Definition
Splitting fields is a common data cleaning operation that involves separating the contents of a single field (or column) into multiple separate fields. This operation is often necessary when data within a single field contains multiple distinct pieces of information.
Example of splitting fields using JavaScript
Consider the following array of JavaScript objects, each representing a row in a table with a single "Address" field:
let data = [
{ Address: "123 Apple St, Cupertino, CA, 95014" },
{ Address: "1600 Amphitheater Pkwy, Mountain View, CA, 94043" },
{ Address: "1 Infinite Loop, Cupertino, CA, 95014" },
];
To split this "Address" field into separate "Street", "City", "State", and "ZIP" fields, we can use JavaScript's .map()
and .split()
methods:
let newData = data.map((item) => {
let splitAddress = item.Address.split(", ");
return {
Street: splitAddress[0],
City: splitAddress[1],
State: splitAddress[2],
ZIP: splitAddress[3],
};
});
Before
Here's what our data looks like before splitting the fields:
Address |
---|
123 Apple St, Cupertino, CA, 95014 |
1600 Amphitheatre Pkwy, Mountain View, CA, 94043 |
1 Infinite Loop, Cupertino, CA, 95014 |
After
And here's what our data looks like after splitting the fields:
Street | City | State | ZIP |
---|---|---|---|
123 Apple St | Cupertino | CA | 95014 |
1600 Amphitheatre Pkwy | Mountain View | CA | 94043 |
1 Infinite Loop | Cupertino | CA | 95014 |
Splitting fields can help make your data more manageable, readable, and ready for further analysis or processing.