{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Mushroom foraging with Hypertools" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "### This dataset contains descriptive features of various mushroom species, as well as labels indicating whether tor not they are poisonous. It was downloaded from https://www.kaggle.com/uciml/mushroom-classification" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Import the libraries we need" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pandas as pd\n", "import hypertools as hyp\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Read in the data with pandas" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", " | class | \n", "cap-shape | \n", "cap-surface | \n", "cap-color | \n", "bruises | \n", "odor | \n", "gill-attachment | \n", "gill-spacing | \n", "gill-size | \n", "gill-color | \n", "... | \n", "stalk-surface-below-ring | \n", "stalk-color-above-ring | \n", "stalk-color-below-ring | \n", "veil-type | \n", "veil-color | \n", "ring-number | \n", "ring-type | \n", "spore-print-color | \n", "population | \n", "habitat | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "p | \n", "x | \n", "s | \n", "n | \n", "t | \n", "p | \n", "f | \n", "c | \n", "n | \n", "k | \n", "... | \n", "s | \n", "w | \n", "w | \n", "p | \n", "w | \n", "o | \n", "p | \n", "k | \n", "s | \n", "u | \n", "
1 | \n", "e | \n", "x | \n", "s | \n", "y | \n", "t | \n", "a | \n", "f | \n", "c | \n", "b | \n", "k | \n", "... | \n", "s | \n", "w | \n", "w | \n", "p | \n", "w | \n", "o | \n", "p | \n", "n | \n", "n | \n", "g | \n", "
2 | \n", "e | \n", "b | \n", "s | \n", "w | \n", "t | \n", "l | \n", "f | \n", "c | \n", "b | \n", "n | \n", "... | \n", "s | \n", "w | \n", "w | \n", "p | \n", "w | \n", "o | \n", "p | \n", "n | \n", "n | \n", "m | \n", "
3 | \n", "p | \n", "x | \n", "y | \n", "w | \n", "t | \n", "p | \n", "f | \n", "c | \n", "n | \n", "n | \n", "... | \n", "s | \n", "w | \n", "w | \n", "p | \n", "w | \n", "o | \n", "p | \n", "k | \n", "s | \n", "u | \n", "
4 | \n", "e | \n", "x | \n", "s | \n", "g | \n", "f | \n", "n | \n", "f | \n", "w | \n", "b | \n", "k | \n", "... | \n", "s | \n", "w | \n", "w | \n", "p | \n", "w | \n", "o | \n", "e | \n", "n | \n", "a | \n", "g | \n", "
5 rows × 23 columns
\n", "