Matplotlib_Seaborn.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyMoxZo+luQyfZ7PVJPkO3wF",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/lovnishverma/Python-Getting-Started/blob/main/Matplotlib_Seaborn.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Matplotlib**, is the most popular data visualization library in Python — **clear, visual, and beginner-friendly** explanation.\n",
        "\n",
        "---\n",
        "\n",
        "## 🎯 What is Matplotlib?\n",
        "\n",
        "- **Matplotlib** is a Python **library for creating static, interactive, and animated plots**.\n",
        "- It's similar to **Excel charts** or **plots in MATLAB**, but for Python.\n",
        "- It's highly customizable and supports a wide variety of plot types: line, bar, scatter, pie, histogram, box, and many more.\n",
        "\n",
        "---\n",
        "\n",
        "## 🧠 How It Works: Big Picture\n",
        "\n",
        "Matplotlib has two main interfaces:\n",
        "\n",
        "| Interface      | Description                                | Example                        |\n",
        "|----------------|--------------------------------------------|--------------------------------|\n",
        "| `pyplot`       | Simple, MATLAB-like interface (easy to use) | `plt.plot(...)`, `plt.show()` |\n",
        "| `Object-Oriented` | Advanced control, figure & axes objects   | `fig, ax = plt.subplots()`    |\n",
        "\n",
        "---\n",
        "\n",
        "## ✨ Basic Syntax (Pyplot Style)\n",
        "\n",
        "```python\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# X and Y values\n",
        "x = [1, 2, 3, 4, 5]\n",
        "y = [2, 3, 5, 7, 11]\n",
        "\n",
        "plt.plot(x, y)               # Line plot\n",
        "plt.title(\"My Line Graph\")   # Title\n",
        "plt.xlabel(\"X Axis\")         # X label\n",
        "plt.ylabel(\"Y Axis\")         # Y label\n",
        "plt.grid(True)               # Show grid\n",
        "plt.show()                   # Display the plot\n",
        "```\n",
        "\n",
        "---\n",
        "\n",
        "## 📦 Common Matplotlib Charts\n",
        "\n",
        "| Type         | Function        | Example                              |\n",
        "|--------------|------------------|--------------------------------------|\n",
        "| Line         | `plt.plot()`     | `plt.plot(x, y)`                     |\n",
        "| Bar          | `plt.bar()`      | `plt.bar(x, height)`                 |\n",
        "| Scatter      | `plt.scatter()`  | `plt.scatter(x, y)`                  |\n",
        "| Histogram    | `plt.hist()`     | `plt.hist(data, bins=5)`             |\n",
        "| Pie          | `plt.pie()`      | `plt.pie(data)`                      |\n",
        "| Box Plot     | `plt.boxplot()`  | `plt.boxplot(data)`                  |\n",
        "| Area (stack) | `plt.stackplot()`| `plt.stackplot(x, y1, y2, ...)`      |\n",
        "\n",
        "---\n",
        "\n",
        "## 🔧 Customization Examples\n",
        "\n",
        "```python\n",
        "plt.plot(x, y, color='red', linestyle='--', marker='o', linewidth=2)\n",
        "plt.legend([\"My Data\"])\n",
        "```\n",
        "\n",
        "| Customization     | Use                            |\n",
        "|-------------------|--------------------------------|\n",
        "| `color='red'`     | Line color                     |\n",
        "| `linestyle='--'`  | Dashed line                    |\n",
        "| `marker='o'`      | Dots on data points            |\n",
        "| `linewidth=2`     | Thickness of line              |\n",
        "| `legend([...])`   | Add legend                     |\n",
        "\n",
        "---\n",
        "\n",
        "## 🧱 Figure, Axes, and Subplots (Object-Oriented)\n",
        "\n",
        "```python\n",
        "fig, ax = plt.subplots()\n",
        "ax.plot(x, y)\n",
        "ax.set_title(\"Line Chart\")\n",
        "ax.set_xlabel(\"X\")\n",
        "ax.set_ylabel(\"Y\")\n",
        "```\n",
        "\n",
        "| Component | Meaning                                       |\n",
        "|-----------|-----------------------------------------------|\n",
        "| `Figure`  | The entire canvas (can contain multiple plots)|\n",
        "| `Axes`    | A single plot area                            |\n",
        "| `Subplot` | Multiple plots in one figure                  |\n",
        "\n",
        "---\n",
        "\n",
        "## 📥 Saving Plots\n",
        "\n",
        "```python\n",
        "plt.savefig(\"myplot.png\", dpi=300, bbox_inches='tight')\n",
        "```\n",
        "\n",
        "| Option            | Purpose                    |\n",
        "|-------------------|----------------------------|\n",
        "| `dpi=300`         | High-resolution image      |\n",
        "| `bbox_inches='tight'` | Trim white space       |\n",
        "\n",
        "---\n",
        "\n",
        "## 🎓 Visual Analogy\n",
        "\n",
        "> \"Think of Matplotlib like drawing on a canvas. You first create the figure, then add charts (axes), and decorate it with titles, labels, and colors—just like painting.\"\n",
        "\n",
        "---\n",
        "\n",
        "## 💬 Practice\n",
        "\n",
        "1. Plot a line graph showing temperature vs days.\n",
        "2. Create a bar chart comparing monthly sales.\n",
        "3. Show a histogram of students’ marks.\n",
        "4. Plot a pie chart of device usage (Mobile, Laptop, Tablet).\n",
        "5. Use `plt.savefig()` to save the bar chart.\n",
        "\n",
        "---"
      ],
      "metadata": {
        "id": "IEo6bIRYHG62"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "vODBA2xeCaIb",
        "outputId": "6593b51f-075a-4b41-8d07-7d86eefce7ba"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      Month  Sales  Profit  Units_Sold  Expenses\n",
              "0   January   2500     600          40      1900\n",
              "1  February   2700     700          42      2000\n",
              "2     March   3000     800          50      2200\n",
              "3     April   2800     750          45      2100\n",
              "4       May   3500     900          55      2600"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-26b99f58-1706-4146-82bb-0fb69e63a268\" class=\"colab-df-container\">\n",
              "    <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>Month</th>\n",
              "      <th>Sales</th>\n",
              "      <th>Profit</th>\n",
              "      <th>Units_Sold</th>\n",
              "      <th>Expenses</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>January</td>\n",
              "      <td>2500</td>\n",
              "      <td>600</td>\n",
              "      <td>40</td>\n",
              "      <td>1900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>February</td>\n",
              "      <td>2700</td>\n",
              "      <td>700</td>\n",
              "      <td>42</td>\n",
              "      <td>2000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>March</td>\n",
              "      <td>3000</td>\n",
              "      <td>800</td>\n",
              "      <td>50</td>\n",
              "      <td>2200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>April</td>\n",
              "      <td>2800</td>\n",
              "      <td>750</td>\n",
              "      <td>45</td>\n",
              "      <td>2100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>May</td>\n",
              "      <td>3500</td>\n",
              "      <td>900</td>\n",
              "      <td>55</td>\n",
              "      <td>2600</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-26b99f58-1706-4146-82bb-0fb69e63a268')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-26b99f58-1706-4146-82bb-0fb69e63a268 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-26b99f58-1706-4146-82bb-0fb69e63a268');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-179cd33f-6682-409f-8406-24689e985b7b\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-179cd33f-6682-409f-8406-24689e985b7b')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-179cd33f-6682-409f-8406-24689e985b7b button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "summary": "{\n  \"name\": \"# df\",\n  \"rows\": 5,\n  \"fields\": [\n    {\n      \"column\": \"Month\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"February\",\n          \"May\",\n          \"March\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Sales\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 380,\n        \"min\": 2500,\n        \"max\": 3500,\n        \"num_unique_values\": 5,\n        \"samples\": [\n          2700,\n          3500,\n          3000\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Profit\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 111,\n        \"min\": 600,\n        \"max\": 900,\n        \"num_unique_values\": 5,\n        \"samples\": [\n          700,\n          900,\n          800\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Units_Sold\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 6,\n        \"min\": 40,\n        \"max\": 55,\n        \"num_unique_values\": 5,\n        \"samples\": [\n          42,\n          55,\n          50\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Expenses\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 270,\n        \"min\": 1900,\n        \"max\": 2600,\n        \"num_unique_values\": 5,\n        \"samples\": [\n          2000,\n          2600,\n          2200\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 21
        }
      ],
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Load the CSV file\n",
        "df = pd.read_csv(\"https://raw.githubusercontent.com/lovnishverma/datasets/refs/heads/main/matplotlibcsv.csv\")\n",
        "# print(df)\n",
        "\n",
        "df.head()       # View first 5 rows\n",
        "# df[\"Month\"]      # Access a column\n",
        "# df.iloc[0]      # Access first row\n",
        "# df.describe()   # Summary statistics\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#LINE CHART: Sales over Months\n",
        "plt.plot(df[\"Month\"], df[\"Sales\"], marker='o', color='blue')\n",
        "plt.title(\"Line Chart: Monthly Sales\")\n",
        "plt.xlabel(\"Month\")\n",
        "plt.ylabel(\"Sales\")\n",
        "plt.savefig(\"lineplot.png\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 480
        },
        "id": "-g9FZrOuDHAe",
        "outputId": "540d473c-a0ac-4a18-ee1e-6ae47b989870"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#BAR CHART: Profit over Months\n",
        "plt.bar(df[\"Month\"], df[\"Profit\"], color='green')\n",
        "plt.title(\"Bar Chart: Monthly Profit\")\n",
        "plt.xlabel(\"Month\")\n",
        "plt.ylabel(\"Profit\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 480
        },
        "id": "MIDuF4L_DMsO",
        "outputId": "1cd2f292-28bb-408f-9488-f3a94e56ab61"
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#HORIZONTAL BAR CHART: Expenses\n",
        "plt.barh(df[\"Month\"], df[\"Expenses\"], color='orange')\n",
        "plt.title(\"Horizontal Bar Chart: Monthly Expenses\")\n",
        "plt.xlabel(\"Expenses\")\n",
        "plt.ylabel(\"Month\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 480
        },
        "id": "UoTqyOL9DRJ3",
        "outputId": "5ec32381-3c8f-4da5-9499-be8f8dfc4419"
      },
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#HISTOGRAM: Units Sold distribution\n",
        "plt.hist(df[\"Units_Sold\"], bins=5, color='purple', edgecolor='black')\n",
        "plt.title(\"Histogram: Units Sold\")\n",
        "plt.xlabel(\"Units Sold\")\n",
        "plt.ylabel(\"Frequency\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 480
        },
        "id": "VAVzXV7TDWA-",
        "outputId": "cf31de78-92e8-4401-8eff-480b4d71f021"
      },
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#SCATTER PLOT: Sales vs Profit\n",
        "plt.scatter(df[\"Sales\"], df[\"Profit\"], color='red')\n",
        "plt.title(\"Scatter Plot: Sales vs Profit\")\n",
        "plt.xlabel(\"Sales\")\n",
        "plt.ylabel(\"Profit\")\n",
        "plt.grid(True)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 480
        },
        "id": "D3iUO32UDahu",
        "outputId": "9f4bcfc5-4fa7-419d-d9ce-d56175006210"
      },
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#PIE CHART: Sales distribution by month\n",
        "plt.pie(df[\"Sales\"], labels=df[\"Month\"], autopct='%1.1f%%', startangle=90)\n",
        "plt.title(\"Pie Chart: Sales Share\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 428
        },
        "id": "YL9gf8m9DeF2",
        "outputId": "b89ca1fe-c56c-43f6-ea9f-25130ab1f747"
      },
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#BOX PLOT: Profit distribution\n",
        "print(df.head(5))\n",
        "plt.boxplot(df[\"Profit\"], patch_artist=True, boxprops=dict(facecolor=\"skyblue\"))\n",
        "plt.title(\"Box Plot: Profit\")\n",
        "plt.ylabel(\"Profit\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 561
        },
        "id": "st8lbFc5Dg3W",
        "outputId": "172ba09a-1eba-4e11-9e1a-a0b6dca0500a"
      },
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "      Month  Sales  Profit  Units_Sold  Expenses\n",
            "0   January   2500     600          40      1900\n",
            "1  February   2700     700          42      2000\n",
            "2     March   3000     800          50      2200\n",
            "3     April   2800     750          45      2100\n",
            "4       May   3500     900          55      2600\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#AREA CHART: Sales and Expenses over time (stacked)\n",
        "plt.stackplot(df[\"Month\"], df[\"Sales\"], df[\"Expenses\"], labels=[\"Sales\", \"Expenses\"], colors=[\"#4CAF50\", \"#F44336\"])\n",
        "plt.title(\"Area Chart: Sales and Expenses\")\n",
        "plt.xlabel(\"Month\")\n",
        "plt.ylabel(\"Amount\")\n",
        "plt.legend(loc=\"upper left\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 480
        },
        "id": "A2PfdSsCDkY_",
        "outputId": "5c403c70-c5da-4d21-b3b6-4d1cbc44ab22"
      },
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Seaborn**, is a powerful library built on top of Matplotlib. It’s great for **beautiful, informative, and statistical visualizations** with minimal code.\n",
        "\n",
        "---\n",
        "\n",
        "## ✅ What is Seaborn?\n",
        "\n",
        "- Built on top of **Matplotlib**.\n",
        "- Works seamlessly with **Pandas DataFrames**.\n",
        "- Automatically handles **aesthetics**, color palettes, and **statistical plots**.\n",
        "- Ideal for **EDA (Exploratory Data Analysis)**.\n",
        "\n",
        "---\n",
        "\n",
        "## 📦 Installation\n",
        "\n",
        "If not already installed:\n",
        "\n",
        "```bash\n",
        "pip install seaborn\n",
        "```\n",
        "---\n",
        "\n",
        "## 🧠 Key Benefits of Seaborn (over plain Matplotlib)\n",
        "\n",
        "| Feature            | Matplotlib         | Seaborn                      |\n",
        "|--------------------|--------------------|-------------------------------|\n",
        "| Easy DataFrames    | Manual              | Native support ✅             |\n",
        "| Aesthetics         | Manual tweaking     | Beautiful by default ✅       |\n",
        "| Statistical plots  | Manual              | Built-in (e.g., KDE, box) ✅ |\n",
        "| Color palettes     | Basic               | Advanced (`palette=\"cool\"`) ✅ |\n",
        "\n",
        "---\n",
        "\n",
        "## 🎨 Seaborn Color Palettes You Can Try\n",
        "\n",
        "```python\n",
        "palette=\"coolwarm\"\n",
        "palette=\"Set2\"\n",
        "palette=\"mako\"\n",
        "palette=\"rocket\"\n",
        "palette=\"pastel\"\n",
        "```\n",
        "\n",
        "---\n",
        "\n",
        "## 📊 When to Use What in Seaborn\n",
        "\n",
        "| Plot Type       | Function           | Best For                       |\n",
        "|-----------------|--------------------|--------------------------------|\n",
        "| `barplot()`     | Bar chart          | Category vs Value              |\n",
        "| `lineplot()`    | Line chart         | Trends                         |\n",
        "| `scatterplot()` | Dots               | Correlations                   |\n",
        "| `histplot()`    | Histogram + KDE    | Distributions                  |\n",
        "| `boxplot()`     | Box plot           | Outliers + spread              |\n",
        "| `heatmap()`     | Colored matrix     | Correlation matrix, tables     |\n",
        "\n",
        "---"
      ],
      "metadata": {
        "id": "SJxjMrdTGloO"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Load data\n",
        "df = pd.read_csv(\"https://raw.githubusercontent.com/lovnishverma/datasets/refs/heads/main/matplotlibcsv.csv\")\n",
        "\n",
        "# Set Seaborn theme\n",
        "sns.set_theme(style=\"whitegrid\")\n",
        "\n",
        "# Bar Plot: Month vs Profit\n",
        "sns.barplot(x=\"Month\", y=\"Profit\", hue=\"Month\", data=df, palette=\"crest\", legend=False)\n",
        "plt.title(\"Seaborn Barplot: Monthly Profit\")\n",
        "plt.xticks(rotation=45)\n",
        "plt.tight_layout()\n",
        "plt.show()\n",
        "\n",
        "# Line Plot: Sales Trend\n",
        "sns.lineplot(x=\"Month\", y=\"Sales\", data=df, marker=\"o\", color=\"orange\")\n",
        "plt.title(\"Seaborn Lineplot: Monthly Sales\")\n",
        "plt.xticks(rotation=45)\n",
        "plt.tight_layout()\n",
        "plt.show()\n",
        "\n",
        "# Scatter Plot: Sales vs Profit\n",
        "sns.scatterplot(x=\"Sales\", y=\"Profit\", data=df, s=100, color=\"red\")\n",
        "plt.title(\"Seaborn Scatterplot: Sales vs Profit\")\n",
        "plt.tight_layout()\n",
        "plt.show()\n",
        "\n",
        "# Histogram: Distribution of Units Sold\n",
        "sns.histplot(df[\"Units_Sold\"], bins=5, kde=True, color=\"purple\")\n",
        "plt.title(\"Seaborn Histogram: Units Sold\")\n",
        "plt.tight_layout()\n",
        "plt.show()\n",
        "\n",
        "# Box Plot: Profit distribution\n",
        "sns.boxplot(y=\"Profit\", data=df, color=\"skyblue\")\n",
        "plt.title(\"Seaborn Boxplot: Profit\")\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "_3Cx90FRGWCA",
        "outputId": "acc1ab36-61c4-4784-a872-3eae80a6fb7c"
      },
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    }
  ]
}