{"size":{"Width":856,"Height":426},"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,"outputs":{"console":"<pre class='debug-source'>&gt;library(flipMultivariates)\n</pre>\n<pre class='debug-source'>&gt;lda &lt;- LDA(q3 ~ q5a + q5b + q5d + q5c + q5e + q5f + q5g + q5h, weights = QPopulationWeight, prior = formPrior, subset = QFilter, missing = formMissing, output = formOutput, show.labels = !formNames)\n</pre>\n<pre class='debug-warning'>The smallest category of the outcome variable (Dislike all cola) contains 28 observations; a robust model is unlikely.</pre>\r\n<div class=\"debug-summarystatistics\">\r\n<table>\r\n<tr><th>Total time:</th><td>3.94s</td></tr>\r\n<tr><th>Time on R server:</th><td title=\"rApacheServe 3.90s (pre 0.01s, post 0.00s) httpget_code() setup for eval 0.01s session$eval 3.78s (pre 0.00s, post 0.10s) unexplained 0.12s apparmor forking (pre 0.03s, post 0.00s)\">3.90s</td></tr>\r\n<tr><th>Time evaluating code:</th><td>3.65s</td></tr>\r\n<tr><th>Bytes sent:</th><td>42,699</td></tr>\r\n<tr><th>Bytes received:</th><td>128,732</td></tr>\r\n</table>\r\n</div>","warning":"The smallest category of the outcome variable (Dislike all cola) contains 28 observations; a robust model is unlikely.","htmlwidgets":"<div id=\"htmlwidget_container\">\n <div id=\"htmlwidget-eac9d81dcf7067a6dbc5\" 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-eac9d81dcf7067a6dbc5\">{\"x\":{\"html\":\"<table class = \\\"table table-condensed\\\"style = \\\"margin:0; border-bottom: 2px solid; border-top: 2px solid; font-size:90%;\\\">\\n<caption><h3 class=\\\".h3\\\" style=\\\"color:#3E7DCC; text-align:left; margin-top:0px; margin-bottom:0\\\">Linear Discriminant Analysis: Preferred cola by q5<\\/h3>\\n<h5 class=\\\".h5\\\" style=\\\"color:#888888; text-align:left; margin-top:5px; margin-bottom:0\\\">Correct predictions: 7.048% (Coca-Cola: 7.449%; Diet Coke: 12.44%; Coke Zero: 1.923%; Pepsi : 1.039%; Diet Pepsi: 52.68%; Pepsi Max: 1.064%; Dislike all cola: 42.86%; Don't care: 21.43%)<\\/h5>\\n<caption style=\\\"caption-side:bottom;font-style:italic; font-size:90%;\\\">n = 4200 cases used in estimation; null hypotheses: two-sided; multiple comparisons correction: False Discovery Rate correction applied simultaneously to the entire table<\\/caption><\\/caption>\\n <thead>\\n <tr>\\n <th style=\\\"text-align:left;\\\"> <\\/th>\\n <th style=\\\"text-align:right;\\\"> Coca-Cola<br>n: 1799 <\\/th>\\n <th style=\\\"text-align:right;\\\"> Diet Coke<br>n: 434 <\\/th>\\n <th style=\\\"text-align:right;\\\"> Coke Zero<br>n: 728 <\\/th>\\n 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false});","JSError":null,"JSErrorDetails":null,"ControlDefinitionErrors":null,"InputValidationErrors":null,"Controls":[{"ItemGuid":"00000000-0000-0000-0000-000000000000","ControlName":null,"Page":null,"Group":null,"Type":"Heading","Label":null,"LabelEmphasised":false,"Value":null,"Allowed":null,"Multi":false,"Prompt":null,"ErrorMessage":null,"Invalid":null,"Required":false,"AllowedTypes":null,"OwnerRItemGuid":null,"MinInputs":0,"MaxInputs":0,"Height":0,"Duplicates":false,"Values":null,"CheckAlign":null,"Text":"Linear Discriminant Analysis","Increment":0.0,"Min":0.0,"Max":0.0,"Vertical":null},{"ItemGuid":"00000000-0000-0000-0000-000000000000","ControlName":"formOutcomeVariable","Page":null,"Group":null,"Type":"DropBox","Label":"Outcome","LabelEmphasised":false,"Value":"c9fa1bb5-4279-4b95-a881-162756dc750a","Allowed":null,"Multi":false,"Prompt":"Select an input which is of type Variable (Numeric, Date, Money, Categorical or Orderedcategorical).","ErrorMessage":"Outcome: Outcome accepts only one input which is of type Variable (Numeric, Date, Money, Categorical or Orderedcategorical).","Invalid":null,"Required":true,"AllowedTypes":["Variable: Numeric, Date, Money, Categorical, OrderedCategorical"],"OwnerRItemGuid":"69bbadac-a7a6-442c-958f-13a1b0573d80","MinInputs":1,"MaxInputs":1,"Height":1,"Duplicates":false,"Values":null,"CheckAlign":null,"Text":null,"Increment":0.0,"Min":0.0,"Max":0.0,"Vertical":null},{"ItemGuid":"00000000-0000-0000-0000-000000000000","ControlName":"formPredictorVariables","Page":null,"Group":null,"Type":"DropBox","Label":"Numeric predictors","LabelEmphasised":false,"Value":null,"Allowed":null,"Multi":true,"Prompt":"Select at least one input which is of type Variable (Numeric, Date, Money, Categorical or Orderedcategorical).","ErrorMessage":"Numeric predictors: Numeric predictors accepts only inputs which are of type Variable (Numeric, Date, Money, Categorical or Orderedcategorical).","Invalid":null,"Required":true,"AllowedTypes":["Variable: Numeric, Date, Money, Categorical, OrderedCategorical"],"OwnerRItemGuid":"69bbadac-a7a6-442c-958f-13a1b0573d80","MinInputs":1,"MaxInputs":2147483647,"Height":4,"Duplicates":false,"Values":["5de5e573-fccd-4e43-96f5-bb871745c5a6","312f76af-51d0-43d9-9a80-e25ceb26f315","fccde9c4-a2eb-4790-8290-e7dbc0952cf8","f7c377c3-9482-4a71-97ec-ac44e8158aa0","aefff244-8a1e-45c0-a3ad-918fa86354cf","0b9c0000-b6f1-40da-9be2-31ea8d7effc4","c1c8f7cb-ba9c-4024-8369-ed10a3bc17c8","f4c56bda-487c-4335-9bbe-c2c10cbfc8cf"],"CheckAlign":null,"Text":null,"Increment":0.0,"Min":0.0,"Max":0.0,"Vertical":null},{"ItemGuid":"00000000-0000-0000-0000-000000000000","ControlName":"formOutput","Page":null,"Group":null,"Type":"ComboBox","Label":"Output","LabelEmphasised":false,"Value":"Means","Allowed":null,"Multi":false,"Prompt":null,"ErrorMessage":null,"Invalid":null,"Required":true,"AllowedTypes":null,"OwnerRItemGuid":null,"MinInputs":0,"MaxInputs":0,"Height":0,"Duplicates":false,"Values":["Means","Detail","Confusion matrix"],"CheckAlign":null,"Text":null,"Increment":0.0,"Min":0.0,"Max":0.0,"Vertical":null},{"ItemGuid":"00000000-0000-0000-0000-000000000000","ControlName":"formMissing","Page":null,"Group":null,"Type":"ComboBox","Label":"Missing data","LabelEmphasised":false,"Value":"Exclude cases with missing data","Allowed":null,"Multi":false,"Prompt":null,"ErrorMessage":null,"Invalid":null,"Required":true,"AllowedTypes":null,"OwnerRItemGuid":null,"MinInputs":0,"MaxInputs":0,"Height":0,"Duplicates":false,"Values":["Error if missing data","Exclude cases with missing data","Imputation (replace missing values with estimates)"],"CheckAlign":null,"Text":null,"Increment":0.0,"Min":0.0,"Max":0.0,"Vertical":null},{"ItemGuid":"00000000-0000-0000-0000-000000000000","ControlName":"formPrior","Page":null,"Group":null,"Type":"ComboBox","Label":"Prior","LabelEmphasised":false,"Value":"Equal","Allowed":null,"Multi":false,"Prompt":null,"ErrorMessage":null,"Invalid":null,"Required":true,"AllowedTypes":null,"OwnerRItemGuid":null,"MinInputs":0,"MaxInputs":0,"Height":0,"Duplicates":false,"Values":["Equal","Observed"],"CheckAlign":null,"Text":null,"Increment":0.0,"Min":0.0,"Max":0.0,"Vertical":null},{"ItemGuid":"00000000-0000-0000-0000-000000000000","ControlName":"formNames","Page":null,"Group":null,"Type":"CheckBox","Label":"Variable names","LabelEmphasised":false,"Value":false,"Allowed":null,"Multi":false,"Prompt":null,"ErrorMessage":null,"Invalid":null,"Required":false,"AllowedTypes":null,"OwnerRItemGuid":null,"MinInputs":0,"MaxInputs":0,"Height":0,"Duplicates":false,"Values":null,"CheckAlign":"left","Text":null,"Increment":0.0,"Min":0.0,"Max":0.0,"Vertical":null},{"ItemGuid":"00000000-0000-0000-0000-000000000000","ControlName":null,"Page":null,"Group":null,"Type":null,"Label":null,"LabelEmphasised":false,"Value":null,"Allowed":null,"Multi":false,"Prompt":null,"ErrorMessage":null,"Invalid":null,"Required":false,"AllowedTypes":null,"OwnerRItemGuid":null,"MinInputs":0,"MaxInputs":0,"Height":0,"Duplicates":false,"Values":null,"CheckAlign":null,"Text":null,"Increment":0.0,"Min":0.0,"Max":0.0,"Vertical":true}]},"calculating":"Idle","showDebug":false,"layout":"OutputOnly","vSplit":0.25,"hSplit":0.45,"updateWarnings":true,"updateMode":"Manual","warnSlow":false,"Options":{"debugconsole":false,"codeposition":"OutputOnly","splitH":0.45,"splitV":0.25,"update warnings":true,"updating":"Manual","warn slow":false}}

>library(flipMultivariates)

>lda <- LDA(q3 ~ q5a + q5b + q5d + q5c + q5e + q5f + q5g + q5h, weights = QPopulationWeight, prior = formPrior, subset = QFilter, missing = formMissing, output = formOutput, show.labels = !formNames)

The smallest category of the outcome variable (Dislike all cola) contains 28 observations; a robust model is unlikely.