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project_argument/.ipynb_checkpoints/argument-checkpoint.ipynb
ilmabura a74bdff608 Completed the argument project
I'm happy that i chose a dataset that actually had findings and I asked the right questions. Sometimes it's easy to hit a dead end
because of the data or the lack of proper research question.
I tried to use some libraries like scipy and sklearn, but it wouldn't import. I would like to learn why that happened.
2025-11-11 14:33:18 -05:00

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{
"cells": [
{
"cell_type": "markdown",
"id": "worldwide-blood",
"metadata": {},
"source": [
"# Introduction"
]
},
{
"cell_type": "markdown",
"id": "understanding-numbers",
"metadata": {},
"source": [
"This research explores how students daily lifestyle habits—such as study hours, sleep, physical activity, and social engagement—relate to their academic performance and stress levels. By analyzing patterns in a large dataset of self-reported behaviors and outcomes, the study aims to identify which habits most strongly influence GPA and well-being. The findings may offer practical insights for students seeking to balance productivity with personal wellness. \n",
"\n",
"It is important to study this because academic success is often viewed through the narrow lens of study hours alone, while other lifestyle factors may play equally significant roles. As students navigate demanding academic environments, understanding how their choices outside the classroom impact their GPA and well-being can lead to more effective support systems and healthier routines. Im interested in this question because I want to be able to bridge academic performance with holistic wellness, offer insights that could inform school policies, counseling programs, and personal time management strategies. This topic resonates with broader conversations about student mental health and the importance of balance in education. By analyzing these relationships we can move beyond anecdotal advice and provide evidence-based recommendations."
]
},
{
"cell_type": "markdown",
"id": "greater-circular",
"metadata": {},
"source": [
"## Overarching Question: How do students daily lifestyle habits—such as study time, sleep, physical activity, and social engagement—affect their academic performance and stress levels?"
]
},
{
"cell_type": "markdown",
"id": "appreciated-testimony",
"metadata": {},
"source": [
"This question is important because academic success is often viewed through the narrow lens of study hours alone, while other lifestyle factors may play equally significant roles. As students navigate demanding academic environments, understanding how their choices outside the classroom impact their GPA and well-being can lead to more effective support systems and healthier routines. Im interested in this question because I want to be able to bridge academic performance with holistic wellness, offer insights that could inform school policies, counseling programs, and personal time management strategies. This topic resonates with broader conversations about student mental health and the importance of balance in education. By analyzing these relationships we can move beyond anecdotal advice and provide evidence-based recommendations."
]
},
{
"cell_type": "markdown",
"id": "permanent-pollution",
"metadata": {},
"source": [
"# Data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "technical-evans",
"metadata": {},
"outputs": [],
"source": [
"#Include any import statements you will need\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import numpy as np\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "overhead-sigma",
"metadata": {},
"outputs": [],
"source": [
"file_name = \"student_lifestyle_dataset.csv\"\n",
"dataset_path = \"data/\" + file_name\n",
"\n",
"df = pd.read_csv(dataset_path)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "heated-blade",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Student_ID</th>\n",
" <th>Study_Hours_Per_Day</th>\n",
" <th>Extracurricular_Hours_Per_Day</th>\n",
" <th>Sleep_Hours_Per_Day</th>\n",
" <th>Social_Hours_Per_Day</th>\n",
" <th>Physical_Activity_Hours_Per_Day</th>\n",
" <th>GPA</th>\n",
" <th>Stress_Level</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>6.9</td>\n",
" <td>3.8</td>\n",
" <td>8.7</td>\n",
" <td>2.8</td>\n",
" <td>1.8</td>\n",
" <td>2.99</td>\n",
" <td>Moderate</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>5.3</td>\n",
" <td>3.5</td>\n",
" <td>8.0</td>\n",
" <td>4.2</td>\n",
" <td>3.0</td>\n",
" <td>2.75</td>\n",
" <td>Low</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>5.1</td>\n",
" <td>3.9</td>\n",
" <td>9.2</td>\n",
" <td>1.2</td>\n",
" <td>4.6</td>\n",
" <td>2.67</td>\n",
" <td>Low</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>6.5</td>\n",
" <td>2.1</td>\n",
" <td>7.2</td>\n",
" <td>1.7</td>\n",
" <td>6.5</td>\n",
" <td>2.88</td>\n",
" <td>Moderate</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5</td>\n",
" <td>8.1</td>\n",
" <td>0.6</td>\n",
" <td>6.5</td>\n",
" <td>2.2</td>\n",
" <td>6.6</td>\n",
" <td>3.51</td>\n",
" <td>High</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Student_ID Study_Hours_Per_Day Extracurricular_Hours_Per_Day \\\n",
"0 1 6.9 3.8 \n",
"1 2 5.3 3.5 \n",
"2 3 5.1 3.9 \n",
"3 4 6.5 2.1 \n",
"4 5 8.1 0.6 \n",
"\n",
" Sleep_Hours_Per_Day Social_Hours_Per_Day Physical_Activity_Hours_Per_Day \\\n",
"0 8.7 2.8 1.8 \n",
"1 8.0 4.2 3.0 \n",
"2 9.2 1.2 4.6 \n",
"3 7.2 1.7 6.5 \n",
"4 6.5 2.2 6.6 \n",
"\n",
" GPA Stress_Level \n",
"0 2.99 Moderate \n",
"1 2.75 Low \n",
"2 2.67 Low \n",
"3 2.88 Moderate \n",
"4 3.51 High "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "markdown",
"id": "continental-franklin",
"metadata": {},
"source": [
"**Data Overview**\n",
"\n",
"This [dataset](https://www.kaggle.com/datasets/steve1215rogg/student-lifestyle-dataset) was published on Kaggle by Sumit Kumar. It was created for educational and analytical purposes.The data was self-reported by students who participated in the survey through Google Forms. The form was shared with students across different educational institutions, primarily focusing on those in India and other South Asian countries, where the Cumulative GPA (CGPA) system is widely used. This ensures that the dataset is contextually relevant to the educational environment in these regions. \n",
"\n",
"The dataset contains data from 2,000 students collected via a Google Form survey. It includes information on study hours, extracurricular activities, sleep, socializing, physical activity, stress levels, and CGPA. The data covers an academic year from August 2023 to May 2024 and reflects student lifestyles. This dataset can help analyze the impact of daily habits on academic performance and student well-being.\n",
"\n",
">Number of Records: 2000 rows <br>\n",
">Number of Columns: 8 columns <br>\n",
">Column Names: Student ID, Study Hours, Extracurricular Hours, Sleep Hours, Social Hours, Physical Activity Hours, GPA, and Stress level\n",
"\n",
"We're going to clean our data a little by renaming some of the headers and getting rid of Student_ID"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "5f8b95c7-829f-43c6-beeb-1ea529efb937",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>studying</th>\n",
" <th>extracurriculars</th>\n",
" <th>sleeping</th>\n",
" <th>socializing</th>\n",
" <th>working_out</th>\n",
" <th>GPA</th>\n",
" <th>stress</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>6.9</td>\n",
" <td>3.8</td>\n",
" <td>8.7</td>\n",
" <td>2.8</td>\n",
" <td>1.8</td>\n",
" <td>2.99</td>\n",
" <td>Moderate</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>5.3</td>\n",
" <td>3.5</td>\n",
" <td>8.0</td>\n",
" <td>4.2</td>\n",
" <td>3.0</td>\n",
" <td>2.75</td>\n",
" <td>Low</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>5.1</td>\n",
" <td>3.9</td>\n",
" <td>9.2</td>\n",
" <td>1.2</td>\n",
" <td>4.6</td>\n",
" <td>2.67</td>\n",
" <td>Low</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>6.5</td>\n",
" <td>2.1</td>\n",
" <td>7.2</td>\n",
" <td>1.7</td>\n",
" <td>6.5</td>\n",
" <td>2.88</td>\n",
" <td>Moderate</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>8.1</td>\n",
" <td>0.6</td>\n",
" <td>6.5</td>\n",
" <td>2.2</td>\n",
" <td>6.6</td>\n",
" <td>3.51</td>\n",
" <td>High</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" studying extracurriculars sleeping socializing working_out GPA \\\n",
"0 6.9 3.8 8.7 2.8 1.8 2.99 \n",
"1 5.3 3.5 8.0 4.2 3.0 2.75 \n",
"2 5.1 3.9 9.2 1.2 4.6 2.67 \n",
"3 6.5 2.1 7.2 1.7 6.5 2.88 \n",
"4 8.1 0.6 6.5 2.2 6.6 3.51 \n",
"\n",
" stress \n",
"0 Moderate \n",
"1 Low \n",
"2 Low \n",
"3 Moderate \n",
"4 High "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df=df.drop('Student_ID', axis=1)\n",
"df=df.rename(columns={'Study_Hours_Per_Day':'studying', 'Extracurricular_Hours_Per_Day':'extracurriculars', 'Sleep_Hours_Per_Day':'sleeping', 'Social_Hours_Per_Day':'socializing', 'Physical_Activity_Hours_Per_Day':'working_out', 'Stress_Level':'stress'})\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"id": "infinite-instrument",
"metadata": {},
"source": [
"# Methods and Results"
]
},
{
"cell_type": "markdown",
"id": "recognized-positive",
"metadata": {},
"source": [
"### First Research Question: \n",
"## Which lifestyle factors (study hours, sleep, physical activity, social time) are most strongly correlated with GPA?"
]
},
{
"cell_type": "markdown",
"id": "graduate-palmer",
"metadata": {},
"source": [
"### Methods"
]
},
{
"cell_type": "markdown",
"id": "endless-variation",
"metadata": {},
"source": [
"*Explain how you will approach this research question below. Consider the following:* \n",
" - *Which aspects of the dataset will you use?* \n",
" - *How will you reorganize/store the data?* \n",
" - *What data science tools/functions will you use and why?* \n",
" \n",
"To explore this question, I will focus on the columns: `studying`, `extracurriculars`, `sleeping`, `working_out`, `socializing`, `GPA`. I'm leaving out `stress` because this question addresses lifestyle factors and stress isn't a habit but an outcome. <br>\n",
"\n",
"I will calculate the pearson correlation coefficient and create a heatmap that highlights the direction of the correlation using seaborn. If needed, I may need to find the spearman correlation for non-linear associations.\n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "portuguese-japan",
"metadata": {},
"source": [
"### Results "
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "negative-highlight",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"studying vs GPA → r =0.7344679806560518\n",
"sleeping vs GPA → r =-0.004278440948943774\n",
"working_out vs GPA → r =-0.341152464009962\n",
"socializing vs GPA → r =-0.08567714046513732\n",
"extracurriculars vs GPA → r =-0.03217353173983065\n"
]
}
],
"source": [
"habits=['studying','sleeping', 'working_out','socializing','extracurriculars']\n",
"heatmap_values={}\n",
"for var in habits:\n",
" x=df[var].to_numpy()\n",
" y = df['GPA'].to_numpy()\n",
" r_matrix=np.corrcoef(x,y)\n",
" corr=r_matrix [0,1]\n",
" heatmap_values[var]= corr\n",
" print(str(var)+' vs GPA → r ='+str(corr))\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "c1b4d2a7-2550-4241-b899-3e884e3e136c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(6, 4))\n",
"sns.heatmap(pd.DataFrame.from_dict(heatmap_values, orient='index', columns=['GPA']), annot=True, cmap='coolwarm', center=0)\n",
"plt.title('Correlation of Lifestyle Factors with GPA')\n",
"plt.show()\n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "collectible-puppy",
"metadata": {},
"source": [
"### Second Research Question: \n",
"## Is there a threshold of study hours beyond which GPA plateaus or declines?\n"
]
},
{
"cell_type": "markdown",
"id": "demographic-future",
"metadata": {},
"source": [
"### Methods"
]
},
{
"cell_type": "markdown",
"id": "incorporate-roller",
"metadata": {},
"source": [
"*Explain how you will approach this research question below. Consider the following:* \n",
" - *Which aspects of the dataset will you use?* \n",
" - *How will you reorganize/store the data?* \n",
" - *What data science tools/functions will you use and why?* \n",
"\n",
"To answer this question, I will focus on two key columns from the dataset: `studying` and `GPA`. These variables directly capture the relationship between time spent studying and academic performance.\n",
"I will use these variables to create visualizations and fit models. Ill begin with a scatter plot to observe the raw distribution of GPA across different study hour values. Then, Ill use Seaborns `regplot()` to add a linear regression line, and NumPys `polyfit()` to fit a second-degree polynomial curve. This will help detect any inflection point where GPA stops increasing or begins to decline. These tools allow for both visual and statistical interpretation of non-linear trends, and it makes it easier to identify a potential threshold effect. "
]
},
{
"cell_type": "markdown",
"id": "juvenile-creation",
"metadata": {},
"source": [
"### Results "
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "pursuant-surrey",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(8, 6))\n",
"sns.regplot(x='studying',y='GPA', data=df, scatter_kws={'alpha': 0.5}, line_kws={'color': 'red'})\n",
"plt.title('studying vs GPA with Regression Line')\n",
"plt.xlabel('Studying')\n",
"plt.ylabel('GPA')\n",
"plt.grid(True)\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "5238d802-b739-4e4a-a574-b055d55bcdad",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Fit a 2nd-degree polynomial (quadratic)\n",
"coeffs = np.polyfit(df['studying'], df['GPA'], deg=2)\n",
"poly_eq = np.poly1d(coeffs)\n",
"\n",
"# Generate predicted GPA values\n",
"x_vals = np.linspace(df['studying'].min(), df['studying'].max(), 100)\n",
"y_vals = poly_eq(x_vals)\n",
"\n",
"# Plot\n",
"plt.figure(figsize=(8, 6))\n",
"plt.scatter(df['studying'], df['GPA'], alpha=0.5)\n",
"plt.plot(x_vals, y_vals, color='green', label='Quadratic Fit')\n",
"plt.title('Study Hours vs GPA with Polynomial Fit')\n",
"plt.xlabel('Studying')\n",
"plt.ylabel('GPA')\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.tight_layout()\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "e910a5cc-a2d5-4410-a31a-99ee24cc4377",
"metadata": {},
"source": [
"### Third Research Question: \n",
"## How do students with high stress levels differ in lifestyle habits compared to those with low stress?\n",
"\n",
"### Methods\n",
"\n",
"*Explain how you will approach this research question below. Consider the following:* \n",
" - *Which aspects of the dataset will you use?* \n",
" - *How will you reorganize/store the data?* \n",
" - *What data science tools/functions will you use and why?*\n",
"\n",
"\n",
"For this question, we will be focusing on `stress` and categorizing `studying`, `sleeping`, `working_out`, `socializing`, `extracurriculars` bewteen low, moderate, and high stress. By doing so, I'll be capturing the possible relation between stress and lifestyle behaviors. Once I split the data into three groups, i'll comute and compare the mean and standard deviation of each lifestyle behaviors.\n",
"\n",
"I'll be using bar charts and t-tests. "
]
},
{
"cell_type": "markdown",
"id": "f37165a2-e308-4ee4-a256-333e1ced29f8",
"metadata": {},
"source": [
"### Results "
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "525417bd-73de-4c97-86b5-0aeb0d0bba7f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" High Low Moderate\n",
"studying 8.385034 5.474411 6.969585\n",
"sleeping 7.046453 8.063973 7.947626\n",
"working_out 3.960933 5.581818 4.336795\n",
"socializing 2.627794 2.890909 2.739614\n",
"extracurriculars 1.979786 1.988889 2.006380\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
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"source": [
"habits=['studying', 'sleeping','working_out', 'socializing','extracurriculars']\n",
"\n",
"group_means = df.groupby('stress')[habits].mean().T\n",
"group_means.columns.name = None\n",
"print(group_means)\n",
"\n",
"group_means.plot(kind='bar', figsize=(10, 6), colormap='coolwarm')\n",
"plt.title('Lifestyle Habits by Stress Level')\n",
"plt.ylabel('Average Hours Per Day')\n",
"plt.xticks(rotation=45)\n",
"plt.grid(True)\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
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"text": [
"T-tests\n",
"studying: t = 69.5036426410152\n",
"sleeping: t = -11.963697983726032\n",
"working_out: t = -10.127179710552255\n",
"socializing: t = -2.382354439613457\n",
"extracurriculars: t = -0.11617129827155753\n"
]
}
],
"source": [
"print(\"T-tests\")\n",
"for h in habits:\n",
" high = df[df['stress'] == 'High'][h].to_numpy()\n",
" mod = df[df['stress'] == 'Moderate'][h].to_numpy()\n",
" low = df[df['stress'] == 'Low'][h].to_numpy()\n",
"\n",
" # Calculate means and standard deviations\n",
" mean_diff = np.mean(high) - np.mean(low)\n",
" pooled_std = np.sqrt(np.var(high, ddof=1)/len(high) + np.var(low, ddof=1)/len(low))\n",
" t_stat = mean_diff / pooled_std\n",
" \n",
" print(str(h) + \": t = \" + str(t_stat))"
]
},
{
"cell_type": "markdown",
"id": "infectious-symbol",
"metadata": {},
"source": [
"# Discussion"
]
},
{
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"source": [
"## Considerations"
]
},
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"source": [
"*It's important to recognize the limitations of our research.\n",
"Consider the following:*\n",
"\n",
"- *Do the results give an accurate depiction of your research question? Why or why not?*\n",
"- *What were limitations of your datset?*\n",
"- *Are there any known biases in the data?*\n",
"\n",
"The results found in this project offer a meaningful depiction of how lifestyle habits correlate with academic performance and stress levels. For example. the Pearson correlation between studying and GPA was 0.734, which indicates a strong positive relationship. In contrast, socializing and GPA showed a negative correlation of -0.086, suggesting a weak influence of increased social time on lower academic performance. Other habits like sleeping (r=-0.004) and extracurriculars (r=-0.032) had weaker negative correlations, while working out (r=-0.341) had a moderate negative association. So we can infer that the more hours a student spent studying, the better their GPA, and the more hours spent working out, the worse their GPA got. This is depicted in the heatmap above, the darker the color, the more positive/negative influence on GPA. \n",
"\n",
"There was no threshold for studying hours beyond which the GPA plateaus or declines. The regression plot showed a positive correlation between studying and GPA, which was already established early on in the research, but I wanted to see if there was an inflection point. I used a polynomial fit to find the correlation, and there was no inflection point. \n",
"\n",
"While comparing lifestyle habits with stress levels I found statistically significant differences in lifestyle habits between students with high and low stress levels. I used independent t-tests and visual comparisons (bar chart) to find that students reporting high stress consistently engaged in less sleep, working out, socializing, and extracurriculars compared to their low-stress peers. However, the spent significantly more time studying.\n",
"\n",
"The strongest contrast was observed in study hours with highly stressed students studying 1.5-3 hours more than moderately/low stressed students. The t-statistic for this comparison was t=69.51, indicating a highly significant difference. This suggests that highly stressed students may be overcommitting academically, portentially at the expense of restorative (i.e. sleeping) or social activites. \n",
"\n",
"Meanwhile, sleeping hours showed a significant negative difference (t=-11.96) and working out (t=-10.13) both of which are known to minimize stress and support cognitive function. These findings align with existing research on stress management and student wellness. This reinforces the idea that high stress is often caused by lack of restorative behaviors. \n",
"\n",
"Socializing also showed a negative difference (t=-2.38), suggesting that highly stressed students may withdraw from socializing or lack time for it. This could further exacerabte stress levels by reducu=ing access to emotional support and relaxation. \n",
"\n",
"Interestingly, extracurricular involvement did'nt differe significantly between groups (t=-0.12). This may be due to the emphasis of having extracurriculars go hand in hand with academics. It can also mean that non-academic activites are less sensitive to stress levels.\n",
"\n",
"I supported these findings with a bar chart that compares the average hours spent across different habits by stress level. Low stressed students consistently showed higher engagement in sleep, exercise, and socializing, while high-stressed students showed elevated study time. \n",
"\n",
"Several limitations need to be acknowledged in this study. All data was self-reported and some were categorical, which limits precision and may introduce bias. The dataset also lacks information of the quality of activities (like focused vs distracted studying, supportive vs draining social time) which would provide more insight on the observed relationships. The nature of the data prevents causal inference, i.e. while stress may influence habits, it's also possible that certain habits contribute to stress. "
]
},
{
"cell_type": "markdown",
"id": "beneficial-invasion",
"metadata": {},
"source": [
"## Summary"
]
},
{
"cell_type": "markdown",
"id": "about-raise",
"metadata": {},
"source": [
"*Summarize what you discovered through the research. Consider the following:*\n",
"\n",
"- *What did you learn about your media consumption/digital habits?*\n",
"- *Did the results make sense?*\n",
"- *What was most surprising?*\n",
"- *How will this project impact you going forward?*\n",
"\n",
"This project explored how students' lifestyle habits relate to GPA and stress. The goal was to move beyong study hours and understand how daily life choices impact academic and emotional well-being. \n",
"\n",
"The results showed that studying had a strong positive correlation with GPA, while working out and socializing had a negative impact. Sleep and extracurriculars had neglibile impact. A polynomial regression confirmed that the more a student studied, the more the GPA rose, with no plateau or decline. Progess and success from studying is unbounded. \n",
"\n",
"While comparing stress levels, results showed that high-stressed students studies 1.5-3 hours more, but slept, exercised, and socialized significantly less. T-tests confirmed these differences, suggesting that stress may stem from reduced restorative habits. \n",
"\n",
"These findings were sound and aligned with broader wellness research, but the impact on stress caused by studying was surprising. Going forward, I'll try to be more mindful of balancing academic effort with habits that support mental health, both in my own routines and how I support students."
]
}
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