{ "cells": [ { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Learning Practice 1 for the University of Tulsa's QM-7063 Data Mining Course\n", "# Intro to data visualization\n", "# Professor: Dr. Abdulrashid, Spring 2023\n", "# Noah L. Schrick - 1492657\n", "\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Problem 3.2: Sales of Riding Mowers: Scatter Plots. \n", "# scatter plot of Lot Size vs. Income, color-coded by owner/nonowner. \n", "mowers_df = pd.read_csv('RidingMowers.csv').squeeze(\"columns\")\n", "\n", "fig, ax = plt.subplots()\n", "for val, color in ('Owner', 'C1'), ('Nonowner', 'C0'):\n", " subset_df = mowers_df[mowers_df.Ownership == val]\n", " ax.scatter(subset_df.Lot_Size, subset_df.Income, color='none', edgecolor=color)\n", "ax.set_xlabel('Lot Size [1000 sqft]')\n", "ax.set_ylabel('Income [$1000s]')\n", "ax.legend([\"Owner\", \"Nonowner\"])\n", "plt.title(\"Lot Size vs Income\")\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Max Avg. Sales: 494.63 from Store: N17 6QA\n", "Min Avg. Sales: 481.01 from Store: W4 3PH\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Problem 3.3: Laptop Sales at a London Computer Chain: Bar Charts and Boxplots.\n", "laptops_df = pd.read_csv('LaptopSalesJanuary2008.csv')\n", "\n", "## Part A:\n", "# bar chart\n", "laptops_retail_df = laptops_df.groupby('Store Postcode').mean(numeric_only=True)['Retail Price']\n", "laptop_avg_sales = laptops_retail_df.plot(kind='bar')\n", "laptop_avg_sales.set_ylabel('Avg. Sales')\n", "laptop_avg_sales.set_title('Avg Sales of London Stores')\n", "\n", "# highest avg\n", "print(\"Max Avg. Sales:\", round(laptops_retail_df.max(), 2), \"from Store:\", laptops_retail_df.idxmax())\n", "\n", "# lowest avg\n", "print(\"Min Avg. Sales:\", round(laptops_retail_df.min(), 2), \"from Store:\", laptops_retail_df.idxmin())\n", "\n", "## Part B:\n", "# box plots " ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.10.9" }, "orig_nbformat": 4, "vscode": { "interpreter": { "hash": "767d51c1340bd893661ea55ea3124f6de3c7a262a8b4abca0554b478b1e2ff90" } } }, "nbformat": 4, "nbformat_minor": 2 }