From 133ffe9785bd6730d9f674c56dfcc2942d83d16d Mon Sep 17 00:00:00 2001 From: noah Date: Mon, 30 Jan 2023 13:22:06 -0600 Subject: [PATCH] Report skeleton --- Schrick-Noah_Learning-Practice-2.ipynb | 50 +++++++++++++++++++++++++ Schrick-Noah_Learning-Practice-2.odt | Bin 0 -> 28057 bytes Schrick-Noah_Lecture-Work.ipynb | 35 ++++++++++------- 3 files changed, 72 insertions(+), 13 deletions(-) create mode 100644 Schrick-Noah_Learning-Practice-2.ipynb create mode 100644 Schrick-Noah_Learning-Practice-2.odt diff --git a/Schrick-Noah_Learning-Practice-2.ipynb b/Schrick-Noah_Learning-Practice-2.ipynb new file mode 100644 index 0000000..d81064b --- /dev/null +++ b/Schrick-Noah_Learning-Practice-2.ipynb @@ -0,0 +1,50 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Learning Practice 2 for the University of Tulsa's QM-7063 Data Mining Course\n", + "# Dimension Reduction\n", + "# Professor: Dr. Abdulrashid, Spring 2023\n", + "# Noah L. Schrick - 1492657\n", + "\n", + "import pandas as pd\n", + "import numpy as np\n", + "from sklearn.decomposition import PCA\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "## Read in Breakfast Cereal data\n", + "cereals_df = pd.read_csv('Cereals.csv')\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "name": "python", + "version": "3.10.9 (main, Dec 19 2022, 17:35:49) [GCC 12.2.0]" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "767d51c1340bd893661ea55ea3124f6de3c7a262a8b4abca0554b478b1e2ff90" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Schrick-Noah_Learning-Practice-2.odt b/Schrick-Noah_Learning-Practice-2.odt new file mode 100644 index 0000000000000000000000000000000000000000..657ebf84ceb0627b7a67dd3c44d435e736a642e1 GIT binary 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"outputs": [], "source": [ - "# Learning Practice 2 for the University of Tulsa's QM-7063 Data Mining Course\n", + "# Lecture 3 for the University of Tulsa's QM-7063 Data Mining Course\n", "# Dimension Reduction\n", "# Professor: Dr. Abdulrashid, Spring 2023\n", "# Noah L. Schrick - 1492657\n", @@ -890,6 +890,27 @@ " len(pcsSummary_df.columns) + 1)]\n", "pcsSummary_df.round(4)" ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 379.63089542, -188.68156228],\n", + " [-188.68156228, 197.32632105]])" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.cov(cereals_df.calories, cereals_df.rating)" + ] } ], "metadata": { @@ -898,18 +919,6 @@ "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 }, "nbformat": 4,