Datasets:

ag00dman
/

student-depression-analysis

id int64	Gender string	Age float64	City string	Profession string	Academic Pressure float64	CGPA float64	Study Satisfaction float64	Sleep Duration string	Dietary Habits string	Degree string	Have you ever had suicidal thoughts ? string	Work/Study Hours float64	Financial Stress float64	Family History of Mental Illness string	Depression int64
2	Male	33	Visakhapatnam	Student	5	8.97	2	5-6 hours	Healthy	B.Pharm	Yes	3	1	No	1
8	Female	24	Bangalore	Student	2	5.9	5	5-6 hours	Moderate	BSc	No	3	2	Yes	0
26	Male	31	Srinagar	Student	3	7.03	5	Less than 5 hours	Healthy	BA	No	9	1	Yes	0
30	Female	28	Varanasi	Student	3	5.59	2	7-8 hours	Moderate	BCA	Yes	4	5	Yes	1
32	Female	25	Jaipur	Student	4	8.13	3	5-6 hours	Moderate	M.Tech	Yes	1	1	No	0
33	Male	29	Pune	Student	2	5.7	3	Less than 5 hours	Healthy	PhD	No	4	1	No	0
52	Male	30	Thane	Student	3	9.54	4	7-8 hours	Healthy	BSc	No	1	2	No	0
56	Female	30	Chennai	Student	2	8.04	4	Less than 5 hours	Unhealthy	Class 12	No	0	1	Yes	0
59	Male	28	Nagpur	Student	3	9.79	1	7-8 hours	Moderate	B.Ed	Yes	12	3	No	1
62	Male	31	Nashik	Student	2	8.38	3	Less than 5 hours	Moderate	LLB	Yes	2	5	No	1
83	Male	24	Nagpur	Student	3	6.1	3	5-6 hours	Moderate	Class 12	Yes	11	1	Yes	1
91	Male	33	Vadodara	Student	3	7.03	4	Less than 5 hours	Healthy	BE	Yes	10	2	Yes	0
94	Male	27	Kalyan	Student	5	7.04	1	Less than 5 hours	Moderate	M.Tech	No	10	1	Yes	1
100	Female	19	Rajkot	Student	2	8.52	4	Less than 5 hours	Unhealthy	Class 12	No	6	2	Yes	0
103	Female	19	Kalyan	Student	5	5.64	5	Less than 5 hours	Moderate	Class 12	Yes	4	5	Yes	1
106	Male	29	Srinagar	Student	3	8.58	3	More than 8 hours	Moderate	M.Tech	Yes	10	2	Yes	1
120	Male	25	Nashik	Student	5	6.51	2	Less than 5 hours	Unhealthy	M.Ed	Yes	2	5	Yes	1
132	Female	20	Ahmedabad	Student	5	7.25	3	5-6 hours	Healthy	Class 12	Yes	10	3	No	1
139	Male	19	Chennai	Student	2	7.83	2	7-8 hours	Unhealthy	Class 12	No	6	3	No	0
145	Male	25	Kalyan	Student	3	9.93	3	5-6 hours	Moderate	B.Ed	No	8	3	Yes	1
161	Male	29	Kolkata	Student	3	8.74	4	5-6 hours	Moderate	B.Ed	Yes	1	1	No	0
162	Male	29	Kolkata	Student	3	6.73	3	7-8 hours	Moderate	M.Tech	No	0	1	No	0
166	Female	25	Ahmedabad	Student	3	5.57	3	More than 8 hours	Unhealthy	MSc	Yes	10	5	No	1
172	Male	23	Thane	Student	1	8.59	4	7-8 hours	Healthy	BHM	No	11	3	No	0
173	Male	18	Bangalore	Student	4	7.1	3	More than 8 hours	Unhealthy	Class 12	Yes	11	5	Yes	1
176	Female	20	Mumbai	Student	5	8.58	5	7-8 hours	Moderate	Class 12	No	2	2	Yes	1
186	Male	31	Ahmedabad	Student	2	6.08	5	7-8 hours	Moderate	LLB	Yes	3	3	Yes	1
193	Male	25	Lucknow	Student	3	7.25	3	More than 8 hours	Unhealthy	M.Ed	Yes	10	5	No	1
208	Male	33	Indore	Student	5	5.74	2	Less than 5 hours	Moderate	M.Pharm	No	8	3	Yes	0
214	Male	28	Kalyan	Student	3	9.86	3	7-8 hours	Unhealthy	M.Pharm	Yes	11	2	No	1
222	Male	18	Surat	Student	4	6.7	5	Less than 5 hours	Moderate	Class 12	Yes	5	4	Yes	1
232	Male	18	Visakhapatnam	Student	2	6.21	3	5-6 hours	Unhealthy	Class 12	Yes	4	2	No	1
239	Male	21	Jaipur	Student	1	7.25	1	Less than 5 hours	Healthy	MCA	Yes	7	2	No	0
240	Female	31	Kalyan	Student	1	5.87	3	7-8 hours	Healthy	PhD	No	8	4	Yes	0
242	Male	21	Surat	Student	1	8.04	3	More than 8 hours	Healthy	MA	No	0	3	Yes	0
253	Female	25	Ludhiana	Student	1	6.37	3	7-8 hours	Moderate	B.Pharm	Yes	2	2	No	0
255	Female	21	Bhopal	Student	5	9.72	2	5-6 hours	Moderate	B.Com	Yes	0	4	Yes	1
263	Male	28	Srinagar	Student	5	5.88	3	7-8 hours	Unhealthy	BCA	Yes	9	1	Yes	0
270	Male	28	Thane	Student	1	9.56	2	7-8 hours	Unhealthy	MD	No	6	3	No	0
273	Male	25	Meerut	Student	3	6.51	4	7-8 hours	Unhealthy	B.Pharm	Yes	3	4	No	1
274	Female	20	Thane	Student	3	6.99	2	7-8 hours	Moderate	Class 12	Yes	11	5	Yes	1
277	Male	23	Agra	Student	2	6.1	4	5-6 hours	Unhealthy	MSc	Yes	10	1	Yes	0
280	Male	19	Agra	Student	1	5.24	3	5-6 hours	Healthy	Class 12	Yes	2	1	No	0
285	Female	33	Ghaziabad	Student	4	9.21	1	Less than 5 hours	Unhealthy	MBA	Yes	10	5	Yes	1
294	Female	23	Chennai	Student	1	7.85	4	More than 8 hours	Unhealthy	BE	No	12	5	No	0
301	Male	22	Lucknow	Student	1	9.93	1	7-8 hours	Unhealthy	B.Ed	No	10	1	No	0
303	Female	19	Meerut	Student	2	6.95	2	Less than 5 hours	Healthy	Class 12	Yes	2	3	Yes	0
305	Female	30	Hyderabad	Student	1	5.86	3	Less than 5 hours	Healthy	BSc	No	1	4	Yes	0
310	Male	21	Kalyan	Student	3	7.04	3	Less than 5 hours	Unhealthy	MSc	No	1	5	Yes	0
312	Female	19	Rajkot	Student	5	6.99	5	More than 8 hours	Healthy	Class 12	Yes	0	4	Yes	1
315	Male	23	Kalyan	Student	3	7.92	3	Less than 5 hours	Moderate	B.Com	No	10	4	Yes	0
316	Female	23	Vasai-Virar	Student	5	9.66	1	7-8 hours	Healthy	BHM	Yes	12	5	Yes	1
324	Female	18	Vadodara	Student	3	5.7	5	5-6 hours	Unhealthy	Class 12	Yes	11	4	No	1
328	Male	28	Srinagar	Student	4	8.94	1	7-8 hours	Unhealthy	M.Pharm	Yes	12	1	Yes	1
335	Male	24	Hyderabad	Student	2	8.04	3	5-6 hours	Unhealthy	M.Tech	No	8	1	No	0
336	Female	33	Srinagar	Student	1	9.71	1	More than 8 hours	Healthy	B.Com	Yes	5	2	No	0
337	Female	20	Kalyan	Student	3	8.04	2	5-6 hours	Moderate	Class 12	Yes	7	3	No	1
340	Male	23	Kalyan	Student	5	7.87	1	7-8 hours	Moderate	BSc	Yes	11	4	Yes	1
343	Male	23	Pune	Student	5	5.74	1	5-6 hours	Healthy	BA	Yes	11	4	Yes	1
347	Female	24	Ludhiana	Student	3	5.6	1	Less than 5 hours	Healthy	MBBS	Yes	9	2	No	1
348	Male	25	Jaipur	Student	5	9.21	1	5-6 hours	Unhealthy	BSc	No	7	3	Yes	0
351	Female	24	Bhopal	Student	4	7.9	3	5-6 hours	Moderate	MBBS	Yes	3	5	No	1
367	Female	24	Kolkata	Student	3	5.46	4	7-8 hours	Moderate	BSc	Yes	10	5	No	1
370	Male	31	Nashik	Student	1	6.79	5	More than 8 hours	Unhealthy	MCA	Yes	0	3	Yes	0
381	Male	20	Thane	Student	5	8.7	4	Less than 5 hours	Unhealthy	Class 12	Yes	4	5	Yes	1
385	Male	21	Ludhiana	Student	2	7.38	5	Less than 5 hours	Healthy	MA	Yes	2	5	No	1
392	Male	25	Kanpur	Student	1	8.5	3	7-8 hours	Moderate	BA	Yes	11	4	Yes	0
398	Male	19	Mumbai	Student	2	7.09	4	7-8 hours	Healthy	Class 12	No	11	1	Yes	0
407	Female	34	Surat	Student	3	9.82	3	More than 8 hours	Healthy	MSc	Yes	12	5	No	0
408	Male	24	Agra	Student	1	8.89	4	5-6 hours	Healthy	M.Tech	No	10	2	No	0
414	Male	33	Hyderabad	Student	5	7.94	3	Less than 5 hours	Moderate	B.Ed	No	8	1	No	0
420	Male	32	Patna	Student	3	9.11	5	7-8 hours	Moderate	MBBS	Yes	5	5	Yes	1
421	Male	18	Bhopal	Student	3	6.75	4	7-8 hours	Moderate	Class 12	Yes	6	4	No	1
423	Female	31	Indore	Student	1	7.53	4	Less than 5 hours	Unhealthy	M.Com	Yes	7	1	Yes	0
425	Female	25	Kalyan	Student	3	9.49	5	7-8 hours	Healthy	BHM	No	9	2	No	0
429	Male	20	Surat	Student	1	9.01	4	5-6 hours	Unhealthy	Class 12	No	3	3	No	0
441	Male	31	Ghaziabad	Student	2	7.64	1	7-8 hours	Unhealthy	MSc	No	0	1	Yes	0
447	Male	24	Surat	Student	5	5.27	1	7-8 hours	Unhealthy	MD	Yes	6	3	Yes	1
454	Male	24	Lucknow	Student	5	8.74	2	Less than 5 hours	Unhealthy	B.Pharm	Yes	8	4	No	1
455	Female	23	Rajkot	Student	5	6	2	5-6 hours	Healthy	MSc	No	0	3	Yes	1
457	Female	25	Varanasi	Student	2	9.44	1	More than 8 hours	Moderate	BSc	Yes	7	3	Yes	1
464	Male	25	Srinagar	Student	2	5.75	3	More than 8 hours	Unhealthy	BSc	Yes	5	5	Yes	1
467	Female	25	Ghaziabad	Student	1	7.51	2	More than 8 hours	Moderate	B.Arch	Yes	7	1	Yes	0
475	Female	28	Kalyan	Student	2	6.37	1	5-6 hours	Unhealthy	BE	Yes	4	5	No	1
477	Female	20	Ahmedabad	Student	4	6.95	4	More than 8 hours	Unhealthy	Class 12	Yes	12	5	No	1
484	Female	24	Faridabad	Student	1	7.1	5	Less than 5 hours	Moderate	LLM	Yes	6	5	No	1
487	Male	23	Ludhiana	Student	1	9.66	4	5-6 hours	Moderate	B.Tech	No	12	3	No	0
491	Male	19	Pune	Student	3	9.05	1	More than 8 hours	Moderate	Class 12	No	1	5	No	1
494	Female	24	Hyderabad	Student	3	6.38	3	Less than 5 hours	Healthy	MCA	No	11	4	Yes	1
503	Female	34	Surat	Student	2	8.5	5	More than 8 hours	Unhealthy	BSc	No	1	2	Yes	0
508	Female	25	Ghaziabad	Student	2	7.09	4	5-6 hours	Healthy	B.Arch	No	8	4	Yes	0
509	Male	28	Nashik	Student	1	8.97	2	7-8 hours	Unhealthy	BBA	No	3	4	No	0
510	Female	27	Bhopal	Student	3	8.95	1	More than 8 hours	Healthy	BBA	Yes	4	4	Yes	1
522	Male	22	Pune	Student	2	9.88	4	More than 8 hours	Healthy	BSc	No	0	2	Yes	0
523	Male	27	Kolkata	Student	4	6.75	1	5-6 hours	Healthy	BHM	Yes	10	4	No	0
525	Female	34	Hyderabad	Student	3	5.32	3	7-8 hours	Unhealthy	B.Tech	Yes	7	4	Yes	1
529	Male	22	Nagpur	Student	4	6.27	4	5-6 hours	Moderate	B.Com	Yes	10	3	No	1
530	Male	23	Lucknow	Student	3	7.7	2	More than 8 hours	Unhealthy	M.Com	No	11	3	Yes	0
534	Male	24	Kalyan	Student	3	9.66	1	Less than 5 hours	Healthy	M.Pharm	Yes	9	1	Yes	1
535	Male	21	Delhi	Student	5	8.1	1	More than 8 hours	Moderate	B.Arch	Yes	9	3	No	1

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Assignment #1: EDA & Dataset

Predicting and Preventing Student Depression

Student: Amit Goodman
Program: Economics & Entrepreneurship, Reichman University (RUNI)
Date: March 2026

Project Overview

In this project, I explore the "Student Depression Dataset" to build a narrative around student well-being. By analyzing academic pressure, financial stress, and lifestyle habits, I aim to identify predictable risk factors and uncover actionable protective measures.

Data Handling & Quality Protocol

To ensure a high-quality analysis, I developed a strict cleaning protocol executed directly within the project notebook. While the source CSV remains in its original state, the following steps are performed via code to prepare the data for analysis:

Outlier Removal: I identify and remove rows with a 0.0 CGPA, treating them as data entry errors.
Domain Filtering: I restrict the dataset to the Student profession to keep the focus contextually relevant to academic life.
Missing Value Management: I address the negligible 0.01% of missing values in Financial Stress and drop irrelevant identifiers like id.

Exploratory Data Analysis (EDA)

1. Defining the Problem

I began by analyzing the distribution of depression within the student population to understand the scope of the challenge.

2. The Primary Risk Factors: Pressure & Finance

I focused on the intersection of academic and economic stress. My analysis shows a direct correlation between these stressors and mental health outcomes.

Key Insight: Academic Pressure and Financial Stress emerged as the most significant predictors, showing a high density of depression cases at the upper levels of these scales.

3. The Protective Buffers: Satisfaction & Lifestyle

I looked for "Actionable Measures" - factors that can mitigate these risks.

The Resolution (Conclusion)

The data reveals that the relationship between lifestyle and mental health is more complex than a simple "more is better" rule.

My Key Findings:

The High-Risk Extreme: Students sleeping less than 5 hours are at the absolute highest risk of depression.
The Sleep Paradox: Interestingly, the data indicates that students in the 7-8 hour bracket actually have a higher rate of depression than those in the 5-6 hour bracket. This suggests that in this specific population, standard sleep duration might correlate with other depressive symptoms like lethargy.
Satisfaction Matters: High Study Satisfaction acts as a primary protective factor, even when academic pressure is high.
Actionable Advice: To lower the statistical risk of depression, my findings suggest prioritizing a healthy diet, ensuring high alignment with one's academic path, and avoiding the "extreme low" of sleep (<5 hours).

Files in this Repository

Student_Depression_Dataset.csv: The raw, original dataset used for this project.
Assignment_1_EDA_&_Dataset_Amit_Goodman.ipynb: The complete Python analysis, including the data cleaning scripts, visualizations, and insights.
Assignment #1 - EDA & Dataset - Amit Goodman.mov: The project presentation video.

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