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<!doctype html>
<html lang="en">
<head>
<title>PyCM Report</title>
<meta http-equiv="content-type" content="text/html; charset=UTF-8">
<meta name="description" content="PyCM is a multi-class confusion matrix library written in Python. http://www.pycm.io">
<meta name="og:title" content="PyCM Report">
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<meta name="twitter:card" content="summary_large_image">
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</head>
<body>
<h1 style="border-bottom:1px solid black;text-align:center;">PyCM Report</h1>
<h2>Dataset Type : </h2>
<ul>
<li>Balanced</li>
<li>Multi-Class Classification</li>
</ul>
<p><span style="color:red;">Note 1</span> : Recommended statistics for this type of classification highlighted in <span style="color :aqua;">aqua</span></p>
<p><span style="color:red;">Note 2</span> : The recommendation system assumes the input is the result of classification over the entire dataset, not just a subset. If the confusion matrix is based on test data classification, the recommendation may not be valid.</p>
<h2>Confusion Matrix (Normalized): </h2>
<table>
<tr style="text-align:center;">
<td>Actual</td>
<td>Predict
<table style="border:1px solid black;border-collapse: collapse;height:28em;width:28em;">
<tr style="text-align:center;">
<td></td>
<td style="border:1px solid black;padding:10px;height:7em;width:7em;">L1</td>
<td style="border:1px solid black;padding:10px;height:7em;width:7em;">L2</td>
<td style="border:1px solid black;padding:10px;height:7em;width:7em;">L3</td>
</tr>
<tr style="text-align:center;">
<td style="border:1px solid black;padding:10px;height:7em;width:7em;">L1</td>
<td style="background-color:rgb(179,179,179);color:black;padding:10px;height:7em;width:7em;">0.6</td>
<td style="background-color:rgb(255,255,255);color:black;padding:10px;height:7em;width:7em;">0.0</td>
<td style="background-color:rgb(204,204,204);color:black;padding:10px;height:7em;width:7em;">0.4</td>
</tr>
<tr style="text-align:center;">
<td style="border:1px solid black;padding:10px;height:7em;width:7em;">L2</td>
<td style="background-color:rgb(255,255,255);color:black;padding:10px;height:7em;width:7em;">0.0</td>
<td style="background-color:rgb(192,192,192);color:black;padding:10px;height:7em;width:7em;">0.5</td>
<td style="background-color:rgb(192,192,192);color:black;padding:10px;height:7em;width:7em;">0.5</td>
</tr>
<tr style="text-align:center;">
<td style="border:1px solid black;padding:10px;height:7em;width:7em;">L3</td>
<td style="background-color:rgb(255,255,255);color:black;padding:10px;height:7em;width:7em;">0.0</td>
<td style="background-color:rgb(204,204,204);color:black;padding:10px;height:7em;width:7em;">0.4</td>
<td style="background-color:rgb(179,179,179);color:black;padding:10px;height:7em;width:7em;">0.6</td>
</tr>
</table>
</td>
</tr>
</table>
<h2>Overall Statistics : </h2>
<table style="border:1px solid black;border-collapse: collapse;">
<tr style="text-align:center;">
<td style="border:1px solid black;padding:4px;text-align:left;background-color:transparent;"><a href="http://www.pycm.io/doc/index.html#ACC_Macro" style="text-decoration:None;">ACC Macro</a></td>
<td style="border:1px solid black;padding:4px;">0.72222</td>
</tr>
<tr style="text-align:center;">
<td style="border:1px solid black;padding:4px;text-align:left;background-color:aqua;"><a href="http://www.pycm.io/doc/index.html#F1_Macro" style="text-decoration:None;">F1 Macro</a></td>
<td style="border:1px solid black;padding:4px;">0.56515</td>
</tr>
<tr style="text-align:center;">
<td style="border:1px solid black;padding:4px;text-align:left;background-color:transparent;"><a href="http://www.pycm.io/doc/index.html#FPR_Macro" style="text-decoration:None;">FPR Macro</a></td>
<td style="border:1px solid black;padding:4px;">0.20952</td>
</tr>
<tr style="text-align:center;">
<td style="border:1px solid black;padding:4px;text-align:left;background-color:transparent;"><a href="http://www.pycm.io/doc/index.html#Kappa" style="text-decoration:None;">Kappa</a></td>
<td style="border:1px solid black;padding:4px;">0.35484</td>
</tr>
<tr style="text-align:center;">
<td style="border:1px solid black;padding:4px;text-align:left;background-color:aqua;"><a href="http://www.pycm.io/doc/index.html#NPV_Macro" style="text-decoration:None;">NPV Macro</a></td>
<td style="border:1px solid black;padding:4px;">0.77778</td>
</tr>
<tr style="text-align:center;">
<td style="border:1px solid black;padding:4px;text-align:left;background-color:aqua;"><a href="http://www.pycm.io/doc/index.html#Overall_ACC" style="text-decoration:None;">Overall ACC</a></td>
<td style="border:1px solid black;padding:4px;">0.58333</td>
</tr>
<tr style="text-align:center;">
<td style="border:1px solid black;padding:4px;text-align:left;background-color:aqua;"><a href="http://www.pycm.io/doc/index.html#PPV_Macro" style="text-decoration:None;">PPV Macro</a></td>
<td style="border:1px solid black;padding:4px;">0.61111</td>
</tr>
<tr style="text-align:center;">
<td style="border:1px solid black;padding:4px;text-align:left;background-color:transparent;"><a href="http://www.pycm.io/doc/index.html#SOA1-(Landis-&-Koch's-benchmark)" style="text-decoration:None;">SOA1(Landis & Koch)</a></td>
<td style="border:1px solid black;padding:4px;background-color:Orange;">Fair</td>
</tr>
<tr style="text-align:center;">
<td style="border:1px solid black;padding:4px;text-align:left;background-color:aqua;"><a href="http://www.pycm.io/doc/index.html#TPR_Macro" style="text-decoration:None;">TPR Macro</a></td>
<td style="border:1px solid black;padding:4px;">0.56667</td>
</tr>
<tr style="text-align:center;">
<td style="border:1px solid black;padding:4px;text-align:left;background-color:aqua;"><a href="http://www.pycm.io/doc/index.html#Zero-one-loss" style="text-decoration:None;">Zero-one Loss</a></td>
<td style="border:1px solid black;padding:4px;">5</td>
</tr>
</table>
<h2>Class Statistics : </h2>
<table style="border:1px solid black;border-collapse: collapse;">
<tr style="text-align:center;">
<td>Class</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">L1</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">L2</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">L3</td>
<td>Description</td>
</tr>
<tr style="text-align:center;border:1px solid black;border-collapse: collapse;">
<td style="border:1px solid black;padding:4px;border-collapse: collapse;background-color:aqua;"><a href="http://www.pycm.io/doc/index.html#ACC-(Accuracy)" style="text-decoration:None;">ACC</a></td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">0.83333</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">0.75</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">0.58333</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;text-align:left;">Accuracy</td>
</tr>
<tr style="text-align:center;border:1px solid black;border-collapse: collapse;">
<td style="border:1px solid black;padding:4px;border-collapse: collapse;background-color:transparent;"><a href="http://www.pycm.io/doc/index.html#AUC-(Area-under-the-ROC-curve)" style="text-decoration:None;">AUC</a></td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">0.8</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">0.65</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">0.58571</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;text-align:left;">Area under the ROC curve</td>
</tr>
<tr style="text-align:center;border:1px solid black;border-collapse: collapse;">
<td style="border:1px solid black;padding:4px;border-collapse: collapse;background-color:transparent;"><a href="http://www.pycm.io/doc/index.html#AUCI-(AUC-value-interpretation)" style="text-decoration:None;">AUCI</a></td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;background-color:LawnGreen;">Very Good</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;background-color:Orange;">Fair</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;background-color:Red;">Poor</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;text-align:left;">AUC value interpretation</td>
</tr>
<tr style="text-align:center;border:1px solid black;border-collapse: collapse;">
<td style="border:1px solid black;padding:4px;border-collapse: collapse;background-color:transparent;"><a href="http://www.pycm.io/doc/index.html#FBeta-Score" style="text-decoration:None;">F1</a></td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">0.75</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">0.4</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">0.54545</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;text-align:left;">F1 score - harmonic mean of precision and sensitivity</td>
</tr>
<tr style="text-align:center;border:1px solid black;border-collapse: collapse;">
<td style="border:1px solid black;padding:4px;border-collapse: collapse;background-color:transparent;"><a href="http://www.pycm.io/doc/index.html#TPR-(True-positive-rate)" style="text-decoration:None;">TPR</a></td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">0.6</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">0.5</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">0.6</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;text-align:left;">Sensitivity, recall, hit rate, or true positive rate</td>
</tr>
<tr style="text-align:center;border:1px solid black;border-collapse: collapse;">
<td style="border:1px solid black;padding:4px;border-collapse: collapse;background-color:transparent;"><a href="http://www.pycm.io/doc/index.html#FPR-(False-positive-rate)" style="text-decoration:None;">FPR</a></td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">0.0</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">0.2</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">0.42857</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;text-align:left;">Fall-out or false positive rate</td>
</tr>
<tr style="text-align:center;border:1px solid black;border-collapse: collapse;">
<td style="border:1px solid black;padding:4px;border-collapse: collapse;background-color:transparent;"><a href="http://www.pycm.io/doc/index.html#PPV-(Positive-predictive-value)" style="text-decoration:None;">PPV</a></td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">1.0</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">0.33333</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">0.5</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;text-align:left;">Precision or positive predictive value</td>
</tr>
<tr style="text-align:center;border:1px solid black;border-collapse: collapse;">
<td style="border:1px solid black;padding:4px;border-collapse: collapse;background-color:transparent;"><a href="http://www.pycm.io/doc/index.html#TP-(True-positive)" style="text-decoration:None;">TP</a></td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">3</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">1</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">3</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;text-align:left;">True positive/hit</td>
</tr>
<tr style="text-align:center;border:1px solid black;border-collapse: collapse;">
<td style="border:1px solid black;padding:4px;border-collapse: collapse;background-color:transparent;"><a href="http://www.pycm.io/doc/index.html#FP-(False-positive)" style="text-decoration:None;">FP</a></td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">0</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">2</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">3</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;text-align:left;">False positive/type 1 error/false alarm</td>
</tr>
<tr style="text-align:center;border:1px solid black;border-collapse: collapse;">
<td style="border:1px solid black;padding:4px;border-collapse: collapse;background-color:transparent;"><a href="http://www.pycm.io/doc/index.html#FN-(False-negative)" style="text-decoration:None;">FN</a></td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">2</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">1</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">2</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;text-align:left;">False negative/miss/type 2 error</td>
</tr>
<tr style="text-align:center;border:1px solid black;border-collapse: collapse;">
<td style="border:1px solid black;padding:4px;border-collapse: collapse;background-color:transparent;"><a href="http://www.pycm.io/doc/index.html#TN-(True-negative)" style="text-decoration:None;">TN</a></td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">7</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">8</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">4</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;text-align:left;">True negative/correct rejection</td>
</tr>
<tr style="text-align:center;border:1px solid black;border-collapse: collapse;">
<td style="border:1px solid black;padding:4px;border-collapse: collapse;background-color:transparent;"><a href="http://www.pycm.io/doc/index.html#N-(Condition-negative)" style="text-decoration:None;">N</a></td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">7</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">10</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">7</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;text-align:left;">Condition negative</td>
</tr>
<tr style="text-align:center;border:1px solid black;border-collapse: collapse;">
<td style="border:1px solid black;padding:4px;border-collapse: collapse;background-color:transparent;"><a href="http://www.pycm.io/doc/index.html#P-(Condition-positive)" style="text-decoration:None;">P</a></td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">5</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">2</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">5</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;text-align:left;">Condition positive or support</td>
</tr>
<tr style="text-align:center;border:1px solid black;border-collapse: collapse;">
<td style="border:1px solid black;padding:4px;border-collapse: collapse;background-color:transparent;"><a href="http://www.pycm.io/doc/index.html#POP-(Population)" style="text-decoration:None;">POP</a></td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">12</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">12</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">12</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;text-align:left;">Population</td>
</tr>
<tr style="text-align:center;border:1px solid black;border-collapse: collapse;">
<td style="border:1px solid black;padding:4px;border-collapse: collapse;background-color:transparent;"><a href="http://www.pycm.io/doc/index.html#TOP-(Test-outcome-positive)" style="text-decoration:None;">TOP</a></td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">3</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">3</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">6</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;text-align:left;">Test outcome positive</td>
</tr>
<tr style="text-align:center;border:1px solid black;border-collapse: collapse;">
<td style="border:1px solid black;padding:4px;border-collapse: collapse;background-color:transparent;"><a href="http://www.pycm.io/doc/index.html#TON-(Test-outcome-negative)" style="text-decoration:None;">TON</a></td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">9</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">9</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;">6</td>
<td style="border:1px solid black;padding:4px;border-collapse: collapse;text-align:left;">Test outcome negative</td>
</tr>
</table>
<p style="text-align:center;border-top:1px solid black;">Generated By <a href="http://www.pycm.io" style="text-decoration:none;color:red;">PyCM</a> Version 4.3</p>
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