Getting Data In

Parse JSON series data into a chart

jercra
Explorer

I'm trying to parse the following JSON data into a timechart "by label". The "data" section is a timestamp and a value. I've managed to get each series into its own event but I can't seem to get anything parse to below the series level;

{
  "9": {
    "series": [
      {
        "label": "content",
        "data": [
          [
            1493673985000,
            10
          ],
          [
            1493673990000,
            10
          ],
          [
            1493673995000,
            10
          ]
        ]
      },
      {
        "label": "filters",
        "data": [
          [
            1493673985000,
            3
          ],
          [
            1493673990000,
            3
          ],
          [
            1493673995000,
            3
          ]
        ]
      },
      {
        "label": "total",
        "data": [
          [
            1493673985000,
            14
          ],
          [
            1493673990000,
            14
          ],
          [
            1493673995000,
            14
          ]
        ]
      }
    ]
  }
}

By using | spath output=series path="9.series{}" I'm able to get the each series split into an event. I think I just need to extract label, mvzip it with data{0} and data{1} and then mvexpand that but I can't seem to find the syntax that works for that. In then I'd like something that allows me to do something like | eval _time=timestamp| timechart max(value) by label

Tags (2)
0 Karma
1 Solution

DalJeanis
Legend

You're right, it was remarkably ugly to extract that nested array. IMHO, path=....data should have copied the whole array of arrays to the output field, and it didn't. path=....data{}{} just dumped them all into a single-dimensional array and lost which was which. So, here's your code.

| makeresults |eval _raw="{ \"9\": {\"series\": [ {\"label\": \"content\" , \"data\": [ [ 1493673985000, 10 ] , [ 1493673990000, 11 ] , [ 1493673995000, 12 ]  ] }, {\"label\": \"filters\" , \"data\": [ [ 1493673985000, 3 ] , [ 1493673990000, 1 ] , [ 1493673995000, 3 ]  ] }, {\"label\": \"total\" , \"data\": [ [ 1493673985000, 14 ] , [ 1493673990000, 14 ] , [ 1493673995000, 17 ]  ] } ] } }" | eval junk="{\"data\": [ [ 1493673985000, 10 ] , [ 1493673990000, 10 ] , [ 1493673995000, 10 ] ] }"
| rename COMMENT as "The above just enters your sample data"

| spath input=_raw output=series path=9.series{}
| table series
| mvexpand series
| spath input=series output=label path=label
| spath input=series output=datatime path=data{}{0}
| spath input=series output=datavalue path=data{}{1}
| eval values=mvzip(datatime,datavalue,"=")
| mvexpand values
| rex field=values "(?<time>[^=]+)=(?<value>\d+)"
| eval _time = time/1000
| table _time label value
| timechart span=5s avg(value) by label

View solution in original post

DalJeanis
Legend

You're right, it was remarkably ugly to extract that nested array. IMHO, path=....data should have copied the whole array of arrays to the output field, and it didn't. path=....data{}{} just dumped them all into a single-dimensional array and lost which was which. So, here's your code.

| makeresults |eval _raw="{ \"9\": {\"series\": [ {\"label\": \"content\" , \"data\": [ [ 1493673985000, 10 ] , [ 1493673990000, 11 ] , [ 1493673995000, 12 ]  ] }, {\"label\": \"filters\" , \"data\": [ [ 1493673985000, 3 ] , [ 1493673990000, 1 ] , [ 1493673995000, 3 ]  ] }, {\"label\": \"total\" , \"data\": [ [ 1493673985000, 14 ] , [ 1493673990000, 14 ] , [ 1493673995000, 17 ]  ] } ] } }" | eval junk="{\"data\": [ [ 1493673985000, 10 ] , [ 1493673990000, 10 ] , [ 1493673995000, 10 ] ] }"
| rename COMMENT as "The above just enters your sample data"

| spath input=_raw output=series path=9.series{}
| table series
| mvexpand series
| spath input=series output=label path=label
| spath input=series output=datatime path=data{}{0}
| spath input=series output=datavalue path=data{}{1}
| eval values=mvzip(datatime,datavalue,"=")
| mvexpand values
| rex field=values "(?<time>[^=]+)=(?<value>\d+)"
| eval _time = time/1000
| table _time label value
| timechart span=5s avg(value) by label

jercra
Explorer

I was so close and yet so far. This absolutely solved my issue and since this is the format I get from multiple API calls, it solves a bunch of future issues as well. Thank you!!

Get Updates on the Splunk Community!

Developer Spotlight with Brett Adams

In our third Spotlight feature, we're excited to shine a light on Brett—a Splunk consultant, innovative ...

Index This | What can you do to make 55,555 equal 500?

April 2025 Edition Hayyy Splunk Education Enthusiasts and the Eternally Curious!  We’re back with this ...

Say goodbye to manually analyzing phishing and malware threats with Splunk Attack ...

In today’s evolving threat landscape, we understand you’re constantly bombarded with phishing and malware ...