{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "

\n", " \n", " \"Skills\n", " \n", "

\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# **Histogram**\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Estimated time needed: **45** minutes\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this lab, you will focus on the visualization of data. The dataset will be provided through an RDBMS, and you will need to use SQL queries to extract the required 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 using histograms.\n", "\n", "- Visualize relationships between features.\n", "\n", "- Explore data composition and comparisons.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Demo: Working with database\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Download the database file.\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--2026-02-04 07:55:26-- https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/QR9YeprUYhOoLafzlLspAw/survey-results-public.sqlite\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: 211415040 (202M) [application/octet-stream]\n", "Saving to: ‘survey-data.sqlite’\n", "\n", "survey-data.sqlite 100%[===================>] 201.62M 58.0MB/s in 3.5s \n", "\n", "2026-02-04 07:55:30 (58.0 MB/s) - ‘survey-data.sqlite’ saved [211415040/211415040]\n", "\n" ] } ], "source": [ "!wget -O survey-data.sqlite https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/QR9YeprUYhOoLafzlLspAw/survey-results-public.sqlite" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Install the required libraries and import them\n" ] }, { "cell_type": "code", "execution_count": 2, "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 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(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": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import sqlite3\n", "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": [ "#### Connect to the SQLite database\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "conn = sqlite3.connect('survey-data.sqlite')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Demo: Basic SQL queries\n", "\n", "**Demo 1: Count the number of rows in the table**\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " COUNT(*)\n", "0 65437\n" ] } ], "source": [ "QUERY = \"SELECT COUNT(*) FROM main\"\n", "df = pd.read_sql_query(QUERY, conn)\n", "print(df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Demo 2: List all tables**\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Table_Name
0main
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" ], "text/plain": [ " Table_Name\n", "0 main" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "QUERY = \"\"\"\n", "SELECT name as Table_Name \n", "FROM sqlite_master \n", "WHERE type = 'table'\n", "\"\"\"\n", "pd.read_sql_query(QUERY, conn)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Demo 3: Group data by age**\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Age count\n", "0 18-24 years old 14098\n", "1 25-34 years old 23911\n", "2 35-44 years old 14942\n", "3 45-54 years old 6249\n", "4 55-64 years old 2575\n", "5 65 years or older 772\n", "6 Prefer not to say 322\n", "7 Under 18 years old 2568\n" ] } ], "source": [ "QUERY = \"\"\"\n", "SELECT Age, COUNT(*) as count\n", "FROM main\n", "GROUP BY Age\n", "ORDER BY Age\n", "\"\"\"\n", "df_age = pd.read_sql_query(QUERY, conn)\n", "print(df_age)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Hands-on Lab: Visualizing Data with Histograms\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1. Visualizing the distribution of data (Histograms)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**1.1 Histogram of `CompTotal` (Total Compensation)**\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Objective: Plot a histogram of `CompTotal` to visualize the distribution of respondents' total compensation.\n" ] }, { "cell_type": "code", "execution_count": 177, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Write your code here\n", "QUERY = \"\"\"\n", "SELECT CompTotal\n", "FROM main\n", "\"\"\"\n", "\n", "df = pd.read_sql_query(QUERY, conn).dropna()\n", "doc = df.CompTotal\n", "q1, q3 = doc.quantile(.25), doc.quantile(.75)\n", "iqr = q3 - q1\n", "outliers1 = doc[(doc > q3 + 1.5 * iqr) | (doc < q1 - 1.5 * iqr)].sort_values(ascending=False)\n", "#print('Number of outliers in CompTotal:', outliers1.count())\n", "df_o = df[~df['CompTotal'].isin(outliers1)]\n", "\n", "count, bin_edges = np.histogram(df_o.CompTotal)\n", "df_o.CompTotal.hist(edgecolor='black')\n", "plt.xticks(bin_edges.round(decimals=0))\n", "plt.xlabel('Total 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": [ "**1.2 Histogram of YearsCodePro (Years of Professional Coding Experience)**\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Objective: Plot a histogram of `YearsCodePro` to analyze the distribution of coding experience among respondents.\n" ] }, { "cell_type": "code", "execution_count": 180, "metadata": {}, "outputs": [], "source": [ "## Write your code here\n", "QUERY = \"\"\"\n", "SELECT YearsCodePro\n", "FROM main\n", "\"\"\"\n", "df = pd.read_sql_query(QUERY, conn).dropna()\n", "df = df.replace({'Less than 1 year': 0, 'More than 50 years': 51}).astype(int)" ] }, { "cell_type": "code", "execution_count": 181, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "count, bin_edges = np.histogram(df.YearsCodePro)\n", "df.YearsCodePro.hist(edgecolor='black')\n", "plt.xticks(bin_edges.round(decimals=0))\n", "plt.xlabel('Years of Professional Coding Experience')\n", "plt.ylabel('Number of respondents')\n", "plt.grid(False)\n", "plt.grid(True, axis='y', linestyle='dashed')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2. Visualizing Relationships in Data\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**2.1 Histogram Comparison of `CompTotal` by `Age` Group**\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Objective: Use histograms to compare the distribution of CompTotal across different Age groups.\n" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "## Write your code here\n", "QUERY = \"\"\"\n", "SELECT CompTotal, Age\n", "FROM main\n", "\"\"\"\n", "df = pd.read_sql_query(QUERY, conn).dropna()\n", "doc = df.CompTotal\n", "q1, q3 = doc.quantile(.25), doc.quantile(.75)\n", "iqr = q3 - q1\n", "outliers1 = doc[(doc > q3 + 1.5 * iqr) | (doc < q1 - 1.5 * iqr)].sort_values(ascending=False)\n", "#print('Number of outliers in CompTotal:', outliers1.count())\n", "df_o = df[~df['CompTotal'].isin(outliers1)]\n", "#print(df_o['CompTotal'].describe())" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "groups = ['Under 18 years old', '18-24 years old', '25-34 years old', '35-44 years old', '45-54 years old',\n", " '55-64 years old', '65 years or older']\n", "\n", "fig, axes = plt.subplots(nrows=4, ncols=2, figsize=(12, 16))\n", "axes = axes.flatten() # make it easier to index\n", "\n", "for i, g in enumerate(groups):\n", " ax = axes[i]\n", " count, bin_edges = np.histogram(df_o[df_o['Age'] == g]['CompTotal'], bins=10)\n", " df_o[df_o['Age'] == g]['CompTotal'].hist(ax=ax)\n", " ax.set_xticks(bin_edges[::2].round(decimals=0))\n", " ax.set_title(f'Total Compensation for {g}')\n", " ax.set_xlabel('Total Compensation')\n", " ax.set_ylabel('Number of respondents')\n", "\n", "# Hide the unused subplot (last one)\n", "if len(groups) < len(axes):\n", " axes[-1].set_visible(False)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**2.2 Histogram of TimeSearching for Different Age Groups**\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Objective: Use histograms to explore the distribution of `TimeSearching` (time spent searching for information) for respondents across different age groups.\n" ] }, { "cell_type": "code", "execution_count": 182, "metadata": {}, "outputs": [], "source": [ "## Write your code here\n", "QUERY = \"\"\"\n", "SELECT TimeSearching, Age\n", "FROM main\n", "\"\"\"\n", "df = pd.read_sql_query(QUERY, conn).dropna()\n", "#print(df.TimeSearching.unique())" ] }, { "cell_type": "code", "execution_count": 184, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "agegroups = ['Under 18 years old', '18-24 years old', '25-34 years old', '35-44 years old', '45-54 years old',\n", " '55-64 years old', '65 years or older']\n", "timegroups = ['Less than 15 minutes a day', '15-30 minutes a day', '30-60 minutes a day', '60-120 minutes a day',\n", " 'Over 120 minutes a day']\n", "\n", "fig, axes = plt.subplots(nrows=4, ncols=2, figsize=(12, 16))\n", "axes = axes.flatten() # make it easier to index\n", "\n", "for i, g in enumerate(agegroups):\n", " ax = axes[i]\n", " sns.barplot(data=df[df['Age'] == g]['TimeSearching'].value_counts(sort=False), ax=ax, order=timegroups)\n", " ax.set_title(f'Time spent searching for information for {g}')\n", " ax.set_xticks(range(len(timegroups)))\n", " wrapped = [textwrap.fill(label, width=10) for label in timegroups]\n", " ax.set_xticklabels(wrapped)\n", " ax.grid(True, axis='y', linestyle='dashed')\n", " ax.set_xlabel('TimeSearching')\n", " ax.set_ylabel('Number of respondents')\n", "\n", "# Hide the unused subplot (last one)\n", "if len(agegroups) < len(axes):\n", " axes[-1].set_visible(False)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3. Visualizing the Composition of Data\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**3.1 Histogram of Most Desired Databases (`DatabaseWantToWorkWith`)**\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Objective: Visualize the most desired databases for future learning using a histogram of the top 5 databases.\n" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [], "source": [ "## Write your code here\n", "QUERY = \"\"\"\n", "SELECT DatabaseWantToWorkWith\n", "FROM main\n", "\"\"\"\n", "df = pd.read_sql_query(QUERY, conn).dropna()" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "datab = df.copy()\n", "dummiesdatab = datab['DatabaseWantToWorkWith'].str.get_dummies(sep=';')\n", "datab = dummiesdatab.agg('sum').T.head().sort_values(ascending=False)\n", "\n", "datab.plot(kind='bar', x=datab.index, y=datab, figsize=(10, 5))\n", "\n", "plt.title('Histogram of Most Desired Databases')\n", "plt.grid(True, axis='y', linestyle='dashed')\n", "plt.xticks(rotation=0)\n", "plt.ylim(1000,)\n", "plt.xlabel('Database')\n", "plt.ylabel('Number of respondents')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**3.2 Histogram of Preferred Work Locations (`RemoteWork`)**\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Objective: Use a histogram to explore the distribution of preferred work arrangements (`remote work`).\n" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "['Remote', 'In-person', 'Hybrid (some remote, some in-person)']\n", "Length: 3, dtype: str\n" ] } ], "source": [ "## Write your code here\n", "QUERY = \"\"\"\n", "SELECT RemoteWork\n", "FROM main\n", "\"\"\"\n", "df = pd.read_sql_query(QUERY, conn).dropna()\n", "print(df.RemoteWork.unique())" ] }, { "cell_type": "code", "execution_count": 109, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dfh = pd.DataFrame(df.value_counts()).reset_index()\n", "ax = dfh.plot(kind='bar', x='RemoteWork', y='count', figsize=(8, 5))\n", "\n", "ax.set_title('Histogram of Preferred Work Locations')\n", "ax.grid(True, axis='y', linestyle='dashed')\n", "ax.set_xticks(range(len(dfh['RemoteWork'])))\n", "wrapped = [textwrap.fill(label, width=20) for label in dfh['RemoteWork']]\n", "ax.set_xticklabels(wrapped, rotation=0)\n", "ax.set_ylim(10000,)\n", "ax.set_xlabel('Work Location')\n", "ax.set_ylabel('Number of respondents')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4. Visualizing Comparison of Data\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**4.1 Histogram of Median CompTotal for Ages 45 to 60**\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Objective: Plot the histogram for `CompTotal` within the age group 45 to 60 to analyze compensation distribution among mid-career respondents.\n" ] }, { "cell_type": "code", "execution_count": 136, "metadata": {}, "outputs": [], "source": [ "## Write your code here\n", "QUERY = \"\"\"\n", "SELECT CompTotal\n", "FROM main\n", "WHERE Age in ('45-54 years old', '55-64 years old')\n", "\"\"\"\n", "df = pd.read_sql_query(QUERY, conn).dropna()\n", "doc = df.CompTotal\n", "q1, q3 = doc.quantile(.25), doc.quantile(.75)\n", "iqr = q3 - q1\n", "outliers1 = doc[(doc > q3 + 1.5 * iqr) | (doc < q1 - 1.5 * iqr)].sort_values(ascending=False)\n", "#print('Number of outliers in CompTotal:', outliers1.count())\n", "df_o = df[~df['CompTotal'].isin(outliers1)]\n", "#print(df_o['CompTotal'].describe())" ] }, { "cell_type": "code", "execution_count": 147, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "count, bin_edges = np.histogram(df_o.CompTotal)\n", "df_o.CompTotal.hist(edgecolor='black', figsize=(9, 5))\n", "plt.title('Total Compensation for Ages 45 to 64')\n", "plt.xticks(bin_edges.round(decimals=0))\n", "plt.xticks(rotation=45)\n", "plt.axvline(x=df_o.CompTotal.median(), color='r', linestyle='--', label='Median')\n", "plt.xlabel('Total Compensation')\n", "plt.ylabel('Number of respondents')\n", "plt.grid(False)\n", "plt.grid(True, axis='y', linestyle='dashed')\n", "plt.legend(loc='best')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**4.2 Histogram of Job Satisfaction (`JobSat`) by YearsCodePro**\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Objective: Plot the histogram for `JobSat` scores based on respondents' years of professional coding experience.\n" ] }, { "cell_type": "code", "execution_count": 154, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['12', '27', '10', 'Less than 1 year', '18', '15', '17', '6', '7', '16', '14', '4', '8', '2', '29', '5', '30', '1', '25', '24', '26', '9', '20', '37', '11', '3', '13', '19', '21', '23', '34', '28', '32', '22', '33', '40', '39', '31', '35', '41', '38', 'More than 50 years', '36', '43', '42', '50', '45', '44', '46', '48', '47', '49']\n" ] } ], "source": [ "## Write your code here\n", "QUERY = \"\"\"\n", "SELECT JobSat, YearsCodePro\n", "FROM main\n", "\"\"\"\n", "df = pd.read_sql_query(QUERY, conn).dropna()\n", "#df.describe(include='all')\n", "print(list(df.YearsCodePro.unique()))" ] }, { "cell_type": "code", "execution_count": 170, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "exp = '7'\n", "dfh = df[df['YearsCodePro'] == exp]['JobSat']\n", "dfh.hist(edgecolor='black')\n", "plt.title(f'Histogram of Job Satisfaction for {exp} YearsCodePro')\n", "plt.xlabel('Job Satisfaction ')\n", "plt.xticks(range(0, 11))\n", "plt.ylabel('Number of respondents')\n", "plt.grid(False)\n", "plt.grid(True, axis='y', linestyle='dashed')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Final step: Close the database connection\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once you've completed the lab, make sure to close the connection to the SQLite database:\n", "\n" ] }, { "cell_type": "code", "execution_count": 185, "metadata": {}, "outputs": [], "source": [ "conn.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Summary\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this lab, you used histograms to visualize various aspects of the dataset, focusing on:\n", "\n", "- Distribution of compensation, coding experience, and work hours.\n", "\n", "- Relationships in compensation across age groups and work status.\n", "\n", "- Composition of data by desired databases and work environments.\n", "\n", "- Comparisons of job satisfaction across years of experience.\n", "\n", "Histograms helped reveal patterns and distributions in the data, enhancing your understanding of developer demographics and preferences.\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": "96337e0806230d5187f9ae047a46e5046c13ed59019c1578bf93b4db5d0dcf76" }, "nbformat": 4, "nbformat_minor": 4 }