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<!DOCTYPE html PUBLIC "-//ABISOURCE//DTD XHTML plus AWML 2.2//EN" "http://www.abisource.com/2004/xhtml-awml/xhtml-awml.mod"><html xmlns="http://www.w3.org/1999/xhtml" xmlns:awml="http://www.abisource.com/2004/xhtml-awml/"> <head> </head> <body> <div> <p> <span style="font-weight:bold;font-family:'wÙøª&Á';color:#000000">NOTES:</span> </p> <p> <span style="font-family:'wÙøª&Á';color:#000000">This is the template that needs to be used for the Software Design Document, Sections 2-6 Need to be completed. Don’t do the other sections as I’m going to go back and do them.</span> </p> <p> </p> <p> <span style="font-family:'wÙøª&Á';color:#000000">As I’ve explained before, the whole project is to make the software that runs KNN for the chosen dataset but can also run using other datasets, insert different values for k, different train/test split, different distance functions.</span> </p> <p> <span style="font-family:'wÙøª&Á';color:#000000">I had to create the requirements document, this design document and then I have to write a paper about it all, which I’m going to do myself.</span> </p> <p> <span style="font-family:'wÙøª&Á';color:#000000">I just need help completing the design document and then the code issue I mentioned.</span> </p> <p> </p> <p> <span style="font-family:'wÙøª&Á';color:#000000">As I mentioned in the messages, if possible, the code needs to be changed. I need to add some kinda of exceptions to be thrown for the K value and the split float, for when the wrong thing is entered. It just needs to be similar to the one that’s thrown for the distance choice:</span> </p> <p> Images Not Shown</p> <p> </p> <p> </p> <p> <span style="font-family:'wÙøª&Á';color:#000000">There is no set amount of pages that it needs to be. The professor actually told me that he doesn’t see the document being more than a few pages because it is such a simple code and design. I included the example folder to help you. It has a few different examples that I’ve found. You did do one of these documents for me before and that is there as well(890 Fleet). It does not need to look like that one though, because of course that was a much larger project. Nor does it have to look like the examples. This one just needs to be simple and to the point for this code and just follow the sections in this template.</span> </p> <p> </p> <p> </p> <p> <span style="font-size:17.5pt;font-family:'wÙøª&Á';color:#000000">I need this at the latest Saturday Morning, October 20</span><span style="font-size:17.5pt;font-family:'wÙøª&Á';vertical-align:super;color:#000000">th</span><span style="font-size:17.5pt;font-family:'wÙøª&Á';color:#000000">, I am in pacific time so I’m pretty sure I’m behind you.</span> </p> <p> </p> <p> </p> <p> </p> <p> <span style="font-size:17.5pt;font-family:'wÙøª&Á';color:#000000"></span> </p> <p> <span style="font-size:17.5pt;font-family:'wÙøª&Á';color:#000000">Mammographic Data Analysis Using KNN</span> </p> <p> <span style="font-size:17.5pt;font-family:'wÙøª&Á';color:#000000">Software Design Document</span> </p> <p> </p> <p> </p> <p> </p> <p> </p> <p> </p> <p> </p> <p> </p> <p> </p> <p> </p> <p> </p> <p> </p> <p> </p> <p> </p> <p> </p> <p> </p> <p> </p> <p> </p> <p> </p> <p> </p> <p> </p> <p> <span style="font-size:15.5pt;font-family:'wÙøª&Á';color:#000000">Fall 2018</span> </p> <p> <span style="font-size:11.5pt;font-family:'wÙøª&Á';color:#000000">Date: 10/21/2018</span> </p> <p> <span style="font-size:11.5pt;font-family:'wÙøª&Á';color:#000000"></span> </p> <p awml:style="TOC Heading"> Table of Contents </p> <p awml:style="toc 1"> <a href="#_Toc527469605"><span>1</span><span style="font-weight:bold;font-size:11pt"></span><span>INTRODUCTION3</span></a> </p> <p awml:style="toc 2"> <a href="#_Toc527469606"><span>1.1</span><span style="font-weight:bold"></span><span>Purpose3</span></a> </p> <p awml:style="toc 2"> <a href="#_Toc527469607"><span>1.2</span><span style="font-weight:bold"></span><span>Scope3</span></a> </p> <p awml:style="toc 2"> <a href="#_Toc527469608"><span>1.3</span><span style="font-weight:bold"></span><span>Intended Audience3</span></a> </p> <p awml:style="toc 2"> <a href="#_Toc527469609"><span>1.4</span><span style="font-weight:bold"></span><span>Reference Material3</span></a> </p> <p awml:style="toc 2"> <a href="#_Toc527469610"><span>1.5</span><span style="font-weight:bold"></span><span>Definitions and Acronyms3</span></a> </p> <p awml:style="toc 2"> <a href="#_Toc527469611"><span>1.6</span><span style="font-weight:bold"></span><span>Overview3</span></a> </p> <p awml:style="toc 1"> <a href="#_Toc527469612"><span>2</span><span style="font-weight:bold;font-size:11pt"></span><span>SYSTEM OVERVIEW4</span></a> </p> <p awml:style="toc 1"> <a href="#_Toc527469613"><span>3</span><span style="font-weight:bold;font-size:11pt"></span><span>SYSTEM ARCHITECTURE4</span></a> </p> <p awml:style="toc 2"> <a href="#_Toc527469614"><span>3.1</span><span style="font-weight:bold"></span><span>Architectural Design4</span></a> </p> <p awml:style="toc 2"> <a href="#_Toc527469615"><span>3.2</span><span style="font-weight:bold"></span><span>Decomposition Description4</span></a> </p> <p awml:style="toc 2"> <a href="#_Toc527469616"><span>3.3</span><span style="font-weight:bold"></span><span>Exception Handling5</span></a> </p> <p awml:style="toc 1"> <a href="#_Toc527469618"><span>4</span><span style="font-weight:bold;font-size:11pt"></span><span>DATA DESIGN5</span></a> </p> <p awml:style="toc 2"> <a href="#_Toc527469619"><span>4.1</span><span style="font-weight:bold"></span><span>Data Description5</span></a> </p> <p awml:style="toc 2"> <a href="#_Toc527469620"><span>4.2</span><span style="font-weight:bold"></span><span>Data Dictionary5</span></a> </p> <p awml:style="toc 1"> <a href="#_Toc527469621"><span>5</span><span style="font-weight:bold;font-size:11pt"></span><span>COMPONENT DESIGN5</span></a> </p> <p awml:style="toc 1"> <a href="#_Toc527469622"><span>6</span><span style="font-weight:bold;font-size:11pt"></span><span>HUMAN INTERFACE DESIGN6</span></a> </p> <p awml:style="toc 2"> <a href="#_Toc527469623"><span>6.1</span><span style="font-weight:bold"></span><span>Overview of User Interface6</span></a> </p> <p awml:style="toc 2"> <a href="#_Toc527469624"><span>6.2</span><span style="font-weight:bold"></span><span>Screen Images6</span></a> </p> <p awml:style="toc 1"> <a href="#_Toc527469626"><span>7</span><span style="font-weight:bold;font-size:11pt"></span><span>REQUIREMENTS MATRIX6</span></a> </p> <p awml:style="toc 1"> <a href="#_Toc527469627"><span>8</span><span style="font-weight:bold;font-size:11pt"></span><span>APPENDICES6</span></a> </p> <p> </p> <p> </p> <p> <span style="font-size:15.5pt;font-family:'wÙøª&Á';color:#000000"></span> </p> <h1 id="AbiTOC0" awml:style="heading 1"> <a name="_Toc527469605"> <span style="color:#ff0000">INTRODUCTION</span> </a> </h1> <p> <span style="color:#ff0000">The Software Design Document is a documentation tool used in the design process to provide details on how the software should be built. Within the SDD are graphical and narrative documentation of the software design. This includes but isn’t limited to use case models, collaborative models, object behavior models, sequence diagrams, and any other relevant requirement information.</span> </p> <p> </p> <h2 id="AbiTOC1" awml:style="heading 2"> <a name="_Toc527469606"> <span style="color:#ff0000">Purpose</span> </a> </h2> <p> <span style="color:#ff0000">This software design document outlines the architecture and design determination for the software portion of the Mammographic Data Analysis Using KNN project. It will provide the software development team a better understanding of the system’s design including what and how it is expected to build. The SDD provides necessary information through a description of the details for the software and system to be built.</span> </p> <h2 id="AbiTOC2" awml:style="heading 2"> <a name="_Toc527469607"> <span style="color:#ff0000">Scope</span> </a> </h2> <p> <span style="color:#ff0000">The KNN software will handle a single dataset at a time, consisting of the following attributes: Breast Imaging Reporting and Data System (BI-RADS), age, shape, margin, and density. The software will parse the data using a KNN algorithm with user-inputted K values and distance calculation selections. For the overall dataset, the output will be a percentage referring to the accuracy of the selected inputs. For each individual point in the array, the output will be a binomial determination of malignancy. It is XXXXXXX XXXX XXX XXXXXX has XXXX XXXXXXX the SRS, since the document also defines XXXXXXXXXXXXXX XXXXXXX of the behavior based XX XXX specified XXXXXXXXXXXX.</span> </p> <XX id="AbiTOC3" awml:style="heading X"> <a name="_Toc527469608"> <span style="color:#ff0000">Intended XXXXXXXX</span> </a> </XX> <p> <span style="XXXXX:#ff0000">In contrast to XXX XXXXXXXX XXXXXXXXXXXX Specification (XXXX XX XXXXXXX for the user & XXXXXX) , the XXXXXXXX XX this document is XXXXXXX with XXXXXXXX development professionals in XXXX. The project will also be XXXX XX research XXXXXXXXXXXXX XX a XXXXXXXX for expanded XXXXXXXX.</span> </p> <h2 id="AbiTOC4" awml:style="heading X"> <a name="_Toc527469609"> <span style="XXXXX:#XXXXXX">XXXXXXXXX Material</span> </a> </h2> <p> <span style="font-style:XXXXXX;color:#XXXXXX;XXXXXXXXXX:#ffff00"><XXXX section is XXXXXXXX.</span> </p> <p> <span style="font-style:italic;XXXX-size:11.5pt;color:#XXXXXX;XXXXXXXXXX:#ffff00">List any documents, if XXX, which were used XX sources&XX;</span> </p> <h2 id="XXXXXXX" awml:style="heading 2"> <a XXXX="XXXXXXXXXXXXX"> <span style="color:#XXXXXX">XXXXXXXXXXX and Acronyms</span> </a> </h2> <span></span><span style="XXXXX:#XXXXXX">SDD – Software Design XXXXXXXX</span><span></span><span style="color:#ff0000">XXX – XXXXXXXX Requirements XXXXXXXXXXXXX</span> <h2 id="AbiTOC6" awml:style="heading X"> </h2> <XX id="AbiTOC7" awml:style="heading 2"> <a XXXX="_Toc527469611"> <span style="color:#XXXXXX">Overview</span> </a> </XX> <p> <span style="XXXXX:#ff0000">The XXXXXXXX is written according to XXX standards for XXXXXXXX XXXXXX Documentation explained in “XXXX Recommended XXXXXXXX for Software Design Documentation”. XXX XXXXXXXX XXXXXX XXXXXXXX XX XXXXXXX into 8 XXXXXXXX XXXX various XXXXXXXXXXX which are:</span> </p> <p> </p> <span></span><span style="XXXXX:#XXXXXX">XXXXXXXXXXXX</span><span></span><span style="XXXXX:#ff0000">XXXXXX XXXXXXXX</span><span></span><span style="color:#ff0000">System Architecture</span><span></span><span style="XXXXX:#ff0000">XXXX Design</span><span></span><span style="color:#ff0000">Component Design</span><span></span><span style="color:#ff0000">XXXXX XXXXXXXXX Design</span><span></span><span style="XXXXX:#XXXXXX">XXXXXXXXXXXX XXXXXX</span><span></span><span style="XXXXX:#XXXXXX">Appendices</span> <XX id="AbiTOC8" awml:style="heading 2"> </h2> <p> </p> <h1 id="AbiTOC9" awml:style="XXXXXXX X"> <a name="_Toc527469612"> <span style="XXXXX:#ff0000">XXXXXX XXXXXXXX</span> </a> </XX> <p> </p> <p> <span style="XXXX-family:'wÙøª&Á';XXXXX:#ff0000">XXX XXXXXXXX XX a Python XXXXXXX line XXXXXXXXXXX. It XX built XX check the XXXXXXXX XX the KNN model XXXXX XX being generated. The system is capable XX taking XXXXXXXX XXXXXX from XXX XXXX XXXXXXXXX XXX XXXX XXXXXXXXX output based on the XXXXXXXXX XXXXXXXX.</span> </p> <p> </p> <p> <span style="XXXX-family:'XXXX&X';XXXXX:#XXXXXX">There XXX five types of which XXX XXXXXXXXX:</span> </p> <p> </p> <span></span><span style="XXXX-XXXXXX:'wÙøª&X';XXXXX:#ff0000">XXXXXXXXX XXXXXXXX: The XXXXXXXXX distance or Euclidean XXXXXX is the "XXXXXXXX" XXXXXXXX-line XXXXXXXX XXXXXXX two XXXXXX in Euclidean XXXXX.</span><span></span><span style="XXXX-XXXXXX:'wÙøª&Á';XXXXX:#ff0000">Manhattan Distance: XXX distance XXXXXXX two XXXXXX XXXXXXXX along XXXX XX XXXXX XXXXXX.</span><span></span><span style="font-XXXXXX:'wÙøª&Á';color:#XXXXXX">Minkowski XXXXXXXX: XXX Minkowski distance is a metric XX a result XX the XXXXXXXXX XXXXXXXXXX. When, the distance between (0,0) XXX (X,1) is, XXX the XXXXX (0,1) is at a XXXXXXXX X from XXXX XX XXXXX points.</span><span></span><span style="XXXX-XXXXXX:'wÙøª&Á';color:#XXXXXX">XXXXXXXXX XXXXXXXX: XXXXXXXXX XXXXXXXX, maximum metric, or L∞ metric is a metric defined on a XXXXXX XXXXX XXXXX XXX distance XXXXXXX two vectors is the XXXXXXXX XX XXXXX XXXXXXXXXXX XXXXX XXX XXXXXXXXXX XXXXXXXXX.</span><span></span><span style="font-XXXXXX:'XXXX&X';color:#XXXXXX">XXXXXX Similarity: XXXXXX XXXXXXXXXX XX a measure of XXXXXXXXXX between two XXX-XXXX XXXXXXX of an inner XXXXXXX space XXXX XXXXXXXX the XXXXXX XX the angle between them.</span> <p> </p> <p> <span style="font-family:'wÙøª&Á';XXXXX:#XXXXXX">A console menu XX generated XXXXX XXXXX the user to XXXXXX the distance XX be used for the XXXXXXXXXX XXX accordingly the accuracy, precision, recall, f-score of the model XX displayed as XXXXX output.</span> </p> <XX id="AbiTOC10" awml:style="heading X"> <a name="XXXXXXXXXXXXX"> SYSTEM XXXXXXXXXXXX </a> </h1> <XX id="XXXXXXXX" awml:style="XXXXXXX X"> <a XXXX="XXXXXXXXXXXXX"> XXXXXXXXXXXXX XXXXXX </a> </XX> <p> </p> <p> Images Not Shown</p> <p> </p> <p> </p> <p> XXX System consists XX two XXXX modules as XXXXXXXXX XXXXX: </p> <span>Dataset</span><span>XXX XXXXXXXXXX</span> <p> </p> <XX id="AbiTOC12" awml:style="XXXXXXX 3"> <span>XXXXXXX</span> </h3> <p> </p> <p> <span>XX machine learning, XXX XXXXX and construction XX XXXXXXXXXX that can learn XXXX and XXXX XXXXXXXXXXX XX data XX a XXXXXX XXXX. Such XXXXXXXXXX work XX making data-driven XXXXXXXXXXX or decisions, through building a mathematical model XXXX input data. XXX XXXXX data is XXXXXX a dataset. We XXX XXXXXX to do a similar XXXX XXXX KNN XXXXXXXXX.</span> </p> <p> </p> <p> <span>Here, the data is XXXXXXX into X parts</span> </p> <span>XXXXXXXX XXXX: This is a set of examples XXXX to fit XXX parameters XX the XXXXX.</span><span>XXXX XXXX: This is a XXXXXXX XXXX to provide an unbiased evaluation XX a final XXXXX fit on the training XXXXXXX.</span> <p> </p> <XX id="AbiTOC13" awml:style="heading 3"> <span>KNN XXXXXXXXXX</span> </XX> <p> </p> <p> <span>In X-XX classifier, the XXXXXX is a class XXXXXXXXXX. XX object XX classified XX a XXXXXXXX vote XX its XXXXXXXXX, XXXX the XXXXXX being XXXXXXXX to the XXXXX XXXX common among XXX k XXXXXXX XXXXXXXXX (X XX a XXXXXXXX XXXXXXX, typically small).</span> </p> <p> </p> <p> <span>To XXXX the nearest neighbors, here XX have 5 XXXXXXXXX Distance functions.</span> </p> <p> </p> <p> <span>XXX XXXXXX of XXXX XXXXXXXXXX XXXX contain performance metrics XX the XXXXX generated. XXXX XXXXXXXX</span> </p> <p> </p> <span>XXXXXXXX</span><span>Precision</span><span>Recall</span><span>F-XXXXX</span> <p> </p> <p> </p> <p> <span style="font-style:italic;XXXX-family:'XXXX&X';XXXXX:#XXXXXX"></span> </p> <XX id="XXXXXXXX" awml:style="XXXXXXX 2"> <a XXXX="XXXXXXXXXXXXX"> <span style="XXXX-size:XXXX">Decomposition XXXXXXXXXXX</span> </a> </XX> <p> </p> <p> X XXXXXXXX overview XX XXX XXXXXX can XX XXXX here XXXX the XXXX of XXXX XXXXXXX given XXXXX. </p> <p> </p> Images Not Shown <p> <a name="_Toc527469616"> XXX XXXXXX can be decomposed into sub-XXXXXXX XXXXX perform XXXXX own tasks XXX contribute XX the overall XXXXXXXXXXX XX the system. The decomposed modules XXX given below. </a> </p> <p> </p> <span></span>Images Not Shown <p> </p> <span>XXXXXXXX XXXXXXXXXXX: XXXX module XXXXX XXX XXXXXXX XXXXXXXX XX the test XXXXXXXX, XXXXX on the distance XXXXXXXXX and outputs XXX XXXXXXXXXXX. We XXXX 5 XXXXXXXX XXXXXXXXXX that XXX XXXX XXXX XXXXX XXX Euclidian distance,</span> <p class="XXXXXXXXXXXXXX" style="XXXXXX-XXXX:XX.XXXXXXXX" awml:style="List XXXXXXXXX"> <span>XXXXXXXXX XXXXXXXX, Minkowski Distance, Chebyshev XXXXXXXX and XXXXXX XXXXXXXXXX. XXX flow diagram below explains how XXX XXXXXXXX XXXXXXXXXX XXXXX:</span> </p> <p XXXXX="list_paragraph" style="XXXXXX-XXXX:XX.XXXXXXXX" awml:style="XXXX Paragraph"> </p> <p class="list_paragraph" style="margin-left:XX.XXXXXXXX" awml:style="List XXXXXXXXX"> Images Not Shown</p> <p class="list_paragraph" style="XXXXXX-XXXX:39.XXXXXXXX" awml:style="XXXX XXXXXXXXX"> </p> <p class="list_paragraph" style="margin-XXXX:XX.XXXXXXXX" awml:style="List XXXXXXXXX"> XXX choose distance decision XXXXX XXXXXX an XXXXXXXXXXX XXXXXXXX XXXXXXXXX XXXXX XX XXX XXXXX input and XXX nearest XXXXXXXX is computed based XX X value. </p> <p> </p> <p class="XXXXXXXXXXXXXX" style="margin-left:39.000000pt" awml:style="XXXX XXXXXXXXX"> The XXXXX process XXXXXXXXX XX broken XXXX into XXXXXXXX XXXXXXXXX which XX explained in XXXXXXXX below: </p> <p class="XXXXXXXXXXXXXX" style="margin-XXXX:39.XXXXXXXX" awml:style="XXXX XXXXXXXXX"> </p> <table border="X" cellpadding="0" style="width:100%;border:X.XXXX solid;border-collapse:collapse;empty-cells:show;table-layout:fixed"> <tr> <td rowspan="" colspan="" style="padding: 0.00pt;border:X.50pt solid inherit"> <p XXXXX="XXXXXXXXXXXXXX" style="XXXX-XXXXX:center" awml:style="XXXX XXXXXXXXX"> XXXXXXXX Name </p> </td> <td rowspan="" colspan="" style="padding: X.XXXX;border:X.XXXX solid inherit"> <p class="list_paragraph" style="XXXX-align:center" awml:style="XXXX XXXXXXXXX"> </p> </td> </tr> <tr> <td rowspan="" colspan="" style="padding: X.00pt;border:0.XXXX solid inherit"> <p awml:style="XXXX XXXXXXXXX"> loadData </p> </td> <td rowspan="" colspan="" style="padding: 0.00pt;border:0.50pt solid inherit"> <p awml:style="List XXXXXXXXX"> <span style="XXXX-weight:XXXX">XXXXX XXXXXXXXXXX:</span> </p> <p awml:style="List Paragraph"> The XXXX function XX XXXX to XXXXX XXX XXXXXXX XXXX the XXXXXXX or user XXXXXXX XXX path. </p> <p awml:style="XXXX Paragraph"> </p> <p> <span style="XXXX-style:italic">with XXXX(XXXXXXXX, 'XX') as csvfile:</span> </p> <p> <span style="font-style:italic"> lines = csv.reader(XXXXXXX)</span> </p> <p> <span style="XXXX-style:XXXXXX"> dataset = list(lines)</span> </p> <p> <span style="font-style:XXXXXX"> XXX x in XXXXX(XXX(dataset)-1):</span> </p> <p> <span style="XXXX-style:italic"> XXX y in range(4):</span> </p> <p> <span style="XXXX-style:XXXXXX"> dataset[x][y] = XXXXX(dataset[x][y])</span> </p> <p> <span style="font-style:XXXXXX"> if random.XXXXXX() &XX; split:</span> </p> <p> <span style="XXXX-style:italic"> trainingSet.XXXXXX(XXXXXXX[x])</span> </p> <p> <span style="XXXX-style:XXXXXX"> else:</span> </p> <p awml:style="List XXXXXXXXX"> <span style="font-style:italic"> XXXXXXX.XXXXXX(XXXXXXX[x])</span> </p> <p awml:style="List Paragraph"> </p> <p awml:style="XXXX XXXXXXXXX"> XXXX XXXXXXX XXX XXXXXXX csv data XXX XXXXXXXX dataset XX a XXXXXX list, then XXXXXXXXX it XXXX XXX XXXXXXXX datasets XXXXX on split ratio. <a name="_GoBack"> </a> </p> <p awml:style="List Paragraph"> </p> <p awml:style="List XXXXXXXXX"> <span style="XXXX-weight:bold">XXXXXX attributes:</span> </p> <p awml:style="XXXX XXXXXXXXX"> dataset: XXX dataset in XXXX of associative XXXXXX. </p> <p awml:style="XXXX XXXXXXXXX"> XXXXXXXX: XXX XXX file path </p> <p awml:style="List XXXXXXXXX"> split: XXX split XXXXX which XX XXXX to split the data. </p> <p awml:style="XXXX Paragraph"> trainingSet: Subset of XXXXXXX, XXXXX according to split ratio </p> <p awml:style="XXXX XXXXXXXXX"> testSet: XXXXXX of dataset, split according to XXXXX XXXXX </p> <p awml:style="XXXX XXXXXXXXX"> </p> </td> </tr> <tr> <td rowspan="" colspan="" style="padding: 0.00pt;border:0.50pt solid inherit"> <p awml:style="List Paragraph"> euclideanDistance </p> </td> <td rowspan="" colspan="" style="padding: X.00pt;border:X.XXXX solid inherit"> <p awml:style="XXXX Paragraph"> <span style="XXXX-XXXXXX:XXXX">Brief Description:</span> </p> <p awml:style="XXXX Paragraph"> This function returns Euclidean Distance </p> <p awml:style="List XXXXXXXXX"> </p> <p awml:style="List XXXXXXXXX"> <span style="font-style:italic">XXX x in XXXXX(XXXXXX):</span> </p> <p awml:style="XXXX XXXXXXXXX"> <span style="XXXX-style:italic">distance += XXX((float(XXXXXXXXX[x]) - XXXXX(instance2[x])), 2)</span> </p> <p awml:style="List XXXXXXXXX"> <span style="font-style:XXXXXX">distance = XXXX.XXXX(distance)</span> </p> <p awml:style="XXXX Paragraph"> </p> <p awml:style="List Paragraph"> XXX XXXXX code XXXXXXX XXXXXXXXXX the Euclidean XXXXXXXX </p> <p awml:style="XXXX Paragraph"> </p> <p awml:style="XXXX XXXXXXXXX"> <span style="font-XXXXXX:bold">Method XXXXXXXXXX:</span> </p> <p awml:style="XXXX XXXXXXXXX"> XXXXXXXX: XXXX of XXXXXXXX XX XX XXXXXXXXXX </p> <p awml:style="List XXXXXXXXX"> Instance1: XXXX XXXXXXXX </p> <p awml:style="XXXX Paragraph"> Instance2: XXXXXXXX instance </p> <p awml:style="List Paragraph"> </p> </td> </tr> <tr> <td rowspan="" colspan="" style="padding: 0.00pt;border:0.50pt solid inherit"> <p awml:style="List Paragraph"> XXXXXXXXXXXXXXXXX </p> </td> <td rowspan="" colspan="" style="padding: X.XXXX;border:0.XXXX solid inherit"> <p awml:style="List XXXXXXXXX"> <span style="XXXX-XXXXXX:XXXX">XXXXX XXXXXXXXXXX:</span> </p> <p awml:style="List XXXXXXXXX"> XXXX XXXXXXXX XXXXXXX Manhattan XXXXXXXX </p> <p awml:style="List Paragraph"> </p> <p awml:style="XXXX Paragraph"> <span style="XXXX-style:italic">XXX x in range(XXXXXX):</span> </p> <p> <span style="XXXX-style:italic">XXXXXXXX += abs((XXXXX(XXXXXXXXX[x]) - XXXXX(instance2[x])))</span> </p> <p> </p> <p> XXX above code XXXXXXX calculates the Manhattan Distance </p> <p awml:style="XXXX XXXXXXXXX"> </p> <p awml:style="XXXX XXXXXXXXX"> <span style="XXXX-XXXXXX:XXXX">XXXXXX XXXXXXXXXX:</span> </p> <p awml:style="List XXXXXXXXX"> XXXXXXXX: XXXX XX XXXXXXXX to XX XXXXXXXXXX </p> <p awml:style="List XXXXXXXXX"> XXXXXXXXX: XXXX XXXXXXXX </p> <p awml:style="List XXXXXXXXX"> XXXXXXXXX: XXXXXXXX instance </p> <p awml:style="XXXX Paragraph"> </p> </td> </tr> <tr> <td rowspan="" colspan="" style="padding: X.XXXX;border:0.XXXX solid inherit"> <p awml:style="List XXXXXXXXX"> XXXXXXXXXXXXXXXXX </p> </td> <td rowspan="" colspan="" style="padding: 0.00pt;border:0.50pt solid inherit"> <p awml:style="List Paragraph"> <span style="font-XXXXXX:bold">XXXXX Description:</span> </p> <p awml:style="XXXX XXXXXXXXX"> XXXX function returns XXXXXXXXX Distance </p> <p awml:style="List Paragraph"> </p> <p awml:style="List Paragraph"> <span style="XXXX-style:italic">XXX x in range(XXXXXX):</span> </p> <p awml:style="List XXXXXXXXX"> <span style="font-style:italic">distance+= XXX(abs(float(XXXXXXXXX[x])-float(instance2[x])), length)</span> </p> <p awml:style="XXXX XXXXXXXXX"> </p> <p awml:style="XXXX Paragraph"> XXX above code snippet XXXXXXXXXX XXX XXXXXXXXX Distance. </p> <p awml:style="List XXXXXXXXX"> </p> <p awml:style="XXXX Paragraph"> <span style="font-XXXXXX:bold">Method Attributes:</span> </p> <p awml:style="List Paragraph"> Distance: XXXX of distance to XX XXXXXXXXXX </p> <p awml:style="List XXXXXXXXX"> XXXXXXXXX: test XXXXXXXX </p> <p awml:style="XXXX Paragraph"> XXXXXXXXX: training XXXXXXXX </p> <p awml:style="XXXX Paragraph"> </p> </td> </tr> <tr> <td rowspan="" colspan="" style="padding: 0.00pt;border:0.XXXX solid inherit"> <p awml:style="List Paragraph"> XXXXXXXXXXXXXXXXX </p> </td> <td rowspan="" colspan="" style="padding: 0.XXXX;border:X.50pt solid inherit"> <p awml:style="XXXX Paragraph"> <span style="font-XXXXXX:bold">Brief Description:</span> </p> <p awml:style="List Paragraph"> XXXX function XXXXXXX Chebyshev XXXXXXXX </p> <p awml:style="XXXX XXXXXXXXX"> </p> <p> <span style="font-style:italic">XXX x in range(XXXXXX):</span> </p> <p> <span style="font-style:italic"> XXXX = XXX((float(instance1[x]) - float(instance2[x])))</span> </p> <p> <span style="font-style:XXXXXX"> XX distance &XX; dist:</span> </p> <p awml:style="List Paragraph"> <span style="XXXX-style:italic"> XXXXXXXX = XXXX</span> </p> <p awml:style="List XXXXXXXXX"> </p> <p awml:style="XXXX XXXXXXXXX"> XXX XXXXX code snippet calculates XXX XXXXXXXXX Distance. </p> <p awml:style="XXXX XXXXXXXXX"> </p> <p awml:style="XXXX XXXXXXXXX"> <span style="XXXX-XXXXXX:XXXX">XXXXXX XXXXXXXXXX:</span> </p> <p awml:style="XXXX Paragraph"> XXXXXXXX: list XX XXXXXXXX to XX XXXXXXXXXX </p> <p awml:style="XXXX XXXXXXXXX"> Instance1: XXXX XXXXXXXX </p> <p awml:style="List Paragraph"> XXXXXXXXX: XXXXXXXX XXXXXXXX </p> <p awml:style="List Paragraph"> </p> </td> </tr> <tr> <td rowspan="" colspan="" style="padding: 0.XXXX;border:X.XXXX solid inherit"> <p awml:style="XXXX XXXXXXXXX"> cosineSimilarity </p> </td> <td rowspan="" colspan="" style="padding: X.XXXX;border:0.50pt solid inherit"> <p awml:style="List Paragraph"> <span style="font-weight:bold">Brief Description:</span> </p> <p awml:style="XXXX Paragraph"> This XXXXXXXX returns XXXXXX Similarity </p> <p awml:style="XXXX Paragraph"> </p> <p> <span style="font-style:XXXXXX">XXX x in range(XXXXXX):</span> </p> <p> <span style="XXXX-style:XXXXXX"> m=XXXXX(instance1[x])</span> </p> <p> <span style="font-style:XXXXXX"> y=XXXXX(instance2[x])</span> </p> <p> <span style="font-style:XXXXXX"> total=total+(m*y)</span> </p> <p> <span style="font-style:XXXXXX"> XXXX=dis1+(m*m)</span> </p> <p> <span style="font-style:italic"> XXXX=XXXX+(y*y)</span> </p> <p> <span style="XXXX-style:italic">XXXX=(math.XXXX(XXXX))</span> </p> <p> <span style="XXXX-style:XXXXXX"> XXXX=(math.sqrt(dis2))</span> </p> <p awml:style="List XXXXXXXXX"> <span style="font-style:XXXXXX"> XXXXXX=(XXXXX/(XXXX*XXXX))</span> </p> <p awml:style="List Paragraph"> </p> <p awml:style="XXXX XXXXXXXXX"> The XXXXX code XXXXXXX XXXXXXXXXX the Cosine Similarity. </p> <p awml:style="XXXX XXXXXXXXX"> </p> <p awml:style="XXXX Paragraph"> <span style="font-XXXXXX:bold">XXXXXX Attributes:</span> </p> <p awml:style="XXXX Paragraph"> XXXXXX: list of XXXXXXXX XX XX calculated </p> <p awml:style="List Paragraph"> XXXXXXXXX: test instance </p> <p awml:style="List XXXXXXXXX"> XXXXXXXXX: training instance </p> <p awml:style="List XXXXXXXXX"> </p> </td> </tr> <tr> <td rowspan="" colspan="" style="padding: X.XXXX;border:X.50pt solid inherit"> <p awml:style="List Paragraph"> XXXXXXXXXXXXX </p> </td> <td rowspan="" colspan="" style="padding: X.00pt;border:0.XXXX solid inherit"> <p awml:style="XXXX XXXXXXXXX"> <span style="font-XXXXXX:bold">Brief Description:</span> </p> <p awml:style="XXXX Paragraph"> This XXXXXXXX XX XXXXXX most XXXXXXX XXXXXXXXX XXXXX on X XXXXXX and distance XXXXXX </p> <p awml:style="XXXX Paragraph"> </p> <p> <span style="font-style:XXXXXX">XXXXXXXXX.sort(XXX=operator.itemgetter(X))</span> </p> <p> <span style="XXXX-style:italic">XXXXXXXXX = []</span> </p> <p> <span style="XXXX-style:XXXXXX"> XXX x in XXXXX(k):</span> </p> <p awml:style="XXXX Paragraph"> <span style="XXXX-style:XXXXXX">XXXXXXXXX.append(XXXXXXXXX[x][0])</span> </p> <p awml:style="XXXX XXXXXXXXX"> </p> <p awml:style="List XXXXXXXXX"> <span style="XXXX-XXXXXX:XXXX">Method attributes:</span> </p> <p awml:style="XXXX XXXXXXXXX"> XXXXXX: choice of distance formula </p> <p awml:style="XXXX Paragraph"> trainingSet: training XXXXXXX </p> <p awml:style="List Paragraph"> testInstance: test data instance </p> <p awml:style="List XXXXXXXXX"> distance: XXXX of distances </p> <p awml:style="List XXXXXXXXX"> XXXXXXXXXX: list XX distance which are k apart </p> <p awml:style="List Paragraph"> X: X XXXXX </p> </td> </tr> <tr> <td rowspan="" colspan="" style="padding: 0.XXXX;border:0.XXXX solid inherit"> <p awml:style="List XXXXXXXXX"> getResponse </p> </td> <td rowspan="" colspan="" style="padding: X.XXXX;border:0.50pt solid inherit"> <p awml:style="List Paragraph"> <span style="font-weight:bold">XXXXX XXXXXXXXXXX:</span> </p> <p awml:style="XXXX XXXXXXXXX"> XXXX XXXXXXX XXXXXXXX XX used to predict results XXXX training dataset </p> <p awml:style="List XXXXXXXXX"> </p> <p> <span style="font-style:italic">for x in XXXXX(len(neighbors)):</span> </p> <p> <span style="font-style:XXXXXX"> XXXXXXXX = XXXXXXXXX[x][-X]</span> </p> <p> <span style="XXXX-style:italic"> if XXXXXXXX in XXXXXXXXXX:</span> </p> <p> <span style="font-style:XXXXXX"> XXXXXXXXXX[response] += X</span> </p> <p> <span style="XXXX-style:XXXXXX"> XXXX:</span> </p> <p> <span style="XXXX-style:italic"> classVotes[XXXXXXXX] = 1</span> </p> <p awml:style="XXXX XXXXXXXXX"> <span style="XXXX-style:XXXXXX"> sortedVotes = XXXXXX(classVotes.items(), key=XXXXXXXX.itemgetter(1), XXXXXXX=XXXX)</span> </p> <p awml:style="XXXX Paragraph"> </p> <p awml:style="XXXX Paragraph"> Code XXXXXXX XXX XXXXXXXXXX values </p> <p awml:style="XXXX Paragraph"> </p> <p awml:style="List XXXXXXXXX"> <span style="font-weight:XXXX">XXXXXX attributes:</span> </p> <p awml:style="List XXXXXXXXX"> XXXXXXXXX: A list of distances XX XXXXXXXXX </p> <p awml:style="List XXXXXXXXX"> XXXXXXXXXX: X XXXX of XXXX XXXXXX XXXXXXX XX neighbors </p> <p awml:style="XXXX XXXXXXXXX"> sortedVotes: X XXXXXX order XX XXXXXXXXXX </p> </td> </tr> <tr> <td rowspan="" colspan="" style="padding: 0.00pt;border:0.50pt solid inherit"> <p awml:style="List Paragraph"> XXXXXXXXXXX </p> </td> <td rowspan="" colspan="" style="padding: X.XXXX;border:0.XXXX solid inherit"> <p awml:style="XXXX Paragraph"> <span style="font-XXXXXX:bold">XXXXX XXXXXXXXXXX:</span> </p> <p awml:style="XXXX Paragraph"> XXXX utility function XXXXXXXXXX accuracy, precision, XXXXXX and F-score by XXXXXXXXXX XXXXXX. </p> <p awml:style="XXXX XXXXXXXXX"> </p> <p awml:style="List Paragraph"> XXXX XXXXXXX a decision matrix XXX XXXXX XX the XXXXXXXX matrix output is XXXXXXXXX </p> <p awml:style="List XXXXXXXXX"> </p> <p awml:style="List Paragraph"> Formulas are used her XX calculate XXXXXXXXX, recall and F-score, XXXX XXXXXXX XX XXXXX XXXXX </p> <p awml:style="XXXX XXXXXXXXX"> </p> <p> <span style="XXXX-style:italic">XXXXXXXXX = XXXXXXXXXXXXX/(true_positive+false_positive)</span> </p> <p> <span style="font-style:italic">XXXXXX = XXXXXXXXXXXXX/(true_positive+XXXXXXXXXXXXXX)</span> </p> <p awml:style="XXXX XXXXXXXXX"> <span style="XXXX-style:italic">Accuracy = correct / XXXXX(len(testSet))</span> </p> <p awml:style="List Paragraph"> </p> <p awml:style="XXXX Paragraph"> <span style="font-XXXXXX:XXXX">XXXXXX attributes:</span> </p> <p awml:style="List Paragraph"> XXXXXXX: Test dataset </p> <p awml:style="XXXX XXXXXXXXX"> XXXXXXXXXXX: XXXXXXXXX values </p> </td> </tr> <tr> <td rowspan="" colspan="" style="padding: X.XXXX;border:X.XXXX solid inherit"> <p awml:style="XXXX Paragraph"> XXXX </p> </td> <td rowspan="" colspan="" style="padding: X.00pt;border:0.XXXX solid inherit"> <p awml:style="XXXX XXXXXXXXX"> <span style="font-XXXXXX:bold">Brief Description:</span> </p> <p awml:style="List Paragraph"> The place XXXXX XXX XXXXXXXXX happens step by XXXX. XXX order of XXX XXXXXXXXX is XXXXXXXXX in XXX XXXX diagram above. </p> <p awml:style="List Paragraph"> </p> <p awml:style="List Paragraph"> <span style="font-weight:bold">Exceptions Handled:</span> </p> <p awml:style="List Paragraph"> Validating proper X values </p> <p awml:style="List XXXXXXXXX"> Validating XXXXXX XXXXX XXXXX </p> <p awml:style="List XXXXXXXXX"> XXXXXXXXXX proper distance XXXXXX </p> </td> </tr> </table> <p class="XXXXXXXXXXXXXX" style="margin-left:39.000000pt" awml:style="List Paragraph"> </p> <p> </p> <p> </p> <h2 id="XXXXXXXX" awml:style="heading 2"> Exception Handling </XX> <p> </p> <p> There XXX XXXXX exceptions XXXX XXX handled, two XXXXXXXXXX XXX XX XXXXXX proper X XXXXXX XXX XXXXX ratios. The XXXXX XX to handle XXXXXX of XXXXXXXX XXXXXXXXXX. </p> <p> We have XXXXXXXXXXXX both XXXX of exception handling by using try XXXXX block XXX XXXXXXX XXXXX it. </p> <p> </p> <p> XXX handling X values, we XXXX XXXX XXX and catch XXXXX XXXXX validates XXX XXXXX by XXXXXXXX XXX ValueError’s. </p> <p> Whenever XXX XXXXX other XXXX XXXXXXX is enter, XXX XXXX will try XX validate and throws a value error which in XXXX XXXXXXXX "XXXX XXX not a number, please XXX again." </p> <p> XXXXXXXXX the value will be stored in X. </p> <p> </p> <p> try: </p> <p> X = XXX(input('XXXXX the value of X (Integer) : ')) </p> <p> XXXXX; </p> <p> XXXXXX XXXXXXXXXX: </p> <p> XXXXX("XXXX was XXX a number, XXXXXX try again.") </p> <p> </p> <p> <span>For handling split XXXXX XXXXX condition is used to XXXXXXXX XXX input to be in XXXXXXX X to X. XX any value XXX in XXXXXXX 0 XXX X XX XXXXXXX XXX code will XXX them XX re-XXXXX.</span> </p> <p> </p> <p> XXXXX split &XX; 0 or XXXXX > X: </p> <p> XXXXX('invalid split please XXX again') </p> <p> XXXXX = float(XXXXX('XXXXX the XXXXX XXX XXXXX ratio (Float 0-1): ')) </p> <p> </p> <p> <span>XXXX, XXX handling choices XX XXXXXXXXXX we XXXX XXXX XXXXX XXXXX, XX XXX value XXX in XXXXXXX 1 and 5 XX entered, XXX XXXX will XXX XXXX to re-enter.</span> </p> <p> </p> <p> while XXXXXX &XX; 1 or XXXXXX &XX; X: </p> <p> print('invalid choice please XXX XXXXX') </p> <p> choice = XXX(input('XXXXX the XXXXXX XXXX : ')) </p> <p> </p> <XX id="AbiTOC16" awml:style="heading 1"> <a XXXX="XXXXXXXXXXXXX"> XXXX DESIGN </a> </h1> <XX id="AbiTOC17" awml:style="heading X"> <a name="XXXXXXXXXXXXX"> Data XXXXXXXXXXX </a> </XX> <p> </p> <p> XXX XXXXX XXXX sourc<span style="XXXX-XXXXXX:'Times New XXXXX'">e</span> contains a XXXX XXXXXXX which XX then XXXXX into X XXXXX, one is called the training dataset XXX the other is XXXX XXXX set. We use XXX training XXXXXXX XX XXXXX XXX construct a XXX XXXXX, once XXX XXXXX is XXXXXXXXX we XXX XXX XXXX dat<span style="XXXX-family:'XXXXX XXX XXXXX'">a</span> XX predict XXX XXXXXXX and find accuracy, XXXXXXXXX, XXXXXX and f-score. </p> <p> </p> <p> XXX XXXXXXX is expected XX XX in the form XX XXX (comma separated XXXXXX). XX XX use XXX python library in the XXXXXXX to XXXX the XXX XXXXXX line by XXXX and XXXXX it into a XXXX data XXXXXXXXX. This list is XXXX XXXXXXX XXXXX XXXX XXX XX described above. </p> <XX id="XXXXXXXX" awml:style="heading 2"> <a name="_Toc527469620"> Data XXXXXXXXXX </a> </XX> <p> </p> <p> XXXXXXXX: XXXXXX </p> <p> Dataset: XXXX (The list generated XX parsing XXX csv file) </p> <p> XXXXXXXX: string (XXX path XX the XXX file) </p> <p> F-score: XXXXXX </p> <p> X value: integer </p> <p> Precision: double </p> <p> XXXXXX: double </p> <p> XXXXX XXXXX: double (XXXX XX in XXXXXXX 0-X) </p> <XX id="XXXXXXXX" awml:style="heading 1"> <a XXXX="_Toc527469622"> HUMAN INTERFACE DESIGN </a> </h1> <h2 id="XXXXXXXX" awml:style="XXXXXXX 2"> <a name="XXXXXXXXXXXXX"> Overview of User XXXXXXXXX </a> </h2> <p> <span style="XXXX-family:'wÙøª&X';color:#XXXXXX">The XXXX XXXXXXXXX for XXX XXXXXXXXXXX is command XXXX based.</span> </p> <p> <span style="font-XXXXXX:'XXXX&Á';color:#XXXXXX">The XXXXXX XXXX XXX expected XX XXX application XXX:</span> </p> <span></span><span style="XXXX-family:'wÙøª&Á';XXXXX:#000000">X path to XXXXXXX (optional)</span><span></span><span style="XXXX-XXXXXX:'wÙøª&Á';color:#000000">Split ratio</span><span></span><span style="font-XXXXXX:'XXXX&Á';XXXXX:#000000">X value</span><span></span><span style="XXXX-family:'XXXX&Á';color:#000000">XXXXXX XX Distance algorithm</span> <p> </p> <p> <span style="XXXX-XXXXXX:'XXXX&X';color:#XXXXXX">XXXXXX generated will consists of:</span> </p> <span></span><span style="font-family:'XXXX&Á';color:#XXXXXX">XXXXXXXX</span><span></span><span style="font-XXXXXX:'XXXX&X';XXXXX:#000000">Precision</span><span></span><span style="XXXX-family:'wÙøª&Á';color:#XXXXXX">XXXXXX</span><span></span><span style="font-XXXXXX:'XXXX&Á';color:#XXXXXX">X-XXXXX</span> <XX id="XXXXXXXX" awml:style="XXXXXXX 2"> <a XXXX="XXXXXXXXXXXXX"> XXXXXX Images </a> </XX> <p> </p> <span></span><span style="XXXX-family:'XXXX&Á';XXXXX:#XXXXXX"></span>Images Not Shown<span style="XXXX-family:'XXXX&Á';color:#000000"></span><span></span><span style="font-XXXXXX:'wÙøª&X';color:#XXXXXX"></span>Images Not Shown<span style="font-family:'wÙøª&Á';color:#XXXXXX"></span><span></span><span style="font-family:'XXXX&X';color:#000000"></span>Images Not Shown<span style="XXXX-XXXXXX:'XXXX&Á';color:#XXXXXX"></span><span></span><span style="XXXX-family:'XXXX&Á';XXXXX:#XXXXXX"></span>Images Not Shown<span style="XXXX-family:'wÙøª&X';color:#XXXXXX"></span><span></span><span style="XXXX-XXXXXX:'XXXX&Á';XXXXX:#XXXXXX"></span>Images Not Shown <p> </p> <p> </p> <XX id="XXXXXXXX" awml:style="heading X"> <a name="XXXXXXXXXXXXX"> <span style="XXXXX:#XXXXXX">XXXXXXXXXXXX MATRIX</span> </a> </h1> <p> <span style="XXXX-family:'wÙøª&X';XXXXX:#XXXXXX">Provide a XXXXXXXXXXXXXX XXXX traces components and data structures XX the requirements in XXXX XXX XXXXXXXX. XXX a XXXXXXX XXXXXX to show which XXXXXX components satisfy XXXX XX the functional requirements XXXX XXX XXX. XXXXX XX XXX functional XXXXXXXXXXXX XX the XXXXXXX/XXXXX that you gave XXXX in the XXX.</span> </p> <table border="X" cellpadding="X" style="width:XXX%;border:0.50pt solid;border-collapse:collapse;empty-cells:show;table-layout:fixed"> <tr> <td rowspan="" colspan="" style="padding: 0.XXXX;border:X.XXXX solid inherit"> <p> <span style="XXXX-XXXXXX:XXXX;font-XXXXXX:'XXXX&Á';XXXXX:#000000">Req. #</span> </p> </td> <td rowspan="" colspan="" style="padding: 0.00pt;border:X.XXXX solid inherit"> <p> <span style="font-weight:bold;font-family:'wÙøª&X';XXXXX:#000000">Description</span> </p> </td> <td rowspan="" colspan="" style="padding: X.00pt;border:0.XXXX solid inherit"> <p> <span style="XXXX-weight:XXXX;font-family:'wÙøª&X';XXXXX:#XXXXXX">Component(s) / XXXXXX(s)</span> </p> </td> </tr> <tr> <td rowspan="" colspan="" style="padding: 0.00pt;border:X.50pt solid inherit"> <p> <span style="XXXX-family:'wÙøª&X';XXXXX:#XXXXXX">XXX.X</span> </p> </td> <td rowspan="" colspan="" style="padding: X.XXXX;border:0.XXXX solid inherit"> <p> <span style="font-family:'XXXX&Á';color:#XXXXXX">System XXXXXXX XXX dataset XXXX XXXXX</span> </p> </td> <td rowspan="" colspan="" style="padding: X.XXXX;border:0.50pt solid inherit"> <p> <span style="XXXX-XXXXXX:'wÙøª&X';color:#XXXXXX">loadData</span> </p> </td> </tr> <tr> <td rowspan="" colspan="" style="padding: 0.00pt;border:0.50pt solid inherit"> <p> <span style="font-XXXXXX:'XXXX&X';color:#000000">FR1.2</span> </p> </td> <td rowspan="" colspan="" style="padding: X.00pt;border:X.50pt solid inherit"> <p> <span style="XXXX-family:'wÙøª&X';color:#XXXXXX">System prompts for test split ratio input</span> </p> </td> <td rowspan="" colspan="" style="padding: X.XXXX;border:X.50pt solid inherit"> <p> <span style="XXXX-XXXXXX:'wÙøª&Á';color:#000000">main</span> </p> </td> </tr> <tr> <td rowspan="" colspan="" style="padding: 0.00pt;border:0.XXXX solid inherit"> <p> <span style="XXXX-family:'wÙøª&X';XXXXX:#000000">FR1.3</span> </p> </td> <td rowspan="" colspan="" style="padding: 0.00pt;border:0.XXXX solid inherit"> <p> <span style="font-family:'XXXX&Á';XXXXX:#XXXXXX">System prompts for K XXXXX XXXXX</span> </p> </td> <td rowspan="" colspan="" style="padding: X.XXXX;border:0.XXXX solid inherit"> <p> <span style="XXXX-family:'XXXX&Á';color:#000000">main</span> </p> </td> </tr> <tr> <td rowspan="" colspan="" style="padding: X.00pt;border:X.50pt solid inherit"> <p> <span style="font-XXXXXX:'wÙøª&X';XXXXX:#XXXXXX">XXX.X</span> </p> </td> <td rowspan="" colspan="" style="padding: 0.00pt;border:X.50pt solid inherit"> <p> <span style="XXXX-family:'XXXX&Á';color:#XXXXXX">XXXXXX prompts for calculation method XXXXX</span> </p> </td> <td rowspan="" colspan="" style="padding: 0.XXXX;border:X.50pt solid inherit"> <p> <span style="XXXX-family:'XXXX&Á';color:#XXXXXX">XXXX</span> </p> </td> </tr> <tr> <td rowspan="" colspan="" style="padding: 0.00pt;border:0.50pt solid inherit"> <p> <span style="font-family:'XXXX&Á';XXXXX:#000000">FR2.1</span> </p> </td> <td rowspan="" colspan="" style="padding: 0.XXXX;border:X.50pt solid inherit"> <p> <span style="font-family:'XXXX&X';color:#000000">XXXXXX throws XXXXXXXXX for invalid XXXXX XXXXX</span> </p> </td> <td rowspan="" colspan="" style="padding: X.XXXX;border:X.50pt solid inherit"> <p> <span style="XXXX-XXXXXX:'XXXX&Á';XXXXX:#000000">main</span> </p> </td> </tr> <tr> <td rowspan="" colspan="" style="padding: X.XXXX;border:X.50pt solid inherit"> <p> <span style="font-family:'XXXX&Á';color:#000000">FR2.2</span> </p> </td> <td rowspan="" colspan="" style="padding: X.00pt;border:X.50pt solid inherit"> <p> <span style="font-family:'wÙøª&Á';XXXXX:#XXXXXX">XXXXXX throws exception XXX XXXXXXX K value</span> </p> </td> <td rowspan="" colspan="" style="padding: 0.00pt;border:0.XXXX solid inherit"> <p> <span style="font-XXXXXX:'wÙøª&Á';XXXXX:#000000">main</span> </p> </td> </tr> <tr> <td rowspan="" colspan="" style="padding: X.00pt;border:0.XXXX solid inherit"> <p> <span style="font-family:'wÙøª&X';XXXXX:#XXXXXX">FR2.3</span> </p> </td> <td rowspan="" colspan="" style="padding: 0.00pt;border:X.50pt solid inherit"> <p> <span style="XXXX-family:'wÙøª&X';XXXXX:#000000">XXXXXX throws XXXXXXXXX for invalid XXXXXXXXXXX XXXXXX</span> </p> </td> <td rowspan="" colspan="" style="padding: X.00pt;border:X.XXXX solid inherit"> <p> <span style="font-family:'wÙøª&Á';color:#000000">XXXX</span> </p> </td> </tr> <tr> <td rowspan="" colspan="" style="padding: X.XXXX;border:0.50pt solid inherit"> <p> <span style="XXXX-XXXXXX:'wÙøª&Á';color:#XXXXXX">FR3.X</span> </p> </td> <td rowspan="" colspan="" style="padding: X.XXXX;border:X.XXXX solid inherit"> <p> <span style="font-family:'XXXX&Á';XXXXX:#000000">XXXXXXXX Euclidean XXXXXXXX</span> </p> </td> <td rowspan="" colspan="" style="padding: X.00pt;border:X.50pt solid inherit"> <p> <span style="font-XXXXXX:'wÙøª&Á';color:#000000">euclideanDistance</span> </p> </td> </tr> <tr> <td rowspan="" colspan="" style="padding: 0.00pt;border:X.50pt solid inherit"> <p> <span style="XXXX-family:'XXXX&X';XXXXX:#000000">XXX.2</span> </p> </td> <td rowspan="" colspan="" style="padding: X.XXXX;border:0.50pt solid inherit"> <p> <span style="font-family:'wÙøª&X';color:#000000">XXXXXXXX Manhattan XXXXXXXX</span> </p> </td> <td rowspan="" colspan="" style="padding: X.XXXX;border:X.XXXX solid inherit"> <p> <span style="font-XXXXXX:'wÙøª&X';color:#000000">manhattanDistance</span> </p> </td> </tr> <tr> <td rowspan="" colspan="" style="padding: 0.00pt;border:0.XXXX solid inherit"> <p> <span style="XXXX-family:'XXXX&X';color:#000000">XXX.X</span> </p> </td> <td rowspan="" colspan="" style="padding: 0.XXXX;border:X.XXXX solid inherit"> <p> <span style="font-family:'XXXX&Á';color:#XXXXXX">Includes Minkowski XXXXXXXX</span> </p> </td> <td rowspan="" colspan="" style="padding: X.XXXX;border:X.50pt solid inherit"> <p> <span style="font-family:'wÙøª&X';color:#XXXXXX">XXXXXXXXXXXXXXXXX</span> </p> </td> </tr> <tr> <td rowspan="" colspan="" style="padding: 0.00pt;border:X.XXXX solid inherit"> <p> <span style="XXXX-XXXXXX:'wÙøª&Á';XXXXX:#XXXXXX">XXX.X</span> </p> </td> <td rowspan="" colspan="" style="padding: X.00pt;border:0.50pt solid inherit"> <p> <span style="XXXX-family:'XXXX&X';color:#000000">XXXXXXXX Chebyshev Distance</span> </p> </td> <td rowspan="" colspan="" style="padding: 0.XXXX;border:X.XXXX solid inherit"> <p> <span style="font-family:'XXXX&Á';XXXXX:#000000">chebyshevDistance</span> </p> </td> </tr> <tr> <td rowspan="" colspan="" style="padding: 0.XXXX;border:X.50pt solid inherit"> <p> <span style="XXXX-XXXXXX:'wÙøª&X';color:#XXXXXX">FR3.5</span> </p> </td> <td rowspan="" colspan="" style="padding: X.XXXX;border:X.50pt solid inherit"> <p> <span style="XXXX-family:'wÙøª&X';color:#000000">Includes XXXXXX XXXXXXXXXX</span> </p> </td> <td rowspan="" colspan="" style="padding: 0.00pt;border:X.XXXX solid inherit"> <p> <span style="XXXX-family:'wÙøª&Á';color:#000000">cosineSimilarity</span> </p> </td> </tr> <tr> <td rowspan="" colspan="" style="padding: 0.00pt;border:X.50pt solid inherit"> <p> <span style="font-XXXXXX:'XXXX&Á';XXXXX:#000000">FR4.1</span> </p> </td> <td rowspan="" colspan="" style="padding: 0.XXXX;border:0.XXXX solid inherit"> <p> <span style="XXXX-family:'XXXX&X';color:#000000">System outputs XXXXXXXXX and actual results XXX each datapoint</span> </p> </td> <td rowspan="" colspan="" style="padding: 0.00pt;border:X.XXXX solid inherit"> <p> <span style="XXXX-XXXXXX:'wÙøª&X';color:#XXXXXX">findNeighbors, XXXXXXXXXXX, main</span> </p> </td> </tr> <tr> <td rowspan="" colspan="" style="padding: X.XXXX;border:X.XXXX solid inherit"> <p> <span style="font-family:'wÙøª&Á';XXXXX:#XXXXXX">FR4.2</span> </p> </td> <td rowspan="" colspan="" style="padding: 0.00pt;border:X.50pt solid inherit"> <p> <span style="font-family:'wÙøª&X';color:#XXXXXX">System outputs XXXXXXXX XX XXXXXXXXXX</span> </p> </td> <td rowspan="" colspan="" style="padding: 0.00pt;border:X.50pt solid inherit"> <p> <span style="font-family:'wÙøª&Á';XXXXX:#XXXXXX">XXXXXXXXXXX, XXXX</span> </p> </td> </tr> <tr> <td rowspan="" colspan="" style="padding: 0.XXXX;border:0.50pt solid inherit"> <p> <span style="XXXX-XXXXXX:'XXXX&Á';color:#000000">FR4.X</span> </p> </td> <td rowspan="" colspan="" style="padding: X.00pt;border:0.XXXX solid inherit"> <p> <span style="XXXX-family:'wÙøª&Á';XXXXX:#XXXXXX">XXXXXX XXXXXXX precision of prediction</span> </p> </td> <td rowspan="" colspan="" style="padding: X.XXXX;border:X.XXXX solid inherit"> <p> <span style="font-family:'XXXX&X';color:#000000">XXXXXXXXXXX, XXXX</span> </p> </td> </tr> <tr> <td rowspan="" colspan="" style="padding: 0.XXXX;border:0.50pt solid inherit"> <p> <span style="font-XXXXXX:'wÙøª&X';color:#XXXXXX">FR4.X</span> </p> </td> <td rowspan="" colspan="" style="padding: X.00pt;border:0.50pt solid inherit"> <p> <span style="XXXX-family:'XXXX&X';XXXXX:#XXXXXX">System outputs XXXXXX XX XXXXXXXXXX</span> </p> </td> <td rowspan="" colspan="" style="padding: X.XXXX;border:X.50pt solid inherit"> <p> <span style="XXXX-family:'XXXX&Á';XXXXX:#000000">getAccuracy, XXXX</span> </p> </td> </tr> <tr> <td rowspan="" colspan="" style="padding: 0.XXXX;border:0.XXXX solid inherit"> <p> <span style="XXXX-family:'XXXX&X';XXXXX:#000000">FR4.5</span> </p> </td> <td rowspan="" colspan="" style="padding: 0.XXXX;border:0.XXXX solid inherit"> <p> <span style="XXXX-family:'wÙøª&X';color:#000000">XXXXXX outputs f-score XX XXXXXXXXXX</span> </p> </td> <td rowspan="" colspan="" style="padding: 0.XXXX;border:X.XXXX solid inherit"> <p> <span style="XXXX-XXXXXX:'XXXX&X';XXXXX:#XXXXXX">main</span> </p> </td> </tr> </table> <p> </p> <XX id="AbiTOC23" awml:style="heading 1"> <a name="_Toc527469627"> <span style="XXXXX:#ff0000">XXXXXXXXXX</span> </a> </h1> <p> <span style="XXXX-XXXX:11.XXX;font-XXXXXX:'wÙøª&X';color:#ff0000">XXXX section is XXXXXXXX.</span> </p> <p> <span style="font-size:XX.XXX;font-XXXXXX:'wÙøª&Á';XXXXX:#ff0000">Appendices XXX XX XXXXXXXX, XXXXXX directly or by XXXXXXXXX, XX XXXXXXX XXXXXXXXXX details XXXX could XXX in the understanding of XXX XXXXXXXX XXXXXX Document.</span> </p> <p awml:style="footer"> </p> <p class="footer" style="margin-XXXXX:18.XXXXXXXX" awml:style="XXXXXX"> </p> <p awml:style="XXXXXX"> </p> <p class="XXXXXX" style="XXXXXX-right:XX.XXXXXXXX" awml:style="XXXXXX"> <div> </div> <p awml:style="XXXXXX"> </p> <p class="footer" style="margin-XXXXX:XX.000000pt" awml:style="XXXXXX"> </p> </p> </div> </body></html>">
