Ambee Influenza-Like Illness (ILI) Data – Forecast

**Overview**

Ambee’s ILI dataset provides forecasts of influenza-like illness risk using a combination of health surveillance signals, historical trends, and environmental data. Updated daily, the dataset delivers 4-week forward forecasts in a consistent weekly format across the US and parts of Europe.

**Use cases**

- Pharmaceutical demand planning
- Public health monitoring and preparedness
- Retail demand forecasting for flu-related products
- Digital health personalization
- Workforce health risk monitoring

**Sample fields**

ili_risk: Minimal, Low, Moderate, High, Very High

**Tables included**

ILI_forecast_4week

**Benefits to Databricks Marketplace users**

- Instantly available: Accessible within Databricks for analytics and ML workflows.
- Forward forecasts: Weekly risk outlooks up to 4 weeks.
- Risk classification: Minimal, Low, Moderate, High, and Very High
- Consistent schema: Unified schema for ease of integration.
- Analytics-ready: Supports pharmaceutical demand planning, public health preparedness, and wellness applications.

**数据集概览**
Ambee流感样疾病（Influenza-like Illness，ILI）数据集结合健康监测信号、历史趋势与环境数据，提供流感样疾病风险预测。该数据集每日更新，以统一的周度格式为美国及欧洲部分地区提供为期4周的远期风险预测。

**应用场景**
- 制药需求规划
- 公共卫生监测与应急准备
- 流感相关产品零售需求预测
- 数字健康个性化服务
- 员工健康风险监测

**示例字段**
ili_risk：极低、低、中等、高、极高

**包含数据表**
ILI_forecast_4week

**面向Databricks Marketplace用户的优势**
- 即时可用：可直接在Databricks平台中用于分析与机器学习工作流。
- 远期预测：提供最长达4周的周度风险展望。
- 风险分级：涵盖极低、低、中等、高、极高五级风险分类。
- 架构统一：采用统一的标准化架构，便于集成对接。
- 分析就绪：可直接应用于制药需求规划、公共卫生应急准备及健康类应用开发等场景。

搜集汇总

背景与挑战

背景概述

该数据集通过整合健康监测信号和历史环境数据，提供美欧地区未来4周的流感样疾病风险每日预测，包含五级风险分类。其标准化结构和分析就绪特性支持医药需求规划、公共卫生监测等应用场景。