Tone Classification

4min
This model analyzes a given passage and identifies the tone present in the text. It classifies a text input relative to the tone represented in the text (e.g. frustrated, sad, impolite, excited, sympathetic, satisfied, etc.) 
For instance, "I hate school. School is bad." returns seven different results the first three of which are “frustrated” with a confidence score of :0.74309075, “sad” at 0.20021306, and “impolite” at 0.07343281.
Model Input Parameters
Parameter Name
Parameter Type
Required
input
Text
Yes
Rest API Input Example
JS
var settings = {
  "url": "https://mlapi.qualetics.com/api/datamachine/init?id=<DATAMACHINE_ID>",
  "method": "POST",
  "headers": {
    ...
    //Add Authorization Headers here
    ...
    "Content-Type": "application/json"
  },
  "data": JSON.stringify({
    "input": "It’s back! Taco Bell has announced the return of the Double Decker Taco, which is now on the menu at restaurants nationwide for a limited time."
  }),
};

$.ajax(settings).done(function (response) {
  console.log(response);
});
var settings = {
  "url": "https://mlapi.qualetics.com/api/datamachine/init?id=<DATAMACHINE_ID>",
  "method": "POST",
  "headers": {
    ...
    //Add Authorization Headers here
    ...
    "Content-Type": "application/json"
  },
  "data": JSON.stringify({
    "input": "It’s back! Taco Bell has announced the return of the Double Decker Taco, which is now on the menu at restaurants nationwide for a limited time."
  }),
};

$.ajax(settings).done(function (response) {
  console.log(response);
});
﻿
Model Output Result
Parameter Name
Parameter Type
classes identified
JSON String
Rest API Output Example
JSON
{
   "input":"It’s back! Taco Bell has announced the return of the Double Decker Taco, which is now on the menu at restaurants nationwide for a limited time.",
   "original input":"It’s back! Taco Bell has announced the return of the Double Decker Taco, which is now on the menu at restaurants nationwide for a limited time.",
   "classes identified":"[{\"className\": \"frustrated\", \"confidence\": 0.583574}, {\"className\": \"sad\", \"confidence\": 0.2899403}, {\"className\": \"impolite\", \"confidence\": 0.16715494}, {\"className\": \"polite\", \"confidence\": 0.13063201}, {\"className\": \"excited\", \"confidence\": 0.10055948}, {\"className\": \"sympathetic\", \"confidence\": 0.032292116}, {\"className\": \"satisfied\", \"confidence\": 0.025560096}]",
   "final result":"[{\"className\": \"frustrated\", \"confidence\": 0.583574}, {\"className\": \"sad\", \"confidence\": 0.2899403}, {\"className\": \"impolite\", \"confidence\": 0.16715494}, {\"className\": \"polite\", \"confidence\": 0.13063201}, {\"className\": \"excited\", \"confidence\": 0.10055948}, {\"className\": \"sympathetic\", \"confidence\": 0.032292116}, {\"className\": \"satisfied\", \"confidence\": 0.025560096}]",
   "sessionid":"08f19eb7-5570-4a19-90d0-b2c549c762a5",
   "status":"Completed"
}
{
   "input":"It’s back! Taco Bell has announced the return of the Double Decker Taco, which is now on the menu at restaurants nationwide for a limited time.",
   "original input":"It’s back! Taco Bell has announced the return of the Double Decker Taco, which is now on the menu at restaurants nationwide for a limited time.",
   "classes identified":"[{\"className\": \"frustrated\", \"confidence\": 0.583574}, {\"className\": \"sad\", \"confidence\": 0.2899403}, {\"className\": \"impolite\", \"confidence\": 0.16715494}, {\"className\": \"polite\", \"confidence\": 0.13063201}, {\"className\": \"excited\", \"confidence\": 0.10055948}, {\"className\": \"sympathetic\", \"confidence\": 0.032292116}, {\"className\": \"satisfied\", \"confidence\": 0.025560096}]",
   "final result":"[{\"className\": \"frustrated\", \"confidence\": 0.583574}, {\"className\": \"sad\", \"confidence\": 0.2899403}, {\"className\": \"impolite\", \"confidence\": 0.16715494}, {\"className\": \"polite\", \"confidence\": 0.13063201}, {\"className\": \"excited\", \"confidence\": 0.10055948}, {\"className\": \"sympathetic\", \"confidence\": 0.032292116}, {\"className\": \"satisfied\", \"confidence\": 0.025560096}]",
   "sessionid":"08f19eb7-5570-4a19-90d0-b2c549c762a5",
   "status":"Completed"
}
﻿
Standard Output Parameters
Every model execution output consists of the following standard output parameters
input 
The input string required for the model to extract the categories
original input
This is the input provided to the first step in model which is retained across multiple steps in a Data Machine workflow. 
final result
The result of the model executed in the final step of the Data Machine workflow
sessionid
A unique session id that is generated for every execution of a Data Machine which can be used to retain results across multiple sessions
status
The result of the Data Machine execution. If all of the steps in a sequence are successfully executed, a value of "Completed" is provided.  If the execution is interrupted at any point, a value of "Terminated" is provided with the reason for Termination.
﻿
Parameter Name	Parameter Type	Required
input	Text	Yes
Parameter Name	Parameter Type
classes identified	JSON String
Text Translation
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