How to convert more than 3 level N nested dictionary to levelled dataframe?
input_dict = {
'.Stock': {
'.No[0]': '3241512)',
'.No[1]': '1111111111',
'.No[2]': '444444444444',
'.Version': '46',
'.Revision': '78'
},
'.Time': '12.11.2022'
}
what I expect:
import pandas as pd
expected_df = pd.DataFrame([{'level_0': '.Stock', 'level_1': '.No_0', "value": '3241512'},
{'level_0': '.Stock', 'level_1': '.No_1', "value": '1111111111',},
{'level_0': '.Stock', 'level_1': '.No_2', "value": '444444444444'},
{'level_0': '.Stock', 'level_1': '.Version', "value": '46'},
{'level_0': '.Stock', 'level_1': '.Revision', "value": '78'},
{'level_0': '.Time', "value": '12.11.2022'}])
| index | level_0 | level_1 | value |
|---|---|---|---|
| 0 | .Stock | .No_0 | 3241512 |
| 1 | .Stock | .No_1 | 1111111111 |
| 2 | .Stock | .No_2 | 444444444444 |
| 3 | .Stock | .Version | 46 |
| 4 | .Stock | .Revision | 78 |
| 5 | .Time | NaN | 12.11.2022 |
Firsly I need to convert nested dictionary to list of levelled dictionaries, than lastly convert list of dictionaries to dataframe. How can I convert, pls help me!
I’ve already tried the code below but it doesn’t show exactly the right result.
pd.DataFrame(input_dict).unstack().to_frame().reset_index()
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Answer
I found solution, thanks for your comments:(
def nesting_list_convert(in_dict,level=0):
out_list = []
for k1, v1 in in_dict.items():
if isinstance(v1, dict):
temp_list = nesting_list_convert(v1,level+1)
for element in temp_list:
temp_dict = {("level_"+str(level)) : k1}
temp_dict.update(element)
out_list.append(temp_dict)
else:
out_list.append({("level_"+str(level)) : k1,"value":v1})
return out_list
out_df = pd.DataFrame(nesting_list_convert(input_dict))
out_df = out_df.reindex(sorted(out_df.columns), axis=1)
| index | level_0 | level_1 | value |
|---|---|---|---|
| 0 | .Stock | .No_0 | 3241512 |
| 1 | .Stock | .No_1 | 1111111111 |
| 2 | .Stock | .No_2 | 444444444444 |
| 3 | .Stock | .Version | 46 |
| 4 | .Stock | .Revision | 78 |
| 5 | .Time | NaN | 12.11.2022 |
This solves 6′ nested level of dictionary.