{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "36c7fd68",
   "metadata": {},
   "source": [
    "## Illustrate usage of different color codes"
   ]
  },
  {
   "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": 3,
   "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": 4,
   "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": {
      "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": 6,
   "id": "f54b41a2",
   "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, palette='magma')\n",
    "plt.xticks(rotation=90);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "6aae9b12",
   "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, palette='viridis')\n",
    "plt.xticks(rotation=90);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9862d99d",
   "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",
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