dataframe to dict without index
df.to_dict('list')
df.to_dict('index')
{'Name': ['John', 'Sara', 'John', 'Sara'],
'Sem': ['Sem1', 'Sem1', 'Sem2', 'Sem2'],
'Subject': ['Mathematics', 'Biology', 'Biology', 'Mathematics'],
'Grade': ['A', 'B', 'A+', 'B++']}
{0: {'Name': 'John', 'Age': 38, 'City': 'Boston'},
1: {'Name': 'Sara', 'Age': 47, 'City': 'Charlotte'},
2: {'Name': 'Peter', 'Age': 63, 'City': 'London'},
3: {'Name': 'Cecilia', 'Age': 28, 'City': 'Memphis'}}
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