Created
October 30, 2018 19:22
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Splits dataframe into rows by each value in list contained in the dataframe (pandas)
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def splitDataFrameList(df,target_column,separator): | |
''' df = dataframe to split, | |
target_column = the column containing the values to split | |
separator = the symbol used to perform the split | |
returns: a dataframe with each entry for the target column separated, with each element moved into a new row. | |
The values in the other columns are duplicated across the newly divided rows. | |
''' | |
def splitListToRows(row,row_accumulator,target_column,separator): | |
split_row = row[target_column].split(separator) | |
for s in split_row: | |
new_row = row.to_dict() | |
new_row[target_column] = s | |
row_accumulator.append(new_row) | |
new_rows = [] | |
df.apply(splitListToRows,axis=1,args = (new_rows,target_column,separator)) | |
new_df = pd.DataFrame(new_rows) | |
return new_df |
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