QM-7063-Learning-Practice-1/Schrick-Noah_Learning-Practice-1.ipynb
2023-01-19 14:51:38 -06:00

158 lines
150 KiB
Plaintext

{
"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": [
"<Figure size 640x480 with 1 Axes>"
]
},
"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": 56,
"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": {
"text/plain": [
"Text(0.5, 1.0, 'Retail Price by Store Postcode')"
]
},
"execution_count": 56,
"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"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"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 \n",
"ax = laptops_df.boxplot(column='Retail Price', by='Store Postcode')\n",
"ax.set_ylabel('Retail Price')\n",
"plt.xticks(rotation=45, ha='right')\n",
"plt.suptitle('') # Suppress the given title\n",
"plt.title('Retail Price by Store Postcode')"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"The median of each store's sales are all relatively similar, all within 25 pounds. The minimum and maximum of each store varies slightly more, with the exception of store S1P 3AU, which has only a few sales that are all around the same Retail Price. Some stores, such as SE1 2BN, have noticeably more outliers when compared to stores such as E7 8NW."
]
}
],
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