📃

Using Document Transformations

Using JSON Document Transformations

JSONata is a lightweight query and transformation language for JSON data that allows sophisticated queries to be expressed in a compact and intuitive notation. A rich complement of built in operators and functions is provided for manipulating and combining extracted data, and the results of queries can be formatted into any JSON output structure using familiar JSON object and array syntax. Coupled with the facility to create user defined functions, advanced expressions can be built to tackle any JSON query and transformation task.

Example Input Data

{
  "data": [
    {
      "timestamp": 1520622932000,
      "duration": 49000,
      "activity": "QWN0aXZpdHk6MTo5OjM3",
      "static_data": {
        "survey_name": "Anxiety"
      },
      "temporal_slices": [
        {
          "item": "Feeling nervous, anxious, or on edge",
          "value": 1,
          "type": "valid",
          "duration": 17000,
          "level": null
        },
,
      ],
    },
  ]
}

DataFrame Export

data.temporal_slices.{ "timestamp": $fromMillis(%.timestamp), "activity": %.activity, "question": item, "value": value, "duration": duration / 1000 }
Code Output
[
  {
    "timestamp": "2018-03-09T19:15:32.000Z",
    "activity": "QWN0aXZpdHk6MTo5OjM3",
    "question": "Feeling nervous, anxious, or on edge",
    "value": 1,
    "duration": 17
  },
]

If you would like to run this same query on all participants of a researcher, use the version below:

$each(data, function($v, $k) { { "key": $k, "value": $v } }).value.temporal_slices.{ "id": %.%.key, "timestamp": $fromMillis(%.timestamp), "activity": %.activity, "question": item, "value": value, "duration": duration / 1000 }

Time Axis Charting

data[static_data.survey_name != null].temporal_slices.{ "timestamp": $fromMillis(%.timestamp), "activity": %.activity, "question": item, "value": value, "duration": duration / 1000.0 } { activity: { timestamp: $.{ "question": question, "value": value.$number($ = "Yes" ? "1" : "0"), "duration": duration } } }
Code Output
{
  "QWN0aXZpdHk6MToxOjEzNg~~": {
    "2018-11-12T19:33:39.000Z": [
      {
        "question": "With Lamp It is Easy to Make a New Survey",
        "value": 1,
        "duration": 6
      },
      {
        "question": "Lamp Allows Different Types of Surveys Questions ",
        "value": 0,
        "duration": 7
      },
      {
        "question": "You can Ever Do a Scroll Wheel",
        "value": 0,
        "duration": 3
      }
    ],
    "2018-11-14T14:08:34.000Z": [
      {
        "question": "With Lamp It is Easy to Make a New Survey",
        "value": 1,
        "duration": 1
      },
      {
        "question": "Lamp Allows Different Types of Surveys Questions ",
        "value": 0,
        "duration": 2
      },
      {
        "question": "You can Ever Do a Scroll Wheel",
        "value": 0,
        "duration": 2
      }
    ],
    "2018-12-05T21:20:11.000Z": [
      {
        "question": "hello",
        "value": 1,
        "duration": 2
      },
      {
        "question": "hello",
        "value": 1,
        "duration": 2
      },
      {
        "question": "hello",
        "value": 1,
        "duration": 2
      }
    ],
    "2018-12-05T21:20:20.000Z": {
      "question": "hello",
      "value": 1,
      "duration": 1
    },
    "2018-12-05T21:20:25.000Z": {
      "question": "hello",
      "value": 0,
      "duration": 1
    },
    "2018-12-05T21:20:33.000Z": {
      "question": "hello",
      "value": 1,
      "duration": 1
    }
  },
  "QWN0aXZpdHk6MToxOjIw": {
    "2018-11-15T20:25:03.000Z": [
      {
        "question": "Difficulty Falling Asleep",
        "value": 0,
        "duration": 2
      },
      {
        "question": "Difficulty Staying Asleep",
        "value": 0,
        "duration": 3
      },
      {
        "question": "Waking Up Too Early",
        "value": 0,
        "duration": 1
      },
      {
        "question": "Don’t Feel Rested After Waking Up",
        "value": 0,
        "duration": 2
      }
    ],
    "2018-11-15T20:31:30.000Z": [
      {
        "question": "Difficulty Falling Asleep",
        "value": 0,
        "duration": 4
      },
      {
        "question": "Difficulty Staying Asleep",
        "value": 0,
        "duration": 5
      },
      {
        "question": "Difficulty Falling Asleep",
        "value": 0,
        "duration": 4
      },
      {
        "question": "Difficulty Staying Asleep",
        "value": 0,
        "duration": 5
      },
      {
        "question": "Difficulty Falling Asleep",
        "value": 0,
        "duration": 4
      },
      {
        "question": "Difficulty Staying Asleep",
        "value": 0,
        "duration": 5
      }
    ],
    "2018-11-15T20:51:21.000Z": [
      {
        "question": "Difficulty Falling Asleep",
        "value": 0,
        "duration": 3
      },
      {
        "question": "Difficulty Staying Asleep",
        "value": 0,
        "duration": 4
      },
      {
        "question": "Waking Up Too Early",
        "value": 0,
        "duration": 3
      },
      {
        "question": "Don’t Feel Rested After Waking Up",
        "value": 0,
        "duration": 5
      }
    ],
    "2018-11-19T20:01:35.000Z": [
      {
        "question": "Difficulty Falling Asleep",
        "value": 0,
        "duration": 2
      },
      {
        "question": "Difficulty Staying Asleep",
        "value": 0,
        "duration": 3
      },
      {
        "question": "Waking Up Too Early",
        "value": 0,
        "duration": 1
      },
      {
        "question": "Don’t Feel Rested After Waking Up",
        "value": 0,
        "duration": 1
      }
    ],
    "2018-11-20T19:30:00.000Z": [
      {
        "question": "Difficulty Falling Asleep",
        "value": 0,
        "duration": 1
      },
      {
        "question": "Difficulty Staying Asleep",
        "value": 0,
        "duration": 2
      },
      {
        "question": "Waking Up Too Early",
        "value": 0,
        "duration": 1
      },
      {
        "question": "Don’t Feel Rested After Waking Up",
        "value": 0,
        "duration": 1
      }
    ]
  },
  "QWN0aXZpdHk6MToxOjExMg~~": {
    "2018-11-16T16:33:29.000Z": {
      "question": "Did you take your medication today",
      "value": 1,
      "duration": 4
    }
  },
  "QWN0aXZpdHk6MToxOjE0Mg~~": {
    "2018-12-05T21:28:34.000Z": [
      {
        "question": "Compared to 6 months ago, do you feel that your memory has declined substantially?",
        "value": 0,
        "duration": 6
      },
      {
        "question": "Do you have more trouble driving?",
        "value": 0,
        "duration": 7
      },
      {
        "question": "Has your work performance declined significantly compared to 6 months ago?",
        "value": 0,
        "duration": 1
      },
      {
        "question": "Are you more likely to become disoriented, or get lost, do you have a decreased sense of direction?",
        "value": 0,
        "duration": 1
      },
      {
        "question": "Do you find that lately you are relying more on written reminders?",
        "value": 0,
        "duration": 1
      },
      {
        "question": "Difficulty falling asleep",
        "value": 0,
        "duration": 2
      }
    ]
  },
  "QWN0aXZpdHk6MToxOjIx": {
    "2018-12-05T21:28:48.000Z": [
      {
        "question": "What day is it?",
        "value": 0,
        "duration": 7
      },
      {
        "question": "What month is it?",
        "value": 0,
        "duration": 8
      },
      {
        "question": "What year is it?",
        "value": 0,
        "duration": 5
      },
      {
        "question": "What day of the week is it?",
        "value": 0,
        "duration": 7
      }
    ]
  },
  "QWN0aXZpdHk6MToxOjE0NA~~": {
    "2018-12-05T21:29:07.000Z": [
      {
        "question": "Have you been misplacing things more often?",
        "value": 0,
        "duration": 2
      },
      {
        "question": "Are you less involved in social activities?",
        "value": 0,
        "duration": 2
      },
      {
        "question": "Are any activities substantially more difficult for you now compared to 6 months ago?",
        "value": 0,
        "duration": 1
      },
      {
        "question": "Do you have trouble knowing the day, date, month, year, and time?",
        "value": 0,
        "duration": 2
      },
      {
        "question": "Do you have more trouble recalling names, finding the right word, or completing sentences?",
        "value": 0,
        "duration": 1
      },
      {
        "question": "Waking up too early",
        "value": 0,
        "duration": 1
      },
      {
        "question": "Don't feel rested after waking up",
        "value": 0,
        "duration": 2
      }
    ]
  },
  "QWN0aXZpdHk6MToxOjE0Mw~~": {
    "2018-12-05T21:29:26.000Z": [
      {
        "question": "Do others tell you that you tend to repeat questions over and over?",
        "value": 0,
        "duration": 1
      },
      {
        "question": "Compared to 6 months ago do you have more difficulty managing money, playing bills or doing finances",
        "value": 0,
        "duration": 2
      },
      {
        "question": "Do you have more trouble following the news, books, movies, or TV, compared to 6 months ago?",
        "value": 0,
        "duration": 1
      },
      {
        "question": "Do you have more difficulty using household appliances?",
        "value": 0,
        "duration": 1
      },
      {
        "question": "Do you need more help from others to remember appointments, family occasions, or holidays?",
        "value": 0,
        "duration": 1
      },
      {
        "question": "Difficulty staying asleep",
        "value": 0,
        "duration": 2
      }
    ]
  }
}

Average Data

data[static_data.survey_name != null].temporal_slices.{ "timestamp": $fromMillis(%.timestamp), "activity": %.activity, "question": item, "value": value, "duration": duration / 1000.0 } { activity: { question: { "value": $average(value.$number($ = "Yes" ? "1" : "0")), "duration": $average(duration) } } }
Code Output
{
  "QWN0aXZpdHk6MToxOjEzNg~~": {
    "With Lamp It is Easy to Make a New Survey": {
      "value": 1,
      "duration": 3.5
    },
    "Lamp Allows Different Types of Surveys Questions ": {
      "value": 0,
      "duration": 4.5
    },
    "You can Ever Do a Scroll Wheel": {
      "value": 0,
      "duration": 2.5
    },
    "hello": {
      "value": 0.8333333333333,
      "duration": 1.5
    }
  },
  "QWN0aXZpdHk6MToxOjIw": {
    "Difficulty Falling Asleep": {
      "value": 0,
      "duration": 2.857142857143
    },
    "Difficulty Staying Asleep": {
      "value": 0,
      "duration": 3.857142857143
    },
    "Waking Up Too Early": {
      "value": 0,
      "duration": 1.5
    },
    "Don’t Feel Rested After Waking Up": {
      "value": 0,
      "duration": 2.25
    }
  },
  "QWN0aXZpdHk6MToxOjExMg~~": {
    "Did you take your medication today": {
      "value": 1,
      "duration": 4
    }
  },
  "QWN0aXZpdHk6MToxOjE0Mg~~": {
    "Compared to 6 months ago, do you feel that your memory has declined substantially?": {
      "value": 0,
      "duration": 6
    },
    "Do you have more trouble driving?": {
      "value": 0,
      "duration": 7
    },
    "Has your work performance declined significantly compared to 6 months ago?": {
      "value": 0,
      "duration": 1
    },
    "Are you more likely to become disoriented, or get lost, do you have a decreased sense of direction?": {
      "value": 0,
      "duration": 1
    },
    "Do you find that lately you are relying more on written reminders?": {
      "value": 0,
      "duration": 1
    },
    "Difficulty falling asleep": {
      "value": 0,
      "duration": 2
    }
  },
  "QWN0aXZpdHk6MToxOjIx": {
    "What day is it?": {
      "value": 0,
      "duration": 7
    },
    "What month is it?": {
      "value": 0,
      "duration": 8
    },
    "What year is it?": {
      "value": 0,
      "duration": 5
    },
    "What day of the week is it?": {
      "value": 0,
      "duration": 7
    }
  },
  "QWN0aXZpdHk6MToxOjE0NA~~": {
    "Have you been misplacing things more often?": {
      "value": 0,
      "duration": 2
    },
    "Are you less involved in social activities?": {
      "value": 0,
      "duration": 2
    },
    "Are any activities substantially more difficult for you now compared to 6 months ago?": {
      "value": 0,
      "duration": 1
    },
    "Do you have trouble knowing the day, date, month, year, and time?": {
      "value": 0,
      "duration": 2
    },
    "Do you have more trouble recalling names, finding the right word, or completing sentences?": {
      "value": 0,
      "duration": 1
    },
    "Waking up too early": {
      "value": 0,
      "duration": 1
    },
    "Don't feel rested after waking up": {
      "value": 0,
      "duration": 2
    }
  },
  "QWN0aXZpdHk6MToxOjE0Mw~~": {
    "Do others tell you that you tend to repeat questions over and over?": {
      "value": 0,
      "duration": 1
    },
    "Compared to 6 months ago do you have more difficulty managing money, playing bills or doing finances": {
      "value": 0,
      "duration": 2
    },
    "Do you have more trouble following the news, books, movies, or TV, compared to 6 months ago?": {
      "value": 0,
      "duration": 1
    },
    "Do you have more difficulty using household appliances?": {
      "value": 0,
      "duration": 1
    },
    "Do you need more help from others to remember appointments, family occasions, or holidays?": {
      "value": 0,
      "duration": 1
    },
    "Difficulty staying asleep": {
      "value": 0,
      "duration": 2
    }
  }
}

CSV Export

It is recommended to avoid this as it does not consider special values and escaping strings.

$join($map($append([["timestamp", "activity", "question", "answer", "duration"]], data.temporal_slices.[[ $fromMillis(%.timestamp), %.activity, item, value, duration / 1000 ]]), function($x) { $join($x.$string($), ",") }))
Code Output
"timestamp,activity,question,answer,duration2018-11-12T19:33:39.000Z,QWN0aXZpdHk6MToxOjEzNg~~,With Lamp It is Easy to Make a New Survey,Yes,62018-11-12T19:33:39.000Z,QWN0aXZpdHk6MToxOjEzNg~~,Lamp Allows Different Types of Surveys Questions ,0,72018-11-12T19:33:39.000Z,QWN0aXZpdHk6MToxOjEzNg~~,You can Ever Do a Scroll Wheel,Test A,32018-11-14T14:08:34.000Z,QWN0aXZpdHk6MToxOjEzNg~~,With Lamp It is Easy to Make a New Survey,Yes,12018-11-14T14:08:34.000Z,QWN0aXZpdHk6MToxOjEzNg~~,Lamp Allows Different Types of Surveys Questions ,0,22018-11-14T14:08:34.000Z,QWN0aXZpdHk6MToxOjEzNg~~,You can Ever Do a Scroll Wheel,Test A,22018-11-15T20:25:03.000Z,QWN0aXZpdHk6MToxOjIw,Difficulty Falling Asleep,0,22018-11-15T20:25:03.000Z,QWN0aXZpdHk6MToxOjIw,Difficulty Staying Asleep,0,32018-11-15T20:25:03.000Z,QWN0aXZpdHk6MToxOjIw,Waking Up Too Early,0,12018-11-15T20:25:03.000Z,QWN0aXZpdHk6MToxOjIw,Don’t Feel Rested After Waking Up,0,22018-11-15T20:31:30.000Z,QWN0aXZpdHk6MToxOjIw,Difficulty Falling Asleep,0,42018-11-15T20:31:30.000Z,QWN0aXZpdHk6MToxOjIw,Difficulty Staying Asleep,0,52018-11-15T20:31:30.000Z,QWN0aXZpdHk6MToxOjIw,Difficulty Falling Asleep,0,42018-11-15T20:31:30.000Z,QWN0aXZpdHk6MToxOjIw,Difficulty Staying Asleep,0,52018-11-15T20:31:30.000Z,QWN0aXZpdHk6MToxOjIw,Difficulty Falling Asleep,0,42018-11-15T20:31:30.000Z,QWN0aXZpdHk6MToxOjIw,Difficulty Staying Asleep,0,52018-11-15T20:51:21.000Z,QWN0aXZpdHk6MToxOjIw,Difficulty Falling Asleep,0,32018-11-15T20:51:21.000Z,QWN0aXZpdHk6MToxOjIw,Difficulty Staying Asleep,0,42018-11-15T20:51:21.000Z,QWN0aXZpdHk6MToxOjIw,Waking Up Too Early,0,32018-11-15T20:51:21.000Z,QWN0aXZpdHk6MToxOjIw,Don’t Feel Rested After Waking Up,0,52018-11-16T16:33:29.000Z,QWN0aXZpdHk6MToxOjExMg~~,Did you take your medication today,Yes,42018-11-19T20:01:35.000Z,QWN0aXZpdHk6MToxOjIw,Difficulty Falling Asleep,0,22018-11-19T20:01:35.000Z,QWN0aXZpdHk6MToxOjIw,Difficulty Staying Asleep,0,32018-11-19T20:01:35.000Z,QWN0aXZpdHk6MToxOjIw,Waking Up Too Early,0,12018-11-19T20:01:35.000Z,QWN0aXZpdHk6MToxOjIw,Don’t Feel Rested After Waking Up,0,12018-11-20T19:30:00.000Z,QWN0aXZpdHk6MToxOjIw,Difficulty Falling Asleep,0,12018-11-20T19:30:00.000Z,QWN0aXZpdHk6MToxOjIw,Difficulty Staying Asleep,0,22018-11-20T19:30:00.000Z,QWN0aXZpdHk6MToxOjIw,Waking Up Too Early,0,12018-11-20T19:30:00.000Z,QWN0aXZpdHk6MToxOjIw,Don’t Feel Rested After Waking Up,0,12018-12-05T21:20:11.000Z,QWN0aXZpdHk6MToxOjEzNg~~,hello,Yes,22018-12-05T21:20:11.000Z,QWN0aXZpdHk6MToxOjEzNg~~,hello,Yes,22018-12-05T21:20:11.000Z,QWN0aXZpdHk6MToxOjEzNg~~,hello,Yes,22018-12-05T21:20:20.000Z,QWN0aXZpdHk6MToxOjEzNg~~,hello,Yes,12018-12-05T21:20:25.000Z,QWN0aXZpdHk6MToxOjEzNg~~,hello,Maybe,12018-12-05T21:20:33.000Z,QWN0aXZpdHk6MToxOjEzNg~~,hello,Yes,12018-12-05T21:28:34.000Z,QWN0aXZpdHk6MToxOjE0Mg~~,Compared to 6 months ago, do you feel that your memory has declined substantially?,No,62018-12-05T21:28:34.000Z,QWN0aXZpdHk6MToxOjE0Mg~~,Do you have more trouble driving?,No,72018-12-05T21:28:34.000Z,QWN0aXZpdHk6MToxOjE0Mg~~,Has your work performance declined significantly compared to 6 months ago?,No,12018-12-05T21:28:34.000Z,QWN0aXZpdHk6MToxOjE0Mg~~,Are you more likely to become disoriented, or get lost, do you have a decreased sense of direction?,No,12018-12-05T21:28:34.000Z,QWN0aXZpdHk6MToxOjE0Mg~~,Do you find that lately you are relying more on written reminders?,No,12018-12-05T21:28:34.000Z,QWN0aXZpdHk6MToxOjE0Mg~~,Difficulty falling asleep,0,22018-12-05T21:28:48.000Z,QWN0aXZpdHk6MToxOjIx,What day is it?,5,72018-12-05T21:28:48.000Z,QWN0aXZpdHk6MToxOjIx,What month is it?,December,82018-12-05T21:28:48.000Z,QWN0aXZpdHk6MToxOjIx,What year is it?,2018,52018-12-05T21:28:48.000Z,QWN0aXZpdHk6MToxOjIx,What day of the week is it?,Wednesday,72018-12-05T21:29:07.000Z,QWN0aXZpdHk6MToxOjE0NA~~,Have you been misplacing things more often?,No,22018-12-05T21:29:07.000Z,QWN0aXZpdHk6MToxOjE0NA~~,Are you less involved in social activities?,No,22018-12-05T21:29:07.000Z,QWN0aXZpdHk6MToxOjE0NA~~,Are any activities substantially more difficult for you now compared to 6 months ago?,No,12018-12-05T21:29:07.000Z,QWN0aXZpdHk6MToxOjE0NA~~,Do you have trouble knowing the day, date, month, year, and time?,No,22018-12-05T21:29:07.000Z,QWN0aXZpdHk6MToxOjE0NA~~,Do you have more trouble recalling names, finding the right word, or completing sentences?,No,12018-12-05T21:29:07.000Z,QWN0aXZpdHk6MToxOjE0NA~~,Waking up too early,2,12018-12-05T21:29:07.000Z,QWN0aXZpdHk6MToxOjE0NA~~,Don't feel rested after waking up,0,22018-12-05T21:29:26.000Z,QWN0aXZpdHk6MToxOjE0Mw~~,Do others tell you that you tend to repeat questions over and over?,No,12018-12-05T21:29:26.000Z,QWN0aXZpdHk6MToxOjE0Mw~~,Compared to 6 months ago do you have more difficulty managing money, playing bills or doing finances,No,22018-12-05T21:29:26.000Z,QWN0aXZpdHk6MToxOjE0Mw~~,Do you have more trouble following the news, books, movies, or TV, compared to 6 months ago?,No,12018-12-05T21:29:26.000Z,QWN0aXZpdHk6MToxOjE0Mw~~,Do you have more difficulty using household appliances?,No,12018-12-05T21:29:26.000Z,QWN0aXZpdHk6MToxOjE0Mw~~,Do you need more help from others to remember appointments, family occasions, or holidays?,No,12018-12-05T21:29:26.000Z,QWN0aXZpdHk6MToxOjE0Mw~~,Difficulty staying 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05T21:18:08.000Z,QWN0aXZpdHk6MTc6MTow,5,null,32018-12-05T21:18:08.000Z,QWN0aXZpdHk6MTc6MTow,6,null,0.92018-12-05T21:18:08.000Z,QWN0aXZpdHk6MTc6MTow,6,null,0.42018-12-05T21:18:08.000Z,QWN0aXZpdHk6MTc6MTow,7,null,1.42018-12-05T21:18:08.000Z,QWN0aXZpdHk6MTc6MTow,7,null,0.42018-12-05T21:18:08.000Z,QWN0aXZpdHk6MTc6MTow,8,null,1.12018-12-05T21:18:08.000Z,QWN0aXZpdHk6MTc6MTow,8,null,1.12018-12-05T21:18:08.000Z,QWN0aXZpdHk6MTc6MTow,9,null,1.12018-12-05T21:18:08.000Z,QWN0aXZpdHk6MTc6MTow,9,null,2.62018-12-05T21:18:08.000Z,QWN0aXZpdHk6MTc6MTow,10,null,1.12018-12-05T21:18:08.000Z,QWN0aXZpdHk6MTc6MTow,10,null,0.82018-12-05T21:18:08.000Z,QWN0aXZpdHk6MTc6MTow,11,null,22018-12-05T21:18:08.000Z,QWN0aXZpdHk6MTc6MTow,11,null,0.42018-12-05T21:18:08.000Z,QWN0aXZpdHk6MTc6MTow,12,null,0.5"

Complex Sub-resources

Use the POST / endpoint for this query.

$Researcher_all()[name = "John Torous"] { id: $Participant_all(studies[0]).{ id: $SensorEvent_all(id)[-1] } }
Code Output
null

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