student_grade_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "ename": "ModuleNotFoundError",
     "evalue": "No module named 'statsmodels'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-1-f1781bee71f5>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mseaborn\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0msns\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      6\u001b[0m \u001b[0msns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_style\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'whitegrid'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 7\u001b[1;33m \u001b[1;32mimport\u001b[0m \u001b[0mstatsmodels\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapi\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0msm\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'statsmodels'"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "sns.set_style('whitegrid')\n",
    "import statsmodels.api as sm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "mat = pd.read_csv(\"C:/Users/tulik/Downloads/student-mat.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>school</th>\n",
       "      <th>sex</th>\n",
       "      <th>age</th>\n",
       "      <th>address</th>\n",
       "      <th>family_size</th>\n",
       "      <th>parents_status</th>\n",
       "      <th>mother_education</th>\n",
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       "      <th>mother_job</th>\n",
       "      <th>father_job</th>\n",
       "      <th>...</th>\n",
       "      <th>family_quality</th>\n",
       "      <th>free_time</th>\n",
       "      <th>go_out</th>\n",
       "      <th>weekday_alcohol_usage</th>\n",
       "      <th>weekend_alcohol_usage</th>\n",
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       "      <th>absences</th>\n",
       "      <th>period1_score</th>\n",
       "      <th>period2_score</th>\n",
       "      <th>final_score</th>\n",
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       "      <td>3</td>\n",
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       "      <td>10</td>\n",
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       "      <th>3</th>\n",
       "      <td>GP</td>\n",
       "      <td>F</td>\n",
       "      <td>15</td>\n",
       "      <td>U</td>\n",
       "      <td>GT3</td>\n",
       "      <td>T</td>\n",
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       "      <td>services</td>\n",
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       "      <td>2</td>\n",
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       "      <td>15</td>\n",
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       "      <th>4</th>\n",
       "      <td>GP</td>\n",
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       "      <td>U</td>\n",
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       "<p>5 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  school sex  age address family_size parents_status  mother_education  \\\n",
       "0     GP   F   18       U         GT3              A                 4   \n",
       "1     GP   F   17       U         GT3              T                 1   \n",
       "2     GP   F   15       U         LE3              T                 1   \n",
       "3     GP   F   15       U         GT3              T                 4   \n",
       "4     GP   F   16       U         GT3              T                 3   \n",
       "\n",
       "   father_education mother_job father_job  ... family_quality free_time  \\\n",
       "0                 4    at_home    teacher  ...              4         3   \n",
       "1                 1    at_home      other  ...              5         3   \n",
       "2                 1    at_home      other  ...              4         3   \n",
       "3                 2     health   services  ...              3         2   \n",
       "4                 3      other      other  ...              4         3   \n",
       "\n",
       "   go_out  weekday_alcohol_usage  weekend_alcohol_usage health absences  \\\n",
       "0       4                      1                      1      3        6   \n",
       "1       3                      1                      1      3        4   \n",
       "2       2                      2                      3      3       10   \n",
       "3       2                      1                      1      5        2   \n",
       "4       2                      1                      2      5        4   \n",
       "\n",
       "  period1_score period2_score final_score  \n",
       "0             5             6           6  \n",
       "1             5             5           6  \n",
       "2             7             8          10  \n",
       "3            15            14          15  \n",
       "4             6            10          10  \n",
       "\n",
       "[5 rows x 33 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mat.columns = ['school','sex','age','address','family_size','parents_status','mother_education','father_education',\n",
    "           'mother_job','father_job','reason','guardian','commute_time','study_time','failures','school_support',\n",
    "          'family_support','paid_classes','activities','nursery','desire_higher_edu','internet','romantic','family_quality',\n",
    "          'free_time','go_out','weekday_alcohol_usage','weekend_alcohol_usage','health','absences','period1_score','period2_score','final_score']\n",
    "mat.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>school</th>\n",
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       "      <th>address</th>\n",
       "      <th>family_size</th>\n",
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       "      <th>father_job</th>\n",
       "      <th>...</th>\n",
       "      <th>free_time</th>\n",
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       "      <th>weekday_alcohol_usage</th>\n",
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       "      <th>final_grade</th>\n",
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       "  </thead>\n",
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       "      <th>0</th>\n",
       "      <td>GP</td>\n",
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       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>poor</td>\n",
       "    </tr>\n",
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       "      <td>GP</td>\n",
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       "      <td>1</td>\n",
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       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
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       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>fair</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>GP</td>\n",
       "      <td>F</td>\n",
       "      <td>15</td>\n",
       "      <td>U</td>\n",
       "      <td>GT3</td>\n",
       "      <td>T</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>health</td>\n",
       "      <td>services</td>\n",
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       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>GP</td>\n",
       "      <td>F</td>\n",
       "      <td>16</td>\n",
       "      <td>U</td>\n",
       "      <td>GT3</td>\n",
       "      <td>T</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>other</td>\n",
       "      <td>other</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>fair</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  school sex  age address family_size parents_status  mother_education  \\\n",
       "0     GP   F   18       U         GT3              A                 4   \n",
       "1     GP   F   17       U         GT3              T                 1   \n",
       "2     GP   F   15       U         LE3              T                 1   \n",
       "3     GP   F   15       U         GT3              T                 4   \n",
       "4     GP   F   16       U         GT3              T                 3   \n",
       "\n",
       "   father_education mother_job father_job  ... free_time go_out  \\\n",
       "0                 4    at_home    teacher  ...         3      4   \n",
       "1                 1    at_home      other  ...         3      3   \n",
       "2                 1    at_home      other  ...         3      2   \n",
       "3                 2     health   services  ...         2      2   \n",
       "4                 3      other      other  ...         3      2   \n",
       "\n",
       "   weekday_alcohol_usage  weekend_alcohol_usage  health absences  \\\n",
       "0                      1                      1       3        6   \n",
       "1                      1                      1       3        4   \n",
       "2                      2                      3       3       10   \n",
       "3                      1                      1       5        2   \n",
       "4                      1                      2       5        4   \n",
       "\n",
       "  period1_score period2_score final_score final_grade  \n",
       "0             5             6           6        poor  \n",
       "1             5             5           6        poor  \n",
       "2             7             8          10        fair  \n",
       "3            15            14          15        good  \n",
       "4             6            10          10        fair  \n",
       "\n",
       "[5 rows x 34 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mat['final_grade'] = 'na'\n",
    "mat.loc[(mat.final_score >= 15) & (mat.final_score <= 20), 'final_grade'] = 'good' \n",
    "mat.loc[(mat.final_score >= 10) & (mat.final_score <= 14), 'final_grade'] = 'fair' \n",
    "mat.loc[(mat.final_score >= 0) & (mat.final_score <= 9), 'final_grade'] = 'poor' \n",
    "mat.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Number of Students')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,6))\n",
    "sns.countplot(mat.final_grade, order=[\"poor\",\"fair\",\"good\"])\n",
    "plt.title('Final Grade - Number of Students',fontsize=20)\n",
    "plt.xlabel('Final Grade', fontsize=16)\n",
    "plt.ylabel('Number of Students', fontsize=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Correlation Heatmap')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr = mat.corr()\n",
    "plt.figure(figsize=(10,10))\n",
    "sns.heatmap(corr, annot=True, cmap=\"Reds\")\n",
    "plt.title('Correlation Heatmap', fontsize=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#good = mat.loc[mat.final_grade == 'good']\n",
    "#poor = mat.loc[mat.final_grade == 'poor']\n",
    "#good['good_student_father_education'] = good.father_education\n",
    "#poor['poor_student_father_education'] = poor.father_education\n",
    "#good['good_student_mother_education'] = good.mother_education\n",
    "#poor['poor_student_mother_education'] = poor.mother_education"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "#plt.figure(figsize=(6,4))\n",
    "#p2=sns.kdeplot(good['good_student_father_education'], shade=True, color=\"r\")\n",
    "#p2=sns.kdeplot(poor['poor_student_father_education'], shade=True, color=\"b\")\n",
    "#plt.xlabel('Father Education Level', fontsize=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#plt.figure(figsize=(6,4))\n",
    "#p3=sns.kdeplot(good['good_student_mother_education'], shade=True, color=\"r\")\n",
    "#p3=sns.kdeplot(poor['poor_student_mother_education'], shade=True, color=\"b\")\n",
    "#plt.xlabel('Mother Education Level', fontsize=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Age')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,8))\n",
    "sns.barplot(x='age', y='study_time', data=mat)\n",
    "plt.title('Distribution Of Study Time By Age & Desire To Receive Higher Education', fontsize=20)\n",
    "plt.ylabel('Study Time', fontsize=16)\n",
    "plt.xlabel('Age', fontsize=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "perc = (lambda col: col/col.sum())\n",
    "index = ['poor','fair','good']\n",
    "higher_tab = pd.crosstab(index=mat.final_grade, columns=mat.desire_higher_edu)\n",
    "higher_perc = higher_tab.apply(perc).reindex(index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Percentage of Student')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "higher_perc.plot.bar(figsize=(14,6), fontsize=16)\n",
    "plt.title('Final Grade By Desire to Receive Higher Education', fontsize=20)\n",
    "plt.xlabel('Final Grade', fontsize=16)\n",
    "plt.ylabel('Percentage of Student', fontsize=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "math = mat.copy()\n",
    "math = math.drop(['final_score'], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import preprocessing\n",
    "le = preprocessing.LabelEncoder()\n",
    "math.final_grade = le.fit_transform(math.final_grade)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "X = math.drop('final_grade',axis=1)\n",
    "y = math.final_grade\n",
    "X_train,X_test,y_train,y_test=train_test_split(X,y,test_size=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train = pd.get_dummies(X_train)\n",
    "X_test = pd.get_dummies(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "58"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(list(X_train))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "50    0.907563\n",
       "51    0.907563\n",
       "52    0.907563\n",
       "53    0.907563\n",
       "54    0.907563\n",
       "55    0.907563\n",
       "56    0.907563\n",
       "dtype: float64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier\n",
    "\n",
    "msl=[]\n",
    "for i in range(1,58):\n",
    "    tree = DecisionTreeClassifier(min_samples_leaf=i)\n",
    "    t= tree.fit(X_train, y_train)\n",
    "    ts=t.score(X_test, y_test)\n",
    "    msl.append(ts)\n",
    "msl = pd.Series(msl)\n",
    "msl.where(msl==msl.max()).dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Decision Tree Model Score : 0.9202898550724637 , Cross Validation Score : 0.8907563025210085\n"
     ]
    }
   ],
   "source": [
    "tree = DecisionTreeClassifier(min_samples_leaf=17)\n",
    "t= tree.fit(X_train, y_train)\n",
    "print(\"Decision Tree Model Score\" , \":\" , t.score(X_train, y_train) , \",\" , \n",
    "      \"Cross Validation Score\" ,\":\" , t.score(X_test, y_test))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
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