{
 "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": [
    "# **Bar Charts**\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Estimated time needed: **30** minutes\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this lab, you will focus on visualizing data.\n",
    "\n",
    "The dataset will be provided to you in the form of an RDBMS.\n",
    "\n",
    "You will use SQL queries to extract the necessary 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 distribution of data\n",
    "\n",
    "-   Visualize the relationship between two features\n",
    "\n",
    "-   Visualize the composition of data\n",
    "\n",
    "-   Visualize comparison of data\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup: Working with the Database\n",
    "**Install the needed libraries**\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: pandas in /opt/conda/lib/python3.12/site-packages (3.0.0)\n",
      "Requirement already satisfied: numpy>=1.26.0 in /opt/conda/lib/python3.12/site-packages (from pandas) (2.4.2)\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"
     ]
    }
   ],
   "source": [
    "!pip install pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: matplotlib in /opt/conda/lib/python3.12/site-packages (3.10.8)\n",
      "Requirement already satisfied: contourpy>=1.0.1 in /opt/conda/lib/python3.12/site-packages (from matplotlib) (1.3.3)\n",
      "Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.12/site-packages (from matplotlib) (0.12.1)\n",
      "Requirement already satisfied: fonttools>=4.22.0 in /opt/conda/lib/python3.12/site-packages (from matplotlib) (4.61.1)\n",
      "Requirement already satisfied: kiwisolver>=1.3.1 in /opt/conda/lib/python3.12/site-packages (from matplotlib) (1.4.9)\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",
      "Requirement already satisfied: pillow>=8 in /opt/conda/lib/python3.12/site-packages (from matplotlib) (12.1.1)\n",
      "Requirement already satisfied: pyparsing>=3 in /opt/conda/lib/python3.12/site-packages (from matplotlib) (3.3.2)\n",
      "Requirement already satisfied: python-dateutil>=2.7 in /opt/conda/lib/python3.12/site-packages (from matplotlib) (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) (1.17.0)\n",
      "Requirement already satisfied: seaborn in /opt/conda/lib/python3.12/site-packages (0.13.2)\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"
     ]
    }
   ],
   "source": [
    "!pip install matplotlib\n",
    "!pip install seaborn"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Download and connect to the database file containing survey data.**\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To start, download and load the dataset into a `pandas` DataFrame.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--2026-02-12 09:56:40--  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  26.2MB/s    in 5.7s    \n",
      "\n",
      "2026-02-12 09:56:46 (26.7 MB/s) - ‘survey-data.csv’ saved [159525875/159525875]\n",
      "\n",
      "   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]\n",
      "Initial dataframe: (65437, 114)\n"
     ]
    }
   ],
   "source": [
    "# Step 1: Download the dataset\n",
    "!wget -O survey-data.csv https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/n01PQ9pSmiRX6520flujwQ/survey-data.csv\n",
    "\n",
    "# Step 2: Import necessary libraries and load the dataset\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import textwrap\n",
    "import numpy as np\n",
    "\n",
    "# Load the data\n",
    "df = pd.read_csv(\"survey-data.csv\")\n",
    "\n",
    "# Display the first few rows to understand the structure of the data\n",
    "print(df.head())\n",
    "print('Initial dataframe:', df.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Task 1: Visualizing Data Distributions\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 1. Histogram of `ConvertedCompYearly`\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualize the distribution of yearly compensation (`ConvertedCompYearly`) using a histogram.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Write your code here\n",
    "comp = df.ConvertedCompYearly\n",
    "q1, q3 = comp.quantile(.25), comp.quantile(.75)\n",
    "iqr = q3 - q1\n",
    "outliers1 = comp[(ch > q3 + 1.5 * iqr) | (comp < q1 - 1.5 * iqr)].sort_values(ascending=False)\n",
    "comp_o = df[~df[\"ConvertedCompYearly\"].isin(outliers1)]\n",
    "\n",
    "ch_o = comp_o.ConvertedCompYearly.dropna()\n",
    "count, bin_edges = np.histogram(ch_o)\n",
    "ch_o.hist(edgecolor='black')\n",
    "plt.xticks(bin_edges.round(decimals=0))\n",
    "plt.xlabel('Yearly compensation')\n",
    "plt.xticks(rotation=45)\n",
    "plt.grid(False)\n",
    "plt.grid(True, axis='y', linestyle='dashed')\n",
    "plt.ylabel('Number of respondents')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 2. Box Plot of `Age`\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since `Age` is categorical in the dataset, convert it to numerical values for a box plot.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 300x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Write your code here\n",
    "comp_o[\"Age_numeric\"] = df.Age.map({'Under 18 years old': 17, '18-24 years old': 21,\n",
    "        'Prefer not to say': float('nan'), '25-34 years old': 30, '35-44 years old': 40,\n",
    "        '45-54 years old': 50, '55-64 years old': 60, '65 years or older': 66})\n",
    "\n",
    "comp_o.Age_numeric.plot(kind='box', figsize=(3, 4))\n",
    "plt.ylabel('Age')\n",
    "plt.yticks(range(17, 68, 10))\n",
    "plt.xticks([])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Task 2: Visualizing Relationships in Data\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 1. Scatter Plot of `Age_numeric` and `ConvertedCompYearly`\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Explore the relationship between age and compensation.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Write your code here\n",
    "comp_o.plot(kind='scatter', x=\"Age_numeric\", y=\"ConvertedCompYearly\", figsize=(10, 6))\n",
    "\n",
    "plt.title(\"Scatter Plot for Age vs. Yearly compensation\")\n",
    "plt.xlabel(\"Age\")\n",
    "plt.ylabel(\"Yearly compensation\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 2. Bubble Plot of `ConvertedCompYearly` and `JobSatPoints_6` with `Age_numeric` as Bubble Size\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Explore how compensation and job satisfaction are related, with age as the bubble size.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Bubble Plot for Compensation vs. Job Satisfaction')"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Write your code here\n",
    "norm_age = ((comp_o.Age_numeric - comp_o.Age_numeric.min()) / \n",
    "            (comp_o.Age_numeric.max() - comp_o.Age_numeric.min()))\n",
    "ax = comp_o.plot(kind='scatter',\n",
    "            x='ConvertedCompYearly',\n",
    "            y='JobSatPoints_6',\n",
    "            alpha=0.5,\n",
    "            s=norm_age * 20 + 1)\n",
    "\n",
    "ax.set_ylabel('Job Satisfaction')\n",
    "ax.set_xlabel('Yearly compensation')\n",
    "ax.legend(['Age_numeric'], loc='upper right')\n",
    "ax.set_title('Bubble Plot for Compensation vs. Job Satisfaction')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Task 3: Visualizing Composition of Data with Bar Charts\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 1. Horizontal Bar Chart of `MainBranch` Distribution\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualize the distribution of respondents’ primary roles to understand their professional focus.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Write your code here\n",
    "ax = df['MainBranch'].value_counts().plot(kind='barh', figsize=(9, 6))\n",
    "\n",
    "ylabels = [textwrap.fill(label.get_text(), width=30) for label in ax.get_yticklabels()]\n",
    "ax.set(xlabel='Respondents', ylabel='MainBranch')\n",
    "ax.set_yticklabels(ylabels)\n",
    "plt.title('Distribution of respondents’ primary roles')\n",
    "plt.xticks(rotation=0)\n",
    "plt.grid(True, axis='x', linestyle='dashed')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 2. Vertical Bar Chart of Top 5 Programming Languages Respondents Want to Work With\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Identify the most desired programming languages based on `LanguageWantToWorkWith`.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Write your code here\n",
    "dummies = df['LanguageWantToWorkWith'].str.get_dummies(sep=';')\n",
    "# Count total occurrences and sort\n",
    "counts = dummies.sum().sort_values(ascending=False)\n",
    "top5lang = counts.iloc[:5]\n",
    "#top5lang.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = top5lang.plot(kind='bar', figsize=(9, 5))\n",
    "\n",
    "ax.set(xlabel='Language', ylabel='Respondents')\n",
    "plt.title('Top 5 Programming Languages Respondents Want to Work With')\n",
    "plt.xticks(rotation=0)\n",
    "plt.grid(True, axis='y', linestyle='dashed')\n",
    "plt.ylim(20000, 25500)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 3. Stacked Bar Chart of Median `JobSatPoints_6` and `JobSatPoints_7` by Age Group\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Compare job satisfaction metrics across different age groups with a stacked bar chart.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Write your code here\n",
    "sa = df[[\"JobSatPoints_6\", \"JobSatPoints_7\", \"Age\"]].groupby('Age', as_index=False).median()\n",
    "order = [7, 0, 1, 2, 3, 4, 5]\n",
    "sa = sa.reindex(order)\n",
    "\n",
    "ax = 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='Median job satisfaction')\n",
    "ax.set_xticklabels(xlabels)\n",
    "plt.title('Median job satisfaction across different age groups')\n",
    "plt.xticks(rotation=0)\n",
    "plt.grid(True, axis='y', linestyle='dashed')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 4. Bar Chart of Database Popularity (`DatabaseHaveWorkedWith`)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Identify the most commonly used databases among respondents by visualizing `DatabaseHaveWorkedWith`.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Write your code here\n",
    "dummies = df['DatabaseHaveWorkedWith'].str.get_dummies(sep=';')\n",
    "# Count total occurrences and sort\n",
    "counts = dummies.sum().sort_values(ascending=False)\n",
    "top5datab = counts.iloc[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = top5datab.plot(kind='bar', figsize=(9, 5))\n",
    "\n",
    "xlabels = [textwrap.fill(label.get_text(), width=10) for label in ax.get_xticklabels()]\n",
    "ax.set(xlabel='Database', ylabel='Respondents')\n",
    "ax.set_xticklabels(xlabels)\n",
    "plt.title('Top 5 most commonly used databases')\n",
    "plt.xticks(rotation=0)\n",
    "plt.grid(True, axis='y', linestyle='dashed')\n",
    "plt.ylim(10000, 26000)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Task 4: Visualizing Comparison of Data with Bar Charts\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 1. Grouped Bar Chart of Median `ConvertedCompYearly` for Different Age Groups\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Compare median compensation across multiple age groups with a grouped bar chart.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_1600/4215599356.py:10: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
      "  ax.set_xticklabels(xlabels)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Write your code here comp_o\n",
    "cag = comp_o.groupby(['Age'], as_index=False)['ConvertedCompYearly'].median()\n",
    "order = [7, 0, 1, 2, 3, 4, 5]\n",
    "cag = cag.reindex(order)\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "ax = sns.barplot(data=cag, x='Age', y='ConvertedCompYearly', hue='Age')\n",
    "ax.set(title='Median Yearly compensation for Different Age Groups')\n",
    "xlabels = [textwrap.fill(label.get_text(), width=10) for label in ax.get_xticklabels()]\n",
    "ax.set_xticklabels(xlabels)\n",
    "ax.set_xlabel('Age', fontsize=15)\n",
    "ax.set_ylabel('Median Yearly compensation', fontsize=15)\n",
    "plt.grid(True, axis='y', linestyle='dashed')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 2. Bar Chart of Respondent Count by Country\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Show the distribution of respondents by country to see which regions are most represented.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Write your code here\n",
    "topcountry = df.Country.value_counts().iloc[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = topcountry.plot(kind='bar', figsize=(10, 5))\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='Country', ylabel='Respondents')\n",
    "plt.title('Top 10 Countries of Respondents')\n",
    "plt.xticks(rotation=45, ha=\"right\")\n",
    "plt.grid(True, axis='y', linestyle='dashed')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Final Step: Review\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This lab demonstrates how to create and interpret different types of bar charts, allowing you to analyze the composition, comparison, and distribution of categorical data in the Stack Overflow dataset, including main professional branches, programming language preferences, and compensation by age group. Bar charts effectively compare counts and median values across various categories.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After completing this lab, you will be able to:\n",
    "- Create a horizontal bar chart to visualize the distribution of respondents' primary roles, helping to understand their professional focus.\n",
    "- Develop a vertical bar chart to identify the most desired programming languages based on the LanguageWantToWorkWith variable.\n",
    "- Use a stacked bar chart to compare job satisfaction metrics across different age groups.\n",
    "- Create a bar chart to visualize the most commonly used databases among respondents using the DatabaseHaveWorkedWith variable.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Authors:\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": [
    "Copyright © IBM Corporation. All rights reserved.\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.5"
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  "prev_pub_hash": "c7b0f261bbbd9a2050220f8bb249fc1e03006fca34975b73688a9bd2eab6f435"
 },
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