Create visualizations with conditional logic and tracking trends using Timelion

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Create visualizations with conditional logic and tracking trends using Timelion

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To easily detect outliers and discover patterns over time, modify time series data with conditional logic and create a trend with a moving average.

With Timelion conditional logic, you can use the following operator values to compare your data:

eq

equal

ne

not equal

lt

less than

lte

less than or equal to

gt

greater than

gte

greater than or equal to

Define the functions

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To chart the maximum value of system.memory.actual.used.bytes, enter the following in the Timelion Expression field:

.es(index=metricbeat-*,
    timefield='@timestamp',
    metric='max:system.memory.actual.used.bytes')
timelion conditional01

 

Track used memory

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To track the amount of memory used, create two thresholds:

.es(index=metricbeat-*,
    timefield='@timestamp',
    metric='max:system.memory.actual.used.bytes'),
.es(index=metricbeat-*,
    timefield='@timestamp',
    metric='max:system.memory.actual.used.bytes')
  .if(gt,                             
      11300000000,                    
      .es(index=metricbeat-*,
          timefield='@timestamp',
          metric='max:system.memory.actual.used.bytes'),
      null)
    .label('warning')
    .color('#FFCC11'),
.es(index=metricbeat-*,
    timefield='@timestamp',
    metric='max:system.memory.actual.used.bytes')
  .if(gt,
      11375000000,
      .es(index=metricbeat-*,
          timefield='@timestamp',
          metric='max:system.memory.actual.used.bytes'),
      null)
  .label('severe')
  .color('red')

Timelion conditional logic for the greater than operator. In this example, the warning threshold is 11.3GB (11300000000), and the severe threshold is 11.375GB (11375000000). If the threshold values are too high or low for your machine, adjust the values accordingly.

if() compares each point to a number. If the condition evaluates to true, adjust the styling. If the condition evaluates to false, use the default styling.

timelion conditional02

 

Determine the trend

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To determine the trend, create a new data series:

.es(index=metricbeat-*,
    timefield='@timestamp',
    metric='max:system.memory.actual.used.bytes'),
.es(index=metricbeat-*,
    timefield='@timestamp',
    metric='max:system.memory.actual.used.bytes')
  .if(gt,11300000000,
      .es(index=metricbeat-*,
          timefield='@timestamp',
          metric='max:system.memory.actual.used.bytes'),
      null)
      .label('warning')
      .color('#FFCC11'),
.es(index=metricbeat-*,
    timefield='@timestamp',
    metric='max:system.memory.actual.used.bytes')
  .if(gt,11375000000,
      .es(index=metricbeat-*,
          timefield='@timestamp',
          metric='max:system.memory.actual.used.bytes'),
      null).
      label('severe')
      .color('red'),
.es(index=metricbeat-*,
    timefield='@timestamp',
    metric='max:system.memory.actual.used.bytes')
  .mvavg(10) 

mvavg() calculates the moving average over a specified period of time. In this example, .mvavg(10) creates a moving average with a window of 10 data points.

timelion conditional03

 

Customize and format the visualization

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Customize and format the visualization using functions:

.es(index=metricbeat-*,
    timefield='@timestamp',
    metric='max:system.memory.actual.used.bytes')
  .label('max memory')                    
  .title('Memory consumption over time'), 
.es(index=metricbeat-*,
    timefield='@timestamp',
    metric='max:system.memory.actual.used.bytes')
  .if(gt,
      11300000000,
      .es(index=metricbeat-*,
          timefield='@timestamp',
          metric='max:system.memory.actual.used.bytes'),
      null)
    .label('warning')
    .color('#FFCC11')                 
    .lines(width=5),                  
.es(index=metricbeat-*,
    timefield='@timestamp',
    metric='max:system.memory.actual.used.bytes')
  .if(gt,
      11375000000,
      .es(index=metricbeat-*,
          timefield='@timestamp',
          metric='max:system.memory.actual.used.bytes'),
      null)
    .label('severe')
    .color('red')
    .lines(width=5),
.es(index=metricbeat-*,
    timefield='@timestamp',
    metric='max:system.memory.actual.used.bytes')
  .mvavg(10)
  .label('mvavg')
  .lines(width=2)
  .color(#5E5E5E)
  .legend(columns=4, position=nw)    

.label() adds custom labels to the visualization.

.title() adds a title with a meaningful name.

.color() changes the color of the data. Supported color types include standard color names, hexadecimal values, or a color schema for grouped data.

.lines() changes the appearance of the chart lines. In this example, .lines(width=5) sets border width to 5.

.legend() sets the position and style of the legend. For this example, (columns=4, position=nw) places the legend in the north west position of the visualization with four columns.

timelion conditional04

 

For additional information on Timelion conditional capabilities, go to I have but one .condition().