# Name Insights - Age, Gender, Nationality from First Name (`gio21/name-insights-scraper`) Actor

Predict age, gender, nationality from first names using agify.io + genderize.io + nationalize.io public APIs. Returns predicted age, gender (with probability), top 5 likely countries (with probability). No API key. For HR, dating apps, demographics, surveys.

- **URL**: https://apify.com/gio21/name-insights-scraper.md
- **Developed by:** [Gio](https://apify.com/gio21) (community)
- **Categories:** E-commerce, Developer tools, AI
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, NaN bookmarks
- **User rating**: No ratings yet

## Pricing

from $1.00 / 1,000 name 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

## Name Insights Scraper

Predict **age**, **gender**, and **nationality** from first names. Bundles three free public APIs (agify.io, genderize.io, nationalize.io) into a single record per name. No auth.

Returns:
- **ageGuess** + sample size
- **gender** + probability + sample size
- **topCountries** (up to 5, with probability) + top country

Useful for **HR analytics**, **dating apps**, **demographic studies**, **survey analysis**, **personalization**.

### Input

| Field | Type | Description |
|-------|------|-------------|
| `names` | Array (required) | First names to analyze. |
| `countryHintForAge` | String | ISO-2 country (e.g. `BR`, `US`) to scope age prediction to that country. |
| `datasets` | Array | Which APIs to call: `agify`, `genderize`, `nationalize`. Default all three. |

### Output

```json
{
  "name": "Maria",
  "ageGuess": 50, "ageSampleSize": 230000,
  "gender": "female", "genderProbability": 0.99, "genderSampleSize": 850000,
  "topCountry": "PT", "nationalitySampleSize": 380000,
  "topCountries": [
    { "country": "PT", "probability": 0.18 },
    { "country": "BR", "probability": 0.15 },
    { "country": "ES", "probability": 0.12 },
    { "country": "IT", "probability": 0.08 },
    { "country": "AR", "probability": 0.06 }
  ]
}
````

### Pricing

$0.001 per name analyzed.

### Limitations

- Free APIs are rate-limited per IP (1000/day each). Heavy use may hit limits.
- Predictions are statistical guesses from training corpora — useful as signal, not ground truth.

If this actor helped you, please leave a review on the Apify Store.

# Actor input Schema

## `names` (type: `array`):

List of first names to analyze (e.g. 'Maria', 'Hiroshi', 'Liam').

## `countryHintForAge` (type: `string`):

ISO-2 country code (e.g. 'BR', 'US') to scope age predictions to that country's name distribution.

## `datasets` (type: `array`):

Which predictions to fetch: agify (age), genderize (gender), nationalize (top countries).

## `debug` (type: `boolean`):

Verbose logging.

## Actor input object example

```json
{
  "names": [
    "Maria",
    "Hiroshi",
    "Liam",
    "Aisha"
  ],
  "datasets": [
    "agify",
    "genderize",
    "nationalize"
  ],
  "debug": false
}
```

# Actor output Schema

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

Insights record per name: ageGuess, gender, genderProbability, topCountry, topCountries (with probabilities), sampleSize.

# 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 = {
    "names": [
        "Maria",
        "Hiroshi",
        "Liam",
        "Aisha"
    ],
    "countryHintForAge": "",
    "datasets": [
        "agify",
        "genderize",
        "nationalize"
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("gio21/name-insights-scraper").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 = {
    "names": [
        "Maria",
        "Hiroshi",
        "Liam",
        "Aisha",
    ],
    "countryHintForAge": "",
    "datasets": [
        "agify",
        "genderize",
        "nationalize",
    ],
}

# Run the Actor and wait for it to finish
run = client.actor("gio21/name-insights-scraper").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 '{
  "names": [
    "Maria",
    "Hiroshi",
    "Liam",
    "Aisha"
  ],
  "countryHintForAge": "",
  "datasets": [
    "agify",
    "genderize",
    "nationalize"
  ]
}' |
apify call gio21/name-insights-scraper --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=gio21/name-insights-scraper",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "Name Insights - Age, Gender, Nationality from First Name",
        "description": "Predict age, gender, nationality from first names using agify.io + genderize.io + nationalize.io public APIs. Returns predicted age, gender (with probability), top 5 likely countries (with probability). No API key. For HR, dating apps, demographics, surveys.",
        "version": "0.0",
        "x-build-id": "MBTkA5plWQDRh6UkV"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/gio21~name-insights-scraper/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-gio21-name-insights-scraper",
                "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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/gio21~name-insights-scraper/runs": {
            "post": {
                "operationId": "runs-sync-gio21-name-insights-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/gio21~name-insights-scraper/run-sync": {
            "post": {
                "operationId": "run-sync-gio21-name-insights-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": [
                    "names"
                ],
                "properties": {
                    "names": {
                        "title": "First names",
                        "uniqueItems": true,
                        "type": "array",
                        "description": "List of first names to analyze (e.g. 'Maria', 'Hiroshi', 'Liam').",
                        "items": {
                            "type": "string"
                        }
                    },
                    "countryHintForAge": {
                        "title": "Country hint for age (optional)",
                        "type": "string",
                        "description": "ISO-2 country code (e.g. 'BR', 'US') to scope age predictions to that country's name distribution."
                    },
                    "datasets": {
                        "title": "Datasets to include",
                        "uniqueItems": true,
                        "type": "array",
                        "description": "Which predictions to fetch: agify (age), genderize (gender), nationalize (top countries).",
                        "items": {
                            "type": "string"
                        }
                    },
                    "debug": {
                        "title": "Debug logs",
                        "type": "boolean",
                        "description": "Verbose logging.",
                        "default": false
                    }
                }
            },
            "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": {
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                                    },
                                    "REQUEST_QUEUE_WRITES": {
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                                        "example": 0
                                    },
                                    "DATA_TRANSFER_INTERNAL_GBYTES": {
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                                        "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": {
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                                    "DATASET_WRITES": {
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                                        "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
