{
 "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": [
    "# **Pie 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 provided dataset will be loaded into pandas for analysis.\n",
    "\n",
    "- Various pie charts will be created to:\n",
    "   - Analyze developer preferences.\n",
    "  \n",
    "   - Identify technology usage trends.\n",
    "    \n",
    "- The lab aims to provide insights into key variables using visual representations.\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 composition of data.\n",
    "\n",
    "-   Visualize comparison of data.\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[31m106.0 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[31m191.2 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-12.1.0-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",
      "Requirement already satisfied: six>=1.5 in /opt/conda/lib/python3.12/site-packages (from python-dateutil>=2.7->matplotlib) (1.17.0)\n",
      "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[31m200.6 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",
      "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m5.0/5.0 MB\u001b[0m \u001b[31m175.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
      "\u001b[?25hDownloading kiwisolver-1.4.9-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl (1.5 MB)\n",
      "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.5/1.5 MB\u001b[0m \u001b[31m105.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
      "\u001b[?25hDownloading pillow-12.1.0-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[31m142.3 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-12.1.0 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) (12.1.0)\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": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--2026-02-10 08:17:08--  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",
      "200 OKequest sent, awaiting response... \n",
      "Length: 159525875 (152M) [text/csv]\n",
      "Saving to: ‘survey-data.csv’\n",
      "\n",
      "survey-data.csv     100%[===================>] 152.13M  70.7MB/s    in 2.2s    \n",
      "\n",
      "2026-02-10 08:17:10 (70.7 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 Composition with Pie Charts\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 1.1 Create a Pie Chart of the Top 5 Databases Respondents Want to Work With\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the survey data, the `DatabaseWantToWorkWith` column lists the databases that respondents wish to work with. Let’s visualize the top 5 most-desired databases in a pie chart.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "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",
    "dummies = df['DatabaseWantToWorkWith'].str.get_dummies(sep=';')\n",
    "# Count total occurrences and sort\n",
    "counts = dummies.sum().sort_values(ascending=False)\n",
    "# Build Top 5 + Other\n",
    "top5 = counts.iloc[:5]\n",
    "other = counts.iloc[5:].sum()\n",
    "databp = pd.concat([top5, pd.Series({'Other': other})])\n",
    "\n",
    "databp.plot(kind='pie',\n",
    "              figsize=(9, 5),\n",
    "              autopct='%1.1f%%', # add in percentages\n",
    "              labels=None,\n",
    "              startangle=0,\n",
    "              pctdistance=1.10,  # the ratio between the center of each pie slice and the start of the text\n",
    "              shadow=False,\n",
    "              colormap='Spectral')\n",
    "\n",
    "plt.title('Top 5 Databases Respondents Want to Work With')\n",
    "plt.axis('equal') # Sets the pie chart to look like a circle\n",
    "plt.legend(labels=databp.index, loc='upper left')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `DevType` column lists the developer types for respondents. We’ll examine the distribution by showing the top 5 developer roles in a pie chart.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##Write your code here\n",
    "dev = df.DevType.value_counts()\n",
    "top5 = dev.iloc[:5]\n",
    "other = dev.iloc[5:].sum()\n",
    "devp = pd.concat([top5, pd.Series({'Other': other})])\n",
    "devp.plot(kind='pie',\n",
    "              figsize=(10, 5),\n",
    "              autopct='%1.1f%%', # add in percentages\n",
    "              labels=None,\n",
    "              startangle=0,\n",
    "              pctdistance=1.12,  # the ratio between the center of each pie slice and the start of the text\n",
    "              shadow=False,\n",
    "              colormap='Spectral')\n",
    "\n",
    "plt.title('Top 5 developer roles')\n",
    "plt.axis('equal') # Sets the pie chart to look like a circle\n",
    "wrapped_labels = ['\\n'.join(textwrap.wrap(label, 20)) for label in devp.index]\n",
    "plt.legend(labels=wrapped_labels, loc='upper left')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 1.3 Create a pie chart for the operating systems used by respondents for professional use\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `OpSysProfessional` use column shows the operating systems developers use professionally. Let’s visualize the distribution of the top operating systems in a pie chart.\n",
    "\n"
   ]
  },
  {
   "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": [
    "##Write your code here\n",
    "dummies = df['OpSysProfessional use'].str.get_dummies(sep=';')\n",
    "# Count total occurrences and sort\n",
    "counts = dummies.sum().sort_values(ascending=False)\n",
    "# Build Top 5 + Other\n",
    "top5 = counts.iloc[:5]\n",
    "other = counts.iloc[5:].sum()\n",
    "opsysprofp = pd.concat([top5, pd.Series({'Other': other})])\n",
    "\n",
    "opsysprofp.plot(kind='pie',\n",
    "              figsize=(9, 5),\n",
    "              autopct='%1.1f%%', # add in percentages\n",
    "              labels=None,\n",
    "              startangle=0,\n",
    "              pctdistance=1.12,  # the ratio between the center of each pie slice and the start of the text\n",
    "              shadow=False,\n",
    "              colormap='Spectral')\n",
    "\n",
    "plt.title('Top 5 operating systems developers use professionally')\n",
    "plt.axis('equal') # Sets the pie chart to look like a circle\n",
    "wrapped_labels = ['\\n'.join(textwrap.wrap(label, 20)) for label in opsysprofp.index]\n",
    "plt.legend(labels=wrapped_labels, loc='upper left')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Task 2: Additional Visualizations and Comparisons\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 2.1 Pie Chart for Top 5 Programming Languages Respondents Have Worked With\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `LanguageHaveWorkedWith` column contains the programming languages that respondents have experience with. We’ll plot a pie chart to display the composition of the top 5 languages.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "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",
    "dummies = df['LanguageHaveWorkedWith'].str.get_dummies(sep=';')\n",
    "# Count total occurrences and sort\n",
    "counts = dummies.sum().sort_values(ascending=False)\n",
    "top5lang = counts.iloc[:5]\n",
    "\n",
    "top5lang.plot(kind='pie',\n",
    "              figsize=(9, 5),\n",
    "              autopct='%1.1f%%', # add in percentages\n",
    "              labels=None,\n",
    "              startangle=0,\n",
    "              pctdistance=1.12,  # the ratio between the center of each pie slice and the start of the text\n",
    "              shadow=False,\n",
    "              colormap='Spectral')\n",
    "\n",
    "plt.title('Top 5 Programming Languages Respondents Have Worked With')\n",
    "plt.axis('equal') # Sets the pie chart to look like a circle\n",
    "plt.legend(labels=top5lang.index, loc='upper left')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 2.2 Pie Chart for Top Collaboration Tools used in Professional Use\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using the `NEWCollabToolsHaveWorkedWith` column, we’ll identify and visualize the top collaboration tools respondents use in their professional work.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "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",
    "dummies = df['NEWCollabToolsHaveWorkedWith'].str.get_dummies(sep=';')\n",
    "# Count total occurrences and sort\n",
    "counts = dummies.sum().sort_values(ascending=False)\n",
    "# Build Top 5 + Other\n",
    "top5 = counts.iloc[:5]\n",
    "other = counts.iloc[5:].sum()\n",
    "coltoolsp = pd.concat([top5, pd.Series({'Other': other})])\n",
    "\n",
    "coltoolsp.plot(kind='pie',\n",
    "              figsize=(9, 5),\n",
    "              autopct='%1.1f%%', # add in percentages\n",
    "              labels=None,\n",
    "              startangle=90,\n",
    "              pctdistance=1.12,  # the ratio between the center of each pie slice and the start of the text\n",
    "              shadow=False,\n",
    "              colormap='Spectral')\n",
    "\n",
    "plt.title('Top 5 Collaboration Tools used in Professional Use')\n",
    "plt.axis('equal') # Sets the pie chart to look like a circle\n",
    "wrapped_labels = ['\\n'.join(textwrap.wrap(label, 20)) for label in coltoolsp.index]\n",
    "plt.legend(labels=wrapped_labels, loc='upper left')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Task 3: Analyzing and Interpreting Composition\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this task, you will create additional pie charts to analyze specific aspects of the survey data. Use `pandas` and `matplotlib` to complete each task and interpret the findings.\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 3.1 Pie Chart of `Respondents` Most Admired Programming Languages\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `LanguageAdmired` column lists the programming languages respondents admire most. Create a pie chart to visualize the top 5 admired languages.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "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",
    "dummies = df['LanguageAdmired'].str.get_dummies(sep=';')\n",
    "# Count total occurrences and sort\n",
    "counts = dummies.sum().sort_values(ascending=False)\n",
    "# Build Top 5 + Other\n",
    "top5 = counts.iloc[:5]\n",
    "other = counts.iloc[5:].sum()\n",
    "langadmp = pd.concat([top5, pd.Series({'Other': other})])\n",
    "\n",
    "langadmp.plot(kind='pie',\n",
    "              figsize=(9, 5),\n",
    "              autopct='%1.1f%%', # add in percentages\n",
    "              labels=None,\n",
    "              startangle=90,\n",
    "              pctdistance=1.12,  # the ratio between the center of each pie slice and the start of the text\n",
    "              shadow=False,\n",
    "              colormap='Spectral')\n",
    "\n",
    "plt.title('Top 5 Most Admired Programming Languages')\n",
    "plt.axis('equal') # Sets the pie chart to look like a circle\n",
    "plt.legend(labels=langadmp.index, loc='upper left')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 3.2 Pie Chart of Tools Used for AI Development\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using the `AIToolCurrently` Using column, create a pie chart to visualize the top 5 tools developers are currently using for AI development.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "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",
    "dummies = df['AIToolCurrently Using'].str.get_dummies(sep=';')\n",
    "# Count total occurrences and sort\n",
    "counts = dummies.sum().sort_values(ascending=False)\n",
    "# Build Top 5 + Other\n",
    "top5 = counts.iloc[:5]\n",
    "other = counts.iloc[5:].sum()\n",
    "aitoolp = pd.concat([top5, pd.Series({'Other': other})])\n",
    "\n",
    "aitoolp.plot(kind='pie',\n",
    "              figsize=(9, 5),\n",
    "              autopct='%1.1f%%', # add in percentages\n",
    "              labels=None,\n",
    "              startangle=20,\n",
    "              pctdistance=1.12,  # the ratio between the center of each pie slice and the start of the text\n",
    "              shadow=False,\n",
    "              colormap='Spectral')\n",
    "\n",
    "plt.title('Top 5 Tools Used for AI Development')\n",
    "plt.axis('equal') # Sets the pie chart to look like a circle\n",
    "wrapped_labels = ['\\n'.join(textwrap.wrap(label, 20)) for label in aitoolp.index]\n",
    "plt.legend(labels=wrapped_labels, loc='upper left')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 3.3 Pie Chart for Preferred Web Frameworks\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `WebframeWantToWorkWith` column includes web frameworks that respondents are interested in working with. Visualize the top 5 frameworks in a pie chart.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "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",
    "dummies = df['WebframeWantToWorkWith'].str.get_dummies(sep=';')\n",
    "# Count total occurrences and sort\n",
    "counts = dummies.sum().sort_values(ascending=False)\n",
    "# Build Top 5 + Other\n",
    "top5 = counts.iloc[:5]\n",
    "other = counts.iloc[5:].sum()\n",
    "webfrtoworkp = pd.concat([top5, pd.Series({'Other': other})])\n",
    "\n",
    "webfrtoworkp.plot(kind='pie',\n",
    "              figsize=(9, 5),\n",
    "              autopct='%1.1f%%', # add in percentages\n",
    "              labels=None,\n",
    "              startangle=-70,\n",
    "              pctdistance=1.12,  # the ratio between the center of each pie slice and the start of the text\n",
    "              shadow=False,\n",
    "              colormap='Spectral')\n",
    "\n",
    "plt.title('Top 5 Preferred Web Frameworks')\n",
    "plt.axis('equal') # Sets the pie chart to look like a circle\n",
    "wrapped_labels = ['\\n'.join(textwrap.wrap(label, 20)) for label in webfrtoworkp.index]\n",
    "plt.legend(labels=wrapped_labels, loc='upper left')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 3.4 Pie Chart for Most Desired Embedded Technologies\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using the `EmbeddedWantToWorkWith` column, create a pie chart to show the top 5 most desired embedded technologies that respondents wish to work with.\n",
    "\n"
   ]
  },
  {
   "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": [
    "##Write your code here\n",
    "dummies = df['EmbeddedWantToWorkWith'].str.get_dummies(sep=';')\n",
    "# Count total occurrences and sort\n",
    "counts = dummies.sum().sort_values(ascending=False)\n",
    "# Build Top 5 + Other\n",
    "top5 = counts.iloc[:5]\n",
    "other = counts.iloc[5:].sum()\n",
    "embtoworkp = pd.concat([top5, pd.Series({'Other': other})])\n",
    "\n",
    "embtoworkp.plot(kind='pie',\n",
    "              figsize=(9, 5),\n",
    "              autopct='%1.1f%%', # add in percentages\n",
    "              labels=None,\n",
    "              startangle=0,\n",
    "              pctdistance=1.12,  # the ratio between the center of each pie slice and the start of the text\n",
    "              shadow=False,\n",
    "              colormap='Spectral')\n",
    "\n",
    "plt.title('Top 5 Most Desired Embedded Technologies')\n",
    "plt.axis('equal') # Sets the pie chart to look like a circle\n",
    "wrapped_labels = ['\\n'.join(textwrap.wrap(label, 20)) for label in embtoworkp.index]\n",
    "plt.legend(labels=wrapped_labels, loc='upper left')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Summary\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After completing this lab, you will be able to:\n",
    "- Create pie charts to visualize developer preferences across databases, programming languages, AI tools, and cloud platforms.\n",
    "- Identify trends in technology usage, role distribution, and tool adoption through pie charts.\n",
    "- Analyze and compare data composition across various categories to gain insights into developer preferences.\n",
    "\n",
    "\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"
  },
  "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"
  },
  "prev_pub_hash": "c9bfb96af6d717f3b7a71610b331a39856d9547d00ab3ac91609054ed40eeb50"
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
