# Global Agri Decision Engine — Jenko Analytics (`jenko_systems/global-agri-decision-engine`) Actor

Decision engine for farmers, traders and governments. 3-layer intelligence: local climate (NASA satellites), production/yield outlook (USDA+FAO), and market signal (World Bank prices). Jenko proprietary metrics: JCR, JGS, JCY, JLE, JAQ, JFS, JPM, JTR.

- **URL**: https://apify.com/jenko\_systems/global-agri-decision-engine.md
- **Developed by:** [Jenko Systems](https://apify.com/jenko_systems) (community)
- **Categories:** Automation, News
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, NaN bookmarks
- **User rating**: No ratings yet

## Pricing

$5.00 / 1,000 results

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 Agri Decision Engine — Jenko Analytics


**The decision engine for the global farmer, trader, and policymaker.** Powered by NASA satellites (any lat/lng on Earth), USDA + FAO production data, World Bank prices, and Jenko proprietary metrics. Every metric ships with **inline formula, calculation breakdown, verdict scale, and benchmark comparisons**.

**Status:** Production-ready. 10 modes operational. 8 Jenko metrics (JCR, JGS, JCY, JLE, JAQ, JFS, JPM, JTR). Zero API keys required.

---

### 🇬🇧 English

#### What it is

Complete agricultural decision API integrating 3 layers:

| Layer | What it does | Source |
|-------|--------------|--------|
| 🌍 **LOCAL** | Farm-level climate (lat/lng → rainfall, temperature, drought) | NASA POWER (satellite) |
| 📊 **COMMODITY** | Global production, yield, trade flows | USDA FAS + FAO derived |
| 💰 **MARKET** | Prices, momentum, cycle position | World Bank Pink Sheet |

#### Who it's for

- 👨‍🌾 **Farmers and growers** on every continent — plant/sell decisions
- 🐄 **Ranchers and dairy producers** — JLE efficiency analysis, beef/milk price cycles
- 🐟 **Aquaculturists** — JAQ for salmon, shrimp, tilapia, carp
- 🏢 **Traders, macro funds, cooperatives** — liquid global commodities
- 🏛️ **Governments, multilateral agencies, NGOs** — food security mapping
- 🏦 **Development banks and crop insurers** — quantified climate + supply risk
- 🌱 **Researchers, consultancies, journalists** — structured analytical data

#### Where it works

**Anywhere on Earth.** NASA POWER covers the globe via lat/lng (50km grid, 40+ years of history). Macro coverage spans **57 countries across all continents**: Africa (13), Middle East (7), Asia (13), Europe (11), Americas (11), Oceania (2).

#### 10 Available modes

**🌟 Premium (1):**
- `farm_decision_engine` — lat/lng + commodity → integrated PLANT/SELL recommendation

**🌍 Climate layer (2):**
- `farm_climate_profile` — JCR for one lat/lng (30d rain, anomaly, drought)
- `regional_climate_risk` — JCR for multiple locations or preset regions

**📊 Outlook layer (3):**
- `crop_outlook` — JCY for 12 crops
- `livestock_outlook` — JLE for 8 livestock categories
- `aquaculture_outlook` — JAQ for salmon, shrimp, tilapia, carp

**💰 Market & macro (4):**
- `food_security_dashboard` — JFS ranking 57 countries
- `commodity_market_signal` — JPM for 12 commodities
- `trade_flow_analysis` — JTR (exporters/importers + geopolitical flags)
- `agri_commodities_dashboard` — overview ranked by JPM

#### 8 Jenko proprietary metrics

Every metric returns `score`, `verdict`, `interpretation`, `formula` (equation + human readable), `calculation_breakdown` (each component with raw input, weight, contribution, explanation), `verdict_scale` (tiers with meaning), and `example_comparison` (benchmarks for context).

| Metric | What it measures |
|--------|------------------|
| **JCR** | Climate Risk for a lat/lng (drought + temp + rainfall vs 30yr normal) |
| **JGS** | Growing Score (current climate vs crop's optimal range) |
| **JCY** | Crop Yield Outlook (production + concentration + weather) |
| **JLE** | Livestock Efficiency (FCR + growth + export diversification) |
| **JAQ** | Aquaculture Score (FCR + growth + concentration + climate) |
| **JFS** | Food Security Index (self-sufficiency + imports + staples + stockpile) |
| **JPM** | Price Momentum (YoY + MoM + cycle position + supply tightness) |
| **JTR** | Trade Risk (exporter/importer concentration + geopolitical flags) |

#### Commodity coverage

**Crops (12):** soybeans, corn, wheat, rice, coffee, sugarcane, cotton, palm_oil, barley, cocoa, sorghum, canola

**Livestock (8):** cattle, dairy_cattle, poultry_broiler, swine_pork, sheep, buffalo, eggs_poultry, goats

**Aquaculture (4):** atlantic_salmon, tilapia, shrimp, carp

**Region Presets (27):** Iowa corn, Mato Grosso soy, Indian Punjab, Sahel sorghum, Mekong rice, Argentine Pampas, China North Plain, Sumatra palm, Ethiopian coffee, Ivory Coast cocoa, and more

#### Usage examples

**🌟 Complete decision for any lat/lng:**
```json
{
  "mode": "farm_decision_engine",
  "latitude": -12.55,
  "longitude": -55.72,
  "commodity": "soybeans"
}
````

**🌍 Climate for any point:**

```json
{
  "mode": "farm_climate_profile",
  "latitude": 42.03,
  "longitude": -93.62
}
```

**🗺️ Climate risk for preset region:**

```json
{"mode": "regional_climate_risk", "region": "sahel_sorghum"}
```

**🌱 Global coffee outlook:**

```json
{"mode": "crop_outlook", "commodity": "coffee"}
```

**🐟 Atlantic salmon:**

```json
{"mode": "aquaculture_outlook", "commodity": "atlantic_salmon"}
```

**🍞 Most vulnerable countries:**

```json
{"mode": "food_security_dashboard", "top_n": 10, "sort_by": "vulnerable"}
```

**🌍 Food security by continent:**

```json
{"mode": "food_security_dashboard", "region_filter": "Africa", "top_n": 13}
```

#### Pricing

- **US$ 5 per 1,000 records**

#### Data sources (100% commercial-friendly)

| Source | Coverage | License |
|--------|----------|---------|
| **NASA POWER API** | Global climate by lat/lng, 40+ years | Public Domain |
| **USDA FAS PSD** | Production/trade for 200+ commodities | Public Domain |
| **FAO FAOSTAT** (derived) | Agriculture/livestock/aquaculture | derived metrics only |
| **World Bank Pink Sheet** | Monthly commodity prices | CC BY 4.0 |

#### Disclaimer

⚠️ **NOT a substitute for a local agronomist or financial advisor.** Jenko metrics are analytical signals.

***

### 🇧🇷 Português

#### O que é

API completa de decisão agrícola integrando 3 camadas:

| Camada | O que faz | Fonte |
|--------|-----------|-------|
| 🌍 **LOCAL** | Clima da fazenda (lat/lng → chuva, temperatura, drought) | NASA POWER (satélite) |
| 📊 **COMMODITY** | Produção mundial, rendimento, fluxos de comércio | USDA FAS + FAO derived |
| 💰 **MARKET** | Preços, momentum, posição de ciclo | World Bank Pink Sheet |

#### Para quem é

- 👨‍🌾 **Fazendeiros e produtores rurais** em todos os continentes
- 🐄 **Pecuaristas e produtores de leite** — análise de eficiência (JLE)
- 🐟 **Aquicultores** — JAQ para salmão, camarão, tilápia, carpa
- 🏢 **Traders, fundos macro e cooperativas** — commodities líquidas globais
- 🏛️ **Governos, agências multilaterais e ONGs** — vulnerabilidade alimentar
- 🏦 **Bancos de desenvolvimento e seguradoras agrícolas** — risco quantificado
- 🌱 **Pesquisadores, consultorias e jornalistas** — dados estruturados

#### Onde funciona

**Em qualquer lugar do planeta.** NASA POWER cobre o globo via lat/lng (grid 50km, 40+ anos histórico). Cobertura macro: **57 países em todos os continentes** — África (13), Oriente Médio (7), Ásia (13), Europa (11), Américas (11), Oceania (2).

#### 10 Modes

**🌟 Premium (1):** `farm_decision_engine` — recomendação completa

**🌍 Climate (2):** `farm_climate_profile`, `regional_climate_risk`

**📊 Outlook (3):** `crop_outlook`, `livestock_outlook`, `aquaculture_outlook`

**💰 Market & macro (4):** `food_security_dashboard`, `commodity_market_signal`, `trade_flow_analysis`, `agri_commodities_dashboard`

#### 8 Métricas Jenko proprietárias

Cada métrica retorna `score`, `verdict`, `interpretation`, `formula` (equação + tradução humana), `calculation_breakdown` (cada componente com entrada, peso, contribuição, explicação), `verdict_scale` (tiers com significado) e `example_comparison` (benchmarks).

| Métrica | O que mede |
|---------|------------|
| **JCR** | Climate Risk para uma lat/lng |
| **JGS** | Growing Score (clima vs faixa ótima do cultivo) |
| **JCY** | Crop Yield Outlook global |
| **JLE** | Livestock Efficiency (FCR + growth + export) |
| **JAQ** | Aquaculture Score |
| **JFS** | Food Security Index |
| **JPM** | Price Momentum |
| **JTR** | Trade Risk |

#### Cobertura de commodities

**Crops (12):** soybeans, corn, wheat, rice, coffee, sugarcane, cotton, palm\_oil, barley, cocoa, sorghum, canola\
**Livestock (8):** cattle, dairy\_cattle, poultry\_broiler, swine\_pork, sheep, buffalo, eggs\_poultry, goats\
**Aquaculture (4):** atlantic\_salmon, tilapia, shrimp, carp\
**Region Presets (27):** zonas agrícolas-chave globais

#### Tarifação

- **US$ 5 por 1.000 records**

#### Disclaimer

⚠️ **NÃO substitui agrônomo local ou consultor financeiro.** Métricas Jenko são sinais analíticos.

***

### 🛠️ Local development

```bash
pip install -r requirements.txt
echo '{"mode":"farm_decision_engine","latitude":-12.55,"longitude":-55.72,"commodity":"soybeans"}' > input.json
python -m src.main
```

***

Built by [Jenko Systems](https://jenkosystems.com).

# Actor input Schema

## `mode` (type: `string`):

Analysis mode. Premium: farm\_decision\_engine (lat/lng + commodity).

## `commodity` (type: `string`):

Commodity name. Crops: soybeans, corn, wheat, rice, coffee, sugarcane, cotton, palm\_oil, barley, cocoa, sorghum, canola. Livestock: cattle, dairy\_cattle, poultry\_broiler, swine\_pork, sheep, buffalo, eggs\_poultry, goats. Aquaculture: atlantic\_salmon, tilapia, shrimp, carp.

## `latitude` (type: `string`):

Latitude in decimal degrees for farm/region-specific modes. Example: -12.55 for Sorriso/Mato Grosso, 42.03 for Iowa, 46.95 for Bern/Switzerland, -29.12 for Free State/South Africa.

## `longitude` (type: `string`):

Longitude in decimal degrees. Example: -55.72 for Sorriso/MT, -93.62 for Iowa, 7.45 for Bern, 26.21 for Free State.

## `region` (type: `string`):

Pre-mapped agricultural region: iowa\_corn, mato\_grosso\_soy, ukraine\_grain, argentina\_pampas, australia\_wheat, indian\_punjab, kazakhstan\_wheat, south\_africa\_corn, european\_wheat\_belt.

## `country` (type: `string`):

Country name for food security analyses (Brazil, Egypt, China, India, etc).

## `top_n` (type: `integer`):

Number of top entries for dashboard/ranking modes.

## `sort_by` (type: `string`):

Sort order for dashboards. 'vulnerable' (food security ascending), 'secure' (descending). For markets: 'jpm\_desc' (bullish first), 'jpm\_asc' (bearish first).

## Actor input object example

```json
{
  "mode": "farm_decision_engine",
  "commodity": "soybeans",
  "latitude": "-12.55",
  "longitude": "-55.72",
  "region": "mato_grosso_soy",
  "country": "Egypt",
  "top_n": 15,
  "sort_by": "vulnerable"
}
```

# Actor output Schema

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

Dataset with Jenko metric records (JCR, JGS, JCY, JLE, JAQ, JFS, JPM, JTR) — each metric ships with formula, calculation breakdown, verdict scale, and benchmarks inline.

# 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 = {};

// Run the Actor and wait for it to finish
const run = await client.actor("jenko_systems/global-agri-decision-engine").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 = {}

# Run the Actor and wait for it to finish
run = client.actor("jenko_systems/global-agri-decision-engine").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 '{}' |
apify call jenko_systems/global-agri-decision-engine --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=jenko_systems/global-agri-decision-engine",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "Global Agri Decision Engine — Jenko Analytics",
        "description": "Decision engine for farmers, traders and governments. 3-layer intelligence: local climate (NASA satellites), production/yield outlook (USDA+FAO), and market signal (World Bank prices). Jenko proprietary metrics: JCR, JGS, JCY, JLE, JAQ, JFS, JPM, JTR.",
        "version": "1.0",
        "x-build-id": "HTryQBsKo238QSeRf"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/jenko_systems~global-agri-decision-engine/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-jenko_systems-global-agri-decision-engine",
                "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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/jenko_systems~global-agri-decision-engine/runs": {
            "post": {
                "operationId": "runs-sync-jenko_systems-global-agri-decision-engine",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/jenko_systems~global-agri-decision-engine/run-sync": {
            "post": {
                "operationId": "run-sync-jenko_systems-global-agri-decision-engine",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": [
                    "mode"
                ],
                "properties": {
                    "mode": {
                        "title": "Analysis Mode",
                        "enum": [
                            "farm_decision_engine",
                            "farm_climate_profile",
                            "regional_climate_risk",
                            "crop_outlook",
                            "livestock_outlook",
                            "aquaculture_outlook",
                            "food_security_dashboard",
                            "commodity_market_signal",
                            "trade_flow_analysis",
                            "agri_commodities_dashboard"
                        ],
                        "type": "string",
                        "description": "Analysis mode. Premium: farm_decision_engine (lat/lng + commodity).",
                        "default": "farm_decision_engine"
                    },
                    "commodity": {
                        "title": "Commodity",
                        "type": "string",
                        "description": "Commodity name. Crops: soybeans, corn, wheat, rice, coffee, sugarcane, cotton, palm_oil, barley, cocoa, sorghum, canola. Livestock: cattle, dairy_cattle, poultry_broiler, swine_pork, sheep, buffalo, eggs_poultry, goats. Aquaculture: atlantic_salmon, tilapia, shrimp, carp."
                    },
                    "latitude": {
                        "title": "Latitude",
                        "type": "string",
                        "description": "Latitude in decimal degrees for farm/region-specific modes. Example: -12.55 for Sorriso/Mato Grosso, 42.03 for Iowa, 46.95 for Bern/Switzerland, -29.12 for Free State/South Africa."
                    },
                    "longitude": {
                        "title": "Longitude",
                        "type": "string",
                        "description": "Longitude in decimal degrees. Example: -55.72 for Sorriso/MT, -93.62 for Iowa, 7.45 for Bern, 26.21 for Free State."
                    },
                    "region": {
                        "title": "Region preset (for regional_climate_risk)",
                        "type": "string",
                        "description": "Pre-mapped agricultural region: iowa_corn, mato_grosso_soy, ukraine_grain, argentina_pampas, australia_wheat, indian_punjab, kazakhstan_wheat, south_africa_corn, european_wheat_belt."
                    },
                    "country": {
                        "title": "Country",
                        "type": "string",
                        "description": "Country name for food security analyses (Brazil, Egypt, China, India, etc)."
                    },
                    "top_n": {
                        "title": "Top N results",
                        "minimum": 3,
                        "maximum": 50,
                        "type": "integer",
                        "description": "Number of top entries for dashboard/ranking modes.",
                        "default": 15
                    },
                    "sort_by": {
                        "title": "Sort order",
                        "type": "string",
                        "description": "Sort order for dashboards. 'vulnerable' (food security ascending), 'secure' (descending). For markets: 'jpm_desc' (bullish first), 'jpm_asc' (bearish first)."
                    }
                }
            },
            "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```