地球资源数据云——数据资源详情
精神障碍分类
该数据集《Mental Disorder Classification》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：A Collection of 120 Psychology Patients with 17 Essential Symptoms to Diagnose 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：Dataset - Mental - Disorders.csv。 A Collection of 120 Psychology Patients with 17 Essential Symptoms to Diagnose Mania Bipolar Disorder, Depressive Bipolar Disorder, Major Depressive Disorder, and Normal Individuals. The dataset contains the 17 essential symptoms psychiatrists use to diagnose the described disorders. The behavioral symptoms are considered the levels of patients Sadness, Exhaustness, Euphoric, Sleep disorder, Mood swings, Suicidal thoughts, Anorexia, Anxiety, Try - explaining, Nervous breakdown, Ignore & Move - on, Admitting mistakes, Overthinking, Aggressive response, Optimism, Sexual activity, and Concentration in a Comma Separated Value (CSV) format. The Normal category refer to the individuals using therapy time for specialized counseling, personal development, and life skill enrichments. While such individuals may also have minor mental problems, they differ from those suffering from Major Depressive Disorder and Bipolar Disorder.
摘要概览
该数据集《Mental Disorder Classification》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：A Collection of 120 Psychology Patients with 17 Essential Symptoms to Diagnose
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：Dataset - Mental - Disorders.csv。
A Collection of 120 Psychology Patients with 17 Essential Symptoms to Diagnose Mania Bipolar Disorder, Depressive Bipolar Disorder, Major Depressive Disorder, and Normal Individuals. The dataset contains the 17 essential symptoms psychiatrists use to diagnose the described disorders.
The behavioral symptoms are considered the levels of patients Sadness, Exhaustness, Euphoric, Sleep disorder, Mood swings, Suicidal thoughts, Anorexia, Anxiety, Try - explaining, Nervous breakdown, Ignore & Move - on, Admitting mistakes, Overthinking, Aggressive response, Optimism, Sexual activity, and Concentration in a Comma Separated Value (CSV) format.
The Normal category refer to the individuals using therapy time for specialized counseling, personal development, and life skill enrichments. While such individuals may also have minor mental problems, they differ from those suffering from Major Depressive Disorder and Bipolar Disorder.