按摩椅使用者健康评分数据

系统将通过使用者在使用时的心率、血氧、焦虑指数、微循环、疲劳指数、呼吸率等相关数据，对使用者进行健康进行评分，并定向推送按摩程序。同时，公司内部技术人员可根据相关数据，进行针对性的按摩程序开发及产品研发。消费者可以通过平台附带的APP，建立家庭成员信息，了解家庭人员的健康档案及评分。1、确定每个指标的权重：根据每个指标对整体健康的影响程度，分配一个权重。健康评分总分为100分，其中，心率的权重为30，血氧的权重为60，微循环的权重为5、疲劳指数的权重为5。
2、标准化值:由于各个健康指标的量纲不同，需要将它们标准化到一个统一的量纲。可以通过如下方法进行标准化：标准化值=1-|（实际值 -中间值）|/（最大值 - 最小值）；
3、实际值为测量值；公司根据大量的数据对比，对每一个指标确定最大值，最小值，中间值，由此计算每个指标的标准化值。
4、计算健康评分:使用每个指标的标准化值和其对应的权重，计算加权值。健康评分=标准化值（心率）×30+标准化值（血氧）×60+标准化值（微循环）×5+标准化值（疲劳指数）×5。

The system will generate health scores for users and deliver targeted massage programs based on real-time collected data including heart rate, blood oxygen saturation, anxiety index, microcirculation, fatigue index, respiratory rate and other relevant metrics during product usage. Meanwhile, internal technical personnel of the company can develop targeted massage programs and conduct product R&D based on these data. Consumers can establish family member profiles via the platform's accompanying APP, and access family members' health records and corresponding scores.

1. Determine indicator weights: Assign a weight value based on the degree of influence of each indicator on overall health. The total health score is capped at 100 points, with the weight of heart rate set to 30, blood oxygen saturation to 60, microcirculation to 5, and fatigue index to 5.
2. Standardization processing: Since different health indicators have inconsistent measurement units (dimensions), they need to be standardized to a unified scale. The standardization formula is as follows:
Standardized Value = 1 - |(Actual Value - Median Value)| / (Maximum Value - Minimum Value)
3. Actual value refers to the directly measured data. The company determines the maximum, minimum and median values for each indicator based on a large volume of comparative data, thereby calculating the standardized value for each indicator.
4. Calculate final health score: Use the standardized value and corresponding weight of each indicator to compute the weighted sum. The final health score is calculated as:
Health Score = Standardized Value (Heart Rate) × 30 + Standardized Value (Blood Oxygen Saturation) × 60 + Standardized Value (Microcirculation) × 5 + Standardized Value (Fatigue Index) × 5

搜集汇总

数据集介绍

特点

该数据集包含按摩椅使用者的多项健康指标数据，如心率、血氧、微循环和疲劳指数，并通过标准化处理和加权计算得出健康评分，用于产品研发和健康管理。