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@@ -64,7 +64,7 @@ You should see output similar to this:
### Reading Data
-When @{$reading_data$reading data}, change the file paths you use to read and write
+When [reading data](../api_guides/python/reading_data.md), change the file paths you use to read and write
data to an S3 path. For example:
```python