# Blueprint Intelligence Analyzer (`ntriqpro/blueprint-intelligence`) Actor

AI-powered architectural blueprint analysis. Extract floor plans, structural elements, dimensions, rooms, materials, and more from construction and engineering drawings.

- **URL**: https://apify.com/ntriqpro/blueprint-intelligence.md
- **Developed by:** [daehwan kim](https://apify.com/ntriqpro) (community)
- **Categories:** AI, Business, Developer tools
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, NaN bookmarks
- **User rating**: No ratings yet

## Pricing

$250.00 / 1,000 blueprint analyzeds

This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events.

Learn more: https://docs.apify.com/platform/actors/running/actors-in-store#pay-per-event

## What's an Apify Actor?

Actors are a software tools running on the Apify platform, for all kinds of web data extraction and automation use cases.
In Batch mode, an Actor accepts a well-defined JSON input, performs an action which can take anything from a few seconds to a few hours,
and optionally produces a well-defined JSON output, datasets with results, or files in key-value store.
In Standby mode, an Actor provides a web server which can be used as a website, API, or an MCP server.
Actors are written with capital "A".

## How to integrate an Actor?

If asked about integration, you help developers integrate Actors into their projects.
You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready.
The best way to integrate Actors is as follows.

In JavaScript/TypeScript projects, use official [JavaScript/TypeScript client](https://docs.apify.com/api/client/js.md):

```bash
npm install apify-client
```

In Python projects, use official [Python client library](https://docs.apify.com/api/client/python.md):

```bash
pip install apify-client
```

In shell scripts, use [Apify CLI](https://docs.apify.com/cli/docs.md):

````bash
# MacOS / Linux
curl -fsSL https://apify.com/install-cli.sh | bash
# Windows
irm https://apify.com/install-cli.ps1 | iex
```bash

In AI frameworks, you might use the [Apify MCP server](https://docs.apify.com/platform/integrations/mcp.md).

If your project is in a different language, use the [REST API](https://docs.apify.com/api/v2.md).

For usage examples, see the [API](#api) section below.

For more details, see Apify documentation as [Markdown index](https://docs.apify.com/llms.txt) and [Markdown full-text](https://docs.apify.com/llms-full.txt).


# README

## Blueprint Intelligence Analyzer

**AI-powered architectural blueprint analysis for automated document intelligence and construction data extraction.**

Extract floor plans, structural elements, dimensions, rooms, materials, and annotations from architectural and engineering drawings using advanced AI vision.

---

### Features

- **Document Classification**: Automatically identify blueprint types (floor plans, structural, electrical, plumbing, HVAC, site plans, elevations, sections, details)
- **Room Detection**: Extract room names, estimated areas, and dimensions from floor plans
- **Element Extraction**: Identify architectural and structural elements (walls, doors, windows, stairs, columns, pipes, wires, fixtures)
- **Dimension Recognition**: Automatically detect and extract measurements and scales
- **Text Annotation Parsing**: Extract all text labels, notes, and annotations from drawings
- **Material Identification**: Recognize and list materials mentioned in blueprints
- **Confidence Scoring**: Get reliability metrics for each analysis
- **Batch Processing**: Process up to 10 blueprints per run

---

### Input

```json
{
  "imageUrl": "https://example.com/blueprint.jpg",
  "imageUrls": [],
  "analysisDepth": "standard",
  "maxImages": 10
}
````

#### Parameters

| Parameter | Type | Required | Description | Default |
|-----------|------|----------|-------------|---------|
| `imageUrl` | string | Optional | Single blueprint image URL | null |
| `imageUrls` | array | Optional | Array of blueprint URLs (max 10) | \[] |
| `analysisDepth` | enum | No | Analysis level: `quick`, `standard`, `detailed` | `"standard"` |
| `maxImages` | integer | No | Maximum images to process (1-10) | 10 |

**Note:** Provide at least one image via `imageUrl` or `imageUrls`. You can use both simultaneously; duplicates are automatically removed.

***

### Output

Each blueprint analysis produces a dataset record:

```json
{
  "imageUrl": "https://example.com/blueprint.jpg",
  "status": "success",
  "documentType": "floor_plan",
  "title": "Building A - Level 2",
  "scale": "1:100",
  "rooms": [
    {
      "name": "Living Room",
      "area_sqft": 250,
      "dimensions": "20' x 12.5'"
    }
  ],
  "elements": [
    {
      "elementType": "door",
      "count": 5,
      "details": "Interior doors with swing direction"
    }
  ],
  "dimensions": [
    {
      "label": "Room Width",
      "value": "20",
      "unit": "feet"
    }
  ],
  "textAnnotations": [
    "Property line",
    "Setback: 25 ft"
  ],
  "materials": [
    "Concrete",
    "Steel reinforcement"
  ],
  "confidence": 0.92,
  "model": "Qwen2.5-VL",
  "processingTimeMs": 2500
}
```

#### Output Fields

| Field | Type | Description |
|-------|------|-------------|
| `imageUrl` | string | Original blueprint image URL |
| `status` | string | `"success"` or `"error"` |
| `documentType` | string | Blueprint classification |
| `title` | string | null | Drawing title if visible |
| `scale` | string | null | Drawing scale (e.g., "1:100") |
| `rooms` | array | Detected rooms/spaces with area and dimensions |
| `elements` | array | Architectural elements found |
| `dimensions` | array | Measurements and scales detected |
| `textAnnotations` | array | Text labels and annotations |
| `materials` | array | Materials mentioned in drawing |
| `confidence` | number | Analysis confidence (0.0-1.0) |
| `model` | string | AI model name |
| `processingTimeMs` | integer | Processing time |
| `error` | string | Error message (on failure) |
| `code` | string | Error code: `INVALID_INPUT`, `INVALID_URL`, `TIMEOUT`, `API_ERROR`, `PROCESSING_ERROR` |

***

### Pricing

- **$0.25 per blueprint analyzed** (success only)
- Errors and invalid images are not charged
- Batch discounts not available (PPE model)

***

### Examples

#### Single Blueprint Analysis

```bash
curl -X POST https://api.apify.com/v2/acts/YOUR_ACTOR_ID/runs \
  -H "Authorization: Bearer YOUR_API_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{
    "imageUrl": "https://images.adsttc.com/media/images/5a4b/3e4b/b22e/38be/9300/0032/large_jpg/PLANS-01.jpg"
  }'
```

#### Batch Processing Multiple Blueprints

```bash
curl -X POST https://api.apify.com/v2/acts/YOUR_ACTOR_ID/runs \
  -H "Authorization: Bearer YOUR_API_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{
    "imageUrls": [
      "https://example.com/floor-plan-1.jpg",
      "https://example.com/floor-plan-2.jpg",
      "https://example.com/electrical-plan.jpg"
    ],
    "analysisDepth": "detailed",
    "maxImages": 10
  }'
```

#### Using the JavaScript SDK

```javascript
import { ApifyClient } from 'apify-client';

const client = new ApifyClient({ token: 'YOUR_API_TOKEN' });

const run = await client.actor('YOUR_ACTOR_ID').call({
  imageUrl: 'https://example.com/blueprint.jpg',
  analysisDepth: 'standard',
});

const results = await client.dataset(run.defaultDatasetId).listItems();
console.log(results.items);
```

***

### Use Cases

1. **Construction Project Management**: Automatically catalog and extract data from project blueprints
2. **Real Estate Analysis**: Extract room counts, dimensions, and property layouts
3. **Building Information Modeling (BIM)**: Feed extracted data into BIM systems
4. **Compliance Verification**: Extract regulatory markings and construction notes
5. **Cost Estimation**: Get detailed element counts and dimensions for material quotes
6. **Property Valuation**: Analyze building layouts and room dimensions
7. **Renovation Planning**: Extract existing structural elements for renovation designs
8. **Facility Management**: Index and retrieve building information from drawings

***

### Supported Blueprint Types

- **Floor Plans** — Residential, commercial, industrial building layouts
- **Structural Drawings** — Load-bearing walls, columns, beams, foundations
- **Electrical Plans** — Power distribution, outlet locations, circuit layouts
- **Plumbing Diagrams** — Water lines, fixtures, drainage systems
- **HVAC Schematics** — Ductwork, equipment, air handling systems
- **Site Plans** — Property boundaries, landscaping, access points
- **Elevations** — Building facades and exterior views
- **Cross-Sections** — Internal building profiles and details
- **Detail Drawings** — Construction connection and assembly details
- **Other Diagrams** — Any architectural or engineering drawings

***

### Limitations & Accuracy

- **Image Quality**: Analysis accuracy depends on blueprint image resolution and clarity
- **Hand-Drawn Drawings**: Legibility may vary for hand-sketched or aged prints
- **Complex Symbols**: Non-standard or custom symbols may not be recognized
- **Text Extraction**: Small or stylized text may be missed
- **Dimension Accuracy**: Extracted dimensions should be verified against original documents
- **Dense Drawings**: Very complex drawings with many elements may have reduced accuracy

**Confidence Scores**: Use the `confidence` field (0.0-1.0) to gauge analysis reliability. Scores below 0.7 indicate less certain results.

***

### AI Model

- **Model**: Qwen2.5-VL (7B parameters)
- **Processing**: Local AI server (no cloud storage of blueprints)
- **Response Time**: 2-10 seconds per image (typical)

***

### Legal Notice

#### Copyright & Ownership (IMPORTANT)

- Architectural blueprints and engineering drawings are protected by copyright law (U.S. Architectural Works Copyright Protection Act, 1990).
- You may ONLY upload blueprints that you:
  (a) Own or created yourself
  (b) Have explicit written permission from the copyright holder to analyze
  (c) Are licensed to use for this purpose
- Uploading third-party blueprints without authorization may constitute copyright infringement.
- We assume no liability for unauthorized use of copyrighted architectural works.

#### Confidential & Trade Secret Documents

- Do NOT upload blueprints marked as "Confidential," "Proprietary," or "Trade Secret."
- Unauthorized analysis of confidential blueprints may violate trade secret laws and result in significant legal liability for the user.
- We do not verify the confidentiality status of uploaded documents.

#### Not an Engineering Tool

- This tool provides AI-assisted analysis for INFORMATIONAL PURPOSES ONLY.
- Results are NOT a substitute for professional architectural or structural engineering review.
- Do NOT use extracted dimensions, measurements, or structural data for construction, renovation, or engineering decisions without professional verification.
- Errors in AI-extracted measurements could lead to structural failures, safety hazards, or code violations.

#### Liability

- The developer assumes no liability for errors, omissions, or decisions based on this tool's output.
- Users must verify all extracted data with qualified architects, engineers, or licensed contractors.
- This tool does not provide structural analysis, load calculations, building code compliance, or safety certifications.

#### Data Processing

- Blueprint images are processed on our local AI server and immediately discarded.
- We do not retain, share, or use uploaded blueprints for any purpose beyond the requested analysis.
- For confidential projects, consider using our service only with proper authorization from all stakeholders.

***

### Error Handling

| Error Code | Cause | Resolution |
|-----------|-------|------------|
| `INVALID_INPUT` | URL is null or not a string | Provide valid `imageUrl` or `imageUrls` |
| `INVALID_URL` | URL format is invalid | Ensure URL starts with `http://` or `https://` |
| `TIMEOUT` | AI service took too long (>60s) | Try again or use lower `analysisDepth` |
| `API_ERROR` | AI service returned error | Check image accessibility and try again |
| `PROCESSING_ERROR` | Unexpected error during analysis | Check logs; image may not be a blueprint |

***

### Support & Feedback

For issues, suggestions, or feature requests, contact the development team through Apify.

***

### Changelog

#### v1.0.0 (Initial Release)

- ✅ Blueprint document type classification
- ✅ Room and space detection
- ✅ Architectural element extraction
- ✅ Dimension and measurement recognition
- ✅ Text annotation parsing
- ✅ Material identification
- ✅ Batch processing (up to 10 images)
- ✅ Confidence scoring
- ✅ PPE pricing model ($0.25/analysis)

***

*Last Updated: 2026-03-30*
*AI Model: Qwen2.5-VL v7B*
*Processing Server: ai.ntriq.co.kr*

# Actor input Schema

## `imageUrl` (type: `string`):

Single blueprint image URL

## `imageUrls` (type: `array`):

Array of blueprint image URLs (max 10)

## `analysisDepth` (type: `string`):

Level of detail: quick, standard, or detailed

## Actor input object example

```json
{
  "imageUrl": "https://images.adsttc.com/media/images/5a4b/3e4b/b22e/38be/9300/0032/large_jpg/PLANS-01.jpg",
  "analysisDepth": "standard"
}
```

# Actor output Schema

## `results` (type: `string`):

No description

# API

You can run this Actor programmatically using our API. Below are code examples in JavaScript, Python, and CLI, as well as the OpenAPI specification and MCP server setup.

## JavaScript example

```javascript
import { ApifyClient } from 'apify-client';

// Initialize the ApifyClient with your Apify API token
// Replace the '<YOUR_API_TOKEN>' with your token
const client = new ApifyClient({
    token: '<YOUR_API_TOKEN>',
});

// Prepare Actor input
const input = {
    "imageUrl": "https://images.adsttc.com/media/images/5a4b/3e4b/b22e/38be/9300/0032/large_jpg/PLANS-01.jpg",
    "analysisDepth": "standard"
};

// Run the Actor and wait for it to finish
const run = await client.actor("ntriqpro/blueprint-intelligence").call(input);

// Fetch and print Actor results from the run's dataset (if any)
console.log('Results from dataset');
console.log(`💾 Check your data here: https://console.apify.com/storage/datasets/${run.defaultDatasetId}`);
const { items } = await client.dataset(run.defaultDatasetId).listItems();
items.forEach((item) => {
    console.dir(item);
});

// 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/js/docs

```

## Python example

```python
from apify_client import ApifyClient

# Initialize the ApifyClient with your Apify API token
# Replace '<YOUR_API_TOKEN>' with your token.
client = ApifyClient("<YOUR_API_TOKEN>")

# Prepare the Actor input
run_input = {
    "imageUrl": "https://images.adsttc.com/media/images/5a4b/3e4b/b22e/38be/9300/0032/large_jpg/PLANS-01.jpg",
    "analysisDepth": "standard",
}

# Run the Actor and wait for it to finish
run = client.actor("ntriqpro/blueprint-intelligence").call(run_input=run_input)

# Fetch and print Actor results from the run's dataset (if there are any)
print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"])
for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item)

# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

```

## CLI example

```bash
echo '{
  "imageUrl": "https://images.adsttc.com/media/images/5a4b/3e4b/b22e/38be/9300/0032/large_jpg/PLANS-01.jpg",
  "analysisDepth": "standard"
}' |
apify call ntriqpro/blueprint-intelligence --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=ntriqpro/blueprint-intelligence",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "Blueprint Intelligence Analyzer",
        "description": "AI-powered architectural blueprint analysis. Extract floor plans, structural elements, dimensions, rooms, materials, and more from construction and engineering drawings.",
        "version": "1.0",
        "x-build-id": "esCbayDZOURaSzyQb"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/ntriqpro~blueprint-intelligence/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-ntriqpro-blueprint-intelligence",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for its completion, and returns Actor's dataset items in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/ntriqpro~blueprint-intelligence/runs": {
            "post": {
                "operationId": "runs-sync-ntriqpro-blueprint-intelligence",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK",
                        "content": {
                            "application/json": {
                                "schema": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/ntriqpro~blueprint-intelligence/run-sync": {
            "post": {
                "operationId": "run-sync-ntriqpro-blueprint-intelligence",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        }
    },
    "components": {
        "schemas": {
            "inputSchema": {
                "type": "object",
                "properties": {
                    "imageUrl": {
                        "title": "Blueprint Image URL",
                        "type": "string",
                        "description": "Single blueprint image URL"
                    },
                    "imageUrls": {
                        "title": "Blueprint Image URLs",
                        "maxItems": 10,
                        "type": "array",
                        "description": "Array of blueprint image URLs (max 10)",
                        "items": {
                            "type": "string"
                        }
                    },
                    "analysisDepth": {
                        "title": "Analysis Depth",
                        "enum": [
                            "quick",
                            "standard",
                            "detailed"
                        ],
                        "type": "string",
                        "description": "Level of detail: quick, standard, or detailed"
                    }
                }
            },
            "runsResponseSchema": {
                "type": "object",
                "properties": {
                    "data": {
                        "type": "object",
                        "properties": {
                            "id": {
                                "type": "string"
                            },
                            "actId": {
                                "type": "string"
                            },
                            "userId": {
                                "type": "string"
                            },
                            "startedAt": {
                                "type": "string",
                                "format": "date-time",
                                "example": "2025-01-08T00:00:00.000Z"
                            },
                            "finishedAt": {
                                "type": "string",
                                "format": "date-time",
                                "example": "2025-01-08T00:00:00.000Z"
                            },
                            "status": {
                                "type": "string",
                                "example": "READY"
                            },
                            "meta": {
                                "type": "object",
                                "properties": {
                                    "origin": {
                                        "type": "string",
                                        "example": "API"
                                    },
                                    "userAgent": {
                                        "type": "string"
                                    }
                                }
                            },
                            "stats": {
                                "type": "object",
                                "properties": {
                                    "inputBodyLen": {
                                        "type": "integer",
                                        "example": 2000
                                    },
                                    "rebootCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "restartCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "resurrectCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "computeUnits": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            },
                            "options": {
                                "type": "object",
                                "properties": {
                                    "build": {
                                        "type": "string",
                                        "example": "latest"
                                    },
                                    "timeoutSecs": {
                                        "type": "integer",
                                        "example": 300
                                    },
                                    "memoryMbytes": {
                                        "type": "integer",
                                        "example": 1024
                                    },
                                    "diskMbytes": {
                                        "type": "integer",
                                        "example": 2048
                                    }
                                }
                            },
                            "buildId": {
                                "type": "string"
                            },
                            "defaultKeyValueStoreId": {
                                "type": "string"
                            },
                            "defaultDatasetId": {
                                "type": "string"
                            },
                            "defaultRequestQueueId": {
                                "type": "string"
                            },
                            "buildNumber": {
                                "type": "string",
                                "example": "1.0.0"
                            },
                            "containerUrl": {
                                "type": "string"
                            },
                            "usage": {
                                "type": "object",
                                "properties": {
                                    "ACTOR_COMPUTE_UNITS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_WRITES": {
                                        "type": "integer",
                                        "example": 1
                                    },
                                    "KEY_VALUE_STORE_LISTS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_INTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_EXTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_RESIDENTIAL_TRANSFER_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_SERPS": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            },
                            "usageTotalUsd": {
                                "type": "number",
                                "example": 0.00005
                            },
                            "usageUsd": {
                                "type": "object",
                                "properties": {
                                    "ACTOR_COMPUTE_UNITS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_WRITES": {
                                        "type": "number",
                                        "example": 0.00005
                                    },
                                    "KEY_VALUE_STORE_LISTS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_INTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_EXTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_RESIDENTIAL_TRANSFER_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_SERPS": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
