blob: 3022a6db8446a0c919425ebe475bdb5d5169f427 [file] [view]
<!---
Licensed to the Apache Software Foundation (ASF) under one
or more contributor license agreements. See the NOTICE file
distributed with this work for additional information
regarding copyright ownership. The ASF licenses this file
to you under the Apache License, Version 2.0 (the
"License"); you may not use this file except in compliance
with the License. You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing,
software distributed under the License is distributed on an
"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
KIND, either express or implied. See the License for the
specific language governing permissions and limitations
under the License.
-->
(io_csv)=
# CSV
Reading a csv is very straightforward with {py:func}`~datafusion.context.SessionContext.read_csv`
```python
from datafusion import SessionContext
ctx = SessionContext()
df = ctx.read_csv("file.csv")
```
An alternative is to use {py:func}`~datafusion.context.SessionContext.register_csv`
```python
ctx.register_csv("file", "file.csv")
df = ctx.table("file")
```
If you require additional control over how to read the CSV file, you can use
{py:class}`~datafusion.options.CsvReadOptions` to set a variety of options.
```python
from datafusion import CsvReadOptions
options = (
CsvReadOptions()
.with_has_header(True) # File contains a header row
.with_delimiter(";") # Use ; as the delimiter instead of ,
.with_comment("#") # Skip lines starting with #
.with_escape("\\") # Escape character
.with_null_regex(r"^(null|NULL|N/A)$") # Treat these as NULL
.with_truncated_rows(True) # Allow rows to have incomplete columns
.with_file_compression_type("gzip") # Read gzipped CSV
.with_file_extension(".gz") # File extension other than .csv
)
df = ctx.read_csv("data.csv.gz", options=options)
```
Details for all CSV reading options can be found on the
[DataFusion documentation site](https://datafusion.apache.org/library-user-guide/custom-table-providers.html).