:grinning:Unlock the secrets of student stress with our easy-to-understand dataset! Dive into real-life factors like sleep quality, study load, and even bullying. Discover how the environment or even friendships can impact stress. Perfect for beginners eager to explore and make a difference. Start your data journey with us and uncover stories that matter!
:grinning:This dataset contains around 20 features that create the most impact on the Stress of a Student. The features are selected scientifically considering 5 major factors, they are Psychological, Physiological, Social, Environmental, and Academic Factors. Some of them are:
Psychological Factors => 'anxiety_level', 'self_esteem', 'mental_health_history', 'depression',
Physiological Factors => 'headache', 'blood_pressure', 'sleep_quality', 'breathing_problem
Environmental Factors => 'noise_level', 'living_conditions', 'safety', 'basic_needs',
Academic Factors => 'academic_performance', 'study_load', 'teacher_student_relationship', 'future_career_concerns',
Social Factor => 'social_support', 'peer_pressure', 'extracurricular_activities', 'bullying'
Task for the beginners:
Time to rise and shine. Best of Luck. Comment down your notebook, if you are able to solve them.
Descriptive Statistics:
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How many students are in the dataset?
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What is the average anxiety level of students in the dataset?
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How many students have reported a history of mental health issues?
Psychological Factors:
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How many students have a self-esteem level below the average?
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What percentage of students have reported experiencing depression?
Physiological Factors:
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How many students experience headaches frequently?
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What is the average blood pressure reading among the students?
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How many students rate their sleep quality as poor?
Environmental Factors:
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How many students live in conditions with high noise levels?
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What percentage of students feel unsafe in their living conditions?
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How many students have reported not having their basic needs met?
Academic Factors:
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How many students rate their academic performance as below average?
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What is the average study load reported by students?
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How many students have concerns about their future careers?
Social Factors:
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How many students feel they have strong social support?
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What percentage of students have experienced bullying?
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How many students participate in extracurricular activities?
Comparative Analysis:
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Is there a correlation between anxiety level and academic performance?
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Do students with poor sleep quality also report higher levels of depression?
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Are students who experience bullying more likely to have a history of mental health issues?
General Exploration:
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Which factor (Psychological, Physiological, Environmental, Academic, Social) has the highest number of students reporting negative experiences or conditions?
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Are there any noticeable trends or patterns when comparing different factors?
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Which specific feature within each factor has the most significant impact on student stress, based on the dataset?