# Global Air Quality Monitor - Pollution Index (`ntriqpro/global-air-quality-monitor`) Actor

Aggregate NOAA air alerts, Our World in Data pollution data, World Bank environment indicators, and GDELT news. Returns air quality score 0-100. CC-BY 4.0 + public domain.

- **URL**: https://apify.com/ntriqpro/global-air-quality-monitor.md
- **Developed by:** [daehwan kim](https://apify.com/ntriqpro) (community)
- **Categories:** Business, News
- **Stats:** 1 total users, 0 monthly users, 0.0% runs succeeded, NaN bookmarks
- **User rating**: No ratings yet

## Pricing

$120.00 / 1,000 air quality queries

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

## Global Air Quality Monitor

Real-time aggregation of 4 international air quality APIs with composite air quality scoring (0-100) and pollution risk assessment.

### Purpose

This Actor analyzes air quality and pollution risk for any country by combining data from:
- **NOAA National Weather Service** - Real-time air quality alerts (US only)
- **Our World in Data** - Historical pollution-related death rates
- **World Bank** - PM2.5 exposure, CO2 emissions, methane emissions
- **GDELT Project** - Recent air quality and pollution news sentiment

Produces:
1. **Air Quality Score (0-100)** - Higher is better (lower pollution)
2. **Pollution Risk Score (0-100)** - Higher is worse (more risk)

### Input

#### Required
- **countryCode** (string) — Two-letter ISO country code (e.g., `US`, `IN`, `KR`)

#### Optional
- **state** (string) — US state code only (e.g., `CA`, `NY`). Enables NOAA air quality alerts for that state. Ignored for non-US countries.

### Output

```json
{
  "query": {
    "countryCode": "US",
    "state": "CA"
  },
  "noaa": {
    "activeAlerts": 2,
    "alerts": [
      {
        "event": "Air Quality Alert",
        "headline": "Air Quality Alert",
        "description": "Air quality is unhealthy for sensitive groups",
        "onset": "2024-04-08T10:00:00Z",
        "expires": "2024-04-08T20:00:00Z"
      }
    ]
  },
  "ourWorldInData": {
    "pollutionDeathRate": 14.2
  },
  "worldBank": {
    "pm25AvgExposure": 7.4,
    "co2PerCapita": 14.7,
    "methaneEmissions": 650000
  },
  "gdelt": {
    "newsCount30d": 320,
    "avgTone": -3.1
  },
  "airQualityScore": 68,
  "pollutionRiskScore": 42,
  "dataAvailability": {
    "noaa": true,
    "owid": true,
    "worldBank": true,
    "gdelt": true
  },
  "successfulSourceCount": 4,
  "sources": [...],
  "disclaimer": "...",
  "timestamp": "2024-04-08T15:30:00Z"
}
````

### Examples

#### Basic Usage (Global)

```json
{
  "countryCode": "IN"
}
```

#### US with State-Level Alerts

```json
{
  "countryCode": "US",
  "state": "CA"
}
```

#### Another Country

```json
{
  "countryCode": "GB"
}
```

### Data Coverage

| Indicator | Coverage | Countries |
|-----------|----------|-----------|
| NOAA Alerts | US only | United States (all 50 states) |
| Pollution Death Rate | 180+ countries | Our World in Data participants |
| PM2.5 Exposure | World Bank members | 180+ countries |
| CO2 Emissions | World Bank members | 180+ countries |
| Methane Emissions | World Bank members | 180+ countries |
| News Sentiment | Global | All countries with news coverage |

### Scoring Methodology

#### Air Quality Score (0-100, higher is better)

- **35%** PM2.5 average exposure (target: <15 μg/m³)
- **30%** Pollution-related death rate
- **20%** CO2 emissions per capita (target: <5 tons)
- **15%** Methane emissions

#### Pollution Risk Score (0-100, higher is worse)

- PM2.5 > 35 = high risk
- PM2.5 > 55 = very high risk
- CO2 per capita > 10 tons = high
- Death rate > 20 = concerning

### Pricing

- **$0.12 per query** (Pay-per-Event model)
- Billed only when analysis completes successfully
- No charge if all upstream APIs fail

### ⚠️ Legal Disclaimer

This Actor aggregates publicly available air quality data from:

- NOAA National Weather Service Air Quality Alerts (Public Domain, 17 U.S.C. § 105)
- Our World in Data (CC-BY 4.0)
- The World Bank Environmental Indicators (CC-BY 4.0)
- The GDELT Project (CC-BY 4.0)

**NOT health, medical, emergency, or environmental advice.** Historical data aggregation only.

- Does NOT replace official air quality warnings or health advisories
- Does NOT recommend health or travel decisions
- For real-time air quality emergencies: consult EPA AirNow or local authorities
- Users must verify with official sources

All source data is redistributed under the original license terms with attribution.
Data retrieved in real-time; not cached or stored by this Actor.

Attribution:

- "Data source: NOAA NWS (Public Domain, 17 U.S.C. § 105)"
- "Data source: Our World in Data (CC BY 4.0)"
- "Data source: The World Bank (CC BY 4.0)"
- "Data source: The GDELT Project (CC BY 4.0)"

### Technical Details

- **Runtime**: Node.js 18+
- **Timeout**: 120 seconds per query
- **Memory**: ~128MB per run
- **Concurrent API calls**: 4 (parallel fetch)
- **Source availability**: 4 international APIs

### Support

For issues or questions, please contact the developer. Data accuracy is subject to source API availability and update frequency.

***

*Last updated: 2026-04-08*

# Actor input Schema

## `countryCode` (type: `string`):

Two-letter ISO country code (e.g., 'US' for United States, 'IN' for India, 'KR' for South Korea). Required.

## `state` (type: `string`):

For countryCode='US' only: two-letter state code (e.g., 'CA', 'NY', 'TX'). Enables NOAA air quality alerts for that state. Ignored for non-US countries.

## Actor input object example

```json
{
  "countryCode": "US",
  "state": "CA"
}
```

# 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 = {
    "countryCode": "US",
    "state": "CA"
};

// Run the Actor and wait for it to finish
const run = await client.actor("ntriqpro/global-air-quality-monitor").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 = {
    "countryCode": "US",
    "state": "CA",
}

# Run the Actor and wait for it to finish
run = client.actor("ntriqpro/global-air-quality-monitor").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 '{
  "countryCode": "US",
  "state": "CA"
}' |
apify call ntriqpro/global-air-quality-monitor --silent --output-dataset

```

## MCP server setup

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

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "Global Air Quality Monitor - Pollution Index",
        "description": "Aggregate NOAA air alerts, Our World in Data pollution data, World Bank environment indicators, and GDELT news. Returns air quality score 0-100. CC-BY 4.0 + public domain.",
        "version": "1.0",
        "x-build-id": "VbgJ1AyVVFRyJuWCx"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/ntriqpro~global-air-quality-monitor/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-ntriqpro-global-air-quality-monitor",
                "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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/ntriqpro~global-air-quality-monitor/runs": {
            "post": {
                "operationId": "runs-sync-ntriqpro-global-air-quality-monitor",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/ntriqpro~global-air-quality-monitor/run-sync": {
            "post": {
                "operationId": "run-sync-ntriqpro-global-air-quality-monitor",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": [
                    "countryCode"
                ],
                "properties": {
                    "countryCode": {
                        "title": "Country Code (ISO 2-letter)",
                        "type": "string",
                        "description": "Two-letter ISO country code (e.g., 'US' for United States, 'IN' for India, 'KR' for South Korea). Required."
                    },
                    "state": {
                        "title": "US State Code (Optional)",
                        "type": "string",
                        "description": "For countryCode='US' only: two-letter state code (e.g., 'CA', 'NY', 'TX'). Enables NOAA air quality alerts for that state. Ignored for non-US countries."
                    }
                }
            },
            "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
