{"size":{"Width":674,"Height":404},"appearance":{"background":null,"padding":14,"font":{"family":"Courier New","size":10.0,"bold":false,"italic":false,"underline":false,"strikeout":false,"color":"rgba(0, 72, 168, 1)"},"border":{"on":true,"size":0.0,"style":"solid","color":"#666"},"text":{"wrap":true,"hAlign":"Left","vAlign":"Top","resize":"ResizeShapeToFitText"}},"outputType":"WIDGET","widgetStateDict":{},"wikiPageTitle":"Regression - Linear Regression","hasReferences":{"propertyAppearanceFont":false,"propertyAppearanceParagraph":false,"propertyAppearanceWrap":false,"propertyAppearanceBorder":false,"propertyAppearanceBackgroundColor":false,"propertyFilters":true,"propertyWeight":true},"hasChartData":true,"useFastExecutor":true,"outputs":{"warning":"Outcome variable is a factor; it has been made numeric. Consider using another type of regression (e.g., Ordered Logit or Binary Logit).\r\nData has been automatically converted to numeric. Values are assigned according to the labels of the categories. To use alternative numeric values, transform the data prior including it in this analysis (e.g. by changing its structure). The variable Q3 - Likelihood to Recommend (Q3LikelihoodtoRecommend) has been converted.\r\nUnusual observations detected. Consider re-running the analysis using automated outlier removal with a non-zero setting to automatically remove unusual observations that can affect the final Regression model. The largest hat value is 0.0795, which is higher than the threshhold of 0.0736 = 2 * (k + 1) / n.\n\r\nA Breusch Pagan Test for non-constant variance has failed (p = 0.0004). A plot of the residuals versus the fitted values of the\n outcome variable may be useful (Regression > Diagnostic > Plot > Residuals vs Fitted).\n A transformation of the outcome or predictor variables may solve this problem. Or, consider using Robust Standard Errors.\n\r\nThe outcome variable appears to contain categories (i.e., the values are non-negative integers). A limited dependent variable regression may be more appropriate (e.g., Ordered Logit for ordered categories, Multinomial Logit for unordered categories, Quasi-Poisson Regression for counts).","htmlwidgets":"<div id=\"htmlwidget_container\">\n <div id=\"htmlwidget-formattable-c107af8acfa7b72f0623\" class=\"formattable_widget html-widget\" style=\"width:100%;height:500px;\" width=\"100%\" height=\"500\"></div>\n</div>\n<script type=\"application/json\" data-for=\"htmlwidget-formattable-c107af8acfa7b72f0623\">{\"x\":{\"html\":\"<table class = \\\"table table-condensed\\\"style = \\\"margin:0; border-bottom: 2px solid; border-top: 2px solid; font-size:90%; line-height: normal;\\\">\\n<h3 class=\\\".h3\\\" style=\\\"color:#3E7DCC; text-align:left; margin-top:0px; margin-bottom:0\\\">Linear Regression: Q3 - Likelihood to Recommend<\\/h3>\\n<caption style=\\\"caption-side:bottom;font-style:italic; font-size:90%;\\\">n = 299 cases used in estimation; R-squared: 0.3652; Correct predictions: 20.74%; AIC: 1,290.5; multiple comparisons correction: None<\\/caption>\\n <thead>\\n <tr>\\n <th style=\\\"text-align:left;\\\"> <\\/th>\\n <th style=\\\"text-align:right;\\\"> Estimate <\\/th>\\n <th style=\\\"text-align:right;\\\"> Standard Error <\\/th>\\n <th style=\\\"text-align:right;\\\"> <span style='font-style:italic;'>t<\\/span> <\\/th>\\n <th style=\\\"text-align:right;\\\"> <span style='font-style:italic;'>p<\\/span> <\\/th>\\n <\\/tr>\\n <\\/thead>\\n<tbody>\\n <tr>\\n <td style=\\\"vertical-align:middle; text-align:left;\\\"> (Intercept) <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"color:blue\\\">4.56<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> 0.18 <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"display: block; padding: 0 4px; border-radius: 4px; font-weight: bold; background-color: #80b4f4\\\">25.27<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"font-weight: bold\\\">&lt; .001<\\/span> <\\/td>\\n <\\/tr>\\n <tr>\\n <td style=\\\"vertical-align:middle; text-align:left;\\\"> Fun: yes <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"color:blue\\\">1.45<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> 0.33 <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"display: block; padding: 0 4px; border-radius: 4px; font-weight: bold; background-color: #8ebcf5\\\">4.42<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"font-weight: bold\\\">&lt; .001<\\/span> <\\/td>\\n <\\/tr>\\n <tr>\\n <td style=\\\"vertical-align:middle; text-align:left;\\\"> Worth what you pay for: yes <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"color:blue\\\">1.14<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> 0.33 <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"display: block; padding: 0 4px; border-radius: 4px; font-weight: bold; background-color: #a6caf7\\\">3.49<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"font-weight: bold\\\">&lt; .001<\\/span> <\\/td>\\n <\\/tr>\\n <tr>\\n <td style=\\\"vertical-align:middle; text-align:left;\\\"> Innovative: yes <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span>-0.48<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> 0.28 <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"display: block; padding: 0 4px; border-radius: 4px; background-color: #fdd8d2\\\">-1.73<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span>.084<\\/span> <\\/td>\\n <\\/tr>\\n <tr>\\n <td style=\\\"vertical-align:middle; text-align:left;\\\"> Good customer service: yes <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"color:blue\\\">0.81<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> 0.36 <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"display: block; padding: 0 4px; border-radius: 4px; font-weight: bold; background-color: #c6ddfa\\\">2.22<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"font-weight: bold\\\">.027<\\/span> <\\/td>\\n <\\/tr>\\n <tr>\\n <td style=\\\"vertical-align:middle; text-align:left;\\\"> Stylish: yes <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span>0.62<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> 0.34 <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"display: block; padding: 0 4px; border-radius: 4px; background-color: #d0e3fa\\\">1.82<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span>.070<\\/span> <\\/td>\\n <\\/tr>\\n <tr>\\n <td style=\\\"vertical-align:middle; text-align:left;\\\"> Easy to use: yes <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"color:blue\\\">1.00<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> 0.31 <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"display: block; padding: 0 4px; border-radius: 4px; font-weight: bold; background-color: #aecff7\\\">3.18<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"font-weight: bold\\\">.002<\\/span> <\\/td>\\n <\\/tr>\\n <tr>\\n <td style=\\\"vertical-align:middle; text-align:left;\\\"> High: quality: yes <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span>0.03<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> 0.34 <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"display: block; padding: 0 4px; border-radius: 4px; background-color: #fdfdfe\\\">0.08<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span>.939<\\/span> <\\/td>\\n <\\/tr>\\n <tr>\\n <td style=\\\"vertical-align:middle; 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