{"size":{"Width":610,"Height":363},"appearance":{"background":null,"padding":14,"font":{"family":"Courier New","size":10.0,"bold":false,"italic":false,"underline":false,"strikeout":false,"color":"rgb(0,72,168)"},"border":{"on":true,"size":0.0,"style":"solid","color":"#666"},"text":{"wrap":false,"hAlign":"left","vAlign":"top"}},"outputType":"WIDGET","widgetState":null,"wikiPageTitle":null,"outputs":{"warning":"The following variable(s) are colinear with other variables and no coefficients have been estimated: MultipleLines: No phone service, OnlineSecurity: No internet service, OnlineBackup: No internet service, DeviceProtection: No internet service, TechSupport: No internet service, StreamingTV: No internet service, StreamingMovies: No internet service\r\nUnusual observations detected. The largest hat value is 0.0167, which is higher than the threshhold of 0.013 = 2 * (k + 1) / n.\n","htmlwidgets":"<div id=\"htmlwidget_container\">\n <div id=\"htmlwidget-061f7bced06947a33d9a\" 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-061f7bced06947a33d9a\">{\"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 = 4,920 cases used in estimation of a total sample size of 4,930 (Training sample); cases containing missing values have been excluded; R-squared: 0.2369; Correct predictions: 80.65%; McFadden's rho-squared: 0.289; AIC: 4,122.4; 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=\\\"vertical-align:middle; text-align:left;\\\"> (Intercept) <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span>1.13<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> 0.98 <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"display: block; padding: 0 4px; border-radius: 4px; background-color: #e1edfc\\\">1.16<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span>.248<\\/span> <\\/td>\\n <\\/tr>\\n <tr>\\n <td style=\\\"vertical-align:middle; text-align:left;\\\"> gender: Male <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span>-0.07<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> 0.08 <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"display: block; padding: 0 4px; border-radius: 4px; background-color: #feeae7\\\">-0.94<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span>.350<\\/span> <\\/td>\\n <\\/tr>\\n <tr>\\n <td style=\\\"vertical-align:middle; text-align:left;\\\"> SeniorCitizen: 1 <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"color:blue\\\">0.26<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> 0.10 <\\/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: #bed8f9\\\">2.54<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"font-weight: bold\\\">.011<\\/span> <\\/td>\\n <\\/tr>\\n <tr>\\n <td style=\\\"vertical-align:middle; text-align:left;\\\"> Partner: Yes <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span>0.01<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> 0.09 <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"display: block; padding: 0 4px; border-radius: 4px; background-color: #fbfcfe\\\">0.15<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span>.883<\\/span> <\\/td>\\n <\\/tr>\\n <tr>\\n <td style=\\\"vertical-align:middle; text-align:left;\\\"> Dependents: Yes <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span>-0.15<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> 0.11 <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"display: block; padding: 0 4px; border-radius: 4px; background-color: #fddfdb\\\">-1.42<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span>.156<\\/span> <\\/td>\\n <\\/tr>\\n <tr>\\n <td style=\\\"vertical-align:middle; text-align:left;\\\"> tenure <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"color:red\\\">-0.06<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> 0.01 <\\/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: #fb9080\\\">-7.83<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"font-weight: bold\\\">< .001<\\/span> <\\/td>\\n <\\/tr>\\n <tr>\\n <td style=\\\"vertical-align:middle; text-align:left;\\\"> PhoneService: Yes <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span>0.26<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> 0.77 <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"display: block; padding: 0 4px; border-radius: 4px; background-color: #f6fafe\\\">0.33<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span>.741<\\/span> <\\/td>\\n <\\/tr>\\n <tr>\\n <td style=\\\"vertical-align:middle; text-align:left;\\\"> MultipleLines: Yes <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"color:blue\\\">0.44<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> 0.21 <\\/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: #c9dffa\\\">2.11<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"font-weight: bold\\\">.035<\\/span> <\\/td>\\n <\\/tr>\\n <tr>\\n <td style=\\\"vertical-align:middle; text-align:left;\\\"> InternetService: Fiber optic <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span>1.69<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> 0.95 <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"display: block; padding: 0 4px; border-radius: 4px; background-color: #d1e4fb\\\">1.77<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span>.076<\\/span> <\\/td>\\n <\\/tr>\\n <tr>\\n <td style=\\\"vertical-align:middle; text-align:left;\\\"> InternetService: No <\\/td>\\n <td style=\\\"vertical-align:middle; 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text-align:left;\\\"> TechSupport: Yes <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span>-0.19<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> 0.22 <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"display: block; padding: 0 4px; border-radius: 4px; background-color: #feebe9\\\">-0.86<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span>.390<\\/span> <\\/td>\\n <\\/tr>\\n <tr>\\n <td style=\\\"vertical-align:middle; text-align:left;\\\"> StreamingTV: Yes <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span>0.56<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> 0.39 <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"display: block; padding: 0 4px; border-radius: 4px; background-color: #dae9fb\\\">1.44<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span>.149<\\/span> <\\/td>\\n <\\/tr>\\n <tr>\\n <td style=\\\"vertical-align:middle; text-align:left;\\\"> StreamingMovies: Yes <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span>0.65<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> 0.39 <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"display: block; padding: 0 4px; border-radius: 4px; background-color: #d4e5fb\\\">1.67<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span>.094<\\/span> <\\/td>\\n <\\/tr>\\n <tr>\\n <td style=\\\"vertical-align:middle; text-align:left;\\\"> Contract: One year <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"color:red\\\">-0.63<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> 0.13 <\\/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: #fb9080\\\">-5.01<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"font-weight: bold\\\">< .001<\\/span> <\\/td>\\n <\\/tr>\\n <tr>\\n <td style=\\\"vertical-align:middle; text-align:left;\\\"> Contract: Two year <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"color:red\\\">-1.37<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> 0.21 <\\/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: #fb9080\\\">-6.39<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"font-weight: bold\\\">< .001<\\/span> <\\/td>\\n <\\/tr>\\n <tr>\\n <td style=\\\"vertical-align:middle; text-align:left;\\\"> PaperlessBilling: Yes <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"color:blue\\\">0.42<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> 0.09 <\\/td>\\n <td style=\\\"vertical-align:middle; 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text-align:right;\\\"> <span style=\\\"color:blue\\\">0.33<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> 0.11 <\\/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: #b3d2f8\\\">2.95<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"font-weight: bold\\\">.003<\\/span> <\\/td>\\n <\\/tr>\\n <tr>\\n <td style=\\\"vertical-align:middle; text-align:left;\\\"> PaymentMethod: Mailed check <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span>0.00<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> 0.14 <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span style=\\\"display: block; padding: 0 4px; border-radius: 4px; background-color: #fefefe\\\">-0.02<\\/span> <\\/td>\\n <td style=\\\"vertical-align:middle; text-align:right;\\\"> <span>.983<\\/span> <\\/td>\\n <\\/tr>\\n <tr>\\n <td style=\\\"vertical-align:middle; 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