智能床用户睡眠无报告原因数据

以智能床用户无报告原因为基础，可以在多个场景中应用：1）用户设备状况评估：通过分析无报告产生原因可以评估用户设备的基本情况，当用户设备较差时，有可能会产生无报告，可以及时处理；2）程序缺陷评估：通过分析无报告产生原因可以评估程序的缺陷，相关人员可快速定位及修复，减少对用户的影响。用户睡觉数据收集的基础是智能床行业发展中不可或缺的一部分，它不仅能帮助企业不断改进产品和服务，还能推动整个行业的健康发展和技术进步。同时，这也要求行业在收集和使用这些数据时要严格遵守相关的法律法规，确保用户的隐私得到充分的保护。在大量个人睡眠数据的基础上，标准化的数据格式方便数据的交流和互通，后期进一步设计加密的数据格式，行业可以制定出更加科学合理的标准和规范。利用智能床的传感器，以2分钟做时间窗，收集用户当晚入睡时长、离床时长以及信号质量数据。其中，睡眠时长表示用户从入睡到醒来的时间长度（单位：分钟），离床时长表示用户夜间离床或者设备短时异常的总时长（单位：分钟），信号质量数值越大表示数据可信度越大。如果用户当晚睡眠时长小于120分钟，那么就认定无报告（入睡过短），代码为1001；如果离床时长大于180分钟，那么认定为无报告（离床过长），代码为1002；如果信号质量小于0.7，那么认定为无报告（数据质量较差），代码为1003；如果上述指标均为0，那么表示为设备离线，代码为1000。倘若出现多个无报告代码，只需输出一个，那么按照设备离线、睡眠时长、离床时长、信号质量这样的优先级输出。

This dataset, based on the reasons for no reporting from smart bed users, can be applied in multiple scenarios:
1) User device status assessment: By analyzing the causes of no reporting, the basic status of user devices can be evaluated. When user devices are in poor condition, no reporting may occur, allowing timely handling;
2) Program defect assessment: By analyzing the causes of no reporting, program defects can be evaluated, enabling relevant personnel to quickly locate and fix them, thereby reducing the impact on users.

Collecting user sleep data is an indispensable part of the development of the smart bed industry. It not only helps enterprises continuously improve their products and services, but also promotes the healthy development and technological progress of the entire industry. Meanwhile, this requires the industry to strictly comply with relevant laws and regulations when collecting and using such data, so as to ensure that user privacy is fully protected.

Based on massive individual sleep data, standardized data formats facilitate data exchange and interconnection. With further design of encrypted data formats in the later stage, the industry can develop more scientific and rational standards and specifications.

Using the sensors of smart beds, with a 2-minute time window, data on the user's sleep duration that night, time away from bed, and signal quality are collected. Among these, sleep duration refers to the length of time from the user falling asleep to waking up (unit: minute); time away from bed refers to the total duration of the user leaving the bed at night or short-term device abnormalities (unit: minute); the larger the signal quality value, the higher the data credibility.

If the user's sleep duration that night is less than 120 minutes, it is determined as no reporting (too short sleep) with code 1001; if the time away from bed exceeds 180 minutes, it is determined as no reporting (too long away from bed) with code 1002; if the signal quality is less than 0.7, it is determined as no reporting (poor data quality) with code 1003; if all the above indicators are 0, it indicates device offline with code 1000. If multiple no reporting codes are triggered, only one code should be output, following the priority order: device offline, sleep duration, time away from bed, and signal quality.

搜集汇总

数据集介绍

特点

该数据集包含智能床用户睡眠无报告原因数据，涵盖用户ID、睡眠时长、离床时长、信号质量等关键字段，规模为1001条，每日更新。主要用于评估用户设备状况和程序缺陷，通过传感器数据判断无报告原因，如入睡过短、离床过长或数据质量较差等。