# 🔎 LinkedIn Companies Suggestions Scraper (`scraperforge/linkedin-companies-suggestions`) Actor

✨ Find similar / lookalike LinkedIn companies for any company URL — with title, industry, profile URL and follower count. 🚀

- **URL**: https://apify.com/scraperforge/linkedin-companies-suggestions.md
- **Developed by:** [ScraperForge](https://apify.com/scraperforge) (community)
- **Categories:** Automation, Lead generation, Social media
- **Stats:** 1 total users, 0 monthly users, 0.0% runs succeeded, NaN bookmarks
- **User rating**: No ratings yet

## Pricing

from $3.99 / 1,000 results

This Actor is paid per event and usage. You are charged both the fixed price for specific events and for Apify platform usage.

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

## 🔎 LinkedIn Companies Suggestions Scraper

Find the **"Pages people also viewed"** lookalike companies for any LinkedIn company — instantly, in bulk, with follower counts and industry tags. Perfect for **competitor research**, **ICP / lookalike audience building**, **outbound prospecting**, and **market mapping**.

> Give it a LinkedIn company URL → get back a clean list of similar companies, each with title, industry, profile URL, and follower count.

---

### 🌟 Why Choose This Actor?

| ✅ Feature | What it means for you |
|-----------|------------------------|
| **🚀 Real LinkedIn data** | Pulled live from LinkedIn — not stale exports. |
| **📦 Bulk input** | Drop in 1 or 100 company URLs. The actor handles the rest. |
| **👥 Follower counts** | Every lookalike includes its current follower count. |
| **🛡️ Auto proxy fallback** | Starts direct, escalates to Datacenter, then Residential — all sticky. |
| **💾 Live results** | Each lookalike is saved to the dataset the moment it is scraped. |
| **🧩 Clean output** | Table-friendly schema: `title`, `subtitle`, `url`, `followers`. |
| **🤖 API / MCP ready** | Call from your code, n8n, Make, Zapier, or your LLM via MCP. |

---

### ✨ Key Features

- 🔎 **Similar pages discovery** — the same "Pages people also viewed" list you see logged into LinkedIn
- 🏢 **Title + industry + profile URL** for every lookalike
- 👥 **Live follower counts** via LinkedIn's own Voyager API
- 📦 **Bulk-friendly** — one job, many input companies
- 🛡️ **Anti-block engine** — Chrome TLS fingerprint + smart proxy escalation
- 💾 **Crash-safe** — partial results are always saved
- ⚡ **Async + concurrent** — fast even on large input lists
- 💳 **Pay-per-result** pricing — you pay for lookalikes, not failed runs

---

### 📥 Input

| Field | Type | Required | Description |
|-------|------|----------|-------------|
| `urls` | `array` | ✅ | LinkedIn company URLs (or `/showcase/` URLs). Bulk supported. |
| `liAtCookie` | `string` | ✅ | Your LinkedIn `li_at` session cookie. **Secret** — never logged. |
| `maxConcurrentFollowerLookups` | `integer` | ❌ | Parallel follower lookups per company. Default `5`. |
| `delayBetweenCompanies` | `number` | ❌ | Seconds between input companies. Default `1.5`. |
| `maxRetries` | `integer` | ❌ | Retries per request. Default `3`. |
| `requestTimeout` | `integer` | ❌ | Request timeout in seconds. Default `30`. |
| `proxyConfiguration` | `object` | ❌ | Optional. Defaults to **no proxy**. Auto-escalates on block. |

#### 🍪 How to get your `li_at` cookie

1. Open [linkedin.com](https://www.linkedin.com) and sign in.
2. Open DevTools (`F12`) → **Application** → **Cookies** → `https://www.linkedin.com`.
3. Copy the **Value** of the cookie named `li_at`.
4. Paste it into the `liAtCookie` field.

#### 📋 Example input

```json
{
  "urls": [
    { "url": "https://www.linkedin.com/company/financial-times/" },
    { "url": "https://www.linkedin.com/company/the-economist/" }
  ],
  "liAtCookie": "AQEDAUjBCq4FO9swAAAB...",
  "maxConcurrentFollowerLookups": 5,
  "delayBetweenCompanies": 1.5,
  "proxyConfiguration": { "useApifyProxy": false }
}
````

***

### 📤 Output

Each **row in the output dataset** is one lookalike company — easy to filter, sort, and export:

```json
{
  "input_url": "https://www.linkedin.com/company/financial-times",
  "title": "The Economist",
  "subtitle": "Newspaper Publishing",
  "url": "https://www.linkedin.com/company/the-economist/",
  "followers": "13,120,759"
}
```

A grouped snapshot (per input company → list of lookalikes) is also saved to the key-value store as `results.json`:

```json
[
  {
    "input_url": "https://www.linkedin.com/company/financial-times",
    "lookalikes": [
      {
        "url": "https://www.linkedin.com/company/the-economist/",
        "subtitle": "Newspaper Publishing",
        "title": "The Economist",
        "followers": "13,120,759"
      },
      {
        "url": "https://www.linkedin.com/company/bloomberg/",
        "subtitle": "Financial Services",
        "title": "Bloomberg",
        "followers": "2,207,096"
      }
    ]
  }
]
```

#### Field reference

| Field | Description |
|-------|-------------|
| `input_url` | The company you asked about. |
| `title` | Lookalike company name. |
| `subtitle` | Lookalike industry (LinkedIn's classification). |
| `url` | Lookalike company's LinkedIn URL. |
| `followers` | Current follower count, comma-formatted (e.g. `13,120,759`). Empty string if unavailable. |

***

### 🚀 How to Use (Apify Console)

1. Log in at [console.apify.com](https://console.apify.com) → **Actors**.
2. Open **LinkedIn Companies Suggestions Scraper**.
3. Paste your **LinkedIn company URLs** into `urls`.
4. Paste your `li_at` cookie into `liAtCookie`.
5. (Optional) Leave `proxyConfiguration` empty for a direct connection — the actor auto-escalates if LinkedIn blocks.
6. Click **Start** 🚀
7. Watch the live log — you'll see each lookalike streamed in real time.
8. When the run finishes, open the **Output** tab.
9. Export as **JSON / CSV / XLSX** or pipe to your downstream tools.

***

### 🤖 Use via API / MCP

#### REST API (cURL)

```bash
curl -X POST "https://api.apify.com/v2/acts/<ACTOR_ID>/run-sync-get-dataset-items?token=$APIFY_TOKEN" \
     -H "Content-Type: application/json" \
     -d '{
       "urls": [{"url": "https://www.linkedin.com/company/financial-times/"}],
       "liAtCookie": "AQEDAUjBCq4FO9sw..."
     }'
```

#### Python SDK

```python
from apify_client import ApifyClient

client = ApifyClient("APIFY_TOKEN")
run = client.actor("<ACTOR_ID>").call(run_input={
    "urls": [{"url": "https://www.linkedin.com/company/financial-times/"}],
    "liAtCookie": "AQEDAUjBCq4FO9sw...",
})

for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item)
```

#### MCP

This actor is callable from any MCP client (Claude, Cursor, etc.) via the Apify MCP gateway at `https://mcp.apify.com`. Each tool call is a chargeable PPE event — see Pricing below.

***

### 💼 Best Use Cases

- 🎯 **Competitor research** — discover companies your competitors are bucketed with.
- 🧲 **Lookalike audience building** — feed similar companies into your outbound list.
- 🗺️ **Market mapping** — chart adjacent industries and emerging players.
- 🎯 **ABM enrichment** — expand each target account into a cluster of similar accounts.
- 📈 **Investment scouting** — surface peers of a portfolio company in seconds.

***

### 💳 Pricing (Pay-Per-Event)

- **Per result item** — billed for each lookalike company returned (`result-item` event).
- ✅ You **only pay for successful results**. Failed runs and zero-result inputs are free.
- 🛑 Hard-cap your spend with **Max total charge** in the run config — the actor stops cleanly when reached.

***

### ❓ Frequently Asked Questions

**Q: Why do I need a `li_at` cookie?**
A: LinkedIn's follower counts are only available to logged-in users. The guest view exposes the lookalike list, but not the follower counts. We use your `li_at` only to call LinkedIn's own API for those counts.

**Q: Is my cookie safe?**
A: The cookie field is marked as a secret — Apify masks it in the run config UI and it is never written to logs.

**Q: What if LinkedIn blocks my account?**
A: Start with **no proxy** (default). If blocking happens, the actor automatically escalates to a **Datacenter** proxy, then a **Residential** proxy with up to 3 retries — all sticky for the rest of the run.

**Q: How many lookalikes do I get per company?**
A: Whatever LinkedIn shows in its "Pages people also viewed" panel — typically 5–10 per company.

**Q: Can I use this without a cookie?**
A: The lookalike list itself works without auth, but follower counts will be empty. We strongly recommend providing the cookie.

**Q: Does it work for `/showcase/` URLs?**
A: Yes — showcase pages are supported alongside `/company/` URLs.

***

### ⚖️ Cautions & Legal

- Data is collected only from **publicly viewable** LinkedIn surfaces and your own authenticated session.
- Honor LinkedIn's **Terms of Service** and your local privacy laws (GDPR, CCPA, etc.).
- This actor is intended for **research, market intelligence, and B2B use cases** — not for spam or harassment.
- You are responsible for how you use the data.

***

### 🆘 Support & Feedback

Found a bug? Have a feature request? Open an issue in the Actor's **Issues** tab on Apify, or contact the publisher directly.

Happy scraping! 🚀

# Actor input Schema

## `urls` (type: `array`):

📋 Paste one or more **LinkedIn company URLs** you want to find lookalikes for. ✅ Bulk input supported. Accepts both `/company/` and `/showcase/` URLs.

💡 *Example:* `https://www.linkedin.com/company/financial-times/`

## `liAtCookie` (type: `string`):

🔐 Your LinkedIn **`li_at`** session cookie — required to fetch follower counts via the authenticated Voyager API.

**🧭 How to get it:**

1. 🌐 Open [linkedin.com](https://www.linkedin.com) and sign in
2. 🛠️ Open DevTools (`F12`) → **Application** → **Cookies** → `https://www.linkedin.com`
3. 📋 Copy the **Value** of the cookie named `li_at`
4. 📌 Paste it here

🛡️ *The cookie is masked in the UI and never written to logs.*

## `proxyConfiguration` (type: `object`):

🧩 *Optional.* Force a specific proxy for all requests. Leave empty for the default smart-fallback behavior described above.

## Actor input object example

```json
{
  "urls": [
    "https://www.linkedin.com/company/financial-times/"
  ],
  "proxyConfiguration": {
    "useApifyProxy": false
  }
}
```

# 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 = {
    "urls": [
        "https://www.linkedin.com/company/financial-times/"
    ],
    "liAtCookie": "",
    "proxyConfiguration": {
        "useApifyProxy": false
    }
};

// Run the Actor and wait for it to finish
const run = await client.actor("scraperforge/linkedin-companies-suggestions").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 = {
    "urls": ["https://www.linkedin.com/company/financial-times/"],
    "liAtCookie": "",
    "proxyConfiguration": { "useApifyProxy": False },
}

# Run the Actor and wait for it to finish
run = client.actor("scraperforge/linkedin-companies-suggestions").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 '{
  "urls": [
    "https://www.linkedin.com/company/financial-times/"
  ],
  "liAtCookie": "",
  "proxyConfiguration": {
    "useApifyProxy": false
  }
}' |
apify call scraperforge/linkedin-companies-suggestions --silent --output-dataset

```

## MCP server setup

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

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "🔎 LinkedIn Companies Suggestions Scraper",
        "description": "✨ Find similar / lookalike LinkedIn companies for any company URL — with title, industry, profile URL and follower count. 🚀",
        "version": "0.1",
        "x-build-id": "UgdOTGt4E2fbpmtZg"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/scraperforge~linkedin-companies-suggestions/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-scraperforge-linkedin-companies-suggestions",
                "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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/scraperforge~linkedin-companies-suggestions/runs": {
            "post": {
                "operationId": "runs-sync-scraperforge-linkedin-companies-suggestions",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/scraperforge~linkedin-companies-suggestions/run-sync": {
            "post": {
                "operationId": "run-sync-scraperforge-linkedin-companies-suggestions",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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",
                "required": [
                    "urls",
                    "liAtCookie"
                ],
                "properties": {
                    "urls": {
                        "title": "🔗 LinkedIn Company URLs",
                        "type": "array",
                        "description": "📋 Paste one or more **LinkedIn company URLs** you want to find lookalikes for. ✅ Bulk input supported. Accepts both `/company/` and `/showcase/` URLs.\n\n💡 *Example:* `https://www.linkedin.com/company/financial-times/`",
                        "items": {
                            "type": "string"
                        }
                    },
                    "liAtCookie": {
                        "title": "🍪 LinkedIn `li_at` Cookie",
                        "type": "string",
                        "description": "🔐 Your LinkedIn **`li_at`** session cookie — required to fetch follower counts via the authenticated Voyager API.\n\n**🧭 How to get it:**\n1. 🌐 Open [linkedin.com](https://www.linkedin.com) and sign in\n2. 🛠️ Open DevTools (`F12`) → **Application** → **Cookies** → `https://www.linkedin.com`\n3. 📋 Copy the **Value** of the cookie named `li_at`\n4. 📌 Paste it here\n\n🛡️ *The cookie is masked in the UI and never written to logs.*"
                    },
                    "proxyConfiguration": {
                        "title": "🌐 Proxy configuration",
                        "type": "object",
                        "description": "🧩 *Optional.* Force a specific proxy for all requests. Leave empty for the default smart-fallback behavior described above."
                    }
                }
            },
            "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
