> ## Documentation Index
> Fetch the complete documentation index at: https://docs.keywordsai.co/llms.txt
> Use this file to discover all available pages before exploring further.

# Remove Logs from Dataset

> Remove logs from an existing dataset

## Overview

The `remove_logs_from_dataset` method allows you to remove specific logs from a dataset. This is useful for cleaning up datasets or removing outdated or irrelevant logs.

## Method Signature

### Synchronous

```python theme={"system"}
def remove_logs_from_dataset(
    dataset_id: str,
    log_ids: List[str]
) -> Dict[str, Any]
```

### Asynchronous

```python theme={"system"}
async def remove_logs_from_dataset(
    dataset_id: str,
    log_ids: List[str]
) -> Dict[str, Any]
```

## Parameters

| Parameter    | Type        | Required | Description                                |
| ------------ | ----------- | -------- | ------------------------------------------ |
| `dataset_id` | `str`       | Yes      | The unique identifier of the dataset       |
| `log_ids`    | `List[str]` | Yes      | List of log IDs to remove from the dataset |

## Returns

Returns a dictionary containing the operation result and updated dataset information.

## Examples

### Basic Usage

```python theme={"system"}
from keywordsai import KeywordsAI

client = KeywordsAI(api_key="your-api-key")

# Remove logs from dataset
result = client.datasets.remove_logs_from_dataset(
    dataset_id="dataset_123",
    log_ids=["log_456", "log_789"]
)

print(f"Removed {len(result['removed_logs'])} logs from dataset")
```

### Asynchronous Usage

```python theme={"system"}
import asyncio
from keywordsai import AsyncKeywordsAI

async def remove_logs_example():
    client = AsyncKeywordsAI(api_key="your-api-key")
    
    result = await client.datasets.remove_logs_from_dataset(
        dataset_id="dataset_123",
        log_ids=["log_456", "log_789"]
    )
    
    print(f"Successfully removed {len(result['removed_logs'])} logs")

asyncio.run(remove_logs_example())
```

## Error Handling

```python theme={"system"}
try:
    result = client.datasets.remove_logs_from_dataset(
        dataset_id="dataset_123",
        log_ids=["log_456"]
    )
except Exception as e:
    print(f"Error removing logs from dataset: {e}")
```

## Common Use Cases

* Cleaning up datasets by removing irrelevant logs
* Removing outdated or incorrect data
* Managing dataset size and quality
* Preparing clean datasets for training