'How to convert Pandas dataframe to a specific format

I have a pandas dataframe like below

    data = pd.DataFrame([
    {"name" : "c","email" : "[email protected]","ml_pred":"valid","hum_pred":"null","score":0.83},
    {"name" : "d","email" : "[email protected]","ml_pred":"invalid","hum_pred":"null","score":0.12}
])

How can this dataframe be converted to the following format

    [
        ({"email": {"$eq": "[email protected]"}},{"$set": {"ml_pred": "valid", "score": 0.83}}),
        ({"email": {"$eq": "[email protected]"}},{"$set": {"ml_pred": "invalid", "score": 0.12}})
   ]

python pandas

Solution 1:^[1]

You could use DataFrame.apply and construct a tuple for each row:

out = (data.apply(lambda x: ({"email": {"$eq": x["email"]}},
                             {"$set": {"ml_pred": x["ml_pred"], "score": x["score"]}}), 
                  axis=1).tolist())

Output:

[({'email': {'$eq': '[email protected]'}}, {'$set': {'ml_pred': 'valid', 'score': 0.83}}),
 ({'email': {'$eq': '[email protected]'}}, {'$set': {'ml_pred': 'invalid', 'score': 0.12}})]

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'How to convert Pandas dataframe to a specific format

Solution 1:[1]

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Solution 1:^[1]