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DataScienceAndBigDataAnalytics/Notebooks/Notebook-A10 (Data Visualization-3).ipynb
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{
"cells": [
{
"cell_type": "markdown",
"id": "41237e8e-d76b-4939-bfd1-13ed5984a473",
"metadata": {},
"source": [
"# Notebook-A10 (Data Visualization-3)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "890b5c5d-3b54-4e61-b313-0cb16781f5c1",
"metadata": {},
"outputs": [],
"source": [
"# Import libraries\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "6cbe6c12-0461-4ef4-9160-70b4dceefdff",
"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>sepal.length</th>\n",
" <th>sepal.width</th>\n",
" <th>petal.length</th>\n",
" <th>petal.width</th>\n",
" <th>variety</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>5.1</td>\n",
" <td>3.5</td>\n",
" <td>1.4</td>\n",
" <td>0.2</td>\n",
" <td>Setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>4.9</td>\n",
" <td>3.0</td>\n",
" <td>1.4</td>\n",
" <td>0.2</td>\n",
" <td>Setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>4.7</td>\n",
" <td>3.2</td>\n",
" <td>1.3</td>\n",
" <td>0.2</td>\n",
" <td>Setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4.6</td>\n",
" <td>3.1</td>\n",
" <td>1.5</td>\n",
" <td>0.2</td>\n",
" <td>Setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5.0</td>\n",
" <td>3.6</td>\n",
" <td>1.4</td>\n",
" <td>0.2</td>\n",
" <td>Setosa</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" sepal.length sepal.width petal.length petal.width variety\n",
"0 5.1 3.5 1.4 0.2 Setosa\n",
"1 4.9 3.0 1.4 0.2 Setosa\n",
"2 4.7 3.2 1.3 0.2 Setosa\n",
"3 4.6 3.1 1.5 0.2 Setosa\n",
"4 5.0 3.6 1.4 0.2 Setosa"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Load dataset into Pandas DataFrame\n",
"df = pd.read_csv('iris.csv')\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "8d858785-cae8-464b-8ebc-d8114355b9af",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Feature and their types:\n"
]
},
{
"data": {
"text/plain": [
"sepal.length float64\n",
"sepal.width float64\n",
"petal.length float64\n",
"petal.width float64\n",
"variety object\n",
"dtype: object"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Features & their datatypes\n",
"print(\"Feature and their types:\")\n",
"df.dtypes"
]
},
{
"cell_type": "markdown",
"id": "3eb11a8a-4dcc-4786-b8b5-0dbf87a51baf",
"metadata": {},
"source": [
"Here, the 4 features i.e. 'sepal_length', 'sepal_width', 'petal_length',\n",
" 'petal_width' have Numerical data while 'variety' has \n",
"nominal/categorical."
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "ebcb8f2e-55c5-4eee-9d9e-5447fb461345",
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
"<Figure size 1200x600 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Histogram for each numerical feature\n",
"plt.figure(figsize=(12, 6))\n",
"\n",
"for i, column in enumerate(df.columns[:-1]): # Exclude 'species' column\n",
" plt.subplot(2, 2, i + 1)\n",
"\n",
" ax = plt.hist(df[column], edgecolor=\"black\")\n",
" plt.gca().bar_label(plt.gca().containers[0], fmt='%d') # Add count labels\n",
" plt.title(f\"Histogram of {column}\")\n",
" plt.xlabel(column)\n",
" plt.ylabel(\"Frequency\")\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "7329e12f-ed2a-4234-b9eb-05f2c04177c6",
"metadata": {},
"source": [
"A histogram is a graphical representation of the distribution of a \n",
"dataset, where data is grouped into bins, and the height of each bar \n",
"represents the frequency of values within each bin."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "8cc6e39b-f1ac-464c-88c8-dad766d1aa19",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1200x600 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Boxplot (for identifying outliers in this case)\n",
"plt.figure(figsize=(12, 6))\n",
"for i, column in enumerate(df.columns[:-1]): # Exclude 'species' column\n",
" ax = plt.subplot(2, 2, i + 1)\n",
" # Create boxplot and store it in a container\n",
" box_container = sns.boxplot(x=df[column], ax=ax, color='salmon')\n",
" plt.title(f\"Boxplot of {column}\")\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "e864c68b-1ea8-48c7-b735-272f8430cb34",
"metadata": {},
"source": [
"A boxplot visually represents the distribution of a dataset using five \n",
"key statistics: minimum, first quartile (Q1), median (Q2), third \n",
"quartile (Q3), and maximum, with potential outliers shown as individual \n",
"points."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "d6d1e35d-9806-43a5-bf1b-66a0ff595b68",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Feature: sepal.length\n",
" Mean: 5.84, Median: 5.80, Std Dev: 0.83\n",
" Outliers Detected: No \n",
"----------------------------------------\n",
"\n",
"Feature: sepal.width\n",
" Mean: 3.06, Median: 3.00, Std Dev: 0.44\n",
" Outliers Detected: Yes \n",
" Outlier Values: [4.4, 4.1, 4.2, 2.0]\n",
"----------------------------------------\n",
"\n",
"Feature: petal.length\n",
" Mean: 3.76, Median: 4.35, Std Dev: 1.77\n",
" Outliers Detected: No \n",
"----------------------------------------\n",
"\n",
"Feature: petal.width\n",
" Mean: 1.20, Median: 1.30, Std Dev: 0.76\n",
" Outliers Detected: No \n",
"----------------------------------------\n"
]
}
],
"source": [
"# Detecting outliers\n",
"for column in df.columns[:-1]: # Exclude 'species' column\n",
" Q1 = df[column].quantile(0.25)\n",
" Q3 = df[column].quantile(0.75)\n",
" \n",
" IQR = Q3 - Q1\n",
" \n",
" lower_bound = Q1 - 1.5 * IQR\n",
" upper_bound = Q3 + 1.5 * IQR\n",
" \n",
" outliers = df[(df[column] < lower_bound) | (df[column] > upper_bound)][column]\n",
"\n",
" print(f\"\\nFeature: {column}\")\n",
" print(f\" Mean: {df[column].mean():.2f}, Median: {df[column].median():.2f}, Std Dev: {df[column].std():.2f}\")\n",
" print(f\" Outliers Detected: {'Yes' if not outliers.empty else 'No'}\",\"\\n \" f\"Outlier Values: {outliers.tolist()}\" if not outliers.empty else \"\")\n",
" print(\"-\" * 40)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "6a6135d7-2365-4898-a070-b67219872e50",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x800 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Violin plot\n",
"plt.figure(figsize=(12, 8))\n",
"for i, column in enumerate(df.columns[:-1]): # Exclude 'species' column\n",
" plt.subplot(2, 2, i + 1)\n",
" sns.violinplot(x=df[\"variety\"], y=df[column], palette=\"Set2\", hue=df['variety'])\n",
" plt.title(f\"Violin Plot of {column} by variety\")\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "693ebf45-ebc1-486d-88ac-f65479a3b17b",
"metadata": {},
"source": [
"A violin plot combines a boxplot with a density plot, showing the \n",
"distribution, median, quartiles, and the overall shape of the data."
]
},
{
"cell_type": "markdown",
"id": "95579ef0-6abc-4f87-ac82-66c752929ba3",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"id": "68e4aff1-1f39-407d-8f1f-859738461f48",
"metadata": {},
"source": [
"**Conclusion**\n",
"\n",
"1. The Iris dataset consists of four numerical features (sepal length, sepal width, petal length, and petal width) and one categorical feature (variety), which includes three classes: Setosa, Versicolor, and Virginica.\n",
"\n",
"2. Histograms and boxplots revealed the distribution of each feature, with sepal width showing some outliers, identified using the IQR method.\n",
"\n",
"3. Violin plots demonstrated the variation of different features across species, showing that Setosa is distinct from the other two species, while Versicolor and Virginica overlap in some features.\n",
"\n",
"The analysis helped visualize data distribution, identify outliers, and understand feature relationships, providing insights for further classification tasks."
]
},
{
"cell_type": "markdown",
"id": "61d0d3aa-4b71-4b18-b59d-9bb445bfa042",
"metadata": {},
"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": "3.8.20"
}
},
"nbformat": 4,
"nbformat_minor": 5
}