1886 lines (1886 with data), 1.5 MB
{
"cells": [
{
"cell_type": "markdown",
"source": [
"\n",
"# **About the Dataset**\n",
"\n",
"This synthetic dataset generation is carefully designed to mimic real-world scenarios in Bangladesh, inspired by Data, News, Trends and Information foound on Govt/Non-govt organizations, particularly focusing on smoking behaviors. The features and values reflect practical and realistic trends inspired by research, demographics, and global data like FDA and WHO. Here's how the realism is embedded into the dataset:\n",
"\n",
"---\n",
"\n",
"## **Realism of Dataset Features and Values**\n",
"\n",
"### 1. **Age Distribution**\n",
"- **Generated Range**: 18 to 71 years.\n",
"- **Realistic Justification**:\n",
" - In Bangladesh, the average age of smokers starts from around 14 years and peaks in adulthood, declining slightly in later years.\n",
" - By focusing on the 18–71 range, the dataset avoids edge cases (like children) while representing the majority of the smoking population realistically.\n",
"\n",
"---\n",
"\n",
"### 2. **Gender Distribution**\n",
"- **Categories**: \"Male\" and \"Female.\"\n",
"- **Probabilities**: 60% Male, 40% Female.\n",
"- **Realistic Justification**:\n",
" - According to data from Bangladesh and global trends, male smokers significantly outnumber female smokers.\n",
" - Women smokers are less prevalent due to cultural and social factors, aligning the dataset with ground realities.\n",
"\n",
"---\n",
"\n",
"### 3. **Professions**\n",
"- **List of Professions**:\n",
" ```text\n",
" \"Student\", \"Agricultural Worker\", \"Teacher\", \"Healthcare Professional\",\n",
" \"Textile Worker\", \"Shopkeeper/Trader\", \"Driver\", \"Construction Worker\",\n",
" \"Housewife\", \"Freelancer/IT Professional\", \"Artisan/Craftsperson\",\n",
" \"Unemployed/Dependent\", \"Others\"\n",
" ```\n",
"- **Realistic Justification**:\n",
" - The professions selected reflect a wide spectrum of Bangladesh’s workforce. For instance:\n",
" - \"Agricultural Worker\" is highly relevant, as a significant portion of Bangladesh's workforce is involved in agriculture.\n",
" - \"Textile Worker\" is a key category due to Bangladesh's large garment industry.\n",
" - Inclusion of \"Housewife\" accounts for non-working women exposed to secondhand smoke at home.\n",
" - Probabilities assigned to each profession are based on occupational prevalence in Bangladesh.\n",
"\n",
"---\n",
"\n",
"### 4. **Geographical Data (Districts)**\n",
"- **Districts**: All 64 districts of Bangladesh are included.\n",
"- **Even Distribution**:\n",
" - Every district has an equal probability of being selected.\n",
" - This reflects national-level data without biasing towards urban or rural areas, enabling balanced geographic analysis.\n",
"- **District IDs**:\n",
" - Numerical IDs assigned to each district allow easier integration with mapping and visualization tools, such as choropleth maps.\n",
"\n",
"---\n",
"\n",
"### 5. **Smoking Status**\n",
"- **Categories**: `\"Never Smoked\"`, `\"Former Smoker\"`, `\"Light Smoker\"`, `\"Medium Smoker\"`, `\"Heavy Smoker\"`.\n",
"- **Probabilities**:\n",
" - \"Never Smoked\" has the highest probability (50%), reflecting non-smokers as the majority.\n",
" - \"Light Smoker,\" \"Medium Smoker,\" and \"Heavy Smoker\" are distributed to mirror real-world prevalence, where heavy smoking is less common.\n",
"- **Realistic Justification**:\n",
" - These categories align with WHO's classification and reflect smoking habits in Bangladesh, where light to medium smoking is more prevalent than heavy smoking.\n",
"\n",
"---\n",
"\n",
"### 6. **Age at Smoking Initiation**\n",
"- **Generated Values**:\n",
" - Randomly assigned between 10 years and the individual’s current age for smokers.\n",
"- **Realistic Justification**:\n",
" - Early initiation is a concern in Bangladesh, with many smokers starting in their teens. The dataset captures this trend while omitting cases of smoking starting before age 10, which are statistically negligible.\n",
"\n",
"---\n",
"\n",
"### 7. **Exposure to Secondhand Smoke**\n",
"- **Categories**: `\"Yes\"`, `\"No\"`.\n",
"- **Probabilities**: 65% Yes, 35% No.\n",
"- **Realistic Justification**:\n",
" - Bangladesh has a high prevalence of secondhand smoke exposure, especially in households and workplaces. The dataset reflects this trend.\n",
"\n",
"---\n",
"\n",
"### 8. **Awareness of Smoking Risks**\n",
"- **Categories**: `\"High\"`, `\"Moderate\"`, `\"Low\"`, `\"No Awareness\"`.\n",
"- **Probabilities**:\n",
" - Higher probabilities for \"Moderate\" and \"Low\" awareness categories reflect the average public understanding in Bangladesh, where anti-smoking campaigns are increasing but not yet fully effective.\n",
"\n",
"---\n",
"\n",
"### 9. **Pocket Money**\n",
"- **Categories**: `\"High\"`, `\"Medium\"`, `\"Low\"`.\n",
"- **Realistic Justification**:\n",
" - Stratified based on professions, reflecting income disparity in Bangladesh.\n",
" - For example:\n",
" - \"Healthcare Professional\" and \"Freelancer/IT Professional\" are likely to have high pocket money.\n",
" - \"Agricultural Worker\" and \"Teacher\" fall into the medium range.\n",
" - \"Students\" and \"Artisan/Craftsperson\" typically have low pocket money.\n",
"\n",
"---\n",
"\n",
"### 10. **Health Symptoms**\n",
"- **Included Symptoms**:\n",
" ```text\n",
" \"Cough\", \"Shortness of Breath\", \"Chest Pain\", \"Fatigue\", \"Persistent Cough\", \"Wheezing\"\n",
" ```\n",
"- **Linked Probabilities**:\n",
" - Symptoms are correlated with smoking intensity, based on established medical research (e.g., WHO data on smoking-related diseases).\n",
"- **Realistic Justification**:\n",
" - Heavy smokers have a higher likelihood of experiencing these symptoms, while non-smokers rarely report them. This alignment reflects real health outcomes.\n",
"\n",
"---\n",
"\n",
"### **Synthetic Yet Realistic**\n",
"- Although this dataset is synthetic, it is designed to mimic real-world scenarios:\n",
" - Probabilities are inspired by global data (FDA, WHO) and tailored to Bangladesh’s unique cultural, occupational, and demographic landscape.\n",
" - This makes the dataset highly representative of smoking trends in the country.\n",
"\n",
"---\n",
"\n",
"## **Please Note**\n",
"This dataset provides a realistic and practical foundation for analyzing smoking behaviors in Bangladesh. The alignment of features and values with ground realities ensures its applicability in research, policymaking, and public health initiatives.\n"
],
"metadata": {
"id": "t2otxNOvGQTv"
},
"id": "t2otxNOvGQTv"
},
{
"cell_type": "code",
"execution_count": null,
"id": "3912fb37",
"metadata": {
"id": "3912fb37"
},
"outputs": [],
"source": [
"district_choices = [\"Bagerhat\", \"Bandarban\", \"Barguna\", \"Barisal\", \"Bhola\", \"Bogra\", \"Brahamanbaria\", \"Chandpur\", \"Chittagong\", \"Chuadanga\", \"Comilla\", \"Cox's Bazar\", \"Dhaka\", \"Dinajpur\", \"Faridpur\", \"Feni\", \"Gaibandha\", \"Gazipur\", \"Gopalganj\", \"Habiganj\", \"Jamalpur\", \"Jessore\", \"Jhalokati\", \"Jhenaidah\", \"Joypurhat\", \"Khagrachhari\", \"Khulna\", \"Kishoreganj\", \"Kurigram\", \"Kushtia\", \"Lakshmipur\", \"Lalmonirhat\", \"Madaripur\", \"Magura\", \"Manikganj\", \"Maulvibazar\", \"Meherpur\", \"Munshiganj\", \"Mymensingh\", \"Naogaon\", \"Narail\", \"Narayanganj\", \"Narsingdi\", \"Natore\", \"Nawabganj\", \"Netrakona\", \"Nilphamari\", \"Noakhali\", \"Pabna\", \"Panchagarh\", \"Patuakhali\", \"Pirojpur\", \"Rajbari\", \"Rajshahi\", \"Rangamati\", \"Rangpur\", \"Satkhira\", \"Shariatpur\", \"Sherpur\", \"Sirajganj\", \"Sunamganj\", \"Sylhet\", \"Tangail\", \"Thakurgaon\"]\n",
"len(district_choices)\n",
"\n",
"import pandas as pd\n",
"import numpy as np\n",
"\n",
"def generate_dataset(n):\n",
" np.random.seed(0)\n",
"\n",
" # Adjusted probabilities for the Profession category\n",
" profession_choices = [\"Student\", \"Agricultural Worker\", \"Teacher\", \"Healthcare Professional\",\n",
" \"Textile Worker\", \"Shopkeeper/Trader\", \"Driver\", \"Construction Worker\",\n",
" \"Housewife\", \"Freelancer/IT Professional\", \"Artisan/Craftsperson\",\n",
" \"Unemployed/Dependent\", \"Others\"]\n",
" profession_probabilities = [0.14, 0.09, 0.08, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.06, 0.05, 0.05, 0.06]\n",
" profession_probabilities = [p / sum(profession_probabilities) for p in profession_probabilities]\n",
"\n",
" # Districts - Evenly distributed probabilities\n",
"# district_choices = [\n",
"# # List of districts here\n",
"# ]\n",
" district_probabilities = [1/64] * 64\n",
"\n",
" # Generating initial dummy data\n",
" ages = np.random.randint(18, 71, size=n)\n",
" genders = np.random.choice([\"Male\", \"Female\"], size=n, p=[0.6, 0.4])\n",
" professions = np.random.choice(profession_choices, size=n, p=profession_probabilities)\n",
" districts = np.random.choice(district_choices, size=n, p=district_probabilities)\n",
" smoking_statuses = np.random.choice([\"Never Smoked\", \"Former Smoker\", \"Light Smoker\", \"Medium Smoker\", \"Heavy Smoker\"], size=n, p=[0.5, 0.125, 0.125, 0.125, 0.125])\n",
"\n",
" data = {\n",
" \"Age\": ages,\n",
" \"Gender\": genders,\n",
" \"Profession\": professions,\n",
" \"District\": districts,\n",
" \"Smoking_Status\": smoking_statuses,\n",
" \"Age_at_Initiation\": [np.random.randint(10, age) if status != \"Never Smoked\" else None for age, status in zip(ages, smoking_statuses)],\n",
" \"Exposure_to_Secondhand_Smoke\": [np.random.choice([\"Yes\", \"No\"], p=[0.65, 0.35]) for _ in smoking_statuses],\n",
" \"Awareness_of_Smoking_Risks\": np.random.choice([\"High\", \"Moderate\", \"Low\", \"No Awareness\"], size=n, p=[0.25, 0.3, 0.25, 0.2]),\n",
" \"Pocket_Money\": ['High' if profession in [\"Healthcare Professional\", \"Textile Worker\", \"Shopkeeper/Trader\", \"Driver\", \"Construction Worker\", \"Freelancer/IT Professional\"] else 'Medium' if profession in [\"Agricultural Worker\", \"Teacher\", \"Artisan/Craftsperson\"] else 'Low' for profession in professions]\n",
" }\n",
"\n",
" # Symptom probabilities based on smoking habits\n",
" symptoms = [\"Cough\", \"Shortness of Breath\", \"Chest Pain\", \"Fatigue\", \"Persistent Cough\", \"Wheezing\"]\n",
" smoking_probabilities = {\n",
" \"Never Smoked\": [0.1, 0.9],\n",
" \"Former Smoker\": [0.4, 0.6],\n",
" \"Light Smoker\": [0.6, 0.4],\n",
" \"Medium Smoker\": [0.8, 0.2],\n",
" \"Heavy Smoker\": [0.9, 0.1]\n",
" }\n",
" for symptom in symptoms:\n",
" data[symptom] = [np.random.choice([\"Yes\", \"No\"], p=smoking_probabilities[status]) for status in smoking_statuses]\n",
"\n",
" # Add District_ID column\n",
" district_ids = {district: id for id, district in enumerate(district_choices)}\n",
" data[\"District_ID\"] = [district_ids[district] for district in data[\"District\"]]\n",
"\n",
" df = pd.DataFrame(data)\n",
" return df\n",
"\n",
"# Example: Generate a dataset with 1000 records\n",
"df = generate_dataset(50000)\n",
"# df.head()\n",
"primaryDF = df"
]
},
{
"cell_type": "markdown",
"id": "a3f83486",
"metadata": {
"id": "a3f83486"
},
"source": [
"# Exploratory Data Analysis (EDA)"
]
},
{
"cell_type": "markdown",
"id": "a1323ab3",
"metadata": {
"id": "a1323ab3"
},
"source": [
"Initial Data Overview"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d5647a43",
"metadata": {
"id": "d5647a43",
"outputId": "6095cd48-16c9-4ee9-c1c0-55fa099c143d"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Age Gender Profession District Smoking_Status \\\n",
"0 62 Male Driver Sherpur Never Smoked \n",
"1 65 Female Housewife Rajshahi Never Smoked \n",
"2 18 Male Driver Kurigram Never Smoked \n",
"3 21 Female Agricultural Worker Chittagong Never Smoked \n",
"4 21 Male Student Shariatpur Heavy Smoker \n",
"\n",
" Age_at_Initiation Exposure_to_Secondhand_Smoke Awareness_of_Smoking_Risks \\\n",
"0 NaN Yes Low \n",
"1 NaN Yes Moderate \n",
"2 NaN No Moderate \n",
"3 NaN Yes Moderate \n",
"4 20.0 No Moderate \n",
"\n",
" Pocket_Money Cough Shortness of Breath Chest Pain Fatigue Persistent Cough \\\n",
"0 High No No No No No \n",
"1 Low No No No Yes No \n",
"2 High No No No No No \n",
"3 Medium No No No No No \n",
"4 Low No Yes Yes Yes Yes \n",
"\n",
" Wheezing District_ID \n",
"0 No 58 \n",
"1 No 53 \n",
"2 No 28 \n",
"3 No 8 \n",
"4 Yes 57 \n",
"(50000, 16)\n",
"Age int32\n",
"Gender object\n",
"Profession object\n",
"District object\n",
"Smoking_Status object\n",
"Age_at_Initiation float64\n",
"Exposure_to_Secondhand_Smoke object\n",
"Awareness_of_Smoking_Risks object\n",
"Pocket_Money object\n",
"Cough object\n",
"Shortness of Breath object\n",
"Chest Pain object\n",
"Fatigue object\n",
"Persistent Cough object\n",
"Wheezing object\n",
"District_ID int64\n",
"dtype: object\n"
]
}
],
"source": [
"# View the first few rows of the DataFrame\n",
"print(df.head())\n",
"\n",
"# Check the size of the dataset\n",
"print(df.shape)\n",
"\n",
"# Identify the data types of each column\n",
"print(df.dtypes)\n"
]
},
{
"cell_type": "markdown",
"id": "a4b8f8f2",
"metadata": {
"id": "a4b8f8f2"
},
"source": [
"Statistical Summary"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "dd9b2aa1",
"metadata": {
"id": "dd9b2aa1",
"outputId": "a5456362-36dc-41e0-a80e-f0f0bd2cfaa7"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Age Age_at_Initiation District_ID\n",
"count 50000.000000 25124.000000 50000.000000\n",
"mean 44.190600 26.475482 31.607700\n",
"std 15.361031 13.155617 18.408668\n",
"min 18.000000 10.000000 0.000000\n",
"25% 31.000000 16.000000 16.000000\n",
"50% 44.000000 23.000000 32.000000\n",
"75% 58.000000 35.000000 48.000000\n",
"max 70.000000 69.000000 63.000000\n",
" Gender Profession District Smoking_Status \\\n",
"count 50000 50000 50000 50000 \n",
"unique 2 13 64 5 \n",
"top Male Student Gaibandha Never Smoked \n",
"freq 29995 7376 864 24876 \n",
"\n",
" Exposure_to_Secondhand_Smoke Awareness_of_Smoking_Risks Pocket_Money \\\n",
"count 50000 50000 50000 \n",
"unique 2 4 3 \n",
"top Yes Moderate High \n",
"freq 32598 15056 21579 \n",
"\n",
" Cough Shortness of Breath Chest Pain Fatigue Persistent Cough Wheezing \n",
"count 50000 50000 50000 50000 50000 50000 \n",
"unique 2 2 2 2 2 2 \n",
"top No No No No No No \n",
"freq 30709 30611 30533 30529 30502 30458 \n"
]
}
],
"source": [
"# For numerical features\n",
"print(df.describe())\n",
"\n",
"# For categorical features\n",
"print(df.describe(include='object'))\n"
]
},
{
"cell_type": "markdown",
"id": "744e6a3f",
"metadata": {
"id": "744e6a3f"
},
"source": [
"Missing Value Analysis"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e5f8a594",
"metadata": {
"id": "e5f8a594",
"outputId": "fe687117-faa9-4a4d-a3a7-715464a1fdad"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Age 0\n",
"Gender 0\n",
"Profession 0\n",
"District 0\n",
"Smoking_Status 0\n",
"Age_at_Initiation 24876\n",
"Exposure_to_Secondhand_Smoke 0\n",
"Awareness_of_Smoking_Risks 0\n",
"Pocket_Money 0\n",
"Cough 0\n",
"Shortness of Breath 0\n",
"Chest Pain 0\n",
"Fatigue 0\n",
"Persistent Cough 0\n",
"Wheezing 0\n",
"District_ID 0\n",
"dtype: int64\n"
]
}
],
"source": [
"# Check for missing values in each column\n",
"print(df.isnull().sum())\n"
]
},
{
"cell_type": "markdown",
"id": "575fe5b8",
"metadata": {
"id": "575fe5b8"
},
"source": [
"Distribution of Numerical Features"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "38d15e62",
"metadata": {
"id": "38d15e62",
"outputId": "59d1141c-98ef-4d0b-f227-df8a15def42b"
},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1500x600 with 8 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"# Histograms for numerical features\n",
"numerical_cols = df.select_dtypes(include=np.number).columns.tolist()\n",
"df[numerical_cols].hist(bins=15, figsize=(15, 6), layout=(2, 4))\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "7adbcd05",
"metadata": {
"id": "7adbcd05"
},
"source": [
"Categorical Data Analysis"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f856a394",
"metadata": {
"id": "f856a394",
"outputId": "3008f240-aa3a-42fa-b160-e97c1fd8a356"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Gender\n",
"Male 29995\n",
"Female 20005\n",
"Name: count, dtype: int64\n",
"\n",
"\n",
"Profession\n",
"Student 7376\n",
"Agricultural Worker 4639\n",
"Teacher 4138\n",
"Textile Worker 3780\n",
"Housewife 3737\n",
"Driver 3695\n",
"Healthcare Professional 3629\n",
"Construction Worker 3628\n",
"Shopkeeper/Trader 3587\n",
"Freelancer/IT Professional 3260\n",
"Others 3211\n",
"Unemployed/Dependent 2718\n",
"Artisan/Craftsperson 2602\n",
"Name: count, dtype: int64\n",
"\n",
"\n",
"District\n",
"Gaibandha 864\n",
"Patuakhali 825\n",
"Shariatpur 819\n",
"Lalmonirhat 819\n",
"Panchagarh 818\n",
" ... \n",
"Tangail 741\n",
"Gazipur 740\n",
"Rangamati 739\n",
"Chandpur 738\n",
"Joypurhat 730\n",
"Name: count, Length: 64, dtype: int64\n",
"\n",
"\n",
"Smoking_Status\n",
"Never Smoked 24876\n",
"Medium Smoker 6342\n",
"Heavy Smoker 6308\n",
"Light Smoker 6268\n",
"Former Smoker 6206\n",
"Name: count, dtype: int64\n",
"\n",
"\n",
"Exposure_to_Secondhand_Smoke\n",
"Yes 32598\n",
"No 17402\n",
"Name: count, dtype: int64\n",
"\n",
"\n",
"Awareness_of_Smoking_Risks\n",
"Moderate 15056\n",
"Low 12557\n",
"High 12377\n",
"No Awareness 10010\n",
"Name: count, dtype: int64\n",
"\n",
"\n",
"Pocket_Money\n",
"High 21579\n",
"Low 17042\n",
"Medium 11379\n",
"Name: count, dtype: int64\n",
"\n",
"\n",
"Cough\n",
"No 30709\n",
"Yes 19291\n",
"Name: count, dtype: int64\n",
"\n",
"\n",
"Shortness of Breath\n",
"No 30611\n",
"Yes 19389\n",
"Name: count, dtype: int64\n",
"\n",
"\n",
"Chest Pain\n",
"No 30533\n",
"Yes 19467\n",
"Name: count, dtype: int64\n",
"\n",
"\n",
"Fatigue\n",
"No 30529\n",
"Yes 19471\n",
"Name: count, dtype: int64\n",
"\n",
"\n",
"Persistent Cough\n",
"No 30502\n",
"Yes 19498\n",
"Name: count, dtype: int64\n",
"\n",
"\n",
"Wheezing\n",
"No 30458\n",
"Yes 19542\n",
"Name: count, dtype: int64\n",
"\n",
"\n"
]
}
],
"source": [
"# Frequency of each category in categorical columns\n",
"for col in df.select_dtypes(include='object').columns:\n",
" print(df[col].value_counts())\n",
" print(\"\\n\")\n"
]
},
{
"cell_type": "markdown",
"id": "47d54c4f",
"metadata": {
"id": "47d54c4f"
},
"source": [
"Correlation Analysis"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d1feecfd",
"metadata": {
"id": "d1feecfd",
"outputId": "091c73e2-a7c9-4280-fdcf-2237c735c1ec"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"\n",
"# Convert Data to Numeric Values\n",
"numeric_df = df.select_dtypes(include=[np.number])\n",
"\n",
"\n",
"plt.figure(figsize=(10, 8))\n",
"sns.heatmap(numeric_df.corr(), annot=True, fmt=\".2f\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "9286c314",
"metadata": {
"id": "9286c314"
},
"source": [
"Pairwise Relationships"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d3d7bea1",
"metadata": {
"id": "d3d7bea1",
"outputId": "b7722db6-ab57-4706-b77f-e6c43c204046"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\Nayeem Islam\\anaconda3\\Lib\\site-packages\\seaborn\\axisgrid.py:118: UserWarning: The figure layout has changed to tight\n",
" self._figure.tight_layout(*args, **kwargs)\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 750x750 with 12 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Pairplot for numerical features\n",
"sns.pairplot(df.select_dtypes(include=np.number))\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "67f1eea8",
"metadata": {
"id": "67f1eea8"
},
"source": [
"Outlier Detection"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d56bc623",
"metadata": {
"id": "d56bc623"
},
"outputs": [],
"source": [
"# Select only numeric columns for calculating IQR\n",
"numeric_df = df.select_dtypes(include=[np.number])\n",
"\n",
"# Calculate Q1, Q3, and IQR for numeric columns\n",
"Q1 = numeric_df.quantile(0.25)\n",
"Q3 = numeric_df.quantile(0.75)\n",
"IQR = Q3 - Q1\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "4b820b7d",
"metadata": {
"id": "4b820b7d",
"outputId": "869691ca-1d7a-48c9-ef55-176f19b4b5bd"
},
"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>Age</th>\n",
" <th>Age_at_Initiation</th>\n",
" <th>District_ID</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
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" <th>1</th>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
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" <tr>\n",
" <th>2</th>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49995</th>\n",
" <td>False</td>\n",
" <td>False</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>49996</th>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49997</th>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49998</th>\n",
" <td>False</td>\n",
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" <tr>\n",
" <th>49999</th>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>50000 rows × 3 columns</p>\n",
"</div>"
],
"text/plain": [
" Age Age_at_Initiation District_ID\n",
"0 False False False\n",
"1 False False False\n",
"2 False False False\n",
"3 False False False\n",
"4 False False False\n",
"... ... ... ...\n",
"49995 False False False\n",
"49996 False False False\n",
"49997 False False False\n",
"49998 False False False\n",
"49999 False False False\n",
"\n",
"[50000 rows x 3 columns]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Define outlier thresholds\n",
"lower_bound = Q1 - 1.5 * IQR\n",
"upper_bound = Q3 + 1.5 * IQR\n",
"\n",
"#Identify Outliers\n",
"outliers = (numeric_df < lower_bound) | (numeric_df > upper_bound)\n",
"outliers"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "95824fd7",
"metadata": {
"id": "95824fd7",
"outputId": "16a7b099-98e0-47b0-c7e3-00a6466d4100"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Age 0\n",
"Age_at_Initiation 165\n",
"District_ID 0\n",
"dtype: int64\n"
]
},
{
"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>Age</th>\n",
" <th>Age_at_Initiation</th>\n",
" <th>District_ID</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>62</td>\n",
" <td>NaN</td>\n",
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" <th>1</th>\n",
" <td>65</td>\n",
" <td>NaN</td>\n",
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" <th>2</th>\n",
" <td>18</td>\n",
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" <th>4</th>\n",
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" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
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" <tr>\n",
" <th>49996</th>\n",
" <td>58</td>\n",
" <td>NaN</td>\n",
" <td>12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49997</th>\n",
" <td>62</td>\n",
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" <td>9</td>\n",
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" <tr>\n",
" <th>49998</th>\n",
" <td>19</td>\n",
" <td>12.0</td>\n",
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" <tr>\n",
" <th>49999</th>\n",
" <td>24</td>\n",
" <td>NaN</td>\n",
" <td>15</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>49835 rows × 3 columns</p>\n",
"</div>"
],
"text/plain": [
" Age Age_at_Initiation District_ID\n",
"0 62 NaN 58\n",
"1 65 NaN 53\n",
"2 18 NaN 28\n",
"3 21 NaN 8\n",
"4 21 20.0 57\n",
"... ... ... ...\n",
"49995 70 14.0 53\n",
"49996 58 NaN 12\n",
"49997 62 NaN 9\n",
"49998 19 12.0 12\n",
"49999 24 NaN 15\n",
"\n",
"[49835 rows x 3 columns]"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"outlier_counts = outliers.sum()\n",
"print(outlier_counts)\n",
"\n",
"#remove outliers\n",
"df_no_outliers = numeric_df[~((numeric_df < lower_bound) | (numeric_df > upper_bound)).any(axis=1)]\n",
"df_no_outliers"
]
},
{
"cell_type": "markdown",
"id": "19d95856",
"metadata": {
"id": "19d95856"
},
"source": [
"Additional Visualizations (Optional)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "17a95a29",
"metadata": {
"id": "17a95a29",
"outputId": "b12b7e4c-2646-4599-b31a-e2c67267b2a5"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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DERERSk9P18yZMyX9e1YpLCxML7zwgp544gm5XC61bdtWq1ev1pgxYyRJX375pSIjI7VhwwYlJiaquLhY3bp1U0FBgfr27StJKigoUFxcnA4ePKjo6Gi99957SkpKUmlpqSIiIiRJWVlZGj9+vMrLyxUUFHTN/isrK+VwOORyuSzVN0Tsz9+4KfsFmrrCBWO93QKAJsrqz+9GdU+Ty+WSJAUHB0uSjh49KqfTqYSEBLPGbrdrwIAB2r59uySpsLBQtbW1HjURERGKiYkxa3bs2CGHw2EGJknq16+fHA6HR01MTIwZmCQpMTFRbrdbhYWFl+3X7XarsrLSYwEAALemRhOaDMPQ9OnTdc899ygmJkaS5HQ6JUlhYWEetWFhYeaY0+mUn5+fWrdufdWa0NDQescMDQ31qLn0OK1bt5afn59Zc6l58+aZ90g5HA5FRkZe72kDAIAmotGEpieffFKffvqp/t//+3/1xmw2m8e6YRj1tl3q0prL1Tek5utmzZoll8tlLqWlpVftCQAANF2NIjRNnTpVf/nLX7Rlyxa1b9/e3B4eHi5J9WZ6ysvLzVmh8PBw1dTUqKKi4qo1x48fr3fcEydOeNRcepyKigrV1tbWm4G6yG63KygoyGMBAAC3Jq+GJsMw9OSTT+rtt9/WBx98oE6dOnmMd+rUSeHh4dq0aZO5raamRnl5eYqPj5ckxcbGytfX16OmrKxM+/btM2vi4uLkcrm0a9cus2bnzp1yuVweNfv27VNZWZlZk5ubK7vdrtjY2Bt/8gAAoElp7s2DT5kyRW+99ZbeeecdBQYGmjM9DodD/v7+stlsSk9P19y5cxUVFaWoqCjNnTtXLVu2VEpKilk7ceJEZWRkqE2bNgoODlZmZqa6d++uwYMHS5K6du2qoUOHKi0tTcuWLZMkPf7440pKSlJ0dLQkKSEhQd26dVNqaqoWLFigU6dOKTMzU2lpacwgAQAA74ampUuXSpIGDhzosX3FihUaP368JGnGjBk6d+6cJk+erIqKCvXt21e5ubkKDAw06xcvXqzmzZtr9OjROnfunO6//36tXLlSPj4+Zs2aNWs0bdo081N2I0aM0JIlS8xxHx8fZWdna/Lkyerfv7/8/f2VkpKihQsX3qSzBwAATUmjek5TU8dzmgDvuRWe01Tym+7ebgFolDo8s/em7r9JPqcJAACgsSI0AQAAWEBoAgAAsIDQBAAAYAGhCQAAwAJCEwAAgAWEJgAAAAsITQAAABYQmgAAACwgNAEAAFhAaAIAALCA0AQAAGABoQkAAMACQhMAAIAFhCYAAAALCE0AAAAWEJoAAAAsIDQBAABYQGgCAACwgNAEAABgAaEJAADAAkITAACABQ0KTYMGDdLp06frba+srNSgQYO+aU8AAACNToNC09atW1VTU1Nv+7/+9S9t27btGzcFAADQ2DS/nuJPP/3U/PrAgQNyOp3mel1dnXJycnT77bffuO4AAAAaiesKTT/4wQ9ks9lks9kuexnO399fL7/88g1rDgAAoLG4rtB09OhRGYahzp07a9euXWrbtq055ufnp9DQUPn4+NzwJgEAALztukJTx44dJUkXLly4Kc0AAAA0VtcVmr7u73//u7Zu3ary8vJ6IeqZZ575xo0BAAA0Jg0KTcuXL9ekSZMUEhKi8PBw2Ww2c8xmsxGaAADALadBoem3v/2tnn/+ec2cOfNG9wMAANAoNeg5TRUVFXr44YdvdC8AAACNVoNC08MPP6zc3Nwb3QsAAECj1aDLc3feeadmz56tgoICde/eXb6+vh7j06ZNuyHNAQAANBYNCk1/+MMf1KpVK+Xl5SkvL89jzGazEZoAAMAtp0Gh6ejRoze6DwAAgEatQfc0AQAAfNc0aKZpwoQJVx1//fXXG9QMAABAY9Wg0FRRUeGxXltbq3379un06dOX/UO+AAAATV2DQtO6devqbbtw4YImT56szp07f+OmAAAAGpsbdk9Ts2bN9PTTT2vx4sU3apcAAACNxg29Efzzzz/X+fPnb+QuAQAAGoUGXZ6bPn26x7phGCorK1N2drbGjRt3QxoDAABoTBoUmj755BOP9WbNmqlt27ZatGjRNT9ZBwAA0BQ1KDRt2bLlRvcBAADQqDUoNF104sQJHTp0SDabTV26dFHbtm1vVF8AAACNSoNuBK+urtaECRPUrl073XvvvfqP//gPRUREaOLEiTp79uyN7hEAAMDrGhSapk+frry8PL377rs6ffq0Tp8+rXfeeUd5eXnKyMiwvJ8PP/xQycnJioiIkM1m0/r16z3Gx48fL5vN5rH069fPo8btdmvq1KkKCQlRQECARowYoWPHjnnUVFRUKDU1VQ6HQw6HQ6mpqTp9+rRHTUlJiZKTkxUQEKCQkBBNmzZNNTU11/W+AACAW1eDQtPatWv12muvadiwYQoKClJQUJD+8z//U8uXL9ef//xny/uprq5Wz549tWTJkivWDB06VGVlZeayYcMGj/H09HStW7dOWVlZys/PV1VVlZKSklRXV2fWpKSkqKioSDk5OcrJyVFRUZFSU1PN8bq6Og0fPlzV1dXKz89XVlaW1q5de10BEAAA3NoadE/T2bNnFRYWVm97aGjodV2eGzZsmIYNG3bVGrvdrvDw8MuOuVwuvfbaa1q9erUGDx4sSXrzzTcVGRmpzZs3KzExUcXFxcrJyVFBQYH69u0rSVq+fLni4uJ06NAhRUdHKzc3VwcOHFBpaakiIiIkSYsWLdL48eP1/PPPKygoyPI5AQCAW1ODZpri4uL07LPP6l//+pe57dy5c3ruuecUFxd3w5qTpK1btyo0NFRdunRRWlqaysvLzbHCwkLV1tYqISHB3BYREaGYmBht375dkrRjxw45HA4zMElSv3795HA4PGpiYmLMwCRJiYmJcrvdKiwsvGJvbrdblZWVHgsAALg1NWim6aWXXtKwYcPUvn179ezZUzabTUVFRbLb7crNzb1hzQ0bNkwPP/ywOnbsqKNHj2r27NkaNGiQCgsLZbfb5XQ65efnp9atW3u8LiwsTE6nU5LkdDoVGhpab9+hoaEeNZfOnLVu3Vp+fn5mzeXMmzdPzz333Dc9TQAA0AQ0KDR1795dhw8f1ptvvqmDBw/KMAw98sgjevTRR+Xv73/DmhszZoz5dUxMjHr37q2OHTsqOztbDz744BVfZxiGbDabuf71r79JzaVmzZrl8XT0yspKRUZGXvmEAABAk9Wg0DRv3jyFhYUpLS3NY/vrr7+uEydOaObMmTekuUu1a9dOHTt21OHDhyVJ4eHhqqmpUUVFhcdsU3l5ueLj482a48eP19vXiRMnzNml8PBw7dy502O8oqJCtbW1l7136yK73S673f6NzwsAADR+DbqnadmyZbrrrrvqbf/+97+v3//+99+4qSv56quvVFpaqnbt2kmSYmNj5evrq02bNpk1ZWVl2rdvnxma4uLi5HK5tGvXLrNm586dcrlcHjX79u1TWVmZWZObmyu73a7Y2Nibdj4AAKDpaNBMk9PpNIPL17Vt29YjeFxLVVWVPvvsM3P96NGjKioqUnBwsIKDgzVnzhw99NBDateunb744gv98pe/VEhIiB544AFJksPh0MSJE5WRkaE2bdooODhYmZmZ6t69u/lpuq5du2ro0KFKS0vTsmXLJEmPP/64kpKSFB0dLUlKSEhQt27dlJqaqgULFujUqVPKzMxUWloan5wDAACSGjjTFBkZqY8++qje9o8++sjjE2jXsmfPHvXq1Uu9evWS9O+HZvbq1UvPPPOMfHx8tHfvXo0cOVJdunTRuHHj1KVLF+3YsUOBgYHmPhYvXqxRo0Zp9OjR6t+/v1q2bKl3331XPj4+Zs2aNWvUvXt3JSQkKCEhQT169NDq1avNcR8fH2VnZ6tFixbq37+/Ro8erVGjRmnhwoUNeXsAAMAtqEEzTY899pjS09NVW1urQYMGSZLef/99zZgx47oeCDlw4EAZhnHF8Y0bN15zHy1atNDLL7+sl19++Yo1wcHBevPNN6+6nw4dOuivf/3rNY8HAAC+mxoUmmbMmKFTp05p8uTJ5p8aadGihWbOnKlZs2bd0AYBAAAagwaFJpvNphdeeEGzZ89WcXGx/P39FRUVxSfJAADALatBoemiVq1aqU+fPjeqFwAAgEarQTeCAwAAfNcQmgAAACwgNAEAAFhAaAIAALCA0AQAAGABoQkAAMACQhMAAIAFhCYAAAALCE0AAAAWEJoAAAAsIDQBAABYQGgCAACwgNAEAABgAaEJAADAAkITAACABYQmAAAACwhNAAAAFhCaAAAALCA0AQAAWEBoAgAAsIDQBAAAYAGhCQAAwAJCEwAAgAWEJgAAAAsITQAAABYQmgAAACwgNAEAAFhAaAIAALCA0AQAAGABoQkAAMACQhMAAIAFhCYAAAALCE0AAAAWEJoAAAAsIDQBAABYQGgCAACwgNAEAABgAaEJAADAAkITAACABYQmAAAACwhNAAAAFhCaAAAALCA0AQAAWEBoAgAAsMCroenDDz9UcnKyIiIiZLPZtH79eo9xwzA0Z84cRUREyN/fXwMHDtT+/fs9atxut6ZOnaqQkBAFBARoxIgROnbsmEdNRUWFUlNT5XA45HA4lJqaqtOnT3vUlJSUKDk5WQEBAQoJCdG0adNUU1NzM04bAAA0QV4NTdXV1erZs6eWLFly2fH58+frxRdf1JIlS7R7926Fh4dryJAhOnPmjFmTnp6udevWKSsrS/n5+aqqqlJSUpLq6urMmpSUFBUVFSknJ0c5OTkqKipSamqqOV5XV6fhw4erurpa+fn5ysrK0tq1a5WRkXHzTh4AADQpzb158GHDhmnYsGGXHTMMQy+99JJ+9atf6cEHH5QkrVq1SmFhYXrrrbf0xBNPyOVy6bXXXtPq1as1ePBgSdKbb76pyMhIbd68WYmJiSouLlZOTo4KCgrUt29fSdLy5csVFxenQ4cOKTo6Wrm5uTpw4IBKS0sVEREhSVq0aJHGjx+v559/XkFBQd/CuwEAABqzRntP09GjR+V0OpWQkGBus9vtGjBggLZv3y5JKiwsVG1trUdNRESEYmJizJodO3bI4XCYgUmS+vXrJ4fD4VETExNjBiZJSkxMlNvtVmFh4RV7dLvdqqys9FgAAMCtqdGGJqfTKUkKCwvz2B4WFmaOOZ1O+fn5qXXr1letCQ0Nrbf/0NBQj5pLj9O6dWv5+fmZNZczb9488z4ph8OhyMjI6zxLAADQVDTa0HSRzWbzWDcMo962S11ac7n6htRcatasWXK5XOZSWlp61b4AAEDT1WhDU3h4uCTVm+kpLy83Z4XCw8NVU1OjioqKq9YcP3683v5PnDjhUXPpcSoqKlRbW1tvBurr7Ha7goKCPBYAAHBrarShqVOnTgoPD9emTZvMbTU1NcrLy1N8fLwkKTY2Vr6+vh41ZWVl2rdvn1kTFxcnl8ulXbt2mTU7d+6Uy+XyqNm3b5/KysrMmtzcXNntdsXGxt7U8wQAAE2DVz89V1VVpc8++8xcP3r0qIqKihQcHKwOHTooPT1dc+fOVVRUlKKiojR37ly1bNlSKSkpkiSHw6GJEycqIyNDbdq0UXBwsDIzM9W9e3fz03Rdu3bV0KFDlZaWpmXLlkmSHn/8cSUlJSk6OlqSlJCQoG7duik1NVULFizQqVOnlJmZqbS0NGaPAACAJC+Hpj179ui+++4z16dPny5JGjdunFauXKkZM2bo3Llzmjx5sioqKtS3b1/l5uYqMDDQfM3ixYvVvHlzjR49WufOndP999+vlStXysfHx6xZs2aNpk2bZn7KbsSIER7PhvLx8VF2drYmT56s/v37y9/fXykpKVq4cOHNfgsAAEATYTMMw/B2E7eKyspKORwOuVyumzZDFfvzN27KfoGmrnDBWG+38I2V/Ka7t1sAGqUOz+y9qfu3+vO70d7TBAAA0JgQmgAAACwgNAEAAFhAaAIAALCA0AQAAGABoQkAAMACQhMAAIAFhCYAAAALCE0AAAAWEJoAAAAsIDQBAABYQGgCAACwgNAEAABgAaEJAADAAkITAACABYQmAAAACwhNAAAAFhCaAAAALCA0AQAAWEBoAgAAsIDQBAAAYAGhCQAAwAJCEwAAgAWEJgAAAAsITQAAABYQmgAAACwgNAEAAFhAaAIAALCA0AQAAGABoQkAAMACQhMAAIAFhCYAAAALCE0AAAAWEJoAAAAsIDQBAABYQGgCAACwgNAEAABgAaEJAADAAkITAACABYQmAAAACwhNAAAAFhCaAAAALCA0AQAAWEBoAgAAsIDQBAAAYAGhCQAAwIJGHZrmzJkjm83msYSHh5vjhmFozpw5ioiIkL+/vwYOHKj9+/d77MPtdmvq1KkKCQlRQECARowYoWPHjnnUVFRUKDU1VQ6HQw6HQ6mpqTp9+vS3cYoAAKCJaNShSZK+//3vq6yszFz27t1rjs2fP18vvviilixZot27dys8PFxDhgzRmTNnzJr09HStW7dOWVlZys/PV1VVlZKSklRXV2fWpKSkqKioSDk5OcrJyVFRUZFSU1O/1fMEAACNW3NvN3AtzZs395hdusgwDL300kv61a9+pQcffFCStGrVKoWFhemtt97SE088IZfLpddee02rV6/W4MGDJUlvvvmmIiMjtXnzZiUmJqq4uFg5OTkqKChQ3759JUnLly9XXFycDh06pOjo6G/vZAEAQKPV6GeaDh8+rIiICHXq1EmPPPKIjhw5Ikk6evSonE6nEhISzFq73a4BAwZo+/btkqTCwkLV1tZ61ERERCgmJsas2bFjhxwOhxmYJKlfv35yOBxmzZW43W5VVlZ6LAAA4NbUqENT37599cYbb2jjxo1avny5nE6n4uPj9dVXX8npdEqSwsLCPF4TFhZmjjmdTvn5+al169ZXrQkNDa137NDQULPmSubNm2feB+VwOBQZGdngcwUAAI1bow5Nw4YN00MPPaTu3btr8ODBys7OlvTvy3AX2Ww2j9cYhlFv26UurblcvZX9zJo1Sy6Xy1xKS0uveU4AAKBpatSh6VIBAQHq3r27Dh8+bN7ndOlsUHl5uTn7FB4erpqaGlVUVFy15vjx4/WOdeLEiXqzWJey2+0KCgryWAAAwK2pSYUmt9ut4uJitWvXTp06dVJ4eLg2bdpkjtfU1CgvL0/x8fGSpNjYWPn6+nrUlJWVad++fWZNXFycXC6Xdu3aZdbs3LlTLpfLrAEAAGjUn57LzMxUcnKyOnTooPLycv32t79VZWWlxo0bJ5vNpvT0dM2dO1dRUVGKiorS3Llz1bJlS6WkpEiSHA6HJk6cqIyMDLVp00bBwcHKzMw0L/dJUteuXTV06FClpaVp2bJlkqTHH39cSUlJfHIOAACYGnVoOnbsmH784x/r5MmTatu2rfr166eCggJ17NhRkjRjxgydO3dOkydPVkVFhfr27avc3FwFBgaa+1i8eLGaN2+u0aNH69y5c7r//vu1cuVK+fj4mDVr1qzRtGnTzE/ZjRgxQkuWLPl2TxYAADRqNsMwDG83cauorKyUw+GQy+W6afc3xf78jZuyX6CpK1ww1tstfGMlv+nu7RaARqnDM3uvXfQNWP353aTuaQIAAPAWQhMAAIAFhCYAAAALCE0AAAAWEJoAAAAsIDQBAABYQGgCAACwgNAEAABgAaEJAADAAkITAACABYQmAAAACwhNAAAAFhCaAAAALCA0AQAAWEBoAgAAsIDQBAAAYAGhCQAAwAJCEwAAgAWEJgAAAAsITQAAABYQmgAAACwgNAEAAFhAaAIAALCA0AQAAGABoQkAAMACQhMAAIAFhCYAAAALCE0AAAAWEJoAAAAsIDQBAABYQGgCAACwgNAEAABgAaEJAADAAkITAACABYQmAAAACwhNAAAAFhCaAAAALCA0AQAAWEBoAgAAsIDQBAAAYAGhCQAAwAJCEwAAgAWEJgAAAAsITQAAABYQmgAAACwgNAEAAFhAaAIAALCA0HSJV199VZ06dVKLFi0UGxurbdu2ebslAADQCBCavuaPf/yj0tPT9atf/UqffPKJ/uM//kPDhg1TSUmJt1sDAABeRmj6mhdffFETJ07UY489pq5du+qll15SZGSkli5d6u3WAACAlzX3dgONRU1NjQoLC/WLX/zCY3tCQoK2b99+2de43W653W5z3eVySZIqKytvWp917nM3bd9AU3Yzv+++LWf+VeftFoBG6WZ/f1/cv2EYV60jNP2fkydPqq6uTmFhYR7bw8LC5HQ6L/uaefPm6bnnnqu3PTIy8qb0CODKHC//zNstALhZ5jm+lcOcOXNGDseVj0VouoTNZvNYNwyj3raLZs2apenTp5vrFy5c0KlTp9SmTZsrvga3jsrKSkVGRqq0tFRBQUHebgfADcT393eLYRg6c+aMIiIirlpHaPo/ISEh8vHxqTerVF5eXm/26SK73S673e6x7bbbbrtZLaKRCgoK4j9V4BbF9/d3x9VmmC7iRvD/4+fnp9jYWG3atMlj+6ZNmxQfH++lrgAAQGPBTNPXTJ8+Xampqerdu7fi4uL0hz/8QSUlJfrZz7hXAgCA7zpC09eMGTNGX331lX7zm9+orKxMMTEx2rBhgzp27Ojt1tAI2e12Pfvss/Uu0QJo+vj+xuXYjGt9vg4AAADc0wQAAGAFoQkAAMACQhMAAIAFhCYAAAALCE0AAAAWEJoAAAAsIDQBAHAFF5/KU1lZ6eVO0BgQmoAbiMeeAbeOi3+wfcOGDfrRj36kTz75xNstwcsITUADXAxHhw4d0ubNm7Vnzx45nU7ZbDZduHDBy90BuBFsNpvefvttPfLII+rXrx+/FIEnggPX6+Jvn2vXrtVTTz0lX19fGYYhf39/vfbaa4qPj9eFCxfUrBm/kwBN2eeff65BgwZp5syZmjx5srn94MGD6tChg1q2bOnF7uAN/K8OXIfz58/LZrNp165d+ulPf6rZs2crPz9fq1atUu/evXX//fdrx44datasGb+VAk1ceXm5WrVqpQkTJqiiokKvvPKKBg0apJ49eyotLU2fffaZt1vEt4w/2AtY8I9//EMdOnRQ8+bNVVdXp71796p3795KS0tTs2bNdPvttys6OloXLlzQlClTlJubq5CQEG+3DeAb6NSpk44cOaKHHnpIR44c0V133aV77rlHM2bMUHJyspKTk3XnnXd6u018iwhNwDW43W498sgjcjqdOnLkiHx8fFRZWamioiJVVlbqtttuk2EYCg8PV0pKiiZNmqSTJ08SmoAm4uKssM1m07Fjx2Sz2XTmzBnddddd+uCDD/Tqq6/q7rvv1tixY9WhQwf5+PhowIABOn/+vJc7x7eNy3PANfj5+WnBggVq1aqVfvjDH8owDI0cOVLt2rXTihUr5HK5ZLPZJElRUVHy9fXl48lAE3Hq1CnZbDbZbDatX79eSUlJGjp0qAYMGKCZM2eqW7duWr16tZ599ll16tRJPj4++vWvf60DBw7onnvu8Xb7+JYRmoBrsNlsio+P1/Lly3Xu3Dn17dtXnTt31gMPPKAVK1Zo+fLlOn78uKqqqvT666+rWbNmuuOOO7zdNoBrOHnypLp3764DBw5oy5YtevTRRzVp0iRt3rxZc+fO1YIFC/Thhx+aM1HvvvuuxowZo9dff13Z2dl8n38HcXkOuAyn06kvvvhC/fr1kyQ1a9ZMsbGxeuONN/TII49owIABysvLk81m06pVqzR79mz94Ac/0Oeff66NGzcqNDTUy2cA4FrOnDkjm82mmpoabdmyRY899pieeOIJHTlyRC+88IIee+wxJScnm/UBAQGKiIjQBx98oLvuusuLncNbeOQAcInS0lL16tVLp06d0oABAxQXF6fBgwerT58+CgwM1O7duzVx4kQFBQUpPz9fTqdTGzZsUOvWrfXDH/5QHTt29PYpALCoT58+Sk5O1tatW5WcnKxJkybpzjvv1PDhw/X73/9eNptNv/vd7xQbG6v+/furpqZGfn5+3m4bXsLlOeASFy5cUGRkpLp06aKqqip9+eWXGj58uO69916lpqbq6NGjmj17tpxOpxISEhQWFqYJEybogQceIDABTcTFh9B27NhRNTU1Gj9+vLKzs9WpUyeNHDlSr776qmw2m+rq6rRr1y698847On/+PIHpO47QBFyiY8eO+tOf/qRu3brp9ttv16RJk3To0CHNnDlTR48e1aJFizRu3Dj5+/tr8+bNevDBByXxJ1SAxu7IkSN65ZVXdPDgQf3zn/+UJD3wwAPavXu3WrVqpWPHjiksLExPPfWUfHx85Ha79eyzz2rbtm1KS0tT8+bc0fJdx+U54AoOHTqkp556ShcuXNDzzz+vPn36SJJOnz6td999V4cOHdJ7772n//3f/1WvXr283C2Aq6mtrdVPfvITFRQUyMfHR1999ZXi4uL02Wefye12a+/eveYN4G63W1FRUXK73SosLNTGjRv5HockQhNwVYcPH9bUqVMlSbNmzdKAAQM8xs+fP89vn0ATcfbsWbVs2VKHDx9WcXGxSkpKtG3bNv3tb38zHy3w+eefKzs7W/v371fPnj01atQoRUVFebt1NBKEJuAaDh8+rGnTpskwDD3zzDOKj4/3dksAGuDi34281Pr16/XCCy+oTZs2WrlypUJCQq5Yi+827mkCriEqKkq/+93v5Ovrq4yMDBUUFHi7JQANcGkIungz+IgRI5Senq6qqiolJSXp5MmTBCZcFqEJsCAqKkoLFixQ+/btFRER4e12ANwAF/+wdrNmzTR69GhNmDBBwcHBOnv2rLdbQyPF5TngOvCMFuDWc/FSnGEYqqqqUmBgoLdbQiNFaAIAfOdxDxOs4PIcAOA7j8AEKwhNAAAAFhCaAAAALCA0AQAAWEBoAgAAsIDQBAAAYAGhCQAAwAJCEwAAgAWEJgBN0sqVK3Xbbbd5u40m64477tBLL73k7TaAJoXQBOAbGz9+vGw2m2w2m3x9fdW5c2dlZmaqurr6ph1zzJgx+vvf/26p9mYGrPHjx2vUqFGWap1Op6ZOnarOnTvLbrcrMjJSycnJev/9929KbwBurObebgDArWHo0KFasWKFamtrtW3bNj322GOqrq7W0qVLr3tfhmGorq5OzZtf+b8of39/+fv7f5OWv1VffPGF+vfvr9tuu03z589Xjx49VFtbq40bN2rKlCk6ePCgt1sEcA3MNAG4Iex2u8LDwxUZGamUlBQ9+uijWr9+vaR/h6D58+erc+fO8vf3V8+ePfXnP//ZfO3WrVtls9m0ceNG9e7dW3a7Xdu2bdPf/vY33XfffQoMDFRQUJBiY2O1Z88eSfVnj65Uu3XrVv30pz+Vy+UyZ8PmzJkj6d9/gHnGjBm6/fbbFRAQoL59+2rr1q3mPi8eY+PGjeratatatWqloUOHqqysTJI0Z84crVq1Su+8846576+//usmT54sm82mXbt26Uc/+pG6dOmi73//+5o+fboKCgrMupKSEo0cOVKtWrVSUFCQRo8erePHj5vjl5vZSk9P18CBA831M2fO6NFHH1VAQIDatWunxYsXa+DAgUpPT/d43dmzZzVhwgQFBgaqQ4cO+sMf/nCVf2EAhCYAN4W/v79qa2slSb/+9a+1YsUKLV26VPv379fTTz+tn/zkJ8rLy/N4zYwZMzRv3jwVFxerR48eevTRR9W+fXvt3r1bhYWF+sUvfiFfX9/LHu9KtfHx8XrppZcUFBSksrIylZWVKTMzU5L005/+VB999JGysrL06aef6uGHH9bQoUN1+PBhc79nz57VwoULtXr1an344YcqKSkxX5+ZmanRo0ebQaqsrEzx8fH1ejt16pRycnI0ZcoUBQQE1Bu/GP4Mw9CoUaN06tQp5eXladOmTfr88881ZsyY63rvp0+fro8++kh/+ctftGnTJm3btk0ff/xxvbpFixapd+/e+uSTTzR58mRNmjSJGS/gagwA+IbGjRtnjBw50lzfuXOn0aZNG2P06NFGVVWV0aJFC2P79u0er5k4caLx4x//2DAMw9iyZYshyVi/fr1HTWBgoLFy5crLHnPFihWGw+FoUK1hGMZnn31m2Gw245///KfH9vvvv9+YNWuW+TpJxmeffWaOv/LKK0ZYWNgVz/1ydu7caUgy3n777avW5ebmGj4+PkZJSYm5bf/+/YYkY9euXVc83lNPPWUMGDDAMAzDqKysNHx9fY0//elP5vjp06eNli1bGk899ZS5rWPHjsZPfvITc/3ChQtGaGiosXTp0qv2CHyXcU8TgBvir3/9q1q1aqXz58+rtrZWI0eO1Msvv6wDBw7oX//6l4YMGeJRX1NTo169enls6927t8f69OnT9dhjj2n16tUaPHiwHn74YX3ve9+77PGvp1aSPv74YxmGoS5dunhsd7vdatOmjbnesmVLj/20a9dO5eXlV38zLmEYhiTJZrNdta64uFiRkZGKjIw0t3Xr1k233XabiouL1adPn2se68iRI6qtrdXdd99tbnM4HIqOjq5X26NHD/Nrm82m8PDw6z434LuE0ATghrjvvvu0dOlS+fr6KiIiwryMdvToUUlSdna2br/9do/X2O12j/VLL13NmTNHKSkpys7O1nvvvadnn31WWVlZeuCBB+od/3pqJenChQvy8fFRYWGhfHx8PMZatWplfn3p5UCbzWaGIKuioqJks9lUXFx81U/aGYZx2WD19e3NmjWrd/yLl0Ev1l7s89J9XOpy53bhwoWrnwzwHcY9TQBuiICAAN15553q2LGjxw/jbt26yW63q6SkRHfeeafH8vUZlSvp0qWLnn76aeXm5urBBx/UihUrrrvWz89PdXV1HrW9evVSXV2dysvL6/UVHh5u+bwvt+9LBQcHKzExUa+88splH8Nw+vRpSf9+r0pKSlRaWmqOHThwQC6XS127dpUktW3b1rwR/aKioiLz6+9973vy9fXVrl27zG2VlZUe92kBaBhCE4CbKjAwUJmZmXr66ae1atUqff755/rkk0/0yiuvaNWqVVd83blz5/Tkk09q69at+sc//qGPPvpIu3fvNsPD9dTecccdqqqq0vvvv6+TJ0/q7Nmz6tKlix599FGNHTtWb7/9to4ePardu3frhRde0IYNGyyf3x133KFPP/1Uhw4d0smTJz1mfb7u1VdfVV1dne6++26tXbtWhw8fVnFxsX73u98pLi5OkjR48GDzBviPP/5Yu3bt0tixYzVgwADz0uWgQYO0Z88evfHGGzp8+LCeffZZ7du3z+P9HjdunH7+859ry5Yt2r9/vyZMmKBmzZpd8/IggKsjNAG46f7rv/5LzzzzjObNm6euXbsqMTFR7777rjp16nTF1/j4+Oirr77S2LFj1aVLF40ePVrDhg3Tc889d9218fHx+tnPfqYxY8aobdu2mj9/viRpxYoVGjt2rDIyMhQdHa0RI0Zo586dlmbALkpLS1N0dLR69+6ttm3b6qOPPrpsXadOnfTxxx/rvvvuU0ZGhmJiYjRkyBC9//775rOsbDab1q9fr9atW+vee+/V4MGD1blzZ/3xj38095OYmKjZs2drxowZ6tOnj86cOaOxY8d6HOvFF19UXFyckpKSNHjwYPXv319du3ZVixYtLJ8XgPpsxvVenAcANCnV1dW6/fbbtWjRIk2cONHb7QBNFjeCA8At5pNPPtHBgwd19913y+Vy6Te/+Y0kaeTIkV7uDGjaCE0AcAtauHChDh06JD8/P8XGxmrbtm0KCQnxdltAk8blOQAAAAu4ERwAAMACQhMAAIAFhCYAAAALCE0AAAAWEJoAAAAsIDQBAABYQGgCAACwgNAEAABgAaEJAADAgv8Pdxun6WQNdJMAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Box plots for numerical variables\n",
"for col in numerical_cols:\n",
" sns.boxplot(data=df, x=col)\n",
" plt.show()\n",
"\n",
"# Bar charts for categorical variables\n",
"for col in df.select_dtypes(include='object').columns:\n",
" sns.countplot(data=df, x=col)\n",
" plt.xticks(rotation=45)\n",
" plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "8d77aea5",
"metadata": {
"id": "8d77aea5"
},
"source": [
"Data Quality Checks"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "72525819",
"metadata": {
"id": "72525819",
"outputId": "cc8a6e40-85a0-49c1-fbe8-506f9acb515c"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Duplicate rows: 181\n"
]
}
],
"source": [
"# Check for duplicate rows\n",
"print(\"Duplicate rows:\", df.duplicated().sum())"
]
},
{
"cell_type": "markdown",
"id": "f3b387f7",
"metadata": {
"id": "f3b387f7"
},
"source": [
"# Predictive Analysis on Health Issues Based on Smoking Habits"
]
},
{
"cell_type": "markdown",
"id": "07408e9f",
"metadata": {
"id": "07408e9f"
},
"source": [
"Research Task: Predict the likelihood of specific health symptoms (like cough, chest pain) based on smoking status and other factors."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f7bb4f5f",
"metadata": {
"id": "f7bb4f5f",
"outputId": "33c3d4e2-abaf-40fa-ee2e-74f7c1734ab4"
},
"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>Age</th>\n",
" <th>Gender</th>\n",
" <th>Profession</th>\n",
" <th>District</th>\n",
" <th>Smoking_Status</th>\n",
" <th>Age_at_Initiation</th>\n",
" <th>Exposure_to_Secondhand_Smoke</th>\n",
" <th>Awareness_of_Smoking_Risks</th>\n",
" <th>Pocket_Money</th>\n",
" <th>Cough</th>\n",
" <th>Shortness of Breath</th>\n",
" <th>Chest Pain</th>\n",
" <th>Fatigue</th>\n",
" <th>Persistent Cough</th>\n",
" <th>Wheezing</th>\n",
" <th>District_ID</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>62</td>\n",
" <td>Male</td>\n",
" <td>Driver</td>\n",
" <td>Sherpur</td>\n",
" <td>Never Smoked</td>\n",
" <td>NaN</td>\n",
" <td>Yes</td>\n",
" <td>Low</td>\n",
" <td>High</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>58</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>65</td>\n",
" <td>Female</td>\n",
" <td>Housewife</td>\n",
" <td>Rajshahi</td>\n",
" <td>Never Smoked</td>\n",
" <td>NaN</td>\n",
" <td>Yes</td>\n",
" <td>Moderate</td>\n",
" <td>Low</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>53</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>18</td>\n",
" <td>Male</td>\n",
" <td>Driver</td>\n",
" <td>Kurigram</td>\n",
" <td>Never Smoked</td>\n",
" <td>NaN</td>\n",
" <td>No</td>\n",
" <td>Moderate</td>\n",
" <td>High</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>28</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>21</td>\n",
" <td>Female</td>\n",
" <td>Agricultural Worker</td>\n",
" <td>Chittagong</td>\n",
" <td>Never Smoked</td>\n",
" <td>NaN</td>\n",
" <td>Yes</td>\n",
" <td>Moderate</td>\n",
" <td>Medium</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>21</td>\n",
" <td>Male</td>\n",
" <td>Student</td>\n",
" <td>Shariatpur</td>\n",
" <td>Heavy Smoker</td>\n",
" <td>20.0</td>\n",
" <td>No</td>\n",
" <td>Moderate</td>\n",
" <td>Low</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>Yes</td>\n",
" <td>Yes</td>\n",
" <td>Yes</td>\n",
" <td>Yes</td>\n",
" <td>57</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Age Gender Profession District Smoking_Status \\\n",
"0 62 Male Driver Sherpur Never Smoked \n",
"1 65 Female Housewife Rajshahi Never Smoked \n",
"2 18 Male Driver Kurigram Never Smoked \n",
"3 21 Female Agricultural Worker Chittagong Never Smoked \n",
"4 21 Male Student Shariatpur Heavy Smoker \n",
"\n",
" Age_at_Initiation Exposure_to_Secondhand_Smoke Awareness_of_Smoking_Risks \\\n",
"0 NaN Yes Low \n",
"1 NaN Yes Moderate \n",
"2 NaN No Moderate \n",
"3 NaN Yes Moderate \n",
"4 20.0 No Moderate \n",
"\n",
" Pocket_Money Cough Shortness of Breath Chest Pain Fatigue Persistent Cough \\\n",
"0 High No No No No No \n",
"1 Low No No No Yes No \n",
"2 High No No No No No \n",
"3 Medium No No No No No \n",
"4 Low No Yes Yes Yes Yes \n",
"\n",
" Wheezing District_ID \n",
"0 No 58 \n",
"1 No 53 \n",
"2 No 28 \n",
"3 No 8 \n",
"4 Yes 57 "
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = primaryDF\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "73328b46",
"metadata": {
"id": "73328b46",
"outputId": "8db15b65-7baa-472d-e512-940004f1bde9"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" 0 0.84 0.85 0.84 6221\n",
" 1 0.75 0.74 0.74 3779\n",
"\n",
" accuracy 0.81 10000\n",
" macro avg 0.79 0.79 0.79 10000\n",
"weighted avg 0.81 0.81 0.81 10000\n",
"\n"
]
}
],
"source": [
"from sklearn.model_selection import train_test_split\n",
"from sklearn.ensemble import RandomForestClassifier\n",
"from sklearn.metrics import classification_report\n",
"from sklearn.impute import SimpleImputer\n",
"\n",
"\n",
"# Convert categorical variables to dummy variables\n",
"X = pd.get_dummies(df.drop(['Cough', 'District'], axis=1)) # Drop District as we have District_ID\n",
"y = df['Cough'].map({'Yes': 1, 'No': 0}) # Encoding Cough as binary\n",
"\n",
"# Handling missing values\n",
"imputer = SimpleImputer(strategy='constant', fill_value=-1)\n",
"X = imputer.fit_transform(X)\n",
"\n",
"# Splitting the data\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
"\n",
"# Building the model\n",
"clf = RandomForestClassifier(random_state=42)\n",
"clf.fit(X_train, y_train)\n",
"\n",
"# Predicting and evaluating\n",
"y_pred = clf.predict(X_test)\n",
"print(classification_report(y_test, y_pred))\n"
]
},
{
"cell_type": "markdown",
"id": "a66c86cd",
"metadata": {
"id": "a66c86cd"
},
"source": [
"# Comparison of Health Risks between Smokers and Non-Smokers"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "82af2bd0",
"metadata": {
"id": "82af2bd0",
"outputId": "f3e1820b-0d39-4e8f-b1c5-dbe755bd95d9"
},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Assuming df is your DataFrame\n",
"# Comparing health risks\n",
"for symptom in ['Cough', 'Shortness of Breath', 'Chest Pain']:\n",
" # Mapping Yes/No to numeric for plotting\n",
" df[symptom+'_num'] = df[symptom].map({'Yes': 1, 'No': 0})\n",
"\n",
" sns.barplot(x='Smoking_Status', y=symptom+'_num', data=df, order=[\"Never Smoked\", \"Former Smoker\", \"Light Smoker\", \"Medium Smoker\", \"Heavy Smoker\"])\n",
" plt.title(f'Comparison of {symptom} between Smokers and Non-Smokers')\n",
" plt.ylabel('Average Occurrence of ' + symptom)\n",
" plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "85670d77",
"metadata": {
"id": "85670d77"
},
"source": [
"# Clustering of Districts Based on Health Data"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "549f2255",
"metadata": {
"id": "549f2255",
"outputId": "53e58cbb-b956-4df2-b778-bc0225628575"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\Nayeem Islam\\anaconda3\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1416: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
" super()._check_params_vs_input(X, default_n_init=10)\n",
"C:\\Users\\Nayeem Islam\\anaconda3\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1440: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n",
" warnings.warn(\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.cluster import KMeans\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Assuming df is your DataFrame\n",
"# Preparing data for clustering\n",
"# Mapping Yes/No to numeric for clustering\n",
"for symptom in ['Cough', 'Shortness of Breath', 'Chest Pain']:\n",
" df[symptom+'_num'] = df[symptom].map({'Yes': 1, 'No': 0})\n",
"\n",
"data_for_clustering = df.groupby('District_ID')[['Cough_num', 'Shortness of Breath_num', 'Chest Pain_num']].mean()\n",
"\n",
"# Applying KMeans Clustering\n",
"kmeans = KMeans(n_clusters=5, random_state=42)\n",
"clusters = kmeans.fit_predict(data_for_clustering)\n",
"\n",
"# Visualizing clusters\n",
"plt.scatter(data_for_clustering.iloc[:, 0], data_for_clustering.iloc[:, 1], c=clusters, cmap='viridis')\n",
"plt.xlabel('Average Occurrence of Cough')\n",
"plt.ylabel('Average Occurrence of Shortness of Breath')\n",
"plt.title('Clusters of Districts Based on Health Data')\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "16cbe0d1",
"metadata": {
"id": "16cbe0d1"
},
"source": [
"# Predictive Analysis on Exposure to Secondhand Smoke"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "496e9657",
"metadata": {
"id": "496e9657",
"outputId": "6603979f-79f4-4ca6-99ea-80ef051c439c"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" 0 0.31 0.04 0.07 3516\n",
" 1 0.65 0.95 0.77 6484\n",
"\n",
" accuracy 0.63 10000\n",
" macro avg 0.48 0.50 0.42 10000\n",
"weighted avg 0.53 0.63 0.52 10000\n",
"\n"
]
}
],
"source": [
"from sklearn.impute import SimpleImputer\n",
"from sklearn.naive_bayes import GaussianNB\n",
"\n",
"# Assuming df is your DataFrame\n",
"# Convert categorical variables to dummy variables\n",
"X = pd.get_dummies(df.drop(['Exposure_to_Secondhand_Smoke', 'District'], axis=1))\n",
"y = df['Exposure_to_Secondhand_Smoke'].map({'Yes': 1, 'No': 0})\n",
"\n",
"# Handling missing values\n",
"imputer = SimpleImputer(strategy='constant', fill_value=-1)\n",
"X = imputer.fit_transform(X)\n",
"\n",
"# Splitting the data\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
"\n",
"# Building the model\n",
"gnb = GaussianNB()\n",
"gnb.fit(X_train, y_train)\n",
"\n",
"# Predicting and evaluating\n",
"y_pred = gnb.predict(X_test)\n",
"print(classification_report(y_test, y_pred))\n"
]
},
{
"cell_type": "markdown",
"id": "633e6f69",
"metadata": {
"id": "633e6f69"
},
"source": [
"# Logistic Regression for Smoking Initiation Age Prediction"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "cc359655",
"metadata": {
"id": "cc359655",
"outputId": "6716bd4f-1b28-452d-8059-6264c3900b13"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" 0 0.90 0.93 0.91 8126\n",
" 1 0.64 0.55 0.59 1874\n",
"\n",
" accuracy 0.86 10000\n",
" macro avg 0.77 0.74 0.75 10000\n",
"weighted avg 0.85 0.86 0.85 10000\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\Nayeem Islam\\anaconda3\\Lib\\site-packages\\sklearn\\linear_model\\_logistic.py:460: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" n_iter_i = _check_optimize_result(\n"
]
}
],
"source": [
"from sklearn.linear_model import LogisticRegression\n",
"\n",
"# Assuming df is your DataFrame\n",
"# Predict whether someone started smoking before age 20\n",
"df['Started_Smoking_Before_20'] = df['Age_at_Initiation'].apply(lambda x: 1 if x < 20 else 0)\n",
"\n",
"# Prepare the data\n",
"X = pd.get_dummies(df.drop(['Age_at_Initiation', 'Started_Smoking_Before_20', 'District'], axis=1))\n",
"y = df['Started_Smoking_Before_20']\n",
"\n",
"# Handling missing values\n",
"imputer = SimpleImputer(strategy='constant', fill_value=-1)\n",
"X = imputer.fit_transform(X)\n",
"\n",
"# Splitting the data\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
"\n",
"# Building the model\n",
"log_reg = LogisticRegression()\n",
"log_reg.fit(X_train, y_train)\n",
"\n",
"# Predicting and evaluating\n",
"y_pred = log_reg.predict(X_test)\n",
"print(classification_report(y_test, y_pred))\n"
]
},
{
"cell_type": "markdown",
"id": "1db91845",
"metadata": {
"id": "1db91845"
},
"source": [
"# Decision Trees for Predicting Smoking Status"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a1e9273d",
"metadata": {
"id": "a1e9273d",
"outputId": "684fef3b-c241-473d-f9b6-18e59af87cc2"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
"Former Smoker 0.54 0.53 0.54 1239\n",
" Heavy Smoker 0.47 0.46 0.47 1240\n",
" Light Smoker 0.31 0.31 0.31 1216\n",
"Medium Smoker 0.31 0.32 0.32 1239\n",
" Never Smoked 1.00 1.00 1.00 5066\n",
"\n",
" accuracy 0.71 10000\n",
" macro avg 0.53 0.53 0.53 10000\n",
" weighted avg 0.71 0.71 0.71 10000\n",
"\n"
]
}
],
"source": [
"from sklearn.tree import DecisionTreeClassifier\n",
"\n",
"# Prepare the data\n",
"X = pd.get_dummies(df.drop(['Smoking_Status', 'District'], axis=1))\n",
"y = df['Smoking_Status']\n",
"\n",
"# Handling missing values\n",
"imputer = SimpleImputer(strategy='constant', fill_value=-1)\n",
"X = imputer.fit_transform(X)\n",
"\n",
"# Splitting the data\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
"\n",
"# Building the model\n",
"dtc = DecisionTreeClassifier(random_state=42)\n",
"dtc.fit(X_train, y_train)\n",
"\n",
"# Predicting and evaluating\n",
"y_pred = dtc.predict(X_test)\n",
"print(classification_report(y_test, y_pred))\n"
]
},
{
"cell_type": "markdown",
"id": "b531d0a8",
"metadata": {
"id": "b531d0a8"
},
"source": [
"# Principal Component Analysis (PCA) for Data Visualization"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "9e0a5e2d",
"metadata": {
"id": "9e0a5e2d",
"outputId": "e9129462-6a5f-4b2f-d2a1-eb93902d40a8"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.impute import SimpleImputer\n",
"from sklearn.decomposition import PCA\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Assuming df is your DataFrame\n",
"# Convert categorical variables to dummy variables\n",
"X = pd.get_dummies(df.drop('District', axis=1))\n",
"\n",
"# Handling missing values\n",
"imputer = SimpleImputer(strategy='constant', fill_value=-1)\n",
"X_imputed = imputer.fit_transform(X)\n",
"\n",
"# Apply PCA\n",
"pca = PCA(n_components=2)\n",
"X_pca = pca.fit_transform(X_imputed)\n",
"\n",
"# Plot the first two principal components\n",
"sns.scatterplot(x=X_pca[:, 0], y=X_pca[:, 1], hue=df['Smoking_Status'])\n",
"plt.title('PCA of Dataset')\n",
"plt.xlabel('Principal Component 1')\n",
"plt.ylabel('Principal Component 2')\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "dc104ba9",
"metadata": {
"id": "dc104ba9"
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.5"
},
"colab": {
"provenance": []
}
},
"nbformat": 4,
"nbformat_minor": 5
}