{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<p style=\"text-align:center\">\n",
    "    <a href=\"https://skills.network\" target=\"_blank\">\n",
    "    <img src=\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/assets/logos/SN_web_lightmode.png\" width=\"200\" alt=\"Skills Network Logo\"  />\n",
    "    </a>\n",
    "</p>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# **Stacked Charts**\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Estimated time needed: **45** minutes\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this lab, you will focus on visualizing data specifically using stacked charts. You will use SQL queries to extract the necessary data and apply stacked charts to analyze the composition and comparison within the data.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Objectives\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this lab, you will perform the following:\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Visualize the composition of data using stacked charts.\n",
    "\n",
    "- Compare multiple variables across different categories using stacked charts.\n",
    "\n",
    "- Analyze trends within stacked chart visualizations.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup: Downloading and Loading the Data\n",
    "**Install the libraries**\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting pandas\n",
      "  Downloading pandas-3.0.0-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl.metadata (79 kB)\n",
      "Collecting numpy>=1.26.0 (from pandas)\n",
      "  Downloading numpy-2.4.2-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.metadata (6.6 kB)\n",
      "Requirement already satisfied: python-dateutil>=2.8.2 in /opt/conda/lib/python3.12/site-packages (from pandas) (2.9.0.post0)\n",
      "Requirement already satisfied: six>=1.5 in /opt/conda/lib/python3.12/site-packages (from python-dateutil>=2.8.2->pandas) (1.17.0)\n",
      "Downloading pandas-3.0.0-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl (10.9 MB)\n",
      "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m10.9/10.9 MB\u001b[0m \u001b[31m152.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
      "\u001b[?25hDownloading numpy-2.4.2-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (16.6 MB)\n",
      "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m16.6/16.6 MB\u001b[0m \u001b[31m185.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
      "Installing collected packages: numpy, pandas\n",
      "Successfully installed numpy-2.4.2 pandas-3.0.0\n"
     ]
    }
   ],
   "source": [
    "!pip install pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting matplotlib\n",
      "  Downloading matplotlib-3.10.8-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl.metadata (52 kB)\n",
      "Collecting contourpy>=1.0.1 (from matplotlib)\n",
      "  Downloading contourpy-1.3.3-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.metadata (5.5 kB)\n",
      "Collecting cycler>=0.10 (from matplotlib)\n",
      "  Downloading cycler-0.12.1-py3-none-any.whl.metadata (3.8 kB)\n",
      "Collecting fonttools>=4.22.0 (from matplotlib)\n",
      "  Downloading fonttools-4.61.1-cp312-cp312-manylinux1_x86_64.manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_5_x86_64.whl.metadata (114 kB)\n",
      "Collecting kiwisolver>=1.3.1 (from matplotlib)\n",
      "  Downloading kiwisolver-1.4.9-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl.metadata (6.3 kB)\n",
      "Requirement already satisfied: numpy>=1.23 in /opt/conda/lib/python3.12/site-packages (from matplotlib) (2.4.2)\n",
      "Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.12/site-packages (from matplotlib) (24.2)\n",
      "Collecting pillow>=8 (from matplotlib)\n",
      "  Downloading pillow-12.1.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.metadata (8.8 kB)\n",
      "Collecting pyparsing>=3 (from matplotlib)\n",
      "  Downloading pyparsing-3.3.2-py3-none-any.whl.metadata (5.8 kB)\n",
      "Requirement already satisfied: python-dateutil>=2.7 in /opt/conda/lib/python3.12/site-packages (from matplotlib) (2.9.0.post0)\n",
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      "Downloading matplotlib-3.10.8-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl (8.7 MB)\n",
      "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m8.7/8.7 MB\u001b[0m \u001b[31m153.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
      "\u001b[?25hDownloading contourpy-1.3.3-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (362 kB)\n",
      "Downloading cycler-0.12.1-py3-none-any.whl (8.3 kB)\n",
      "Downloading fonttools-4.61.1-cp312-cp312-manylinux1_x86_64.manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_5_x86_64.whl (5.0 MB)\n",
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      "\u001b[?25hDownloading kiwisolver-1.4.9-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl (1.5 MB)\n",
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      "\u001b[?25hDownloading pillow-12.1.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (7.0 MB)\n",
      "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.0/7.0 MB\u001b[0m \u001b[31m150.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
      "\u001b[?25hDownloading pyparsing-3.3.2-py3-none-any.whl (122 kB)\n",
      "Installing collected packages: pyparsing, pillow, kiwisolver, fonttools, cycler, contourpy, matplotlib\n",
      "Successfully installed contourpy-1.3.3 cycler-0.12.1 fonttools-4.61.1 kiwisolver-1.4.9 matplotlib-3.10.8 pillow-12.1.1 pyparsing-3.3.2\n",
      "Collecting seaborn\n",
      "  Downloading seaborn-0.13.2-py3-none-any.whl.metadata (5.4 kB)\n",
      "Requirement already satisfied: numpy!=1.24.0,>=1.20 in /opt/conda/lib/python3.12/site-packages (from seaborn) (2.4.2)\n",
      "Requirement already satisfied: pandas>=1.2 in /opt/conda/lib/python3.12/site-packages (from seaborn) (3.0.0)\n",
      "Requirement already satisfied: matplotlib!=3.6.1,>=3.4 in /opt/conda/lib/python3.12/site-packages (from seaborn) (3.10.8)\n",
      "Requirement already satisfied: contourpy>=1.0.1 in /opt/conda/lib/python3.12/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (1.3.3)\n",
      "Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.12/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (0.12.1)\n",
      "Requirement already satisfied: fonttools>=4.22.0 in /opt/conda/lib/python3.12/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (4.61.1)\n",
      "Requirement already satisfied: kiwisolver>=1.3.1 in /opt/conda/lib/python3.12/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (1.4.9)\n",
      "Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.12/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (24.2)\n",
      "Requirement already satisfied: pillow>=8 in /opt/conda/lib/python3.12/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (12.1.1)\n",
      "Requirement already satisfied: pyparsing>=3 in /opt/conda/lib/python3.12/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (3.3.2)\n",
      "Requirement already satisfied: python-dateutil>=2.7 in /opt/conda/lib/python3.12/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (2.9.0.post0)\n",
      "Requirement already satisfied: six>=1.5 in /opt/conda/lib/python3.12/site-packages (from python-dateutil>=2.7->matplotlib!=3.6.1,>=3.4->seaborn) (1.17.0)\n",
      "Downloading seaborn-0.13.2-py3-none-any.whl (294 kB)\n",
      "Installing collected packages: seaborn\n",
      "Successfully installed seaborn-0.13.2\n"
     ]
    }
   ],
   "source": [
    "!pip install matplotlib\n",
    "!pip install seaborn"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Download and Load the Data**\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To start, download and load the dataset into a `pandas` DataFrame.\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 1: Download the dataset\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--2026-02-11 07:51:32--  https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/n01PQ9pSmiRX6520flujwQ/survey-data.csv\n",
      "Resolving cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud (cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud)... 169.63.118.104\n",
      "Connecting to cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud (cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud)|169.63.118.104|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 159525875 (152M) [text/csv]\n",
      "Saving to: ‘survey-data.csv’\n",
      "\n",
      "survey-data.csv     100%[===================>] 152.13M  38.8MB/s    in 3.8s    \n",
      "\n",
      "2026-02-11 07:51:37 (39.6 MB/s) - ‘survey-data.csv’ saved [159525875/159525875]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "!wget -O survey-data.csv https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/n01PQ9pSmiRX6520flujwQ/survey-data.csv"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 2: Import necessary libraries and load the dataset\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import textwrap\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load the data\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"survey-data.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Display the first few rows of the data to understand its structure\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<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>ResponseId</th>\n",
       "      <th>MainBranch</th>\n",
       "      <th>Age</th>\n",
       "      <th>Employment</th>\n",
       "      <th>RemoteWork</th>\n",
       "      <th>Check</th>\n",
       "      <th>CodingActivities</th>\n",
       "      <th>EdLevel</th>\n",
       "      <th>LearnCode</th>\n",
       "      <th>LearnCodeOnline</th>\n",
       "      <th>...</th>\n",
       "      <th>JobSatPoints_6</th>\n",
       "      <th>JobSatPoints_7</th>\n",
       "      <th>JobSatPoints_8</th>\n",
       "      <th>JobSatPoints_9</th>\n",
       "      <th>JobSatPoints_10</th>\n",
       "      <th>JobSatPoints_11</th>\n",
       "      <th>SurveyLength</th>\n",
       "      <th>SurveyEase</th>\n",
       "      <th>ConvertedCompYearly</th>\n",
       "      <th>JobSat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
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       "      <td>Employed, full-time</td>\n",
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       "      <td>Primary/elementary school</td>\n",
       "      <td>Books / Physical media</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>I am a developer by profession</td>\n",
       "      <td>35-44 years old</td>\n",
       "      <td>Employed, full-time</td>\n",
       "      <td>Remote</td>\n",
       "      <td>Apples</td>\n",
       "      <td>Hobby;Contribute to open-source projects;Other...</td>\n",
       "      <td>Bachelor’s degree (B.A., B.S., B.Eng., etc.)</td>\n",
       "      <td>Books / Physical media;Colleague;On the job tr...</td>\n",
       "      <td>Technical documentation;Blogs;Books;Written Tu...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>I am a developer by profession</td>\n",
       "      <td>45-54 years old</td>\n",
       "      <td>Employed, full-time</td>\n",
       "      <td>Remote</td>\n",
       "      <td>Apples</td>\n",
       "      <td>Hobby;Contribute to open-source projects;Other...</td>\n",
       "      <td>Master’s degree (M.A., M.S., M.Eng., MBA, etc.)</td>\n",
       "      <td>Books / Physical media;Colleague;On the job tr...</td>\n",
       "      <td>Technical documentation;Blogs;Books;Written Tu...</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Appropriate in length</td>\n",
       "      <td>Easy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>I am learning to code</td>\n",
       "      <td>18-24 years old</td>\n",
       "      <td>Student, full-time</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Apples</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Some college/university study without earning ...</td>\n",
       "      <td>Other online resources (e.g., videos, blogs, f...</td>\n",
       "      <td>Stack Overflow;How-to videos;Interactive tutorial</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Too long</td>\n",
       "      <td>Easy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>I am a developer by profession</td>\n",
       "      <td>18-24 years old</td>\n",
       "      <td>Student, full-time</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Apples</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Secondary school (e.g. American high school, G...</td>\n",
       "      <td>Other online resources (e.g., videos, blogs, f...</td>\n",
       "      <td>Technical documentation;Blogs;Written Tutorial...</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Too short</td>\n",
       "      <td>Easy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 114 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   ResponseId                      MainBranch                 Age  \\\n",
       "0           1  I am a developer by profession  Under 18 years old   \n",
       "1           2  I am a developer by profession     35-44 years old   \n",
       "2           3  I am a developer by profession     45-54 years old   \n",
       "3           4           I am learning to code     18-24 years old   \n",
       "4           5  I am a developer by profession     18-24 years old   \n",
       "\n",
       "            Employment RemoteWork   Check  \\\n",
       "0  Employed, full-time     Remote  Apples   \n",
       "1  Employed, full-time     Remote  Apples   \n",
       "2  Employed, full-time     Remote  Apples   \n",
       "3   Student, full-time        NaN  Apples   \n",
       "4   Student, full-time        NaN  Apples   \n",
       "\n",
       "                                    CodingActivities  \\\n",
       "0                                              Hobby   \n",
       "1  Hobby;Contribute to open-source projects;Other...   \n",
       "2  Hobby;Contribute to open-source projects;Other...   \n",
       "3                                                NaN   \n",
       "4                                                NaN   \n",
       "\n",
       "                                             EdLevel  \\\n",
       "0                          Primary/elementary school   \n",
       "1       Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
       "2    Master’s degree (M.A., M.S., M.Eng., MBA, etc.)   \n",
       "3  Some college/university study without earning ...   \n",
       "4  Secondary school (e.g. American high school, G...   \n",
       "\n",
       "                                           LearnCode  \\\n",
       "0                             Books / Physical media   \n",
       "1  Books / Physical media;Colleague;On the job tr...   \n",
       "2  Books / Physical media;Colleague;On the job tr...   \n",
       "3  Other online resources (e.g., videos, blogs, f...   \n",
       "4  Other online resources (e.g., videos, blogs, f...   \n",
       "\n",
       "                                     LearnCodeOnline  ... JobSatPoints_6  \\\n",
       "0                                                NaN  ...            NaN   \n",
       "1  Technical documentation;Blogs;Books;Written Tu...  ...            0.0   \n",
       "2  Technical documentation;Blogs;Books;Written Tu...  ...            NaN   \n",
       "3  Stack Overflow;How-to videos;Interactive tutorial  ...            NaN   \n",
       "4  Technical documentation;Blogs;Written Tutorial...  ...            NaN   \n",
       "\n",
       "  JobSatPoints_7 JobSatPoints_8 JobSatPoints_9 JobSatPoints_10  \\\n",
       "0            NaN            NaN            NaN             NaN   \n",
       "1            0.0            0.0            0.0             0.0   \n",
       "2            NaN            NaN            NaN             NaN   \n",
       "3            NaN            NaN            NaN             NaN   \n",
       "4            NaN            NaN            NaN             NaN   \n",
       "\n",
       "  JobSatPoints_11           SurveyLength SurveyEase ConvertedCompYearly JobSat  \n",
       "0             NaN                    NaN        NaN                 NaN    NaN  \n",
       "1             0.0                    NaN        NaN                 NaN    NaN  \n",
       "2             NaN  Appropriate in length       Easy                 NaN    NaN  \n",
       "3             NaN               Too long       Easy                 NaN    NaN  \n",
       "4             NaN              Too short       Easy                 NaN    NaN  \n",
       "\n",
       "[5 rows x 114 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Task 1: Stacked Chart for Composition of Job Satisfaction Across Age Groups\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 1. Stacked Chart of Median `JobSatPoints_6` and `JobSatPoints_7` for Different Age Groups\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualize the composition of job satisfaction scores (`JobSatPoints_6` and `JobSatPoints_7`) across various age groups. This will help in understanding the breakdown of satisfaction levels across different demographics.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "##Write your code here\n",
    "df_sa = df[[\"JobSatPoints_6\", \"JobSatPoints_7\", \"Age\"]].groupby(\"Age\", as_index=False).median()\n",
    "order = [7, 0, 1, 2, 3, 4, 5]\n",
    "df_sa = df_sa.reindex(order)\n",
    "#df_sa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df_sa.plot(kind=\"bar\", x=\"Age\", figsize=(9, 5), stacked=True)\n",
    "\n",
    "xlabels = [textwrap.fill(label.get_text(), width=10) for label in ax.get_xticklabels()]\n",
    "ax.set(xlabel=\"Age group\", ylabel=\"Job Satisfaction\")\n",
    "ax.set_xticklabels(xlabels)\n",
    "plt.title(\"Composition of Job Satisfaction Across Age Groups\")\n",
    "plt.xticks(rotation=0)\n",
    "plt.grid(True, axis=\"y\", linestyle=\"dashed\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Stacked Chart of `JobSatPoints_6` and `JobSatPoints_7` for Employment Status\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create a stacked chart to compare job satisfaction (`JobSatPoints_6` and `JobSatPoints_7`) across different employment statuses. This will show how satisfaction varies by employment type.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "##Write your code here\n",
    "df_se = df[[\"JobSatPoints_6\", \"JobSatPoints_7\", \"Employment\"]]\n",
    "# Split, explode, clean, aggregate\n",
    "df_exp = (df_se.assign(Empl=df_se[\"Employment\"].str.split(\";\"))\n",
    "    .explode(\"Empl\").dropna(subset=[\"Empl\"]))\n",
    "df_exp[\"Empl\"] = df_exp[\"Empl\"].str.strip()\n",
    "df_exp = df_exp.drop(columns=[\"Employment\"]).groupby([\"Empl\"], as_index=False).median()\n",
    "df_exp = df_exp[df_exp.Empl != \"I prefer not to say\"]\n",
    "#df_exp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df_exp.plot(kind=\"bar\", x=\"Empl\", figsize=(9, 5), stacked=True)\n",
    "\n",
    "xlabels = [textwrap.fill(label.get_text(), width=20) for label in ax.get_xticklabels()]\n",
    "ax.set(xlabel=\"Employment Status\", ylabel=\"Job Satisfaction\")\n",
    "ax.set_xticklabels(xlabels)\n",
    "plt.title(\"Composition of Job Satisfaction by Employment type\")\n",
    "plt.xticks(rotation=45, ha=\"right\")\n",
    "plt.grid(True, axis=\"y\", linestyle=\"dashed\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Task 2: Stacked Chart for Compensation and Job Satisfaction by Age Group\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### This stacked chart visualizes the composition of compensation (`ConvertedCompYearly`) and job satisfaction (`JobSatPoints_6`) specifically for respondents aged 30-35.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "               Age  JobSatPoints_6  ConvertedCompYearly_norm\n",
      "0  25-34 years old            20.0                 26.338519\n"
     ]
    }
   ],
   "source": [
    "##Write your code here\n",
    "#Removing outliers\n",
    "doc = df.ConvertedCompYearly\n",
    "q1, q3 = doc.quantile(.25), doc.quantile(.75)\n",
    "iqr = q3 - q1\n",
    "outliers = doc[(doc > q3 + 1.5 * iqr) | (doc < q1 - 1.5 * iqr)].sort_values(ascending=False)\n",
    "df_o = df[~df['ConvertedCompYearly'].isin(outliers)]\n",
    "\n",
    "df_cs = (df_o[df_o.Age == \"25-34 years old\"][[\"JobSatPoints_6\", \"ConvertedCompYearly\", \"Age\"]]\n",
    "         .groupby(\"Age\", as_index=False).median())\n",
    "df_cs[\"ConvertedCompYearly_norm\"] = (100 * (df_cs.ConvertedCompYearly - df_o.ConvertedCompYearly.min()) / \n",
    "                                     (df_o.ConvertedCompYearly.max() - df_o.ConvertedCompYearly.min()))\n",
    "df_cs = df_cs.drop(columns=\"ConvertedCompYearly\")\n",
    "print(df_cs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df_cs.plot(kind=\"bar\", x=\"Age\", figsize=(4, 5), stacked=True)\n",
    "\n",
    "#xlabels = [textwrap.fill(label.get_text(), width=20) for label in ax.get_xticklabels()]\n",
    "#ax.set_xticklabels(xlabels)\n",
    "ax.set(xlabel=\"Age group\", ylabel=\"Points\")\n",
    "ax.legend(loc='lower center')\n",
    "plt.title(\"Compensation and Job Satisfaction for respondents aged 25-34 years old\")\n",
    "plt.xticks(rotation=0)\n",
    "plt.grid(True, axis=\"y\", linestyle=\"dashed\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Stacked Chart of Median Compensation and Job Satisfaction Across Age Group\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Compare the median compensation and job satisfaction metrics across different age groups. This helps visualize how compensation and satisfaction levels differ by age.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                  Age  JobSatPoints_6  ConvertedCompYearly_norm\n",
      "7  Under 18 years old             1.5                  0.000000\n",
      "0     18-24 years old            15.0                 17.856302\n",
      "1     25-34 years old            20.0                 51.916683\n",
      "2     35-44 years old            20.0                 74.423767\n",
      "3     45-54 years old            20.0                 85.979109\n",
      "4     55-64 years old            20.0                100.000000\n",
      "5   65 years or older            20.0                 94.884753\n"
     ]
    }
   ],
   "source": [
    "##Write your code here\n",
    "df_cs = (df_o[[\"JobSatPoints_6\", \"ConvertedCompYearly\", \"Age\"]]\n",
    "         .groupby(\"Age\", as_index=False).median())\n",
    "order = [7, 0, 1, 2, 3, 4, 5]\n",
    "df_cs = df_cs.reindex(order)\n",
    "df_cs[\"ConvertedCompYearly_norm\"] = (100 * (df_cs.ConvertedCompYearly - df_cs.ConvertedCompYearly.min()) / \n",
    "                                     (df_cs.ConvertedCompYearly.max() - df_cs.ConvertedCompYearly.min()))\n",
    "df_cs = df_cs.drop(columns=\"ConvertedCompYearly\")\n",
    "print(df_cs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df_cs.plot(kind=\"bar\", x=\"Age\", figsize=(9, 5), stacked=True)\n",
    "\n",
    "xlabels = [textwrap.fill(label.get_text(), width=10) for label in ax.get_xticklabels()]\n",
    "ax.set(xlabel=\"Age group\", ylabel=\"Points\")\n",
    "ax.set_xticklabels(xlabels)\n",
    "plt.title(\"Median Compensation and Job Satisfaction Across Age Group\")\n",
    "plt.xticks(rotation=0)\n",
    "plt.grid(True, axis=\"y\", linestyle=\"dashed\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Task 3: Comparing Data Using Stacked Charts\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 1. Stacked Chart of Preferred Databases by Age Group\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualize the top databases that respondents from different age groups wish to learn. Create a stacked chart to show the proportion of each database in each age group.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "##Write your code here \"DatabaseWantToWorkWith\"\n",
    "df_da = df[df.Age != \"Prefer not to say\"][[\"DatabaseWantToWorkWith\", \"Age\"]]\n",
    "# Split, explode, clean, aggregate\n",
    "df_exp = (df_da.assign(Database=df_da[\"DatabaseWantToWorkWith\"].str.split(\";\"))\n",
    "    .explode(\"Database\").dropna(subset=[\"Database\"]))\n",
    "df_exp[\"Database\"] = df_exp[\"Database\"].str.strip()\n",
    "df_exp = (df_exp.groupby([\"Age\", \"Database\"], as_index=False).size()\n",
    "          .rename(columns={\"size\": \"Respondents\"})).sort_values(by=['Age', 'Respondents'], ascending=False)\n",
    "df_exp[\"Proportion\"] = (100 * df_exp[\"Respondents\"] /df_exp.groupby(\"Age\")[\"Respondents\"].transform(\"sum\"))\n",
    "df_expc = pd.concat([df_exp[df_exp.Age == a].head() for a in df_exp.Age.unique()], ignore_index=True)\n",
    "df_expc = df_expc.pivot(index=\"Age\", columns=\"Database\", values=\"Proportion\").reset_index()\n",
    "order = [6, 0, 1, 2, 3, 4, 5]\n",
    "df_expc = df_expc.reindex(order)\n",
    "#df_expc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df_expc.plot(kind=\"bar\", x=\"Age\", figsize=(9, 5), stacked=True)\n",
    "\n",
    "xlabels = [textwrap.fill(label.get_text(), width=10) for label in ax.get_xticklabels()]\n",
    "ax.set(xlabel=\"Age group\", ylabel=\"Proportion, %\")\n",
    "ax.set_xticklabels(xlabels)\n",
    "plt.title(\"Preferred Databases by Age Group\")\n",
    "plt.xticks(rotation=0)\n",
    "plt.grid(True, axis=\"y\", linestyle=\"dashed\")\n",
    "ax.legend(loc='upper center', bbox_to_anchor=(0.5, -0.15), ncol=4)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 2. Stacked Chart of Employment Type by Job Satisfaction\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Analyze the distribution of employment types within each job satisfaction level using a stacked chart. This will provide insights into how employment types are distributed across various satisfaction ratings.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [],
   "source": [
    "##Write your code here\n",
    "df_se = df[df.Employment != \"I prefer not to say\"][[\"JobSat\", \"Employment\"]].dropna()\n",
    "df_se.JobSat = df_se.JobSat.astype(int)\n",
    "# Split, explode, clean, aggregate\n",
    "df_exp = (df_se.assign(Empl=df_se[\"Employment\"].str.split(\";\"))\n",
    "    .explode(\"Empl\").dropna(subset=[\"Empl\"]))\n",
    "df_exp[\"Empl\"] = df_exp[\"Empl\"].str.strip()\n",
    "df_exp = (df_exp.groupby([\"JobSat\", \"Empl\"], as_index=False).size()\n",
    "          .rename(columns={\"size\": \"Respondents\"})).sort_values(by=[\"JobSat\", \"Respondents\"], ascending=False)\n",
    "df_exp[\"Proportion\"] = (100 * df_exp[\"Respondents\"] /df_exp.groupby(\"JobSat\")[\"Respondents\"].transform(\"sum\"))\n",
    "df_exp = df_exp.pivot(index=\"JobSat\", columns=\"Empl\", values=\"Proportion\")\n",
    "#print(df_exp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df_exp.plot(kind=\"bar\", figsize=(9, 5), stacked=True)\n",
    "\n",
    "ax.set(xlabel=\"Job Satisfaction\", ylabel=\"Proportion, %\")\n",
    "plt.title(\"Employment Type by Job Satisfaction\")\n",
    "plt.xticks(rotation=0)\n",
    "plt.grid(True, axis=\"y\", linestyle=\"dashed\")\n",
    "ax.legend(loc='upper center', bbox_to_anchor=(0.5, -0.15), ncol=2)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Task 4: Exploring Technology Preferences Using Stacked Charts\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 1. Stacked Chart for Preferred Programming Languages by Age Group\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Analyze how programming language preferences (`LanguageAdmired`) vary across age groups.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [],
   "source": [
    "##Write your code here\n",
    "df_la = df[df.Age != \"Prefer not to say\"][[\"Age\", \"LanguageAdmired\"]].dropna()\n",
    "# Split, explode, clean, aggregate\n",
    "df_exp = (df_la.assign(Lang=df_la[\"LanguageAdmired\"].str.split(\";\"))\n",
    "    .explode(\"Lang\").dropna(subset=[\"Lang\"]))\n",
    "df_exp[\"Lang\"] = df_exp[\"Lang\"].str.strip()\n",
    "df_exp = (df_exp.groupby([\"Age\", \"Lang\"], as_index=False).size()\n",
    "          .rename(columns={\"size\": \"Respondents\"})).sort_values(by=[\"Age\", \"Respondents\"], ascending=False)\n",
    "df_exp[\"Proportion\"] = (100 * df_exp[\"Respondents\"] /df_exp.groupby(\"Age\")[\"Respondents\"].transform(\"sum\"))\n",
    "df_expc = pd.concat([df_exp[df_exp.Age == a].head() for a in df_exp.Age.unique()], ignore_index=True)\n",
    "df_expc = df_expc.pivot(index=\"Age\", columns=\"Lang\", values=\"Proportion\").reset_index()\n",
    "order = [6, 0, 1, 2, 3, 4, 5]\n",
    "df_expc = df_expc.reindex(order)\n",
    "#print(df_expc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df_expc.plot(kind=\"bar\", x=\"Age\", figsize=(9, 5), stacked=True)\n",
    "\n",
    "xlabels = [textwrap.fill(label.get_text(), width=10) for label in ax.get_xticklabels()]\n",
    "ax.set(xlabel=\"Age group\", ylabel=\"Proportion, %\")\n",
    "ax.set_xticklabels(xlabels)\n",
    "plt.title(\"Preferred Programming Languages by Age Group\")\n",
    "plt.xticks(rotation=0)\n",
    "plt.grid(True, axis=\"y\", linestyle=\"dashed\")\n",
    "ax.legend(loc='upper center', bbox_to_anchor=(0.5, -0.15), ncol=4)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 2. Stacked Chart for Technology Adoption by Employment Type\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Explore how admired platforms (`PlatformAdmired`) differ across employment types (e.g., full-time, freelance)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [],
   "source": [
    "##Write your code here\n",
    "df_ple = df[df.Employment != \"I prefer not to say\"][[\"PlatformAdmired\", \"Employment\"]].dropna()\n",
    "# Split, explode, clean, aggregate\n",
    "df_exp = (df_ple.assign(Empl=df_ple[\"Employment\"].str.split(\";\"))\n",
    "    .explode(\"Empl\").dropna(subset=[\"Empl\"]))\n",
    "df_exp[\"Empl\"] = df_exp[\"Empl\"].str.strip()\n",
    "df_exp = (df_exp.assign(Pla=df_exp[\"PlatformAdmired\"].str.split(\";\"))\n",
    "    .explode(\"Pla\").dropna(subset=[\"Pla\"]))\n",
    "df_exp[\"Pla\"] = df_exp[\"Pla\"].str.strip()\n",
    "df_exp = (df_exp.groupby([\"Empl\", \"Pla\"], as_index=False).size()\n",
    "          .rename(columns={\"size\": \"Respondents\"})).sort_values(by=[\"Empl\", \"Respondents\"], ascending=False)\n",
    "df_exp[\"Proportion\"] = (100 * df_exp[\"Respondents\"] /df_exp.groupby(\"Empl\")[\"Respondents\"].transform(\"sum\"))\n",
    "df_expc = pd.concat([df_exp[df_exp.Empl == a].head() for a in df_exp.Empl.unique()], ignore_index=True)\n",
    "df_expc = df_expc.pivot(index=\"Empl\", columns=\"Pla\", values=\"Proportion\")\n",
    "#print(df_expc[df_expc.Empl == \"Student, part-time\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df_expc.plot(kind=\"bar\", figsize=(9, 5), stacked=True)\n",
    "\n",
    "ax.set(xlabel=\"Employment Type\", ylabel=\"Proportion, %\")\n",
    "xlabels = [textwrap.fill(label.get_text(), width=20) for label in ax.get_xticklabels()]\n",
    "ax.set_xticklabels(xlabels)\n",
    "plt.title(\"Technology Adoption by Employment Type\")\n",
    "plt.xticks(rotation=0)\n",
    "plt.grid(True, axis=\"y\", linestyle=\"dashed\")\n",
    "plt.xticks(rotation=45, ha=\"right\")\n",
    "ax.legend(loc='upper center', bbox_to_anchor=(0.5, -0.45), ncol=4)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Final Step: Review\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this lab, you focused on using stacked charts to understand the composition and comparison within the dataset. Stacked charts provided insights into job satisfaction, compensation, and preferred databases across age groups and employment types.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After completing this lab, you will be able to:\n",
    "\n",
    "- Use stacked charts to analyze the composition of data across categories, such as job satisfaction and compensation by age group.\n",
    "\n",
    "- Compare data across different dimensions using stacked charts, enhancing your ability to communicate complex relationships in the data.\n",
    "\n",
    "- Visualize distributions across multiple categories, such as employment type by satisfaction, to gain a deeper understanding of patterns within the dataset.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Author:\n",
    "Ayushi Jain\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Other Contributors:\n",
    "- Rav Ahuja\n",
    "- Lakshmi Holla\n",
    "- Malika\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<!--\n",
    "## Change Log\n",
    "|Date (YYYY-MM-DD)|Version|Changed By|Change Description|\n",
    "|-|-|-|-|\n",
    "|2024-10-28|1.2|Madhusudhan Moole|Updated lab|\n",
    "|2024-10-16|1.1|Madhusudhan Moole|Updated lab|\n",
    "|2024-10-15|1.0|Raghul Ramesh|Created lab|\n",
    "--!>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Copyright © IBM Corporation. All rights reserved.\n"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
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