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

# Export LLM response evaluation annotations

> How to export LLM response evaluation annotations and sample export formats.

<CardGroup cols={2}>
  <Card title="Open In Colab" icon="infinity" iconType="solid" href="https://colab.research.google.com/github/Labelbox/labelbox-notebooks/blob/main/exports/export_data.ipynb" horizontal />

  <Card title="GitHub" icon="github" iconType="solid" href="https://github.com/Labelbox/labelbox-notebooks/blob/main/exports/export_data.ipynb" horizontal />
</CardGroup>

## Export JSON annotations

<CodeGroup>
  ```python Export theme={null}
  # Set the export params to include/exclude certain fields.
  export_params= {
    "attachments": True,
    "metadata_fields": True,
    "data_row_details": True,
    "project_details": True,
    "label_details": True,
    "performance_details": True,
    "interpolated_frames": True
  }

  # Note: Filters follow AND logic, so typically using one filter is sufficient.
  filters= {
    "last_activity_at": ["2000-01-01 00:00:00", "2050-01-01 00:00:00"],
    "workflow_status": "<wkf-status>"
  }

  export_task = project.export(params=export_params, filters=filters)
  export_task.wait_till_done()

  # Stream the export using a callback function
  def json_stream_handler(output: labelbox.BufferedJsonConverterOutput):
    print(output.json)

  export_task.get_buffered_stream(stream_type=labelbox.StreamType.RESULT).start(stream_handler=json_stream_handler)

  # Collect all exported data into a list
  export_json = [data_row.json for data_row in export_task.get_buffered_stream()]

  print("file size: ", export_task.get_total_file_size(stream_type=lb.StreamType.RESULT))
  print("line count: ", export_task.get_total_lines(stream_type=lb.StreamType.RESULT))

  ```
</CodeGroup>

## Annotation export formats

### Classification - Radio

<CodeGroup>
  ```json JSON theme={null}
  {
  		"feature_id": "clp8gzc7a000h07iu2uqcfziq",
  		"feature_schema_id": "clp8fepqc02nd071phl4tck59",
  		"name": "Choose the best response",
  		"radio_answer": {
  				"feature_id": "clp8gzc7a000i07iu46z39uwl",
  				"feature_schema_id": "clp8fepqc02ng071p9ufm76xj",
  				"name": "Response B",
  				"classifications": []
  		}
  }
  ```
</CodeGroup>

### Classification - Free-form text

<CodeGroup>
  ```json JSON theme={null}
  {
      "feature_id": "clph8rvw700013b6pbsq1lwcg",
      "feature_schema_id": "clp8fepqc02nl071p8z948pd4",
      "name": "Provide a reason for your choice",
      "text_answer": {
          "content": "Clear recommendation"
      }
  }
  ```
</CodeGroup>

### Classification - Checklist

<CodeGroup>
  ```json JSON theme={null}
  {
      "feature_id": "clpiyav9m00053b6mpe2qk0im",
      "feature_schema_id": "clpiya8h507dx072efo9kb97j",
      "name": "Evaluations done",
      "checklist_answers": [
          {
              "feature_id": "clpiyav9m00043b6mvhur1p19",
              "name": "Usefulness",
              "classifications": []
          },
          {
              "feature_id": "clpiyax4d00073b6mqyyt0504",
              "name": "Toxicity",
              "classifications": []
          }
      ]
  }
  ```
</CodeGroup>

## Sample project export

<CodeGroup>
  ```json JSON expandable theme={null}
  {
      "data_row": {
          "id": "clpiqgsvn4lxr079096g5mt9v",
          "global_key": "0914c7da-5999-464b-b621-054a5247cf48",
          "row_data": "https://storage.googleapis.com/labelbox-developer-testing-assets/Pranoy/shopping_3.json",
          "details": {
              "dataset_id": "clpiqgrsr00f60737sqeiaf4v",
              "dataset_name": "pairwise_demo_42454af2-b7b5-45c0-a25a-90f97efd49be",
              "created_at": "2023-11-28T19:30:49.729+00:00",
              "updated_at": "2023-11-28T19:30:50.609+00:00",
              "last_activity_at": "2023-11-28T23:11:08.000+00:00",
              "created_by": "[email protected]"
          }
      },
      "media_attributes": {
          "mime_type": "application/vnd.labelbox.conversational",
          "labelable_ids": [
              "message-1",
              "message-3"
          ],
          "message_count": 4
      },
      "attachments": [],
      "metadata_fields": [],
      "projects": {
          "clpiy2itz08vg0705akh60zc1": {
              "name": "Test LLM Human Preference",
              "labels": [
                  {
                      "label_kind": "Default",
                      "version": "1.0.0",
                      "id": "clpiyah63071f07e4756yer2d",
                      "label_details": {
                          "created_at": "2023-11-28T23:11:08.000+00:00",
                          "updated_at": "2023-11-28T23:11:07.000+00:00",
                          "created_by": "[email protected]",
                          "content_last_updated_at": "2023-11-28T23:11:07.568+00:00",
                          "reviews": []
                      },
                      "annotations": {
                          "objects": [],
                          "classifications": [
                              {
                                  "feature_id": "clpiybl7h000g3b6mil1amjme",
                                  "feature_schema_id": "clpiqh0v104mq0729homqffup",
                                  "name": "Choose the best response",
                                  "radio_answer": {
                                      "feature_id": "clpiybl7h000f3b6m03fn8ry3",
                                      "feature_schema_id": "clpiqh0v104mt0729atflgvvw",
                                      "name": "Response B",
                                      "classifications": []
                                  }
                              },
                              {
                                  "feature_id": "clpiybzp3000h3b6m9uowaci4",
                                  "feature_schema_id": "clpiqh0v104my072907gt7id0",
                                  "name": "Provide a reason for your choice",
                                  "text_answer": {
                                      "content": "Direct approach that is convenient"
                                  }
                              },
                              {
                                  "feature_id": "clpiyc10q000j3b6m01i2d1pv",
                                  "feature_schema_id": "clpiya8h507dx072efo9kb97j",
                                  "name": "Evaluations done",
                                  "checklist_answers": [
                                      {
                                          "feature_id": "clpiyc10q000i3b6mhhvhdzqs",
                                          "name": "Relevance",
                                          "classifications": []
                                      },
                                      {
                                          "feature_id": "clpiyc1ie000l3b6m3kpff0lp",
                                          "name": "Usefulness",
                                          "classifications": []
                                      }
                                  ]
                              }
                          ],
                          "relationships": []
                      }
                  }
              ],
              "project_details": {
                  "ontology_id": "clpiqh0ud04mp0729adeoccsl",
                  "task_id": "33e77b4d-424f-49ba-8792-628c1cb746b7",
                  "task_name": "Initial review task",
                  "batch_id": "66882c10-8e42-11ee-8f8d-71857f06db2f",
                  "batch_name": "test_llm_human_preference_batch_1",
                  "workflow_status": "IN_REVIEW",
                  "priority": 5,
                  "consensus_expected_label_count": 1,
                  "workflow_history": [
                      {
                          "action": "Move",
                          "created_at": "2023-11-28T23:11:07.654+00:00",
                          "created_by": "[email protected]",
                          "previous_task_name": "Initial labeling task",
                          "previous_task_id": "8f9917a7-6030-0914-befc-ac06f59a7ec9",
                          "next_task_name": "Initial review task",
                          "next_task_id": "33e77b4d-424f-49ba-8792-628c1cb746b7"
                      },
                      {
                          "action": "Move",
                          "created_at": "2023-11-28T23:11:07.631+00:00",
                          "created_by": "[email protected]",
                          "next_task_name": "Initial labeling task",
                          "next_task_id": "8f9917a7-6030-0914-befc-ac06f59a7ec9"
                      }
                  ]
              },
              "project_tags": []
          }
      }
  }
  ```
</CodeGroup>
