{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Exploring factors that influence educational outcomes with hypertools" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load in libraries needed for the project" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import hypertools as hyp\n", "import seaborn as sns\n", "\n", "sns.set(style=\"darkgrid\")\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Read in the data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", " | gender | \n", "NationalITy | \n", "PlaceofBirth | \n", "StageID | \n", "GradeID | \n", "SectionID | \n", "Topic | \n", "Semester | \n", "Relation | \n", "raisedhands | \n", "VisITedResources | \n", "AnnouncementsView | \n", "Discussion | \n", "ParentAnsweringSurvey | \n", "ParentschoolSatisfaction | \n", "StudentAbsenceDays | \n", "Class | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "M | \n", "KW | \n", "KuwaIT | \n", "lowerlevel | \n", "G-04 | \n", "A | \n", "IT | \n", "F | \n", "Father | \n", "15 | \n", "16 | \n", "2 | \n", "20 | \n", "Yes | \n", "Good | \n", "Under-7 | \n", "M | \n", "
1 | \n", "M | \n", "KW | \n", "KuwaIT | \n", "lowerlevel | \n", "G-04 | \n", "A | \n", "IT | \n", "F | \n", "Father | \n", "20 | \n", "20 | \n", "3 | \n", "25 | \n", "Yes | \n", "Good | \n", "Under-7 | \n", "M | \n", "
2 | \n", "M | \n", "KW | \n", "KuwaIT | \n", "lowerlevel | \n", "G-04 | \n", "A | \n", "IT | \n", "F | \n", "Father | \n", "10 | \n", "7 | \n", "0 | \n", "30 | \n", "No | \n", "Bad | \n", "Above-7 | \n", "L | \n", "
3 | \n", "M | \n", "KW | \n", "KuwaIT | \n", "lowerlevel | \n", "G-04 | \n", "A | \n", "IT | \n", "F | \n", "Father | \n", "30 | \n", "25 | \n", "5 | \n", "35 | \n", "No | \n", "Bad | \n", "Above-7 | \n", "L | \n", "
4 | \n", "M | \n", "KW | \n", "KuwaIT | \n", "lowerlevel | \n", "G-04 | \n", "A | \n", "IT | \n", "F | \n", "Father | \n", "40 | \n", "50 | \n", "12 | \n", "50 | \n", "No | \n", "Bad | \n", "Above-7 | \n", "M | \n", "