jq: Object cannot be csv-formatted, only array
I am new to jq and I have a JSON file from a DynamoDB table which I want to convert to CSV. This is my JSON file.
[
{
"SnsPublishTime": {
"S": "2019-07-27T15:07:38.904Z"
},
"SESreportingMTA": {
"S": "dsn; a8-19.smtp-out.amazonses.com"
},
"SESMessageType": {
"S": "Bounce"
},
"SESDestinationAddress": {
"S": "[email protected]"
},
"SESMessageId": {
"S": "0100016c33f91857-600a8e44-c419-4a02-bfd6-7f6908f5969e-000000"
},
"SESbounceSummary": {
"S": "[{\"emailAddress\":\"[email protected]\",\"action\":\"failed\",\"status\":\"5.1.1\",\"diagnosticCode\":\"smtp; 550 5.1.1 user unknown\"}]"
}
}
]
I get the correct output if I run
jq -r '.[] ' test.json
but if I run
jq -r '.[] |@csv' test.json
Then I am getting an error:
jq: error (at test.json:22): object ({"SnsPublis...) cannot be csv-formatted, only array
How can I convert this JSON to a CSV properly? I tried googling for over an hour and can't seem to be able to figure it out.
Thank you!
Here is a generic JSON-to-CSV converter that makes just one major assumption and one minor assumption.
The major assumption is that all the JSON entities are conformal. In your case, it means that all corresponding objects have the same keys (though they may be in different order). If this assumption is ever violated, an error condition is raised, and processing stops.
The minor assumption is that key names do not contain a dot ("."); if any key name does contain a dot, then some of the header names might be difficult to read or parse, since the headers are formed by using the dot as the join
character. If that is a problem, then you might wish to use a different join character.
The jq program
def json2header:
[paths(scalars)];
def json2array($header):
json2header as $h
| if $h == $header or (($h|sort) == ($header|sort))
then [$header[] as $p | getpath($p)]
else "headers do not match: expected followed by found paths:" | debug
| ($header|map(join(".")) | debug)
| ($h|map(join(".")) | debug)
| "headers do not match" | error
end ;
# given an array of conformal objects, produce "CSV" rows, with a header row:
def json2csv:
(.[0] | json2header) as $h
| ([$h[]|join(".")], (.[] | json2array($h)))
| @csv ;
# `main`
json2csv
The invocation
jq -rf json2csv.jq INPUT.json
The output
"SnsPublishTime.S","SESreportingMTA.S","SESMessageType.S","SESDestinationAddress.S","SESMessageId.S","SESbounceSummary.S"
"2019-07-27T15:07:38.904Z","dsn; a8-19.smtp-out.amazonses.com","Bounce","[email protected]","0100016c33f91857-600a8e44-c419-4a02-bfd6-7f6908f5969e-000000","[{""emailAddress"":""[email protected]"",""action"":""failed"",""status"":""5.1.1"",""diagnosticCode"":""smtp; 550 5.1.1 user unknown""}]"
Variation: reading a JSON stream
With the above infrastructure, it is also easy to convert a stream of conformal JSON entities into the CSV format, with headers.
def inputs2csv:
json2header as $h
| [$h[]|join(".")],
json2array($h),
(inputs|json2array($h))
| @csv ;
# `main`
inputs2csv
Illustration showing that keys in corresponding objects need not be in the same order
[ {a:1, b: {c:3, d: [{e:4},{e:5, f:6}]}},
{b: {d: [{e:4},{f:6, e:5}], c:3}, a:1}
]
| json2csv
produces:
"a","b.c","b.d.0.e","b.d.1.e","b.d.1.f"
1,3,4,5,6
1,3,4,5,6
Another variation
Under some circumstances, the checking for conformity might not be necessary, so you'd be left with:
def json2array($header):
[$header[] as $p | getpath($p)];
For the record, here is a generic JSON-to-CSV converter for converting any array of JSON objects to CSV (with headers). There are no restrictions on these objects, but the transformation is not always invertible, and the output cells might include stringified compound entities -- see "Caveats".
json2csv
# emit a stream
def json2headers:
def isscalar: type | . != "array" and . != "object";
def isflat: all(.[]; isscalar);
paths as $p
| getpath($p)
| if type == "array" and isflat then $p
elif isscalar and (($p[-1]|type) == "string") then $p
else empty end ;
def json2array($header):
def value($p):
try getpath($p) catch null
| if type == "object" then null else . end;
[$header[] as $p | value($p)];
def json2csv:
( [.[] | json2headers] | unique) as $h
| ([$h[]|join("_") ],
(.[]
| json2array($h)
| map( if type == "array" then map(tostring)|join("|") else tostring end)))
| @csv ;
Usage
One way to use json2csv.jq as specified above is as a jq module, e.g.
jq -r -L. 'include "json2csv"; json2csv' input.json
If the input is a stream of JSON objects:
jq -rn -L. 'include "json2csv"; [inputs]|json2csv' input.json
Caveats
For each object in the top-level array, the set of paths to all scalars and scalar-valued arrays is computed; if any such path is object-valued or invalid for another object, the corresponding cell in the output for that object will be
"null"
.Flat arrays are converted to pipe-separated values, so that if the input includes an array such as
["1|2", ["3|4"]
, it will be indistinguishable from the string value, "1|2|3|4", etc. If this is a problem, the character used as a separator value for array items can of course be changed.Similar collisions can occur amongst the headers.
Conversion to TSV
sed 's/@csv/@tsv/' json2csv.jq > json2tsv.jq