From 380d2a316ec80d0af36e6a9449fd8fe8a409de6c Mon Sep 17 00:00:00 2001
From: yh202109 <92902613+yh202109@users.noreply.github.com>
Date: Sun, 21 Jul 2024 23:53:51 +0000
Subject: [PATCH] =?UTF-8?q?Deploying=20to=20gh-pages=20from=20@=20yh202109?=
 =?UTF-8?q?/mtbp3@66d88c5a19ebab513d2671bb000ff023b338e58a=20=F0=9F=9A=80?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../report.html                               |   4 +-
 .../coverage.xml                              |   2 +-
 ...2e7eb5d21cf1f16d9733c46fa776aba8941598.png | Bin 0 -> 43245 bytes
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 ...89a8a15a4645ca09a373ee63d85bfe47ce2cb0.png | Bin 100690 -> 0 bytes
 _sources/statlab_kappa2.rst.txt               |   8 +-
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 _static/reports/junit/junit.xml               |   2 +-
 _static/reports/junit/report.html             |   4 +-
 example_cdtg.html                             |  10 +-
 example_clinical.html                         |  72 ++---
 example_emt3.html                             | 256 +++++++++---------
 example_files.html                            |   6 +-
 searchindex.js                                |   2 +-
 statlab_kappa2.html                           |   7 +-
 16 files changed, 185 insertions(+), 190 deletions(-)
 create mode 100644 _images/1ff8a44423a7ab6e1f637ef0f22e7eb5d21cf1f16d9733c46fa776aba8941598.png
 delete mode 100644 _images/933969f373f160b503820ede7fca91e75ac216d5454ffd427d75f27fef3b9a90.png
 create mode 100644 _images/b9c3389ce39ca8d59b3ccd9a0450634aeb3dcc7189c20724cec73c62993a421c.png
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diff --git a/_downloads/214d05cd65dcc9387b037da1ce5a5c33/report.html b/_downloads/214d05cd65dcc9387b037da1ce5a5c33/report.html
index 524c8a5f..18f3969e 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 21-Jul-2024 at 18:53:34 by <a href="https://pypi.python.org/pypi/pytest-html">pytest-html</a>
+    <p>Report generated on 21-Jul-2024 at 23:52:59 by <a href="https://pypi.python.org/pypi/pytest-html">pytest-html</a>
         v4.1.1</p>
     <div id="environment-header">
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@@ -429,7 +429,7 @@ <h2>Summary</h2>
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diff --git a/_sources/statlab_kappa2.rst.txt b/_sources/statlab_kappa2.rst.txt
index 4560f3ce..1b7a63e4 100644
--- a/_sources/statlab_kappa2.rst.txt
+++ b/_sources/statlab_kappa2.rst.txt
@@ -296,7 +296,6 @@ The first element of :eq:`eq_kappa2_vn2` can be calculated as [2]_ :sup:`(Eq. 12
   E\left(\sum_{j} N_{ij}^4\right)
   = R + 7R(R-1)\sum_j p_j^2 + 6R(R-1)(R-2)\sum_j p_j^3 + R(R-1)(R-2)(R-3)\sum_j p_j^4
 
-
 The third element of :eq:`eq_kappa2_vn2` can be calculated as [2]_ :sup:`(Eq. 14)`
 
 .. math::
@@ -306,13 +305,14 @@ The third element of :eq:`eq_kappa2_vn2` can be calculated as [2]_ :sup:`(Eq. 14
   =& R^2\left(1 + (R-1)\sum_{j} p_j^2 \right)^2  \\
   =& R^2 + R^2(R-1)\left(2\sum_{j} p_j^2 + (R-1)(\sum_j p_j^2)^2\right) 
 
-The second element of :eq:`eq_kappa2_vn2` can be calculated using 
+The second element of :eq:`eq_kappa2_vn2` can be calculated, using 
+:math:`E\left( N_{ij}^2 N_{ik}^2 \right) = R(R-1)p_j(p_k+(R-2)p_k^2) + R(R-1)(R-2)p_j^2(p_k+(R-3)p_k^2)`, as
 
 .. math::
   :label: eq_kappa2_vn5
 
-  E\left( N_{ij}^2 N_{ik}^2 \right)
-  = R(R-1)p_j(p_k+(R-2)p_k^2) + R(R-1)(R-2)p_j^2(p_k+(R-3)p_k^2)
+  E\left( \sum_j\sum_{k \neq j} N_{ij}^2 N_{ik}^2 \right) 
+  =& R(R-1) + R(R-1)(2R-5)(\sum_j p_j^2) - 2R(R-1)(R-2)(\sum_j p_j^3) - R(R-1)(R-2)(R-3) \sum_j p_j^4 + R(R-1)(R-2)(R-3) (\sum_{j} p_j^2)^2
 
 Combining :eq:`eq_kappa2_vn3`, :eq:`eq_kappa2_vn4`, and :eq:`eq_kappa2_vn5`, 
 :eq:`eq_kappa2_vn2` can be calculated as [2]_ :sup:`(Eq. 15)`
diff --git a/_static/reports/coverage/coverage.xml b/_static/reports/coverage/coverage.xml
index 5b4c6004..a4f6604b 100644
--- a/_static/reports/coverage/coverage.xml
+++ b/_static/reports/coverage/coverage.xml
@@ -1,5 +1,5 @@
 <?xml version="1.0" ?>
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+<coverage version="7.6.0" timestamp="1721605989216" lines-valid="1494" lines-covered="642" line-rate="0.4297" branches-covered="0" branches-valid="0" branch-rate="0" complexity="0">
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 	<!-- Based on https://raw.githubusercontent.com/cobertura/web/master/htdocs/xml/coverage-04.dtd -->
 	<sources>
diff --git a/_static/reports/junit/junit.xml b/_static/reports/junit/junit.xml
index 47d9c850..0296742e 100644
--- a/_static/reports/junit/junit.xml
+++ b/_static/reports/junit/junit.xml
@@ -1 +1 @@
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\ No newline at end of file
+<?xml version="1.0" encoding="utf-8"?><testsuites><testsuite name="pytest" errors="0" failures="0" skipped="0" tests="38" time="8.681" timestamp="2024-07-21T23:52:50.919342+00:00" hostname="fv-az1117-277"><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="0.009" /><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_health_ectd.TestCtocByFDA" name="test_find_section_given_words" time="0.001" /><testcase classname="tests.test_health_ectd.TestCtocByFDA" name="test_find_section_given_words_invalid_include" time="0.001" /><testcase classname="tests.test_health_ectd.TestCtocByFDA" name="test_find_section_given_words_invalid_outfmt" time="0.001" /><testcase classname="tests.test_health_ectd.TestCtocByFDA" name="test_load_list" time="0.001" /><testcase classname="tests.test_health_ectd.TestCtocByFDA" name="test_show_ctoc_tree" time="0.196" /><testcase classname="tests.test_health_emt.TestEmt" name="test_expected_file_lists" time="0.004" /><testcase classname="tests.test_health_emt.TestEmt" name="test_find_files" time="0.005" /><testcase classname="tests.test_health_emt.TestEmt" name="test_find_hlgt" time="0.004" /><testcase classname="tests.test_health_emt.TestEmt" name="test_find_hlt" time="0.004" /><testcase classname="tests.test_health_emt.TestEmt" name="test_find_llt" time="0.007" /><testcase classname="tests.test_health_emt.TestEmt" name="test_find_pt" time="0.004" /><testcase classname="tests.test_health_emt.TestEmt" name="test_find_pt_given_soc" time="0.006" /><testcase classname="tests.test_health_emt.TestEmt" name="test_find_pt_given_soc_primary_only" time="0.006" /><testcase classname="tests.test_health_emt.TestEmt" name="test_find_soc" time="0.004" /><testcase classname="tests.test_health_emt.TestEmt" name="test_list_files" time="0.025" /><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="0.016" /><testcase classname="tests.test_statlab_kappa.TestKappaCalculator" name="test_bootstrap_cohen_ci" time="0.226" /><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="0.065" /><testcase classname="tests.test_stdiso_pdfsummary.TestPdfSummary" name="test_compare_file_size" time="0.757" /><testcase classname="tests.test_stdiso_pdfsummary.TestPdfSummary" name="test_get_outline_list" time="0.930" /><testcase classname="tests.test_stdiso_pdfsummary.TestPdfSummary" name="test_show_outline_tree" time="0.959" /></testsuite></testsuites>
\ No newline at end of file
diff --git a/_static/reports/junit/report.html b/_static/reports/junit/report.html
index 524c8a5f..18f3969e 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 21-Jul-2024 at 18:53:34 by <a href="https://pypi.python.org/pypi/pytest-html">pytest-html</a>
+    <p>Report generated on 21-Jul-2024 at 23:52:59 by <a href="https://pypi.python.org/pypi/pytest-html">pytest-html</a>
         v4.1.1</p>
     <div id="environment-header">
       <h2>Environment</h2>
@@ -429,7 +429,7 @@ <h2>Summary</h2>
     </table>
   </body>
   <footer>
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[{&#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 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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;, 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     <script>
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 const { getCollapsedCategory, setCollapsedIds } = require('./storage.js')
diff --git a/example_cdtg.html b/example_cdtg.html
index ea828f8e..67eea191 100644
--- a/example_cdtg.html
+++ b/example_cdtg.html
@@ -133,13 +133,7 @@ <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: 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)
-/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.
-  warnings.warn(msg, UserWarning)
-</pre></div>
-</div>
-<img alt="_images/933969f373f160b503820ede7fca91e75ac216d5454ffd427d75f27fef3b9a90.png" src="_images/933969f373f160b503820ede7fca91e75ac216d5454ffd427d75f27fef3b9a90.png" />
+<img alt="_images/1ff8a44423a7ab6e1f637ef0f22e7eb5d21cf1f16d9733c46fa776aba8941598.png" src="_images/1ff8a44423a7ab6e1f637ef0f22e7eb5d21cf1f16d9733c46fa776aba8941598.png" />
 </div>
 </div>
 <p>To create a line plot:</p>
@@ -151,7 +145,7 @@ <h1>U/Graph/Categorical Plots Using catPlotter<a class="headerlink" href="#u-gra
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="_images/edbcb05be23c6de576d319f47189a8a15a4645ca09a373ee63d85bfe47ce2cb0.png" src="_images/edbcb05be23c6de576d319f47189a8a15a4645ca09a373ee63d85bfe47ce2cb0.png" />
+<img alt="_images/b9c3389ce39ca8d59b3ccd9a0450634aeb3dcc7189c20724cec73c62993a421c.png" src="_images/b9c3389ce39ca8d59b3ccd9a0450634aeb3dcc7189c20724cec73c62993a421c.png" />
 </div>
 </div>
 </section>
diff --git a/example_clinical.html b/example_clinical.html
index 7827920b..f51db3c0 100644
--- a/example_clinical.html
+++ b/example_clinical.html
@@ -131,8 +131,8 @@ <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     1208
-1  STD1      TRT1  SUBJ01  VISIT1     2     1398
+0  STD1      TRT1  SUBJ01  VISIT1     1     1702
+1  STD1      TRT1  SUBJ01  VISIT1     2     1523
 </pre></div>
 </div>
 </div>
@@ -149,12 +149,12 @@ <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               2   
-1  STD1      TRT1  SUBJ02  VISIT1            0               1   
+0  STD1      TRT1  SUBJ01  VISIT1            0               0   
+1  STD1      TRT1  SUBJ01  VISIT2            0               2   
 
    N(1000&lt;=V&lt;=2000)  N(all)  
-0                 2       5  
-1                 1       2  
+0                 2       2  
+1                 3       5  
 </pre></div>
 </div>
 </div>
@@ -169,22 +169,22 @@ <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          5          9           6      20
-1   STD1      TRT1  VISIT2          4          9           4      17
-2   STD1      TRT1  VISIT3          1          8           4      13
+0   STD1      TRT1  VISIT1          4          9           7      20
+1   STD1      TRT1  VISIT2          1         13           6      20
+2   STD1      TRT1  VISIT3          3          6           6      15
 3   STD1      TRT1  VISIT4          3          3           0       6
-4   STD1      TRT2  VISIT1          3         15           2      20
-5   STD1      TRT2  VISIT2          1         10           2      13
-6   STD1      TRT2  VISIT3          3          4           2       9
-7   STD1      TRT2  VISIT4          1          2           1       4
-8   STD2      TRT1  VISIT1          7          9           4      20
-9   STD2      TRT1  VISIT2          5          6           5      16
-10  STD2      TRT1  VISIT3          4          7           3      14
-11  STD2      TRT1  VISIT4          2          0           0       2
-12  STD2      TRT2  VISIT1          4          8           8      20
-13  STD2      TRT2  VISIT2          4         11           3      18
-14  STD2      TRT2  VISIT3          4          6           2      12
-15  STD2      TRT2  VISIT4          3          3           2       8
+4   STD1      TRT2  VISIT1          7          7           6      20
+5   STD1      TRT2  VISIT2          3          9           5      17
+6   STD1      TRT2  VISIT3          1          5           5      11
+7   STD1      TRT2  VISIT4          1          1           1       3
+8   STD2      TRT1  VISIT1          3         11           6      20
+9   STD2      TRT1  VISIT2          3          6           7      16
+10  STD2      TRT1  VISIT3          4          8           1      13
+11  STD2      TRT1  VISIT4          0          3           3       6
+12  STD2      TRT2  VISIT1          6         10           4      20
+13  STD2      TRT2  VISIT2          5          7           2      14
+14  STD2      TRT2  VISIT3          2          4           5      11
+15  STD2      TRT2  VISIT4          2          2           2       6
 </pre></div>
 </div>
 </div>
@@ -198,22 +198,22 @@ <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           10           33            30        73
-1   STD1      TRT1  VISIT2            8           31            20        59
-2   STD1      TRT1  VISIT3            2           27            20        49
+0   STD1      TRT1  VISIT1            8           33            35        76
+1   STD1      TRT1  VISIT2            2           47            30        79
+2   STD1      TRT1  VISIT3            6           21            30        57
 3   STD1      TRT1  VISIT4            6           10             0        16
-4   STD1      TRT2  VISIT1            6           53            10        69
-5   STD1      TRT2  VISIT2            2           32            10        44
-6   STD1      TRT2  VISIT3            6           14            10        30
-7   STD1      TRT2  VISIT4            2            8             5        15
-8   STD2      TRT1  VISIT1           14           29            20        63
-9   STD2      TRT1  VISIT2           10           20            25        55
-10  STD2      TRT1  VISIT3            8           24            15        47
-11  STD2      TRT1  VISIT4            4            0             0         4
-12  STD2      TRT2  VISIT1            8           29            40        77
-13  STD2      TRT2  VISIT2            8           39            15        62
-14  STD2      TRT2  VISIT3            8           20            10        38
-15  STD2      TRT2  VISIT4            6           11            10        27
+4   STD1      TRT2  VISIT1           14           24            30        68
+5   STD1      TRT2  VISIT2            6           32            25        63
+6   STD1      TRT2  VISIT3            2           17            25        44
+7   STD1      TRT2  VISIT4            2            3             5        10
+8   STD2      TRT1  VISIT1            6           41            30        77
+9   STD2      TRT1  VISIT2            6           20            35        61
+10  STD2      TRT1  VISIT3            8           27             5        40
+11  STD2      TRT1  VISIT4            0           12            15        27
+12  STD2      TRT2  VISIT1           12           35            20        67
+13  STD2      TRT2  VISIT2           10           25            10        45
+14  STD2      TRT2  VISIT3            4           15            25        44
+15  STD2      TRT2  VISIT4            4            7            10        21
 </pre></div>
 </div>
 </div>
diff --git a/example_emt3.html b/example_emt3.html
index 8559318a..552bd25b 100644
--- a/example_emt3.html
+++ b/example_emt3.html
@@ -295,92 +295,92 @@ <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] Gastroenteritis escherichia coli
-    │   │   │   ├── [PT04] Gastroenteritis Escherichia coli
-    │   │   │   ├── [PT05] Gastro-enterostomy
-    │   │   │   ├── [PT06] Haemorrhagic erosive gastritis
-    │   │   │   ├── [PT07] Large intestine infection
-    │   │   │   ├── [PT08] CRIA syndrome
-    │   │   │   ├── [PT09] Bauhin&#39;s valve syndrome
-    │   │   │   ├── [PT10] Yao syndrome
-    │   │   │   └── [PT11] Segmental arterial mediolysis
+    │   │   │   ├── [PT01] Gastric irritation
+    │   │   │   ├── [PT02] Gastroenteritis Escherichia coli
+    │   │   │   ├── [PT03] Helicobacter duodenal ulcer
+    │   │   │   ├── [PT04] Infantile colic
+    │   │   │   ├── [PT05] Large intestine infection
+    │   │   │   ├── [PT06] CRIA syndrome
+    │   │   │   ├── [PT07] Peritoneoplasty
+    │   │   │   └── [PT08] Segmental arterial mediolysis
     │   │   ├── [SOC] soc360phgmkaCxrALPg:
-    │   │   │   ├── [PT12] Complicated appendicitis
-    │   │   │   ├── [PT13] Gastritis erosive
-    │   │   │   ├── [PT14] Gastroenterostomy
-    │   │   │   ├── [PT15] Infantile colic
-    │   │   │   ├── [PT16] Peptic ulcer
-    │   │   │   ├── [PT17] Ulcerative duodenitis
-    │   │   │   ├── [PT18] Visceral pain
-    │   │   │   └── [PT19] Peritoneoplasty
+    │   │   │   ├── [PT09] Carnett&#39;s sign positive
+    │   │   │   ├── [PT10] Gastroenteritis escherichia coli
+    │   │   │   ├── [PT11] Gastroenterostomy
+    │   │   │   ├── [PT12] Gastro-enterostomy
+    │   │   │   ├── [PT13] Ulcerative duodenitis
+    │   │   │   └── [PT14] Visceral pain
     │   │   └── [SOC] soc972ZiuFsAfKKVWFbSZdYcgUoCiSTyEYKu:
-    │   │       └── [PT20] Helicobacter duodenal ulcer
+    │   │       ├── [PT15] Complicated appendicitis
+    │   │       ├── [PT16] Gastritis erosive
+    │   │       ├── [PT17] Haemorrhagic erosive gastritis
+    │   │       ├── [PT18] Peptic ulcer
+    │   │       ├── [PT19] Bauhin&#39;s valve syndrome
+    │   │       └── [PT20] Yao syndrome
     │   └── [Classification] Narrow:
     │       ├── [SOC] soc214dfxgAelhGHfEFFkgrAsFYzZBAFs:
     │       │   ├── [PT21] Abdominal pain
-    │       │   ├── [PT22] Abdominal pain NOS
-    │       │   ├── [PT23] Abdominal pain upper
-    │       │   ├── [PT24] Enteric neuropathy
-    │       │   ├── [PT25] Gastrointestinal discomfort
-    │       │   ├── [PT26] Gastrointestinal upset
-    │       │   └── [PT27] Perihepatic discomfort
+    │       │   ├── [PT22] Abdominal pain lower
+    │       │   ├── [PT23] Abdominal tenderness
+    │       │   ├── [PT24] Gastrointestinal discomfort
+    │       │   ├── [PT25] Gastrointestinal pain NOS
+    │       │   ├── [PT26] Intestinal spasm
+    │       │   └── [PT27] Spleen pain
     │       ├── [SOC] soc360phgmkaCxrALPg:
-    │       │   ├── [PT28] Abdominal pain lower
-    │       │   ├── [PT29] Abdominal tenderness
-    │       │   ├── [PT30] Acute abdomen
-    │       │   ├── [PT31] Epigastric discomfort
-    │       │   ├── [PT32] Gastrointestinal pain
-    │       │   ├── [PT33] Ulcer type pain
-    │       │   └── [PT34] Ilioinguinal neuralgia
+    │       │   ├── [PT28] Abdominal pain aggravated
+    │       │   ├── [PT29] Abdominal pain NOS
+    │       │   ├── [PT30] Abdominal rigidity
+    │       │   ├── [PT31] Enteric neuropathy
+    │       │   ├── [PT32] Epigastric discomfort
+    │       │   ├── [PT33] Perihepatic discomfort
+    │       │   └── [PT34] Stomach discomfort
     │       └── [SOC] soc972ZiuFsAfKKVWFbSZdYcgUoCiSTyEYKu:
     │           ├── [PT35] Abdominal discomfort
     │           ├── [PT36] Abdominal migraine
-    │           ├── [PT37] Abdominal pain aggravated
+    │           ├── [PT37] Abdominal pain upper
     │           ├── [PT38] Abdominal rebound tenderness
-    │           ├── [PT39] Abdominal rigidity
-    │           ├── [PT40] Gastrointestinal pain NOS
-    │           ├── [PT41] Intestinal spasm
-    │           ├── [PT42] Spleen pain
-    │           └── [PT43] Stomach discomfort
+    │           ├── [PT39] Acute abdomen
+    │           ├── [PT40] Gastrointestinal pain
+    │           ├── [PT41] Gastrointestinal upset
+    │           ├── [PT42] Ulcer type pain
+    │           └── [PT43] Ilioinguinal neuralgia
     └── Abnormal Uterine Bleeding:
         ├── [Classification] Broad:
         │   ├── [SOC] soc214dfxgAelhGHfEFFkgrAsFYzZBAFs:
-        │   │   └── [PT01] Follicle-stimulating hormone deficiency
+        │   │   ├── [PT01] Dysmenorrhea
+        │   │   └── [PT02] Follicle-stimulating hormone deficiency
         │   ├── [SOC] soc360phgmkaCxrALPg:
-        │   │   ├── [PT02] Anovulatory cycle
-        │   │   ├── [PT03] Bleeding anovulatory
-        │   │   ├── [PT04] Dysmenorrhoea
-        │   │   ├── [PT05] Follicle stimulating hormone deficiency
-        │   │   ├── [PT06] Menstrual disorder
-        │   │   └── [PT07] Uterine dehiscence
+        │   │   ├── [PT03] Anovulatory cycle
+        │   │   ├── [PT04] Bleeding anovulatory
+        │   │   ├── [PT05] Dysmenorrhoea
+        │   │   ├── [PT06] Follicle stimulating hormone deficiency
+        │   │   ├── [PT07] Menstrual disorder
+        │   │   └── [PT08] Ovarian dysfunction
         │   └── [SOC] soc972ZiuFsAfKKVWFbSZdYcgUoCiSTyEYKu:
-        │       ├── [PT08] Dysmenorrhea
-        │       └── [PT09] Ovarian dysfunction
+        │       └── [PT09] Uterine dehiscence
         └── [Classification] Narrow:
             ├── [SOC] soc214dfxgAelhGHfEFFkgrAsFYzZBAFs:
-            │   ├── [PT10] Abnormal uterine bleeding
-            │   ├── [PT11] Cervix haemorrhage uterine
+            │   ├── [PT10] Heavy menstrual bleeding
+            │   ├── [PT11] Intermenstrual bleeding
             │   ├── [PT12] Menometrorrhagia
-            │   ├── [PT13] Menorrhagia
-            │   ├── [PT14] Menstruation irregular
-            │   ├── [PT15] Postmenopausal haemorrhage
-            │   ├── [PT16] Uterine haemorrhage
-            │   ├── [PT17] Uterine rupture
-            │   └── [PT18] Vaginal haemorrhage
+            │   ├── [PT13] Menstruation delayed
+            │   ├── [PT14] Metrorrhagia
+            │   ├── [PT15] Polymenorrhagia
+            │   ├── [PT16] Uterine rupture
+            │   └── [PT17] Vaginal haemorrhage
             ├── [SOC] soc360phgmkaCxrALPg:
+            │   ├── [PT18] Abnormal uterine bleeding
             │   ├── [PT19] Abnormal withdrawal bleeding
-            │   ├── [PT20] Heavy menstrual bleeding
-            │   ├── [PT21] Intermenstrual bleeding
-            │   ├── [PT22] Metrorrhagia
-            │   ├── [PT23] Oligomenorrhoea
-            │   └── [PT24] Polymenorrhagia
+            │   ├── [PT20] Dysfunctional uterine bleeding
+            │   ├── [PT21] Hypomenorrhoea
+            │   ├── [PT22] Menorrhagia
+            │   ├── [PT23] Menstruation irregular
+            │   └── [PT24] Oligomenorrhoea
             └── [SOC] soc972ZiuFsAfKKVWFbSZdYcgUoCiSTyEYKu:
-                ├── [PT25] Dysfunctional uterine bleeding
-                ├── [PT26] Hypomenorrhoea
-                ├── [PT27] Menstruation delayed
-                └── [PT28] Polymenorrhoea
+                ├── [PT25] Cervix haemorrhage uterine
+                ├── [PT26] Polymenorrhoea
+                ├── [PT27] Postmenopausal haemorrhage
+                └── [PT28] Uterine haemorrhage
 </pre></div>
 </div>
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>
@@ -404,92 +404,92 @@ <h2>FMQ Tree<a class="headerlink" href="#fmq-tree" title="Link to this heading">
                                             Abdominal Pain ──┤    
                                 Broad [Classification] ──┤   │    
            soc214dfxgAelhGHfEFFkgrAsFYzZBAFs [SOC] ──┤   │   │    
-                          CRIA syndrome [PT06] ──┤   │   │   │    
                 Carnett&#39;s sign positive [PT01] ──┤   │   │   │    
-                     Gastro-enterostomy [PT02] ──┤   │   │   │    
-            Helicobacter duodenal ulcer [PT03] ──┤   │   │   │    
-              Large intestine infection [PT04] ──┤   │   │   │    
-          Segmental arterial mediolysis [PT07] ──┤   │   │   │    
-                  Ulcerative duodenitis [PT05] ──┘   │   │   │    
+               Complicated appendicitis [PT02] ──┤   │   │   │    
+       Gastroenteritis escherichia coli [PT03] ──┤   │   │   │    
+                      Gastroenterostomy [PT04] ──┤   │   │   │    
+                        Infantile colic [PT05] ──┤   │   │   │    
+                           Peptic ulcer [PT06] ──┤   │   │   │    
+                           Yao syndrome [PT07] ──┘   │   │   │    
                          soc360phgmkaCxrALPg [SOC] ──┤   │   │    
-                Bauhin&#39;s valve syndrome [PT12] ──┤   │   │   │    
-               Complicated appendicitis [PT08] ──┤   │   │   │    
+                          CRIA syndrome [PT12] ──┤   │   │   │    
+                     Gastric irritation [PT08] ──┤   │   │   │    
        Gastroenteritis Escherichia coli [PT09] ──┤   │   │   │    
-         Haemorrhagic erosive gastritis [PT10] ──┤   │   │   │    
-                          Visceral pain [PT11] ──┘   │   │   │    
+              Large intestine infection [PT10] ──┤   │   │   │    
+          Segmental arterial mediolysis [PT13] ──┤   │   │   │    
+                  Ulcerative duodenitis [PT11] ──┘   │   │   │    
         soc972ZiuFsAfKKVWFbSZdYcgUoCiSTyEYKu [SOC] ──┘   │   │    
-                     Gastric irritation [PT13] ──┤       │   │    
+                Bauhin&#39;s valve syndrome [PT19] ──┤       │   │    
                       Gastritis erosive [PT14] ──┤       │   │    
-       Gastroenteritis escherichia coli [PT15] ──┤       │   │    
-                      Gastroenterostomy [PT16] ──┤       │   │    
-                        Infantile colic [PT17] ──┤       │   │    
-                           Peptic ulcer [PT18] ──┤       │   │    
+                     Gastro-enterostomy [PT15] ──┤       │   │    
+         Haemorrhagic erosive gastritis [PT16] ──┤       │   │    
+            Helicobacter duodenal ulcer [PT17] ──┤       │   │    
                         Peritoneoplasty [PT20] ──┤       │   │    
-                           Yao syndrome [PT19] ──┘       │   │    
+                          Visceral pain [PT18] ──┘       │   │    
                                Narrow [Classification] ──┘   │    
            soc214dfxgAelhGHfEFFkgrAsFYzZBAFs [SOC] ──┤       │    
                    Abdominal discomfort [PT21] ──┤   │       │    
               Abdominal pain aggravated [PT22] ──┤   │       │    
-                     Abdominal rigidity [PT23] ──┤   │       │    
-                  Gastrointestinal pain [PT24] ──┤   │       │    
-                            Spleen pain [PT25] ──┘   │       │    
+                   Abdominal pain lower [PT23] ──┤   │       │    
+           Abdominal rebound tenderness [PT24] ──┤   │       │    
+                     Abdominal rigidity [PT25] ──┤   │       │    
+                   Abdominal tenderness [PT26] ──┤   │       │    
+                          Acute abdomen [PT27] ──┤   │       │    
+                  Gastrointestinal pain [PT28] ──┤   │       │    
+                       Intestinal spasm [PT29] ──┤   │       │    
+                        Ulcer type pain [PT30] ──┘   │       │    
                          soc360phgmkaCxrALPg [SOC] ──┤       │    
-                         Abdominal pain [PT26] ──┤   │       │    
-           Abdominal rebound tenderness [PT27] ──┤   │       │    
-                   Abdominal tenderness [PT28] ──┤   │       │    
-                     Enteric neuropathy [PT29] ──┤   │       │    
-                  Epigastric discomfort [PT30] ──┤   │       │    
-                 Gastrointestinal upset [PT31] ──┤   │       │    
-                     Stomach discomfort [PT32] ──┤   │       │    
-                        Ulcer type pain [PT33] ──┘   │       │    
+                   Abdominal pain upper [PT31] ──┤   │       │    
+                  Epigastric discomfort [PT32] ──┤   │       │    
+            Gastrointestinal discomfort [PT33] ──┤   │       │    
+              Gastrointestinal pain NOS [PT34] ──┤   │       │    
+                 Perihepatic discomfort [PT35] ──┤   │       │    
+                            Spleen pain [PT36] ──┤   │       │    
+                     Stomach discomfort [PT37] ──┘   │       │    
         soc972ZiuFsAfKKVWFbSZdYcgUoCiSTyEYKu [SOC] ──┘       │    
-                     Abdominal migraine [PT34] ──┤           │    
-                     Abdominal pain NOS [PT36] ──┤           │    
-                   Abdominal pain lower [PT35] ──┤           │    
-                   Abdominal pain upper [PT37] ──┤           │    
-                          Acute abdomen [PT38] ──┤           │    
-            Gastrointestinal discomfort [PT39] ──┤           │    
-              Gastrointestinal pain NOS [PT40] ──┤           │    
-                 Ilioinguinal neuralgia [PT43] ──┤           │    
-                       Intestinal spasm [PT41] ──┤           │    
-                 Perihepatic discomfort [PT42] ──┘           │    
+                     Abdominal migraine [PT38] ──┤           │    
+                     Abdominal pain NOS [PT40] ──┤           │    
+                         Abdominal pain [PT39] ──┤           │    
+                     Enteric neuropathy [PT41] ──┤           │    
+                 Gastrointestinal upset [PT42] ──┤           │    
+                 Ilioinguinal neuralgia [PT43] ──┘           │    
                                  Abnormal Uterine Bleeding ──┘    
                                 Broad [Classification] ──┤        
            soc214dfxgAelhGHfEFFkgrAsFYzZBAFs [SOC] ──┤   │        
-                   Bleeding anovulatory [PT01] ──┤   │   │        
+                           Dysmenorrhea [PT01] ──┤   │   │        
 Follicle stimulating hormone deficiency [PT03] ──┤   │   │        
 Follicle-stimulating hormone deficiency [PT02] ──┤   │   │        
-                     Menstrual disorder [PT04] ──┘   │   │        
+                    Ovarian dysfunction [PT04] ──┘   │   │        
                          soc360phgmkaCxrALPg [SOC] ──┤   │        
-                           Dysmenorrhea [PT05] ──┘   │   │        
+                      Anovulatory cycle [PT05] ──┤   │   │        
+                     Menstrual disorder [PT06] ──┘   │   │        
         soc972ZiuFsAfKKVWFbSZdYcgUoCiSTyEYKu [SOC] ──┘   │        
-                      Anovulatory cycle [PT06] ──┤       │        
-                          Dysmenorrhoea [PT07] ──┤       │        
-                    Ovarian dysfunction [PT09] ──┤       │        
-                     Uterine dehiscence [PT08] ──┘       │        
+                   Bleeding anovulatory [PT07] ──┤       │        
+                          Dysmenorrhoea [PT08] ──┤       │        
+                     Uterine dehiscence [PT09] ──┘       │        
                                Narrow [Classification] ──┘        
            soc214dfxgAelhGHfEFFkgrAsFYzZBAFs [SOC] ──┤            
-           Abnormal withdrawal bleeding [PT10] ──┤   │            
-             Cervix haemorrhage uterine [PT11] ──┤   │            
-         Dysfunctional uterine bleeding [PT12] ──┤   │            
-                           Metrorrhagia [PT13] ──┤   │            
-                        Oligomenorrhoea [PT14] ──┤   │            
-                        Polymenorrhagia [PT15] ──┤   │            
-                    Uterine haemorrhage [PT16] ──┤   │            
-                        Uterine rupture [PT17] ──┘   │            
+                         Polymenorrhoea [PT10] ──┤   │            
+             Postmenopausal haemorrhage [PT11] ──┤   │            
+                        Uterine rupture [PT12] ──┘   │            
                          soc360phgmkaCxrALPg [SOC] ──┤            
-                         Hypomenorrhoea [PT18] ──┤   │            
-                Intermenstrual bleeding [PT19] ──┤   │            
-                 Menstruation irregular [PT20] ──┤   │            
-                    Vaginal haemorrhage [PT21] ──┘   │            
+           Abnormal withdrawal bleeding [PT13] ──┤   │            
+               Heavy menstrual bleeding [PT14] ──┤   │            
+                         Hypomenorrhoea [PT15] ──┤   │            
+                       Menometrorrhagia [PT16] ──┤   │            
+                           Metrorrhagia [PT17] ──┤   │            
+                    Uterine haemorrhage [PT18] ──┘   │            
         soc972ZiuFsAfKKVWFbSZdYcgUoCiSTyEYKu [SOC] ──┘            
-              Abnormal uterine bleeding [PT22] ──┤                
-               Heavy menstrual bleeding [PT23] ──┤                
-                       Menometrorrhagia [PT24] ──┤                
-                            Menorrhagia [PT25] ──┤                
-                   Menstruation delayed [PT26] ──┤                
-                         Polymenorrhoea [PT27] ──┤                
-             Postmenopausal haemorrhage [PT28] ──┘                
+              Abnormal uterine bleeding [PT19] ──┤                
+             Cervix haemorrhage uterine [PT20] ──┤                
+         Dysfunctional uterine bleeding [PT21] ──┤                
+                Intermenstrual bleeding [PT22] ──┤                
+                            Menorrhagia [PT23] ──┤                
+                   Menstruation delayed [PT24] ──┤                
+                 Menstruation irregular [PT25] ──┤                
+                        Oligomenorrhoea [PT26] ──┤                
+                        Polymenorrhagia [PT27] ──┤                
+                    Vaginal haemorrhage [PT28] ──┘                
 </pre></div>
 </div>
 </div>
diff --git a/example_files.html b/example_files.html
index 6019240d..fa60c792 100644
--- a/example_files.html
+++ b/example_files.html
@@ -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_59/
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>testfolder_15/
 ├── subfolder1/
 └── subfolder2/
     └── testfile3
@@ -170,7 +170,7 @@ <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_59/  &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
@@ -193,7 +193,7 @@ <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 21 18:54:17 2024  Sun Jul 21 18:54:17 2024  testfile3   None   
+1  Sun Jul 21 23:53:41 2024  Sun Jul 21 23:53:41 2024  testfile3   None   
 
   N_column N_row  
 0     None  None  
diff --git a/searchindex.js b/searchindex.js
index e6466b3b..3d4fac12 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
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\ No newline at end of file
diff --git a/statlab_kappa2.html b/statlab_kappa2.html
index 3dca5360..7005d4c0 100644
--- a/statlab_kappa2.html
+++ b/statlab_kappa2.html
@@ -386,10 +386,11 @@ <h2>More Details<a class="headerlink" href="#more-details" title="Link to this h
 <span class="eqno">(6)<a class="headerlink" href="#equation-eq-kappa2-vn4" title="Link to this equation"></a></span>\[\begin{split}\left(E\left(\sum_{j} N_{ij}^2\right)\right)^2
 =&amp; R^2\left(1 + (R-1)\sum_{j} p_j^2 \right)^2  \\
 =&amp; R^2 + R^2(R-1)\left(2\sum_{j} p_j^2 + (R-1)(\sum_j p_j^2)^2\right)\end{split}\]</div>
-<p>The second element of <a class="reference internal" href="#equation-eq-kappa2-vn2">Eq. (4)</a> can be calculated using</p>
+<p>The second element of <a class="reference internal" href="#equation-eq-kappa2-vn2">Eq. (4)</a> can be calculated, using
+<span class="math notranslate nohighlight">\(E\left( N_{ij}^2 N_{ik}^2 \right) = R(R-1)p_j(p_k+(R-2)p_k^2) + R(R-1)(R-2)p_j^2(p_k+(R-3)p_k^2)\)</span>, as</p>
 <div class="math notranslate nohighlight" id="equation-eq-kappa2-vn5">
-<span class="eqno">(7)<a class="headerlink" href="#equation-eq-kappa2-vn5" title="Link to this equation"></a></span>\[E\left( N_{ij}^2 N_{ik}^2 \right)
-= R(R-1)p_j(p_k+(R-2)p_k^2) + R(R-1)(R-2)p_j^2(p_k+(R-3)p_k^2)\]</div>
+<span class="eqno">(7)<a class="headerlink" href="#equation-eq-kappa2-vn5" title="Link to this equation"></a></span>\[E\left( \sum_j\sum_{k \neq j} N_{ij}^2 N_{ik}^2 \right)
+=&amp; R(R-1) + R(R-1)(2R-5)(\sum_j p_j^2) - 2R(R-1)(R-2)(\sum_j p_j^3) - R(R-1)(R-2)(R-3) \sum_j p_j^4 + R(R-1)(R-2)(R-3) (\sum_{j} p_j^2)^2\]</div>
 <p>Combining <a class="reference internal" href="#equation-eq-kappa2-vn3">Eq. (5)</a>, <a class="reference internal" href="#equation-eq-kappa2-vn4">Eq. (6)</a>, and <a class="reference internal" href="#equation-eq-kappa2-vn5">Eq. (7)</a>,
 <a class="reference internal" href="#equation-eq-kappa2-vn2">Eq. (4)</a> can be calculated as <a class="footnote-reference brackets" href="#id9" id="id6" role="doc-noteref"><span class="fn-bracket">[</span>2<span class="fn-bracket">]</span></a> <sup>(Eq. 15)</sup></p>
 <div class="math notranslate nohighlight">
