notebook.ipynb•186 kB
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Matplotlib Examples\n",
"\n",
"This notebook demonstrates various matplotlib plotting capabilities including basic plots, customization, and advanced features."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1. Import Required Libraries\n",
"\n",
"First, let's import matplotlib and other necessary libraries."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Libraries imported successfully!\n"
]
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd\n",
"\n",
"# Set up matplotlib for inline plotting\n",
"%matplotlib inline\n",
"\n",
"print(\"Libraries imported successfully!\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2. Basic Line Plot\n",
"\n",
"Let's create a simple line plot with some sample data."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data",
"transient": {}
}
],
"source": [
"# Generate sample data\n",
"x = np.linspace(0, 10, 100)\n",
"y = np.sin(x)\n",
"\n",
"# Create a basic line plot\n",
"plt.figure(figsize=(10, 6))\n",
"plt.plot(x, y)\n",
"plt.title('Basic Sine Wave')\n",
"plt.xlabel('X values')\n",
"plt.ylabel('Y values')\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3. Customized Plot with Multiple Lines\n",
"\n",
"Now let's create a more customized plot with multiple lines, colors, and styles."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data",
"transient": {}
}
],
"source": [
"# Generate multiple datasets\n",
"x = np.linspace(0, 10, 100)\n",
"y1 = np.sin(x)\n",
"y2 = np.cos(x)\n",
"y3 = np.sin(x) * np.cos(x)\n",
"\n",
"# Create customized plot\n",
"plt.figure(figsize=(12, 8))\n",
"plt.plot(x, y1, 'b-', linewidth=2, label='sin(x)', marker='o', markersize=4, alpha=0.8)\n",
"plt.plot(x, y2, 'r--', linewidth=2, label='cos(x)', marker='s', markersize=4, alpha=0.8)\n",
"plt.plot(x, y3, 'g:', linewidth=3, label='sin(x)*cos(x)', marker='^', markersize=4, alpha=0.8)\n",
"\n",
"plt.title('Multiple Trigonometric Functions', fontsize=16, fontweight='bold')\n",
"plt.xlabel('X values', fontsize=12)\n",
"plt.ylabel('Y values', fontsize=12)\n",
"plt.legend(fontsize=12)\n",
"plt.grid(True, alpha=0.3)\n",
"plt.xlim(0, 10)\n",
"plt.ylim(-1.5, 1.5)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"2\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"3\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"4\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"5\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"6\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"7\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"8\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"9\n"
]
}
],
"source": [
"import time\n",
"for i in range(10):\n",
" print(i)\n",
" time.sleep(1)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"2\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"3\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"4\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"5\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"6\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"7\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"8\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"9\n"
]
}
],
"source": [
"import time\n",
"for i in range(10):\n",
" print(i)\n",
" time.sleep(10)"
]
}
],
"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": "3.11.12"
}
},
"nbformat": 4,
"nbformat_minor": 2
}