CSVLoader
Only available on Node.js.
This notebook provides a quick overview for getting started with
CSVLoader
document loaders. For
detailed documentation of all CSVLoader
features and configurations
head to the API
reference.
This example goes over how to load data from CSV files. The second
argument is the column
name to extract from the CSV file. One document
will be created for each row in the CSV file. When column
is not
specified, each row is converted into a key/value pair with each
key/value pair outputted to a new line in the document’s pageContent
.
When column
is specified, one document is created for each row, and
the value of the specified column is used as the document’s
pageContent
.
Overview
Integration details
Class | Package | Compatibility | Local | PY support |
---|---|---|---|---|
CSVLoader | @langchain/community | Node-only | ✅ | ✅ |
Setup
To access CSVLoader
document loader you’ll need to install the
@langchain/community
integration, along with the d3-dsv@2
peer
dependency.
Installation
The LangChain CSVLoader integration lives in the @langchain/community
integration package.
- npm
- yarn
- pnpm
npm i @langchain/community @langchain/core d3-dsv@2
yarn add @langchain/community @langchain/core d3-dsv@2
pnpm add @langchain/community @langchain/core d3-dsv@2
Instantiation
Now we can instantiate our model object and load documents:
import { CSVLoader } from "@langchain/community/document_loaders/fs/csv";
const exampleCsvPath =
"../../../../../../langchain/src/document_loaders/tests/example_data/example_separator.csv";
const loader = new CSVLoader(exampleCsvPath);
Load
const docs = await loader.load();
docs[0];
Document {
pageContent: 'id|html: 1|"<i>Corruption discovered at the core of the Banking Clan!</i>"',
metadata: {
source: '../../../../../../langchain/src/document_loaders/tests/example_data/example_separator.csv',
line: 1
},
id: undefined
}
console.log(docs[0].metadata);
{
source: '../../../../../../langchain/src/document_loaders/tests/example_data/example_separator.csv',
line: 1
}
Usage, extracting a single column
Example CSV file:
id|html
1|"<i>Corruption discovered at the core of the Banking Clan!</i>"
2|"<i>Reunited, Rush Clovis and Senator Amidala</i>"
3|"<i>discover the full extent of the deception.</i>"
4|"<i>Anakin Skywalker is sent to the rescue!</i>"
import { CSVLoader } from "@langchain/community/document_loaders/fs/csv";
const singleColumnLoader = new CSVLoader(exampleCsvPath, {
column: "html",
separator: "|",
});
const singleColumnDocs = await singleColumnLoader.load();
console.log(singleColumnDocs[0]);
Document {
pageContent: '<i>Corruption discovered at the core of the Banking Clan!</i>',
metadata: {
source: '../../../../../../langchain/src/document_loaders/tests/example_data/example_separator.csv',
line: 1
},
id: undefined
}
API reference
For detailed documentation of all CSVLoader features and configurations head to the API reference: https://api.js.langchain.com/classes/langchain_community_document_loaders_fs_csv.CSVLoader.html