I'm setting up a Python function to use the Surveymonkey API to get survey responses from Surveymonkey.
The API returns responses in a JSON format with a deep recursive file structure.
I'm having issues trying to flatten this JSON so that it can go into Google Cloud Storage.
I have tried to flatten the response using the following code. Which works; however, it does not transform it to the format that I am looking for.
{
"per_page": 2,
"total": 1,
"data": [
{
"total_time": 0,
"collection_mode": "default",
"href": "https://api.surveymonkey.com/v3/responses/5007154325",
"custom_variables": {
"custvar_1": "one",
"custvar_2": "two"
},
"custom_value": "custom identifier for the response",
"edit_url": "https://www.surveymonkey.com/r/",
"analyze_url": "https://www.surveymonkey.com/analyze/browse/",
"ip_address": "",
"pages": [
{
"id": "73527947",
"questions": [
{
"id": "273237811",
"answers": [
{
"choice_id": "1842351148"
},
{
"text": "I might be text or null",
"other_id": "1842351149"
}
]
},
{
"id": "273240822",
"answers": [
{
"choice_id": "1863145815",
"row_id": "1863145806"
},
{
"text": "I might be text or null",
"other_id": "1863145817"
}
]
},
{
"id": "273239576",
"answers": [
{
"choice_id": "1863156702",
"row_id": "1863156701"
},
{
"text": "I might be text or null",
"other_id": "1863156707"
}
]
},
{
"id": "296944423",
"answers": [
{
"text": "I might be text or null"
}
]
}
]
}
],
"date_modified": "1970-01-17T19:07:34+00:00",
"response_status": "completed",
"id": "5007154325",
"collector_id": "50253586",
"recipient_id": "0",
"date_created": "1970-01-17T19:07:34+00:00",
"survey_id": "105723396"
}
],
"page": 1,
"links": {
"self": "https://api.surveymonkey.com/v3/surveys/123456/responses/bulk?page=1&per_page=2"
}
}
answers_df = json_normalize(data=response_json['data'],
record_path=['pages', 'questions', 'answers'],
meta=['id', ['pages', 'questions', 'id'], ['pages', 'id']])
Instead of returning a row for each question id, I need it to return a column for each question id, choice_id, and text field.
The columns I would like to see are total_time, collection_mode, href, custom_variables.custvar_1, custom_variables.custvar_2, custom_value, edit_url, analyze_url, ip_address, pages.id, pages.questions.0.id, pages.questions.0.answers.0.choice_id, pages.questions.0.answers.0.text, pages.questions.0.answers.0.other_id