Question

In: Computer Science

How do you split a pandas column with floating numbers on a symbol. For example: COLUMN...

How do you split a pandas column with floating numbers on a symbol. For example:

COLUMN = Location

ROW = 44.567892, -83.783937

Split the numbers into two separate columns based off of the comma. Meaning 44.567892 would be in its own column and -83.783937 would be in its own column. In python

Solutions

Expert Solution

Hello

  • As described in the problem above, ROW = 44.567892, -83.783937, it exists in a .csv file as shown below.
  • And we need to split this into multiple columns as below.
  • The code below has been written in Python 3. Input file name is "split_input.csv" and Output file name is "output_split.csv"
  • Below is the code with appropriate commnets for your better understanding. Also the code snippet for indentation purposes.
    The output would be similar as second point.

Code:

# import Pandas as pd
import pandas as pd

# Read from the csv file
data = pd.read_csv("split_input.csv") 
# Convert data to dict
data_dict = data.to_dict()
# Create a new data frame
df = pd.DataFrame(data_dict)
#  By default splitting is done on the basis of single space.
split_df = df.Row.str.split(expand=True)
# Output to a csv file
split_df.to_csv("output_split.csv")

Code_Snippet:

Output (In CSV File):


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