# Source: https://docs.claude.com/en/resources/prompt-library/data-organizer.md

# Data organizer

> Turn unstructured text into bespoke JSON tables.

> Copy this prompt into our developer [Console](https://console.anthropic.com/dashboard) to try it for yourself!

|        | Content                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
| ------ | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| System | Your task is to take the unstructured text provided and convert it into a well-organized table format using JSON. Identify the main entities, attributes, or categories mentioned in the text and use them as keys in the JSON object. Then, extract the relevant information from the text and populate the corresponding values in the JSON object. Ensure that the data is accurately represented and properly formatted within the JSON structure. The resulting JSON table should provide a clear, structured overview of the information presented in the original text.                                                                                                                                                                                                                                                                                                |
| User   | Silvermist Hollow, a charming village, was home to an extraordinary group of individuals. Among them was Dr. Liam Patel, a 45-year-old Yale-taught neurosurgeon who revolutionized surgical techniques at the regional medical center. Olivia Chen, at 28, was an innovative architect from UC Berkeley who transformed the village's landscape with her sustainable and breathtaking designs. The local theater was graced by the enchanting symphonies of Ethan Kovacs, a 72-year-old Juilliard-trained musician and composer. Isabella Torres, a self-taught chef with a passion for locally sourced ingredients, created a culinary sensation with her farm-to-table restaurant, which became a must-visit destination for food lovers. These remarkable individuals, each with their distinct talents, contributed to the vibrant tapestry of life in Silvermist Hollow. |

### Example output

```json  theme={null}
[
  {
    "name": "Dr. Liam Patel",
    "age": 45,
    "profession": "Neurosurgeon",
    "education": "Yale",
    "accomplishments": "Revolutionized surgical techniques at the regional medical center"
  },
  {
    "name": "Olivia Chen",
    "age": 28,
    "profession": "Architect",
    "education": "UC Berkeley",
    "accomplishments": "Transformed the village's landscape with sustainable and breathtaking designs"
  },
  {
    "name": "Ethan Kovacs",
    "age": 72,
    "profession": "Musician and Composer",
    "education": "Juilliard",
    "accomplishments": "Graced the local theater with enchanting symphonies"
  },
  {
    "name": "Isabella Torres",
    "age": null,
    "profession": "Chef",
    "education": "Self-taught",
    "accomplishments": "Created a culinary sensation with her farm-to-table restaurant, which became a must-visit destination for food lovers"
  }
]
```

***

<CodeGroup>
  ```python Python theme={null}
  import anthropic

  client = anthropic.Anthropic(
      # defaults to os.environ.get("ANTHROPIC_API_KEY")
      api_key="my_api_key",
  )
  message = client.messages.create(
      model="claude-sonnet-4-5",
      max_tokens=1000,
      temperature=0,
      system="Your task is to take the unstructured text provided and convert it into a well-organized table format using JSON. Identify the main entities, attributes, or categories mentioned in the text and use them as keys in the JSON object. Then, extract the relevant information from the text and populate the corresponding values in the JSON object. Ensure that the data is accurately represented and properly formatted within the JSON structure. The resulting JSON table should provide a clear, structured overview of the information presented in the original text.",
      messages=[
          {
              "role": "user",
              "content": [
                  {
                      "type": "text",
                      "text": "Silvermist Hollow, a charming village, was home to an extraordinary group of individuals. Among them was Dr. Liam Patel, a 45-year-old Yale-taught neurosurgeon who revolutionized surgical techniques at the regional medical center. Olivia Chen, at 28, was an innovative architect from UC Berkeley who transformed the village's landscape with her sustainable and breathtaking designs. The local theater was graced by the enchanting symphonies of Ethan Kovacs, a 72-year-old Juilliard-trained musician and composer. Isabella Torres, a self-taught chef with a passion for locally sourced ingredients, created a culinary sensation with her farm-to-table restaurant, which became a must-visit destination for food lovers. These remarkable individuals, each with their distinct talents, contributed to the vibrant tapestry of life in Silvermist Hollow."
                  }
              ]
          }
      ]
  )
  print(message.content)

  ```

  ```typescript TypeScript theme={null}
  import Anthropic from "@anthropic-ai/sdk";

  const anthropic = new Anthropic({
    apiKey: "my_api_key", // defaults to process.env["ANTHROPIC_API_KEY"]
  });

  const msg = await anthropic.messages.create({
    model: "claude-sonnet-4-5",
    max_tokens: 1000,
    temperature: 0,
    system: "Your task is to take the unstructured text provided and convert it into a well-organized table format using JSON. Identify the main entities, attributes, or categories mentioned in the text and use them as keys in the JSON object. Then, extract the relevant information from the text and populate the corresponding values in the JSON object. Ensure that the data is accurately represented and properly formatted within the JSON structure. The resulting JSON table should provide a clear, structured overview of the information presented in the original text.",
    messages: [
      {
        "role": "user",
        "content": [
          {
            "type": "text",
            "text": "Silvermist Hollow, a charming village, was home to an extraordinary group of individuals. Among them was Dr. Liam Patel, a 45-year-old Yale-taught neurosurgeon who revolutionized surgical techniques at the regional medical center. Olivia Chen, at 28, was an innovative architect from UC Berkeley who transformed the village's landscape with her sustainable and breathtaking designs. The local theater was graced by the enchanting symphonies of Ethan Kovacs, a 72-year-old Juilliard-trained musician and composer. Isabella Torres, a self-taught chef with a passion for locally sourced ingredients, created a culinary sensation with her farm-to-table restaurant, which became a must-visit destination for food lovers. These remarkable individuals, each with their distinct talents, contributed to the vibrant tapestry of life in Silvermist Hollow."
          }
        ]
      }
    ]
  });
  console.log(msg);

  ```

  ```python AWS Bedrock Python theme={null}
  from anthropic import AnthropicBedrock

  # See https://docs.claude.com/claude/reference/claude-on-amazon-bedrock
  # for authentication options
  client = AnthropicBedrock()

  message = client.messages.create(
      model="anthropic.claude-sonnet-4-5-20250929-v1:0",
      max_tokens=1000,
      temperature=0,
      system="Your task is to take the unstructured text provided and convert it into a well-organized table format using JSON. Identify the main entities, attributes, or categories mentioned in the text and use them as keys in the JSON object. Then, extract the relevant information from the text and populate the corresponding values in the JSON object. Ensure that the data is accurately represented and properly formatted within the JSON structure. The resulting JSON table should provide a clear, structured overview of the information presented in the original text.",
      messages=[
          {
              "role": "user",
              "content": [
                  {
                      "type": "text",
                      "text": "Silvermist Hollow, a charming village, was home to an extraordinary group of individuals. Among them was Dr. Liam Patel, a 45-year-old Yale-taught neurosurgeon who revolutionized surgical techniques at the regional medical center. Olivia Chen, at 28, was an innovative architect from UC Berkeley who transformed the village's landscape with her sustainable and breathtaking designs. The local theater was graced by the enchanting symphonies of Ethan Kovacs, a 72-year-old Juilliard-trained musician and composer. Isabella Torres, a self-taught chef with a passion for locally sourced ingredients, created a culinary sensation with her farm-to-table restaurant, which became a must-visit destination for food lovers. These remarkable individuals, each with their distinct talents, contributed to the vibrant tapestry of life in Silvermist Hollow."
                  }
              ]
          }
      ]
  )
  print(message.content)

  ```

  ```typescript AWS Bedrock TypeScript theme={null}
  import AnthropicBedrock from "@anthropic-ai/bedrock-sdk";

  // See https://docs.claude.com/claude/reference/claude-on-amazon-bedrock
  // for authentication options
  const client = new AnthropicBedrock();

  const msg = await client.messages.create({
    model: "anthropic.claude-sonnet-4-5-20250929-v1:0",
    max_tokens: 1000,
    temperature: 0,
    system: "Your task is to take the unstructured text provided and convert it into a well-organized table format using JSON. Identify the main entities, attributes, or categories mentioned in the text and use them as keys in the JSON object. Then, extract the relevant information from the text and populate the corresponding values in the JSON object. Ensure that the data is accurately represented and properly formatted within the JSON structure. The resulting JSON table should provide a clear, structured overview of the information presented in the original text.",
    messages: [
      {
        "role": "user",
        "content": [
          {
            "type": "text",
            "text": "Silvermist Hollow, a charming village, was home to an extraordinary group of individuals. Among them was Dr. Liam Patel, a 45-year-old Yale-taught neurosurgeon who revolutionized surgical techniques at the regional medical center. Olivia Chen, at 28, was an innovative architect from UC Berkeley who transformed the village's landscape with her sustainable and breathtaking designs. The local theater was graced by the enchanting symphonies of Ethan Kovacs, a 72-year-old Juilliard-trained musician and composer. Isabella Torres, a self-taught chef with a passion for locally sourced ingredients, created a culinary sensation with her farm-to-table restaurant, which became a must-visit destination for food lovers. These remarkable individuals, each with their distinct talents, contributed to the vibrant tapestry of life in Silvermist Hollow."
          }
        ]
      }
    ]
  });
  console.log(msg);

  ```

  ```python Vertex AI Python theme={null}
  from anthropic import AnthropicVertex

  client = AnthropicVertex()

  message = client.messages.create(
      model="claude-sonnet-4@20250514",
      max_tokens=1000,
      temperature=0,
      system="Your task is to take the unstructured text provided and convert it into a well-organized table format using JSON. Identify the main entities, attributes, or categories mentioned in the text and use them as keys in the JSON object. Then, extract the relevant information from the text and populate the corresponding values in the JSON object. Ensure that the data is accurately represented and properly formatted within the JSON structure. The resulting JSON table should provide a clear, structured overview of the information presented in the original text.",
      messages=[
          {
              "role": "user",
              "content": [
                  {
                      "type": "text",
                      "text": "Silvermist Hollow, a charming village, was home to an extraordinary group of individuals. Among them was Dr. Liam Patel, a 45-year-old Yale-taught neurosurgeon who revolutionized surgical techniques at the regional medical center. Olivia Chen, at 28, was an innovative architect from UC Berkeley who transformed the village's landscape with her sustainable and breathtaking designs. The local theater was graced by the enchanting symphonies of Ethan Kovacs, a 72-year-old Juilliard-trained musician and composer. Isabella Torres, a self-taught chef with a passion for locally sourced ingredients, created a culinary sensation with her farm-to-table restaurant, which became a must-visit destination for food lovers. These remarkable individuals, each with their distinct talents, contributed to the vibrant tapestry of life in Silvermist Hollow."
                  }
              ]
          }
      ]
  )
  print(message.content)

  ```

  ```typescript Vertex AI Type theme={null}
  import { AnthropicVertex } from '@anthropic-ai/vertex-sdk';

  // Reads from the `CLOUD_ML_REGION` & `ANTHROPIC_VERTEX_PROJECT_ID` environment variables.
  // Additionally goes through the standard `google-auth-library` flow.
  const client = new AnthropicVertex();

  const msg = await client.messages.create({
    model: "claude-sonnet-4@20250514",
    max_tokens: 1000,
    temperature: 0,
    system: "Your task is to take the unstructured text provided and convert it into a well-organized table format using JSON. Identify the main entities, attributes, or categories mentioned in the text and use them as keys in the JSON object. Then, extract the relevant information from the text and populate the corresponding values in the JSON object. Ensure that the data is accurately represented and properly formatted within the JSON structure. The resulting JSON table should provide a clear, structured overview of the information presented in the original text.",
    messages: [
      {
        "role": "user",
        "content": [
          {
            "type": "text",
            "text": "Silvermist Hollow, a charming village, was home to an extraordinary group of individuals. Among them was Dr. Liam Patel, a 45-year-old Yale-taught neurosurgeon who revolutionized surgical techniques at the regional medical center. Olivia Chen, at 28, was an innovative architect from UC Berkeley who transformed the village's landscape with her sustainable and breathtaking designs. The local theater was graced by the enchanting symphonies of Ethan Kovacs, a 72-year-old Juilliard-trained musician and composer. Isabella Torres, a self-taught chef with a passion for locally sourced ingredients, created a culinary sensation with her farm-to-table restaurant, which became a must-visit destination for food lovers. These remarkable individuals, each with their distinct talents, contributed to the vibrant tapestry of life in Silvermist Hollow."
          }
        ]
      }
    ]
  });
  console.log(msg);

  ```
</CodeGroup>