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reshaping code for project 2

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This commit is contained in:
mhjensen
2019-10-09 08:22:33 +02:00
parent 0738b0c283
commit e135911484
27 changed files with 144 additions and 125 deletions
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doc/pub/LogReg/html/._LogReg-bs000.html
+5 -3
View File
@@ -61,7 +61,8 @@ Automatically generated HTML file from DocOnce source
('Including more classes', 2, None, '___sec13'),
('More classes', 2, None, '___sec14'),
('A simple classification problem', 2, None, '___sec15'),
('The Credit Card example', 2, None, '___sec16')]}
('The Credit Card example', 2, None, '___sec16'),
('Analysis of the credi card example', 2, None, '___sec17')]}
end of tocinfo -->
<body>
@@ -116,6 +117,7 @@ MathJax.Hub.Config({
<!-- navigation toc: --> <li><a href="._LogReg-bs015.html#___sec14" style="font-size: 80%;">More classes</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs016.html#___sec15" style="font-size: 80%;">A simple classification problem</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs017.html#___sec16" style="font-size: 80%;">The Credit Card example</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs018.html#___sec17" style="font-size: 80%;">Analysis of the credi card example</a></li>
</ul>
</li>
@@ -150,7 +152,7 @@ MathJax.Hub.Config({
<center>[2] <b>Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University</b></center>
<br>
<p>
<center><h4>Sep 22, 2019</h4></center> <!-- date -->
<center><h4>Oct 9, 2019</h4></center> <!-- date -->
<br>
<p>
<p>
@@ -167,7 +169,7 @@ MathJax.Hub.Config({
<li><a href="._LogReg-bs008.html">9</a></li>
<li><a href="._LogReg-bs009.html">10</a></li>
<li><a href="">...</a></li>
<li><a href="._LogReg-bs017.html">18</a></li>
<li><a href="._LogReg-bs018.html">19</a></li>
<li><a href="._LogReg-bs001.html">&raquo;</a></li>
</ul>
<!-- ------------------- end of main content --------------- -->
doc/pub/LogReg/html/._LogReg-bs001.html
+4 -2
View File
@@ -61,7 +61,8 @@ Automatically generated HTML file from DocOnce source
('Including more classes', 2, None, '___sec13'),
('More classes', 2, None, '___sec14'),
('A simple classification problem', 2, None, '___sec15'),
('The Credit Card example', 2, None, '___sec16')]}
('The Credit Card example', 2, None, '___sec16'),
('Analysis of the credi card example', 2, None, '___sec17')]}
end of tocinfo -->
<body>
@@ -116,6 +117,7 @@ MathJax.Hub.Config({
<!-- navigation toc: --> <li><a href="._LogReg-bs015.html#___sec14" style="font-size: 80%;">More classes</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs016.html#___sec15" style="font-size: 80%;">A simple classification problem</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs017.html#___sec16" style="font-size: 80%;">The Credit Card example</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs018.html#___sec17" style="font-size: 80%;">Analysis of the credi card example</a></li>
</ul>
</li>
@@ -184,7 +186,7 @@ failure etc.
<li><a href="._LogReg-bs009.html">10</a></li>
<li><a href="._LogReg-bs010.html">11</a></li>
<li><a href="">...</a></li>
<li><a href="._LogReg-bs017.html">18</a></li>
<li><a href="._LogReg-bs018.html">19</a></li>
<li><a href="._LogReg-bs002.html">&raquo;</a></li>
</ul>
<!-- ------------------- end of main content --------------- -->
doc/pub/LogReg/html/._LogReg-bs002.html
+4 -2
View File
@@ -61,7 +61,8 @@ Automatically generated HTML file from DocOnce source
('Including more classes', 2, None, '___sec13'),
('More classes', 2, None, '___sec14'),
('A simple classification problem', 2, None, '___sec15'),
('The Credit Card example', 2, None, '___sec16')]}
('The Credit Card example', 2, None, '___sec16'),
('Analysis of the credi card example', 2, None, '___sec17')]}
end of tocinfo -->
<body>
@@ -116,6 +117,7 @@ MathJax.Hub.Config({
<!-- navigation toc: --> <li><a href="._LogReg-bs015.html#___sec14" style="font-size: 80%;">More classes</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs016.html#___sec15" style="font-size: 80%;">A simple classification problem</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs017.html#___sec16" style="font-size: 80%;">The Credit Card example</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs018.html#___sec17" style="font-size: 80%;">Analysis of the credi card example</a></li>
</ul>
</li>
@@ -167,7 +169,7 @@ models, as we will see later.
<li><a href="._LogReg-bs010.html">11</a></li>
<li><a href="._LogReg-bs011.html">12</a></li>
<li><a href="">...</a></li>
<li><a href="._LogReg-bs017.html">18</a></li>
<li><a href="._LogReg-bs018.html">19</a></li>
<li><a href="._LogReg-bs003.html">&raquo;</a></li>
</ul>
<!-- ------------------- end of main content --------------- -->
doc/pub/LogReg/html/._LogReg-bs003.html
+4 -2
View File
@@ -61,7 +61,8 @@ Automatically generated HTML file from DocOnce source
('Including more classes', 2, None, '___sec13'),
('More classes', 2, None, '___sec14'),
('A simple classification problem', 2, None, '___sec15'),
('The Credit Card example', 2, None, '___sec16')]}
('The Credit Card example', 2, None, '___sec16'),
('Analysis of the credi card example', 2, None, '___sec17')]}
end of tocinfo -->
<body>
@@ -116,6 +117,7 @@ MathJax.Hub.Config({
<!-- navigation toc: --> <li><a href="._LogReg-bs015.html#___sec14" style="font-size: 80%;">More classes</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs016.html#___sec15" style="font-size: 80%;">A simple classification problem</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs017.html#___sec16" style="font-size: 80%;">The Credit Card example</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs018.html#___sec17" style="font-size: 80%;">Analysis of the credi card example</a></li>
</ul>
</li>
@@ -174,7 +176,7 @@ $$
<li><a href="._LogReg-bs011.html">12</a></li>
<li><a href="._LogReg-bs012.html">13</a></li>
<li><a href="">...</a></li>
<li><a href="._LogReg-bs017.html">18</a></li>
<li><a href="._LogReg-bs018.html">19</a></li>
<li><a href="._LogReg-bs004.html">&raquo;</a></li>
</ul>
<!-- ------------------- end of main content --------------- -->
doc/pub/LogReg/html/._LogReg-bs004.html
+4 -2
View File
@@ -61,7 +61,8 @@ Automatically generated HTML file from DocOnce source
('Including more classes', 2, None, '___sec13'),
('More classes', 2, None, '___sec14'),
('A simple classification problem', 2, None, '___sec15'),
('The Credit Card example', 2, None, '___sec16')]}
('The Credit Card example', 2, None, '___sec16'),
('Analysis of the credi card example', 2, None, '___sec17')]}
end of tocinfo -->
<body>
@@ -116,6 +117,7 @@ MathJax.Hub.Config({
<!-- navigation toc: --> <li><a href="._LogReg-bs015.html#___sec14" style="font-size: 80%;">More classes</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs016.html#___sec15" style="font-size: 80%;">A simple classification problem</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs017.html#___sec16" style="font-size: 80%;">The Credit Card example</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs018.html#___sec17" style="font-size: 80%;">Analysis of the credi card example</a></li>
</ul>
</li>
@@ -172,7 +174,7 @@ where \( \hat{y} \) is a vector representing the possible outcomes, \( \hat{X} \
<li><a href="._LogReg-bs012.html">13</a></li>
<li><a href="._LogReg-bs013.html">14</a></li>
<li><a href="">...</a></li>
<li><a href="._LogReg-bs017.html">18</a></li>
<li><a href="._LogReg-bs018.html">19</a></li>
<li><a href="._LogReg-bs005.html">&raquo;</a></li>
</ul>
<!-- ------------------- end of main content --------------- -->
doc/pub/LogReg/html/._LogReg-bs005.html
+4 -2
View File
@@ -61,7 +61,8 @@ Automatically generated HTML file from DocOnce source
('Including more classes', 2, None, '___sec13'),
('More classes', 2, None, '___sec14'),
('A simple classification problem', 2, None, '___sec15'),
('The Credit Card example', 2, None, '___sec16')]}
('The Credit Card example', 2, None, '___sec16'),
('Analysis of the credi card example', 2, None, '___sec17')]}
end of tocinfo -->
<body>
@@ -116,6 +117,7 @@ MathJax.Hub.Config({
<!-- navigation toc: --> <li><a href="._LogReg-bs015.html#___sec14" style="font-size: 80%;">More classes</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs016.html#___sec15" style="font-size: 80%;">A simple classification problem</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs017.html#___sec16" style="font-size: 80%;">The Credit Card example</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs018.html#___sec17" style="font-size: 80%;">Analysis of the credi card example</a></li>
</ul>
</li>
@@ -171,7 +173,7 @@ the probability of a given category. This leads us to the logistic function.
<li><a href="._LogReg-bs013.html">14</a></li>
<li><a href="._LogReg-bs014.html">15</a></li>
<li><a href="">...</a></li>
<li><a href="._LogReg-bs017.html">18</a></li>
<li><a href="._LogReg-bs018.html">19</a></li>
<li><a href="._LogReg-bs006.html">&raquo;</a></li>
</ul>
<!-- ------------------- end of main content --------------- -->
doc/pub/LogReg/html/._LogReg-bs006.html
+4 -2
View File
@@ -61,7 +61,8 @@ Automatically generated HTML file from DocOnce source
('Including more classes', 2, None, '___sec13'),
('More classes', 2, None, '___sec14'),
('A simple classification problem', 2, None, '___sec15'),
('The Credit Card example', 2, None, '___sec16')]}
('The Credit Card example', 2, None, '___sec16'),
('Analysis of the credi card example', 2, None, '___sec17')]}
end of tocinfo -->
<body>
@@ -116,6 +117,7 @@ MathJax.Hub.Config({
<!-- navigation toc: --> <li><a href="._LogReg-bs015.html#___sec14" style="font-size: 80%;">More classes</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs016.html#___sec15" style="font-size: 80%;">A simple classification problem</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs017.html#___sec16" style="font-size: 80%;">The Credit Card example</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs018.html#___sec17" style="font-size: 80%;">Analysis of the credi card example</a></li>
</ul>
</li>
@@ -172,7 +174,7 @@ Note that \( 1-p(t)= p(-t) \).
<li><a href="._LogReg-bs014.html">15</a></li>
<li><a href="._LogReg-bs015.html">16</a></li>
<li><a href="">...</a></li>
<li><a href="._LogReg-bs017.html">18</a></li>
<li><a href="._LogReg-bs018.html">19</a></li>
<li><a href="._LogReg-bs007.html">&raquo;</a></li>
</ul>
<!-- ------------------- end of main content --------------- -->
doc/pub/LogReg/html/._LogReg-bs007.html
+4 -2
View File
@@ -61,7 +61,8 @@ Automatically generated HTML file from DocOnce source
('Including more classes', 2, None, '___sec13'),
('More classes', 2, None, '___sec14'),
('A simple classification problem', 2, None, '___sec15'),
('The Credit Card example', 2, None, '___sec16')]}
('The Credit Card example', 2, None, '___sec16'),
('Analysis of the credi card example', 2, None, '___sec17')]}
end of tocinfo -->
<body>
@@ -116,6 +117,7 @@ MathJax.Hub.Config({
<!-- navigation toc: --> <li><a href="._LogReg-bs015.html#___sec14" style="font-size: 80%;">More classes</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs016.html#___sec15" style="font-size: 80%;">A simple classification problem</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs017.html#___sec16" style="font-size: 80%;">The Credit Card example</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs018.html#___sec17" style="font-size: 80%;">Analysis of the credi card example</a></li>
</ul>
</li>
@@ -217,7 +219,7 @@ plt<span style="color: #666666">.</span>show()
<li><a href="._LogReg-bs015.html">16</a></li>
<li><a href="._LogReg-bs016.html">17</a></li>
<li><a href="">...</a></li>
<li><a href="._LogReg-bs017.html">18</a></li>
<li><a href="._LogReg-bs018.html">19</a></li>
<li><a href="._LogReg-bs008.html">&raquo;</a></li>
</ul>
<!-- ------------------- end of main content --------------- -->
doc/pub/LogReg/html/._LogReg-bs008.html
+5 -1
View File
@@ -61,7 +61,8 @@ Automatically generated HTML file from DocOnce source
('Including more classes', 2, None, '___sec13'),
('More classes', 2, None, '___sec14'),
('A simple classification problem', 2, None, '___sec15'),
('The Credit Card example', 2, None, '___sec16')]}
('The Credit Card example', 2, None, '___sec16'),
('Analysis of the credi card example', 2, None, '___sec17')]}
end of tocinfo -->
<body>
@@ -116,6 +117,7 @@ MathJax.Hub.Config({
<!-- navigation toc: --> <li><a href="._LogReg-bs015.html#___sec14" style="font-size: 80%;">More classes</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs016.html#___sec15" style="font-size: 80%;">A simple classification problem</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs017.html#___sec16" style="font-size: 80%;">The Credit Card example</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs018.html#___sec17" style="font-size: 80%;">Analysis of the credi card example</a></li>
</ul>
</li>
@@ -173,6 +175,8 @@ $$
<li><a href="._LogReg-bs015.html">16</a></li>
<li><a href="._LogReg-bs016.html">17</a></li>
<li><a href="._LogReg-bs017.html">18</a></li>
<li><a href="">...</a></li>
<li><a href="._LogReg-bs018.html">19</a></li>
<li><a href="._LogReg-bs009.html">&raquo;</a></li>
</ul>
<!-- ------------------- end of main content --------------- -->
doc/pub/LogReg/html/._LogReg-bs009.html
+4 -1
View File
@@ -61,7 +61,8 @@ Automatically generated HTML file from DocOnce source
('Including more classes', 2, None, '___sec13'),
('More classes', 2, None, '___sec14'),
('A simple classification problem', 2, None, '___sec15'),
('The Credit Card example', 2, None, '___sec16')]}
('The Credit Card example', 2, None, '___sec16'),
('Analysis of the credi card example', 2, None, '___sec17')]}
end of tocinfo -->
<body>
@@ -116,6 +117,7 @@ MathJax.Hub.Config({
<!-- navigation toc: --> <li><a href="._LogReg-bs015.html#___sec14" style="font-size: 80%;">More classes</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs016.html#___sec15" style="font-size: 80%;">A simple classification problem</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs017.html#___sec16" style="font-size: 80%;">The Credit Card example</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs018.html#___sec17" style="font-size: 80%;">Analysis of the credi card example</a></li>
</ul>
</li>
@@ -174,6 +176,7 @@ $$
<li><a href="._LogReg-bs015.html">16</a></li>
<li><a href="._LogReg-bs016.html">17</a></li>
<li><a href="._LogReg-bs017.html">18</a></li>
<li><a href="._LogReg-bs018.html">19</a></li>
<li><a href="._LogReg-bs010.html">&raquo;</a></li>
</ul>
<!-- ------------------- end of main content --------------- -->
doc/pub/LogReg/html/._LogReg-bs010.html
+4 -1
View File
@@ -61,7 +61,8 @@ Automatically generated HTML file from DocOnce source
('Including more classes', 2, None, '___sec13'),
('More classes', 2, None, '___sec14'),
('A simple classification problem', 2, None, '___sec15'),
('The Credit Card example', 2, None, '___sec16')]}
('The Credit Card example', 2, None, '___sec16'),
('Analysis of the credi card example', 2, None, '___sec17')]}
end of tocinfo -->
<body>
@@ -116,6 +117,7 @@ MathJax.Hub.Config({
<!-- navigation toc: --> <li><a href="._LogReg-bs015.html#___sec14" style="font-size: 80%;">More classes</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs016.html#___sec15" style="font-size: 80%;">A simple classification problem</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs017.html#___sec16" style="font-size: 80%;">The Credit Card example</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs018.html#___sec17" style="font-size: 80%;">Analysis of the credi card example</a></li>
</ul>
</li>
@@ -172,6 +174,7 @@ in practice we often supplement the cross-entropy with additional regularization
<li><a href="._LogReg-bs015.html">16</a></li>
<li><a href="._LogReg-bs016.html">17</a></li>
<li><a href="._LogReg-bs017.html">18</a></li>
<li><a href="._LogReg-bs018.html">19</a></li>
<li><a href="._LogReg-bs011.html">&raquo;</a></li>
</ul>
<!-- ------------------- end of main content --------------- -->
doc/pub/LogReg/html/._LogReg-bs011.html
+4 -1
View File
@@ -61,7 +61,8 @@ Automatically generated HTML file from DocOnce source
('Including more classes', 2, None, '___sec13'),
('More classes', 2, None, '___sec14'),
('A simple classification problem', 2, None, '___sec15'),
('The Credit Card example', 2, None, '___sec16')]}
('The Credit Card example', 2, None, '___sec16'),
('Analysis of the credi card example', 2, None, '___sec17')]}
end of tocinfo -->
<body>
@@ -116,6 +117,7 @@ MathJax.Hub.Config({
<!-- navigation toc: --> <li><a href="._LogReg-bs015.html#___sec14" style="font-size: 80%;">More classes</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs016.html#___sec15" style="font-size: 80%;">A simple classification problem</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs017.html#___sec16" style="font-size: 80%;">The Credit Card example</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs018.html#___sec17" style="font-size: 80%;">Analysis of the credi card example</a></li>
</ul>
</li>
@@ -172,6 +174,7 @@ $$
<li><a href="._LogReg-bs015.html">16</a></li>
<li><a href="._LogReg-bs016.html">17</a></li>
<li><a href="._LogReg-bs017.html">18</a></li>
<li><a href="._LogReg-bs018.html">19</a></li>
<li><a href="._LogReg-bs012.html">&raquo;</a></li>
</ul>
<!-- ------------------- end of main content --------------- -->
doc/pub/LogReg/html/._LogReg-bs012.html
+4 -1
View File
@@ -61,7 +61,8 @@ Automatically generated HTML file from DocOnce source
('Including more classes', 2, None, '___sec13'),
('More classes', 2, None, '___sec14'),
('A simple classification problem', 2, None, '___sec15'),
('The Credit Card example', 2, None, '___sec16')]}
('The Credit Card example', 2, None, '___sec16'),
('Analysis of the credi card example', 2, None, '___sec17')]}
end of tocinfo -->
<body>
@@ -116,6 +117,7 @@ MathJax.Hub.Config({
<!-- navigation toc: --> <li><a href="._LogReg-bs015.html#___sec14" style="font-size: 80%;">More classes</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs016.html#___sec15" style="font-size: 80%;">A simple classification problem</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs017.html#___sec16" style="font-size: 80%;">The Credit Card example</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs018.html#___sec17" style="font-size: 80%;">Analysis of the credi card example</a></li>
</ul>
</li>
@@ -172,6 +174,7 @@ $$
<li><a href="._LogReg-bs015.html">16</a></li>
<li><a href="._LogReg-bs016.html">17</a></li>
<li><a href="._LogReg-bs017.html">18</a></li>
<li><a href="._LogReg-bs018.html">19</a></li>
<li><a href="._LogReg-bs013.html">&raquo;</a></li>
</ul>
<!-- ------------------- end of main content --------------- -->
doc/pub/LogReg/html/._LogReg-bs013.html
+4 -1
View File
@@ -61,7 +61,8 @@ Automatically generated HTML file from DocOnce source
('Including more classes', 2, None, '___sec13'),
('More classes', 2, None, '___sec14'),
('A simple classification problem', 2, None, '___sec15'),
('The Credit Card example', 2, None, '___sec16')]}
('The Credit Card example', 2, None, '___sec16'),
('Analysis of the credi card example', 2, None, '___sec17')]}
end of tocinfo -->
<body>
@@ -116,6 +117,7 @@ MathJax.Hub.Config({
<!-- navigation toc: --> <li><a href="._LogReg-bs015.html#___sec14" style="font-size: 80%;">More classes</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs016.html#___sec15" style="font-size: 80%;">A simple classification problem</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs017.html#___sec16" style="font-size: 80%;">The Credit Card example</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs018.html#___sec17" style="font-size: 80%;">Analysis of the credi card example</a></li>
</ul>
</li>
@@ -164,6 +166,7 @@ $$
<li><a href="._LogReg-bs015.html">16</a></li>
<li><a href="._LogReg-bs016.html">17</a></li>
<li><a href="._LogReg-bs017.html">18</a></li>
<li><a href="._LogReg-bs018.html">19</a></li>
<li><a href="._LogReg-bs014.html">&raquo;</a></li>
</ul>
<!-- ------------------- end of main content --------------- -->
doc/pub/LogReg/html/._LogReg-bs014.html
+4 -1
View File
@@ -61,7 +61,8 @@ Automatically generated HTML file from DocOnce source
('Including more classes', 2, None, '___sec13'),
('More classes', 2, None, '___sec14'),
('A simple classification problem', 2, None, '___sec15'),
('The Credit Card example', 2, None, '___sec16')]}
('The Credit Card example', 2, None, '___sec16'),
('Analysis of the credi card example', 2, None, '___sec17')]}
end of tocinfo -->
<body>
@@ -116,6 +117,7 @@ MathJax.Hub.Config({
<!-- navigation toc: --> <li><a href="._LogReg-bs015.html#___sec14" style="font-size: 80%;">More classes</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs016.html#___sec15" style="font-size: 80%;">A simple classification problem</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs017.html#___sec16" style="font-size: 80%;">The Credit Card example</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs018.html#___sec17" style="font-size: 80%;">Analysis of the credi card example</a></li>
</ul>
</li>
@@ -175,6 +177,7 @@ and the model is specified in term of \( K-1 \) so-called log-odds or
<li><a href="._LogReg-bs015.html">16</a></li>
<li><a href="._LogReg-bs016.html">17</a></li>
<li><a href="._LogReg-bs017.html">18</a></li>
<li><a href="._LogReg-bs018.html">19</a></li>
<li><a href="._LogReg-bs015.html">&raquo;</a></li>
</ul>
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doc/pub/LogReg/html/._LogReg-bs015.html
+4 -1
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@@ -61,7 +61,8 @@ Automatically generated HTML file from DocOnce source
('Including more classes', 2, None, '___sec13'),
('More classes', 2, None, '___sec14'),
('A simple classification problem', 2, None, '___sec15'),
('The Credit Card example', 2, None, '___sec16')]}
('The Credit Card example', 2, None, '___sec16'),
('Analysis of the credi card example', 2, None, '___sec17')]}
end of tocinfo -->
<body>
@@ -116,6 +117,7 @@ MathJax.Hub.Config({
<!-- navigation toc: --> <li><a href="#___sec14" style="font-size: 80%;">More classes</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs016.html#___sec15" style="font-size: 80%;">A simple classification problem</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs017.html#___sec16" style="font-size: 80%;">The Credit Card example</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs018.html#___sec17" style="font-size: 80%;">Analysis of the credi card example</a></li>
</ul>
</li>
@@ -186,6 +188,7 @@ methods</a>.
<li class="active"><a href="._LogReg-bs015.html">16</a></li>
<li><a href="._LogReg-bs016.html">17</a></li>
<li><a href="._LogReg-bs017.html">18</a></li>
<li><a href="._LogReg-bs018.html">19</a></li>
<li><a href="._LogReg-bs016.html">&raquo;</a></li>
</ul>
<!-- ------------------- end of main content --------------- -->
doc/pub/LogReg/html/._LogReg-bs016.html
+4 -1
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@@ -61,7 +61,8 @@ Automatically generated HTML file from DocOnce source
('Including more classes', 2, None, '___sec13'),
('More classes', 2, None, '___sec14'),
('A simple classification problem', 2, None, '___sec15'),
('The Credit Card example', 2, None, '___sec16')]}
('The Credit Card example', 2, None, '___sec16'),
('Analysis of the credi card example', 2, None, '___sec17')]}
end of tocinfo -->
<body>
@@ -116,6 +117,7 @@ MathJax.Hub.Config({
<!-- navigation toc: --> <li><a href="._LogReg-bs015.html#___sec14" style="font-size: 80%;">More classes</a></li>
<!-- navigation toc: --> <li><a href="#___sec15" style="font-size: 80%;">A simple classification problem</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs017.html#___sec16" style="font-size: 80%;">The Credit Card example</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs018.html#___sec17" style="font-size: 80%;">Analysis of the credi card example</a></li>
</ul>
</li>
@@ -197,6 +199,7 @@ MathJax.Hub.Config({
<li><a href="._LogReg-bs015.html">16</a></li>
<li class="active"><a href="._LogReg-bs016.html">17</a></li>
<li><a href="._LogReg-bs017.html">18</a></li>
<li><a href="._LogReg-bs018.html">19</a></li>
<li><a href="._LogReg-bs017.html">&raquo;</a></li>
</ul>
<!-- ------------------- end of main content --------------- -->
doc/pub/LogReg/html/._LogReg-bs017.html
+7 -3
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@@ -61,7 +61,8 @@ Automatically generated HTML file from DocOnce source
('Including more classes', 2, None, '___sec13'),
('More classes', 2, None, '___sec14'),
('A simple classification problem', 2, None, '___sec15'),
('The Credit Card example', 2, None, '___sec16')]}
('The Credit Card example', 2, None, '___sec16'),
('Analysis of the credi card example', 2, None, '___sec17')]}
end of tocinfo -->
<body>
@@ -116,6 +117,7 @@ MathJax.Hub.Config({
<!-- navigation toc: --> <li><a href="._LogReg-bs015.html#___sec14" style="font-size: 80%;">More classes</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs016.html#___sec15" style="font-size: 80%;">A simple classification problem</a></li>
<!-- navigation toc: --> <li><a href="#___sec16" style="font-size: 80%;">The Credit Card example</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs018.html#___sec17" style="font-size: 80%;">Analysis of the credi card example</a></li>
</ul>
</li>
@@ -132,7 +134,8 @@ MathJax.Hub.Config({
<!-- !split -->
<h2 id="___sec16" class="anchor">The Credit Card example </h2>
Here we use the the <a href="https://archive.ics.uci.edu/ml/datasets/default+of+credit+card+clients" target="_self">credit card data</a>. More text to come.
Here we use the the <a href="https://archive.ics.uci.edu/ml/datasets/default+of+credit+card+clients" target="_self">credit card data</a>.
The data are from an extensive database from Taiwan and include more than ten predictors. More text and clean up of code will be added.
<p>
@@ -338,7 +341,6 @@ plt<span style="color: #666666">.</span>plot(x, best)
plt<span style="color: #666666">.</span>show()
</pre></div>
<p>
<p>
<!-- navigation buttons at the bottom of the page -->
<ul class="pagination">
@@ -354,6 +356,8 @@ plt<span style="color: #666666">.</span>show()
<li><a href="._LogReg-bs015.html">16</a></li>
<li><a href="._LogReg-bs016.html">17</a></li>
<li class="active"><a href="._LogReg-bs017.html">18</a></li>
<li><a href="._LogReg-bs018.html">19</a></li>
<li><a href="._LogReg-bs018.html">&raquo;</a></li>
</ul>
<!-- ------------------- end of main content --------------- -->
doc/pub/LogReg/html/._LogReg-bs018.html
+27 -82
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@@ -6,6 +6,7 @@ Automatically generated HTML file from DocOnce source
<head>
<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
<meta name="generator" content="DocOnce: https://github.com/hplgit/doconce/" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
<meta name="description" content="Data Analysis and Machine Learning: Logistic Regression">
<title>Data Analysis and Machine Learning: Logistic Regression</title>
@@ -46,26 +47,22 @@ Automatically generated HTML file from DocOnce source
('Linear classifier', 2, None, '___sec3'),
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('Two parameters', 2, None, '___sec6'),
('Maximum likelihood', 2, None, '___sec7'),
('The cost function rewritten', 2, None, '___sec8'),
('Minimizing the cross entropy', 2, None, '___sec9'),
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('A simple classification problem', 2, None, '___sec15'),
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('Examples of likelihood functions used in logistic regression '
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2,
None,
'___sec16'),
('Reading in the data', 2, None, '___sec17'),
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'___sec6'),
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('The cost function rewritten', 2, None, '___sec9'),
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('A more compact expression', 2, None, '___sec11'),
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('Analysis of the credi card example', 2, None, '___sec17')]}
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<body>
@@ -109,22 +106,18 @@ MathJax.Hub.Config({
<!-- navigation toc: --> <li><a href="._LogReg-bs004.html#___sec3" style="font-size: 80%;">Linear classifier</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs005.html#___sec4" style="font-size: 80%;">Some selected properties</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs006.html#___sec5" style="font-size: 80%;">The logistic function</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs007.html#___sec6" style="font-size: 80%;">Two parameters</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs008.html#___sec7" style="font-size: 80%;">Maximum likelihood</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs009.html#___sec8" style="font-size: 80%;">The cost function rewritten</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs010.html#___sec9" style="font-size: 80%;">Minimizing the cross entropy</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs011.html#___sec10" style="font-size: 80%;">A more compact expression</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs012.html#___sec11" style="font-size: 80%;">Extending to more predictors</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs013.html#___sec12" style="font-size: 80%;">Including more classes</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs014.html#___sec13" style="font-size: 80%;">The Softmax function</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs015.html#___sec14" style="font-size: 80%;">A <b>scikit-learn</b> example</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs007.html#___sec6" style="font-size: 80%;">Examples of likelihood functions used in logistic regression and nueral networks</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs008.html#___sec7" style="font-size: 80%;">Two parameters</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs009.html#___sec8" style="font-size: 80%;">Maximum likelihood</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs010.html#___sec9" style="font-size: 80%;">The cost function rewritten</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs011.html#___sec10" style="font-size: 80%;">Minimizing the cross entropy</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs012.html#___sec11" style="font-size: 80%;">A more compact expression</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs013.html#___sec12" style="font-size: 80%;">Extending to more predictors</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs014.html#___sec13" style="font-size: 80%;">Including more classes</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs015.html#___sec14" style="font-size: 80%;">More classes</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs016.html#___sec15" style="font-size: 80%;">A simple classification problem</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs017.html#___sec16" style="font-size: 80%;">The two-dimensional Ising model, Predicting phase transition of the two-dimensional Ising model</a></li>
<!-- navigation toc: --> <li><a href="#___sec17" style="font-size: 80%;">Reading in the data</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs019.html#___sec18" style="font-size: 80%;">Logistic regression</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs020.html#___sec19" style="font-size: 80%;">Exploring the logistic regression</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs021.html#___sec20" style="font-size: 80%;">Accuracy of a classification model</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs022.html#___sec21" style="font-size: 80%;">Analyzing the results</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs017.html#___sec16" style="font-size: 80%;">The Credit Card example</a></li>
<!-- navigation toc: --> <li><a href="#___sec17" style="font-size: 80%;">Analysis of the credi card example</a></li>
</ul>
</li>
@@ -140,51 +133,8 @@ MathJax.Hub.Config({
<a name="part0018"></a>
<!-- !split -->
<h2 id="___sec17" class="anchor">Reading in the data </h2>
<h2 id="___sec17" class="anchor">Analysis of the credi card example </h2>
<p>
Using the data from <a href="https://physics.bu.edu/~pankajm/ML-Review-Datasets/isingMC/" target="_self">Mehta et al.</a> (specifically the two datasets named <code>Ising2DFM_reSample_L40_T=All.pkl</code> and <code>Ising2DFM_reSample_L40_T=All_labels.pkl</code>) we have to unpack the data into numpy arrays.
<p>
<!-- code=python (!bc pycod) typeset with pygments style "default" -->
<div class="highlight" style="background: #f8f8f8"><pre style="line-height: 125%"><span></span>filenames <span style="color: #666666">=</span> glob<span style="color: #666666">.</span>glob(os<span style="color: #666666">.</span>path<span style="color: #666666">.</span>join(<span style="color: #BA2121">&quot;..&quot;</span>, <span style="color: #BA2121">&quot;dat&quot;</span>, <span style="color: #BA2121">&quot;*&quot;</span>))
label_filename <span style="color: #666666">=</span> <span style="color: #008000">list</span>(<span style="color: #008000">filter</span>(<span style="color: #008000; font-weight: bold">lambda</span> x: <span style="color: #BA2121">&quot;label&quot;</span> <span style="color: #AA22FF; font-weight: bold">in</span> x, filenames))[<span style="color: #666666">0</span>]
dat_filename <span style="color: #666666">=</span> <span style="color: #008000">list</span>(<span style="color: #008000">filter</span>(<span style="color: #008000; font-weight: bold">lambda</span> x: <span style="color: #BA2121">&quot;label&quot;</span> <span style="color: #AA22FF; font-weight: bold">not</span> <span style="color: #AA22FF; font-weight: bold">in</span> x, filenames))[<span style="color: #666666">0</span>]
<span style="color: #408080; font-style: italic"># Read in the labels</span>
<span style="color: #008000; font-weight: bold">with</span> <span style="color: #008000">open</span>(label_filename, <span style="color: #BA2121">&quot;rb&quot;</span>) <span style="color: #008000; font-weight: bold">as</span> f:
labels <span style="color: #666666">=</span> pickle<span style="color: #666666">.</span>load(f)
<span style="color: #408080; font-style: italic"># Read in the corresponding configurations</span>
<span style="color: #008000; font-weight: bold">with</span> <span style="color: #008000">open</span>(dat_filename, <span style="color: #BA2121">&quot;rb&quot;</span>) <span style="color: #008000; font-weight: bold">as</span> f:
data <span style="color: #666666">=</span> np<span style="color: #666666">.</span>unpackbits(pickle<span style="color: #666666">.</span>load(f))<span style="color: #666666">.</span>reshape(<span style="color: #666666">-1</span>, <span style="color: #666666">1600</span>)<span style="color: #666666">.</span>astype(<span style="color: #BA2121">&quot;int&quot;</span>)
<span style="color: #408080; font-style: italic"># Set spin-down to -1</span>
data[data <span style="color: #666666">==</span> <span style="color: #666666">0</span>] <span style="color: #666666">=</span> <span style="color: #666666">-1</span>
</pre></div>
<p>
This dataset consists of \( 10000 \) samples, i.e., \( 10000 \) spin
configurations with \( 40 \times 40 \) spins each, for \( 16 \) temperatures
between \( 0.25 \) to \( 4.0 \). Next we create a train/test-split and keep
the data in the critical phase as a separate dataset for
extrapolation-testing.
<p>
<!-- code=python (!bc pycod) typeset with pygments style "default" -->
<div class="highlight" style="background: #f8f8f8"><pre style="line-height: 125%"><span></span><span style="color: #408080; font-style: italic"># Set up slices of the dataset</span>
ordered <span style="color: #666666">=</span> <span style="color: #008000">slice</span>(<span style="color: #666666">0</span>, <span style="color: #666666">70000</span>)
critical <span style="color: #666666">=</span> <span style="color: #008000">slice</span>(<span style="color: #666666">70000</span>, <span style="color: #666666">100000</span>)
disordered <span style="color: #666666">=</span> <span style="color: #008000">slice</span>(<span style="color: #666666">100000</span>, <span style="color: #666666">160000</span>)
X_train, X_test, y_train, y_test <span style="color: #666666">=</span> skms<span style="color: #666666">.</span>train_test_split(
np<span style="color: #666666">.</span>concatenate((data[ordered], data[disordered])),
np<span style="color: #666666">.</span>concatenate((labels[ordered], labels[disordered])),
test_size<span style="color: #666666">=0.95</span>
)
</pre></div>
<p>
<p>
<!-- navigation buttons at the bottom of the page -->
<ul class="pagination">
@@ -200,11 +150,6 @@ X_train, X_test, y_train, y_test <span style="color: #666666">=</span> skms<span
<li><a href="._LogReg-bs016.html">17</a></li>
<li><a href="._LogReg-bs017.html">18</a></li>
<li class="active"><a href="._LogReg-bs018.html">19</a></li>
<li><a href="._LogReg-bs019.html">20</a></li>
<li><a href="._LogReg-bs020.html">21</a></li>
<li><a href="._LogReg-bs021.html">22</a></li>
<li><a href="._LogReg-bs022.html">23</a></li>
<li><a href="._LogReg-bs019.html">&raquo;</a></li>
</ul>
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@@ -61,7 +61,8 @@ Automatically generated HTML file from DocOnce source
('Including more classes', 2, None, '___sec13'),
('More classes', 2, None, '___sec14'),
('A simple classification problem', 2, None, '___sec15'),
('The Credit Card example', 2, None, '___sec16')]}
('The Credit Card example', 2, None, '___sec16'),
('Analysis of the credi card example', 2, None, '___sec17')]}
end of tocinfo -->
<body>
@@ -116,6 +117,7 @@ MathJax.Hub.Config({
<!-- navigation toc: --> <li><a href="._LogReg-bs015.html#___sec14" style="font-size: 80%;">More classes</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs016.html#___sec15" style="font-size: 80%;">A simple classification problem</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs017.html#___sec16" style="font-size: 80%;">The Credit Card example</a></li>
<!-- navigation toc: --> <li><a href="._LogReg-bs018.html#___sec17" style="font-size: 80%;">Analysis of the credi card example</a></li>
</ul>
</li>
@@ -150,7 +152,7 @@ MathJax.Hub.Config({
<center>[2] <b>Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University</b></center>
<br>
<p>
<center><h4>Sep 22, 2019</h4></center> <!-- date -->
<center><h4>Oct 9, 2019</h4></center> <!-- date -->
<br>
<p>
<p>
@@ -167,7 +169,7 @@ MathJax.Hub.Config({
<li><a href="._LogReg-bs008.html">9</a></li>
<li><a href="._LogReg-bs009.html">10</a></li>
<li><a href="">...</a></li>
<li><a href="._LogReg-bs017.html">18</a></li>
<li><a href="._LogReg-bs018.html">19</a></li>
<li><a href="._LogReg-bs001.html">&raquo;</a></li>
</ul>
<!-- ------------------- end of main content --------------- -->
doc/pub/LogReg/html/LogReg-reveal.html
+8 -2
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@@ -148,7 +148,7 @@ MathJax.Hub.Config({
<center>[2] <b>Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University</b></center>
<br>
<p>&nbsp;<br>
<center><h4>Sep 22, 2019</h4></center> <!-- date -->
<center><h4>Oct 9, 2019</h4></center> <!-- date -->
<br>
<p>
@@ -667,7 +667,8 @@ methods</a>.
<section>
<h2 id="___sec16">The Credit Card example </h2>
Here we use the the <a href="https://archive.ics.uci.edu/ml/datasets/default+of+credit+card+clients" target="_blank">credit card data</a>. More text to come.
Here we use the the <a href="https://archive.ics.uci.edu/ml/datasets/default+of+credit+card+clients" target="_blank">credit card data</a>.
The data are from an extensive database from Taiwan and include more than ten predictors. More text and clean up of code will be added.
<p>
@@ -875,6 +876,11 @@ plt.show()
</section>
<section>
<h2 id="___sec17">Analysis of the credi card example </h2>
</section>
</div> <!-- class="slides" -->
</div> <!-- class="reveal" -->
doc/pub/LogReg/html/LogReg-solarized.html
+8 -3
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@@ -55,7 +55,8 @@ div { text-align: justify; text-justify: inter-word; }
('Including more classes', 2, None, '___sec13'),
('More classes', 2, None, '___sec14'),
('A simple classification problem', 2, None, '___sec15'),
('The Credit Card example', 2, None, '___sec16')]}
('The Credit Card example', 2, None, '___sec16'),
('Analysis of the credi card example', 2, None, '___sec17')]}
end of tocinfo -->
<body>
@@ -97,7 +98,7 @@ MathJax.Hub.Config({
<center>[2] <b>Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University</b></center>
<br>
<p>
<center><h4>Sep 22, 2019</h4></center> <!-- date -->
<center><h4>Oct 9, 2019</h4></center> <!-- date -->
<br>
<p>
<!-- !split -->
@@ -568,7 +569,8 @@ methods</a>.
<!-- !split --><br><br><br><br><br><br><br><br><br><br>
<h2 id="___sec16">The Credit Card example </h2>
Here we use the the <a href="https://archive.ics.uci.edu/ml/datasets/default+of+credit+card+clients" target="_blank">credit card data</a>. More text to come.
Here we use the the <a href="https://archive.ics.uci.edu/ml/datasets/default+of+credit+card+clients" target="_blank">credit card data</a>.
The data are from an extensive database from Taiwan and include more than ten predictors. More text and clean up of code will be added.
<p>
@@ -774,6 +776,9 @@ plt.plot(x, best)
plt.show()
</pre></div>
<p>
<!-- !split --><br><br><br><br><br><br><br><br><br><br>
<h2 id="___sec17">Analysis of the credi card example </h2>
<!-- ------------------- end of main content --------------- -->
doc/pub/LogReg/html/LogReg.html
+8 -3
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@@ -60,7 +60,8 @@ div { text-align: justify; text-justify: inter-word; }
('Including more classes', 2, None, '___sec13'),
('More classes', 2, None, '___sec14'),
('A simple classification problem', 2, None, '___sec15'),
('The Credit Card example', 2, None, '___sec16')]}
('The Credit Card example', 2, None, '___sec16'),
('Analysis of the credi card example', 2, None, '___sec17')]}
end of tocinfo -->
<body>
@@ -102,7 +103,7 @@ MathJax.Hub.Config({
<center>[2] <b>Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University</b></center>
<br>
<p>
<center><h4>Sep 22, 2019</h4></center> <!-- date -->
<center><h4>Oct 9, 2019</h4></center> <!-- date -->
<br>
<p>
<!-- !split -->
@@ -573,7 +574,8 @@ methods</a>.
<!-- !split --><br><br><br><br><br><br><br><br><br><br>
<h2 id="___sec16">The Credit Card example </h2>
Here we use the the <a href="https://archive.ics.uci.edu/ml/datasets/default+of+credit+card+clients" target="_blank">credit card data</a>. More text to come.
Here we use the the <a href="https://archive.ics.uci.edu/ml/datasets/default+of+credit+card+clients" target="_blank">credit card data</a>.
The data are from an extensive database from Taiwan and include more than ten predictors. More text and clean up of code will be added.
<p>
@@ -779,6 +781,9 @@ plt<span style="color: #666666">.</span>plot(x, best)
plt<span style="color: #666666">.</span>show()
</pre></div>
<p>
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<h2 id="___sec17">Analysis of the credi card example </h2>
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doc/pub/LogReg/ipynb/LogReg.ipynb
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@@ -10,7 +10,7 @@
"<!-- Author: --> \n",
"**Morten Hjorth-Jensen**, Department of Physics, University of Oslo and Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University\n",
"\n",
"Date: **Sep 22, 2019**\n",
"Date: **Oct 9, 2019**\n",
"\n",
"Copyright 1999-2019, Morten Hjorth-Jensen. Released under CC Attribution-NonCommercial 4.0 license\n",
"\n",
@@ -668,7 +668,8 @@
"metadata": {},
"source": [
"## The Credit Card example\n",
"Here we use the the [credit card data](https://archive.ics.uci.edu/ml/datasets/default+of+credit+card+clients). More text to come."
"Here we use the the [credit card data](https://archive.ics.uci.edu/ml/datasets/default+of+credit+card+clients). \n",
"The data are from an extensive database from Taiwan and include more than ten predictors. More text and clean up of code will be added."
]
},
{
@@ -886,6 +887,13 @@
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Analysis of the credi card example"
]
}
],
"metadata": {},
doc/pub/LogReg/ipynb/ipynb-LogReg-src.tar.gz
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doc/src/LogisticRegression/LogReg.do.txt
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@@ -451,7 +451,7 @@ if __name__ == "__main__":
!split
===== The Credit Card example =====
Here we use the the "credit card data":"https://archive.ics.uci.edu/ml/datasets/default+of+credit+card+clients".
The data are from an extensive database from Taiwan and include more than ten predictors.
The data are from an extensive database from Taiwan and include more than ten predictors. More text and clean up of code will be added.
!bc pycod
import pandas as pd