Extract scalar values in Flux
Use Flux dynamic queiry functions to extract scalar values from Flux query output. This lets you, for example, dynamically set variables using query results.
To extract scalar values from output:
The samples on this page use the sample data provided below.
Current limitations
Extract a table
Flux formats query results as a stream of tables. To extract a scalar value from a stream of tables, you must first extract a single table.
to extract a single table from the stream of tables.
If query results include only one table, it is still formatted as a stream of tables. You still must extract that table from the stream.
Use tableFind()
to extract the first table whose group key
values match the fn
predicate function.
The predicate function requires a key
record, which represents the group key of
each table.
sampleData
|> tableFind(fn: (key) =>
key._field == "temp" and
key.location == "sfo"
)
The example above returns a single table:
_time | location | _field | _value |
---|---|---|---|
2019-11-01T12:00:00Z | sfo | temp | 65.1 |
2019-11-01T13:00:00Z | sfo | temp | 66.2 |
2019-11-01T14:00:00Z | sfo | temp | 66.3 |
2019-11-01T15:00:00Z | sfo | temp | 66.8 |
Extract the correct table
Flux functions do not guarantee table order and tableFind()
returns only the
first table that matches the fn
predicate.
To extract the table that includes the data you actually want, be very specific in
your predicate function or filter and transform your data to minimize the number
of tables piped-forward into tableFind()
.
Extract a column from the table
Use the getColumn()
function
to output an array of values from a specific column in the extracted table.
sampleData
|> tableFind(fn: (key) =>
key._field == "temp" and
key.location == "sfo"
)
|> getColumn(column: "_value")
// Returns [65.1, 66.2, 66.3, 66.8]
Use extracted column values
Use a variable to store the array of values.
In the example below, SFOTemps
represents the array of values.
Reference a specific index (integer starting from 0
) in the array to return the
value at that index.
SFOTemps = sampleData
|> tableFind(fn: (key) =>
key._field == "temp" and
key.location == "sfo"
)
|> getColumn(column: "_value")
SFOTemps
// Returns [65.1, 66.2, 66.3, 66.8]
SFOTemps[0]
// Returns 65.1
SFOTemps[2]
// Returns 66.3
Extract a row from the table
Use the getRecord()
function
to output data from a single row in the extracted table.
Specify the index of the row to output using the idx
parameter.
The function outputs a record with key-value pairs for each column.
sampleData
|> tableFind(fn: (key) =>
key._field == "temp" and
key.location == "sfo"
)
|> getRecord(idx: 0)
// Returns {
// _time:2019-11-11T12:00:00Z,
// _field:"temp",
// location:"sfo",
// _value: 65.1
// }
Use an extracted row record
Use a variable to store the extracted row record.
In the example below, tempInfo
represents the extracted row.
Use dot notation to reference
keys in the record.
tempInfo = sampleData
|> tableFind(fn: (key) =>
key._field == "temp" and
key.location == "sfo"
)
|> getRecord(idx: 0)
tempInfo
// Returns {
// _time:2019-11-11T12:00:00Z,
// _field:"temp",
// location:"sfo",
// _value: 65.1
// }
tempInfo._time
// Returns 2019-11-11T12:00:00Z
tempInfo.location
// Returns sfo
Example helper functions
Create custom helper functions to extract scalar values from query output.
Extract a scalar field value
// Define a helper function to extract field values
getFieldValue = (tables=<-, field) => {
extract = tables
|> tableFind(fn: (key) => key._field == field)
|> getColumn(column: "_value")
return extract[0]
}
// Use the helper function to define a variable
lastJFKTemp = sampleData
|> filter(fn: (r) => r.location == "kjfk")
|> last()
|> getFieldValue(field: "temp")
lastJFKTemp
// Returns 71.2
Extract scalar row data
// Define a helper function to extract a row as a record
getRow = (tables=<-, field, idx=0) => {
extract = tables
|> tableFind(fn: (key) => true)
|> getRecord(idx: idx)
return extract
}
// Use the helper function to define a variable
lastReported = sampleData
|> last()
|> getRow(idx: 0)
"The last location to report was ${lastReported.location}.
The temperature was ${string(v: lastReported._value)}°F."
// Returns:
// The last location to report was kord.
// The temperature was 38.9°F.
Sample data
The following sample data set represents fictional temperature metrics collected
from three locations.
It’s formatted in annotated CSV and imported
into the Flux query using the csv.from()
function.
Place the following at the beginning of your query to use the sample data:
import "csv"
sampleData = csv.from(csv: "
#datatype,string,long,dateTime:RFC3339,string,string,double
#group,false,true,false,true,true,false
#default,,,,,,
,result,table,_time,location,_field,_value
,,0,2019-11-01T12:00:00Z,sfo,temp,65.1
,,0,2019-11-01T13:00:00Z,sfo,temp,66.2
,,0,2019-11-01T14:00:00Z,sfo,temp,66.3
,,0,2019-11-01T15:00:00Z,sfo,temp,66.8
,,1,2019-11-01T12:00:00Z,kjfk,temp,69.4
,,1,2019-11-01T13:00:00Z,kjfk,temp,69.9
,,1,2019-11-01T14:00:00Z,kjfk,temp,71.0
,,1,2019-11-01T15:00:00Z,kjfk,temp,71.2
,,2,2019-11-01T12:00:00Z,kord,temp,46.4
,,2,2019-11-01T13:00:00Z,kord,temp,46.3
,,2,2019-11-01T14:00:00Z,kord,temp,42.7
,,2,2019-11-01T15:00:00Z,kord,temp,38.9
")