{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "36c7fd68",
   "metadata": {},
   "source": [
    "## Illustrate Partial Transparency and Jittering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1b7a2958",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0622c7af",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gender</th>\n",
       "      <th>race/ethnicity</th>\n",
       "      <th>parental level of education</th>\n",
       "      <th>lunch</th>\n",
       "      <th>test preparation course</th>\n",
       "      <th>math score</th>\n",
       "      <th>reading score</th>\n",
       "      <th>writing score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>female</td>\n",
       "      <td>group B</td>\n",
       "      <td>bachelor's degree</td>\n",
       "      <td>standard</td>\n",
       "      <td>none</td>\n",
       "      <td>72</td>\n",
       "      <td>72</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>female</td>\n",
       "      <td>group C</td>\n",
       "      <td>some college</td>\n",
       "      <td>standard</td>\n",
       "      <td>completed</td>\n",
       "      <td>69</td>\n",
       "      <td>90</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>female</td>\n",
       "      <td>group B</td>\n",
       "      <td>master's degree</td>\n",
       "      <td>standard</td>\n",
       "      <td>none</td>\n",
       "      <td>90</td>\n",
       "      <td>95</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>male</td>\n",
       "      <td>group A</td>\n",
       "      <td>associate's degree</td>\n",
       "      <td>free/reduced</td>\n",
       "      <td>none</td>\n",
       "      <td>47</td>\n",
       "      <td>57</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>male</td>\n",
       "      <td>group C</td>\n",
       "      <td>some college</td>\n",
       "      <td>standard</td>\n",
       "      <td>none</td>\n",
       "      <td>76</td>\n",
       "      <td>78</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   gender race/ethnicity parental level of education         lunch  \\\n",
       "0  female        group B           bachelor's degree      standard   \n",
       "1  female        group C                some college      standard   \n",
       "2  female        group B             master's degree      standard   \n",
       "3    male        group A          associate's degree  free/reduced   \n",
       "4    male        group C                some college      standard   \n",
       "\n",
       "  test preparation course  math score  reading score  writing score  \n",
       "0                    none          72             72             74  \n",
       "1               completed          69             90             88  \n",
       "2                    none          90             95             93  \n",
       "3                    none          47             57             44  \n",
       "4                    none          76             78             75  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=pd.read_csv('StudentsPerformance.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9023b6d5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x='parental level of education', y='math score', data=df)\n",
    "plt.xticks(rotation=90);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "8c3f20c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.stripplot(x='parental level of education', y='math score', data=df)\n",
    "plt.xticks(rotation=90);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f738b2ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([0, 1, 2, 3, 4, 5]),\n",
       " [Text(0, 0, \"bachelor's degree\"),\n",
       "  Text(1, 0, 'some college'),\n",
       "  Text(2, 0, \"master's degree\"),\n",
       "  Text(3, 0, \"associate's degree\"),\n",
       "  Text(4, 0, 'high school'),\n",
       "  Text(5, 0, 'some high school')])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.stripplot(x='parental level of education', y='math score', data=df, alpha=0.5)\n",
    "plt.xticks(rotation=90);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f54b41a2",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
