, 16, 24], "find_soc": [3, 4, 23], "find_soc_given_pt": [3, 4, 23], "find_term_wi_level": [3, 4], "find_terms_given_fmq": [3, 4, 25], "find_terms_given_smq": [3, 4, 24], "find_terms_given_smq_sub": [3, 4], "first": [5, 6, 7, 8, 12, 14, 23, 25, 30], "fix": [16, 29, 31], "flag": [3, 4], "flatten": 24, "fleiss": [7, 8, 16], "fleiss_kappa": 31, "float": [5, 6, 12, 14], "fmq": [3, 4, 16], "fmq_list": 25, "focus": 17, "folder": [3, 4, 25], "folder_nam": [3, 4, 23, 24, 25], "folder_path": [3, 4, 25], "follicl": 25, "follow": [17, 23, 30, 32], "font": 33, "foreign": [21, 22], "form": [21, 22], "format": [4, 5, 7, 8, 14, 15, 18, 21, 22, 23, 25, 27, 33], "formula": [21, 22], "foster": 17, "found": [5, 13, 14, 16, 21, 22, 23, 24, 25, 29, 30, 33], "frac": [29, 30, 31], "free": [17, 18], "freq": 30, "from": [5, 6, 17, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 31, 33], "fruit": 30, "full": 32, "function": [16, 18, 19, 20, 21, 22, 23, 24, 25, 26, 28, 31, 32, 33], "fungi": [21, 22], "further": [17, 21, 22, 23, 24, 27], "futur": 26, "futurewarn": 19, "g": [21, 22, 29, 30], "gastric": 25, "gastriti": 25, "gastro": 25, "gastroenter": 25, "gastroenterostomi": 25, "gastrointestin": 25, "gave": 31, "genbadg": 28, "gender": 17, "gene": [21, 22], "gener": [0, 1, 5, 13, 14, 19, 20, 21, 22, 23, 24, 28, 29], "generate_dataset": 1, "generate_example_dataset": [5, 13, 14], "genotox": [21, 22], "geq": [30, 31], "get": [3, 4, 23, 25], "get_data": 5, "git": 18, "github": [18, 23, 28], "given": [3, 4, 18, 19, 27, 30], "gnu": 28, "goal": 25, "good": 17, "gov": 30, "gp": [5, 12, 14], "gracefulli": 17, "graph": 28, "greatli": [18, 29], "gregori": 26, "grid": [5, 13, 14], "grid_col": [5, 13, 14], "grid_kw": [5, 13, 14], "grid_wrap": [5, 13, 14], "group": [1, 5, 12, 13, 14, 16, 19, 24, 25, 26, 28], "group_col": [5, 13, 14, 19], "group_col0": [5, 12, 14], "group_col1": [5, 12, 14], "group_column": 1, "grouped_df": 1, "gro\u00dfe": 26, "guarante": [21, 22], "guid": [21, 22, 32], "guidanc": [21, 22, 32], "guidelin": 28, "h": 29, "h0031619": 31, "ha": [21, 22, 24, 30], "hack": 30, "haemorrhag": 25, "hallgren": 30, "harass": 17, "harm": 17, "harmon": 32, "harmonis": [23, 24, 25, 26], "hat": [30, 31], "have": [17, 18, 23, 24, 30, 31, 32], "head": 20, "health": [0, 5, 20, 21, 22, 23, 24, 25, 28], "healthcar": [21, 22], "healthi": [21, 22], "heavi": 25, "height": [5, 13, 14], "helicobact": 25, "help": [18, 21, 22], "hepat": [21, 22], "here": [18, 24, 25, 28, 32], "hf": [21, 22], "hier": 16, "hierarch": 24, "hierarchi": [3, 4], "high": [20, 30], "higher": [30, 32], "hist": [7, 8, 16, 30], "histori": [21, 22, 25], "hlgt": [3, 4, 23], "hlt": [3, 4, 23], "holder": 26, "home": 19, "homepag": 17, "horizont": 19, "hormon": 25, "host": 25, "how": 18, "howev": 30, "hsu": 28, "htm": 30, "html": [28, 29], "http": [26, 28, 29, 30, 31, 32], "human": [21, 22, 23, 24, 25, 26], "hypomenorrhoea": 25, "i": [1, 3, 4, 5, 6, 7, 8, 12, 13, 14, 17, 18, 20, 21, 22, 23, 24, 25, 26, 28, 29, 30, 31, 32, 33], "i0": 31, "i1": [29, 31], "i2": [29, 31], "ich": [21, 22, 23, 25, 26], "id": [3, 4, 21, 22, 23, 24], "id_studi": 22, "ident": 17, "identif": 21, "identifi": 21, "iec": [21, 22], "ig": 32, "ignor": [3, 4, 19], "ignore_cas": [3, 4, 16, 23], "ij": [29, 31], "ij1": 29, "ij2": 29, "ik": 31, "ilioinguin": 25, "illustr": [29, 33], "imag": [21, 22], "imageri": 17, "img": 28, "immun": [21, 22], "immunotox": [21, 22], "impact": 30, "implement": [21, 22, 25, 29, 32], "import": [5, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 31, 33], "improv": [25, 26, 32], "impur": [21, 22], "inactiv": [21, 22], "inappropri": 17, "incid": 17, "includ": [3, 4, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 30, 31, 32, 33], "inclus": 17, "incorpor": [21, 22], "increas": 29, "ind": [21, 22], "indent": 16, "independ": [29, 30, 31], "index": [23, 28, 29], "indic": [3, 4, 5, 6, 12, 14, 21, 22, 30, 32], "individu": [17, 21, 22, 30, 33], "infantil": 25, "infect": 25, "infer": 30, "infmt": [5, 7, 8, 12, 14], "inform": [17, 21, 22, 23, 24, 27, 32], "initi": [1, 21, 22, 28], "innov": 26, "input": [1, 3, 4, 5, 6, 7, 8, 12, 13, 14, 23], "insert": [21, 22], "insign": 32, "instal": [18, 25], "instanc": [3, 4, 5, 13, 14, 17], "institut": 25, "instruct": [28, 32], "insult": 17, "int": [1, 3, 4, 5, 7, 8, 13, 14], "int64": [24, 25], "integ": 1, "integr": [21, 22], "intend": [29, 30, 31], "intent": [21, 22], "inter": [21, 22, 30, 31], "inter_rat": 31, "interact": [3, 4, 16, 21, 22, 25], "interchang": 32, "interest": [17, 24, 25, 28], "interim": [21, 22], "intermedi": [21, 22], "intermenstru": 25, "intern": [23, 24, 25, 26, 33], "interrat": 30, "interv": [7, 8, 30], "intestin": 25, "intra": 30, "intrins": [21, 22], "introduct": [21, 22, 26], "invalid": [1, 5, 13, 14], "investig": [17, 21, 22], "involv": 25, "io": 28, "ir": 31, "irb": [21, 22], "irregular": 25, "irrit": 25, "iso": 28, "iss": [21, 22], "issu": [17, 18, 21, 22, 30], "iter": [7, 8], "its": [17, 18, 28], "j": [29, 30, 31, 33], "j1": 29, "j2": 29, "j_1": 30, "j_2": 30, "jasonpott": 23, "jb": 23, "jj": 30, "jmp": 24, "john": 30, "join": [21, 22, 25], "json": [4, 5, 14, 15], "jul": 27, "justif": [21, 22], "juvenil": [21, 22], "k": [29, 30], "kappa": [0, 7, 16, 28], "kappacalcul": [7, 8, 30, 31], "kb": 32, "keep": [18, 24], "keep_column": [3, 4], "keep_diff_onli": [5, 12, 14], "kendal": [6, 16], "kendall_rank_correlation_coeffici": 29, "kendall_tau_metr": 29, "kendalltau": 29, "keyword": [5, 13, 14], "know": [29, 33], "knowledg": 32, "koch": 30, "kwarg": [5, 13, 14], "l": [26, 30, 31], "lab": 25, "label": [5, 6, 7, 8, 12, 14, 21, 22, 26], "label_str": [4, 5, 14, 15], "laboratori": [21, 22], "lami": 23, "landi": 30, "languag": [17, 23, 24, 25], "larg": [25, 31], "launch": [21, 22], "ldot": [29, 30, 31], "leadership": 17, "least": [6, 24], "left": [29, 31, 33], "legaci": [21, 22], "length": [3, 4, 29], "leq": 30, "less": [5, 12, 14, 29], "lesson": 30, "let": [29, 30, 31], "letter": [21, 22, 23], "level": [3, 4, 7, 8, 17, 24, 27, 30, 32], "liabil": [21, 22], "lib": 19, "librari": 32, "licens": [21, 22, 33], "life": [21, 22], "line": [5, 13, 14, 19, 21, 22, 30], "lineplot": [5, 13, 14, 19], "link": [21, 22, 28, 32], "linux": 27, "list": [1, 3, 4, 5, 6, 7, 8, 14, 15, 21, 22, 23, 24, 30, 32], "list_fil": [3, 4, 5, 14, 15, 27], "list_files_datafram": [4, 5, 14, 15], "list_files_json": [4, 5, 14, 15], "list_files_list": [4, 5, 14, 15], "list_files_str": [4, 5, 14, 15], "list_files_tre": [4, 5, 14, 15], "list_tre": [5, 12, 14], "listtre": [5, 12, 14], "literatur": [21, 22], "littl": 18, "llt": [3, 4, 23, 24], "llt_by_soc": 16, "llt_current_onli": [3, 4], "llt_onli": [3, 4], "load": 33, "load_fmq": [3, 4], "load_fmq_default": [3, 4], "load_llt": [3, 4], "load_smq": [3, 4], "loc": 6, "local": [18, 21, 22], "log": [21, 22], "long": [21, 22, 33], "longer": 21, "look": 18, "low": [20, 30], "lower": 25, "lowercas": 23, "lowest": [3, 4], "lsr": [0, 3, 4, 5, 14, 16, 27, 28], "lsrtree": [3, 4, 5, 14, 15, 27], "lst": [3, 4, 5, 12, 14], "m": [26, 30], "mac": 27, "macdonald": 26, "mai": [17, 19, 20, 23, 24, 25], "mail": 17, "main": 32, "maintain": [17, 23, 24, 25, 26, 32, 33], "make": [17, 18, 25], "manag": [21, 22], "mani": 31, "manufactur": [21, 22], "march": 23, "margin": 30, "margoli": 25, "marker": 19, "market": [21, 22], "materi": [21, 22], "matern": [21, 22], "mathemat": 29, "matrix": [7, 8, 29], "max_size_ratio": [7, 8], "maximum": [7, 8, 29], "meal": 20, "measur": [21, 22, 29, 30, 31], "mechanist": [21, 22], "meddra": [3, 4, 28], "meddra_vers": 24, "media": 17, "median": 20, "medic": [3, 4, 21, 22, 23, 24, 25, 26], "medica": 30, "medicin": [22, 32], "mediolysi": 25, "medium": [21, 22], "meet": [18, 21, 22], "member": 17, "menometrorrhagia": 25, "menorrhagia": 25, "menstrual": 25, "menstruat": 25, "menu": 25, "metabol": [21, 22], "metabolit": [21, 22], "metadata": 33, "method": [3, 4, 5, 6, 7, 8, 13, 14, 21, 22, 29, 30, 31], "methodologi": [21, 22, 26], "metric": [29, 30], "metrorrhagia": 25, "micha": 26, "microbiolog": [21, 22], "microbiologi": [21, 22], "might": [18, 30], "migrain": 25, "minim": 30, "minimum": 29, "miss": [3, 4, 6, 7, 8, 21, 22], "misus": 30, "mitig": [21, 22], "mkdir": 27, "model": 32, "moder": 30, "modif": [21, 22], "modifi": 27, "modul": [5, 16, 19, 20, 21, 22, 23, 24, 25, 26, 27, 32, 33], "monitor": [20, 21, 22, 30], "month": [3, 4, 23, 24, 25], "more": [21, 22, 23, 24, 28, 32], "most": 23, "msg": 19, "msso": 23, "mtbp3": [0, 18, 19, 20, 21, 22, 23, 24, 25, 27, 29, 30, 31, 33], "much": 30, "multi": [20, 30, 31], "multipl": [21, 22, 23, 30, 31], "must": [6, 32], "my": 28, "mycobacteria": [21, 22], "n": [20, 21, 22, 24, 25, 29, 30, 31], "n1": [29, 31], "n2": [29, 31], "n_": [29, 30, 31], "n_0": 31, "n_categori": [30, 31], "n_column": 27, "n_image_in_pag": 33, "n_iter": [7, 8, 30], "n_page": [27, 33], "n_rater": [30, 31], "n_row": 27, "n_soc": [23, 24, 25], "na": [6, 16, 30, 31], "name": [3, 4, 5, 12, 13, 14, 18, 21, 22, 23, 24, 25, 27, 32], "nan": [5, 12, 14, 23], "narrow": [18, 25], "narrow_onli": [3, 4, 25], "nation": 17, "ncbi": 30, "nda": [21, 22], "ndarrai": 1, "necessari": [23, 24, 32], "need": [30, 32, 33], "neither": [3, 4], "neuralgia": 25, "neuropathi": 25, "never": 18, "new": [21, 22], "newest": [21, 22], "nih": 30, "nj": 31, "nlm": 30, "nomenclatur": 21, "nomin": [30, 31], "non": [1, 21, 22, 23, 33], "nonclin": [20, 21, 22, 32], "none": [2, 5, 7, 8, 11, 12, 13, 14, 16, 19, 20, 27, 30], "nor": [3, 4], "note": [18, 20, 23, 24, 25, 28, 29, 30, 31, 32], "notebook": 25, "notif": [21, 22], "notifi": [21, 22], "novel": [21, 22], "np": [29, 30], "nr": 31, "number": [5, 6, 7, 8, 13, 14, 20, 21, 23, 29, 30, 31, 33], "numer": [1, 5, 12, 14], "numpi": [1, 29], "nutshel": 33, "o": [22, 27, 31], "object": [3, 4, 33], "oblig": [17, 21, 22], "observ": [30, 31], "occurr": 1, "offens": 17, "offici": [17, 18], "offlin": 17, "offspr": [21, 22], "oligomenorrhoea": 25, "one": [3, 4, 21, 22, 24, 29, 30], "onli": [3, 4, 23, 24, 29, 30, 31], "onlin": [17, 23, 30, 32], "open": [17, 18, 23, 27, 33], "oper": 18, "option": [1, 3, 4, 5, 6, 13, 14, 16, 24], "orang": 30, "order": 16, "org": [26, 29, 30, 31, 32, 33], "organ": [3, 4, 21, 22, 23, 26, 32, 33], "orient": 17, "origin": [21, 22], "orphan": [21, 22], "other": [17, 20, 21, 22, 24, 29, 30], "otherwis": [3, 4, 5, 12, 14, 17], "out": [24, 28, 30], "out1": 1, "out_digit": [7, 8, 30], "out_path": [7, 8], "outcom": [21, 22, 30, 31], "outfmt": [4, 5, 7, 8, 14, 15, 16, 27], "output": [4, 5, 7, 8, 14, 15, 23, 24, 25, 30, 31], "outstand": [21, 22], "ovarian": 25, "overal": [21, 22], "overview": [21, 22, 30], "ownership": [21, 22], "p": [21, 22, 31], "p023": 30, "p_": [30, 31], "p_1": 31, "p_e": 30, "p_j": 31, "p_o": 30, "p_valu": 29, "packag": [19, 21, 22, 28, 30, 33], "page": [0, 16, 21, 22, 24, 25, 29, 30, 31, 32, 33], "pain": 25, "pair": 29, "panda": [1, 3, 4, 5, 6, 7, 8, 12, 13, 14, 15], "paper": [25, 32], "parallel": 20, "paramet": [1, 3, 4, 5, 6, 7, 8, 12, 13, 14], "parasit": [21, 22], "part": [18, 33], "particip": 17, "particular": [29, 30, 31], "pass": [18, 27], "patent": [21, 22], "path": [3, 4, 5, 7, 8, 11, 12, 14, 15, 23, 27, 33], "pathogen": [21, 22], "patient": [21, 22, 25], "pd": [4, 5, 14, 15, 21, 22], "pdf": [21, 22, 23, 24, 25, 26], "pdf_obj": 11, "pdfa": 33, "pdfsummari": [0, 10, 28, 33], "pear": 30, "pediatr": [21, 22], "peptic": 25, "per": [20, 30, 31], "percentag": [5, 12, 14, 30], "perfect": 30, "perform": 1, "perihepat": 25, "period": [21, 22], "peritoneoplasti": 25, "perman": 17, "permiss": 17, "person": [17, 21, 22], "pertin": [21, 22], "pfr": 33, "pharmaceut": [21, 22, 23, 24, 25, 26], "pharmacodynam": [21, 22], "pharmacogenom": [21, 22], "pharmacokinet": [21, 22], "pharmacologi": [21, 22], "pharmasug": 25, "php": 29, "physic": [17, 30], "pip": 28, "pivot": [5, 12, 14], "pk": [21, 22], "pkg": 28, "place": [19, 26], "plan": [20, 21, 22, 32], "plasma": [21, 22], "pleas": [18, 21, 22, 23, 24, 25, 28, 30, 31, 32], "plot": [5, 6, 7, 8, 13, 14, 16, 29], "plot_y_list": [6, 29], "pmc": 30, "pmc3900052": 30, "poetri": 18, "point": [5, 12, 13, 14, 19], "point_posit": [5, 13, 14], "polici": [17, 25], "polit": 17, "polymenorrhagia": 25, "polymenorrhoea": 25, "popul": [21, 22], "portabl": 33, "portion": 30, "posit": [17, 25], "possibl": 18, "post": [17, 18, 20, 21, 22], "postapprov": [21, 22], "postmarket": [21, 22], "postmenopaus": 25, "postnat": [21, 22], "practic": [29, 30, 31], "pre": [21, 22], "predig": 30, "prefer": [3, 4], "premarket": 25, "prenat": [21, 22], "prepar": [27, 32], "present": [27, 29], "presubmiss": [21, 22], "preval": 30, "preview": [21, 22], "previous": [21, 22], "primari": [3, 4, 21, 22, 23], "primary_onli": [3, 4], "primary_soc_onli": [3, 4, 23], "principl": 26, "print": [20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 31, 33], "prioriti": [21, 22], "privat": 17, "pro": 33, "probabl": 31, "problem": 30, "proc": 30, "procedur": [21, 22], "process": [19, 20, 21, 22, 23, 24, 27, 32], "processor": 33, "procon": 30, "product": [21, 22, 26, 29, 32], "proestel": 26, "profession": 17, "profil": [21, 22], "program": [21, 22], "project": [17, 18, 25, 28], "promis": 25, "promot": [21, 22, 29, 30, 31], "proper": [22, 33], "properti": 21, "propos": [18, 21, 22], "proprietari": [21, 22], "protein": [21, 22], "protocol": [21, 22], "provid": [3, 4, 5, 7, 8, 13, 14, 21, 22, 23, 25, 28, 29, 30, 31], "pseudo": 21, "psu": 30, "psycholog": [30, 31], "psychologi": 30, "pt": [3, 4, 23, 24], "pt01": 25, "pt02": 25, "pt03": 25, "pt04": 25, "pt05": 25, "pt06": 25, "pt07": 25, "pt08": 25, "pt09": 25, "pt10": 25, "pt11": 25, "pt12": 25, "pt13": 25, "pt14": 25, "pt15": 25, "pt16": 25, "pt17": 25, "pt18": 25, "pt19": 25, "pt20": 25, "pt21": 25, "pt22": 25, "pt23": 25, "pt24": 25, "pt25": 25, "pt26": 25, "pt27": 25, "pt28": 25, "pt29": 25, "pt30": 25, "pt31": 25, "pt32": 25, "pt33": 25, "pt34": 25, "pt35": 25, "pt36": 25, "pt37": 25, "pt38": 25, "pt39": 25, "pt40": 25, "pt41": 25, "pt42": 25, "pt43": 25, "pt_list": 25, "pt_size": [5, 13, 14], "ptj": 30, "public": [17, 21, 22, 25, 28], "publish": [3, 4, 17, 23, 25, 26], "purpos": [21, 22, 23, 25, 29], "put": 30, "py": [19, 28], "py3": 19, "pymedtermino": 23, "pypdf": 33, "pypi": 28, "pypoetri": 19, "python": [18, 23, 25, 28], "python3": 19, "qr": 32, "qualiti": [21, 22], "quantifi": 30, "quantit": 30, "queri": [3, 4, 24, 25], "questionnair": 32, "quick": [21, 22], "r": [21, 22, 23, 26, 30, 31], "r1": [30, 31], "r2": [30, 31], "r3": 31, "r4": 31, "r5": 31, "race": 17, "rais": [1, 3, 4, 5, 6, 7, 8, 12, 13, 14], "randint": [27, 29], "random": [27, 29, 30], "random_numb": 27, "randomis": [21, 22], "randomli": [23, 31], "rank": 29, "rao": 26, "rate": [7, 8, 30, 32], "rater": [7, 8, 30, 31], "ratio": [7, 8], "ratter": 30, "raw": 30, "re": 18, "reaction": 26, "reactiv": [21, 22], "readi": 18, "real": 25, "reason": [17, 25], "rebound": 25, "receiv": 30, "record": [20, 23, 24, 25, 26, 32], "reduc": 23, "referenc": [21, 22], "regard": [17, 21, 22], "regardless": 17, "regen": 22, "region": [21, 22], "regulatori": [21, 22, 23, 24, 25, 26, 32, 33], "reinstat": [21, 22], "reissuanc": [21, 22], "reject": [17, 21, 22], "rel": 23, "relat": [3, 4, 21, 22, 23, 24, 25], "relationship": [21, 22, 24, 26, 30], "releas": [18, 21, 22, 28], "reliabl": [28, 30, 31], "religion": 17, "rem": [21, 22], "remain": 23, "rememb": 18, "remov": [3, 4, 6, 17, 27], "remove_na": 6, "remove_non": [3, 4], "repeat": [21, 22], "repercuss": 17, "replac": [23, 29], "report": [17, 20, 21, 22, 23, 24, 25, 26, 32], "repositori": 23, "repres": [3, 4, 5, 7, 8, 14, 15, 17, 20, 29, 30, 31, 33], "represent": [7, 8, 17], "reproduc": 18, "reproduct": [21, 22], "request": [21, 22], "requir": [18, 21, 22, 23, 24, 25, 26, 30, 32, 33], "research": [21, 22], "resolut": [21, 22], "respect": 17, "respond": 17, "respons": [21, 22, 23, 30], "rest": [30, 31], "result": [1, 3, 4, 5, 7, 8, 14, 15, 20, 23, 30], "retriev": 28, "return": [1, 3, 4, 5, 6, 7, 8, 12, 13, 14, 15, 23, 24, 27], "reverse_i": [7, 8, 30], "review": [17, 21, 22], "revis": 33, "revoc": [21, 22], "right": [16, 17, 21, 22, 25, 29, 31], "rigid": 25, "risk": [21, 22], "rmat": 22, "rmtree": 27, "roll": [21, 22], "round": [7, 8], "rout": [21, 22], "row": [3, 4, 6, 30, 31], "rule": [21, 22, 32], "runner": 19, "ruptur": 25, "s43441": 26, "sa": 30, "safeti": [21, 22, 23, 24, 25, 26], "same": [5, 12, 14, 20, 30, 31], "sampl": [16, 21, 22, 29, 30, 31], "sample_df": [7, 8], "sample_list": [7, 8], "save": [3, 4, 7, 8, 23], "save_fmq_consolidated_list_csv": [3, 4, 25], "scale": [5, 13, 14, 30, 31, 32], "scatter": [6, 29], "scenario": [29, 30], "scheme": [21, 22], "scienc": 26, "scipi": 29, "scope": [18, 25], "sdtm": [21, 22, 32], "sdtmig": 32, "se": 30, "seaborn": 19, "search": [16, 21, 22], "second": [5, 7, 8, 12, 14, 30], "secondari": [21, 22], "section": [21, 22, 23, 24, 29], "see": [21, 22, 24, 29, 31, 32], "seed": 30, "segment": 25, "select": [25, 31], "self": 1, "sen": 30, "send": [21, 22, 32], "sens": 25, "sensit": [3, 4], "sep": 24, "separ": 17, "septemb": [23, 24, 25], "sequenc": 1, "servic": 23, "set": [17, 18, 22, 23, 24, 25, 26, 30], "setup": 18, "sexual": 17, "shape": [30, 31], "share": [21, 22, 23, 25], "shield": 28, "ship": [23, 25], "short": [21, 22], "should": [3, 4, 18], "show": [5, 12, 14, 16, 17, 28, 29], "show_ctoc_tre": [2, 21, 22], "show_fmq_tre": [3, 4, 25], "shutil": 27, "sign": [25, 29, 32], "signatur": [21, 22], "signific": [21, 22], "sim": [30, 31], "similar": [18, 23], "simpli": 23, "simplifi": 25, "simul": 25, "singl": [21, 22, 30], "site": [19, 21, 22], "size": [5, 7, 8, 13, 14, 17, 19, 25, 27, 29, 30, 33], "size_in_byt": 27, "sklearn": 30, "slight": 30, "small": 29, "smari": 28, "smq": [3, 4, 16, 26], "smq916fxwgunhqihpu": 24, "smq_algorithm": 24, "smq_descript": 24, "smq_description657tlcpxpwehstw": 24, "smq_id": 24, "smq_level": 24, "smq_name": 24, "smq_note": 24, "smq_note619xvqsmalebtohgxntmzpjq": 24, "smq_sourc": 24, "smq_source174ddcfdqhebxrmoojigrqawetdkqjd": 24, "smq_statu": 24, "soc": [3, 4, 16, 23, 25], "soc214dfxgaelhghfeffkgrasfyzzbaf": 25, "soc360phgmkacxralpg": 25, "soc972ziufsafkkvwfbszdycguocistyeyku": 25, "soc_nam": [3, 4, 23], "social": 17, "softwar": [21, 22, 28, 29, 30, 31], "some": [23, 30, 32, 33], "sometim": 30, "sourc": [1, 2, 3, 4, 5, 6, 7, 8, 11, 12, 13, 14, 15, 23, 25, 33], "space": 17, "spasm": 25, "speci": [21, 22], "special": [21, 22, 25, 33], "specialti": [21, 22], "specif": [3, 4, 17, 21, 22, 24, 33], "specifi": [1, 3, 4, 5, 14, 15, 21, 22, 23, 33], "sphinx": 0, "spleen": 25, "sponsor": [21, 22], "sqrt": [29, 30], "stabil": [21, 22], "stabl": 30, "stalab": 29, "stand": [32, 33], "standard": [3, 4, 16, 21, 22, 23, 24, 25, 26, 28, 33], "standardis": [21, 22, 24], "start": 32, "stasmodel": 31, "stat": [1, 20, 29, 30, 31], "stat504": 30, "statement": [21, 22, 23], "static": [1, 5, 6, 7, 8, 13, 14], "statist": [1, 21, 22, 29, 30, 31], "statlab": [0, 5, 16, 28], "statsmodel": 31, "statu": [21, 22], "std1": 20, "std2": 20, "stdcd": 32, "stdcdisc": [0, 5], "stdiso": [0, 5, 28, 33], "stem": [21, 22], "step": [18, 21, 22, 23, 32, 33], "stimul": 25, "stomach": 25, "store": 32, "str": [1, 3, 4, 5, 7, 8, 12, 13, 14, 15, 30, 31], "strategi": [21, 22], "string": [1, 3, 4, 5, 6, 7, 8, 12, 13, 14, 15, 23, 27], "stringna": [7, 8, 30, 31], "strip": [5, 13, 14], "stripplot": 19, "strong": 30, "structur": [4, 5, 14, 15, 21, 22, 24], "stud": 23, "studi": [20, 21, 22, 25, 29, 30, 31, 32], "stzyeg9": 19, "sub": 33, "subfolder1": 27, "subfolder2": 27, "subj01": 20, "subject": [20, 21, 22], "submiss": [21, 22, 33], "submit": [21, 22, 32], "subplot": [5, 13, 14], "subset_df": [3, 4], "substanc": [21, 22], "substanti": 30, "subtract": 29, "subtre": 16, "suffix": 22, "sum": 20, "sum_": [29, 30, 31], "sum_j": [30, 31], "sum_k": 31, "summari": [1, 5, 12, 14, 21, 22, 28, 30, 33], "summarize_1nc_by_2group": [5, 12, 14], "summary1": 20, "summary_by_group": [1, 20], "sun": 27, "supplement": [21, 22], "support": [18, 21, 22, 32, 33], "swarm": [5, 13, 14, 16], "syndrom": 25, "synops": [21, 22], "synopsi": [21, 22], "synthet": 25, "system": [3, 4, 18, 21, 22, 23, 28], "t": [24, 29], "t1": 29, "t2": 29, "tabel": 31, "tabl": 25, "tabul": [21, 22, 32], "tabular": [21, 22], "tag": [18, 21, 22], "take": [17, 20], "taken": 20, "target_column": 1, "tau": [6, 16], "tau_1": 29, "tau_2": 29, "team": 17, "technic": [21, 22, 23, 24, 25, 26, 32], "technol": 23, "televis": [21, 22], "templat": 28, "temporari": 17, "temporarili": 17, "tend": 30, "tender": 25, "term": [3, 4, 16, 18, 21, 22, 28, 33], "term_categori": 24, "term_level": 24, "terminologi": [23, 24, 25, 26], "test": [16, 18, 21, 22, 27, 28, 30], "testfile3": 27, "testfolder_": 27, "testfolder_23": 27, "testfolder_nam": 27, "text": [21, 22], "th": 29, "than": [5, 12, 14, 21, 22, 30], "thei": [17, 18], "therapeut": 26, "therapi": [21, 22, 30], "therefor": 31, "thi": [0, 3, 4, 5, 17, 18, 21, 22, 23, 24, 25, 26, 28, 29, 30, 31], "those": 23, "threaten": 17, "three": [3, 4, 30], "through": [18, 32, 33], "ti": 29, "time": [7, 8, 24, 29, 32], "times_": 29, "titl": [5, 7, 8, 13, 14, 19, 22, 28, 29], "to_cat": [5, 12, 14], "to_csv": 23, "to_right": [2, 3, 4, 5, 12, 14, 25], "toler": [21, 22], "tolist": [29, 30], "tool": 28, "total": [20, 24, 30, 31], "total_count": 20, "total_sum": 20, "toward": 17, "toxic": [21, 22], "toxicologi": [21, 22], "tqmp": 30, "track": [21, 22], "trail": 20, "transfer": [21, 22], "transpar": 25, "treatment": 20, "tree": [4, 5, 14, 15, 16, 27], "trial": [20, 21, 22], "troll": 17, "tropic": [21, 22], "troubleshoot": 18, "trt1": 20, "trt2": 20, "true": [3, 4, 5, 6, 7, 8, 12, 14, 23, 24, 25, 27, 30], "tupl": [3, 4], "tutori": 30, "two": [5, 6, 7, 8, 12, 14, 23, 30, 31], "txt": [4, 5, 14, 15, 27], "type": [1, 3, 4, 5, 12, 13, 14, 15, 20, 21, 22, 25, 27, 29, 33], "typo": [21, 22], "ua": 33, "uebersax": 30, "ulcer": 25, "unaccept": 17, "unapprov": [21, 22], "uncontrol": [21, 22], "under": [21, 22, 25, 28, 29, 30, 31], "understand": [23, 24, 25, 26, 29], "unequ": 30, "uniqu": [1, 3, 4, 5, 12, 14], "untitl": [21, 22], "unwelcom": 17, "unzip": 23, "up": [18, 23, 24], "updat": [5, 13, 14, 16, 18, 21, 22, 25], "update_paramet": [5, 13, 14, 19], "upper": [23, 25], "upset": 25, "url": 28, "us": [4, 5, 14, 15, 17, 18, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33], "usabl": 25, "usag": [23, 25], "user": [23, 25], "userwarn": 19, "uterin": 25, "util": [0, 5, 19, 21, 22, 25, 27, 28, 32], "v": 20, "v1": [21, 22, 30, 33], "v2": 30, "v26": 24, "v3": 28, "v4": [21, 22], "v_": 30, "v_0": 31, "v_1": [30, 31], "v_2": [30, 31], "v_3": [30, 31], "v_4": 31, "v_j": [30, 31], "vagin": 25, "valid": [3, 4, 21, 22, 32, 33], "valu": [1, 5, 6, 7, 8, 12, 14, 19, 30, 31], "value_count": [24, 25], "valueerror": [1, 5, 6, 12, 13, 14], "valv": 25, "var": [29, 31], "variabl": [5, 13, 14, 19, 29], "varianc": [16, 31], "vcd": 30, "vdot": [29, 30, 31], "vector": 29, "venot": 23, "versa": 23, "version": [3, 4, 17, 18, 21, 22, 23, 24, 25, 28, 33], "via": 17, "vice": 23, "video": 33, "view": [21, 22], "viewer": 23, "viewpoint": 17, "violin": 16, "virtualenv": 19, "viscer": 25, "visit": [20, 23, 25], "visit1": 20, "visit2": 20, "visit3": 20, "visit4": 20, "vitro": [21, 22], "vivo": [21, 22], "volum": 30, "volunt": 18, "voucher": [21, 22], "w": [26, 27], "w_": 30, "wa": [28, 33], "wai": 17, "waiver": [21, 22], "want": [18, 19], "warn": [19, 21, 22, 29], "warranti": 25, "we": [17, 29], "weak": 30, "web": [18, 21, 22, 24, 25, 32, 33], "webpag": [23, 26], "websit": 23, "weder": 26, "weight": 24, "welcom": [17, 18], "were": [21, 22, 25, 28, 31], "what": 17, "when": [3, 4, 17, 18, 25, 29], "where": [3, 4, 6, 29, 30, 31], "whether": [3, 4, 5, 12, 14], "which": [17, 21, 22, 31, 33], "while": [31, 32], "white": 32, "who": 17, "whodrug": 28, "whoever": 18, "why": 25, "width": [5, 13, 14], "wiki": [17, 29, 30, 31], "wikipedia": [29, 30, 31], "window": 27, "wise": 29, "with_count": [4, 5, 14, 15, 27], "with_detail": [3, 4, 24], "with_file_label": [4, 5, 14, 15], "with_soc": [3, 4, 25], "withdraw": [21, 22, 25], "within": [17, 20, 21, 22, 29, 32, 33], "without": [17, 25], "word": [2, 21, 22], "work": [18, 21, 22, 24, 25, 26], "workshop": 25, "would": 18, "wright": 30, "written": [21, 22], "wu": 25, "www": [30, 32], "x": [5, 6, 7, 8, 13, 14, 19, 20, 30, 33], "x_col": [5, 13, 14, 19], "x_label_rot": [5, 13, 14], "x_n": 29, "x_scale_bas": [5, 13, 14], "xml": 16, "y": [5, 6, 7, 8, 13, 14, 16, 19, 28], "y1": [7, 8, 29, 30], "y2": [7, 8, 29, 30], "y_": [29, 30, 31], "y_col": [5, 13, 14, 19], "y_count": [30, 31], "y_count_sq": [7, 8], "y_scale_bas": [5, 13, 14, 19], "yao": 25, "year": [3, 4, 23, 24, 25, 28, 29, 30, 31, 32], "yeawr": 29, "yh202109": 28, "you": [18, 19, 28, 33], "your": 18, "z_": 29}, "titles": ["API Reference", "mtbp3.health.clinical", "mtbp3.health.ectd", "mtbp3.health.emt", "mtbp3.health", "mtbp3", "mtbp3.statlab.corr", "mtbp3.statlab", "mtbp3.statlab.kappa", "mtbp3.stdcdisc", "mtbp3.stdiso", "mtbp3.stdiso.pdfsummary", "mtbp3.util.cdt", "mtbp3.util.cdtg", "mtbp3.util", "mtbp3.util.lsr", "Changelog", "Code of Conduct", "Contributing", "U/Graph/Categorical Plots Using catPlotter", "H/Clinical/Grouped Summary", "H/eCTD/3.2/Heading", "H/eCTD/4.0/Heading", "H/MedDRA/Basics", "H/MedDRA/SMQs by ICH", "H/MedDRA/FMQs by FDA", "H/MedDRA/(MLGs by CIOMS)", "U/System/List Folder Contents", "mtbp3", "StatLab/Corr/Kendall\u2019s tau", "StatLab/Cohen\u2019s Kappa", "StatLab/Fleiss\u2019s Kappa", "STD/CDISC/Basics", "STD/ISO/PDF"], "titleterms": {"": [29, 30, 31], "0": [22, 29, 30, 31], "01": 16, "02": 16, "03": 16, "05": 16, "06": 16, "07": 16, "09": 16, "0909090909090909": 31, "1": [16, 20, 29, 30, 31], "10": 16, "11": 16, "12": 16, "13": 16, "15": 16, "18": 16, "1960": 30, "2": [16, 21, 30], "2012": 30, "2024": 16, "21": 16, "22": 16, "27": 16, "28": 16, "29": 16, "3": [16, 21, 30], "30": 16, "39": 16, "4": [16, 22], "42": 16, "43": 16, "48": 16, "5": 16, "50": 16, "6": 16, "7": 16, "7241379310344827": 30, "8": 16, "9": 16, "The": [21, 22], "across": 23, "algorithm": 29, "ani": 25, "api": 0, "appendix": 25, "assign": [23, 24, 25], "attribut": [5, 11, 17], "background": [29, 30, 31], "basic": [23, 32], "bootstrap": 30, "bubbl": 30, "bug": 18, "categor": 19, "categori": 30, "catplott": 19, "cdisc": 32, "cdt": 12, "cdtg": 13, "changelog": 16, "ci": 30, "ciom": 26, "cite": 28, "class": [1, 2, 3, 4, 5, 6, 7, 8, 11, 12, 13, 14, 15], "clinic": [1, 20], "code": [17, 18], "cohen": 30, "comprehens": [21, 22], "conduct": [17, 18], "content": [1, 2, 3, 4, 5, 6, 7, 8, 11, 12, 13, 14, 15, 21, 22, 27, 28], "contribut": [18, 28], "corr": [6, 29], "count": [30, 31], "credit": 28, "ctoc": [21, 22], "demo": 25, "detail": 31, "differ": 23, "distribut": [23, 24], "document": 18, "ectd": [2, 21, 22], "emt": 3, "enforc": 17, "exampl": [20, 29, 30, 31], "exercis": [29, 30, 31], "extens": 30, "fda": [21, 22, 25], "featur": 18, "feedback": 18, "file": 25, "find": [23, 24, 25], "fix": 18, "fleiss": 31, "fmq": 25, "folder": [23, 24, 27], "foundat": 32, "function": [5, 12, 14], "get": 18, "given": [23, 24, 25], "graph": 19, "group": [20, 29, 30, 31], "guidelin": 18, "h": [20, 21, 22, 23, 24, 25, 26], "head": [21, 22], "health": [1, 2, 3, 4], "hierarch": 23, "hierarchi": [21, 22], "how": [28, 29, 30, 31], "ich": 24, "implement": 18, "instal": 28, "interpret": 30, "iso": 33, "kappa": [8, 30, 31], "kendal": 29, "lab": [29, 30, 31], "level": 23, "licens": 28, "list": [25, 27], "literatur": 30, "local": 25, "lsr": 15, "mchugh": 30, "meddra": [23, 24, 25, 26], "mlg": 26, "modul": [1, 2, 3, 6, 8, 11, 12, 13, 15], "more": [30, 31], "mtbp3": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 28], "notat": [29, 30, 31], "observ": 29, "option": [23, 27], "other": [23, 27], "our": 17, "packag": [4, 5, 7, 14], "path": 25, "pdf": 33, "pdfsummari": 11, "pledg": 17, "plot": [19, 30], "pt": 25, "pull": 18, "rate": 31, "refer": [0, 21, 22, 23, 24, 25, 26, 29, 30, 31, 32, 33], "report": 18, "request": 18, "resourc": 32, "respons": 17, "save": 25, "scope": 17, "select": 32, "smq": 24, "standard": [17, 32], "start": 18, "statlab": [6, 7, 8, 29, 30, 31], "std": [32, 33], "stdcdisc": 9, "stdiso": [10, 11], "submit": 18, "submodul": [4, 7, 10, 14], "subpackag": 5, "suggest": 30, "summari": 20, "system": 27, "tabl": [21, 22, 28], "tau": 29, "term": [23, 24, 25], "tree": 25, "type": 18, "u": [19, 27], "us": 19, "usag": 28, "util": [12, 13, 14, 15], "v0": 16, "valu": 29, "version": 32, "view": 25, "weight": 30, "within": 23, "write": 18}})
\ No newline at end of file
+Search.setIndex({"alltitles": {"API Reference": [[0, "api-reference"]], "Algorithm": [[29, "algorithm"]], "Appendix - View PTs Given Any FMQ": [[25, "appendix-view-pts-given-any-fmq"]], "Assign FMQ File Path": [[25, "assign-fmq-file-path"]], "Assign MedDRA Distribution Folder": [[23, "assign-meddra-distribution-folder"], [24, "assign-meddra-distribution-folder"]], "Attributes": [[5, "attributes"], [11, "attributes"]], "Attribution": [[17, "attribution"]], "Background": [[29, "background"], [30, "background"], [31, "background"]], "Bootstrap CI": [[30, "bootstrap-ci"]], "Bubble Plot": [[30, "bubble-plot"]], "CDISC Foundational Standards": [[32, "cdisc-foundational-standards"]], "CDISC Resource": [[32, "cdisc-resource"]], "Changelog": [[16, "changelog"]], "Classes": [[1, "classes"], [2, "classes"], [3, "classes"], [4, "classes"], [5, "classes"], [6, "classes"], [7, "classes"], [8, "classes"], [11, "classes"], [12, "classes"], [13, "classes"], [14, "classes"], [15, "classes"]], "Code of Conduct": [[17, "code-of-conduct"], [18, "code-of-conduct"]], "Cohen\u2019s Kappa Interpretation (Cohen, 1960)": [[30, "id21"]], "Cohen\u2019s Kappa Interpretation (McHugh, 2012)": [[30, "id22"]], "Cohen\u2019s \\kappa = -0.7241379310344827": [[30, "id28"]], "Cohen\u2019s \\kappa = -1": [[30, "id27"]], "Cohen\u2019s \\kappa = 0": [[30, "id23"], [30, "id24"]], "Cohen\u2019s \\kappa = 1": [[30, "id25"], [30, "id26"]], "Contributing": [[18, "contributing"], [28, "contributing"]], "Count of Ratings": [[31, "tbl-count1"]], "Counts for 2 categories": [[30, "id19"]], "Counts for 3 or more categories": [[30, "id20"]], "Credits": [[28, "credits"]], "Enforcement": [[17, "enforcement"]], "Example - Group-1": [[29, "example-group-1"], [30, "example-group-1"], [31, "example-group-1"]], "Example 1": [[20, "example-1"]], "Extensions": [[30, "extensions"]], "FMQ Tree": [[25, "fmq-tree"]], "Find MedDRA Terms Across Different Hierarchical Levels": [[23, "find-meddra-terms-across-different-hierarchical-levels"]], "Find MedDRA Terms Given a SMQ": [[24, "find-meddra-terms-given-a-smq"]], "Find MedDRA Terms Within a Given Hierarchical Level": [[23, "find-meddra-terms-within-a-given-hierarchical-level"]], "Find SMQ Terms": [[24, "find-smq-terms"]], "Find Terms Given a FMQ": [[25, "find-terms-given-a-fmq"]], "Fix Bugs": [[18, "fix-bugs"]], "Fleiss\u2019s \\kappa = -0.0909090909090909": [[31, "id8"]], "Fleiss\u2019s \\kappa = 1.0": [[31, "id7"]], "Functions": [[5, "functions"], [12, "functions"], [14, "functions"]], "Get Started!": [[18, "get-started"]], "H/Clinical/Grouped Summary": [[20, "h-clinical-grouped-summary"]], "H/MedDRA/(MLGs by CIOMS)": [[26, "h-meddra-mlgs-by-cioms"]], "H/MedDRA/Basics": [[23, "h-meddra-basics"]], "H/MedDRA/FMQs by FDA": [[25, "h-meddra-fmqs-by-fda"]], "H/MedDRA/SMQs by ICH": [[24, "h-meddra-smqs-by-ich"]], "H/eCTD/3.2/Heading": [[21, "h-ectd-3-2-heading"]], "H/eCTD/4.0/Heading": [[22, "h-ectd-4-0-heading"]], "How to Cite": [[28, "how-to-cite"]], "How-to": [[29, "how-to"], [29, "id5"], [30, "how-to"], [31, "how-to"]], "Implement Features": [[18, "implement-features"]], "Installation": [[28, "installation"]], "Interpretation of Cohen\u2019s Kappa Suggested in Literature": [[30, "interpretation-of-cohen-s-kappa-suggested-in-literature"]], "Kendall\u2019s \\tau = -1.0": [[29, "id3"]], "Kendall\u2019s \\tau = 1.0": [[29, "tbl-ex1"]], "Lab Exercise": [[29, "lab-exercise"], [30, "lab-exercise"], [31, "lab-exercise"], [31, "id4"]], "License": [[28, "license"]], "Module Contents": [[1, "module-contents"], [2, "module-contents"], [3, "module-contents"], [6, "module-contents"], [8, "module-contents"], [11, "module-contents"], [12, "module-contents"], [13, "module-contents"], [15, "module-contents"]], "More Details": [[31, "more-details"]], "Notation": [[29, "notation"], [30, "notation"], [31, "notation"]], "Observed Value": [[29, "tbl-count1"]], "Other Options": [[23, "other-options"], [27, "other-options"]], "Our Pledge": [[17, "our-pledge"]], "Our Responsibilities": [[17, "our-responsibilities"]], "Our Standards": [[17, "our-standards"]], "Package Contents": [[4, "package-contents"], [5, "package-contents"], [7, "package-contents"], [14, "package-contents"]], "Pull Request Guidelines": [[18, "pull-request-guidelines"]], "Reference": [[21, "reference"], [22, "reference"], [23, "reference"], [24, "reference"], [25, "reference"], [26, "reference"], [29, "reference"], [30, "reference"], [31, "reference"], [32, "reference"], [33, "reference"]], "Report Bugs": [[18, "report-bugs"]], "Resources": [[32, "resources"]], "STD/CDISC/Basics": [[32, "std-cdisc-basics"]], "STD/ISO/PDF": [[33, "std-iso-pdf"]], "Save Demo FMQ List to Local": [[25, "save-demo-fmq-list-to-local"]], "Scope": [[17, "scope"]], "Select CDISC Version": [[32, "select-cdisc-version"]], "StatLab/Cohen\u2019s Kappa": [[30, "statlab-cohen-s-kappa"]], "StatLab/Corr/Kendall\u2019s tau": [[29, "statlab-corr-kendall-s-tau"]], "StatLab/Fleiss\u2019s Kappa": [[31, "statlab-fleiss-s-kappa"]], "Submit Feedback": [[18, "submit-feedback"]], "Submodules": [[4, "submodules"], [7, "submodules"], [10, "submodules"], [14, "submodules"]], "Subpackages": [[5, "subpackages"]], "Table of Contents": [[28, "table-of-contents"]], "The Comprehensive Table of Contents Headings and Hierarchy (CTOC) by FDA": [[21, "the-comprehensive-table-of-contents-headings-and-hierarchy-ctoc-by-fda"], [22, "the-comprehensive-table-of-contents-headings-and-hierarchy-ctoc-by-fda"]], "Types of Contributions": [[18, "types-of-contributions"]], "U/Graph/Categorical Plots Using catPlotter": [[19, "u-graph-categorical-plots-using-catplotter"]], "U/System/List Folder Contents": [[27, "u-system-list-folder-contents"]], "Usage": [[28, "usage"]], "Weighted \\kappa": [[30, "weighted-kappa"]], "Write Documentation": [[18, "write-documentation"]], "mtbp3": [[5, "module-mtbp3"], [28, "mtbp3"]], "mtbp3.health": [[4, "module-mtbp3.health"]], "mtbp3.health.clinical": [[1, "module-mtbp3.health.clinical"]], "mtbp3.health.ectd": [[2, "module-mtbp3.health.ectd"]], "mtbp3.health.emt": [[3, "module-mtbp3.health.emt"]], "mtbp3.statlab": [[7, "module-mtbp3.statlab"]], "mtbp3.statlab.corr": [[6, "module-mtbp3.statlab.corr"]], "mtbp3.statlab.kappa": [[8, "module-mtbp3.statlab.kappa"]], "mtbp3.stdcdisc": [[9, "module-mtbp3.stdcdisc"]], "mtbp3.stdiso": [[10, "module-mtbp3.stdiso"]], "mtbp3.stdiso.pdfsummary": [[11, "module-mtbp3.stdiso.pdfsummary"]], "mtbp3.util": [[14, "module-mtbp3.util"]], "mtbp3.util.cdt": [[12, "module-mtbp3.util.cdt"]], "mtbp3.util.cdtg": [[13, "module-mtbp3.util.cdtg"]], "mtbp3.util.lsr": [[15, "module-mtbp3.util.lsr"]], "v0.1.10 (2024-02-07)": [[16, "v0-1-10-2024-02-07"]], "v0.1.15 (2024-02-09)": [[16, "v0-1-15-2024-02-09"]], "v0.1.18 (2024-02-12)": [[16, "v0-1-18-2024-02-12"]], "v0.1.22 (2024-02-18)": [[16, "v0-1-22-2024-02-18"]], "v0.1.3 (2024-01-12)": [[16, "v0-1-3-2024-01-12"]], "v0.1.39 (2024-02-21)": [[16, "v0-1-39-2024-02-21"]], "v0.1.4 (2024-01-28)": [[16, "v0-1-4-2024-01-28"]], "v0.1.42 (2024-02-27)": [[16, "v0-1-42-2024-02-27"]], "v0.1.43 (2024-02-29)": [[16, "v0-1-43-2024-02-29"]], "v0.1.48 (2024-03-15)": [[16, "v0-1-48-2024-03-15"]], "v0.1.5 (2024-01-30)": [[16, "v0-1-5-2024-01-30"]], "v0.1.50 (2024-03-21)": [[16, "v0-1-50-2024-03-21"]], "v0.1.6 (2024-02-05)": [[16, "v0-1-6-2024-02-05"]], "v0.1.7 (2024-02-07)": [[16, "v0-1-7-2024-02-07"]], "v0.2.11 (2024-06-18)": [[16, "v0-2-11-2024-06-18"]], "v0.2.13 (2024-07-03)": [[16, "v0-2-13-2024-07-03"]], "v0.2.2 (2024-03-28)": [[16, "v0-2-2-2024-03-28"]], "v0.2.4 (2024-05-13)": [[16, "v0-2-4-2024-05-13"]], "v0.2.8 (2024-05-13)": [[16, "v0-2-8-2024-05-13"]], "v0.2.9 (2024-06-11)": [[16, "v0-2-9-2024-06-11"]]}, "docnames": ["autoapi/index", "autoapi/mtbp3/health/clinical/index", "autoapi/mtbp3/health/ectd/index", "autoapi/mtbp3/health/emt/index", "autoapi/mtbp3/health/index", "autoapi/mtbp3/index", "autoapi/mtbp3/statlab/corr/index", "autoapi/mtbp3/statlab/index", "autoapi/mtbp3/statlab/kappa/index", "autoapi/mtbp3/stdcdisc/index", "autoapi/mtbp3/stdiso/index", "autoapi/mtbp3/stdiso/pdfsummary/index", "autoapi/mtbp3/util/cdt/index", "autoapi/mtbp3/util/cdtg/index", "autoapi/mtbp3/util/index", "autoapi/mtbp3/util/lsr/index", "changelog", "conduct", "contributing", "example_cdtg", "example_clinical", "example_ectd", "example_ectd2", "example_emt", "example_emt2", "example_emt3", "example_emt4", "example_files", "index", "statlab_corr_tau", "statlab_kappa", "statlab_kappa2", "std_cdisc", "std_iso_pdf"], "envversion": {"sphinx": 61, "sphinx.domains.c": 3, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 9, "sphinx.domains.index": 1, "sphinx.domains.javascript": 3, "sphinx.domains.math": 2, "sphinx.domains.python": 4, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.viewcode": 1}, "filenames": ["autoapi/index.rst", "autoapi/mtbp3/health/clinical/index.rst", "autoapi/mtbp3/health/ectd/index.rst", "autoapi/mtbp3/health/emt/index.rst", "autoapi/mtbp3/health/index.rst", "autoapi/mtbp3/index.rst", "autoapi/mtbp3/statlab/corr/index.rst", "autoapi/mtbp3/statlab/index.rst", "autoapi/mtbp3/statlab/kappa/index.rst", "autoapi/mtbp3/stdcdisc/index.rst", "autoapi/mtbp3/stdiso/index.rst", "autoapi/mtbp3/stdiso/pdfsummary/index.rst", "autoapi/mtbp3/util/cdt/index.rst", "autoapi/mtbp3/util/cdtg/index.rst", "autoapi/mtbp3/util/index.rst", "autoapi/mtbp3/util/lsr/index.rst", "changelog.md", "conduct.md", "contributing.md", "example_cdtg.ipynb", "example_clinical.ipynb", "example_ectd.ipynb", "example_ectd2.ipynb", "example_emt.ipynb", "example_emt2.ipynb", "example_emt3.ipynb", "example_emt4.ipynb", "example_files.ipynb", "index.md", "statlab_corr_tau.rst", "statlab_kappa.rst", "statlab_kappa2.rst", "std_cdisc.ipynb", "std_iso_pdf.ipynb"], "indexentries": {"__calculate_cohen_kappa() (mtbp3.statlab.kappa.kappacalculator static method)": [[8, "mtbp3.statlab.kappa.KappaCalculator.__calculate_cohen_kappa", false]], "__calculate_cohen_kappa() (mtbp3.statlab.kappacalculator static method)": [[7, "mtbp3.statlab.KappaCalculator.__calculate_cohen_kappa", false]], "__calculate_fleiss_kappa() (mtbp3.statlab.kappa.kappacalculator static method)": [[8, "mtbp3.statlab.kappa.KappaCalculator.__calculate_fleiss_kappa", false]], "__calculate_fleiss_kappa() (mtbp3.statlab.kappacalculator static method)": [[7, "mtbp3.statlab.KappaCalculator.__calculate_fleiss_kappa", false]], "__convert_2dlist_to_string() (mtbp3.statlab.kappa.kappacalculator static method)": [[8, "mtbp3.statlab.kappa.KappaCalculator.__convert_2dlist_to_string", false]], "__convert_2dlist_to_string() (mtbp3.statlab.kappacalculator static method)": [[7, "mtbp3.statlab.KappaCalculator.__convert_2dlist_to_string", false]], "__g() (mtbp3.statlab.corr.corrcalculator static method)": [[6, "mtbp3.statlab.corr.CorrCalculator.__g", false]], "__init__() (mtbp3.health.clinical.summary_by_group method)": [[1, "mtbp3.health.clinical.summary_by_group.__init__", false]], "__list_tree_df() (mtbp3.listtree method)": [[5, "mtbp3.ListTree.__list_tree_df", false]], "__list_tree_df() (mtbp3.util.cdt.listtree method)": [[12, "mtbp3.util.cdt.ListTree.__list_tree_df", false]], "__list_tree_df() (mtbp3.util.listtree method)": [[14, "mtbp3.util.ListTree.__list_tree_df", false]], "__list_tree_pre() (mtbp3.listtree method)": [[5, "mtbp3.ListTree.__list_tree_pre", false]], "__list_tree_pre() (mtbp3.util.cdt.listtree method)": [[12, "mtbp3.util.cdt.ListTree.__list_tree_pre", false]], "__list_tree_pre() (mtbp3.util.listtree method)": [[14, "mtbp3.util.ListTree.__list_tree_pre", false]], "__load_list() (mtbp3.health.ectd.ctoc_by_fda method)": [[2, "mtbp3.health.ectd.ctoc_by_fda.__load_list", false]], "__version__ (in module mtbp3)": [[5, "mtbp3.__version__", false]], "_root (in module mtbp3)": [[5, "mtbp3._ROOT", false]], "all_str_digit() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.all_str_digit", false]], "all_str_digit() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.all_str_digit", false]], "assert_terms() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.assert_terms", false]], "assert_terms() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.assert_terms", false]], "bootstrap_cohen_ci() (mtbp3.statlab.kappa.kappacalculator method)": [[8, "mtbp3.statlab.kappa.KappaCalculator.bootstrap_cohen_ci", false]], "bootstrap_cohen_ci() (mtbp3.statlab.kappacalculator method)": [[7, "mtbp3.statlab.KappaCalculator.bootstrap_cohen_ci", false]], "boxplot() (mtbp3.catplotter method)": [[5, "mtbp3.catPlotter.boxplot", false]], "boxplot() (mtbp3.util.catplotter method)": [[14, "mtbp3.util.catPlotter.boxplot", false]], "boxplot() (mtbp3.util.cdtg.catplotter method)": [[13, "mtbp3.util.cdtg.catPlotter.boxplot", false]], "calculate_kendall_tau() (mtbp3.statlab.corr.corrcalculator method)": [[6, "mtbp3.statlab.corr.CorrCalculator.calculate_kendall_tau", false]], "catplotter (class in mtbp3)": [[5, "mtbp3.catPlotter", false]], "catplotter (class in mtbp3.util)": [[14, "mtbp3.util.catPlotter", false]], "catplotter (class in mtbp3.util.cdtg)": [[13, "mtbp3.util.cdtg.catPlotter", false]], "corrcalculator (class in mtbp3.statlab.corr)": [[6, "mtbp3.statlab.corr.CorrCalculator", false]], "count_by_group() (mtbp3.health.clinical.summary_by_group method)": [[1, "id1", false], [1, "mtbp3.health.clinical.summary_by_group.count_by_group", false]], "count_to_cate() (mtbp3.health.clinical.summary_by_group method)": [[1, "id2", false], [1, "mtbp3.health.clinical.summary_by_group.count_to_cate", false]], "create_bubble_plot() (mtbp3.statlab.kappa.kappacalculator method)": [[8, "mtbp3.statlab.kappa.KappaCalculator.create_bubble_plot", false]], "create_bubble_plot() (mtbp3.statlab.kappacalculator method)": [[7, "mtbp3.statlab.KappaCalculator.create_bubble_plot", false]], "ctoc_by_fda (class in mtbp3.health.ectd)": [[2, "mtbp3.health.ectd.ctoc_by_fda", false]], "df (mtbp3.health.clinical.summary_by_group attribute)": [[1, "mtbp3.health.clinical.summary_by_group.df", false]], "diff_2cols_in_1df() (in module mtbp3)": [[5, "mtbp3.diff_2cols_in_1df", false]], "diff_2cols_in_1df() (in module mtbp3.util)": [[14, "mtbp3.util.diff_2cols_in_1df", false]], "diff_2cols_in_1df() (in module mtbp3.util.cdt)": [[12, "mtbp3.util.cdt.diff_2cols_in_1df", false]], "diff_2cols_in_2df() (in module mtbp3)": [[5, "mtbp3.diff_2cols_in_2df", false]], "diff_2cols_in_2df() (in module mtbp3.util)": [[14, "mtbp3.util.diff_2cols_in_2df", false]], "diff_2cols_in_2df() (in module mtbp3.util.cdt)": [[12, "mtbp3.util.cdt.diff_2cols_in_2df", false]], "emt (class in mtbp3.health)": [[4, "mtbp3.health.Emt", false]], "emt (class in mtbp3.health.emt)": [[3, "mtbp3.health.emt.Emt", false]], "expected_file_lists() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.expected_file_lists", false]], "expected_file_lists() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.expected_file_lists", false]], "find_files() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.find_files", false]], "find_files() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.find_files", false]], "find_fmq() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.find_fmq", false]], "find_fmq() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.find_fmq", false]], "find_fmq_file() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.find_fmq_file", false]], "find_fmq_file() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.find_fmq_file", false]], "find_hlgt() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.find_hlgt", false]], "find_hlgt() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.find_hlgt", false]], "find_hlt() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.find_hlt", false]], "find_hlt() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.find_hlt", false]], "find_llt() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.find_llt", false]], "find_llt() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.find_llt", false]], "find_llt_given_pt() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.find_llt_given_pt", false]], "find_llt_given_pt() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.find_llt_given_pt", false]], "find_llt_given_soc() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.find_llt_given_soc", false]], "find_llt_given_soc() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.find_llt_given_soc", false]], "find_pt() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.find_pt", false]], "find_pt() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.find_pt", false]], "find_pt_given_soc() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.find_pt_given_soc", false]], "find_pt_given_soc() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.find_pt_given_soc", false]], "find_section_given_words() (mtbp3.health.ectd.ctoc_by_fda method)": [[2, "mtbp3.health.ectd.ctoc_by_fda.find_section_given_words", false]], "find_smq() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.find_smq", false]], "find_smq() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.find_smq", false]], "find_soc() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.find_soc", false]], "find_soc() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.find_soc", false]], "find_soc_given_pt() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.find_soc_given_pt", false]], "find_soc_given_pt() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.find_soc_given_pt", false]], "find_term_wi_level() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.find_term_wi_level", false]], "find_term_wi_level() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.find_term_wi_level", false]], "find_terms_given_fmq() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.find_terms_given_fmq", false]], "find_terms_given_fmq() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.find_terms_given_fmq", false]], "find_terms_given_smq() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.find_terms_given_smq", false]], "find_terms_given_smq() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.find_terms_given_smq", false]], "find_terms_given_smq_sub() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.find_terms_given_smq_sub", false]], "find_terms_given_smq_sub() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.find_terms_given_smq_sub", false]], "folder_name (mtbp3.health.emt attribute)": [[4, "mtbp3.health.Emt.folder_name", false]], "folder_name (mtbp3.health.emt.emt attribute)": [[3, "mtbp3.health.emt.Emt.folder_name", false]], "generate_dataset() (mtbp3.health.clinical.summary_by_group method)": [[1, "mtbp3.health.clinical.summary_by_group.generate_dataset", false]], "generate_dataset() (mtbp3.health.clinical.summary_by_group static method)": [[1, "id0", false]], "generate_example_dataset() (mtbp3.catplotter static method)": [[5, "mtbp3.catPlotter.generate_example_dataset", false]], "generate_example_dataset() (mtbp3.util.catplotter static method)": [[14, "mtbp3.util.catPlotter.generate_example_dataset", false]], "generate_example_dataset() (mtbp3.util.cdtg.catplotter static method)": [[13, "mtbp3.util.cdtg.catPlotter.generate_example_dataset", false]], "get_data() (in module mtbp3)": [[5, "mtbp3.get_data", false]], "kappacalculator (class in mtbp3.statlab)": [[7, "mtbp3.statlab.KappaCalculator", false]], "kappacalculator (class in mtbp3.statlab.kappa)": [[8, "mtbp3.statlab.kappa.KappaCalculator", false]], "lineplot() (mtbp3.catplotter method)": [[5, "mtbp3.catPlotter.lineplot", false]], "lineplot() (mtbp3.util.catplotter method)": [[14, "mtbp3.util.catPlotter.lineplot", false]], "lineplot() (mtbp3.util.cdtg.catplotter method)": [[13, "mtbp3.util.cdtg.catPlotter.lineplot", false]], "list_files() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.list_files", false]], "list_files() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.list_files", false]], "list_files() (mtbp3.health.lsrtree method)": [[4, "mtbp3.health.LsrTree.list_files", false]], "list_files() (mtbp3.lsrtree method)": [[5, "mtbp3.LsrTree.list_files", false]], "list_files() (mtbp3.util.lsr.lsrtree method)": [[15, "mtbp3.util.lsr.LsrTree.list_files", false]], "list_files() (mtbp3.util.lsrtree method)": [[14, "mtbp3.util.LsrTree.list_files", false]], "list_files_dataframe() (mtbp3.health.lsrtree method)": [[4, "mtbp3.health.LsrTree.list_files_dataframe", false]], "list_files_dataframe() (mtbp3.lsrtree method)": [[5, "mtbp3.LsrTree.list_files_dataframe", false]], "list_files_dataframe() (mtbp3.util.lsr.lsrtree method)": [[15, "mtbp3.util.lsr.LsrTree.list_files_dataframe", false]], "list_files_dataframe() (mtbp3.util.lsrtree method)": [[14, "mtbp3.util.LsrTree.list_files_dataframe", false]], "list_files_json() (mtbp3.health.lsrtree method)": [[4, "mtbp3.health.LsrTree.list_files_json", false]], "list_files_json() (mtbp3.lsrtree method)": [[5, "mtbp3.LsrTree.list_files_json", false]], "list_files_json() (mtbp3.util.lsr.lsrtree method)": [[15, "mtbp3.util.lsr.LsrTree.list_files_json", false]], "list_files_json() (mtbp3.util.lsrtree method)": [[14, "mtbp3.util.LsrTree.list_files_json", false]], "list_files_list() (mtbp3.health.lsrtree method)": [[4, "mtbp3.health.LsrTree.list_files_list", false]], "list_files_list() (mtbp3.lsrtree method)": [[5, "mtbp3.LsrTree.list_files_list", false]], "list_files_list() (mtbp3.util.lsr.lsrtree method)": [[15, "mtbp3.util.lsr.LsrTree.list_files_list", false]], "list_files_list() (mtbp3.util.lsrtree method)": [[14, "mtbp3.util.LsrTree.list_files_list", false]], "list_files_string() (mtbp3.health.lsrtree method)": [[4, "mtbp3.health.LsrTree.list_files_string", false]], "list_files_string() (mtbp3.lsrtree method)": [[5, "mtbp3.LsrTree.list_files_string", false]], "list_files_string() (mtbp3.util.lsr.lsrtree method)": [[15, "mtbp3.util.lsr.LsrTree.list_files_string", false]], "list_files_string() (mtbp3.util.lsrtree method)": [[14, "mtbp3.util.LsrTree.list_files_string", false]], "list_files_tree() (mtbp3.health.lsrtree method)": [[4, "mtbp3.health.LsrTree.list_files_tree", false]], "list_files_tree() (mtbp3.lsrtree method)": [[5, "mtbp3.LsrTree.list_files_tree", false]], "list_files_tree() (mtbp3.util.lsr.lsrtree method)": [[15, "mtbp3.util.lsr.LsrTree.list_files_tree", false]], "list_files_tree() (mtbp3.util.lsrtree method)": [[14, "mtbp3.util.LsrTree.list_files_tree", false]], "list_tree() (mtbp3.listtree method)": [[5, "mtbp3.ListTree.list_tree", false]], "list_tree() (mtbp3.util.cdt.listtree method)": [[12, "mtbp3.util.cdt.ListTree.list_tree", false]], "list_tree() (mtbp3.util.listtree method)": [[14, "mtbp3.util.ListTree.list_tree", false]], "listtree (class in mtbp3)": [[5, "mtbp3.ListTree", false]], "listtree (class in mtbp3.util)": [[14, "mtbp3.util.ListTree", false]], "listtree (class in mtbp3.util.cdt)": [[12, "mtbp3.util.cdt.ListTree", false]], "load_fmq() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.load_fmq", false]], "load_fmq() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.load_fmq", false]], "load_fmq_default() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.load_fmq_default", false]], "load_fmq_default() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.load_fmq_default", false]], "load_llt() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.load_llt", false]], "load_llt() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.load_llt", false]], "load_smq() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.load_smq", false]], "load_smq() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.load_smq", false]], "lsr (mtbp3.health.emt attribute)": [[4, "mtbp3.health.Emt.lsr", false]], "lsr (mtbp3.health.emt.emt attribute)": [[3, "mtbp3.health.emt.Emt.lsr", false]], "lsrtree (class in mtbp3)": [[5, "mtbp3.LsrTree", false]], "lsrtree (class in mtbp3.health)": [[4, "mtbp3.health.LsrTree", false]], "lsrtree (class in mtbp3.util)": [[14, "mtbp3.util.LsrTree", false]], "lsrtree (class in mtbp3.util.lsr)": [[15, "mtbp3.util.lsr.LsrTree", false]], "module": [[1, "module-mtbp3.health.clinical", false], [2, "module-mtbp3.health.ectd", false], [3, "module-mtbp3.health.emt", false], [4, "module-mtbp3.health", false], [5, "module-mtbp3", false], [6, "module-mtbp3.statlab.corr", false], [7, "module-mtbp3.statlab", false], [8, "module-mtbp3.statlab.kappa", false], [9, "module-mtbp3.stdcdisc", false], [10, "module-mtbp3.stdiso", false], [11, "module-mtbp3.stdiso.pdfsummary", false], [12, "module-mtbp3.util.cdt", false], [13, "module-mtbp3.util.cdtg", false], [14, "module-mtbp3.util", false], [15, "module-mtbp3.util.lsr", false]], "month (mtbp3.health.emt attribute)": [[4, "mtbp3.health.Emt.month", false]], "month (mtbp3.health.emt.emt attribute)": [[3, "mtbp3.health.emt.Emt.month", false]], "mtbp3": [[5, "module-mtbp3", false]], "mtbp3.health": [[4, "module-mtbp3.health", false]], "mtbp3.health.clinical": [[1, "module-mtbp3.health.clinical", false]], "mtbp3.health.ectd": [[2, "module-mtbp3.health.ectd", false]], "mtbp3.health.emt": [[3, "module-mtbp3.health.emt", false]], "mtbp3.statlab": [[7, "module-mtbp3.statlab", false]], "mtbp3.statlab.corr": [[6, "module-mtbp3.statlab.corr", false]], "mtbp3.statlab.kappa": [[8, "module-mtbp3.statlab.kappa", false]], "mtbp3.stdcdisc": [[9, "module-mtbp3.stdcdisc", false]], "mtbp3.stdiso": [[10, "module-mtbp3.stdiso", false]], "mtbp3.stdiso.pdfsummary": [[11, "module-mtbp3.stdiso.pdfsummary", false]], "mtbp3.util": [[14, "module-mtbp3.util", false]], "mtbp3.util.cdt": [[12, "module-mtbp3.util.cdt", false]], "mtbp3.util.cdtg": [[13, "module-mtbp3.util.cdtg", false]], "mtbp3.util.lsr": [[15, "module-mtbp3.util.lsr", false]], "pdf_obj (in module mtbp3.stdiso.pdfsummary)": [[11, "mtbp3.stdiso.pdfsummary.pdf_obj", false]], "pdfsummary (class in mtbp3.stdiso.pdfsummary)": [[11, "mtbp3.stdiso.pdfsummary.pdfSummary", false]], "plot_y_list() (mtbp3.statlab.corr.corrcalculator method)": [[6, "mtbp3.statlab.corr.CorrCalculator.plot_y_list", false]], "save_fmq_consolidated_list_csv() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.save_fmq_consolidated_list_csv", false]], "save_fmq_consolidated_list_csv() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.save_fmq_consolidated_list_csv", false]], "show_ctoc_tree() (mtbp3.health.ectd.ctoc_by_fda method)": [[2, "mtbp3.health.ectd.ctoc_by_fda.show_ctoc_tree", false]], "show_fmq_tree() (mtbp3.health.emt method)": [[4, "mtbp3.health.Emt.show_fmq_tree", false]], "show_fmq_tree() (mtbp3.health.emt.emt method)": [[3, "mtbp3.health.emt.Emt.show_fmq_tree", false]], "summarize_1nc_by_2group() (in module mtbp3)": [[5, "mtbp3.summarize_1nc_by_2group", false]], "summarize_1nc_by_2group() (in module mtbp3.util)": [[14, "mtbp3.util.summarize_1nc_by_2group", false]], "summarize_1nc_by_2group() (in module mtbp3.util.cdt)": [[12, "mtbp3.util.cdt.summarize_1nc_by_2group", false]], "summary_by_group (class in mtbp3.health.clinical)": [[1, "mtbp3.health.clinical.summary_by_group", false]], "update_parameters() (mtbp3.catplotter method)": [[5, "mtbp3.catPlotter.update_parameters", false]], "update_parameters() (mtbp3.util.catplotter method)": [[14, "mtbp3.util.catPlotter.update_parameters", false]], "update_parameters() (mtbp3.util.cdtg.catplotter method)": [[13, "mtbp3.util.cdtg.catPlotter.update_parameters", false]], "year (mtbp3.health.emt attribute)": [[4, "mtbp3.health.Emt.year", false]], "year (mtbp3.health.emt.emt attribute)": [[3, "mtbp3.health.emt.Emt.year", false]]}, "objects": {"": [[5, 0, 0, "-", "mtbp3"]], "mtbp3": [[5, 1, 1, "", "ListTree"], [5, 1, 1, "", "LsrTree"], [5, 3, 1, "", "_ROOT"], [5, 3, 1, "", "__version__"], [5, 1, 1, "", "catPlotter"], [5, 4, 1, "", "diff_2cols_in_1df"], [5, 4, 1, "", "diff_2cols_in_2df"], [5, 4, 1, "", "get_data"], [4, 0, 0, "-", "health"], [7, 0, 0, "-", "statlab"], [9, 0, 0, "-", "stdcdisc"], [10, 0, 0, "-", "stdiso"], [5, 4, 1, "", "summarize_1nc_by_2group"], [14, 0, 0, "-", "util"]], "mtbp3.ListTree": [[5, 2, 1, "", "__list_tree_df"], [5, 2, 1, "", "__list_tree_pre"], [5, 2, 1, "", "list_tree"]], "mtbp3.LsrTree": [[5, 2, 1, "", "list_files"], [5, 2, 1, "", "list_files_dataframe"], [5, 2, 1, "", "list_files_json"], [5, 2, 1, "", "list_files_list"], [5, 2, 1, "", "list_files_string"], [5, 2, 1, "", "list_files_tree"]], "mtbp3.catPlotter": [[5, 2, 1, "", "boxplot"], [5, 2, 1, "", "generate_example_dataset"], [5, 2, 1, "", "lineplot"], [5, 2, 1, "", "update_parameters"]], "mtbp3.health": [[4, 1, 1, "", "Emt"], [4, 1, 1, "", "LsrTree"], [1, 0, 0, "-", "clinical"], [2, 0, 0, "-", "ectd"], [3, 0, 0, "-", "emt"]], "mtbp3.health.Emt": [[4, 2, 1, "", "all_str_digit"], [4, 2, 1, "", "assert_terms"], [4, 2, 1, "", "expected_file_lists"], [4, 2, 1, "", "find_files"], [4, 2, 1, "", "find_fmq"], [4, 2, 1, "", "find_fmq_file"], [4, 2, 1, "", "find_hlgt"], [4, 2, 1, "", "find_hlt"], [4, 2, 1, "", "find_llt"], [4, 2, 1, "", "find_llt_given_pt"], [4, 2, 1, "", "find_llt_given_soc"], [4, 2, 1, "", "find_pt"], [4, 2, 1, "", "find_pt_given_soc"], [4, 2, 1, "", "find_smq"], [4, 2, 1, "", "find_soc"], [4, 2, 1, "", "find_soc_given_pt"], [4, 2, 1, "", "find_term_wi_level"], [4, 2, 1, "", "find_terms_given_fmq"], [4, 2, 1, "", "find_terms_given_smq"], [4, 2, 1, "", "find_terms_given_smq_sub"], [4, 5, 1, "", "folder_name"], [4, 2, 1, "", "list_files"], [4, 2, 1, "", "load_fmq"], [4, 2, 1, "", "load_fmq_default"], [4, 2, 1, "", "load_llt"], [4, 2, 1, "", "load_smq"], [4, 5, 1, "", "lsr"], [4, 5, 1, "", "month"], [4, 2, 1, "", "save_fmq_consolidated_list_csv"], [4, 2, 1, "", "show_fmq_tree"], [4, 5, 1, "", "year"]], "mtbp3.health.LsrTree": [[4, 2, 1, "", "list_files"], [4, 2, 1, "", "list_files_dataframe"], [4, 2, 1, "", "list_files_json"], [4, 2, 1, "", "list_files_list"], [4, 2, 1, "", "list_files_string"], [4, 2, 1, "", "list_files_tree"]], "mtbp3.health.clinical": [[1, 1, 1, "", "summary_by_group"]], "mtbp3.health.clinical.summary_by_group": [[1, 2, 1, "", "__init__"], [1, 2, 1, "id1", "count_by_group"], [1, 2, 1, "id2", "count_to_cate"], [1, 5, 1, "", "df"], [1, 2, 1, "id0", "generate_dataset"]], "mtbp3.health.ectd": [[2, 1, 1, "", "ctoc_by_fda"]], "mtbp3.health.ectd.ctoc_by_fda": [[2, 2, 1, "", "__load_list"], [2, 2, 1, "", "find_section_given_words"], [2, 2, 1, "", "show_ctoc_tree"]], "mtbp3.health.emt": [[3, 1, 1, "", "Emt"]], "mtbp3.health.emt.Emt": [[3, 2, 1, "", "all_str_digit"], [3, 2, 1, "", "assert_terms"], [3, 2, 1, "", "expected_file_lists"], [3, 2, 1, "", "find_files"], [3, 2, 1, "", "find_fmq"], [3, 2, 1, "", "find_fmq_file"], [3, 2, 1, "", "find_hlgt"], [3, 2, 1, "", "find_hlt"], [3, 2, 1, "", "find_llt"], [3, 2, 1, "", "find_llt_given_pt"], [3, 2, 1, "", "find_llt_given_soc"], [3, 2, 1, "", "find_pt"], [3, 2, 1, "", "find_pt_given_soc"], [3, 2, 1, "", "find_smq"], [3, 2, 1, "", "find_soc"], [3, 2, 1, "", "find_soc_given_pt"], [3, 2, 1, "", "find_term_wi_level"], [3, 2, 1, "", "find_terms_given_fmq"], [3, 2, 1, "", "find_terms_given_smq"], [3, 2, 1, "", "find_terms_given_smq_sub"], [3, 5, 1, "", "folder_name"], [3, 2, 1, "", "list_files"], [3, 2, 1, "", "load_fmq"], [3, 2, 1, "", "load_fmq_default"], [3, 2, 1, "", "load_llt"], [3, 2, 1, "", "load_smq"], [3, 5, 1, "", "lsr"], [3, 5, 1, "", "month"], [3, 2, 1, "", "save_fmq_consolidated_list_csv"], [3, 2, 1, "", "show_fmq_tree"], [3, 5, 1, "", "year"]], "mtbp3.statlab": [[7, 1, 1, "", "KappaCalculator"], [6, 0, 0, "-", "corr"], [8, 0, 0, "-", "kappa"]], "mtbp3.statlab.KappaCalculator": [[7, 2, 1, "", "__calculate_cohen_kappa"], [7, 2, 1, "", "__calculate_fleiss_kappa"], [7, 2, 1, "", "__convert_2dlist_to_string"], [7, 2, 1, "", "bootstrap_cohen_ci"], [7, 2, 1, "", "create_bubble_plot"]], "mtbp3.statlab.corr": [[6, 1, 1, "", "CorrCalculator"]], "mtbp3.statlab.corr.CorrCalculator": [[6, 2, 1, "", "__g"], [6, 2, 1, "", "calculate_kendall_tau"], [6, 2, 1, "", "plot_y_list"]], "mtbp3.statlab.kappa": [[8, 1, 1, "", "KappaCalculator"]], "mtbp3.statlab.kappa.KappaCalculator": [[8, 2, 1, "", "__calculate_cohen_kappa"], [8, 2, 1, "", "__calculate_fleiss_kappa"], [8, 2, 1, "", "__convert_2dlist_to_string"], [8, 2, 1, "", "bootstrap_cohen_ci"], [8, 2, 1, "", "create_bubble_plot"]], "mtbp3.stdiso": [[11, 0, 0, "-", "pdfsummary"]], "mtbp3.stdiso.pdfsummary": [[11, 1, 1, "", "pdfSummary"], [11, 3, 1, "", "pdf_obj"]], "mtbp3.util": [[14, 1, 1, "", "ListTree"], [14, 1, 1, "", "LsrTree"], [14, 1, 1, "", "catPlotter"], [12, 0, 0, "-", "cdt"], [13, 0, 0, "-", "cdtg"], [14, 4, 1, "", "diff_2cols_in_1df"], [14, 4, 1, "", "diff_2cols_in_2df"], [15, 0, 0, "-", "lsr"], [14, 4, 1, "", "summarize_1nc_by_2group"]], "mtbp3.util.ListTree": [[14, 2, 1, "", "__list_tree_df"], [14, 2, 1, "", "__list_tree_pre"], [14, 2, 1, "", "list_tree"]], "mtbp3.util.LsrTree": [[14, 2, 1, "", "list_files"], [14, 2, 1, "", "list_files_dataframe"], [14, 2, 1, "", "list_files_json"], [14, 2, 1, "", "list_files_list"], [14, 2, 1, "", "list_files_string"], [14, 2, 1, "", "list_files_tree"]], "mtbp3.util.catPlotter": [[14, 2, 1, "", "boxplot"], [14, 2, 1, "", "generate_example_dataset"], [14, 2, 1, "", "lineplot"], [14, 2, 1, "", "update_parameters"]], "mtbp3.util.cdt": [[12, 1, 1, "", "ListTree"], [12, 4, 1, "", "diff_2cols_in_1df"], [12, 4, 1, "", "diff_2cols_in_2df"], [12, 4, 1, "", "summarize_1nc_by_2group"]], "mtbp3.util.cdt.ListTree": [[12, 2, 1, "", "__list_tree_df"], [12, 2, 1, "", "__list_tree_pre"], [12, 2, 1, "", "list_tree"]], "mtbp3.util.cdtg": [[13, 1, 1, "", "catPlotter"]], "mtbp3.util.cdtg.catPlotter": [[13, 2, 1, "", "boxplot"], [13, 2, 1, "", "generate_example_dataset"], [13, 2, 1, "", "lineplot"], [13, 2, 1, "", "update_parameters"]], "mtbp3.util.lsr": [[15, 1, 1, "", "LsrTree"]], "mtbp3.util.lsr.LsrTree": [[15, 2, 1, "", "list_files"], [15, 2, 1, "", "list_files_dataframe"], [15, 2, 1, "", "list_files_json"], [15, 2, 1, "", "list_files_list"], [15, 2, 1, "", "list_files_string"], [15, 2, 1, "", "list_files_tree"]]}, "objnames": {"0": ["py", "module", "Python module"], "1": ["py", "class", "Python class"], "2": ["py", "method", "Python method"], "3": ["py", "data", "Python data"], "4": ["py", "function", "Python function"], "5": ["py", "attribute", "Python attribute"]}, "objtypes": {"0": "py:module", "1": "py:class", "2": "py:method", "3": "py:data", "4": "py:function", "5": "py:attribute"}, "terms": {"": [3, 4, 6, 7, 8, 16, 17, 18, 21, 22, 23, 25, 26], "0": [5, 6, 7, 8, 13, 14, 19, 20, 21, 23, 24, 25, 27, 28, 33], "0006": 30, "001316446002000104": 30, "0013164481041003070": 30, "00393": 26, "00577": 30, "022": 26, "036": 25, "05": 30, "06513872135102527": 30, "08": [27, 30], "1": [0, 1, 3, 4, 6, 7, 8, 17, 21, 22, 23, 24, 25, 26, 27, 32, 33], "10": [5, 13, 14, 19, 20, 21, 22, 24, 26, 30, 31], "100": [7, 8, 27, 29, 30, 31], "1000": [7, 8, 20, 30], "1007": 26, "1037": 31, "104": 25, "1093": 30, "11": [20, 21, 22, 29, 30, 31], "1111": 30, "11712": 25, "1177": 30, "12": [20, 21, 22, 29, 30, 31], "13": [20, 21, 22, 30], "14": [20, 21, 22], "1407": 20, "14289": 33, "14989733059548255": 31, "15": [19, 20, 21, 22, 23, 30, 31, 33], "159": 30, "15930": 33, "16": [21, 22], "17": [21, 22, 23, 24, 25], "174": 30, "1769": 20, "18": [20, 21, 22], "19": [21, 22, 27], "19005": 33, "1971": 31, "1977": 30, "1981": 30, "19908214": 23, "19926972": 23, "19986360": 23, "1_n": 29, "1j": 31, "2": [2, 6, 7, 8, 20, 22, 23, 24, 25, 26, 27, 29, 31, 32, 33], "20": [19, 20, 21, 22, 25, 30, 31], "2000": [20, 30], "2005": [30, 33], "2011": 33, "2012": [23, 33], "2013": [23, 24, 25, 26, 33], "2015": 23, "2016": 33, "2020": [21, 22, 23, 24, 25, 26], "2021": [21, 22, 33], "2022": 25, "2023": [21, 22, 23, 24, 25, 26, 33], "2024": [26, 27, 28, 33], "20982": 30, "21": [29, 30, 31], "210": 23, "22": [29, 30, 31], "2215244": 33, "2253": [21, 22], "23": [25, 30], "230": 24, "24": 31, "24517": 33, "25": 20, "257": 30, "26": [20, 23, 24, 25], "268": 30, "27": 20, "276": 30, "27_kappa": 31, "27s_kappa": 30, "28": 20, "282": 30, "29": 20, "2j": 31, "2r": 31, "3": [2, 20, 22, 23, 24, 25, 26, 29, 31, 32, 33], "30": [20, 30, 31], "31": [20, 30, 31], "32": [30, 31], "33": 30, "3399": 19, "34": [20, 30], "341x": 30, "35": 30, "37": 30, "378": 31, "382": 31, "39": [24, 27, 30], "3d": 33, "3j": 31, "4": [17, 20, 21, 23, 24, 25, 26, 29, 30, 31, 32, 33], "40": [20, 30, 31], "41": 30, "43": 20, "45": 30, "46": 30, "47": 20, "49": 30, "496558": 30, "5": [5, 13, 14, 19, 20, 21, 22, 23, 24, 25, 26, 29, 30, 31, 33], "50": [20, 30, 31], "500": 20, "52": 20, "53": 20, "55": 20, "56": 30, "57": 26, "577": 30, "582": 30, "59": 30, "6": [5, 7, 8, 13, 14, 19, 20, 21, 22, 23, 26, 29, 30, 33], "60": [30, 31], "63": 30, "64": 30, "65": 20, "68": 20, "687": 30, "699": 30, "69909345": 24, "69912916": 24, "69949049": 24, "7": [5, 13, 14, 20, 21, 22, 27, 30, 33], "70": [20, 30], "724138": 30, "76": 31, "77": 20, "79": 30, "8": [20, 21, 22, 25, 30], "80": 30, "81": 30, "82": 30, "839": 25, "85": 30, "9": [20, 21, 22, 30, 31], "90": 30, "907669": 30, "924": 23, "928": 23, "95": [7, 8, 30], "A": [1, 3, 4, 5, 6, 7, 8, 12, 13, 14, 21, 22, 23, 24, 25, 26, 30, 31, 32, 33], "As": [30, 32], "BE": [21, 22], "Being": 17, "By": [18, 28], "FOR": 29, "For": [23, 24, 26, 30, 31, 33], "If": [1, 3, 4, 5, 6, 7, 8, 12, 13, 14, 18, 20, 23, 24, 29, 33], "In": [17, 21, 22], "Ise": [21, 22], "It": [5, 7, 8, 28], "NOS": 25, "NOT": 25, "Not": 33, "That": 30, "The": [1, 3, 4, 5, 6, 7, 8, 12, 13, 14, 15, 17, 18, 19, 20, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33], "There": [24, 25], "To": [19, 20, 21, 22, 23, 24, 25, 27, 29, 30, 31, 32, 33], "_": 30, "__calculate_cohen_kappa": [7, 8], "__calculate_fleiss_kappa": [7, 8], "__convert_2dlist_to_str": [7, 8], "__g": 6, "__init__": 1, "__list_tree_df": [5, 12, 14], "__list_tree_pr": [5, 12, 14], "__load_list": 2, "__version__": [5, 28], "_e": 31, "_o": 31, "_root": 5, "a_valid_folder_path": 25, "ab": 29, "abdomen": 25, "abdomin": 25, "abid": [18, 28], "abnorm": 25, "about": [18, 24, 33], "abov": [25, 30], "absorpt": [21, 22], "abus": [17, 21, 22], "acceler": [21, 22], "accept": [17, 24], "access": [21, 22, 23, 32, 33], "accompani": [21, 22], "account": 17, "acquisit": 32, "acrobat": 33, "act": [17, 21, 22], "actarm": [5, 12, 14], "action": [17, 33], "activ": [23, 24, 25, 26], "active_onli": [3, 4], "acut": 25, "ad": [21, 22, 27], "adam": [21, 22, 32], "adapt": 17, "add": [16, 18, 23, 33], "addit": [5, 13, 14, 18, 25, 30], "address": [17, 21, 22], "adjust": [16, 29], "admin": 22, "administr": [21, 22], "adob": 33, "advanc": [17, 22, 23, 25], "adventiti": [21, 22], "advers": [21, 22, 25, 26], "advic": [21, 22], "advisori": [21, 22], "advoc": [29, 30, 31], "after": 27, "ag": 17, "agenc": [21, 22, 32], "agent": [21, 22], "aggrav": 25, "agre": [18, 28, 30], "agreement": [21, 30, 31], "alert": [21, 22], "algorithm": [16, 24, 25], "align": [16, 17, 25], "all": [3, 4, 5, 16, 17, 18, 20, 21, 22, 23, 24, 25, 31], "all_str_digit": [3, 4], "allow": [7, 8, 33], "almost": 30, "along": [5, 12, 14], "alreadi": 23, "also": [23, 24, 29, 30], "altern": 30, "although": [20, 29], "alwai": 18, "amend": [21, 22], "among": 31, "an": [1, 3, 4, 5, 13, 14, 17, 19, 20, 21, 22, 23, 25, 27, 28, 30, 33], "analys": [21, 22, 23, 24], "analysi": [21, 22, 29, 30, 31, 32], "analyt": [21, 22, 25], "analyz": 32, "anda": [21, 22], "ani": [17, 18, 21, 22, 29, 30, 31], "anim": [21, 22], "annot": [21, 22], "annual": [21, 22], "anoth": [19, 23], "anovulatori": 25, "antibacteri": [21, 22], "antibodi": [21, 22], "antigen": [21, 22], "antivir": [21, 22], "anyth": 18, "api": 23, "appear": 17, "append": 25, "appendic": [21, 22], "appl": 30, "appli": 17, "applic": [20, 21, 22], "appoint": 17, "apprais": 30, "appreci": 18, "approach": 26, "appropri": [17, 18], "approv": [21, 22], "approxim": 31, "ar": [3, 4, 5, 7, 8, 12, 14, 17, 18, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32], "archiv": 33, "argument": [5, 13, 14], "arm": [5, 12, 14], "arteri": 25, "articl": [18, 26, 30], "assai": [21, 22], "assert": [3, 4], "assert_term": [3, 4], "assertionerror": [3, 4], "assess": [21, 22], "associ": [3, 4, 21, 22], "assum": [30, 31], "assumpt": [29, 30, 31], "assur": [21, 22], "attack": 17, "attent": 17, "attribut": 21, "audienc": [21, 22], "audio": 33, "audit": [21, 22], "author": [21, 22, 25, 28, 29, 30, 31], "auto": 0, "autoapi": 0, "avail": [21, 22, 23, 25, 32], "averag": 31, "ax": 6, "axi": [5, 7, 8, 13, 14, 16], "axis_label": [6, 7, 8, 29], "b": [18, 26, 29, 31], "ba": [21, 22], "background": [21, 22], "bader": 26, "badg": 28, "ban": 17, "banerje": 30, "bar": 31, "base": [1, 4, 5, 7, 8, 12, 13, 14, 15, 21, 22, 24, 25, 32, 33], "basi": [21, 22], "basic": [19, 20, 24, 25], "basu": 30, "batch": [21, 22], "bauhin": 25, "bayesian": 30, "becom": 29, "befor": [18, 23], "begin": 32, "behavior": [16, 17], "below": [5, 12, 14, 28, 31], "best": 17, "between": [5, 6, 12, 14, 30], "beyond": 31, "bia": 30, "bias": 30, "bimo": [21, 22], "bin": 1, "bind": [21, 22], "binder": 16, "bioanalyt": [21, 22], "bioavail": [21, 22], "biochemia": 30, "bioequival": [21, 22], "biolog": 22, "biomark": [21, 22], "biomateri": [21, 22], "biometr": 30, "biopharmaceut": [21, 22], "birr": 25, "bit": 18, "bla": [21, 22], "bleed": 25, "blog": 18, "bodi": [17, 21, 22], "bool": [3, 4, 5, 6, 12, 14], "bootstrap": [7, 8, 31], "bootstrap_cohen_ci": [7, 8, 30], "both": [5, 12, 14, 17, 23, 29, 31], "box": [5, 13, 14, 19, 28], "boxplot": [5, 13, 14, 19], "branch": 18, "brennan": 30, "broad": 25, "brochur": [21, 22], "browser": 23, "bubbl": [7, 8, 16], "bug": 16, "bugfix": 18, "bullet": [30, 31], "bulletin": 31, "busi": [21, 22, 32], "byte": 33, "c": [23, 29, 30, 31], "cach": 19, "calcul": [1, 5, 6, 7, 8, 12, 14, 29, 30, 31], "calculate_kendall_tau": [6, 29], "calori": 20, "can": [7, 8, 18, 21, 22, 23, 24, 25, 29, 30, 31, 32, 33], "cannot": 19, "capit": 23, "car": 29, "carcinogen": [21, 22], "carnett": 25, "cartesian": 29, "carton": [21, 22], "case": [3, 4, 21, 22, 23, 25], "cat": 30, "cat_plot": 19, "catalog": 32, "categor": [1, 5, 12, 13, 14, 30, 31], "categori": [19, 24, 31], "catplott": [5, 13, 14], "caus": 30, "cber": 32, "cda": 16, "cdash": 32, "cder": 32, "cdisc": 28, "cdiscid": 32, "cdsic": 32, "cdt": [0, 14, 16, 28], "cdtg": [0, 14, 16, 19, 28], "cell": [21, 22], "certain": 33, "certif": [21, 22], "cervix": 25, "chanc": 31, "chang": [16, 18, 21, 22, 23], "character": [21, 22], "characterist": [21, 22], "charg": [21, 22], "check": [3, 4, 5, 12, 14, 18, 23, 25, 28], "checkout": 18, "child": 24, "choic": 30, "ci": 31, "circumst": 17, "claim": [21, 22], "clarifi": 17, "classif": 25, "clean": [21, 22], "clinic": [0, 4, 16, 21, 22, 23, 24, 25, 26, 28, 32], "clio": 25, "closur": [21, 22], "code": [3, 4, 23, 24, 25, 26, 28], "coeffici": [6, 29, 30], "cohen": [7, 8, 16, 31], "cohen_kappa": 30, "cohen_kappa_scor": 30, "col": [5, 12, 14], "col1": [5, 12, 14], "col2": [5, 12, 14], "coli": 25, "colic": 25, "collect": [20, 32], "color": 16, "column": [1, 5, 6, 12, 13, 14, 16, 23, 30, 31], "com": 30, "combin": [1, 5, 12, 14], "comment": [17, 21, 22], "commit": [17, 18, 21, 22], "committe": [21, 22], "common": [21, 22], "commonli": [23, 24, 25, 26, 33], "commun": [17, 23, 24, 25, 26, 32], "compar": [5, 12, 14, 21, 22, 32], "comparison": [21, 22], "complaint": 17, "complet": [25, 30], "complianc": [21, 22], "compliant": 33, "complic": 25, "compon": 22, "composit": [21, 22], "comput": 30, "concentr": [21, 22], "conclus": [21, 22], "concomit": 25, "condit": [24, 25], "conduct": 28, "confid": [7, 8, 30], "confidence_level": [7, 8, 30], "confidenti": 17, "conform": [18, 32], "consent": [21, 22], "consid": [3, 4, 17, 29], "consider": [30, 32], "consist": 32, "consolid": 25, "consortium": 32, "construct": 17, "contact": [17, 21, 22], "contain": [0, 1, 3, 4, 5, 6, 7, 8, 12, 14, 21, 22], "content": 25, "continu": [19, 32], "contribut": 17, "contributor": [17, 33], "control": [21, 22], "convent": 31, "convert": [1, 3, 4, 7, 8], "cookiecutt": 28, "copi": [18, 21, 22], "corpor": [21, 22], "corr": [0, 7, 28], "corrcalcul": [6, 29], "correct": [17, 21, 22, 25], "correl": [6, 21, 22, 28, 29], "correspond": [3, 4, 21, 22, 23, 29, 31], "could": [17, 30], "council": [23, 24, 25, 26], "count": [1, 7, 8, 16, 20, 24, 25, 27], "count_by_group": 1, "count_df": [7, 8], "count_sq_df": [7, 8], "count_str": [4, 5, 14, 15], "count_to_c": [1, 20], "cov": 31, "coven": 17, "cover": [21, 22], "creat": [0, 5, 7, 8, 12, 13, 14, 17, 18, 19, 27, 28, 29, 30, 32, 33], "create_bubble_plot": [7, 8, 30], "credit": 18, "crf": [21, 22], "cria": 25, "critic": [17, 21, 22, 30], "cross": [21, 22], "csv": [3, 4, 23, 25], "ctoc_by_fda": [2, 21, 22], "ctoc_vers": [2, 22], "current": [18, 21, 22, 23, 25, 26, 28, 33], "cutoff": [5, 12, 14], "cvalu": 19, "cvaluegroup": 19, "cycl": 25, "d": [25, 27, 29, 30], "data": [1, 5, 6, 7, 8, 13, 14, 16, 19, 20, 21, 22, 23, 25, 28, 30, 31, 32], "datafram": [1, 3, 4, 5, 6, 7, 8, 12, 13, 14, 15, 23, 24, 27], "dataset": [1, 5, 13, 14, 20, 21, 22], "date": [21, 22, 27, 32], "ddot": [30, 31], "debar": [21, 22], "decreas": 19, "deem": 17, "default": [1, 3, 4, 5, 6, 7, 8, 12, 13, 14, 15, 23, 25], "deferr": [21, 22], "defici": 25, "defin": [17, 25, 30], "definit": [21, 22, 24], "degre": 30, "dehisc": 25, "delai": 25, "demograph": [21, 22], "demonstr": [23, 24, 25], "depend": [21, 22, 28, 33], "deprecationwarn": 19, "deriv": 31, "derogatori": 17, "describ": [24, 25, 26, 27, 30, 31], "descript": [21, 22], "descriptor": 22, "design": [1, 21, 22, 26, 27], "desir": [7, 8], "desktop": 23, "detail": [17, 18, 24, 32], "determin": [7, 8, 17, 21, 22, 32], "develop": [18, 21, 22, 23, 24, 25, 26, 32], "development": [21, 22], "deviat": [21, 22], "devic": [21, 22], "df": [1, 5, 12, 13, 14, 20, 23], "df1": [5, 12, 14], "df2": [5, 12, 14], "diagnost": [21, 22], "dict": [5, 13, 14], "dictionari": [23, 24, 25, 26], "did": 31, "diff": [5, 12, 14], "diff_2cols_in_1df": [5, 12, 14], "diff_2cols_in_2df": [5, 12, 14], "differ": [5, 12, 14, 17, 30], "digit": [3, 4, 7, 8], "dillman": 26, "dimension": [6, 7, 8], "directori": [4, 5, 14, 15], "disabl": 17, "disagr": 30, "disclaim": [21, 22, 29, 30, 31], "disclosur": [21, 22], "discomfort": 25, "discontinu": [21, 22], "discuss": [30, 31], "diseas": [21, 22], "disord": 25, "displai": [7, 8, 21, 22], "disput": [21, 22], "dissemin": [21, 22], "distribut": [21, 22, 25, 30], "do": [17, 23], "doc": [16, 18, 21, 22, 29], "docstr": 18, "document": [0, 16, 21, 22, 24, 28, 32, 33], "doe": [1, 5, 12, 14, 23, 25, 26, 29, 30, 31], "dog": 30, "doi": [26, 30, 31], "domain": 25, "done": 18, "dosag": [21, 22], "dose": [21, 22], "down": 25, "download": [18, 23], "downstream": 24, "draft": [21, 22], "driven": 18, "drop": 25, "dropout": 20, "drug": [21, 22], "dsur": [21, 22], "dtype": [24, 25], "duclo": 23, "duke": 25, "duoden": 25, "durat": [21, 22], "dure": 25, "dutta": [23, 24, 25, 26], "dysfunct": 25, "dysmenorrhea": 25, "dysmenorrhoea": 25, "e": [17, 21, 22, 29, 30, 31, 33], "e3": [21, 22], "e316": [21, 22], "each": [3, 4, 6, 20, 24, 30, 31], "earli": [21, 22], "easier": [18, 29], "ecg": [21, 22], "ectd": [0, 4, 16, 28], "ectd_vers": [2, 22], "edg": 1, "edit": 17, "edu": 30, "educ": 30, "efficaci": [21, 22], "effici": 32, "effort": 32, "either": [3, 4, 7, 8, 25, 27], "el": 29, "electron": [17, 21, 22, 32], "element": [1, 3, 4, 6, 29], "elucid": [21, 22], "emb": 33, "embryofet": [21, 22], "embryon": [21, 22], "emerg": [21, 22], "empathi": 17, "empti": [1, 3, 4, 5, 13, 14, 23, 27, 33], "emt": [0, 4, 16, 23, 24, 25, 26, 28], "emt2": 16, "en": [29, 30, 31], "encrypt": 33, "encyclopedia": 29, "encyclopediaofmath": 29, "end": 32, "enforc": [21, 22], "engag": 32, "engin": 33, "english": [23, 24, 25], "enhanc": 18, "enough": 18, "enter": 25, "enterostomi": 25, "entri": 5, "environ": 17, "environment": [21, 22], "epigastr": 25, "eq": [29, 31], "equat": 31, "equip": [21, 22], "equiv": [29, 30], "eros": 25, "escherichia": 25, "estim": [30, 31], "etc": [23, 25, 32], "ethnic": 17, "eua": [21, 22], "evalu": [21, 22], "even": 18, "event": [17, 21, 22, 25], "everi": 18, "everyon": 17, "everyth": 33, "evolv": 32, "exact": 23, "exactli": 30, "exampl": [1, 4, 5, 13, 14, 15, 16, 17, 19, 23, 27, 28, 33], "except": [21, 22], "exchang": 32, "excipi": [21, 22], "exclud": [21, 22], "exclus": [21, 22], "excret": [21, 22], "execut": 20, "exhaust": 30, "exist": [1, 5, 12, 14], "expand": [21, 22], "expect": [3, 4, 17, 30, 31], "expected_file_list": [3, 4], "experi": [17, 21, 22], "expert": 26, "explain": 18, "explicit": 17, "express": [17, 29, 31], "extra": 23, "extrins": [21, 22], "f": 27, "face": 17, "facetgrid": [5, 13, 14], "facil": [21, 22], "factor": [21, 22, 30], "fair": [17, 30], "faith": 17, "fals": [2, 3, 4, 5, 6, 7, 8, 12, 14, 15, 23, 25], "fast": [21, 22], "faster": 23, "fda": [3, 4, 32, 33], "feel": 18, "fertil": [21, 22], "field": [21, 22], "fig_size_0": [5, 13, 14], "fig_size_1": [5, 13, 14], "figur": [5, 13, 14, 33], "file": [3, 4, 5, 14, 15, 21, 22, 23, 24, 27, 33], "file1": [4, 5, 14, 15], "file2": [4, 5, 14, 15], "file3": [4, 5, 14, 15], "file_path": [3, 4, 25], "file_s": 33, "file_typ": 27, "filenam": 23, "fill": 30, "filter": [3, 4], "filterwarn": 19, "fin": [3, 4], "final": [21, 22], "financi": [21, 22], "find": [3, 4, 28, 30, 31], "find_fil": [3, 4, 23, 24, 25], "find_fmq": [3, 4, 25], "find_fmq_fil": [3, 4, 25], "find_hlgt": [3, 4], "find_hlt": [3, 4], "find_llt": [3, 4], "find_llt_given_pt": [3, 4, 23], "find_llt_given_soc": [3, 4, 23], "find_pt": [3, 4, 23], "find_pt_given_soc": [3, 4, 23], "find_section_given_word": [2, 21, 22], "find_smq": [3, 4, 16, 24], "find_soc": [3, 4, 23], "find_soc_given_pt": [3, 4, 23], "find_term_wi_level": [3, 4], "find_terms_given_fmq": [3, 4, 25], "find_terms_given_smq": [3, 4, 24], "find_terms_given_smq_sub": [3, 4], "first": [5, 6, 7, 8, 12, 14, 23, 25, 30], "fix": [16, 29, 31], "flag": [3, 4], "flatten": 24, "fleiss": [7, 8, 16], "fleiss_kappa": 31, "float": [5, 6, 12, 14], "fmq": [3, 4, 16], "fmq_list": 25, "focus": 17, "folder": [3, 4, 25], "folder_nam": [3, 4, 23, 24, 25], "folder_path": [3, 4, 25], "follicl": 25, "follow": [17, 23, 30, 32], "font": 33, "foreign": [21, 22], "form": [21, 22], "format": [4, 5, 7, 8, 14, 15, 18, 21, 22, 23, 25, 27, 33], "formula": [21, 22], "foster": 17, "found": [5, 13, 14, 16, 21, 22, 23, 24, 25, 29, 30, 33], "frac": [29, 30, 31], "free": [17, 18], "freq": 30, "from": [5, 6, 17, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 31, 33], "fruit": 30, "full": 32, "function": [16, 18, 19, 20, 21, 22, 23, 24, 25, 26, 28, 31, 32, 33], "fungi": [21, 22], "further": [17, 21, 22, 23, 24, 27], "futur": 26, "futurewarn": 19, "g": [21, 22, 29, 30], "gastric": 25, "gastriti": 25, "gastro": 25, "gastroenter": 25, "gastroenterostomi": 25, "gastrointestin": 25, "gave": 31, "genbadg": 28, "gender": 17, "gene": [21, 22], "gener": [0, 1, 5, 13, 14, 19, 20, 21, 22, 23, 24, 28, 29], "generate_dataset": 1, "generate_example_dataset": [5, 13, 14], "genotox": [21, 22], "geq": [30, 31], "get": [3, 4, 23, 25], "get_data": 5, "git": 18, "github": [18, 23, 28], "given": [3, 4, 18, 19, 27, 30], "gnu": 28, "goal": 25, "good": 17, "gov": 30, "gp": [5, 12, 14], "gracefulli": 17, "graph": 28, "greatli": [18, 29], "gregori": 26, "grid": [5, 13, 14], "grid_col": [5, 13, 14], "grid_kw": [5, 13, 14], "grid_wrap": [5, 13, 14], "group": [1, 5, 12, 13, 14, 16, 19, 24, 25, 26, 28], "group_col": [5, 13, 14, 19], "group_col0": [5, 12, 14], "group_col1": [5, 12, 14], "group_column": 1, "grouped_df": 1, "gro\u00dfe": 26, "guarante": [21, 22], "guid": [21, 22, 32], "guidanc": [21, 22, 32], "guidelin": 28, "h": 29, "h0031619": 31, "ha": [21, 22, 24, 30], "hack": 30, "haemorrhag": 25, "hallgren": 30, "harass": 17, "harm": 17, "harmon": 32, "harmonis": [23, 24, 25, 26], "hat": [30, 31], "have": [17, 18, 23, 24, 30, 31, 32], "head": 20, "health": [0, 5, 20, 21, 22, 23, 24, 25, 28], "healthcar": [21, 22], "healthi": [21, 22], "heavi": 25, "height": [5, 13, 14], "helicobact": 25, "help": [18, 21, 22], "hepat": [21, 22], "here": [18, 24, 25, 28, 32], "hf": [21, 22], "hier": 16, "hierarch": 24, "hierarchi": [3, 4], "high": [20, 30], "higher": [30, 32], "hist": [7, 8, 16, 30], "histori": [21, 22, 25], "hlgt": [3, 4, 23], "hlt": [3, 4, 23], "holder": 26, "home": 19, "homepag": 17, "horizont": 19, "hormon": 25, "host": 25, "how": 18, "howev": 30, "hsu": 28, "htm": 30, "html": [28, 29], "http": [26, 28, 29, 30, 31, 32], "human": [21, 22, 23, 24, 25, 26], "hypomenorrhoea": 25, "i": [1, 3, 4, 5, 6, 7, 8, 12, 13, 14, 17, 18, 20, 21, 22, 23, 24, 25, 26, 28, 29, 30, 31, 32, 33], "i0": 31, "i1": [29, 31], "i2": [29, 31], "ich": [21, 22, 23, 25, 26], "id": [3, 4, 21, 22, 23, 24], "id_studi": 22, "ident": 17, "identif": 21, "identifi": 21, "iec": [21, 22], "ig": 32, "ignor": [3, 4, 19], "ignore_cas": [3, 4, 16, 23], "ij": [29, 31], "ij1": 29, "ij2": 29, "ik": 31, "ilioinguin": 25, "illustr": [29, 33], "imag": [21, 22], "imageri": 17, "img": 28, "immun": [21, 22], "immunotox": [21, 22], "impact": 30, "implement": [21, 22, 25, 29, 32], "import": [5, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 31, 33], "improv": [25, 26, 32], "impur": [21, 22], "inactiv": [21, 22], "inappropri": 17, "incid": 17, "includ": [3, 4, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 30, 31, 32, 33], "inclus": 17, "incorpor": [21, 22], "increas": 29, "ind": [21, 22], "indent": 16, "independ": [29, 30, 31], "index": [23, 28, 29], "indic": [3, 4, 5, 6, 12, 14, 21, 22, 30, 32], "individu": [17, 21, 22, 30, 33], "infantil": 25, "infect": 25, "infer": 30, "infmt": [5, 7, 8, 12, 14], "inform": [17, 21, 22, 23, 24, 27, 32], "initi": [1, 21, 22, 28], "innov": 26, "input": [1, 3, 4, 5, 6, 7, 8, 12, 13, 14, 23], "insert": [21, 22], "insign": 32, "instal": [18, 25], "instanc": [3, 4, 5, 13, 14, 17], "institut": 25, "instruct": [28, 32], "insult": 17, "int": [1, 3, 4, 5, 7, 8, 13, 14], "int64": [24, 25], "integ": 1, "integr": [21, 22], "intend": [29, 30, 31], "intent": [21, 22], "inter": [21, 22, 30, 31], "inter_rat": 31, "interact": [3, 4, 16, 21, 22, 25], "interchang": 32, "interest": [17, 24, 25, 28], "interim": [21, 22], "intermedi": [21, 22], "intermenstru": 25, "intern": [23, 24, 25, 26, 33], "interrat": 30, "interv": [7, 8, 30], "intestin": 25, "intra": 30, "intrins": [21, 22], "introduct": [21, 22, 26], "invalid": [1, 5, 13, 14], "investig": [17, 21, 22], "involv": 25, "io": 28, "ir": 31, "irb": [21, 22], "irregular": 25, "irrit": 25, "iso": 28, "iss": [21, 22], "issu": [17, 18, 21, 22, 30], "iter": [7, 8], "its": [17, 18, 28], "j": [29, 30, 31, 33], "j1": 29, "j2": 29, "j_1": 30, "j_2": 30, "jasonpott": 23, "jb": 23, "jj": 30, "jmp": 24, "john": 30, "join": [21, 22, 25], "json": [4, 5, 14, 15], "jul": 27, "justif": [21, 22], "juvenil": [21, 22], "k": [29, 30], "kappa": [0, 7, 16, 28], "kappacalcul": [7, 8, 30, 31], "kb": 32, "keep": [18, 24], "keep_column": [3, 4], "keep_diff_onli": [5, 12, 14], "kendal": [6, 16], "kendall_rank_correlation_coeffici": 29, "kendall_tau_metr": 29, "kendalltau": 29, "keyword": [5, 13, 14], "know": [29, 33], "knowledg": 32, "koch": 30, "kwarg": [5, 13, 14], "l": [26, 30, 31], "lab": 25, "label": [5, 6, 7, 8, 12, 14, 21, 22, 26], "label_str": [4, 5, 14, 15], "laboratori": [21, 22], "lami": 23, "landi": 30, "languag": [17, 23, 24, 25], "larg": [25, 31], "launch": [21, 22], "ldot": [29, 30, 31], "leadership": 17, "least": [6, 24], "left": [29, 31, 33], "legaci": [21, 22], "length": [3, 4, 29], "leq": 30, "less": [5, 12, 14, 29], "lesson": 30, "let": [29, 30, 31], "letter": [21, 22, 23], "level": [3, 4, 7, 8, 17, 24, 27, 30, 32], "liabil": [21, 22], "lib": 19, "librari": 32, "licens": [21, 22, 33], "life": [21, 22], "line": [5, 13, 14, 19, 21, 22, 30], "lineplot": [5, 13, 14, 19], "link": [21, 22, 28, 32], "linux": 27, "list": [1, 3, 4, 5, 6, 7, 8, 14, 15, 21, 22, 23, 24, 30, 32], "list_fil": [3, 4, 5, 14, 15, 27], "list_files_datafram": [4, 5, 14, 15], "list_files_json": [4, 5, 14, 15], "list_files_list": [4, 5, 14, 15], "list_files_str": [4, 5, 14, 15], "list_files_tre": [4, 5, 14, 15], "list_tre": [5, 12, 14], "listtre": [5, 12, 14], "literatur": [21, 22], "littl": 18, "llt": [3, 4, 23, 24], "llt_by_soc": 16, "llt_current_onli": [3, 4], "llt_onli": [3, 4], "load": 33, "load_fmq": [3, 4], "load_fmq_default": [3, 4], "load_llt": [3, 4], "load_smq": [3, 4], "loc": 6, "local": [18, 21, 22], "log": [21, 22], "long": [21, 22, 33], "longer": 21, "look": 18, "low": [20, 30], "lower": 25, "lowercas": 23, "lowest": [3, 4], "lsr": [0, 3, 4, 5, 14, 16, 27, 28], "lsrtree": [3, 4, 5, 14, 15, 27], "lst": [3, 4, 5, 12, 14], "m": [26, 30], "mac": 27, "macdonald": 26, "mai": [17, 19, 20, 23, 24, 25], "mail": 17, "main": 32, "maintain": [17, 23, 24, 25, 26, 32, 33], "make": [17, 18, 25], "manag": [21, 22], "mani": 31, "manufactur": [21, 22], "march": 23, "margin": 30, "margoli": 25, "marker": 19, "market": [21, 22], "materi": [21, 22], "matern": [21, 22], "mathemat": 29, "matrix": [7, 8, 29], "max_size_ratio": [7, 8], "maximum": [7, 8, 29], "meal": 20, "measur": [21, 22, 29, 30, 31], "mechanist": [21, 22], "meddra": [3, 4, 28], "meddra_vers": 24, "media": 17, "median": 20, "medic": [3, 4, 21, 22, 23, 24, 25, 26], "medica": 30, "medicin": [22, 32], "mediolysi": 25, "medium": [21, 22], "meet": [18, 21, 22], "member": 17, "menometrorrhagia": 25, "menorrhagia": 25, "menstrual": 25, "menstruat": 25, "menu": 25, "metabol": [21, 22], "metabolit": [21, 22], "metadata": 33, "method": [3, 4, 5, 6, 7, 8, 13, 14, 21, 22, 29, 30, 31], "methodologi": [21, 22, 26], "metric": [29, 30], "metrorrhagia": 25, "micha": 26, "microbiolog": [21, 22], "microbiologi": [21, 22], "might": [18, 30], "migrain": 25, "minim": 30, "minimum": 29, "miss": [3, 4, 6, 7, 8, 21, 22], "misus": 30, "mitig": [21, 22], "mkdir": 27, "model": 32, "moder": 30, "modif": [21, 22], "modifi": 27, "modul": [5, 16, 19, 20, 21, 22, 23, 24, 25, 26, 27, 32, 33], "monitor": [20, 21, 22, 30], "month": [3, 4, 23, 24, 25], "more": [21, 22, 23, 24, 28, 32], "most": 23, "msg": 19, "msso": 23, "mtbp3": [0, 18, 19, 20, 21, 22, 23, 24, 25, 27, 29, 30, 31, 33], "much": 30, "multi": [20, 30, 31], "multipl": [21, 22, 23, 30, 31], "must": [6, 32], "my": 28, "mycobacteria": [21, 22], "n": [20, 21, 22, 24, 25, 29, 30, 31], "n1": [29, 31], "n2": [29, 31], "n_": [29, 30, 31], "n_0": 31, "n_categori": [30, 31], "n_column": 27, "n_image_in_pag": 33, "n_iter": [7, 8, 30], "n_page": [27, 33], "n_rater": [30, 31], "n_row": 27, "n_soc": [23, 24, 25], "na": [6, 16, 30, 31], "name": [3, 4, 5, 12, 13, 14, 18, 21, 22, 23, 24, 25, 27, 32], "nan": [5, 12, 14, 23], "narrow": [18, 25], "narrow_onli": [3, 4, 25], "nation": 17, "ncbi": 30, "nda": [21, 22], "ndarrai": 1, "necessari": [23, 24, 32], "need": [30, 32, 33], "neither": [3, 4], "neuralgia": 25, "neuropathi": 25, "never": 18, "new": [21, 22], "newest": [21, 22], "nih": 30, "nj": 31, "nlm": 30, "nomenclatur": 21, "nomin": [30, 31], "non": [1, 21, 22, 23, 33], "nonclin": [20, 21, 22, 32], "none": [2, 5, 7, 8, 11, 12, 13, 14, 16, 19, 20, 27, 30], "nor": [3, 4], "note": [18, 20, 23, 24, 25, 28, 29, 30, 31, 32], "notebook": 25, "notif": [21, 22], "notifi": [21, 22], "novel": [21, 22], "np": [29, 30], "nr": 31, "number": [5, 6, 7, 8, 13, 14, 20, 21, 23, 29, 30, 31, 33], "numer": [1, 5, 12, 14], "numpi": [1, 29], "nutshel": 33, "o": [22, 27, 31], "object": [3, 4, 33], "oblig": [17, 21, 22], "observ": [30, 31], "occurr": 1, "offens": 17, "offici": [17, 18], "offlin": 17, "offspr": [21, 22], "oligomenorrhoea": 25, "one": [3, 4, 21, 22, 24, 29, 30], "onli": [3, 4, 23, 24, 29, 30, 31], "onlin": [17, 23, 30, 32], "open": [17, 18, 23, 27, 33], "oper": 18, "option": [1, 3, 4, 5, 6, 13, 14, 16, 24], "orang": 30, "order": 16, "org": [26, 29, 30, 31, 32, 33], "organ": [3, 4, 21, 22, 23, 26, 32, 33], "orient": 17, "origin": [21, 22], "orphan": [21, 22], "other": [17, 20, 21, 22, 24, 29, 30], "otherwis": [3, 4, 5, 12, 14, 17], "out": [24, 28, 30], "out1": 1, "out_digit": [7, 8, 30], "out_path": [7, 8], "outcom": [21, 22, 30, 31], "outfmt": [4, 5, 7, 8, 14, 15, 16, 27], "output": [4, 5, 7, 8, 14, 15, 23, 24, 25, 30, 31], "outstand": [21, 22], "ovarian": 25, "overal": [21, 22], "overview": [21, 22, 30], "ownership": [21, 22], "p": [21, 22, 31], "p023": 30, "p_": [30, 31], "p_1": 31, "p_e": 30, "p_j": 31, "p_o": 30, "p_valu": 29, "packag": [19, 21, 22, 28, 30, 33], "page": [0, 16, 21, 22, 24, 25, 29, 30, 31, 32, 33], "pain": 25, "pair": 29, "panda": [1, 3, 4, 5, 6, 7, 8, 12, 13, 14, 15], "paper": [25, 32], "parallel": 20, "paramet": [1, 3, 4, 5, 6, 7, 8, 12, 13, 14], "parasit": [21, 22], "part": [18, 33], "particip": 17, "particular": [29, 30, 31], "pass": [18, 27], "patent": [21, 22], "path": [3, 4, 5, 7, 8, 11, 12, 14, 15, 23, 27, 33], "pathogen": [21, 22], "patient": [21, 22, 25], "pd": [4, 5, 14, 15, 21, 22], "pdf": [21, 22, 23, 24, 25, 26], "pdf_obj": 11, "pdfa": 33, "pdfsummari": [0, 10, 28, 33], "pear": 30, "pediatr": [21, 22], "peptic": 25, "per": [20, 30, 31], "percentag": [5, 12, 14, 30], "perfect": 30, "perform": 1, "perihepat": 25, "period": [21, 22], "peritoneoplasti": 25, "perman": 17, "permiss": 17, "person": [17, 21, 22], "pertin": [21, 22], "pfr": 33, "pharmaceut": [21, 22, 23, 24, 25, 26], "pharmacodynam": [21, 22], "pharmacogenom": [21, 22], "pharmacokinet": [21, 22], "pharmacologi": [21, 22], "pharmasug": 25, "php": 29, "physic": [17, 30], "pip": 28, "pivot": [5, 12, 14], "pk": [21, 22], "pkg": 28, "place": [19, 26], "plan": [20, 21, 22, 32], "plasma": [21, 22], "pleas": [18, 21, 22, 23, 24, 25, 28, 30, 31, 32], "plot": [5, 6, 7, 8, 13, 14, 16, 29], "plot_y_list": [6, 29], "pmc": 30, "pmc3900052": 30, "poetri": 18, "point": [5, 12, 13, 14, 19], "point_posit": [5, 13, 14], "polici": [17, 25], "polit": 17, "polymenorrhagia": 25, "polymenorrhoea": 25, "popul": [21, 22], "portabl": 33, "portion": 30, "posit": [17, 25], "possibl": 18, "post": [17, 18, 20, 21, 22], "postapprov": [21, 22], "postmarket": [21, 22], "postmenopaus": 25, "postnat": [21, 22], "practic": [29, 30, 31], "pre": [21, 22], "predig": 30, "prefer": [3, 4], "premarket": 25, "prenat": [21, 22], "prepar": [27, 32], "present": [27, 29], "presubmiss": [21, 22], "preval": 30, "preview": [21, 22], "previous": [21, 22], "primari": [3, 4, 21, 22, 23], "primary_onli": [3, 4], "primary_soc_onli": [3, 4, 23], "principl": 26, "print": [20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 31, 33], "prioriti": [21, 22], "privat": 17, "pro": 33, "probabl": 31, "problem": 30, "proc": 30, "procedur": [21, 22], "process": [19, 20, 21, 22, 23, 24, 27, 32], "processor": 33, "procon": 30, "product": [21, 22, 26, 29, 32], "proestel": 26, "profession": 17, "profil": [21, 22], "program": [21, 22], "project": [17, 18, 25, 28], "promis": 25, "promot": [21, 22, 29, 30, 31], "proper": [22, 33], "properti": 21, "propos": [18, 21, 22], "proprietari": [21, 22], "protein": [21, 22], "protocol": [21, 22], "provid": [3, 4, 5, 7, 8, 13, 14, 21, 22, 23, 25, 28, 29, 30, 31], "pseudo": 21, "psu": 30, "psycholog": [30, 31], "psychologi": 30, "pt": [3, 4, 23, 24], "pt01": 25, "pt02": 25, "pt03": 25, "pt04": 25, "pt05": 25, "pt06": 25, "pt07": 25, "pt08": 25, "pt09": 25, "pt10": 25, "pt11": 25, "pt12": 25, "pt13": 25, "pt14": 25, "pt15": 25, "pt16": 25, "pt17": 25, "pt18": 25, "pt19": 25, "pt20": 25, "pt21": 25, "pt22": 25, "pt23": 25, "pt24": 25, "pt25": 25, "pt26": 25, "pt27": 25, "pt28": 25, "pt29": 25, "pt30": 25, "pt31": 25, "pt32": 25, "pt33": 25, "pt34": 25, "pt35": 25, "pt36": 25, "pt37": 25, "pt38": 25, "pt39": 25, "pt40": 25, "pt41": 25, "pt42": 25, "pt43": 25, "pt_list": 25, "pt_size": [5, 13, 14], "ptj": 30, "public": [17, 21, 22, 25, 28], "publish": [3, 4, 17, 23, 25, 26], "purpos": [21, 22, 23, 25, 29], "put": 30, "py": [19, 28], "py3": 19, "pymedtermino": 23, "pypdf": 33, "pypi": 28, "pypoetri": 19, "python": [18, 23, 25, 28], "python3": 19, "qr": 32, "qualiti": [21, 22], "quantifi": 30, "quantit": 30, "queri": [3, 4, 24, 25], "questionnair": 32, "quick": [21, 22], "r": [21, 22, 23, 26, 30, 31], "r1": [30, 31], "r2": [30, 31], "r3": 31, "r4": 31, "r5": 31, "race": 17, "rais": [1, 3, 4, 5, 6, 7, 8, 12, 13, 14], "randint": [27, 29], "random": [27, 29, 30], "random_numb": 27, "randomis": [21, 22], "randomli": [23, 31], "rank": 29, "rao": 26, "rate": [7, 8, 30, 32], "rater": [7, 8, 30, 31], "ratio": [7, 8], "ratter": 30, "raw": 30, "re": 18, "reaction": 26, "reactiv": [21, 22], "readi": 18, "real": 25, "reason": [17, 25], "rebound": 25, "receiv": 30, "record": [20, 23, 24, 25, 26, 32], "reduc": 23, "referenc": [21, 22], "regard": [17, 21, 22], "regardless": 17, "regen": 22, "region": [21, 22], "regulatori": [21, 22, 23, 24, 25, 26, 32, 33], "reinstat": [21, 22], "reissuanc": [21, 22], "reject": [17, 21, 22], "rel": 23, "relat": [3, 4, 21, 22, 23, 24, 25], "relationship": [21, 22, 24, 26, 30], "releas": [18, 21, 22, 28], "reliabl": [28, 30, 31], "religion": 17, "rem": [21, 22], "remain": 23, "rememb": 18, "remov": [3, 4, 6, 17, 27], "remove_na": 6, "remove_non": [3, 4], "repeat": [21, 22], "repercuss": 17, "replac": [23, 29], "report": [17, 20, 21, 22, 23, 24, 25, 26, 32], "repositori": 23, "repres": [3, 4, 5, 7, 8, 14, 15, 17, 20, 29, 30, 31, 33], "represent": [7, 8, 17], "reproduc": 18, "reproduct": [21, 22], "request": [21, 22], "requir": [18, 21, 22, 23, 24, 25, 26, 30, 32, 33], "research": [21, 22], "resolut": [21, 22], "respect": 17, "respond": 17, "respons": [21, 22, 23, 30], "rest": [30, 31], "result": [1, 3, 4, 5, 7, 8, 14, 15, 20, 23, 30], "retriev": 28, "return": [1, 3, 4, 5, 6, 7, 8, 12, 13, 14, 15, 23, 24, 27], "reverse_i": [7, 8, 30], "review": [17, 21, 22], "revis": 33, "revoc": [21, 22], "right": [16, 17, 21, 22, 25, 29, 31], "rigid": 25, "risk": [21, 22], "rmat": 22, "rmtree": 27, "roll": [21, 22], "round": [7, 8], "rout": [21, 22], "row": [3, 4, 6, 30, 31], "rule": [21, 22, 32], "runner": 19, "ruptur": 25, "s43441": 26, "sa": 30, "safeti": [21, 22, 23, 24, 25, 26], "same": [5, 12, 14, 20, 30, 31], "sampl": [16, 21, 22, 29, 30, 31], "sample_df": [7, 8], "sample_list": [7, 8], "save": [3, 4, 7, 8, 23], "save_fmq_consolidated_list_csv": [3, 4, 25], "scale": [5, 13, 14, 30, 31, 32], "scatter": [6, 29], "scenario": [29, 30], "scheme": [21, 22], "scienc": 26, "scipi": 29, "scope": [18, 25], "sdtm": [21, 22, 32], "sdtmig": 32, "se": 30, "seaborn": 19, "search": [16, 21, 22], "second": [5, 7, 8, 12, 14, 30], "secondari": [21, 22], "section": [21, 22, 23, 24, 29], "see": [21, 22, 24, 29, 31, 32], "seed": 30, "segment": 25, "select": [25, 31], "self": 1, "sen": 30, "send": [21, 22, 32], "sens": 25, "sensit": [3, 4], "sep": 24, "separ": 17, "septemb": [23, 24, 25], "sequenc": 1, "servic": 23, "set": [17, 18, 22, 23, 24, 25, 26, 30], "setup": 18, "sexual": 17, "shape": [30, 31], "share": [21, 22, 23, 25], "shield": 28, "ship": [23, 25], "short": [21, 22], "should": [3, 4, 18], "show": [5, 12, 14, 16, 17, 28, 29], "show_ctoc_tre": [2, 21, 22], "show_fmq_tre": [3, 4, 25], "shutil": 27, "sign": [25, 29, 32], "signatur": [21, 22], "signific": [21, 22], "sim": [30, 31], "similar": [18, 23], "simpli": 23, "simplifi": 25, "simul": 25, "singl": [21, 22, 30], "site": [19, 21, 22], "size": [5, 7, 8, 13, 14, 17, 19, 25, 27, 29, 30, 33], "size_in_byt": 27, "sklearn": 30, "slight": 30, "small": 29, "smari": 28, "smq": [3, 4, 16, 26], "smq916fxwgunhqihpu": 24, "smq_algorithm": 24, "smq_descript": 24, "smq_description657tlcpxpwehstw": 24, "smq_id": 24, "smq_level": 24, "smq_name": 24, "smq_note": 24, "smq_note619xvqsmalebtohgxntmzpjq": 24, "smq_sourc": 24, "smq_source174ddcfdqhebxrmoojigrqawetdkqjd": 24, "smq_statu": 24, "soc": [3, 4, 16, 23, 25], "soc214dfxgaelhghfeffkgrasfyzzbaf": 25, "soc360phgmkacxralpg": 25, "soc972ziufsafkkvwfbszdycguocistyeyku": 25, "soc_nam": [3, 4, 23], "social": 17, "softwar": [21, 22, 28, 29, 30, 31], "some": [23, 30, 32, 33], "sometim": 30, "sourc": [1, 2, 3, 4, 5, 6, 7, 8, 11, 12, 13, 14, 15, 23, 25, 33], "space": 17, "spasm": 25, "speci": [21, 22], "special": [21, 22, 25, 33], "specialti": [21, 22], "specif": [3, 4, 17, 21, 22, 24, 33], "specifi": [1, 3, 4, 5, 14, 15, 21, 22, 23, 33], "sphinx": 0, "spleen": 25, "sponsor": [21, 22], "sqrt": [29, 30], "stabil": [21, 22], "stabl": 30, "stalab": 29, "stand": [32, 33], "standard": [3, 4, 16, 21, 22, 23, 24, 25, 26, 28, 33], "standardis": [21, 22, 24], "start": 32, "stasmodel": 31, "stat": [1, 20, 29, 30, 31], "stat504": 30, "statement": [21, 22, 23], "static": [1, 5, 6, 7, 8, 13, 14], "statist": [1, 21, 22, 29, 30, 31], "statlab": [0, 5, 16, 28], "statsmodel": 31, "statu": [21, 22], "std1": 20, "std2": 20, "stdcd": 32, "stdcdisc": [0, 5], "stdiso": [0, 5, 28, 33], "stem": [21, 22], "step": [18, 21, 22, 23, 32, 33], "stimul": 25, "stomach": 25, "store": 32, "str": [1, 3, 4, 5, 7, 8, 12, 13, 14, 15, 30, 31], "strategi": [21, 22], "string": [1, 3, 4, 5, 6, 7, 8, 12, 13, 14, 15, 23, 27], "stringna": [7, 8, 30, 31], "strip": [5, 13, 14], "stripplot": 19, "strong": 30, "structur": [4, 5, 14, 15, 21, 22, 24], "stud": 23, "studi": [20, 21, 22, 25, 29, 30, 31, 32], "stzyeg9": 19, "sub": 33, "subfolder1": 27, "subfolder2": 27, "subj01": 20, "subj02": 20, "subject": [20, 21, 22], "submiss": [21, 22, 33], "submit": [21, 22, 32], "subplot": [5, 13, 14], "subset_df": [3, 4], "substanc": [21, 22], "substanti": 30, "subtract": 29, "subtre": 16, "suffix": 22, "sum": 20, "sum_": [29, 30, 31], "sum_j": [30, 31], "sum_k": 31, "summari": [1, 5, 12, 14, 21, 22, 28, 30, 33], "summarize_1nc_by_2group": [5, 12, 14], "summary1": 20, "summary_by_group": [1, 20], "sun": 27, "supplement": [21, 22], "support": [18, 21, 22, 32, 33], "swarm": [5, 13, 14, 16], "syndrom": 25, "synops": [21, 22], "synopsi": [21, 22], "synthet": 25, "system": [3, 4, 18, 21, 22, 23, 28], "t": [24, 29], "t1": 29, "t2": 29, "tabel": 31, "tabl": 25, "tabul": [21, 22, 32], "tabular": [21, 22], "tag": [18, 21, 22], "take": [17, 20], "taken": 20, "target_column": 1, "tau": [6, 16], "tau_1": 29, "tau_2": 29, "team": 17, "technic": [21, 22, 23, 24, 25, 26, 32], "technol": 23, "televis": [21, 22], "templat": 28, "temporari": 17, "temporarili": 17, "tend": 30, "tender": 25, "term": [3, 4, 16, 18, 21, 22, 28, 33], "term_categori": 24, "term_level": 24, "terminologi": [23, 24, 25, 26], "test": [16, 18, 21, 22, 27, 28, 30], "testfile3": 27, "testfolder_": 27, "testfolder_15": 27, "testfolder_nam": 27, "text": [21, 22], "th": 29, "than": [5, 12, 14, 21, 22, 30], "thei": [17, 18], "therapeut": 26, "therapi": [21, 22, 30], "therefor": 31, "thi": [0, 3, 4, 5, 17, 18, 21, 22, 23, 24, 25, 26, 28, 29, 30, 31], "those": 23, "threaten": 17, "three": [3, 4, 30], "through": [18, 32, 33], "ti": 29, "time": [7, 8, 24, 29, 32], "times_": 29, "titl": [5, 7, 8, 13, 14, 19, 22, 28, 29], "to_cat": [5, 12, 14], "to_csv": 23, "to_right": [2, 3, 4, 5, 12, 14, 25], "toler": [21, 22], "tolist": [29, 30], "tool": 28, "total": [20, 24, 30, 31], "total_count": 20, "total_sum": 20, "toward": 17, "toxic": [21, 22], "toxicologi": [21, 22], "tqmp": 30, "track": [21, 22], "trail": 20, "transfer": [21, 22], "transpar": 25, "treatment": 20, "tree": [4, 5, 14, 15, 16, 27], "trial": [20, 21, 22], "troll": 17, "tropic": [21, 22], "troubleshoot": 18, "trt1": 20, "trt2": 20, "true": [3, 4, 5, 6, 12, 14, 23, 24, 25, 27, 30], "tupl": [3, 4], "tutori": 30, "two": [5, 6, 7, 8, 12, 14, 23, 30, 31], "txt": [4, 5, 14, 15, 27], "type": [1, 3, 4, 5, 12, 13, 14, 15, 20, 21, 22, 25, 27, 29, 33], "typo": [21, 22], "ua": 33, "uebersax": 30, "ulcer": 25, "unaccept": 17, "unapprov": [21, 22], "uncontrol": [21, 22], "under": [21, 22, 25, 28, 29, 30, 31], "understand": [23, 24, 25, 26, 29], "unequ": 30, "uniqu": [1, 3, 4, 5, 12, 14], "untitl": [21, 22], "unwelcom": 17, "unzip": 23, "up": [18, 23, 24], "updat": [5, 13, 14, 16, 18, 21, 22, 25], "update_paramet": [5, 13, 14, 19], "upper": [23, 25], "upset": 25, "url": 28, "us": [4, 5, 14, 15, 17, 18, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33], "usabl": 25, "usag": [23, 25], "user": [23, 25], "userwarn": 19, "uterin": 25, "util": [0, 5, 19, 21, 22, 25, 27, 28, 32], "v": 20, "v1": [21, 22, 30, 33], "v2": 30, "v26": 24, "v3": 28, "v4": [21, 22], "v_": 30, "v_0": 31, "v_1": [30, 31], "v_2": [30, 31], "v_3": [30, 31], "v_4": 31, "v_j": [30, 31], "vagin": 25, "valid": [3, 4, 21, 22, 32, 33], "valu": [1, 5, 6, 7, 8, 12, 14, 19, 30, 31], "value_count": [24, 25], "valueerror": [1, 5, 6, 12, 13, 14], "valv": 25, "var": [29, 31], "variabl": [5, 13, 14, 19, 29], "varianc": [16, 31], "vcd": 30, "vdot": [29, 30, 31], "vector": 29, "venot": 23, "versa": 23, "version": [3, 4, 17, 18, 21, 22, 23, 24, 25, 28, 33], "via": 17, "vice": 23, "video": 33, "view": [21, 22], "viewer": 23, "viewpoint": 17, "violin": 16, "virtualenv": 19, "viscer": 25, "visit": [20, 23, 25], "visit1": 20, "visit2": 20, "visit3": 20, "visit4": 20, "vitro": [21, 22], "vivo": [21, 22], "volum": 30, "volunt": 18, "voucher": [21, 22], "w": [26, 27], "w_": 30, "wa": [28, 33], "wai": 17, "waiver": [21, 22], "want": [18, 19], "warn": [19, 21, 22, 29], "warranti": 25, "we": [17, 29], "weak": 30, "web": [18, 21, 22, 24, 25, 32, 33], "webpag": [23, 26], "websit": 23, "weder": 26, "weight": 24, "welcom": [17, 18], "were": [21, 22, 25, 28, 31], "what": 17, "when": [3, 4, 17, 18, 25, 29], "where": [3, 4, 6, 29, 30, 31], "whether": [3, 4, 5, 12, 14], "which": [17, 21, 22, 31, 33], "while": [31, 32], "white": 32, "who": 17, "whodrug": 28, "whoever": 18, "why": 25, "width": [5, 13, 14], "wiki": [17, 29, 30, 31], "wikipedia": [29, 30, 31], "window": 27, "wise": 29, "with_count": [4, 5, 14, 15, 27], "with_detail": [3, 4, 24], "with_file_label": [4, 5, 14, 15], "with_soc": [3, 4, 25], "withdraw": [21, 22, 25], "within": [17, 20, 21, 22, 29, 32, 33], "without": [17, 25], "word": [2, 21, 22], "work": [18, 21, 22, 24, 25, 26], "workshop": 25, "would": 18, "wright": 30, "written": [21, 22], "wu": 25, "www": [30, 32], "x": [5, 6, 7, 8, 13, 14, 19, 20, 30, 33], "x_col": [5, 13, 14, 19], "x_label_rot": [5, 13, 14], "x_n": 29, "x_scale_bas": [5, 13, 14], "xml": 16, "y": [5, 6, 7, 8, 13, 14, 16, 19, 28], "y1": [7, 8, 29, 30], "y2": [7, 8, 29, 30], "y_": [29, 30, 31], "y_col": [5, 13, 14, 19], "y_count": [30, 31], "y_count_sq": [7, 8], "y_scale_bas": [5, 13, 14, 19], "yao": 25, "year": [3, 4, 23, 24, 25, 28, 29, 30, 31, 32], "yeawr": 29, "yh202109": 28, "you": [18, 19, 28, 33], "your": 18, "z_": 29}, "titles": ["API Reference", "mtbp3.health.clinical", "mtbp3.health.ectd", "mtbp3.health.emt", "mtbp3.health", "mtbp3", "mtbp3.statlab.corr", "mtbp3.statlab", "mtbp3.statlab.kappa", "mtbp3.stdcdisc", "mtbp3.stdiso", "mtbp3.stdiso.pdfsummary", "mtbp3.util.cdt", "mtbp3.util.cdtg", "mtbp3.util", "mtbp3.util.lsr", "Changelog", "Code of Conduct", "Contributing", "U/Graph/Categorical Plots Using catPlotter", "H/Clinical/Grouped Summary", "H/eCTD/3.2/Heading", "H/eCTD/4.0/Heading", "H/MedDRA/Basics", "H/MedDRA/SMQs by ICH", "H/MedDRA/FMQs by FDA", "H/MedDRA/(MLGs by CIOMS)", "U/System/List Folder Contents", "mtbp3", "StatLab/Corr/Kendall\u2019s tau", "StatLab/Cohen\u2019s Kappa", "StatLab/Fleiss\u2019s Kappa", "STD/CDISC/Basics", "STD/ISO/PDF"], "titleterms": {"": [29, 30, 31], "0": [22, 29, 30, 31], "01": 16, "02": 16, "03": 16, "05": 16, "06": 16, "07": 16, "09": 16, "0909090909090909": 31, "1": [16, 20, 29, 30, 31], "10": 16, "11": 16, "12": 16, "13": 16, "15": 16, "18": 16, "1960": 30, "2": [16, 21, 30], "2012": 30, "2024": 16, "21": 16, "22": 16, "27": 16, "28": 16, "29": 16, "3": [16, 21, 30], "30": 16, "39": 16, "4": [16, 22], "42": 16, "43": 16, "48": 16, "5": 16, "50": 16, "6": 16, "7": 16, "7241379310344827": 30, "8": 16, "9": 16, "The": [21, 22], "across": 23, "algorithm": 29, "ani": 25, "api": 0, "appendix": 25, "assign": [23, 24, 25], "attribut": [5, 11, 17], "background": [29, 30, 31], "basic": [23, 32], "bootstrap": 30, "bubbl": 30, "bug": 18, "categor": 19, "categori": 30, "catplott": 19, "cdisc": 32, "cdt": 12, "cdtg": 13, "changelog": 16, "ci": 30, "ciom": 26, "cite": 28, "class": [1, 2, 3, 4, 5, 6, 7, 8, 11, 12, 13, 14, 15], "clinic": [1, 20], "code": [17, 18], "cohen": 30, "comprehens": [21, 22], "conduct": [17, 18], "content": [1, 2, 3, 4, 5, 6, 7, 8, 11, 12, 13, 14, 15, 21, 22, 27, 28], "contribut": [18, 28], "corr": [6, 29], "count": [30, 31], "credit": 28, "ctoc": [21, 22], "demo": 25, "detail": 31, "differ": 23, "distribut": [23, 24], "document": 18, "ectd": [2, 21, 22], "emt": 3, "enforc": 17, "exampl": [20, 29, 30, 31], "exercis": [29, 30, 31], "extens": 30, "fda": [21, 22, 25], "featur": 18, "feedback": 18, "file": 25, "find": [23, 24, 25], "fix": 18, "fleiss": 31, "fmq": 25, "folder": [23, 24, 27], "foundat": 32, "function": [5, 12, 14], "get": 18, "given": [23, 24, 25], "graph": 19, "group": [20, 29, 30, 31], "guidelin": 18, "h": [20, 21, 22, 23, 24, 25, 26], "head": [21, 22], "health": [1, 2, 3, 4], "hierarch": 23, "hierarchi": [21, 22], "how": [28, 29, 30, 31], "ich": 24, "implement": 18, "instal": 28, "interpret": 30, "iso": 33, "kappa": [8, 30, 31], "kendal": 29, "lab": [29, 30, 31], "level": 23, "licens": 28, "list": [25, 27], "literatur": 30, "local": 25, "lsr": 15, "mchugh": 30, "meddra": [23, 24, 25, 26], "mlg": 26, "modul": [1, 2, 3, 6, 8, 11, 12, 13, 15], "more": [30, 31], "mtbp3": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 28], "notat": [29, 30, 31], "observ": 29, "option": [23, 27], "other": [23, 27], "our": 17, "packag": [4, 5, 7, 14], "path": 25, "pdf": 33, "pdfsummari": 11, "pledg": 17, "plot": [19, 30], "pt": 25, "pull": 18, "rate": 31, "refer": [0, 21, 22, 23, 24, 25, 26, 29, 30, 31, 32, 33], "report": 18, "request": 18, "resourc": 32, "respons": 17, "save": 25, "scope": 17, "select": 32, "smq": 24, "standard": [17, 32], "start": 18, "statlab": [6, 7, 8, 29, 30, 31], "std": [32, 33], "stdcdisc": 9, "stdiso": [10, 11], "submit": 18, "submodul": [4, 7, 10, 14], "subpackag": 5, "suggest": 30, "summari": 20, "system": 27, "tabl": [21, 22, 28], "tau": 29, "term": [23, 24, 25], "tree": 25, "type": 18, "u": [19, 27], "us": 19, "usag": 28, "util": [12, 13, 14, 15], "v0": 16, "valu": 29, "version": 32, "view": 25, "weight": 30, "within": 23, "write": 18}})
\ No newline at end of file
diff --git a/statlab_kappa.html b/statlab_kappa.html
index bb30d96e..9af5c86f 100644
--- a/statlab_kappa.html
+++ b/statlab_kappa.html
@@ -588,7 +588,7 @@ <h3>Bubble Plot<a class="headerlink" href="#bubble-plot" title="Link to this hea
 </figure>
 <p>Note that the agreed counts are on the 45 degree line.
 To put agreed counts on the -45 degree line:</p>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">kappa</span><span class="o">.</span><span class="n">create_bubble_plot</span><span class="p">(</span><span class="n">hist</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">reverse_y</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">kappa</span><span class="o">.</span><span class="n">create_bubble_plot</span><span class="p">(</span><span class="n">hist</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">reverse_y</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
 </pre></div>
 </div>
 <figure class="align-center">
