地球资源数据云——数据资源详情
社交媒体与生产力
该数据集《Social Media vs Productivity》主要用于多分类任务，数据形态以表格为主，应用场景偏向医疗健康。 题目说明：Impact of Social Media Usage on Individual Productivity 任务类型：表格多分类。 建议流程：先做缺失值/异常值处理与特征编码，再比较逻辑回归、随机森林、XGBoost。 评估建议：使用分层切分或交叉验证，优先关注 F1、Recall、AUC 等分类指标。 可用文件：social_media_vs_productivity.csv。 Social Media vs Productivity — Realistic Behavioral Dataset (30,000 Users) This dataset explores how daily digital habits — including social media usage, screen time, and notification exposure — relate to individual productivity, stress, and well - being. What’s Inside? The dataset contains 30,000 real - world - style records simulating behavioral patterns of people with various jobs, social habits, and lifestyle choices. The goal is to understand how different digital behaviors correlate with perceived and actual productivity. Why This Dataset is Valuable Designed for real - world ML workflows
摘要概览
该数据集《Social Media vs Productivity》主要用于多分类任务，数据形态以表格为主，应用场景偏向医疗健康。 题目说明：Impact of Social Media Usage on Individual Productivity
任务类型：表格多分类。
建议流程：先做缺失值/异常值处理与特征编码，再比较逻辑回归、随机森林、XGBoost。
评估建议：使用分层切分或交叉验证，优先关注 F1、Recall、AUC 等分类指标。
可用文件：social_media_vs_productivity.csv。
Social Media vs Productivity — Realistic Behavioral Dataset (30,000 Users)
This dataset explores how daily digital habits — including social media usage, screen time, and notification exposure — relate to individual productivity, stress, and well - being.
What’s Inside? The dataset contains 30,000 real - world - style records simulating behavioral patterns of people with various jobs, social habits, and lifestyle choices. The goal is to understand how different digital behaviors correlate with perceived and actual productivity.
Why This Dataset is Valuable
Designed for real - world ML workflows