{"size":{"Width":670,"Height":360},"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":null,"hasReferences":{"propertyAppearanceFont":false,"propertyAppearanceParagraph":false,"propertyAppearanceWrap":false,"propertyAppearanceBorder":false,"propertyAppearanceBackgroundColor":false,"propertyFilters":false,"propertyWeight":false},"hasChartData":false,"useFastExecutor":true,"outputs":{"warning":"Unusual observations detected. The largest hat value is 0.0206, which is higher than the threshhold of 0.014 = 2 * (k + 1) / n.\n","htmlwidgets":"<div id=\"htmlwidget_container\">\n <div id=\"htmlwidget-c41c806b36172e9c899b\" 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-c41c806b36172e9c899b\">{\"x\":{\"html\":\"<table class = \\\"table table-condensed\\\"style = \\\"margin:0; border-bottom: 2px solid; border-top: 2px solid; font-size:90%;\\\">\\n<h3 class=\\\".h3\\\" style=\\\"color:#3E7DCC; text-align:left; margin-top:0px; margin-bottom:0\\\">Binary Logit: Churn<\\/h3>\\n<caption style=\\\"caption-side:bottom;font-style:italic; font-size:90%;\\\">n = 1,000 cases used in estimation; R-squared: 0.1829; Correct predictions: 79.1%; McFadden's rho-squared: 0.2444; AIC: 891.94; 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;'>z<\\/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=\\\"text-align:left;\\\"> (Intercept) <\\/td>\\n <td style=\\\"text-align:right;\\\"> <span style=\\\"color:red\\\">-1.53<\\/span> <\\/td>\\n <td style=\\\"text-align:right;\\\"> 0.30 <\\/td>\\n <td style=\\\"text-align:right;\\\"> <span style=\\\"display: block; padding: 0 4px; border-radius: 4px; font-weight: bold; background-color: #fb9080\\\">-5.07<\\/span> <\\/td>\\n <td style=\\\"text-align:right;\\\"> <span style=\\\"font-weight: bold\\\">&lt; .001<\\/span> <\\/td>\\n <\\/tr>\\n <tr>\\n <td style=\\\"text-align:left;\\\"> Senior Citizen: Yes <\\/td>\\n <td style=\\\"text-align:right;\\\"> <span>-0.02<\\/span> <\\/td>\\n <td style=\\\"text-align:right;\\\"> 0.21 <\\/td>\\n <td style=\\\"text-align:right;\\\"> <span style=\\\"display: block; padding: 0 4px; border-radius: 4px; background-color: #fefcfc\\\">-0.12<\\/span> <\\/td>\\n <td style=\\\"text-align:right;\\\"> <span>.907<\\/span> <\\/td>\\n <\\/tr>\\n <tr>\\n <td style=\\\"text-align:left;\\\"> Tenure (months) <\\/td>\\n <td style=\\\"text-align:right;\\\"> <span style=\\\"color:red\\\">-0.05<\\/span> <\\/td>\\n <td style=\\\"text-align:right;\\\"> 0.00 <\\/td>\\n <td style=\\\"text-align:right;\\\"> <span style=\\\"display: block; padding: 0 4px; border-radius: 4px; font-weight: bold; background-color: #fb9080\\\">-10.20<\\/span> <\\/td>\\n <td style=\\\"text-align:right;\\\"> <span style=\\\"font-weight: bold\\\">&lt; .001<\\/span> <\\/td>\\n <\\/tr>\\n <tr>\\n <td style=\\\"text-align:left;\\\"> Internet Service: DSL <\\/td>\\n <td style=\\\"text-align:right;\\\"> <span style=\\\"color:blue\\\">0.96<\\/span> <\\/td>\\n <td style=\\\"text-align:right;\\\"> 0.39 <\\/td>\\n <td style=\\\"text-align:right;\\\"> <span style=\\\"display: block; padding: 0 4px; border-radius: 4px; font-weight: bold; background-color: #bfd9f9\\\">2.50<\\/span> <\\/td>\\n <td style=\\\"text-align:right;\\\"> <span style=\\\"font-weight: bold\\\">.013<\\/span> <\\/td>\\n <\\/tr>\\n <tr>\\n <td style=\\\"text-align:left;\\\"> Internet Service: Fiber optic <\\/td>\\n <td style=\\\"text-align:right;\\\"> <span style=\\\"color:blue\\\">2.40<\\/span> <\\/td>\\n <td style=\\\"text-align:right;\\\"> 0.57 <\\/td>\\n <td style=\\\"text-align:right;\\\"> <span style=\\\"display: block; padding: 0 4px; border-radius: 4px; font-weight: bold; background-color: #94c0f5\\\">4.18<\\/span> <\\/td>\\n <td style=\\\"text-align:right;\\\"> <span style=\\\"font-weight: bold\\\">&lt; .001<\\/span> <\\/td>\\n <\\/tr>\\n <tr>\\n <td style=\\\"text-align:left;\\\"> Monthly Charges ($) <\\/td>\\n <td style=\\\"text-align:right;\\\"> <span>0.00<\\/span> <\\/td>\\n <td style=\\\"text-align:right;\\\"> 0.01 <\\/td>\\n <td style=\\\"text-align:right;\\\"> <span style=\\\"display: block; padding: 0 4px; border-radius: 4px; background-color: #f4f8fe\\\">0.41<\\/span> <\\/td>\\n <td style=\\\"text-align:right;\\\"> <span>.684<\\/span> <\\/td>\\n <\\/tr>\\n<\\/tbody>\\n<\\/table>\"},\"evals\":[],\"jsHooks\":[]}</script>\n<script type=\"application/htmlwidget-sizing\" data-for=\"htmlwidget-c41c806b36172e9c899b\">{\"viewer\":{\"width\":\"100%\",\"height\":350,\"padding\":15,\"fill\":false},\"browser\":{\"width\":\"100%\",\"height\":500,\"padding\":0,\"fill\":false}}</script>","htmlwidget-head":"{\"stylesheets\":[\"https://widget-cdn.displayr.com/bootstrap.min-63e52244789ab8f6e3a78818886e7085.css\"],\"javascript\":[\"https://widget-cdn.displayr.com/jquery.min-91a24ea414e8c447d647cecab86866c2.js\",\"https://widget-cdn.displayr.com/bootstrap.min-326d184c3c13feede563e4adcb5ff2a0.js\",\"https://widget-cdn.displayr.com/html5shiv.min-e70767555a95c48c08833356d362ccef.js\",\"https://widget-cdn.displayr.com/respond.min-4255ee1a060b15cb2432d0a497a6d510.js\",\"https://widget-cdn.displayr.com/htmlwidgets-917a66c6e5036eb1bfd1fb672a82635a.js\",\"https://widget-cdn.displayr.com/formattable_widget-d2927ec9dec4a568bd3f4a62041c0ddb.js\"],\"attachments\":[],\"widget-cannot-re-render\":true}"},"secondsTaken":5.761489,"updated":"2018-09-24T01:50:09.3817456Z","LastUpdatedMessage":null,"executedCode":"library(flipRegression)\nmy.regression = Regression(Churn ~ SeniorCitizen + Tenure + InternetService + MonthlyCharges,\n data = churn.data,\n show.labels = TRUE,\n type =\"Binary Logit\")","lastSavedCode":null,"isStandardRItem":false,"highlightedCodeSpans":[{"Range":{"StartLineNumber":3,"StartColumnNumber":35,"EndLineNumber":3,"EndColumnNumber":45},"Reference":"68c8e5e4-7e5f-41d0-82ed-8ead14db66b3","Type":2,"Text":"churn.data","Color":0}],"tableTransformations":"<TabularTransformer>\r\n <TabularTransform type=\"Truncation\" truncationHeaderType=\"Column\" />\r\n <TabularTransform />\r\n</TabularTransformer>","tabularFilteringOptions":null,"hasGuiControls":false,"calculating":"Idle","showDebug":false,"layout":"Top","vSplit":0.25,"hSplit":0.45,"Options":{"debugconsole":false,"codeposition":"Top","splitH":0.45,"splitV":0.25}}