diff --git "a/Projekty/Projekt1/Pawlikowski_Szmajdzi\305\204ski/Check1_EDA.ipynb" "b/Projekty/Projekt1/Pawlikowski_Szmajdzi\305\204ski/Check1_EDA.ipynb"
new file mode 100644
index 000000000..8c2ff2202
--- /dev/null
+++ "b/Projekty/Projekt1/Pawlikowski_Szmajdzi\305\204ski/Check1_EDA.ipynb"
@@ -0,0 +1,1683 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import seaborn as sns\n",
+    "import matplotlib.pyplot as plt\n",
+    "from pandas_profiling import ProfileReport\n",
+    "import warnings\n",
+    "warnings.filterwarnings('ignore')\n",
+    "\n",
+    "math_students = pd.read_csv('student/student-mat.csv', sep = ';')\n",
+    "por_students = pd.read_csv('student/student-por.csv', sep = ';')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "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>school</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>age</th>\n",
+       "      <th>address</th>\n",
+       "      <th>famsize</th>\n",
+       "      <th>Pstatus</th>\n",
+       "      <th>Medu</th>\n",
+       "      <th>Fedu</th>\n",
+       "      <th>Mjob</th>\n",
+       "      <th>Fjob</th>\n",
+       "      <th>...</th>\n",
+       "      <th>famrel</th>\n",
+       "      <th>freetime</th>\n",
+       "      <th>goout</th>\n",
+       "      <th>Dalc</th>\n",
+       "      <th>Walc</th>\n",
+       "      <th>health</th>\n",
+       "      <th>absences</th>\n",
+       "      <th>G1</th>\n",
+       "      <th>G2</th>\n",
+       "      <th>G3</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>GP</td>\n",
+       "      <td>F</td>\n",
+       "      <td>18</td>\n",
+       "      <td>U</td>\n",
+       "      <td>GT3</td>\n",
+       "      <td>A</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>at_home</td>\n",
+       "      <td>teacher</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>GP</td>\n",
+       "      <td>F</td>\n",
+       "      <td>17</td>\n",
+       "      <td>U</td>\n",
+       "      <td>GT3</td>\n",
+       "      <td>T</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>at_home</td>\n",
+       "      <td>other</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>GP</td>\n",
+       "      <td>F</td>\n",
+       "      <td>15</td>\n",
+       "      <td>U</td>\n",
+       "      <td>LE3</td>\n",
+       "      <td>T</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>at_home</td>\n",
+       "      <td>other</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>10</td>\n",
+       "      <td>7</td>\n",
+       "      <td>8</td>\n",
+       "      <td>10</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",
+       "      <td>...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>15</td>\n",
+       "      <td>14</td>\n",
+       "      <td>15</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>4</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",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 33 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  school sex  age address famsize Pstatus  Medu  Fedu     Mjob      Fjob  ...  \\\n",
+       "0     GP   F   18       U     GT3       A     4     4  at_home   teacher  ...   \n",
+       "1     GP   F   17       U     GT3       T     1     1  at_home     other  ...   \n",
+       "2     GP   F   15       U     LE3       T     1     1  at_home     other  ...   \n",
+       "3     GP   F   15       U     GT3       T     4     2   health  services  ...   \n",
+       "4     GP   F   16       U     GT3       T     3     3    other     other  ...   \n",
+       "\n",
+       "  famrel freetime  goout  Dalc  Walc health absences  G1  G2  G3  \n",
+       "0      4        3      4     1     1      3        6   5   6   6  \n",
+       "1      5        3      3     1     1      3        4   5   5   6  \n",
+       "2      4        3      2     2     3      3       10   7   8  10  \n",
+       "3      3        2      2     1     1      5        2  15  14  15  \n",
+       "4      4        3      2     1     2      5        4   6  10  10  \n",
+       "\n",
+       "[5 rows x 33 columns]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "math_students.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "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>age</th>\n",
+       "      <th>Medu</th>\n",
+       "      <th>Fedu</th>\n",
+       "      <th>traveltime</th>\n",
+       "      <th>studytime</th>\n",
+       "      <th>failures</th>\n",
+       "      <th>famrel</th>\n",
+       "      <th>freetime</th>\n",
+       "      <th>goout</th>\n",
+       "      <th>Dalc</th>\n",
+       "      <th>Walc</th>\n",
+       "      <th>health</th>\n",
+       "      <th>absences</th>\n",
+       "      <th>G1</th>\n",
+       "      <th>G2</th>\n",
+       "      <th>G3</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>395.000000</td>\n",
+       "      <td>395.000000</td>\n",
+       "      <td>395.000000</td>\n",
+       "      <td>395.000000</td>\n",
+       "      <td>395.000000</td>\n",
+       "      <td>395.000000</td>\n",
+       "      <td>395.000000</td>\n",
+       "      <td>395.000000</td>\n",
+       "      <td>395.000000</td>\n",
+       "      <td>395.000000</td>\n",
+       "      <td>395.000000</td>\n",
+       "      <td>395.000000</td>\n",
+       "      <td>395.000000</td>\n",
+       "      <td>395.000000</td>\n",
+       "      <td>395.000000</td>\n",
+       "      <td>395.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>16.696203</td>\n",
+       "      <td>2.749367</td>\n",
+       "      <td>2.521519</td>\n",
+       "      <td>1.448101</td>\n",
+       "      <td>2.035443</td>\n",
+       "      <td>0.334177</td>\n",
+       "      <td>3.944304</td>\n",
+       "      <td>3.235443</td>\n",
+       "      <td>3.108861</td>\n",
+       "      <td>1.481013</td>\n",
+       "      <td>2.291139</td>\n",
+       "      <td>3.554430</td>\n",
+       "      <td>5.708861</td>\n",
+       "      <td>10.908861</td>\n",
+       "      <td>10.713924</td>\n",
+       "      <td>10.415190</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>1.276043</td>\n",
+       "      <td>1.094735</td>\n",
+       "      <td>1.088201</td>\n",
+       "      <td>0.697505</td>\n",
+       "      <td>0.839240</td>\n",
+       "      <td>0.743651</td>\n",
+       "      <td>0.896659</td>\n",
+       "      <td>0.998862</td>\n",
+       "      <td>1.113278</td>\n",
+       "      <td>0.890741</td>\n",
+       "      <td>1.287897</td>\n",
+       "      <td>1.390303</td>\n",
+       "      <td>8.003096</td>\n",
+       "      <td>3.319195</td>\n",
+       "      <td>3.761505</td>\n",
+       "      <td>4.581443</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>15.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>16.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>8.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>17.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>11.000000</td>\n",
+       "      <td>11.000000</td>\n",
+       "      <td>11.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>18.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>13.000000</td>\n",
+       "      <td>13.000000</td>\n",
+       "      <td>14.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>22.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>75.000000</td>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>20.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              age        Medu        Fedu  traveltime   studytime    failures  \\\n",
+       "count  395.000000  395.000000  395.000000  395.000000  395.000000  395.000000   \n",
+       "mean    16.696203    2.749367    2.521519    1.448101    2.035443    0.334177   \n",
+       "std      1.276043    1.094735    1.088201    0.697505    0.839240    0.743651   \n",
+       "min     15.000000    0.000000    0.000000    1.000000    1.000000    0.000000   \n",
+       "25%     16.000000    2.000000    2.000000    1.000000    1.000000    0.000000   \n",
+       "50%     17.000000    3.000000    2.000000    1.000000    2.000000    0.000000   \n",
+       "75%     18.000000    4.000000    3.000000    2.000000    2.000000    0.000000   \n",
+       "max     22.000000    4.000000    4.000000    4.000000    4.000000    3.000000   \n",
+       "\n",
+       "           famrel    freetime       goout        Dalc        Walc      health  \\\n",
+       "count  395.000000  395.000000  395.000000  395.000000  395.000000  395.000000   \n",
+       "mean     3.944304    3.235443    3.108861    1.481013    2.291139    3.554430   \n",
+       "std      0.896659    0.998862    1.113278    0.890741    1.287897    1.390303   \n",
+       "min      1.000000    1.000000    1.000000    1.000000    1.000000    1.000000   \n",
+       "25%      4.000000    3.000000    2.000000    1.000000    1.000000    3.000000   \n",
+       "50%      4.000000    3.000000    3.000000    1.000000    2.000000    4.000000   \n",
+       "75%      5.000000    4.000000    4.000000    2.000000    3.000000    5.000000   \n",
+       "max      5.000000    5.000000    5.000000    5.000000    5.000000    5.000000   \n",
+       "\n",
+       "         absences          G1          G2          G3  \n",
+       "count  395.000000  395.000000  395.000000  395.000000  \n",
+       "mean     5.708861   10.908861   10.713924   10.415190  \n",
+       "std      8.003096    3.319195    3.761505    4.581443  \n",
+       "min      0.000000    3.000000    0.000000    0.000000  \n",
+       "25%      0.000000    8.000000    9.000000    8.000000  \n",
+       "50%      4.000000   11.000000   11.000000   11.000000  \n",
+       "75%      8.000000   13.000000   13.000000   14.000000  \n",
+       "max     75.000000   19.000000   19.000000   20.000000  "
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "math_students.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "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>age</th>\n",
+       "      <th>Medu</th>\n",
+       "      <th>Fedu</th>\n",
+       "      <th>traveltime</th>\n",
+       "      <th>studytime</th>\n",
+       "      <th>failures</th>\n",
+       "      <th>famrel</th>\n",
+       "      <th>freetime</th>\n",
+       "      <th>goout</th>\n",
+       "      <th>Dalc</th>\n",
+       "      <th>Walc</th>\n",
+       "      <th>health</th>\n",
+       "      <th>absences</th>\n",
+       "      <th>G1</th>\n",
+       "      <th>G2</th>\n",
+       "      <th>G3</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>649.000000</td>\n",
+       "      <td>649.000000</td>\n",
+       "      <td>649.000000</td>\n",
+       "      <td>649.000000</td>\n",
+       "      <td>649.000000</td>\n",
+       "      <td>649.000000</td>\n",
+       "      <td>649.000000</td>\n",
+       "      <td>649.000000</td>\n",
+       "      <td>649.000000</td>\n",
+       "      <td>649.000000</td>\n",
+       "      <td>649.000000</td>\n",
+       "      <td>649.000000</td>\n",
+       "      <td>649.000000</td>\n",
+       "      <td>649.000000</td>\n",
+       "      <td>649.000000</td>\n",
+       "      <td>649.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>16.744222</td>\n",
+       "      <td>2.514638</td>\n",
+       "      <td>2.306626</td>\n",
+       "      <td>1.568567</td>\n",
+       "      <td>1.930663</td>\n",
+       "      <td>0.221880</td>\n",
+       "      <td>3.930663</td>\n",
+       "      <td>3.180277</td>\n",
+       "      <td>3.184900</td>\n",
+       "      <td>1.502311</td>\n",
+       "      <td>2.280431</td>\n",
+       "      <td>3.536210</td>\n",
+       "      <td>3.659476</td>\n",
+       "      <td>11.399076</td>\n",
+       "      <td>11.570108</td>\n",
+       "      <td>11.906009</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>1.218138</td>\n",
+       "      <td>1.134552</td>\n",
+       "      <td>1.099931</td>\n",
+       "      <td>0.748660</td>\n",
+       "      <td>0.829510</td>\n",
+       "      <td>0.593235</td>\n",
+       "      <td>0.955717</td>\n",
+       "      <td>1.051093</td>\n",
+       "      <td>1.175766</td>\n",
+       "      <td>0.924834</td>\n",
+       "      <td>1.284380</td>\n",
+       "      <td>1.446259</td>\n",
+       "      <td>4.640759</td>\n",
+       "      <td>2.745265</td>\n",
+       "      <td>2.913639</td>\n",
+       "      <td>3.230656</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>15.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>16.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>10.000000</td>\n",
+       "      <td>10.000000</td>\n",
+       "      <td>10.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>17.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>11.000000</td>\n",
+       "      <td>11.000000</td>\n",
+       "      <td>12.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>18.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>13.000000</td>\n",
+       "      <td>13.000000</td>\n",
+       "      <td>14.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>22.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>32.000000</td>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>19.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              age        Medu        Fedu  traveltime   studytime    failures  \\\n",
+       "count  649.000000  649.000000  649.000000  649.000000  649.000000  649.000000   \n",
+       "mean    16.744222    2.514638    2.306626    1.568567    1.930663    0.221880   \n",
+       "std      1.218138    1.134552    1.099931    0.748660    0.829510    0.593235   \n",
+       "min     15.000000    0.000000    0.000000    1.000000    1.000000    0.000000   \n",
+       "25%     16.000000    2.000000    1.000000    1.000000    1.000000    0.000000   \n",
+       "50%     17.000000    2.000000    2.000000    1.000000    2.000000    0.000000   \n",
+       "75%     18.000000    4.000000    3.000000    2.000000    2.000000    0.000000   \n",
+       "max     22.000000    4.000000    4.000000    4.000000    4.000000    3.000000   \n",
+       "\n",
+       "           famrel    freetime       goout        Dalc        Walc      health  \\\n",
+       "count  649.000000  649.000000  649.000000  649.000000  649.000000  649.000000   \n",
+       "mean     3.930663    3.180277    3.184900    1.502311    2.280431    3.536210   \n",
+       "std      0.955717    1.051093    1.175766    0.924834    1.284380    1.446259   \n",
+       "min      1.000000    1.000000    1.000000    1.000000    1.000000    1.000000   \n",
+       "25%      4.000000    3.000000    2.000000    1.000000    1.000000    2.000000   \n",
+       "50%      4.000000    3.000000    3.000000    1.000000    2.000000    4.000000   \n",
+       "75%      5.000000    4.000000    4.000000    2.000000    3.000000    5.000000   \n",
+       "max      5.000000    5.000000    5.000000    5.000000    5.000000    5.000000   \n",
+       "\n",
+       "         absences          G1          G2          G3  \n",
+       "count  649.000000  649.000000  649.000000  649.000000  \n",
+       "mean     3.659476   11.399076   11.570108   11.906009  \n",
+       "std      4.640759    2.745265    2.913639    3.230656  \n",
+       "min      0.000000    0.000000    0.000000    0.000000  \n",
+       "25%      0.000000   10.000000   10.000000   10.000000  \n",
+       "50%      2.000000   11.000000   11.000000   12.000000  \n",
+       "75%      6.000000   13.000000   13.000000   14.000000  \n",
+       "max     32.000000   19.000000   19.000000   19.000000  "
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "por_students.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 649 entries, 0 to 648\n",
+      "Data columns (total 33 columns):\n",
+      " #   Column      Non-Null Count  Dtype \n",
+      "---  ------      --------------  ----- \n",
+      " 0   school      649 non-null    object\n",
+      " 1   sex         649 non-null    object\n",
+      " 2   age         649 non-null    int64 \n",
+      " 3   address     649 non-null    object\n",
+      " 4   famsize     649 non-null    object\n",
+      " 5   Pstatus     649 non-null    object\n",
+      " 6   Medu        649 non-null    int64 \n",
+      " 7   Fedu        649 non-null    int64 \n",
+      " 8   Mjob        649 non-null    object\n",
+      " 9   Fjob        649 non-null    object\n",
+      " 10  reason      649 non-null    object\n",
+      " 11  guardian    649 non-null    object\n",
+      " 12  traveltime  649 non-null    int64 \n",
+      " 13  studytime   649 non-null    int64 \n",
+      " 14  failures    649 non-null    int64 \n",
+      " 15  schoolsup   649 non-null    object\n",
+      " 16  famsup      649 non-null    object\n",
+      " 17  paid        649 non-null    object\n",
+      " 18  activities  649 non-null    object\n",
+      " 19  nursery     649 non-null    object\n",
+      " 20  higher      649 non-null    object\n",
+      " 21  internet    649 non-null    object\n",
+      " 22  romantic    649 non-null    object\n",
+      " 23  famrel      649 non-null    int64 \n",
+      " 24  freetime    649 non-null    int64 \n",
+      " 25  goout       649 non-null    int64 \n",
+      " 26  Dalc        649 non-null    int64 \n",
+      " 27  Walc        649 non-null    int64 \n",
+      " 28  health      649 non-null    int64 \n",
+      " 29  absences    649 non-null    int64 \n",
+      " 30  G1          649 non-null    int64 \n",
+      " 31  G2          649 non-null    int64 \n",
+      " 32  G3          649 non-null    int64 \n",
+      "dtypes: int64(16), object(17)\n",
+      "memory usage: 167.4+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "por_students.info()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Cechy w ramce dotyczącej matematyki i portugalskiego wyglądają bardzo podobnie. W dalszej części zajmiemy się ramką o portugalskim, gdyż zawiera ona więcej rekordów. W modelu być może wkorzystamy łączoną ramkę danych z dodaną kolumną subject."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAABBQAAAK7CAYAAABChdydAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAACN9UlEQVR4nOz9fZxkZX3n/7/eghociYhoB4E4ZiXuohPRTNCsiRk1Jty4QffnEghBUBI0gUST+W4czWYlcdklWfE+MYFIgARBEmVhhRgJoUNMBAUk3MqCOIQZR0bldtBoBj+/P85prGm6p6v6pqpO9+v5ePSjqq5zqs7nmqm66tTnXDepKiRJkiRJkgbxuFEHIEmSJEmSuseEgiRJkiRJGpgJBUmSJEmSNDATCpIkSZIkaWAmFCRJkiRJ0sBMKEiSJEmSpIGZUJAkLYkkleQ5o45D0vhJsrptI3YddSySxkc/bUOSbUl+aJhxaXYmFCRJJNmY5DtJ9ppW/oX2i331iEKTNIbaNuNb7Yn91N8zRx2XpMXRfsZ/egzimEzyS71lVfXkqrpzVDFpRyYUJElTvgwcNfUgyRrgSaMLR9KY+0/tif3U31dGHZCkpWfPIvUyobBCJdmQ5EtJHkpyS5LXtuW7JDktydeTfDnJSb3djpI8JclHkmxJsjnJ/0iyy2hrI2mR/Dnw+p7HxwLnTD1I8sQk707yL0nuSfLHSXbr2f5f27bhK0ne2PvC068wJDkuyWeWsC6Shmxn5wjt+cW72/OLO4HDpj13h6uhSU5O8hdDroIkIMmfAz8I/N+299Fvtb8Hjk/yL8Dftfv9ZZKvJnkgyZVJnteWv7gt36XnNV+b5Ib2/uN6fot8I8kFSfacIY5TgJ8EPtTG8aG2/NEhlUnOSvJHSf663ecfk/xAkvcluS/JF5O8sOc1n5nk40m+1v7W+fUl+4dcIUworFxfovmAPgX4XeAvkuwN/DJwCHAg8CLgNdOedxawHXgO8ELgZ4BfQtJycBXw/Un+Q3sScCTQe0J/KvDDNO3Dc4B9gP8OkORg4P8DXgXsD4y8m6SkoTuL2c8Rfhl4dVu+FnjdCOKT1IeqOgb4F9peSMAF7aafAv4D8LPt47+m+c5/BnAdcG77/KuBh4FX9LzsLwAfbe//Gs1vjJ8CngncB/zhDHH8NvAPwEltL6iTZgn5COC/AXsB3wY+28azF/BXwHugSWQA/xf4Z5pzmFcCb03yszO8pvpkQmGFqqq/rKqvVNV3q+pjwO3AQTQfyPdX1aaquo/mBwQASSaAQ4G3VtXDVbUVeC/Njw5Jy8NUL4VXAbcCm9vyACcAv1FV91bVQ8D/5Huf/yOAP6uqm6rqYeDkoUYtaRT+T5L727+/ZufnCEcA76uqu6vqXuB/jShmSfN3cvv5/hZAVZ1ZVQ9V1bdpvvdfkOQp7b7n0Q6jTLI7TftwXrvtzcBvt783pp77ugUMpbiwqq6tqn8FLgT+tarOqapHgI/RJDIBfgx4elX9XlV9p52H4Qz8LbMgjn9ZoZK8HvhNYHVb9GSaLN4zgbt7du29/yzg8cCWJFNlj5u2j6Ru+3PgSuDZ9Ax3AJ5OM5/CtT2f/wBT3RmfCVzbs/9dSxumpDHwmqr6W4AkB9FctZztHGH6+YVthNQ9j36G256MpwD/heYc4bvtpr2AB2h6I/xTkl8B/jNwXVVNfe6fBVyYZOo5AI8AE/OM656e+9+a4fGTe477zCT392zfhaYXhObJhMIKlORZNNm4VwKfrapHklxP8+NgC7Bvz+779dy/m6Yb0V5VtX1I4Uoaoqq6K8mXaa4kHN+z6es0X8rPq6rNMzx1Czu2Fz84bfvD7DjB4w8sQriSxsdc5wi2EVK31BxlvwAcTjPEcSPNMOr7aH5PUFW3JLmLZih173AHaNqLN1bVP04/QB67qtRMcczX3cCXq2r/RXzNFc8hDyvTKpoP59cAkrwBeH677QLgLUn2SbIH8LapJ1XVFuDTwGlJvr+dUOXfJfmpoUYvaakdD7yiHbow5bs0icj3JnkGQNtOTI07vAA4LskBSZ4EvHPaa14P/OckT2onUjoeSctGH+cIFwC/nmTfJE8FNkx7ieuBI5M8PolzLEijdw/wQzvZvjtNEvEbNMnA/znDPh8F3gK8DPjLnvI/Bk5pL3KS5OlJDp9nHIP4HPBQkrcl2a2dLPb5SX5skV5/RTKhsAJV1S3AaTQTltwDrAGmMoRn0JwQ3AB8AbiUZoKlR9rtrweeANxCk4X8K2DvYcUuaelV1Zeq6poZNr0NuAO4KsmDwN8Cz22f89fA+2hmfr6jve31XuA7NG3O2bQTN0laVnZ2jnAG8Dc0k6FdB3xi2nN/B/h37fN+lx2vZkoavv8F/Ld2eMBMCb5zaIYubab5zF81wz7n0Uy8+HdV9fWe8vcDFwOfTvJQ+9wXzxLH+2nmV7gvyQfmU5Ep7ZwKr6aZXPrLNL0v/5Smd4XmKVWL2YtEy02SQ4A/rqpnjToWSZIkSdL4sIeCdtB2/zk0ya5J9qHptnzhqOOSJEmSJI0XeyhoB+3Y578H/j3NBGyXAG+pqgdHGpgkSZIkaayYUJAkSZIkSQNzyIMkSZIkSRrYrqMOAGCvvfaq1atXjzqMRz388MOsWrVq1GEsuuVYr5Vap2uvvfbrVfX0IYU0NvppK7r8nuhq7F2NG7obe79xr8S2ot9ziuX+fz+Ouhp7V+MGzyl2ZrmfUyyE9V5ZFnpOMRYJhdWrV3PNNTOtUDYak5OTrFu3btRhLLrlWK+VWqckdw0nmvHST1vR5fdEV2PvatzQ3dj7jXslthX9nlMs9//7cdTV2LsaN3hOsTPL/ZxiIaz3yrLQcwqHPEiSJEmSpIGZUJAkSZIkSQMzoSBJkiRJkgZmQkGSJEmSJA3MhIIkSZIkSRrYWKzyMC5Wb7gEgPVrtnNce38uG089bClDkiStAKv7/M6ZctbBK29ZK3XHbO/n2c6vPJdSryT7AecAE0ABp1fV+5OcDPwy8LV213dU1aXtc94OHA88Avx6Vf3NYsRy4+YH+v5NAL6XtTL11UMhyZlJtia5qadszySXJbm9vX1qW54kH0hyR5IbkrxoqYKXJEmStKxsB9ZX1QHAS4ATkxzQbntvVR3Y/k0lEw4AjgSeBxwM/FGSXUYRuLQS9Tvk4SyaD2ivDcDlVbU/cHn7GOAQYP/27wTgwwsPU9K4myXx+L+TfLFNLl6YZI+2fHWSbyW5vv3745EFLkmSxkZVbamq69r7DwG3Avvs5CmHA+dX1ber6svAHcBBSx+pJOhzyENVXZlk9bTiw4F17f2zgUngbW35OVVVwFVJ9kiyd1VtWZSIJY2rs4AP0XRTnHIZ8Paq2p7k94G307QTAF+qqgOHGqEkSeqM9vfHC4GrgZcCJyV5PXANTS+G+2iSDVf1PG0TsyQgkpxAc8GTiYkJJicnd3r8id2aoTr9muv1umLbtm3Lpi6DsN7zs5A5FCZ6kgRfpRnnBM0H+O6e/aY+1CYUpGVspsRjVX265+FVwOuGGpQkSeqkJE8GPg68taoeTPJh4F008yq8CzgNeOMgr1lVpwOnA6xdu7bWrVu30/0/eO5FnHZj/z+XNh6989frisnJSeb6t1mOrPf8LMqkjFVVSWqQ5wyaIRyGqQzkINnIcYi7X8sx62adOuWNwMd6Hj87yReAB4H/VlX/MJqwJEnSOEnyeJpkwrlV9QmAqrqnZ/sZwCfbh5uB/Xqevm9bJmkIFpJQuGdqKEOSvYGtbXlfH+pBM4TDcFzPKg/9ZiO7lIlcjlk369QNSX6bZpKlc9uiLcAPVtU3kvwo8H+SPK+qHpzhuQMlH7uckOlq7F2NG8Yn9kG61ML4xC1Jiy1JgI8At1bVe3rKe4dQvxaYmrPpYuCjSd4DPJNmHrfPDTFkaUVbSELhYuBY4NT29qKe8pOSnA+8GHjA+RO+Z9ClwcAlaNRtSY4DXg28sp1bhar6NvDt9v61Sb4E/DDNmMgdDJp87HJCpquxdzVuGJ/YB1mWDJplI8chbklaAi8FjgFuTHJ9W/YO4KgkB9IMedgIvAmgqm5OcgFwC83FixOr6pEhxyytWH0lFJKcRzMB415JNgHvpEkkXJDkeOAu4Ih290uBQ2lmWP0m8IZFjllSRyQ5GPgt4Keq6ps95U8H7q2qR5L8EM3VhDtHFKYkSRoTVfUZIDNsunQnzzkFOGXJgpI0q35XeThqlk2vnGHfAk5cSFCSumeWxOPbgScClzU9GLmqqt4MvAz4vST/BnwXeHNV3TuSwCVJkiTNy6JMyihJsyQePzLLvh+nmWxJkiRJUkc9btQBSJIkSZKk7jGhIEmSJEmSBmZCQZIkDU2SM5NsTXJTT9meSS5Lcnt7+9S2PEk+kOSOJDckedHoIpckSdOZUJAkScN0FnDwtLINwOVVtT9wefsY4BCaVWD2B04APjykGCVJUh9MKEiSpKGpqiuB6au6HA6c3d4/G3hNT/k51bgK2CPJ3kMJVJIkzclVHiRJ0qhNVNWW9v5XgYn2/j7A3T37bWrLtvSUkeQEmh4MTExMMDk5OecBt23b1td+46YLca9fs33G8ondZt42jvW5cfMDj96f2A0+eO5Fcz5nzT5PWcqQ5qUL7xdJ3WZCQZIkjY2qqiQ14HNOB04HWLt2ba1bt27O50xOTtLPfuOmC3Eft+GSGcvXr9nOaTc+9tRz49HrljiiwfXWYba4pxvHenTh/SKp2xzyIEmSRu2eqaEM7e3WtnwzsF/Pfvu2ZZIkaQyYUJAkSaN2MXBse/9Y4KKe8te3qz28BHigZ2iEJEkaMYc8SJKkoUlyHrAO2CvJJuCdwKnABUmOB+4Cjmh3vxQ4FLgD+CbwhqEHLEmSZmVCQZIkDU1VHTXLplfOsG8BJy5tRFJ3rJ5lforZnHXwqiWKRJIaDnmQJEmSJEkDM6EgSZIkSZIGZkJBkiRJkiQNzISCJEmSpLGRZL8kVyS5JcnNSd7Slu+Z5LIkt7e3T23Lk+QDSe5IckOSF422BtLKsaCEQpLfaD/kNyU5L8n3JXl2kqvbD/THkjxhsYKVJEmStOxtB9ZX1QHAS4ATkxwAbAAur6r9gcvbxwCHAPu3fycAHx5+yNLKNO9VHpLsA/w6cEBVfSvJBcCRNMs7vbeqzk/yx8DxLNKHetCZbTeeethiHLZzZvt3Wr9mO8fNsm2l/ltp8SQ5E3g1sLWqnt+W7Ql8DFgNbASOqKr7kgR4P0178U3guKq6bhRxq3+Dti22K5Kk+aiqLcCW9v5DSW4F9gEOp1l2FuBsYBJ4W1t+TrsyzFVJ9kiyd/s6kpbQQpeN3BXYLcm/AU+i+eC/AviFdvvZwMmYJZRWgrOADwHn9JRNXUk4NcmG9vHb2PFKwotp2ogXDzVaSZI09pKsBl4IXA1M9CQJvgpMtPf3Ae7uedqmtmyHhEKSE2h6MDAxMcHk5OROjz2xW5M079dcr9cV27ZtWzZ1GYT1np95JxSqanOSdwP/AnwL+DRwLXB/VU198qY+zI8x6AcaBvtAw+Af6qnXH6TxmO8xBrFYx9hZvbr64VmOH/yu1qmqrmy/9Ht5JUGSJM1LkicDHwfeWlUPNh0cG1VVSWqQ16uq04HTAdauXVvr1q3b6f4fPPciTrux/59LG4/e+et1xeTkJHP92yxH1nt+FjLk4ak0PwqeDdwP/CVwcL/PH/QDDczaXX82g36op15//ZrtfTce8z3GIBbrGDurV1cbwOX4wV9mdVrQlQQYPPnY1YQMjH/sgyYrx7kuU8bl33zQZPO4xC1JSyXJ42mSCedW1Sfa4numLkAk2RvY2pZvBvbrefq+bZmkJbaQIQ8/DXy5qr4GkOQTwEuBPZLs2vZS8MMsCZjflYT2eQMlH7uckBn32AdNVo5rorJ3Loj1ax7htM88vNP9hzEXxKDJ5rMOXjXW7xVJWoh2rqWPALdW1Xt6Nl0MHAuc2t5e1FN+UpLzaYZQPmCvR2k4FrLKw78AL0nypPZD/0rgFuAK4HXtPr0fdEkrzz3tFQS8kiBJkvr0UuAY4BVJrm//DqVJJLwqye00FzdPbfe/FLgTuAM4A/jVEcQsrUgLmUPh6iR/BVxHs7TLF2iuIl4CnJ/kf7RlH1mMQCV1klcSJEnSQKrqM0Bm2fzKGfYv4MQlDUrSjBa0ykNVvRN457TiO4GDFvK6kronyXk0EzDulWQTTdtwKnBBkuOBu4Aj2t0vpVky8g6aZSPfMPSAJUmSJC3IQpeNlCQAquqoWTZ5JUGSJElahkwoSJIkjYHVfUzOuX7N9kcn8RzGhKGSJO3MQiZllCRJkiRJK5QJBUmSJEmSNDATCpIkSZIkaWAmFCRJkiRJ0sCclFGSJI1UkucCH+sp+iHgvwN7AL8MfK0tf0dVXTrc6CRJ0mxMKEiSpJGqqtuAAwGS7AJsBi4E3gC8t6rePbroJEnSbBzyIEmSxskrgS9V1V2jDkSSJO2cPRQkSdI4ORI4r+fxSUleD1wDrK+q+6Y/IckJwAkAExMTTE5OznmQbdu29bXfMK1fs33OfSZ2+95+4xb/lNnq0Rt7r3GsR2+cs8U93TDq0U8cvcbxfS5peTGhIEmSxkKSJwA/B7y9Lfow8C6g2tvTgDdOf15VnQ6cDrB27dpat27dnMeanJykn/2G6bgNl8y5z/o12zntxub0bePR65Y4ovmZrR69sfcax3r01mG2uKcbRj36eY/0OuvgVWP3Ppe0vDjkQZIkjYtDgOuq6h6Aqrqnqh6pqu8CZwAHjTQ6SZK0AxMKkiRpXBxFz3CHJHv3bHstcNPQI5IkSbNyyIMkSRq5JKuAVwFv6in+gyQH0gx52DhtmyRJGjF7KEiSpJGrqoer6mlV9UBP2TFVtaaqfqSqfq6qtowyRknDkeTMJFuT3NRTdnKSzUmub/8O7dn29iR3JLktyc+OJmppZVpQQiHJHkn+KskXk9ya5MeT7JnksiS3t7dPXaxgJUmSJC17ZwEHz1D+3qo6sP27FCDJATSrwzyvfc4fJdllaJFKK9xCeyi8H/hUVf174AXArcAG4PKq2h+4vH0saYVK8tyeqwnXJ3kwyVt3dqVBkiStXFV1JXBvn7sfDpxfVd+uqi8Dd+AErtLQzDuhkOQpwMuAjwBU1Xeq6n6aD/XZ7W5nA69ZWIiSuqyqbpu6mgD8KPBN4MJ282OuNEiSJM3ipCQ3tEMipnpB7wPc3bPPprZM0hAsZFLGZwNfA/4syQuAa4G3ABM9Yxy/CkzM9OQkJwAnAExMTDA5OTnnAdev2T5QgP285kyvP7Fb/8ea7zEGsVjH2Fm9Bj3GuNi2bVtnY5/NcqxTj1cCX6qqu5KMOhZJktQdHwbeRTNJ67uA04A3DvICg/7+GOQ3AXT3fHq6ZX4uOivrPT8LSSjsCrwI+LWqujrJ+5k2vKGqKknN9OSqOh04HWDt2rW1bt26OQ943IZLBgpw49Fzv+ZMr79+zXZOu7G/f5r5HmMQi3WMndVr0GOMi8nJSfp573TJcqxTjyPpWRKO5krD64FrgPVVdd/0Jwz65d/lL4Nxj33QZOW41qU31n5OFodRj0GTzeP+XpGkxVZV90zdT3IG8Mn24WZgv55d923LZnqNgX5/fPDci/r+TQDdPZ+ebpmfi87Kes/PQhIKm4BNVXV1+/ivaBIK9yTZu6q2tOtHb13AMSQtE0meAPwc8Pa2qK8rDYN++Xf5y2DcYx80WTmuJ1a99egngTyMegyabD7r4FVj/V6RpMU29fuiffhaYGoFiIuBjyZ5D/BMYH/gcyMIUVqR5p1QqKqvJrk7yXOr6jaarsy3tH/HAqe2txctSqSSuu4Q4LqpKww7udIgSZJWsCTnAeuAvZJsAt4JrEtyIM2FiI3AmwCq6uYkF9D8BtkOnFhVj4wgbGlFWkgPBYBfA85trzzeCbyBZqLHC5IcD9wFHLHAY0haHo6iZ7jDTq40SJKkFayqjpqh+CM72f8U4JSli0jSbBaUUKiq64G1M2x65UJeV9LykmQV8CraqwmtP5jpSoMkSZKkblhoDwVJmlNVPQw8bVrZMSMKR5IkSdIieNyoA5AkSZIkSd1jQkGSJEmSJA3MhIIkSZIkSRqYCQVJkiRJkjQwEwqSJEmSJGlgJhQkSZIkSdLATChIkiRJkqSBmVCQJEmSJEkD23XUAUiSJCXZCDwEPAJsr6q1SfYEPgasBjYCR1TVfaOKUZIk7cgeCpIkaVy8vKoOrKq17eMNwOVVtT9weftYkiSNCXsoSNISW73hkr72W79mO8e1+2489bClDEnqisOBde39s4FJ4G2jCkaSJO3IhIIkSRoHBXw6SQF/UlWnAxNVtaXd/lVgYqYnJjkBOAFgYmKCycnJOQ+2bdu2vvYbpvVrts+5z8Ru39tv3OKfMls9emPvNY716I1ztrinG0Y9+omj1zi+zyUtLyYUJEnSOPiJqtqc5BnAZUm+2LuxqqpNNjxGm3w4HWDt2rW1bt26OQ82OTlJP/sN03F99GZav2Y7p93YnL5tPHrdEkc0P7PVozf2XuNYj946zBb3dMOoRz/vkV5nHbxq7N7nkpYX51CQJEkjV1Wb29utwIXAQcA9SfYGaG+3ji5CSZI0nT0UJEnSSCVZBTyuqh5q7/8M8HvAxcCxwKnt7UWji1LSsCQ5E3g1sLWqnt+WzbjqS5IA7wcOBb4JHFdV140i7uXixs0PDNwbxrmfVq4F91BIskuSLyT5ZPv42UmuTnJHko8lecLCw5TUZUk2JrkxyfVJrmnL9kxyWZLb29unjjpOSSMzAXwmyT8DnwMuqapP0SQSXpXkduCn28eSlr+zgIOnlc226sshwP7t3wnAh4cUoyQWZ8jDW4Bbex7/PvDeqnoOcB9w/CIcQ1L3uRycpBlV1Z1V9YL273lVdUpb/o2qemVV7V9VP11V9446VklLr6quBKZ/3g+nWe2F9vY1PeXnVOMqYI+poVKSlt6Chjwk2Rc4DDgF+M22y9ErgF9odzkbOBkzhZIey+XgJElSv2Zb9WUf4O6e/Ta1ZVuYZtAVYfpd4WPKcllRY9B6w/Ko+0pdFWWh9V7oHArvA34L2L19/DTg/qqaegdOfaAfYz5LPC31G3vq9Qf5EM33GINYrGPsrF5d/fAsxw/+cqwTQ1wObhz//fr93I/7cnDLYSk4GHw5OJeCk6TxsrNVX+Z43kArwnzw3Iv6WuFjyjiuWDIfg9Yblkfdx3H1n2FYaL3nnVBIMjVRyrVJBo5gPks8DTw5yIBv7KnX73d5oIUcYxCLdYyd1aurjcBy/OAvxzoxxOXgxvHfr9/P/bgvB7ccloKDwZeDcyk4SRoL9yTZu6q2TFv1ZTOwX89++7ZlkoZgIXMovBT4uSQbgfNphjq8n2bc0tTZmR9oSS4HJ0mSFmpq1RfYcdWXi4HXp/ES4IGeHpCSlti8EwpV9faq2reqVgNHAn9XVUcDVwCva3dziSdphUuyKsnuU/dploO7idlPDCRJ0gqW5Dzgs8Bzk2xKcjyzr/pyKXAncAdwBvCrIwhZWrEWOofCTN4GnJ/kfwBfAD6yBMeQ1B0TwIXNnK3sCny0qj6V5PPABe1Jwl3AESOMUZIkjYmqOmqWTa+cYd8CTlzaiCTNZlESClU1STNDO1V1J013ZkmaahNeMEP5N5jhxECSJElSNyxkDgVJkiRJkrRCmVCQJEmSJEkDM6EgSZIkSZIGZkJBkiRJkiQNzISCJEmSJEkamAkFSZIkSZI0MBMKkiRJkiRpYCYUJEmSJEnSwEwoSJIkSZKkgZlQkCRJkiRJAzOhIEmSJEmSBmZCQZIkSZIkDcyEgiRJGqkk+yW5IsktSW5O8pa2/OQkm5Nc3/4dOupYJUnS9+w66gDUTas3XDLQ/htPPWyJIpEkLQPbgfVVdV2S3YFrk1zWbntvVb17hLFJkqRZmFCQJEkjVVVbgC3t/YeS3ArsM9qoJEnSXOadUEiyH3AOMAEUcHpVvT/JnsDHgNXARuCIqrpv4aFK6qKdtBUnA78MfK3d9R1VdeloopQ0LpKsBl4IXA28FDgpyeuBa2h6MTzmnCLJCcAJABMTE0xOTs55nG3btvW13zCtX7N9zn0mdvvefuMW/5TZ6tEbe69xrEdvnLPFPd0w6tFPHL3G8X2+UEk2Ag8BjwDbq2qtvz+k0VlID4XZuiceB1xeVacm2QBsAN628FAldZRdmSX1JcmTgY8Db62qB5N8GHgXTTLyXcBpwBunP6+qTgdOB1i7dm2tW7duzmNNTk7Sz37DdFwfwwnXr9nOaTc2p28bj163xBHNz2z16I291zjWo7cOs8U93TDq0c97pNdZB68au/f5Inl5VX295/EG/P0hjcS8J2Wsqi1VdV17/yFgqnvi4cDZ7W5nA69ZYIySOmwnbYUkPSrJ42mSCedW1ScAquqeqnqkqr4LnAEcNMoYJY0tf39II7IocyhM65440Y6FBPgqTTfnmZ4zcPfEQbt5DdrFa+r1++3atpBjDGKxjrGzei11PZaqu91y7Mq3HOs0ZRhdmcfx36/fz8u4d2VeDt2YYfCuzHZjXnpJAnwEuLWq3tNTvnfPOcVrgZtGEZ+ksVLAp5MU8CdtD6Ul+f0xyG8CGN/vvUENWm9YHnVfbt+t/VpovRecUJihe+Kj26qq2g/7Y8yne+Kg3bwG7Xo29fr9dm1byDEGsVjH2Fm9lroeS9UNcBy7rC7UcqwTDK8r8zj++/X7eRn3rszLoRszDN6V2W7MQ/FS4BjgxiTXt2XvAI5KciBNO7EReNMogpM0Vn6iqjYneQZwWZIv9m5czN8fHzz3or5/E8D4fu8NatB6w/Ko+zieQw7DQuu9oITCTN0TgXumrigk2RvYupBjSOq+2boy92w/A/jkiMKTNGJV9RkgM2xyolZJO6iqze3t1iQX0gyF8veHNCLznkNhtu6JwMXAse39Y4GL5h+epK7bWVfmnt3syixJknYqyap2gmeSrAJ+hub8wd8f0ogspIfCbN0TTwUuSHI8cBdwxIIilNR1dmWWJEmLYQK4sB1ivSvw0ar6VJLP4+8PaSTmnVDYSfdEgFfO93UlLS92ZZYkSYuhqu4EXjBD+Tfw94c0EvMe8iBJkiRJklYuEwqSJEmSJGlgJhQkSZIkSdLATChIkiRJkqSBmVCQJEmSJEkDM6EgSZIkSZIGZkJBkiRJkiQNbNdRByBJkiRJ0ijduPkBjttwyUDP2XjqYUsUTXfYQ0GSJEmSJA3MhIIkSZIkSRqYCQVJkiRJkjQwEwqSJEmSJGlgJhQkSZIkSdLATChIkiRJkqSBmVCQJEmSJEkD23WpXjjJwcD7gV2AP62qU5fqWFqeVvexDuz6NdsfXS/WdWC7x3ZCUj9sKyTNxXZCavTzG6rXWQevWtDxliShkGQX4A+BVwGbgM8nubiqblmK40nqnqVqJ27c/MCjSaZ+mYySxte4tBW2E9L48reHNDpL1UPhIOCOqroTIMn5wOGAH2qNlUEzePM5oRx2lrBDbCck9cO2QtJcbCekEVmqORT2Ae7uebypLZOkKbYTkvphWyFpLrYT0oikqhb/RZPXAQdX1S+1j48BXlxVJ/XscwJwQvvwucBtix7I/O0FfH3UQSyB5VivlVqnZ1XV04cRzFLpp51oywdtK7r8nuhq7F2NG7obe79xr4i2Yp7nFMv9/34cdTX2rsYNnlOs5HOKhbDeK8uCzimWasjDZmC/nsf7tmWPqqrTgdOX6PgLkuSaqlo76jgW23Ksl3XqtDnbCRi8rejyv19XY+9q3NDd2Lsa9zwtyTlFV/8Nuxo3dDf2rsYN3Y59QJ5TLCLrvbIstN5LNeTh88D+SZ6d5AnAkcDFS3QsSd1kOyGpH7YVkuZiOyGNyJL0UKiq7UlOAv6GZumWM6vq5qU4lqRusp2Q1A/bCklzsZ2QRmephjxQVZcCly7V6y+xsRyKsQiWY72sU4ctUTvR5X+/rsbe1bihu7F3Ne55sa3YQVfjhu7G3tW4oduxD8R2YlFZ75VlQfVekkkZJUmSJEnS8rZUcyhIkiRJkqRlbMUnFJKcmWRrkpumlf9aki8muTnJH4wqvvmYqU5JDkxyVZLrk1yT5KBRxjioJPsluSLJLe3/yVva8j2TXJbk9vb2qaOOtV87qdP/bt97NyS5MMkeIw61M5IcnOS2JHck2TDqePo1Wzs07mZ7D4+7JN+X5HNJ/rmN+3dHHdOgkuyS5AtJPjnqWLrGdmK4utpOQPfbCtuJ+evq522huvx5XYiuf9YXaqFtxYpPKABnAQf3FiR5OXA48IKqeh7w7hHEtRBnMa1OwB8Av1tVBwL/vX3cJduB9VV1APAS4MQkBwAbgMuran/g8vZxV8xWp8uA51fVjwD/D3j7CGPsjCS7AH8IHAIcABzV/nt2wVk89jPbBbO9h8fdt4FXVNULgAOBg5O8ZLQhDewtwK2jDqJrbCdGoqvtBHS/rbCdmL+z6ObnbaG6/HldiK5/1hdqQW3Fik8oVNWVwL3Tin8FOLWqvt3us3XogS3ALHUq4Pvb+08BvjLUoBaoqrZU1XXt/Ydo3vT70CR+zm53Oxt4zUgCnIfZ6lRVn66q7e1uV9Gspay5HQTcUVV3VtV3gPNp3h9jb5bP7NjbyedyrFVjW/vw8e1fZyYUSrIvcBjwp6OOpYNsJ4asq+0EdLutsJ1YmK5+3haqy5/XhejyZ32hFqOtWPEJhVn8MPCTSa5O8vdJfmzUAS2CtwL/O8ndND0uOnvVO8lq4IXA1cBEVW1pN30VmBhVXAsxrU693gj89dAD6qZ9gLt7Hm9iBXwJjoudvIfHUtu973pgK3BZVXUi7tb7gN8CvjviOLrIdmKEutZOQKfbivdhO6EF6OLndSE6/FlfqPexwLbChMLMdgX2pOnq81+BC5JktCEt2K8Av1FV+wG/AXxkxPHMS5InAx8H3lpVD/Zuq2bJks5lE2erU5Lfpul6du6oYpP6sbPP5biqqkfaIWD7Agclef6IQ+pLklcDW6vq2lHHIg2ii+0EdLOtsJ3QQnX187oQXfysL9RitRUmFGa2CfhE2/3lczQZm71GHNNCHQt8or3/lzTdPjslyeNpGrdzq2qqLvck2bvdvjdNVrEzZqkTSY4DXg0cXa7t2q/NwH49j/dty7SEZnsPd0VV3Q9cQXfGyr4U+LkkG2m6678iyV+MNqROsZ0Yga63E9C5tsJ2QvO2HD6vC9Gxz/pCLUpbYUJhZv8HeDlAkh8GngB8fZQBLYKvAD/V3n8FcPsIYxlY20PkI8CtVfWenk0X0yRLaG8vGnZs8zVbnZIcTNP16Oeq6pujiq+DPg/sn+TZSZ4AHEnz/tAS2cnncqwleXra1VOS7Aa8CvjiSIPqU1W9var2rarVNO/xv6uqXxxxWF1iOzFkXW0noLtthe2E5qvLn9eF6OpnfaEWq61Y8QmFJOcBnwWem2RTkuOBM4EfapeKOR84tktXiWep0y8DpyX5Z+B/AieMMsZ5eClwDE3m7Pr271DgVOBVSW4Hfrp93BWz1elDwO7AZW3ZH480yo5oJ7I8CfgbmkmELqiqm0cbVX9m+cx2wWzv4XG3N3BFkhtofmBeVlUuq7YC2E6MRFfbCbCtWLE6/HlbqC5/XhfCz/oCpEO/kyVJkiRJ0phY8T0UJEmSJEnS4EwoSJIkSZKkgZlQkCRJkiRJAzOhIEmSJEmSBmZCQZIkSZIkDcyEgiRJkiRJGpgJBUmSJEmSNDATCpIkSZIkaWAmFESSjUl+ep7P/eMkv7PYMUlaGkmem+T6JA8l+fWd7PeDSbYl2aV9PJnkl4YXqaRx0G+bMYQ41iXZNKrjS2oMs01IcnSSTy/lMbRwu446AC1MkpOB51TVLw7hWMcBv1RVPzFVVlVvXurjSlpUvwVcUVUH7mynqvoX4MlDiUjSOOurzZC0YixJm5BkNfBl4PFVtR2gqs4Fzl3M42jx2UNBklaWZwE3D+tgafhdI3XXUNqMJF7kkrph1jZhqlejVhZP8jokyduSbG67GN2W5DDgHcDPt12T/7ndb4chDElOTvIXPY+PSXJXkm8k+e2e8h9I8s0kT+spe1GSryVZA/wx8OPtse5vt5+V5H+099cl2ZTkt5JsTbIlyWuSHJrk/yW5N8k7el77cUk2JPlSG8sFSfZcsn9AaYVL8nfAy4EPtZ/jtyT5QpIHk9zd9nia2nd1kprpJH+GNmWHfdvhEack+Ufgm8APJfn3SS5r24HbkhzR8/xDk9zStm2bk/x/S/jPIKlP82wz3tBuuy/Jm5P8WJIbktyf5EM9+x+X5B+TvDfJN4CTkzwxybuT/EuSe9IMq9xt+DWXNJMZ2oSPJvlwkkuTPAy8PMkzk3y8/f3w5d5hEXOc+1/Z3t7fvvaPt+3EZ3qeX0l+Ncnt7TnDu5L8uyT/1LZLFyR5Qs/+r04zPOP+dp8fGcI/04pjQqEjkjwXOAn4saraHfhZ4IvA/wQ+VlVPrqoX9PE6BwAfBo4Bngk8DdgXoKq+CkwCR/Q85Rjg/Kq6EXgz8Nn2WHvMcogfAL4P2Af478AZwC8CPwr8JPA7SZ7d7vtrwGuAn2pjuQ/4w7nqIGl+quoVwD8AJ1XVk4F/Bl4P7AEcBvxKktcs0uGOAU4Adge+BlwGfBR4BnAk8EdtewTwEeBNbdv2fODvFikGSQswzzbjxcD+wM8D7wN+G/hp4HnAEUl+atq+dwITwCnAqcAPAwcCz+F75xKSxsAMbcJ3gF+g+fzuDvwT8H9p2op9gFcCb03ys+1L7Ozc/2Xt7R7tb43PzhLGz9L8rngJzfCL02l+a+xHcw5xFECSFwJnAm+i+b3zJ8DFSZ64oH8EPYYJhe54BHgicECSx1fVxqr60jxe53XAJ6vqyqr6NvA7wHd7tp9N86Gc6rZ0FPDnA7z+vwGnVNW/AecDewHvr6qHqupm4BZgKvHxZuC3q2pTG8vJwOtmuiIqafFV1WRV3VhV362qG4DzaL7kF8NZVXVzOw7yYGBjVf1ZVW2vqi8AHwf+S7vvv9G0bd9fVfdV1XWLFIOkRdRnm/GuqvrXqvo08DBwXlVtrarNND9EXtiz71eq6oNtO/GvNEnI36iqe6vqIZqLJkcuecUkLcRFVfWPVfVdYA3w9Kr6var6TlXdSXNxcepzvBjn/n9QVQ+2vytuAj5dVXdW1QPAX/O9NuYE4E+q6uqqeqSqzga+TZOI0CIyodARVXUH8FaaD97WJOcneeY8XuqZwN09r/sw8I2e7RfRnNg/G3gV8EBVfW6A1/9GVT3S3v9We3tPz/Zv8b2J3p4FXNh2Q7ofuJUmcTIxwPEkzVOSFye5ou2W+ADNF/1ei/Tyd/fcfxbw4qnPevt5P5qmRxPA/w84FLgryd8n+fFFikHSIuqzzZj+nT/bOQDs2E48HXgScG1PO/GptlzS+Jr+ff/Mad/37+B75/aLce7fbxvzLGD9tFj2o/ktpEVkQqFDquqj7QoLzwIK+P32drqHab6Up/xAz/0tNB8mAJI8iaYb0NQx/hW4gKaXwjHs2DthpmMtxN3AIVW1R8/f97VXMSQtvY8CFwP7VdVTaOZJSR/P21kbM6W3vbgb+Ptpn/UnV9WvAFTV56vqcJrhEP+Hpg2SNH7m22bMpred+DrNj4Hn9bQTT2m7VUsaX9O/77887ft+96o6tGf7bOf+S/E745Rpx3pSVZ23yMdZ8UwodESaNV9f0Y77+VeaL93v0mTlVmfHWdSvB45M8vgka2mGOUz5K+DVSX6inbTk93js++Ac4Djg59gxoXAPsG/vZCcL9MfAKUme1dbx6UkOX6TXljS33YF7q+pfkxxEMw6yH9cDL0vyg0meArx9jv0/CfxwmglhH9/+/ViS/5DkCWnWmX5KO1TqQXYchiVpfMy3zZhT2136DOC9SZ4BkGSfnrHXksbf54CH0kwkv1uSXZI8P8mPtdt3du7/NZrv/x9apFjOAN7c9qxKklVJDkuy+yK9vlomFLrjiTSTFX0d+CrNlby3A3/Zbv9Gkqlxx78D/DuaiU5+l+aKAgDteKMT27It7T6beg9UVf9I84G+rqru6tn0dzTLxHw1ydcXoU7vp7nS8ekkDwFX0UzQJGk4fhX4vfbz99/ps2dAVV0GfAy4AbiWJmGws/0fAn6GZgzlV2jasN+nadeg6Q21McmDNF2ojx64JpKGYV5txgDeBtwBXNW2B38LPHeRjyFpibTDnl9NM7Hql2l+t/wp8JR2l1nP/avqmzSTO/5jO0RhQXMdVNU1wC8DH6L5vXMHzQVTLbJULXbvEi0HaZaF+WhV/emoY5EkSZIkjR8TCnqMtlvSZTRjJB8adTySJEmSpPHjkAftIMnZNF0M32oyQZIkSZI0G3soSJIkSZKkgdlDQZIkSZIkDcyEgiRJGook+yW5IsktSW5O8pa2fM8klyW5vb19alueJB9IckeSG5K8aLQ1kCRJvcZiyMNee+1Vq1evnnO/hx9+mFWrVi19QGPGeq8s/dT72muv/XpVPX1IIY2NftoK3zcri/XeuXFrK5LsDexdVde1a4FfC7yGZimve6vq1CQbgKdW1duSHAr8GnAozdJi76+qnS4vvNzPKboaN3Q39q7GDZ5T7MxyP6foauxdjRu6G/uCzymqaqd/wH7AFcAtwM3AW9ryPWlWAri9vX1qWx7gAzRrfd4AvGiuY/zoj/5o9eOKK67oa7/lxnqvLP3UG7im5vhcLce/ftoK3zcri/XeuXFvK4CLgFcBt9EkGgD2Bm5r7/8JcFTP/o/uN9vfcj+n6GrcVd2NvatxV3lOsbO/5X5O0dXYuxp3VXdjX+g5RT9DHrYD66vqAOAlwIlJDgA2AJdX1f7A5e1jgEOA/du/E4AP93EMSZK0giRZDbwQuBqYqKot7aavAhPt/X2Au3uetqktkyRJY2DXuXZov+C3tPcfSnIrzZf54cC6drezgUngbW35OW0W46okeyTZu+dEQZIkrWBJngx8nGaJ4geTPLqtqirJQOMxk5xAcxGDiYkJJicn53zOtm3b+tpv3HQ1buhu7F2NG7odu6RumDOh0GuBVxNMKEiStMIleTxNMuHcqvpEW3zP1MWHdp6FrW35Zpqhl1P2bct2UFWnA6cDrF27ttatWzdnHJOTk/Sz37jpatzQ3di7Gjd0O3ZJ3dB3QsGrCaNjvVeWlVpvSctfmpOHjwC3VtV7ejZdDBwLnNreXtRTflKS82kmZXzAHo+SJI2PvhIKXk0YrQ+eexGnfebhvvffeOphSxjN8KzU/++VWu/FcuPmBzhuwyUDPWe5fGakDngpcAxwY5Lr27J30CQSLkhyPHAXcES77VKaFR7uAL4JvGGo0WrFWt3zPbJ+zfa+vlf8LpH6t3qWz9Rsnzc/X+NrzoSCVxMk9SPJ9wFXAk+kaVv+qqremeTZwPnA02iWiDumqr6T5InAOcCPAt8Afr6qNo4keElDUVWfoVkNaiavnGH/Ak5c0qAkSdK89bPKw9TVhFckub79O5QmkfCqJLcDP90+huZqwp00VxPOAH518cOWNIa+Dbyiql4AHAgcnOQlwO8D762q5wD3Ace3+x8P3NeWv7fdT5IkrXBJzkyyNclNPWUnJ9k87ffI1La3J7kjyW1JfnY0UUsrUz+rPHg1QdKc2s/+tvbh49u/Al4B/EJbfjZwMs1ysoe39wH+CvhQkrSvI0mSVq6zgA/R9GTs9d6qendvQbuc/ZHA84BnAn+b5Ier6pFhBCqtdP30UJCkviTZpR0XvRW4DPgScH9VbW936V1D/tEVYdrtD9AMi5AkSStYVV0J3Nvn7ocD51fVt6vqyzS9pA9asuAk7WCgZSMlaWfaqwEHJtkDuBD49wt9zUFXhJnYrZnQZxDLYVWNlbo6iPWWpBXlpCSvB64B1lfVfTQXKK7q2af34oWkJWZCQdKiq6r7k1wB/DiwR5Jd214Ivau+TK0IsynJrsBTaCZnnP5aA60I88FzL+K0Gwdr2jYevfPX7IKVujqI9ZakFePDwLtohlO+CzgNeOMgLzDoRYouJ2/HPfbZLv7MdmFonOsyZdz/zWez0LhNKEhaFEmeDvxbm0zYDXgVzUSLVwCvo1npYfqKMMcCn223/53zJ0iSpJlU1T1T95OcAXyyfdjXkvXtawx0kaLLydtxj322pVjXr9k+44WhLlz8Gfd/89ksNG7nUJC0WPYGrkhyA/B54LKq+iTwNuA3k9xBM0fCR9r9PwI8rS3/TWDDCGKWJEkdkGTvnoevBaZWgLgYODLJE9ulqvcHPjfs+KSVyh4KkhZFVd0AvHCG8juZYXKkqvpX4L8MITRJktQhSc4D1gF7JdkEvBNYl+RAmiEPG4E3AVTVzUkuAG4BtgMnusKDNDwmFCRJkiSNjao6aobij8xQNrX/KcApSxeRpNk45EGSJEmSJA3MhIIkSZIkSRqYCQVJkiRJkjQwEwqSJEmSJGlgJhQkSZIkSdLATChIkiRJkqSBmVCQJEmSJEkDM6EgSZIkSZIGZkJBkiRJkiQNzISCJEmSJEkamAkFSZIkSZI0MBMKkiRJkiRpYCYUJEmSJEnSwEwoSJIkSZKkgZlQkCRJkiRJAzOhIEmShiLJmUm2Jrmpp+zkJJuTXN/+Hdqz7e1J7khyW5KfHU3UkiRpNnMmFPzylyRJi+Qs4OAZyt9bVQe2f5cCJDkAOBJ4XvucP0qyy9AilSRJc+qnh8JZ+OUvSZIWqKquBO7tc/fDgfOr6ttV9WXgDuCgJQtOkiQNbNe5dqiqK5Os7vP1Hv3yB76cZOrL/7PzD1GSJC1zJyV5PXANsL6q7gP2Aa7q2WdTW/YYSU4ATgCYmJhgcnJyzgNu27atr/3GTVfjhm7Fvn7N9kfvT+y24+PZjGPduvRvLqmb5kwo7MSCvvwlSZKADwPvAqq9PQ144yAvUFWnA6cDrF27ttatWzfncyYnJ+lnv3HT1bihW7Eft+GSR++vX7Od026c+5R549HrljCi+enSv7mkbppvQmHBX/4r6WrCQvWbGZ+yXP6NVur/90qtt6SVqarumbqf5Azgk+3DzcB+Pbvu25ZJkqQxMa+EwmJ8+a+kqwkL9cFzL+orMz5lHDPk87FS/79Xar0lrUxJ9q6qLe3D1wJTk0BfDHw0yXuAZwL7A58bQYiSJGkW80oo+OUvSZIGleQ8YB2wV5JNwDuBdUkOpOn1uBF4E0BV3ZzkAuAWYDtwYlU9MoKwJUnSLOZMKPjlL0mSFkNVHTVD8Ud2sv8pwClLF5EkSfO3etp8K73zr8xk46mHLXVIQ9fPKg9++UuSJEmSpB08btQBSJIkSZKk7jGhIEmSJEmSBmZCQZIkSZIkDcyEgiRJkiRJGpgJBUmSJEmSNDATCpIkSZIkaWAmFCQtiiT7JbkiyS1Jbk7ylrZ8zySXJbm9vX1qW54kH0hyR5IbkrxotDWQJEmSNAgTCpIWy3ZgfVUdALwEODHJAcAG4PKq2h+4vH0McAiwf/t3AvDh4YcsSZLGTZIzk2xNclNPmRcopDFkQkHSoqiqLVV1XXv/IeBWYB/gcODsdrezgde09w8HzqnGVcAeSfYebtSSJGkMnQUcPK3MCxTSGNp11AFIWn6SrAZeCFwNTFTVlnbTV4GJ9v4+wN09T9vUlm3pKSPJCTQnCExMTDA5ObnTY0/sBuvXbB8o3rleswu2bdu2LOoxKOstSctPVV3Znkv0OhxY194/G5gE3kbPBQrgqiR7JNm759xD0hIyoSBpUSV5MvBx4K1V9WCSR7dVVSWpQV6vqk4HTgdYu3ZtrVu3bqf7f/DcizjtxsGato1H7/w1u2BycpK5/m2WI+stSSvGgi5QwOAXKbqcvB332Ge7+DPbhaFxrUtvrP1c1BrHeiz0vWJCQdKiSfJ4mmTCuVX1ibb4nqkrBe2Qhq1t+WZgv56n79uWSZIkzWo+Fyja5w10kaLLydtxj/24DZfMWL5+zfYZLwyN68Wf3nrMFnuvcazHQt8rzqEgaVGk6YrwEeDWqnpPz6aLgWPb+8cCF/WUv76dTOklwAN2T5QkSbO4Z2quJS9QSOPDhIKkxfJS4BjgFUmub/8OBU4FXpXkduCn28cAlwJ3AncAZwC/OoKYJUlSN3iBQhpDDnmQtCiq6jNAZtn8yhn2L+DEJQ1KkiR1TpLzaCZg3CvJJuCdNBckLkhyPHAXcES7+6XAoTQXKL4JvGHoAUsrmAkFSZIkSWOjqo6aZZMXKKQx45AHSZIkSZI0MBMKkiRJkiRpYCYUJEmSJEnSwEwoSJIkSZKkgZlQkCRJkiRJAzOhIEmSJEmSBuaykZIkaWiSnAm8GthaVc9vy/YEPgasBjYCR1TVfUkCvJ9mjflvAsdV1XWjiFsaB6s3XDLQ/mcdvGqJIpGkRl8JhXH58r9x8wMcN0BDuvHUwxbjsJIkafGcBXwIOKenbANweVWdmmRD+/htwCHA/u3fi4EPt7eSJGkM9Dvk4Szg4GllU1/++wOXt49hxy//E2i+/CVJkqiqK4F7pxUfDpzd3j8beE1P+TnVuArYI8neQwlUkiTNqa+Egl/+kiRpCU1U1Zb2/leBifb+PsDdPfttasskSdIYWMgcCoN++W9BkiRpJ6qqktQgz0lyAk2vSCYmJpicnJzzOdu2betrv3HT1bihW7GvX7P90fsTu+34eDbDqFs/cfTq0r+5pG5alEkZh/Xl32+DPmW5NKArtd4r9UtwpdZb0op2T5K9q2pL26txa1u+GdivZ79927IdVNXpwOkAa9eurXXr1s15wMnJSfrZb9x0NW7oVuy9c3atX7Od026c+5R549HrljCixiBziUEzKWNX/s0lddNCEgpD//L/4LkX9dWgTxlGwz4MK7XeXTrxWEwrtd6SVrSLgWOBU9vbi3rKT0pyPs1kjA/09I6UJEkj1u+kjDOZ+vKHx375vz6Nl+CXvyRJaiU5D/gs8Nwkm5IcT5NIeFWS24Gfbh8DXArcCdwBnAH86ghCliRJs+h32cjzgHXAXkk2Ae+k+bK/oD0RuAs4ot39UpolI++gWTbyDYscsyRJ6qiqOmqWTa+cYd8CTlzaiCRJ0nz1lVDwy1+SJEmSJPVayJAHSZIkSZK0QplQkCRJkiRJAzOhIEmSJEmSBmZCQZIkSZIkDcyEgiRJkiRJGpgJBUmSJEmSNDATCpIkSZIkaWC7jjoASZIkSdLcVm+4pK/91q/ZznHtvhtPPWwpQ9IKZw8FSZIkSZI0MBMKkiRJkiRpYCYUJEmSJEnSwEwoSJIkSZKkgZlQkCRJkiRJAzOhIEmSJEmSBuaykZIkSVo0sy1r17uMXS+XtJOk7rKHgqRFkeTMJFuT3NRTtmeSy5Lc3t4+tS1Pkg8kuSPJDUleNLrIJUlSVyTZmOTGJNcnuaYtm/F8Q9LSM6EgabGcBRw8rWwDcHlV7Q9c3j4GOATYv/07AfjwkGKUJEnd9/KqOrCq1raPZzvfkLTEHPKgsXXj5gdm7Bo5G7tMjlZVXZlk9bTiw4F17f2zgUngbW35OVVVwFVJ9kiyd1VtGVK4kiRp+ZjtfEPSEjOhIGkpTfQkCb4KTLT39wHu7tlvU1v2mIRCkhNoejEwMTHB5OTkzg+4WzNOdxBzvWYXbNu2bVnUY1DWW5JWnAI+naSAP6mq05n9fGMHg55TjGNb2+85Tu/50LjVAWavx2znceNYB9gx1n7OQcexHgt9n5tQkDQUVVXtl/+gzzsdOB1g7dq1tW7dup3u/8FzL+K0Gwdr2jYevfPX7ILJyUnm+rdZjqy3JK04P1FVm5M8A7gsyRd7N+7sfGPQc4pxbGv77b27fs32R8+HxvE8Z7Z69MbdaxzrADvWY7bYe41jPRb6PncOBUlL6Z4kewO0t1vb8s3Afj377duWSZIkzaqqNre3W4ELgYOY/XxD0hIzoSBpKV0MHNvePxa4qKf89e1qDy8BHnD+BEmStDNJViXZfeo+8DPATcx+viFpiTnkQdKiSHIezYRIeyXZBLwTOBW4IMnxwF3AEe3ulwKHAncA3wTeMPSAJUlS10wAFyaB5nfMR6vqU0k+z8znG5KW2IITCkk2Ag8BjwDbq2ptkj2BjwGrgY3AEVV130KPJWl8VdVRs2x65Qz7FnDi0kYkqUs8n5A0l6q6E3jBDOXfYIbzDUlLb7GGPLgWrCRJWijPJyRJ6pClmkPhcJo1YGlvX7NEx5EkScuX5xOSJI2xxZhDYd5rwUqSJLWGtrY8jOf68v3oQtzLYX35QdeWh+HUo584enXh/SJpca3uc2nRKWcdvGpBx1uMhMK81oKdz5d/vw36lOXSgFrv/iyXevvlL2mFGtra8jCe68v3owtxL4f15QddWx6GU4/Z/m1nc9bBq8b+/SKp2xacUOhdCzbJDmvBVtWW2daCnc+X/wfPvaivBn3KOH5BzYf17s9yqXcXThYlabHN93xCkiSNzoLmUHAtWEmStFCeT0iS1E0L7aHgWrCSJGmhPJ+QJKmDFpRQcC1YSZK0UJ5PSJLUTUu1bKQkSZIkSVrGTChIkiRJkqSBmVCQJEmSJEkDM6EgSZIkSZIGZkJBkiRJkiQNzISCJEmSJEka2IKWjZQkjYcbNz/AcRsuGeg5G089bImikSRJ0kpgDwVJkiRJkjQwEwqSJEmSJGlgDnmQltjqAbuhn3XwqiWKRJIkSZIWjz0UJEmSJEnSwOyhIEmSJEnTDDrhsZMdayWyh4IkSZIkSRqYCQVJkiRJkjQwEwqSJEmSJGlgzqEgSZI0BvpZFWj9mu2Pjul2vLYkadTsoSBJkiRJkgZmQkGSJEmSJA3MhIIkSZIkSRqYCQVJkiRJkjQwJ2WUJHXWjZsfeHSCun6N40R2/UzG1+usg1ctUSSSJEn9M6EgSZJWnEGTUeOYiJIkadQc8iBJkiRJkga2ZAmFJAcnuS3JHUk2LNVxJHWX7YSkfthWSJqL7YQ0GkuSUEiyC/CHwCHAAcBRSQ5YimNJ6ibbCUn9sK2QNBfbCWl0lqqHwkHAHVV1Z1V9BzgfOHyJjiWpm2wnJPXDtkLSXGwnpBFZqoTCPsDdPY83tWWSNMV2QlI/bCskzcV2QhqRVNXiv2jyOuDgqvql9vExwIur6qSefU4ATmgfPhe4rY+X3gv4+iKH2wXWe2Xpp97PqqqnDyOYpdJPO9GWD9pW+L5ZWaz3zq2ItmKFnVN0NW7obuxdjRs8p1jJ5xRdjb2rcUN3Y1/QOcVSLRu5Gdiv5/G+bdmjqup04PRBXjTJNVW1duHhdYv1XllWUL3nbCdg8LZiBf377cB6rywrrN6eU/ToatzQ3di7Gjd0O/YBeU4xTVdj72rc0N3YFxr3Ug15+Dywf5JnJ3kCcCRw8RIdS1I32U5I6odthaS52E5II7IkPRSqanuSk4C/AXYBzqyqm5fiWJK6yXZCUj9sKyTNxXZCGp2lGvJAVV0KXLrILztQd8ZlxHqvLCum3rYTi8p6rywrqt62FTvoatzQ3di7Gjd0O/aB2E48Rldj72rc0N3YFxT3kkzKKEmSJEmSlrelmkNBkiRJkiQtY51IKCQ5M8nWJDeNOpZhSbJfkiuS3JLk5iRvGXVMw5Dk+5J8Lsk/t/X+3VHHNExJdknyhSSfHHUsXZTk4CS3JbkjyYZRxzMMK7F9BNvIldpGLoaufma6+p5fDu/Zrn43J9mY5MYk1ye5ZtTxdIntxPB1va1Yye1EJ4Y8JHkZsA04p6qeP+p4hiHJ3sDeVXVdkt2Ba4HXVNUtIw5tSSUJsKqqtiV5PPAZ4C1VddWIQxuKJL8JrAW+v6pePep4uiTJLsD/A14FbKKZ8fmoFfCZWXHtI9hGrtQ2cjF09TPT1ff8cnjPdvW7OclGYG1V9bO+vHrYTgxf19uKldxOdKKHQlVdCdw76jiGqaq2VNV17f2HgFuBfUYb1dKrxrb24ePbv/HPei2CJPsChwF/OupYOuog4I6qurOqvgOcDxw+4piW3EpsH8E2sn24otrIxdLVz0xX3/Ndf8/63bwy2U4MX5fbipXeTnQiobDSJVkNvBC4esShDEXbZeh6YCtwWVWtiHoD7wN+C/juiOPoqn2Au3seb6IjX6JaGNvIFdNGqtW193zH37Pvo7vfzQV8Osm1SU4YdTAarq61E9DptuJ9rOB2woTCmEvyZODjwFur6sFRxzMMVfVIVR0I7AsclKQzXc3mK8mrga1Vde2oY5G6xDZyZbSR+p4uvue7+p5dBt/NP1FVLwIOAU5su/FrBehiOwHdbCtsJ0wojLV2/NDHgXOr6hOjjmfYqup+4Arg4BGHMgwvBX6uHcd0PvCKJH8x2pA6ZzOwX8/jfdsyLVO2kSuqjRTdf8938D3b6e/mqtrc3m4FLqQZGqhlruvtBHSurVjx7YQJhTHVTkzyEeDWqnrPqOMZliRPT7JHe383mgn2vjjSoIagqt5eVftW1WrgSODvquoXRxxW13we2D/Js5M8gebf8eIRx6QlYhu5stpIdfc93+X3bJe/m5OsaiflI8kq4GeATq1YoMF1tZ2A7rYVthMdSSgkOQ/4LPDcJJuSHD/qmIbgpcAxNFmu69u/Q0cd1BDsDVyR5AaaH4iXVVWnll/RaFTVduAk4G9oJiG6oKpuHm1US2+Fto9gG2kbOU8d/sx09T3ve3Y0JoDPJPln4HPAJVX1qRHH1Bm2EyNhWzF8i9JOdGLZSEmSJEmSNF460UNBkiRJkiSNFxMKkiRJkiRpYCYUJEmSJEnSwEwoSJIkSZKkgZlQkCRJkiRJAzOhIEmSJEmSBmZCQZIkSZIkDcyEgiRJkiRJGpgJBUnSokmyOkkl2XXUsUgab0nWJdk06jgkLVySjUl+epFf87gkn9nJdtuQMWBCQYvKHxNS97UnBd9K8lCS+5P8U5I3J/E7QxJJ3p7kr6eV3T5L2ZHDjU7SctX+xnjOqOPQjjw5lCTN5D9V1e7As4BTgbcBHxltSJLGxJXAf0yyC0CSvYHHAy+cVvacdl9J0jJlQmGZS/KiJF9orzT+ZZKPJfkf7bZfTnJHknuTXJzkmT3P+49JPp/kgfb2P/Zs26FLU5KTk/xF+3DqxOH+JNuS/Pgw6ilpaVTVA1V1MfDzwLFJnp/ksLZdeTDJ3UlOnu35SfZM8mdJvpLkviT/Z1ixS1oyn6dJIBzYPv5J4ArgtmllXwJ+Nsmt7XnInUneNNuLJtkvySeSfC3JN5J8aMlqIGkpHJjkhvb3w8eSfB9Aklcnub6n1+OPTD0hyYYkX2rbiFuSvHamF04y9Rvjn9vfGD/fs219kq1JtiR5w5LWUI9hQmEZS/IE4ELgLGBP4Dzgte22VwD/CzgC2Bu4Czi/3bYncAnwAeBpwHuAS5I8rY/Dvqy93aOqnlxVn12s+kganar6HLCJ5kfCw8DrgT2Aw4BfSfKaWZ7658CTgOcBzwDeu9SxSlpaVfUd4Gq+953/MuAfgM9MK7sS2Aq8Gvh+4A3Ae5O8aPprtj0bPklzPrIa2If2vERSZxwBHAw8G/gR4LgkLwTOBN5E87viT4CLkzyxfc6XaM4tngL8LvAXbQ+nHVTVVNvygvY3xsfaxz/QPncf4HjgD5M8dSkqp5mZUFjeXgLsCnygqv6tqj4BfK7ddjRwZlVdV1XfBt4O/HiS1TQ/EG6vqj+vqu1VdR7wReA/Db8KksbIV4A9q2qyqm6squ9W1Q00ycqfmr5ze0JwCPDmqrqvbYf+fsgxS1oaf8/3kgc/SZNQ+IdpZX9fVZdU1Zeq8ffAp9tt0x0EPBP4r1X1cFX9a1XNOhmbpLH0gar6SlXdC/xfmh5LJwB/UlVXV9UjVXU28G2a3ylU1V+2z/lumyS4naY96Ne/Ab/XnmNcCmwDnruIddIcTCgsb88ENldV9ZTd3bPtrqnCqtoGfIMmu7fDttZd7TZJK9c+wL1JXpzkirZb8gPAm4G9Zth/P+DeqrpvqFFKGoYrgZ9oezU+vapuB/6JZm6FPYHnA1cmOSTJVe3wyvuBQ5m9vbirqrYPKX5Ji++rPfe/CTyZZi6m9e1wh/vbdmA/mt8bJHl9z3CI+2najpnaiNl8Y1q7MXVcDYkJheVtC7BPkvSU7dfefoXmAw5AklU03ZA2T9/W+sF2GzTdnZ/Us+0Heu73Ji8kLRNJfowmofAZ4KPAxcB+VfUU4I+BzPC0u4E9k+wxrDglDc1naboZ/zLwjwBV9SDNOcQvt7dfAT4OvBuYqKo9gEuZvb34QVeJkpadu4FTqmqPnr8nVdV5SZ4FnAGcBDytbSNuYuY2QmPKhMLy9lngEeCkJLsmOZzvdSE6D3hDkgPbMUz/E7i6qjbSfNn/cJJfaJ/388ABNGMbAa4Hjkzy+CRrgdf1HPNrwHeBH1riukkagiTfn+TVNGOZ/6KqbgR2p+l58K9JDgJ+YabnVtUW4K+BP0ry1LbNeNlM+0rqlqr6FnAN8Js0Qx2mfKYtuxJ4AvBEmnOD7UkOAX5mlpf8HM2FkFOTrEryfUleulTxSxqaM4A3t70b036+D0uyO7CK5mLk1wDaCRWfv5PXugd/Y4wdEwrLWDtp0n+mmaDkfuAXaZIC366qvwV+h+bKwRbg3wFHts/7Bs0ESutphkH8FvDqqvp6+9K/0+5/H83kKR/tOeY3gVOAf2y7Lr1kaWspaYn83yQP0VxZ+G2ayVmnZk7+VeD32u3/HbhgJ69zDM34xi/STM721qUKWNLQ/T3NZKu9cx38Q1t2ZVU9BPw6TRtxH03y8eKZXqiqHqGZq+k5wL/QTAL78zPtK6k7quoaml5LH6JpB+4Ajmu33QKcRnMR9B5gDW2Pp1mcDJzd/sY4Yumi1iCy4/B6LXdJrgb+uKr+bNSxSJIkSZK6yx4Ky1ySn0ryA+3QhWNplnD51KjjkiRJkiR1mxPfLH/PpelquAq4E3hdO65ZkiRJkqR5c8iDJEmSJEkamEMeJEmSJEnSwEwoSJIkSRobSc5MsjXJTT1lJyfZnOT69u/Qnm1vT3JHktuS/OxoopZWprEY8rDXXnvV6tWr59zv4YcfZtWqVUsf0CLratzQ3di7Gjf0F/u111779ap6+pBCGhv9tBXL/f9+HHU1buhu7P3GvRLbCs8pxldXY+9q3NDdc4okLwO2AedU1fPbspOBbVX17mn7HgCcBxwEPBP4W+CH26VIZ+U5xXjqatzQ3dgXfE5RVSP/+9Ef/dHqxxVXXNHXfuOmq3FXdTf2rsZd1V/swDU1Bp/dYf/101Ys9//7cdTVuKu6G3u/ca/EtsJzivHV1di7GndVt88pgNXATT2PTwb+vxn2ezvw9p7HfwP8+Fyv7znFeOpq3FXdjX2h5xSu8iBJkiSpC05K8nrgGmB9Vd0H7ANc1bPPprbsMZKcAJwAMDExweTk5E4Ptm3btjn3GVddjb2rcUN3Y19o3CYUJEmSJI27DwPvAqq9PQ144yAvUFWnA6cDrF27ttatW7fT/ScnJ5lrn3HV1di7Gjd0N/aFxu2kjJIkaSicaE3SfFXVPVX1SFV9FziDZs4EgM3Afj277tuWSRoCEwqSJGlYzgIOnqH8vVV1YPt3KTw60dqRwPPa5/xRkl2GFqmksZJk756HrwWmEpMXA0cmeWKSZwP7A58bdnzSSuWQBwGwesMlM5avX7Od42bYtvHUw5Y6JGlebtz8wIzv2Z3x/SwNR1VdmWR1n7sfDpxfVd8GvpzkDporkp9djFgGbStsJ6ThSXIesA7YK8km4J3AuiQH0gx52Ai8CaCqbk5yAXALsB04seZY4UFazmb7XTebsw5e2MoUJhQkSdKoDXWiNYCJ3Zqkeb/GZaKtrk76Bd2NvatxQ3djr6qjZij+yE72PwU4ZekikjSbORMKSc4EXg1sre+tA/u/gf8EfAf4EvCGqrq/vepwK3Bb+/SrqurNSxG4JElaFoY+0RrAB8+9iNNu7P+6ysaj537NYejqpF/Q3di7Gjd0O3ZJ3dDPHApn8djxjpcBz6+qHwH+H836r1O+1DMO0mSCJEmalROtSZLUXXMmFKrqSuDeaWWfrqqpfoJX0XzJS5IkDcSJ1iRJ6q7FmEPhjcDHeh4/O8kXgAeB/1ZV/zDTk+Yz3rGr48C6EPds40hnG2M67vXpwr/5bLocuyTtjBOtSZK0vCwooZDkt2m+5M9ti7YAP1hV30jyo8D/SfK8qnpw+nPnM96xq+PAuhD3bDNdr1+zfcYxpuMylnQ2Xfg3n02XY5eknXGiNUmSlpd+5lCYUZLjaCZrPLqqCqCqvl1V32jvX0szYeMPL0KckiRJkiRpjMwroZDkYOC3gJ+rqm/2lD89yS7t/R+iGe9452IEKkmSJEmSxsecCYV2vONngecm2ZTkeOBDwO7AZUmuT/LH7e4vA25Icj3wV8Cbq+remV5X0vKSZL8kVyS5JcnNSd7Slp+cZHPbVlyf5NCe57w9yR1Jbkvys6OLXpIkSdKg5pxDYZDxjlX1ceDjCw1KUidtB9ZX1XVJdgeuTXJZu+29VfXu3p2THAAcCTwPeCbwt0l+2EnXJEmSpG6Y9xwKktSrqrZU1XXt/YeAW4F9dvKUw4Hz27lXvgzcwffWn5ckSZI05hZj2UhJ2kGS1cALgauBlwInJXk9cA1NL4b7aJINV/U8bRMzJCAGXWJ2tqVOd2Zcluns6pKhXY0buht7V+OWJEnLiwkFSYsqyZNphj69taoeTPJh4F00a8y/CzgNeGO/rzfoErMfPPeiGZc63ZlxWQa1q0uGdjVu6G7sXY1bkiQtLw55kLRokjyeJplwblV9AqCq7qmqR6rqu8AZfG9Yw2Zgv56n79uWSZIkSeoAEwqSFkWS0EzYemtVvaenfO+e3V4L3NTevxg4MskTkzybZpnZzw0rXkmSJEkL45AHSYvlpcAxwI3t0rEA7wCOSnIgzZCHjcCbAKrq5iQXALfQrBBxois8SJIkSd1hQkHSoqiqzwCZYdOlO3nOKcApSxaUJEmSpCXjkAdJkiRJkjQwEwqSJEmSJGlgJhQkSZIkSdLATChIkiRJkqSBmVCQJEmSJEkDM6EgSZIkSZIGZkJBkiRJkiQNzISCJEmSJEka2K797JTkTODVwNaqen5btifwMWA1sBE4oqruSxLg/cChwDeB46rqusUPfTys3nDJnPusX7Od49r9Np562FKHJEmSJEnSkuu3h8JZwMHTyjYAl1fV/sDl7WOAQ4D9278TgA8vPExJkiRJkjRO+kooVNWVwL3Tig8Hzm7vnw28pqf8nGpcBeyRZO9FiFWSJEmSJI2JvoY8zGKiqra0978KTLT39wHu7tlvU1u2paeMJCfQ9GBgYmKCycnJOQ+4bdu2vvYbpvVrts+5z8Ru39tv3OKfMls9emPvNa71mDKO75V+dTl2SZIkSSvHQhIKj6qqSlIDPud04HSAtWvX1rp16+Z8zuTkJP3sN0zH9TmHwmk3Nv/UG49et8QRzc9s9eiNvde41mPKOL5X+tXl2CVJkiStHAtZ5eGeqaEM7e3WtnwzsF/Pfvu2ZZIkSZIkaZlYSELhYuDY9v6xwEU95a9P4yXAAz1DIyQtU0n2S3JFkluS3JzkLW35nkkuS3J7e/vUtjxJPpDkjiQ3JHnRaGsgSZIkaRB9JRSSnAd8Fnhukk1JjgdOBV6V5Hbgp9vHAJcCdwJ3AGcAv7roUUsaR9uB9VV1APAS4MQkB+CKMJIkSdKy1NccClV11CybXjnDvgWcuJCgJHVP2xNpS3v/oSS30kzIejiwrt3tbGASeBs9K8IAVyXZI8ne9miSJEmSumFRJmWUpF5JVgMvBK5myCvCzLYyyc6My6oaXV3ho6txQ3dj72rckiRpeTGhIGlRJXky8HHgrVX1YJJHtw1jRZgPnnvRjCuT7My4rFrS1RU+uho3dDf2rsYtSZKWl4VMyihJO0jyeJpkwrlV9Ym22BVhJElS35KcmWRrkpt6ypzkWRpDJhQkLYo0XRE+AtxaVe/p2eSKMJIkaRBnAQdPK3OSZ2kMmVCQtFheChwDvCLJ9e3fobgijKQeXnmUNJequhK4d1rx4TSTO9Pevqan/JxqXAXsMdUzUtLScw4FSYuiqj4DZJbNrggjacpZwIeAc3rKpq48nppkQ/v4bex45fHFNFceXzzUaCWNiwVN8gyDT/Tc5Qlwuxp7V+OG8Yl90MnJFxq3CQVJkjQ0VXVluxJML5eXldS3+Uzy3D5voImeuzwBbldj72rcMD6xH7fhkoH2P+vgVQuK2yEPkiRp1Aa98ihp5XGSZ2kM2UNBy8bqnmzc+jXb+8rObTz1sKUMSZI0oPlceRy0GzPAxG6DdQsdh26sMD5dauejq7F3NW7oduwzmJrk+VQeO8nzSUnOpxkS5STP0hCZUJAkSaN2z9RQhvlceRy0GzPAB8+9iNNu7P80aOPRc7/mMIxLl9r56GrsXY0buht7kvNohkHtlWQT8E6aRMIFSY4H7gKOaHe/FDiUZpLnbwJvGHrA0gpmQkGSJI2aVx4lPaqqjpplk5M8S2PGhIIkSRoarzxKkrR8mFCQJElD45VHSZKWDxMKkiRJkqShWT3L5OmzTazuROrjy2UjJUmSJEnSwObdQyHJc4GP9RT9EPDfgT2AXwa+1pa/o6oune9xJEmSJEnS+Jl3QqGqbgMOBEiyC80yThfSTJj03qp692IEKEmSJEmSxs9iDXl4JfClqrprkV5PkiRJkiSNscVKKBwJnNfz+KQkNyQ5M8lTF+kYkiRJkiRpTCx4lYckTwB+Dnh7W/Rh4F1AtbenAW+c4XknACcATExMMDk5Oeextm3b1td+w7R+zfY595nY7Xv7jVv8U2arR2/svcaxHr1xzhb3dONYj3F8n0uSJEnSdIuxbOQhwHVVdQ/A1C1AkjOAT870pKo6HTgdYO3atbVu3bo5DzQ5OUk/+w3TTMuaTLd+zXZOu7H5p9549Loljmh+ZqtHb+y9xrEevXWYLe7pxrEe4/g+70eSM4FXA1ur6vlt2cnMMklrkrcDxwOPAL9eVX8z9KAlaYzMtoxar94l1VxGTZI0aosx5OEoeoY7JNm7Z9trgZsW4RiSxt9ZwMEzlL+3qg5s/6aSCQfQDJV6XvucP2ond5UkSZLUEQtKKCRZBbwK+ERP8R8kuTHJDcDLgd9YyDEkdUNVXQnc2+fuhwPnV9W3q+rLwB3AQUsWnCRJkqRFt6AhD1X1MPC0aWXHLCgiScvNSUleD1wDrK+q+4B9gKt69tnUlj3GoPOt9Dt/Rq9xmbOiq/NndDVu6G7sXY1bkiQtL4sxh4IkzaavSVp3ZtD5Vj547kV9zZ/Ra1zm0ujq/BldjRu6G3tX45YkScuLCQVJS2Ynk7RuBvbr2XXftkyS1HGzTS7ZO6FkLyeXlKTuWoxJGSVpRjuZpPVi4MgkT0zybGB/4HPDjk+SJEnS/NlDQdKiSHIesA7YK8km4J3AuiQH0gx52Ai8CaCqbk5yAXALsB04saoeGUHYkiRJkubJhIKkRVFVR81Q/JGd7H8KcMrSRSRJkiRpKTnkQZIkSZIkDcyEgiRJkiRJGpgJBUmSJEmSNDATCpIkSZIkaWAmFCRJkiRJ0sBc5UGSJEmSpAGt3nDJo/fXr9nOcT2PZ7Lx1MOWOqShs4eCJEmSJEkamAkFSZIkSZI0MBMKkiRJkiRpYCYUJEmSJEnSwEwoSJIkSZKkgS14lYckG4GHgEeA7VW1NsmewMeA1cBG4Iiqum+hx5K6aPUcs71Od9bBq5YoEkmSJElaPIvVQ+HlVXVgVa1tH28ALq+q/YHL28eSJEmSJGmZWKohD4cDZ7f3zwZes0THkSRJkiRJI7DgIQ9AAZ9OUsCfVNXpwERVbWm3fxWYmP6kJCcAJwBMTEwwOTk554G2bdvW137DtH7N9jn3mdjte/uNW/xTZqtHb+y9xrEevXHOFvd0w6hHP3H0Gsf3eT+SnAm8GthaVc9vy2Yc/pQkwPuBQ4FvAsdV1XWjiFuSJEnS/CxGQuEnqmpzkmcAlyX5Yu/Gqqo22cC08tOB0wHWrl1b69atm/NAk5OT9LPfMB3Xx/j49Wu2c9qNzT/1xqPXLXFE8zNbPXpj7zWO9eitw2xxTzeMevTzHul11sGrxu593qezgA8B5/SUTQ1/OjXJhvbx24BDgP3bvxcDH25vJUmSJHXEgoc8VNXm9nYrcCFwEHBPkr0B2tutCz2OpPFWVVcC904rnm340+HAOdW4Cthjqs2QJEmaTZKNSW5Mcn2Sa9qyPZNcluT29vapo45TWikW1EMhySrgcVX1UHv/Z4DfAy4GjgVObW8vWmigkjpptuFP+wB39+y3qS3bwjSDDo/qd7hLr3EZYtLV4S5djRu6G3tX494ZV42SNICXV9XXex7P1iNS0hJb6JCHCeDCZjg0uwIfrapPJfk8cEGS44G7gCMWeBxJHTfb8Kc+njfQ8KgPnntRX8Ndeo3LEJ5xHNbVj67GDd2Nvatx98EfCZLm43BgXXv/bGAS2wppKBaUUKiqO4EXzFD+DeCVC3ltScvCPUn2rqot04Y/bQb269lv37ZMknr5I0HSdPOaEB4G7/XY5d5g4x77cpgQHgafFH45Tgi/GJMyStJsZhv+dDFwUpLzaSZjfKDnREDSyjTvHwnSYls9baLnfiZY3njqYUsZkr5nXhPCt9sG6vXY5d5g4x77cpgQHgafFH45TghvQkHSokhyHs2VxL2SbALeSZNImGn406U0S0beQbNs5BuGHrCkcTPvHwnzWYp60PlWxuWqkktRD8e4LkU9qHG/Sj0fvRPCJ9lhQvgZekRKWmImFCQtiqo6apZNjxn+VFUFnLi0EUnqkoX8SJjPUtSDzrcyLleVXIp6OMZ1KepBjftV6kENe0L4Gzc/MNDVXnupaCVa8LKRkiRJC5FkVZLdp+7T/Ei4ie/9SABXjZLUDHv6TJJ/Bj4HXFJVn6JJJLwqye3AT7ePJQ2BPRQkSdKouWqUpDk5IfyO83vsTO/cH/ac0FIyoSBJkkbKHwmSJHWTQx4kSZIkSdLATChIkiRJkqSBOeRBkpaY4x0lSZK0HNlDQZIkSZIkDcyEgiRJkiRJGpgJBUmSJEmSNDATCpIkSZIkaWAmFCRJkiRJ0sBMKEiSJEmSpIHNO6GQZL8kVyS5JcnNSd7Slp+cZHOS69u/QxcvXEmSJEmSNA52XcBztwPrq+q6JLsD1ya5rN323qp698LDk7QcJNkIPAQ8AmyvqrVJ9gQ+BqwGNgJHVNV9o4pRkiRJ0mDm3UOhqrZU1XXt/YeAW4F9FiswScvOy6vqwKpa2z7eAFxeVfsDl7ePJUmSJHXEQnooPCrJauCFwNXAS4GTkrweuIamF8NjrjomOQE4AWBiYoLJyck5j7Nt27a+9hum9Wu2z7nPxG7f22/c4p8yWz16Y+81jvXojXO2uKcbRj36iaPXOL7Pl8jhwLr2/tnAJPC2UQUjSZIkaTALTigkeTLwceCtVfVgkg8D7wKqvT0NeOP051XV6cDpAGvXrq1169bNeazJyUn62W+YjttwyZz7rF+zndNubP6pNx69bokjmp/Z6tEbe69xrEdvHWaLe7ph1KOf90ivsw5eNXbv80VQwKeTFPAn7ed/oqq2tNu/CkyMLDpJkjpg9TzOKSRpKS0ooZDk8TTJhHOr6hMAVXVPz/YzgE8uKMIeN25+YKAfZxtPPWyxDi1pYX6iqjYneQZwWZIv9m6sqmqTDY8xaG+mfnun9FrqHiH9xtOF3kwz6XKvmq7G3tW4JUnS8jLvhEKSAB8Bbq2q9/SU791z1fG1wE0LC1FS11XV5vZ2a5ILgYOAe6baiyR7A1tnee5AvZk+eO5FffVO6bXUPVX6TYR2oTfTTMax91i/uhp7V+OWJEnLy7wnZaSZK+EY4BXTloj8gyQ3JrkBeDnwG4sRqKRuSrKqXQmGJKuAn6FJNF4MHNvudixw0WgilCRJkjQf8+6hUFWfATLDpkvnH46kZWgCuLDp1MSuwEer6lNJPg9ckOR44C7giBHGKEmSJGlAi7LKgyTNpqruBF4wQ/k3gFcOPyJJkiRJi2EhQx4kSZIkSdIKZUJBkiRJkiQNzISCJEmSJEkamAkFSZIkSZI0MBMKkiRJkiRpYCYUJEmSJEnSwFw2UpLUl9UbLpmxfP2a7Rw3w7aNpx621CFJkiRphOyhIEmSJEmSBmZCQZIkSZIkDcyEgiRJkiRJGpgJBUmSJEmSNDATCpIkSZIkaWAmFCRJkiRJ0sBMKEiSJEmSpIHtulQvnORg4P3ALsCfVtWpS3UsSd1kO6FRWL3hkkfvr1+zneN6Hs9k46mHLXVIO8TUj7MOXrVEkYwn2wpJc7GdkEZjSXooJNkF+EPgEOAA4KgkByzFsSR1k+2EpH7YVkiai+2ENDpLNeThIOCOqrqzqr4DnA8cvkTHktRNthOS+mFbIWkuthPSiCxVQmEf4O6ex5vaMkmaYjshqR+2FZLmYjshjUiqavFfNHkdcHBV/VL7+BjgxVV1Us8+JwAntA+fC9zWx0vvBXx9kcMdhq7GDd2NvatxQ3+xP6uqnj6MYJZKP+1EWz5oW7Hc/+/HUVfjhu7G3m/cK6Kt8JyiM7oae1fjBs8pPKfonq7GDd2NfUHnFEs1KeNmYL+ex/u2ZY+qqtOB0wd50STXVNXahYc3XF2NG7obe1fjhm7HPqA52wkYvK3o8r9fV2PvatzQ3di7Gvc8eU7Ro6txQ3dj72rc0O3YB+Q5xTRdjb2rcUN3Y19o3Es15OHzwP5Jnp3kCcCRwMVLdCxJ3WQ7IakfthWS5mI7IY3IkvRQqKrtSU4C/oZm6ZYzq+rmpTiWpG6ynZDUD9sKSXOxnZBGZ6mGPFBVlwKXLvLLDtSdcYx0NW7obuxdjRu6HftAbCceo6uxdzVu6G7sXY17XmwrdtDVuKG7sXc1buh27AOxnXiMrsbe1bihu7EvKO4lmZRRkiRJkiQtb0s1h4IkSZIkSVrGOpFQSHJmkq1Jbhp1LINIsl+SK5LckuTmJG8ZdUz9SPJ9ST6X5J/buH931DENKskuSb6Q5JOjjmUQSTYmuTHJ9UmuGXU8XWI7MXxdbytsJ1Ym24rh6no7AbYVK5HtxPB1va1Yye1EJ4Y8JHkZsA04p6qeP+p4+pVkb2Dvqrouye7AtcBrquqWEYe2U0kCrKqqbUkeD3wGeEtVXTXi0PqW5DeBtcD3V9WrRx1Pv5JsBNZWVRfXsB0p24nh63pbYTuxMtlWDFfX2wmwrViJbCeGr+ttxUpuJzrRQ6GqrgTuHXUcg6qqLVV1XXv/IeBWYJ/RRjW3amxrHz6+/Rv/zFMryb7AYcCfjjoWDY/txPB1ua2wnVi5bCuGq8vtBNhWrFS2E8PX5bZipbcTnUgoLAdJVgMvBK4ecSh9abvtXA9sBS6rqk7E3Xof8FvAd0ccx3wU8Okk1yY5YdTBaLi61k5Ap9uK92E7oY7qWlvR4XYCbCvUUV1rJ6DTbcX7WMHthAmFIUjyZODjwFur6sFRx9OPqnqkqg4E9gUOStKJ7l5JXg1sraprRx3LPP1EVb0IOAQ4se1ypxWgi+0EdLOtsJ1Ql3WxrehiOwG2FequLrYT0M22wnbChMKSa8cAfRw4t6o+Mep4BlVV9wNXAAePOJR+vRT4uXY80PnAK5L8xWhD6l9VbW5vtwIXAgeNNiINQ9fbCehcW2E7oU7qelvRsXYCbCvUQV1vJ6BzbcWKbydMKCyhdnKRjwC3VtV7Rh1Pv5I8Pcke7f3dgFcBXxxpUH2qqrdX1b5VtRo4Evi7qvrFEYfVlySr2gl0SLIK+BmgU7MLa3BdbSegu22F7YS6qKttRVfbCbCtUPd0tZ2A7rYVthMdSSgkOQ/4LPDcJJuSHD/qmPr0UuAYmkzV9e3foaMOqg97A1ckuQH4PM0Ypk4tgdJRE8Bnkvwz8Dngkqr61Ihj6gzbiZGwrRg+24kFsq0YOtuJ0bCtWADbiZGwrRi+RWknOrFspCRJkiRJGi+d6KEgSZIkSZLGiwkFSZIkSZI0MBMKkiRJkiRpYCYUJEmSJEnSwEwoSJIkSZKkgZlQkCRJkiRJAzOhIEmSJEmSBmZCQZIkSZIkDcyEwjKS5Lgknxl1HJIkSZKk5c+EgiSpL0mOTHJ1koeTbG3v/2oaL09yRZIHkmwcdaySRmeOtuK/JrkpyUNJvpzkv446XknDN0c78RtJ7kzyYJKvJHlvkl1HHbNmZkJBkjSnJOuB9wP/G/gBYAJ4M/BS4AnAw8CZgD8OpBWsj7YiwOuBpwIHAyclOXI00UoahT7aiYuBF1XV9wPPB14A/PpootVcTCh0UJINSb7UZvdvSfLaHTfnQ+1Vwi8meWXPhuPabN/UVYGje7a9McmtSe5L8jdJntWzrZK8OcntSe5P8odJ0rP9l9vnTsXzorb8mUk+nuRr7fF+vec5ByW5ps083pPkPUv2DyZpQZI8Bfg94Fer6q+q6qFqfKGqjq6qb1fV56rqz4E7RxyupBHps634g6q6rqq2V9VtwEU0PyIkrQB9thNfqqr7p54CfBd4zqhi1s6ZUOimLwE/CTwF+F3gL5Ls3W57cbt9L+CdwCeS7JlkFfAB4JCq2h34j8D1AEkOB94B/Gfg6cA/AOdNO+argR8DfgQ4AvjZ9rn/BTiZ5mrD9wM/B3wjyeOA/wv8M7AP8ErgrUl+tn299wPvbzOP/w64YBH+XSQtjR8Hnkhz4i9JsxmorWgvTvwkcPNSBiVprPTVTiT5hSQPAl+n6aHwJ0OITfNgQqGDquovq+orVfXdqvoYcDtwULt5K/C+qvq3dtttwGHttu8Cz0+yW1VtqaqpL/A3A/+rqm6tqu3A/wQO7O2lAJxaVfdX1b8AVwAHtuW/BPxBVX2+zS7eUVV30SQfnl5Vv1dV36mqO4EzgKlujf8GPCfJXlW1raquWtx/JUmLaC/g6237AECSf2p7LH0ryctGGJuk8TFoW3Eyzbnonw0xRkmj1Vc7UVUfbS88/jDwx8A9owlXczGh0EFJXp/k+vaDdz/N2KK92s2bq6p6dr8LeGZVPQz8PE3yYEuSS5L8+3afZwHv73m9e2m6F+3T8zpf7bn/TeDJ7f39aHpETPcs4JlTr9m+7jtoxkgBHE/TQHwxyeeTvHqwfwVJQ/QNYK/eCZGq6j9W1R7tNr9LJMEAbUWSk2h6Nx5WVd8edqCSRmagc4qqup2mF9MfDTNI9c+TwI5pew2cAZwEPK398N1EkwAA2Kd3fgPgB4GvAFTV31TVq4C9gS+2rwNwN/Cmqtqj52+3qvqnPkK6m2bIwkzlX572mrtX1aFtLLdX1VHAM4DfB/6qHZYhafx8Fvg2cPioA5E01vpqK5K8EdgAvLKqNg0jMEljYz7nFLsy8+8NjQETCt2zCijgawBJ3kDTQ2HKM4BfT/L4dn6D/wBcmmQiyeHtj/ZvA9tohkBA043o7Ume177mU9rn9uNPgf8vyY+2y7w8p016fA54KMnbkuyWZJckz0/yY+0xfjHJ06vqu8D97Wt9d+ZDSBqldmKk3wX+KMnrkuye5HFJDqRpk2gffx/w+OZhvi/JE0YWtKSh67OtOJpmaOWr2uGQklaQPtuJX0ryjPb+AcDbgctHFLLm4HqeHVNVtyQ5jSa7913gHOAfe3a5GtifZgKTe4DXVdU32kkbf7Pdv2gmZPyV9jUvTPJk4Pw2GfAAcBnwl33E85dJngZ8lGaIxEbgmKq6qx3GcBrwZZrJV24D/lv71IOB9yR5Es2wjCOr6lvz+keRtOSq6g+SbAZ+i6YdeZhmRYe3Af8EvIxmfpUp3wL+Hlg33EgljVIfbcVtwNOAz/d0qPyLqnrzCMKVNAJ9tBPHAqe0v0++RvOb5HdGFK7mkB2H20uSJEmSJM3NIQ+SJEmSJGlgJhQkSZIkSdLATChIkqShSXJmkq1Jbuop2zPJZUlub2+f2pYnyQeS3JHkhiQvGl3kkiRpOhMKkiRpmM6imZi31wbg8qran2Ym7w1t+SE0Ew3vD5wAfHhIMUqSpD6YUJAkSUNTVVcC904rPhw4u71/NvCanvJzqnEVsEe7apEkSRoDcy4bmWQ/muU8JmiWGzy9qt6f5GTgl2mW8gB4R1Vd2j7n7cDxwCPAr1fV3+zsGHvttVetXr16zmAffvhhVq1aNed+42w51AGsx6hde+21X6+qp486jmHrt61YKl19v8zHSqnrcq9nh9qKiara0t7/Ks05BzTLEd/ds9+mtmwLs/Ccolusw+h1qJ1YVP20FV3+v+1q7F2NG7obe79xz9ZWzJlQALYD66vquiS7A9cmuazd9t6qenfvzkkOAI4Engc8E/jbJD9cVY/MdoDVq1dzzTXXzBnI5OQk69at6yPk8bUc6gDWY9SS3DXqGEah37ZiqXT1/TIfK6Wuy72eXWwrqqqSDLSmdZITaIZEMDExwbvf/e45ngHbtm3jyU9+8vyCHBPWYTx0vQ4vf/nLO9dOLIZ+zim6/B3R1di7Gjd0N/Z+457tnGLOhEJ7xWBLe/+hJLfSXB2YzeHA+VX1beDLSe4ADgI+O2eUkiRpJbonyd5VtaUd0rC1Ld8M7Nez375t2Q6q6nTgdIC1a9dWPydGXT3x62UdxsNyqIMkzVc/PRQelWQ18ELgauClwElJXg9cQ9OL4T6aZMNVPU+b6p44/bV2uJowOTk55/G3bdvW137jbDnUAayHJGlRXQwcC5za3l7UU35SkvOBFwMP9AyNkCRJI9Z3QiHJk4GPA2+tqgeTfBh4F828Cu8CTgPe2O/reTWh26yHJGk+kpwHrAP2SrIJeCdNIuGCJMcDdwFHtLtfChwK3AF8E3jD0AOWJEmz6iuhkOTxNMmEc6vqEwBVdU/P9jOAT7YP++qeKGnlSLIReIhmotbtVbU2yZ7Ax4DVwEbgiLaXk6RlrKqOmmXTK2fYt4ATlzYiSZI0X/2s8hDgI8CtVfWenvK9e7odvha4qb1/MfDRJO+hmZRxf+BzixHsjZsf4LgNl/S9/8ZTD1uMw0paHC+vqq/3PJ5ad/7UJBvax28bTWgr0+qdtKfr12x/THtrmyqpHztrW6Zbv2Y765YuFEkr2CBtEXieM1/99FB4KXAMcGOS69uydwBHJTmQZsjDRuBNAFV1c5ILgFtoVog4cWcrPEhasQ6HR88jzwYmMaEgSZJ2IskewJ8Cz6f5HfJG4Dbs9SiNRD+rPHwGyAybLt3Jc04BTllAXJKWlwI+3S4F9yftHCqzrTu/g/lM4LpUltsknuvXbJ9128Ruj92+nOo+Zbn9n0rSCvB+4FNV9bokTwCeRHOx016P0ggMtMqDJM3TT1TV5iTPAC5L8sXejTtbd34+E7guleU2iefOhpCtX7Od027c8Sti49Hrljii4Vtu/6eStJwleQrwMuA4gKr6DvCdJPZ6lEbEhIKkJVdVm9vbrUkuBA5i9nXnJUmSZvJs4GvAnyV5AXAt8BaWqNdjl3uxDTv2Gzc/MND+a/Z5yozlixn3znpizmShx+3q+2WhcZtQkLSkkqwCHldVD7X3fwb4PWZfd16SJGkmuwIvAn6tqq5O8n6a4Q2PWsxej13uxTbs2AeZOB9m7/W4mHEvVkz96ur7ZaFxm1CQtNQmgAubBWPYFfhoVX0qyeeZed15SZKkmWwCNlXV1e3jv6JJKNjrURoREwqSllRV3Qm8YIbybzDDuvOSJEkzqaqvJrk7yXOr6jaa84hb2j97PUojYEJBkiRJUlf8GnBuu8LDncAbgMdhr0dpJEwoSJIkSeqEqroeWDvDJns9SiPwuFEHIEmSJEmSuseEgiRJkiRJGphDHiRJkiRJQ7N6liUd16/ZPuNyjxtPPWypQ9I82UNBkiRJkiQNzISCJEmSJEkamAkFSZIkSZI0MBMKkiRJkiRpYCYUJEmSJEnSwEwoSJKkkUvyG0luTnJTkvOSfF+SZye5OskdST6W5AmjjlOSJH2PCQVJkjRSSfYBfh1YW1XPB3YBjgR+H3hvVT0HuA84fnRRSpKk6eZMKCTZL8kVSW5prxy8pS3fM8llSW5vb5/alifJB9qrCTckedFSV0KSJHXersBuSXYFngRsAV4B/FW7/WzgNaMJTZIkzWTXPvbZDqyvquuS7A5cm+Qy4Djg8qo6NckGYAPwNuAQYP/278XAh9tbSZKkx6iqzUneDfwL8C3g08C1///27jjGsrLM8/j3J+DKIIrgbKUX2G12ZTWsHcF0UIMxNTBOGCD2TMJ2dFgGXHZ7/sBZzJSRhn8wWU3aZEEJGtweYbpNWltE2O6g6wzLUnFN1l5FyLTSGlmmWbvT0M6uqD2TaMp59o97Csumq+ueqrp177n3+0kqdc+55977vHVuPffc57znfYEXq2qu2ewQcO6JHp9kC7AFYGpqitnZ2SVf89ixY31tN8pGtQ0zG+aW3qgxdToj2YY2RnU/SNJaWLKgUFVH6J0loKp+nuQAvQ/0TcB0s9lOYJZeQWET8LmqKuCbSc5Ksq55HkmSpN/Q9HLcBFwAvAh8Cbiy38dX1XZgO8DGjRtrenp6ycfMzs7Sz3ajbFTbcOPWr/S97cyGOTaPYBvaGNX9IElroZ8eCi9Jsh64BNgHTC0oEjwPTDW3zwV+tOBh82cUfqOgsJyzCVOnt6t6j2K1eFyq2LZDkrSKfhf4m6r6MUCSh4DLgLOSnNr0UjgPODzEGCVJ0nH6LigkeTXwZeCDVfWzJC/dV1WVpNq88HLOJtyzaw937u+/BnLwuqWfc62NSxXbdqitJKcA3wYOV9U1SS4AdgPn0OvafH1V/XKYMUoamv8DvD3Jb9G75OEKevniceBaerniBmDP0CKUJEkv09e38ySn0Ssm7Kqqh5rVL8xfypBkHXC0WX8YOH/Bwz2jIAngFuAA8JpmeX709t1JPkNv9PZ7hxXcqFnfosswwMFtVw8oEmnwqmpfkgeB79Abu+lJeicdvgLsTvLRZt19w4tSkiQdr59ZHkLvA/xAVd214K699M4WwG+eNdgL/HEz28PbgZ86foI02ZKcB1wNfLZZDo7eLmmBqrqjqt5UVW+uquur6hdV9WxVXVpVb6iqf11Vvxh2nJIk6df66aFwGXA9sD/JU82624FtwANJbgKeAzY3930VuAp4Bvh74P2rGbCkTvok8GHgzGb5HAY4evugrOWYG23Gi4HljRlzstc40Zg14zjeiOOoSJIkLV8/szx8A8gid19xgu0LuHmFcUkaE0muAY5W1RNJpts+fjnjrQzKWo650WaUdFjemDEne42ZDXMvG7NmFMelWSnHUZEkSVq+VrM8SNIyXAa8J8lVwKvojaFwN47eLkmSJHWaBQVJA1VVtwG3ATQ9FD5UVdcl+RKO3t4pDhQpSZKkhSwoSBqWW3H0dkmSJC2h7UkNrR0LCpLWTFXNArPN7WeBS4cZjyRJkqTlW3LaSEmSJEmSpONZUJAkSZIkSa15yYMkDZjX/UmSJGkc2UNBkiRJkiS1ZkFBkiRJkiS1ZkFBkiRJkiS1ZkFBkiRJkiS15qCMkqSBWM5glAe3XT2ASCRJkjQI9lCQJEmSJEmtWVCQJEmS1BlJTknyZJJHmuULkuxL8kySLyZ55bBjlCaFBQVJkiRJXXILcGDB8seBT1TVG4CfADcNJSppAllQkCRJQ5fkrCQPJvl+kgNJ3pHk7CSPJvlh8/t1w45T0nAlOQ+4GvhssxzgcuDBZpOdwB8MJThpAjkooyRpZLQdyNFBHMfK3cDXquraprvybwG3A49V1bYkW4GtwK3DDFLS0H0S+DBwZrN8DvBiVc01y4eAc0/0wCRbgC0AU1NTzM7OnvSFjh07tuQ2o2qtY5/ZMLf0Rn2YOn31nqutlf69uvp+WWncSxYUktwPXAMcrao3N+s+Avx74MfNZrdX1Veb+26j183oV8B/qKq/XHZ0kiRp7CV5LfAu4EaAqvol8Mskm4DpZrOdwCwWFKSJlWT+O8kTSabbPr6qtgPbATZu3FjT0yd/itnZWZbaZlStdew3LmNmpxOZ2TDHnfuHc8774HXTK3p8V98vK427n721A/gU8Lnj1n+iqv7TwhVJLgLeC/wr4J8A/y3Jv6yqXy07QkmSNO4uoHeS4i+SvAV4gt410lNVdaTZ5nlgakjxSRoNlwHvSXIV8CrgNfR6N52V5NSml8J5wOEhxihNlCULClX19STr+3y+TcDuqvoF8DdJngEuBf7n8kOUJElj7lTgrcCfVtW+JHfTu7zhJVVVSepED27bjRm62zV1oVFtQ5vuylOnr7yb8bCN6n4YR1V1G3AbQNND4UNVdV2SLwHXAruBG4A9w4pRmjQr6U/ygSR/DHwbmKmqn9C7XumbC7ZZtWuYoP01NaOY3MflQ8d2qF9JXgV8HfhH9HLOg1V1R5IL6H3wn0PvbOT1TTdnSZPnEHCoqvY1yw/SKyi8kGRdVR1Jsg44eqIHt+3GDN3tmrrQqLahTdfnmQ1zbB7BNrQxqvthwtwK7E7yUeBJ4L7VeNL9h3/a6v3suD6aRMstKNwL/Eegmt93Av+2zRMs58P/nl17Wl1Ts9LrYAZhXD50bIda+AVweVUdS3Ia8I0k/xX4M3qXTu1O8hl6Y6/cO8xAu6ztYIbSKKmq55P8KMkbq+oHwBXA083PDcA2POsoaYGqmqU3rgpV9Sy9XtGS1tiyCgpV9cL87SR/DjzSLB4Gzl+wqdcwSROuqgo41iye1vwUvSme/qhZvxP4CBYUpEn2p8CuZoaHZ4H305ve+oEkNwHPAZuHGJ8kSTrOsgoK890Pm8U/BL7b3N4LfD7JXfQGZbwQ+F8rjlJSpyU5hd5lDW8APg38bwY0xdMgLfcSmWFNf7QSw5y2qY17drU/Yb3h3Ne+dNvLnkZHVT0FbDzBXVescShSq15fMxvmuHHrV+zuLmki9TNt5BfoTdn0+iSHgDuA6SQX0zvLeBD4E4Cq+l6SB+h1UZwDbnaGB0lNHrg4yVnAw8CbWjy29eVRg7LcS2RWayqltTTMaZsGbeHlcF72JEmStHz9zPLwvhOsXnSgk6r6GPCxlQQlaTxV1YtJHgfegVM8SZIkSZ32imEHIGm8JfntpmcCSU4H3g0cAB6nN8UTONiaJEmS1Dnj2Z9V0ihZB+xsxlF4BfBAVT2S5GkGMMWTJEmSpLVhQUHSQFXVXwOXnGC9UzxJkiRJHeYlD5IkSZIkqTV7KEiSJEmS1NLCKWbnp5A9mXGcXtYeCpIkSZIkqTULCpIkSZIkqTULCpIkSZIkqTULCpIkSZIkqTULCpIkSZIkqTULCpIkSZIkqTULCpIkSZIkqbVThx2AJHXN+iXmGNZoc85oSZKk1WEPBUmSJEmS1JoFBUmSJEmS1JoFBUmSJEmS1JoFBUmSNBKSnJLkySSPNMsXJNmX5JkkX0zyymHHKEmSfq2vQRmT3A9cAxytqjc3684GvgisBw4Cm6vqJ0kC3A1cBfw9cGNVfWf1Q5ckafCWMwinAzku2y3AAeA1zfLHgU9U1e4knwFuAu4dVnCSpPHloNvL0+8sDzuATwGfW7BuK/BYVW1LsrVZvhX4feDC5udt9D7437ZaAUuSpPGT5DzgauBjwJ81JyguB/6o2WQn8BEsKEw8i3ySNDr6KihU1deTrD9u9SZgurm9E5ilV1DYBHyuqgr4ZpKzkqyrqiOrErGkTklyPr1i5BRQwPaqunuxXk7DilPS0H0S+DBwZrN8DvBiVc01y4eAc0/0wCRbgC0AU1NTzM7OLvlix44d62u7UTaqbZjZMLf0Ro2p02ndhjbPP2+QrzF1em/7UdwXkjRo/fZQOJGpBUWC5+l9WYDeh/2PFmw3fwDwGwWF5Xz4zyfsfo1iYh/VD/+2bIdamANmquo7Sc4EnkjyKHAjJ+7lJGnCJJm/rPKJJNNtH19V24HtABs3bqzp6aWfYnZ2ln62G2Wj2oYbW/QgmNkwx+aWbWjz/PMOXje415jZMMed+09t/RqSNA5WUlB4SVVVkmr5mNYf/vfs2sOd+/sPeRQT+6h++LdlO9SvpvB4pLn98yQH6BUZF+vlJGnyXAa8J8lVwKvojaFwN3BWklObXgrnAYeHGKMkSTrOSgoKL8xfypBkHXC0WX8YOH/Bdh4ASAKguXTqEmAfi/dyOv4xrXszDcp8j5bldLftmrY9wrpqUO2051M7VXUbcBtA00PhQ1V1XZIvAdcCu4EbgD3DilGSJL3cSgoKe+l9uG/jNz/k9wIfSLKb3mCMP3X8BElJXg18GfhgVf2sN95az8l6OS2nN9OgzPdoWU53266Z78I77gbVzlHsIddRtwK7k3wUeBK4b8jxqKMcvV2SBqPfaSO/QK9r8uuTHALuoFdIeCDJTcBzwOZm86/SmzLyGXrTRr5/lWOW1DFJTqNXTNhVVQ81qxfr5SRpglXVLL1LoKiqZ4FLhxmPJElaXL+zPLxvkbuuOMG2Bdy8kqAkjY9m6rf7gANVddeCuxbr5SRJkiSpA8a/P6ukYbsMuB7Yn+SpZt3tLN7LSZI0QbwcQZK6y4KCpIGqqm8AWeTul/VykiRJksbRcgqoB7ddPYBIVs8rhh2AJEmSJC0lyflJHk/ydJLvJbmlWX92kkeT/LD5/bphxypNCgsKkiRJkrpgDpipqouAtwM3J7kI2Ao8VlUXAo81y5LWgJc8SJIk6YQc30CjpJmK/khz++dJDgDnApvozUgHsJPeTDG3DiFEaeJYUJAkSZLUKUnWA5cA+4CpptgA8DwwtchjtgBbAKamppidnT3pa0ydDjMb5vqOaannW0vHjh1b03ja/J1Opu3ffJQMKvZB78eVvlcsKEiSJEnqjCSvBr4MfLCqftabobqnqipJnehxVbUd2A6wcePGmp6ePunr3LNrD3fu7//r0sHrTv58a2l2dpal2reablyl3kwzG+Za/c1HyaBiH/T7aqXvFcdQkCRJktQJSU6jV0zYVVUPNatfSLKuuX8dcHRY8UmTxoKCJEmSpJGXXleE+4ADVXXXgrv2Ajc0t28A9qx1bNKk6mZ/EkmSJEmT5jLgemB/kqeadbcD24AHktwEPAdsHk540uQZ64JC25GJD267ekCRSJIkSVqJqvoGkEXuvmItY5HU4yUPkiRJkiSpNQsKkiRJkiSpNQsKkiRJkiSpNQsKkiRJkiSptbEelFGSJEmSJpkD1WuQ7KEgSZKGKsn5SR5P8nSS7yW5pVl/dpJHk/yw+f26YccqSZJ+bcUFhSQHk+xP8lSSbzfrPACQJEn9mgNmquoi4O3AzUkuArYCj1XVhcBjzbIkSRoRq3XJw+9U1d8uWJ4/ANiWZGuzfOsqvZakDklyP3ANcLSq3tysOxv4IrAeOAhsrqqfDCtGadgmvTtqVR0BjjS3f57kAHAusAmYbjbbCczi8cSKtH2vSZJ0MoMaQ8EDAEnzdgCfAj63YJ1FR0knlGQ9cAmwD5hqig0AzwNTizxmC7AFYGpqitnZ2SVf59ixY31tN8qW04aZDXODCWaZpk4fvZjamm9D199PkrQcq1FQKOCvkhTwn6tqO30cACznw3/QHzpr8UEwDgcwYDvUv6r6evMFYSGLjpJeJsmrgS8DH6yqnyV56b6qquZY42WaY4/tABs3bqzp6eklX2t2dpZ+thtly2nDjSPWQ2Fmwxx37u/2GOHzbTh43fSwQ5GkNbcaGfydVXU4yT8GHk3y/YV3LnYAsJwP/3t27Rnsh87+v2v9kLbdTsfhAAZsh1asr7OOsLzi46DMF6C6fjatH+Nw1rAfg2rnoM8aj2MhNMlp9IoJu6rqoWb1C0nWVdWRJOuAo8OLUJKktTfql0Wu+Nt5VR1ufh9N8jBwKR4ASOrTyc46Nve3Lj4OynwBatTO8A3COJw17Meg2tn2TGXb99S4nQlNryvCfcCBqrprwV17gRuAbc3vPUMIT5IkLWJFszwkOSPJmfO3gd8DvsuvDwDAAwBJL/dCU2zEoqMk4DLgeuDyZtaop5JcRa+Q8O4kPwR+t1mWJEkjYqWnZaaAh5trHE8FPl9VX0vyLeCBJDcBzwGbV/g6ksaLZx0lvaSqvgFkkbuvWMtYJElS/1ZUUKiqZ4G3nGD9/8UDAElAki/QG4Dx9UkOAXfQKyRYdJSkBdpeJ7vjyjMGFIkkSf0Z/wtkJQ1VVb1vkbssOmpstf1iKEn9GPXB2SRNHgsKkiRJHbT/8E8nYpBYSWvLorjasKAgaeL1+8E5s2HOg3dJkiSpYUFBkiRNnLZn9+06rqV4OYLWgidBNGpWNG2kJEmSJEmaTBYUJEmSJElSaxYUJEmSJElSaxYUJEmSJElSaw7KKEmSJEnSGGg7QOyOK89Y0evZQ0GSJEmSJLVmQUGSJEmSJLXmJQ8rtNZdSiRJkiRJGgX2UJAkSZIkSa3ZQ0GSJElaY217uUrSKLKHgiRJkiRJas0eCmts/+GfcmPLivTBbVcPKBpp/HjGR5IkSVob9lCQJEmSJEmtDaygkOTKJD9I8kySrYN6HUndZZ6Q1A9zhaSlmCek4RjIJQ9JTgE+DbwbOAR8K8neqnp6EK837tp24fYSCXWBeUJSP8wVkpZinpCGZ1BjKFwKPFNVzwIk2Q1sAvynXgNrcQ35zIa5VmNBLKfIsRbt2HHlGQN/DQtCizJPSOqHuULSUswT0pCkqlb/SZNrgSur6t81y9cDb6uqDyzYZguwpVl8I/CDPp769cDfrnK4a20c2gC2Y9j+WVX99rCDWIl+8kSzfjm5YlC6+n5Zjklp67i3cyJyhccUnWYbhm8i8kSzvm2u6PK+7WrsXY0buht7v3GfMFcMbZaHqtoObG/zmCTfrqqNAwppTYxDG8B2aO0sJ1cMyiS9XyalrZPSznHnMUV32Qatpba5osv7tquxdzVu6G7sK417UIMyHgbOX7B8XrNOkuaZJyT1w1whaSnmCWlIBlVQ+BZwYZILkrwSeC+wd0CvJambzBOS+mGukLQU84Q0JAO55KGq5pJ8APhL4BTg/qr63io89Uh0e16hcWgD2A6t0ADzxCBN0vtlUto6Ke3sLI8pTso2jIZxaEOnmSdOqKuxdzVu6G7sK4p7IIMySpIkSZKk8TaoSx4kSZIkSdIYs6AgSZIkSZJa60RBIcmVSX6Q5JkkW4cdT7+SnJ/k8SRPJ/leklua9WcneTTJD5vfrxt2rEtJckqSJ5M80ixfkGRfs0++2AyAM9KSnJXkwSTfT3IgyTu6uC80HEkOJtmf5Kkk3x52PKslyf1Jjib57oJ1Y/l/sUhbP5LkcLNfn0py1TBj1OB19ZhioS7mo3HINeaQydLVXNGl/NDlvNDVfDCI76cjX1BIcgrwaeD3gYuA9yW5aLhR9W0OmKmqi4C3Azc3sW8FHquqC4HHmuVRdwtwYMHyx4FPVNUbgJ8ANw0lqnbuBr5WVW8C3kKvPV3cFxqe36mqi7s4x/BJ7ACuPG7duP5f7ODlbYVeLru4+fnqGsekNdTxY4rjdS0f7aD7uWYH5pCJMAa5oiv5YQfdzQs76GY+WPXvpyNfUAAuBZ6pqmer6pfAbmDTkGPqS1UdqarvNLd/Tu8L7Ln04t/ZbLYT+IOhBNinJOcBVwOfbZYDXA482GzShTa8FngXcB9AVf2yql6kY/tCWm1V9XXg/x23eiz/LxZpqyZLZ48pum4cco05ZKKYK9ZAl/NCV/PBIL6fdqGgcC7wowXLh5p1nZJkPXAJsA+YqqojzV3PA1PDiqtPnwQ+DPxDs3wO8GJVzTXLXdgnFwA/Bv6iuXTjs0nOoHv7QsNTwF8leSLJlmEHM2CT9n/xgSR/3XRfHMmulVo1Y3FMwfjko3HJNeaQ8dPlXNH1/ND1vNCZfLBa30+7UFDovCSvBr4MfLCqfrbwvurN2zmyc3cmuQY4WlVPDDuWFToVeCtwb1VdAvwdx3XlGfV9oaF7Z1W9lV73x5uTvGvYAa2FCfi/uBf4F8DFwBHgzqFGI/Vn7PJRh3ONOUSjZmzyQwfzQmfywWp+P+1CQeEwcP6C5fOadZ2Q5DR6O2tXVT3UrH4hybrm/nXA0WHF14fLgPckOUivu9fl9MYiOCvJqc02Xdgnh4BDVbWvWX6QXoGhS/tCQ1RVh5vfR4GH6XWHHFcT839RVS9U1a+q6h+AP2e896s6fkwxb4zyUedzjTlkbHU2V4xBfuhsXuhKPljt76ddKCh8C7gwvVkFXgm8F9g75Jj60ow1cB9woKruWnDXXuCG5vYNwJ61jq1fVXVbVZ1XVevp/e3/e1VdBzwOXNtsNtJtAKiq54EfJXljs+oK4Gk6tC80PEnOSHLm/G3g94DvnvxRnTYx/xfzH56NP2S896s6fEwxb8zyUedzjTlkbHUyV4xJfuhsXuhCPhjE99P0ejSMtmbKjU8CpwD3V9XHhhtRf5K8E/gfwH5+Pf7A7fSuU3kA+KfAc8Dmqhr5QT2STAMfqqprkvxzej0WzgaeBP5NVf1iiOEtKcnF9AaWfCXwLPB+ekW1zu0Lra3m/f5ws3gq8Pmu5KGlJPkCMA28HngBuAP4L4zh/8UibZ2m1zWxgIPAnyy4hlBjqKvHFPO6mo/GIdeYQyZLF3NF1/JDl/NCV/PBIL6fdqKgIEmSJEmSRksXLnmQJEmSJEkjxoKCJEmSJElqzYKCJEmSJElqzYKCJEmSJElqzYKCJEmSJElqzYKCJEmSJElqzYKCJEmSJElq7f8DG5w9deqSulAAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 1296x864 with 16 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "math_students.hist(bins = 15, figsize=(18, 12))\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1296x864 with 16 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "por_students.hist(bins = 15, figsize=(18, 12))\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Cecha absences ma rozdład z długim ogonem. Spróbujemy przekształcić tą ceche za pomocą logarytmu"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "np.log1p(por_students['absences']).hist()"
+   ]
+  },
+  {
+   "cell_type": "raw",
+   "metadata": {},
+   "source": [
+    "Przekształcenie logarytmiczne w tym przypadku nie jest bardzo pomocne, ponieważ jest dużo wartości zerowych co nie pomaga nam."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Rozkład G3"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Skośność: -0.9129093547157225\n",
+      "Kurtoza: 2.7122043191041723\n"
+     ]
+    }
+   ],
+   "source": [
+    "sns.distplot(por_students['G3'])\n",
+    "plt.show()\n",
+    "print(f'Skośność: {por_students[\"G3\"].skew()}')\n",
+    "print(f'Kurtoza: {por_students[\"G3\"].kurt()}')\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Rozkłady wyników końcowych w zależności od zmiennych dyskretnych binarnych \n",
+    "\n",
+    "Z racji tego, że w zbiorze jest dużo cech kategorycznych postanowiliśmy sprawdzić jak wyglądają rozkłady wynikow końcowych w zależności od tych zmiennych kategorycznych "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<function matplotlib.pyplot.show(close=None, block=None)>"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 410.875x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.displot(por_students, x=\"G3\", hue=\"school\", kind=\"kde\", fill=True, common_norm=False)\n",
+    "plt.show"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<function matplotlib.pyplot.show(close=None, block=None)>"
+      ]
+     },
+     "execution_count": 72,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 404.625x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.displot(por_students, x=\"G3\", hue=\"sex\", kind=\"kde\", fill=True, common_norm=False)\n",
+    "plt.show"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Ucznennice otrzymują nieco lepsze oceny niż uczniowie."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<function matplotlib.pyplot.show(close=None, block=None)>"
+      ]
+     },
+     "execution_count": 73,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 407.375x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.displot(por_students, x=\"G3\", hue=\"address\", kind=\"kde\", fill=True, common_norm=False)\n",
+    "plt.show"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Uczniowie z obszarów miejskich otzymują lepsze wyniki niż uczniowie z obszarów pozamiejskich "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 79,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<function matplotlib.pyplot.show(close=None, block=None)>"
+      ]
+     },
+     "execution_count": 79,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 415.625x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.displot(por_students, x=\"G3\", hue=\"famsize\", kind=\"kde\", fill=True, common_norm=False)\n",
+    "plt.show"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Tutaj zależność nie jest duża aczkolwiek widać, że osoby w rodzinach wielodzietnych częściej dostają zero punktów na koniec."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<function matplotlib.pyplot.show(close=None, block=None)>"
+      ]
+     },
+     "execution_count": 80,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 413.25x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.displot(por_students, x=\"G3\", hue=\"famsup\", kind=\"kde\", fill=True, common_norm=False)\n",
+    "plt.show"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Tutaj podobnie. Wsparcie rodziny nie wpływa bardzo na wynik końcowy, ale jego brak zwiększa liczbę uczniów którzy dostają 0 pkt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<function matplotlib.pyplot.show(close=None, block=None)>"
+      ]
+     },
+     "execution_count": 82,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 413.25x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.displot(por_students, x=\"G3\", hue=\"paid\", kind=\"kde\", fill=True, common_norm=False)\n",
+    "plt.show"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<function matplotlib.pyplot.show(close=None, block=None)>"
+      ]
+     },
+     "execution_count": 84,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 413.25x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.displot(por_students, x=\"G3\", hue=\"activities\", kind=\"kde\", fill=True, common_norm=False)\n",
+    "plt.show"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Uczniowie, którzy mają jakieś dodatkowe aktywności dostają nieco lepsze wyniki."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 86,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<function matplotlib.pyplot.show(close=None, block=None)>"
+      ]
+     },
+     "execution_count": 86,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 413.25x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.displot(por_students, x=\"G3\", hue=\"nursery\", kind=\"kde\", fill=True, common_norm=False)\n",
+    "plt.show"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Co ciekawe uczniowie, którzy chodzili do żłobka dostają nieco lepsze wyniki."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<function matplotlib.pyplot.show(close=None, block=None)>"
+      ]
+     },
+     "execution_count": 87,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 413.25x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.displot(por_students, x=\"G3\", hue=\"internet\", kind=\"kde\", fill=True, common_norm=False)\n",
+    "plt.show"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Internet też polepsza wyniki uczniów "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<function matplotlib.pyplot.show(close=None, block=None)>"
+      ]
+     },
+     "execution_count": 88,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 413.25x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.displot(por_students, x=\"G3\", hue=\"romantic\", kind=\"kde\", fill=True, common_norm=False)\n",
+    "plt.show"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<function matplotlib.pyplot.show(close=None, block=None)>"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 413.25x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.displot(por_students, x=\"G3\", hue=\"higher\", kind=\"kde\", fill=True, common_norm=False)\n",
+    "plt.show"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Związki nie wpływaja na dobrą sprawę na wyniki, aczkolwiek uczniowie którzy są w związku częściej dostają 0 w wyniku końcowym."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.PairGrid at 0x1071131d0>"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 900x180 with 5 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 900x180 with 5 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 900x180 with 5 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 900x180 with 5 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 900x180 with 5 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 900x180 with 5 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 540x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "data=por_students\n",
+    "sns.pairplot(data=data,y_vars='G3',x_vars=data.columns.values[:5],diag_kind = None)\n",
+    "sns.pairplot(data=data,y_vars='G3',x_vars=data.columns.values[5:10],diag_kind = None)\n",
+    "sns.pairplot(data=data,y_vars='G3',x_vars=data.columns.values[10:15],diag_kind = None)\n",
+    "sns.pairplot(data=data,y_vars='G3',x_vars=data.columns.values[15:20],diag_kind = None)\n",
+    "sns.pairplot(data=data,y_vars='G3',x_vars=data.columns.values[20:25],diag_kind = None)\n",
+    "sns.pairplot(data=data,y_vars='G3',x_vars=data.columns.values[25:30],diag_kind = None)\n",
+    "sns.pairplot(data=data,y_vars='G3',x_vars=data.columns.values[30:],diag_kind = None)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Korelacja zmiennych"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 864x864 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "correlation = math_students.corr()\n",
+    "fig, ax = plt.subplots(figsize=(12,12))\n",
+    "sns.heatmap(correlation, annot = True)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "G3            1.000000\n",
+       "G2            0.918548\n",
+       "studytime     0.249789\n",
+       "Medu          0.240151\n",
+       "Fedu          0.211800\n",
+       "famrel        0.063361\n",
+       "goout        -0.087641\n",
+       "absences     -0.091379\n",
+       "health       -0.098851\n",
+       "age          -0.106505\n",
+       "freetime     -0.122705\n",
+       "traveltime   -0.127173\n",
+       "Walc         -0.176619\n",
+       "Dalc         -0.204719\n",
+       "failures     -0.393316\n",
+       "Name: G3, dtype: float64"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df=por_students.drop('G2',axis=1)\n",
+    "df=por_students.drop('G1',axis=1)\n",
+    "df.corr().nlargest(20,'G3')['G3']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Z macierzy relacji widzimy, że najbardziej skorelowane z G3 jest G2 i G1. Nie jest to zaskakujące gdyż są to oceny 'cząstkowe'. Poza tymi oczywistymi korelacjami najbardziej skorelowane z G3 jest czas uczenia się, a także wykszatałcenie rodziców. Największą korelację na minusie ma natomiast ilość oblanych semestrow i ilość sporzywanego alkoholu."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Badanie mocno skorelowanych danych"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 20 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.pairplot(math_students[[ 'absences', 'G1', 'G2', 'G3']])\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 100,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.regplot(data=por_students, y=\"Medu\", x=\"Fedu\", y_jitter=0.4, x_jitter=0.4, scatter_kws={'alpha':0.2})\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Widzimy, że ludzie żenią się najczęściej z ludźmi o podobnym wykształceniu. Wykształcenie matki i ojca jes mocno ze sobą skorelowane. Być możę będzie trzeba zrezygnować z jednej kolumny."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 141,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='Medu', ylabel='Fedu'>"
+      ]
+     },
+     "execution_count": 141,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "mapa = por_students.groupby([\"Fedu\", \"Medu\"]).agg({'G3':'mean'}).reset_index()\n",
+    "mapa = mapa.pivot(index='Fedu', columns='Medu', values='G3')\n",
+    "mapa = mapa.iloc[::-1]\n",
+    "sns.heatmap(mapa, annot=True, annot_kws={'size': 12} )"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Na wykresie wyżej widzimy heatmape wykształceń rodziców i średniej wyników z egzaminu. Wyniki zdają się rosnąć wraz z wykszatałceniami rodziców. Wysokie wartości dla słabego wykszatałcenia rodziców może wynikać z małej ilości rekordów w tych kubełkach co widać na poniższym wykresie."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 140,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.FacetGrid at 0x1518ab6d8>"
+      ]
+     },
+     "execution_count": 140,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 360x360 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.displot( data = por_students, x=\"Medu\", y=\"Fedu\", bins = 5, cbar=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#profile = ProfileReport(math_students, title='Pandas Profiling Report')\n",
+    "#profile"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "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": "3.7.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git "a/Projekty/Projekt1/Pawlikowski_Szmajdzi\305\204ski/Prezentacja_EDA.pdf" "b/Projekty/Projekt1/Pawlikowski_Szmajdzi\305\204ski/Prezentacja_EDA.pdf"
new file mode 100644
index 000000000..182d0c1d5
Binary files /dev/null and "b/Projekty/Projekt1/Pawlikowski_Szmajdzi\305\204ski/Prezentacja_EDA.pdf" differ
diff --git "a/Projekty/Projekt1/Pawlikowski_Szmajdzi\305\204ski/student/student-mat.csv" "b/Projekty/Projekt1/Pawlikowski_Szmajdzi\305\204ski/student/student-mat.csv"
new file mode 100644
index 000000000..58efc299b
--- /dev/null
+++ "b/Projekty/Projekt1/Pawlikowski_Szmajdzi\305\204ski/student/student-mat.csv"
@@ -0,0 +1,396 @@
+school;sex;age;address;famsize;Pstatus;Medu;Fedu;Mjob;Fjob;reason;guardian;traveltime;studytime;failures;schoolsup;famsup;paid;activities;nursery;higher;internet;romantic;famrel;freetime;goout;Dalc;Walc;health;absences;G1;G2;G3
+"GP";"F";18;"U";"GT3";"A";4;4;"at_home";"teacher";"course";"mother";2;2;0;"yes";"no";"no";"no";"yes";"yes";"no";"no";4;3;4;1;1;3;6;"5";"6";6
+"GP";"F";17;"U";"GT3";"T";1;1;"at_home";"other";"course";"father";1;2;0;"no";"yes";"no";"no";"no";"yes";"yes";"no";5;3;3;1;1;3;4;"5";"5";6
+"GP";"F";15;"U";"LE3";"T";1;1;"at_home";"other";"other";"mother";1;2;3;"yes";"no";"yes";"no";"yes";"yes";"yes";"no";4;3;2;2;3;3;10;"7";"8";10
+"GP";"F";15;"U";"GT3";"T";4;2;"health";"services";"home";"mother";1;3;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"yes";3;2;2;1;1;5;2;"15";"14";15
+"GP";"F";16;"U";"GT3";"T";3;3;"other";"other";"home";"father";1;2;0;"no";"yes";"yes";"no";"yes";"yes";"no";"no";4;3;2;1;2;5;4;"6";"10";10
+"GP";"M";16;"U";"LE3";"T";4;3;"services";"other";"reputation";"mother";1;2;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"no";5;4;2;1;2;5;10;"15";"15";15
+"GP";"M";16;"U";"LE3";"T";2;2;"other";"other";"home";"mother";1;2;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";4;4;4;1;1;3;0;"12";"12";11
+"GP";"F";17;"U";"GT3";"A";4;4;"other";"teacher";"home";"mother";2;2;0;"yes";"yes";"no";"no";"yes";"yes";"no";"no";4;1;4;1;1;1;6;"6";"5";6
+"GP";"M";15;"U";"LE3";"A";3;2;"services";"other";"home";"mother";1;2;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"no";4;2;2;1;1;1;0;"16";"18";19
+"GP";"M";15;"U";"GT3";"T";3;4;"other";"other";"home";"mother";1;2;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"no";5;5;1;1;1;5;0;"14";"15";15
+"GP";"F";15;"U";"GT3";"T";4;4;"teacher";"health";"reputation";"mother";1;2;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"no";3;3;3;1;2;2;0;"10";"8";9
+"GP";"F";15;"U";"GT3";"T";2;1;"services";"other";"reputation";"father";3;3;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";5;2;2;1;1;4;4;"10";"12";12
+"GP";"M";15;"U";"LE3";"T";4;4;"health";"services";"course";"father";1;1;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"no";4;3;3;1;3;5;2;"14";"14";14
+"GP";"M";15;"U";"GT3";"T";4;3;"teacher";"other";"course";"mother";2;2;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"no";5;4;3;1;2;3;2;"10";"10";11
+"GP";"M";15;"U";"GT3";"A";2;2;"other";"other";"home";"other";1;3;0;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";4;5;2;1;1;3;0;"14";"16";16
+"GP";"F";16;"U";"GT3";"T";4;4;"health";"other";"home";"mother";1;1;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;4;4;1;2;2;4;"14";"14";14
+"GP";"F";16;"U";"GT3";"T";4;4;"services";"services";"reputation";"mother";1;3;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"no";3;2;3;1;2;2;6;"13";"14";14
+"GP";"F";16;"U";"GT3";"T";3;3;"other";"other";"reputation";"mother";3;2;0;"yes";"yes";"no";"yes";"yes";"yes";"no";"no";5;3;2;1;1;4;4;"8";"10";10
+"GP";"M";17;"U";"GT3";"T";3;2;"services";"services";"course";"mother";1;1;3;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";5;5;5;2;4;5;16;"6";"5";5
+"GP";"M";16;"U";"LE3";"T";4;3;"health";"other";"home";"father";1;1;0;"no";"no";"yes";"yes";"yes";"yes";"yes";"no";3;1;3;1;3;5;4;"8";"10";10
+"GP";"M";15;"U";"GT3";"T";4;3;"teacher";"other";"reputation";"mother";1;2;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";4;4;1;1;1;1;0;"13";"14";15
+"GP";"M";15;"U";"GT3";"T";4;4;"health";"health";"other";"father";1;1;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"no";5;4;2;1;1;5;0;"12";"15";15
+"GP";"M";16;"U";"LE3";"T";4;2;"teacher";"other";"course";"mother";1;2;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";4;5;1;1;3;5;2;"15";"15";16
+"GP";"M";16;"U";"LE3";"T";2;2;"other";"other";"reputation";"mother";2;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";5;4;4;2;4;5;0;"13";"13";12
+"GP";"F";15;"R";"GT3";"T";2;4;"services";"health";"course";"mother";1;3;0;"yes";"yes";"yes";"yes";"yes";"yes";"yes";"no";4;3;2;1;1;5;2;"10";"9";8
+"GP";"F";16;"U";"GT3";"T";2;2;"services";"services";"home";"mother";1;1;2;"no";"yes";"yes";"no";"no";"yes";"yes";"no";1;2;2;1;3;5;14;"6";"9";8
+"GP";"M";15;"U";"GT3";"T";2;2;"other";"other";"home";"mother";1;1;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"no";4;2;2;1;2;5;2;"12";"12";11
+"GP";"M";15;"U";"GT3";"T";4;2;"health";"services";"other";"mother";1;1;0;"no";"no";"yes";"no";"yes";"yes";"yes";"no";2;2;4;2;4;1;4;"15";"16";15
+"GP";"M";16;"U";"LE3";"A";3;4;"services";"other";"home";"mother";1;2;0;"yes";"yes";"no";"yes";"yes";"yes";"yes";"no";5;3;3;1;1;5;4;"11";"11";11
+"GP";"M";16;"U";"GT3";"T";4;4;"teacher";"teacher";"home";"mother";1;2;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"yes";4;4;5;5;5;5;16;"10";"12";11
+"GP";"M";15;"U";"GT3";"T";4;4;"health";"services";"home";"mother";1;2;0;"no";"yes";"yes";"no";"no";"yes";"yes";"no";5;4;2;3;4;5;0;"9";"11";12
+"GP";"M";15;"U";"GT3";"T";4;4;"services";"services";"reputation";"mother";2;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;3;1;1;1;5;0;"17";"16";17
+"GP";"M";15;"R";"GT3";"T";4;3;"teacher";"at_home";"course";"mother";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";4;5;2;1;1;5;0;"17";"16";16
+"GP";"M";15;"U";"LE3";"T";3;3;"other";"other";"course";"mother";1;2;0;"no";"no";"no";"yes";"no";"yes";"yes";"no";5;3;2;1;1;2;0;"8";"10";12
+"GP";"M";16;"U";"GT3";"T";3;2;"other";"other";"home";"mother";1;1;0;"no";"yes";"yes";"no";"no";"yes";"yes";"no";5;4;3;1;1;5;0;"12";"14";15
+"GP";"F";15;"U";"GT3";"T";2;3;"other";"other";"other";"father";2;1;0;"no";"yes";"no";"yes";"yes";"yes";"no";"no";3;5;1;1;1;5;0;"8";"7";6
+"GP";"M";15;"U";"LE3";"T";4;3;"teacher";"services";"home";"mother";1;3;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";5;4;3;1;1;4;2;"15";"16";18
+"GP";"M";16;"R";"GT3";"A";4;4;"other";"teacher";"reputation";"mother";2;3;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";2;4;3;1;1;5;7;"15";"16";15
+"GP";"F";15;"R";"GT3";"T";3;4;"services";"health";"course";"mother";1;3;0;"yes";"yes";"yes";"yes";"yes";"yes";"yes";"no";4;3;2;1;1;5;2;"12";"12";11
+"GP";"F";15;"R";"GT3";"T";2;2;"at_home";"other";"reputation";"mother";1;1;0;"yes";"yes";"yes";"yes";"yes";"yes";"no";"no";4;3;1;1;1;2;8;"14";"13";13
+"GP";"F";16;"U";"LE3";"T";2;2;"other";"other";"home";"mother";2;2;1;"no";"yes";"no";"yes";"no";"yes";"yes";"yes";3;3;3;1;2;3;25;"7";"10";11
+"GP";"M";15;"U";"LE3";"T";4;4;"teacher";"other";"home";"other";1;1;0;"no";"yes";"no";"no";"no";"yes";"yes";"yes";5;4;3;2;4;5;8;"12";"12";12
+"GP";"M";15;"U";"GT3";"T";4;4;"services";"teacher";"course";"father";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;3;3;1;1;5;2;"19";"18";18
+"GP";"M";15;"U";"GT3";"T";2;2;"services";"services";"course";"father";1;1;0;"yes";"yes";"no";"no";"yes";"yes";"yes";"no";5;4;1;1;1;1;0;"8";"8";11
+"GP";"F";16;"U";"LE3";"T";2;2;"other";"at_home";"course";"father";2;2;1;"yes";"no";"no";"yes";"yes";"yes";"yes";"no";4;3;3;2;2;5;14;"10";"10";9
+"GP";"F";15;"U";"LE3";"A";4;3;"other";"other";"course";"mother";1;2;0;"yes";"yes";"yes";"yes";"yes";"yes";"yes";"yes";5;2;2;1;1;5;8;"8";"8";6
+"GP";"F";16;"U";"LE3";"A";3;3;"other";"services";"home";"mother";1;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";2;3;5;1;4;3;12;"11";"12";11
+"GP";"M";16;"U";"GT3";"T";4;3;"health";"services";"reputation";"mother";1;4;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";4;2;2;1;1;2;4;"19";"19";20
+"GP";"M";15;"U";"GT3";"T";4;2;"teacher";"other";"home";"mother";1;2;0;"no";"yes";"yes";"no";"yes";"yes";"no";"no";4;3;3;2;2;5;2;"15";"15";14
+"GP";"F";15;"U";"GT3";"T";4;4;"services";"teacher";"other";"father";1;2;1;"yes";"yes";"no";"yes";"no";"yes";"yes";"no";4;4;4;1;1;3;2;"7";"7";7
+"GP";"F";16;"U";"LE3";"T";2;2;"services";"services";"course";"mother";3;2;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"no";4;3;3;2;3;4;2;"12";"13";13
+"GP";"F";15;"U";"LE3";"T";4;2;"health";"other";"other";"mother";1;2;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"no";4;3;3;1;1;5;2;"11";"13";13
+"GP";"M";15;"U";"LE3";"A";4;2;"health";"health";"other";"father";2;1;1;"no";"no";"no";"no";"yes";"yes";"no";"no";5;5;5;3;4;5;6;"11";"11";10
+"GP";"F";15;"U";"GT3";"T";4;4;"services";"services";"course";"mother";1;1;0;"yes";"yes";"yes";"no";"yes";"yes";"yes";"no";3;3;4;2;3;5;0;"8";"10";11
+"GP";"F";15;"U";"LE3";"A";3;3;"other";"other";"other";"mother";1;1;0;"no";"no";"yes";"no";"yes";"yes";"yes";"no";5;3;4;4;4;1;6;"10";"13";13
+"GP";"F";16;"U";"GT3";"A";2;1;"other";"other";"other";"mother";1;2;0;"no";"no";"yes";"yes";"yes";"yes";"yes";"yes";5;3;4;1;1;2;8;"8";"9";10
+"GP";"F";15;"U";"GT3";"A";4;3;"services";"services";"reputation";"mother";1;2;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"no";4;3;2;1;1;1;0;"14";"15";15
+"GP";"M";15;"U";"GT3";"T";4;4;"teacher";"health";"reputation";"mother";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"no";"no";3;2;2;1;1;5;4;"14";"15";15
+"GP";"M";15;"U";"LE3";"T";1;2;"other";"at_home";"home";"father";1;2;0;"yes";"yes";"no";"yes";"yes";"yes";"yes";"no";4;3;2;1;1;5;2;"9";"10";9
+"GP";"F";16;"U";"GT3";"T";4;2;"services";"other";"course";"mother";1;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;2;3;1;1;5;2;"15";"16";16
+"GP";"F";16;"R";"GT3";"T";4;4;"health";"teacher";"other";"mother";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"no";"no";2;4;4;2;3;4;6;"10";"11";11
+"GP";"F";16;"U";"GT3";"T";1;1;"services";"services";"course";"father";4;1;0;"yes";"yes";"no";"yes";"no";"yes";"yes";"yes";5;5;5;5;5;5;6;"10";"8";11
+"GP";"F";16;"U";"LE3";"T";1;2;"other";"services";"reputation";"father";1;2;0;"yes";"no";"no";"yes";"yes";"yes";"yes";"no";4;4;3;1;1;1;4;"8";"10";9
+"GP";"F";16;"U";"GT3";"T";4;3;"teacher";"health";"home";"mother";1;3;0;"yes";"yes";"yes";"yes";"yes";"yes";"yes";"no";3;4;4;2;4;4;2;"10";"9";9
+"GP";"F";15;"U";"LE3";"T";4;3;"services";"services";"reputation";"father";1;2;0;"yes";"no";"no";"yes";"yes";"yes";"yes";"yes";4;4;4;2;4;2;0;"10";"10";10
+"GP";"F";16;"U";"LE3";"T";4;3;"teacher";"services";"course";"mother";3;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";5;4;3;1;2;1;2;"16";"15";15
+"GP";"M";15;"U";"GT3";"A";4;4;"other";"services";"reputation";"mother";1;4;0;"no";"yes";"no";"yes";"no";"yes";"yes";"yes";1;3;3;5;5;3;4;"13";"13";12
+"GP";"F";16;"U";"GT3";"T";3;1;"services";"other";"course";"mother";1;4;0;"yes";"yes";"yes";"no";"yes";"yes";"yes";"no";4;3;3;1;2;5;4;"7";"7";6
+"GP";"F";15;"R";"LE3";"T";2;2;"health";"services";"reputation";"mother";2;2;0;"yes";"yes";"yes";"no";"yes";"yes";"yes";"no";4;1;3;1;3;4;2;"8";"9";8
+"GP";"F";15;"R";"LE3";"T";3;1;"other";"other";"reputation";"father";2;4;0;"no";"yes";"no";"no";"no";"yes";"yes";"no";4;4;2;2;3;3;12;"16";"16";16
+"GP";"M";16;"U";"GT3";"T";3;1;"other";"other";"reputation";"father";2;4;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"no";4;3;2;1;1;5;0;"13";"15";15
+"GP";"M";15;"U";"GT3";"T";4;2;"other";"other";"course";"mother";1;4;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";3;3;3;1;1;3;0;"10";"10";10
+"GP";"F";15;"R";"GT3";"T";1;1;"other";"other";"reputation";"mother";1;2;2;"yes";"yes";"no";"no";"no";"yes";"yes";"yes";3;3;4;2;4;5;2;"8";"6";5
+"GP";"M";16;"U";"GT3";"T";3;1;"other";"other";"reputation";"mother";1;1;0;"no";"no";"no";"yes";"yes";"yes";"no";"no";5;3;2;2;2;5;2;"12";"12";14
+"GP";"F";16;"U";"GT3";"T";3;3;"other";"services";"home";"mother";1;2;0;"yes";"yes";"yes";"yes";"yes";"yes";"yes";"no";4;3;3;2;4;5;54;"11";"12";11
+"GP";"M";15;"U";"GT3";"T";4;3;"teacher";"other";"home";"mother";1;2;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"no";4;3;3;2;3;5;6;"9";"9";10
+"GP";"M";15;"U";"GT3";"T";4;0;"teacher";"other";"course";"mother";2;4;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";3;4;3;1;1;1;8;"11";"11";10
+"GP";"F";16;"U";"GT3";"T";2;2;"other";"other";"reputation";"mother";1;4;0;"no";"no";"yes";"no";"yes";"yes";"yes";"yes";5;2;3;1;3;3;0;"11";"11";11
+"GP";"M";17;"U";"GT3";"T";2;1;"other";"other";"home";"mother";2;1;3;"yes";"yes";"no";"yes";"yes";"no";"yes";"no";4;5;1;1;1;3;2;"8";"8";10
+"GP";"F";16;"U";"GT3";"T";3;4;"at_home";"other";"course";"mother";1;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";2;4;3;1;2;3;12;"5";"5";5
+"GP";"M";15;"U";"GT3";"T";2;3;"other";"services";"course";"father";1;1;0;"yes";"yes";"yes";"yes";"no";"yes";"yes";"yes";3;2;2;1;3;3;2;"10";"12";12
+"GP";"M";15;"U";"GT3";"T";2;3;"other";"other";"home";"mother";1;3;0;"yes";"no";"yes";"no";"no";"yes";"yes";"no";5;3;2;1;2;5;4;"11";"10";11
+"GP";"F";15;"U";"LE3";"T";3;2;"services";"other";"reputation";"mother";1;2;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"no";4;4;4;1;1;5;10;"7";"6";6
+"GP";"M";15;"U";"LE3";"T";2;2;"services";"services";"home";"mother";2;2;0;"no";"no";"yes";"yes";"yes";"yes";"yes";"no";5;3;3;1;3;4;4;"15";"15";15
+"GP";"F";15;"U";"GT3";"T";1;1;"other";"other";"home";"father";1;2;0;"no";"yes";"no";"yes";"no";"yes";"yes";"no";4;3;2;2;3;4;2;"9";"10";10
+"GP";"F";15;"U";"GT3";"T";4;4;"services";"services";"reputation";"father";2;2;2;"no";"no";"yes";"no";"yes";"yes";"yes";"yes";4;4;4;2;3;5;6;"7";"9";8
+"GP";"F";16;"U";"LE3";"T";2;2;"at_home";"other";"course";"mother";1;2;0;"no";"yes";"no";"no";"yes";"yes";"no";"no";4;3;4;1;2;2;4;"8";"7";6
+"GP";"F";15;"U";"GT3";"T";4;2;"other";"other";"reputation";"mother";1;3;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";5;3;3;1;3;1;4;"13";"14";14
+"GP";"M";16;"U";"GT3";"T";2;2;"services";"other";"reputation";"father";2;2;1;"no";"no";"yes";"yes";"no";"yes";"yes";"no";4;4;2;1;1;3;12;"11";"10";10
+"GP";"M";16;"U";"LE3";"A";4;4;"teacher";"health";"reputation";"mother";1;2;0;"no";"yes";"no";"no";"yes";"yes";"no";"no";4;1;3;3;5;5;18;"8";"6";7
+"GP";"F";16;"U";"GT3";"T";3;3;"other";"other";"home";"mother";1;3;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"yes";4;3;3;1;3;4;0;"7";"7";8
+"GP";"F";15;"U";"GT3";"T";4;3;"services";"other";"reputation";"mother";1;1;0;"no";"no";"yes";"yes";"yes";"yes";"yes";"no";4;5;5;1;3;1;4;"16";"17";18
+"GP";"F";16;"U";"LE3";"T";3;1;"other";"other";"home";"father";1;2;0;"yes";"yes";"no";"no";"yes";"yes";"no";"no";3;3;3;2;3;2;4;"7";"6";6
+"GP";"F";16;"U";"GT3";"T";4;2;"teacher";"services";"home";"mother";2;2;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"no";5;3;3;1;1;1;0;"11";"10";10
+"GP";"M";15;"U";"LE3";"T";2;2;"services";"health";"reputation";"mother";1;4;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;3;4;1;1;4;6;"11";"13";14
+"GP";"F";15;"R";"GT3";"T";1;1;"at_home";"other";"home";"mother";2;4;1;"yes";"yes";"yes";"yes";"yes";"yes";"yes";"no";3;1;2;1;1;1;2;"7";"10";10
+"GP";"M";16;"R";"GT3";"T";4;3;"services";"other";"reputation";"mother";2;1;0;"yes";"yes";"no";"yes";"no";"yes";"yes";"no";3;3;3;1;1;4;2;"11";"15";15
+"GP";"F";16;"U";"GT3";"T";2;1;"other";"other";"course";"mother";1;2;0;"no";"yes";"yes";"no";"yes";"yes";"no";"yes";4;3;5;1;1;5;2;"8";"9";10
+"GP";"F";16;"U";"GT3";"T";4;4;"other";"other";"reputation";"mother";1;1;0;"no";"no";"no";"yes";"no";"yes";"yes";"no";5;3;4;1;2;1;6;"11";"14";14
+"GP";"F";16;"U";"GT3";"T";4;3;"other";"at_home";"course";"mother";1;3;0;"yes";"yes";"yes";"no";"yes";"yes";"yes";"no";5;3;5;1;1;3;0;"7";"9";8
+"GP";"M";16;"U";"GT3";"T";4;4;"services";"services";"other";"mother";1;1;0;"yes";"yes";"yes";"yes";"yes";"yes";"yes";"no";4;5;5;5;5;4;14;"7";"7";5
+"GP";"M";16;"U";"GT3";"T";4;4;"services";"teacher";"other";"father";1;3;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";4;4;3;1;1;4;0;"16";"17";17
+"GP";"M";15;"U";"GT3";"T";4;4;"services";"other";"course";"mother";1;1;0;"no";"yes";"no";"yes";"no";"yes";"yes";"no";5;3;3;1;1;5;4;"10";"13";14
+"GP";"F";15;"U";"GT3";"T";3;2;"services";"other";"home";"mother";2;2;0;"yes";"yes";"yes";"no";"yes";"yes";"yes";"no";4;3;5;1;1;2;26;"7";"6";6
+"GP";"M";15;"U";"GT3";"A";3;4;"services";"other";"course";"mother";1;2;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"no";5;4;4;1;1;1;0;"16";"18";18
+"GP";"F";15;"U";"GT3";"A";3;3;"other";"health";"reputation";"father";1;4;0;"yes";"no";"no";"no";"yes";"yes";"no";"no";4;3;3;1;1;4;10;"10";"11";11
+"GP";"F";15;"U";"GT3";"T";2;2;"other";"other";"course";"mother";1;4;0;"yes";"yes";"yes";"no";"yes";"yes";"yes";"no";5;1;2;1;1;3;8;"7";"8";8
+"GP";"M";16;"U";"GT3";"T";3;3;"services";"other";"home";"father";1;3;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";5;3;3;1;1;5;2;"16";"18";18
+"GP";"M";15;"R";"GT3";"T";4;4;"other";"other";"home";"father";4;4;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"yes";1;3;5;3;5;1;6;"10";"13";13
+"GP";"F";16;"U";"LE3";"T";4;4;"health";"health";"other";"mother";1;3;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"yes";5;4;5;1;1;4;4;"14";"15";16
+"GP";"M";15;"U";"LE3";"A";4;4;"teacher";"teacher";"course";"mother";1;1;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";5;5;3;1;1;4;6;"18";"19";19
+"GP";"F";16;"R";"GT3";"T";3;3;"services";"other";"reputation";"father";1;3;1;"yes";"yes";"no";"yes";"yes";"yes";"yes";"no";4;1;2;1;1;2;0;"7";"10";10
+"GP";"F";16;"U";"GT3";"T";2;2;"at_home";"other";"home";"mother";1;2;1;"yes";"no";"no";"yes";"yes";"yes";"yes";"no";3;1;2;1;1;5;6;"10";"13";13
+"GP";"M";15;"U";"LE3";"T";4;2;"teacher";"other";"course";"mother";1;1;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";3;5;2;1;1;3;10;"18";"19";19
+"GP";"M";15;"R";"GT3";"T";2;1;"health";"services";"reputation";"mother";1;2;0;"no";"no";"no";"yes";"yes";"yes";"yes";"yes";5;4;2;1;1;5;8;"9";"9";9
+"GP";"M";16;"U";"GT3";"T";4;4;"teacher";"teacher";"course";"father";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";5;4;4;1;2;5;2;"15";"15";16
+"GP";"M";15;"U";"GT3";"T";4;4;"other";"teacher";"reputation";"father";2;2;0;"no";"yes";"no";"yes";"yes";"yes";"no";"no";4;4;3;1;1;2;2;"11";"13";14
+"GP";"M";16;"U";"GT3";"T";3;3;"other";"services";"home";"father";2;1;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";5;4;2;1;1;5;0;"13";"14";13
+"GP";"M";17;"R";"GT3";"T";1;3;"other";"other";"course";"father";3;2;1;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";5;2;4;1;4;5;20;"9";"7";8
+"GP";"M";15;"U";"GT3";"T";3;4;"other";"other";"reputation";"father";1;1;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";3;4;3;1;2;4;6;"14";"13";13
+"GP";"F";15;"U";"GT3";"T";1;2;"at_home";"services";"course";"mother";1;2;0;"no";"no";"no";"no";"no";"yes";"yes";"no";3;2;3;1;2;1;2;"16";"15";15
+"GP";"M";15;"U";"GT3";"T";2;2;"services";"services";"home";"father";1;4;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"no";5;5;4;1;2;5;6;"16";"14";15
+"GP";"F";16;"U";"LE3";"T";2;4;"other";"health";"course";"father";2;2;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"yes";4;2;2;1;2;5;2;"13";"13";13
+"GP";"M";16;"U";"GT3";"T";4;4;"health";"other";"course";"mother";1;1;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";3;4;4;1;4;5;18;"14";"11";13
+"GP";"F";16;"U";"GT3";"T";2;2;"other";"other";"home";"mother";1;2;0;"no";"no";"yes";"no";"yes";"yes";"yes";"yes";5;4;4;1;1;5;0;"8";"7";8
+"GP";"M";15;"U";"GT3";"T";3;4;"services";"services";"home";"father";1;1;0;"yes";"no";"no";"no";"yes";"yes";"yes";"no";5;5;5;3;2;5;0;"13";"13";12
+"GP";"F";15;"U";"LE3";"A";3;4;"other";"other";"home";"mother";1;2;0;"yes";"no";"no";"yes";"yes";"yes";"yes";"yes";5;3;2;1;1;1;0;"7";"10";11
+"GP";"F";19;"U";"GT3";"T";0;1;"at_home";"other";"course";"other";1;2;3;"no";"yes";"no";"no";"no";"no";"no";"no";3;4;2;1;1;5;2;"7";"8";9
+"GP";"M";18;"R";"GT3";"T";2;2;"services";"other";"reputation";"mother";1;1;2;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";3;3;3;1;2;4;0;"7";"4";0
+"GP";"M";16;"R";"GT3";"T";4;4;"teacher";"teacher";"course";"mother";1;1;0;"no";"no";"yes";"yes";"yes";"yes";"yes";"no";3;5;5;2;5;4;8;"18";"18";18
+"GP";"F";15;"R";"GT3";"T";3;4;"services";"teacher";"course";"father";2;3;2;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";4;2;2;2;2;5;0;"12";"0";0
+"GP";"F";15;"U";"GT3";"T";1;1;"at_home";"other";"course";"mother";3;1;0;"no";"yes";"no";"yes";"no";"yes";"yes";"yes";4;3;3;1;2;4;0;"8";"0";0
+"GP";"F";17;"U";"LE3";"T";2;2;"other";"other";"course";"father";1;1;0;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";3;4;4;1;3;5;12;"10";"13";12
+"GP";"F";16;"U";"GT3";"A";3;4;"services";"other";"course";"father";1;1;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";3;2;1;1;4;5;16;"12";"11";11
+"GP";"M";15;"R";"GT3";"T";3;4;"at_home";"teacher";"course";"mother";4;2;0;"no";"yes";"no";"no";"yes";"yes";"no";"yes";5;3;3;1;1;5;0;"9";"0";0
+"GP";"F";15;"U";"GT3";"T";4;4;"services";"at_home";"course";"mother";1;3;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";4;3;3;1;1;5;0;"11";"0";0
+"GP";"M";17;"R";"GT3";"T";3;4;"at_home";"other";"course";"mother";3;2;0;"no";"no";"no";"no";"yes";"yes";"no";"no";5;4;5;2;4;5;0;"10";"0";0
+"GP";"F";16;"U";"GT3";"A";3;3;"other";"other";"course";"other";2;1;2;"no";"yes";"no";"yes";"no";"yes";"yes";"yes";4;3;2;1;1;5;0;"4";"0";0
+"GP";"M";16;"U";"LE3";"T";1;1;"services";"other";"course";"mother";1;2;1;"no";"no";"no";"no";"yes";"yes";"no";"yes";4;4;4;1;3;5;0;"14";"12";12
+"GP";"F";15;"U";"GT3";"T";4;4;"teacher";"teacher";"course";"mother";2;1;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";4;3;2;1;1;5;0;"16";"16";15
+"GP";"M";15;"U";"GT3";"T";4;3;"teacher";"services";"course";"father";2;4;0;"yes";"yes";"no";"no";"yes";"yes";"yes";"no";2;2;2;1;1;3;0;"7";"9";0
+"GP";"M";16;"U";"LE3";"T";2;2;"services";"services";"reputation";"father";2;1;2;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";2;3;3;2;2;2;8;"9";"9";9
+"GP";"F";15;"U";"GT3";"T";4;4;"teacher";"services";"course";"mother";1;3;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"no";4;2;2;1;1;5;2;"9";"11";11
+"GP";"F";16;"U";"LE3";"T";1;1;"at_home";"at_home";"course";"mother";1;1;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";3;4;4;3;3;1;2;"14";"14";13
+"GP";"M";17;"U";"GT3";"T";2;1;"other";"other";"home";"mother";1;1;3;"no";"yes";"no";"no";"yes";"yes";"yes";"no";5;4;5;1;2;5;0;"5";"0";0
+"GP";"F";15;"U";"GT3";"T";1;1;"other";"services";"course";"father";1;2;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"no";4;4;2;1;2;5;0;"8";"11";11
+"GP";"F";15;"U";"GT3";"T";3;2;"health";"services";"home";"father";1;2;3;"no";"yes";"no";"no";"yes";"yes";"yes";"no";3;3;2;1;1;3;0;"6";"7";0
+"GP";"F";15;"U";"GT3";"T";1;2;"at_home";"other";"course";"mother";1;2;0;"no";"yes";"yes";"no";"no";"yes";"yes";"no";4;3;2;1;1;5;2;"10";"11";11
+"GP";"M";16;"U";"GT3";"T";4;4;"teacher";"teacher";"course";"mother";1;1;0;"no";"yes";"no";"no";"yes";"no";"yes";"yes";3;3;2;2;1;5;0;"7";"6";0
+"GP";"M";15;"U";"LE3";"A";2;1;"services";"other";"course";"mother";4;1;3;"no";"no";"no";"no";"yes";"yes";"yes";"no";4;5;5;2;5;5;0;"8";"9";10
+"GP";"M";18;"U";"LE3";"T";1;1;"other";"other";"course";"mother";1;1;3;"no";"no";"no";"no";"yes";"no";"yes";"yes";2;3;5;2;5;4;0;"6";"5";0
+"GP";"M";16;"U";"LE3";"T";2;1;"at_home";"other";"course";"mother";1;1;1;"no";"no";"no";"yes";"yes";"yes";"no";"yes";4;4;4;3;5;5;6;"12";"13";14
+"GP";"F";15;"R";"GT3";"T";3;3;"services";"services";"reputation";"other";2;3;2;"no";"yes";"yes";"yes";"yes";"yes";"yes";"yes";4;2;1;2;3;3;8;"10";"10";10
+"GP";"M";19;"U";"GT3";"T";3;2;"services";"at_home";"home";"mother";1;1;3;"no";"yes";"no";"no";"yes";"no";"yes";"yes";4;5;4;1;1;4;0;"5";"0";0
+"GP";"F";17;"U";"GT3";"T";4;4;"other";"teacher";"course";"mother";1;1;0;"yes";"yes";"no";"no";"yes";"yes";"no";"yes";4;2;1;1;1;4;0;"11";"11";12
+"GP";"M";15;"R";"GT3";"T";2;3;"at_home";"services";"course";"mother";1;2;0;"yes";"no";"yes";"yes";"yes";"yes";"no";"no";4;4;4;1;1;1;2;"11";"8";8
+"GP";"M";17;"R";"LE3";"T";1;2;"other";"other";"reputation";"mother";1;1;0;"no";"no";"no";"no";"yes";"yes";"no";"no";2;2;2;3;3;5;8;"16";"12";13
+"GP";"F";18;"R";"GT3";"T";1;1;"at_home";"other";"course";"mother";3;1;3;"no";"yes";"no";"yes";"no";"yes";"no";"no";5;2;5;1;5;4;6;"9";"8";10
+"GP";"M";16;"R";"GT3";"T";2;2;"at_home";"other";"course";"mother";3;1;0;"no";"no";"no";"no";"no";"yes";"no";"no";4;2;2;1;2;3;2;"17";"15";15
+"GP";"M";16;"U";"GT3";"T";3;3;"other";"services";"course";"father";1;2;1;"no";"yes";"yes";"no";"yes";"yes";"yes";"yes";4;5;5;4;4;5;4;"10";"12";12
+"GP";"M";17;"R";"LE3";"T";2;1;"at_home";"other";"course";"mother";2;1;2;"no";"no";"no";"yes";"yes";"no";"yes";"yes";3;3;2;2;2;5;0;"7";"6";0
+"GP";"M";15;"R";"GT3";"T";3;2;"other";"other";"course";"mother";2;2;2;"yes";"yes";"no";"no";"yes";"yes";"yes";"yes";4;4;4;1;4;3;6;"5";"9";7
+"GP";"M";16;"U";"LE3";"T";1;2;"other";"other";"course";"mother";2;1;1;"no";"no";"no";"yes";"yes";"yes";"no";"no";4;4;4;2;4;5;0;"7";"0";0
+"GP";"M";17;"U";"GT3";"T";1;3;"at_home";"services";"course";"father";1;1;0;"no";"no";"no";"no";"yes";"no";"yes";"no";5;3;3;1;4;2;2;"10";"10";10
+"GP";"M";17;"R";"LE3";"T";1;1;"other";"services";"course";"mother";4;2;3;"no";"no";"no";"yes";"yes";"no";"no";"yes";5;3;5;1;5;5;0;"5";"8";7
+"GP";"M";16;"U";"GT3";"T";3;2;"services";"services";"course";"mother";2;1;1;"no";"yes";"no";"yes";"no";"no";"no";"no";4;5;2;1;1;2;16;"12";"11";12
+"GP";"M";16;"U";"GT3";"T";2;2;"other";"other";"course";"father";1;2;0;"no";"no";"no";"no";"yes";"no";"yes";"no";4;3;5;2;4;4;4;"10";"10";10
+"GP";"F";16;"U";"GT3";"T";4;2;"health";"services";"home";"father";1;2;0;"no";"no";"yes";"no";"yes";"yes";"yes";"yes";4;2;3;1;1;3;0;"14";"15";16
+"GP";"F";16;"U";"GT3";"T";2;2;"other";"other";"home";"mother";1;2;0;"no";"yes";"yes";"no";"no";"yes";"yes";"no";5;1;5;1;1;4;0;"6";"7";0
+"GP";"F";16;"U";"GT3";"T";4;4;"health";"health";"reputation";"mother";1;2;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"yes";4;4;2;1;1;3;0;"14";"14";14
+"GP";"M";16;"U";"GT3";"T";3;4;"other";"other";"course";"father";3;1;2;"no";"yes";"no";"yes";"no";"yes";"yes";"no";3;4;5;2;4;2;0;"6";"5";0
+"GP";"M";16;"U";"GT3";"T";1;0;"other";"other";"reputation";"mother";2;2;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"yes";4;3;2;1;1;3;2;"13";"15";16
+"GP";"M";17;"U";"LE3";"T";4;4;"teacher";"other";"reputation";"mother";1;2;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"no";4;4;4;1;3;5;0;"13";"11";10
+"GP";"F";16;"U";"GT3";"T";1;3;"at_home";"services";"home";"mother";1;2;3;"no";"no";"no";"yes";"no";"yes";"yes";"yes";4;3;5;1;1;3;0;"8";"7";0
+"GP";"F";16;"U";"LE3";"T";3;3;"other";"other";"reputation";"mother";2;2;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"no";4;4;5;1;1;4;4;"10";"11";9
+"GP";"M";17;"U";"LE3";"T";4;3;"teacher";"other";"course";"mother";2;2;0;"no";"no";"yes";"yes";"yes";"yes";"yes";"no";4;4;4;4;4;4;4;"10";"9";9
+"GP";"F";16;"U";"GT3";"T";2;2;"services";"other";"reputation";"mother";2;2;0;"no";"no";"yes";"yes";"no";"yes";"yes";"no";3;4;4;1;4;5;2;"13";"13";11
+"GP";"M";17;"U";"GT3";"T";3;3;"other";"other";"reputation";"father";1;2;0;"no";"no";"no";"yes";"no";"yes";"yes";"no";4;3;4;1;4;4;4;"6";"5";6
+"GP";"M";16;"R";"GT3";"T";4;2;"teacher";"services";"other";"mother";1;1;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";4;3;3;3;4;3;10;"10";"8";9
+"GP";"M";17;"U";"GT3";"T";4;3;"other";"other";"course";"mother";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";5;2;3;1;1;2;4;"10";"10";11
+"GP";"M";16;"U";"GT3";"T";4;3;"teacher";"other";"home";"mother";1;2;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"no";3;4;3;2;3;3;10;"9";"8";8
+"GP";"M";16;"U";"GT3";"T";3;3;"services";"other";"home";"mother";1;2;0;"no";"no";"yes";"yes";"yes";"yes";"yes";"yes";4;2;3;1;2;3;2;"12";"13";12
+"GP";"F";17;"U";"GT3";"T";2;4;"services";"services";"reputation";"father";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"no";"no";5;4;2;2;3;5;0;"16";"17";17
+"GP";"F";17;"U";"LE3";"T";3;3;"other";"other";"reputation";"mother";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";5;3;3;2;3;1;56;"9";"9";8
+"GP";"F";16;"U";"GT3";"T";3;2;"other";"other";"reputation";"mother";1;2;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"no";1;2;2;1;2;1;14;"12";"13";12
+"GP";"M";17;"U";"GT3";"T";3;3;"services";"services";"other";"mother";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";4;3;4;2;3;4;12;"12";"12";11
+"GP";"M";16;"U";"GT3";"T";1;2;"services";"services";"other";"mother";1;1;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"yes";3;3;3;1;2;3;2;"11";"12";11
+"GP";"M";16;"U";"LE3";"T";2;1;"other";"other";"course";"mother";1;2;0;"no";"no";"yes";"yes";"yes";"yes";"yes";"yes";4;2;3;1;2;5;0;"15";"15";15
+"GP";"F";17;"U";"GT3";"A";3;3;"health";"other";"reputation";"mother";1;2;0;"no";"yes";"no";"no";"no";"yes";"yes";"yes";3;3;3;1;3;3;6;"8";"7";9
+"GP";"M";17;"R";"GT3";"T";1;2;"at_home";"other";"home";"mother";1;2;0;"no";"no";"no";"no";"yes";"yes";"no";"no";3;1;3;1;5;3;4;"8";"9";10
+"GP";"F";16;"U";"GT3";"T";2;3;"services";"services";"course";"mother";1;2;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";4;3;3;1;1;2;10;"11";"12";13
+"GP";"F";17;"U";"GT3";"T";1;1;"at_home";"services";"course";"mother";1;2;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";5;3;3;1;1;3;0;"8";"8";9
+"GP";"M";17;"U";"GT3";"T";1;2;"at_home";"services";"other";"other";2;2;0;"no";"no";"yes";"yes";"no";"yes";"yes";"no";4;4;4;4;5;5;12;"7";"8";8
+"GP";"M";16;"R";"GT3";"T";3;3;"services";"services";"reputation";"mother";1;1;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;3;2;3;4;5;8;"8";"9";10
+"GP";"M";16;"U";"GT3";"T";2;3;"other";"other";"home";"father";2;1;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";5;3;3;1;1;3;0;"13";"14";14
+"GP";"F";17;"U";"LE3";"T";2;4;"services";"services";"course";"father";1;2;0;"no";"no";"no";"yes";"yes";"yes";"yes";"yes";4;3;2;1;1;5;0;"14";"15";15
+"GP";"M";17;"U";"GT3";"T";4;4;"services";"teacher";"home";"mother";1;1;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";5;2;3;1;2;5;4;"17";"15";16
+"GP";"M";16;"R";"LE3";"T";3;3;"teacher";"other";"home";"father";3;1;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"no";3;3;4;3;5;3;8;"9";"9";10
+"GP";"F";17;"U";"GT3";"T";4;4;"services";"teacher";"home";"mother";2;1;1;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;2;4;2;3;2;24;"18";"18";18
+"GP";"F";16;"U";"LE3";"T";4;4;"teacher";"teacher";"reputation";"mother";1;2;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"no";4;5;2;1;2;3;0;"9";"9";10
+"GP";"F";16;"U";"GT3";"T";4;3;"health";"other";"home";"mother";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;3;5;1;5;2;2;"16";"16";16
+"GP";"F";16;"U";"GT3";"T";2;3;"other";"other";"reputation";"mother";1;2;0;"yes";"yes";"yes";"yes";"yes";"yes";"no";"no";4;4;3;1;3;4;6;"8";"10";10
+"GP";"F";17;"U";"GT3";"T";1;1;"other";"other";"course";"mother";1;2;0;"no";"yes";"yes";"no";"no";"yes";"no";"no";4;4;4;1;3;1;4;"9";"9";10
+"GP";"F";17;"R";"GT3";"T";2;2;"other";"other";"reputation";"mother";1;1;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";5;3;2;1;2;3;18;"7";"6";6
+"GP";"F";16;"R";"GT3";"T";2;2;"services";"services";"reputation";"mother";2;4;0;"no";"yes";"yes";"yes";"no";"yes";"yes";"no";5;3;5;1;1;5;6;"10";"10";11
+"GP";"F";17;"U";"GT3";"T";3;4;"at_home";"services";"home";"mother";1;3;1;"no";"yes";"yes";"no";"yes";"yes";"yes";"yes";4;4;3;3;4;5;28;"10";"9";9
+"GP";"F";16;"U";"GT3";"A";3;1;"services";"other";"course";"mother";1;2;3;"no";"yes";"yes";"no";"yes";"yes";"yes";"no";2;3;3;2;2;4;5;"7";"7";7
+"GP";"F";16;"U";"GT3";"T";4;3;"teacher";"other";"other";"mother";1;2;0;"no";"no";"yes";"yes";"yes";"yes";"yes";"yes";1;3;2;1;1;1;10;"11";"12";13
+"GP";"F";16;"U";"GT3";"T";1;1;"at_home";"other";"home";"mother";2;1;0;"no";"yes";"yes";"no";"yes";"yes";"no";"no";4;3;2;1;4;5;6;"9";"9";10
+"GP";"F";17;"R";"GT3";"T";4;3;"teacher";"other";"reputation";"mother";2;3;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"yes";4;4;2;1;1;4;6;"7";"7";7
+"GP";"F";19;"U";"GT3";"T";3;3;"other";"other";"reputation";"other";1;4;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"no";4;3;3;1;2;3;10;"8";"8";8
+"GP";"M";17;"U";"LE3";"T";4;4;"services";"other";"home";"mother";1;2;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"yes";5;3;5;4;5;3;13;"12";"12";13
+"GP";"F";16;"U";"GT3";"A";2;2;"other";"other";"reputation";"mother";1;2;0;"yes";"yes";"yes";"no";"yes";"yes";"yes";"no";3;3;4;1;1;4;0;"12";"13";14
+"GP";"M";18;"U";"GT3";"T";2;2;"services";"other";"home";"mother";1;2;1;"no";"yes";"yes";"yes";"yes";"yes";"yes";"no";4;4;4;2;4;5;15;"6";"7";8
+"GP";"F";17;"R";"LE3";"T";4;4;"services";"other";"other";"mother";1;1;0;"no";"yes";"yes";"no";"yes";"yes";"no";"no";5;2;1;1;2;3;12;"8";"10";10
+"GP";"F";17;"U";"LE3";"T";3;2;"other";"other";"reputation";"mother";2;2;0;"no";"no";"yes";"no";"yes";"yes";"yes";"no";4;4;4;1;3;1;2;"14";"15";15
+"GP";"F";17;"U";"GT3";"T";4;3;"other";"other";"reputation";"mother";1;2;2;"no";"no";"yes";"no";"yes";"yes";"yes";"yes";3;4;5;2;4;1;22;"6";"6";4
+"GP";"M";18;"U";"LE3";"T";3;3;"services";"health";"home";"father";1;2;1;"no";"yes";"yes";"no";"yes";"yes";"yes";"no";3;2;4;2;4;4;13;"6";"6";8
+"GP";"F";17;"U";"GT3";"T";2;3;"at_home";"other";"home";"father";2;1;0;"no";"yes";"yes";"no";"yes";"yes";"no";"no";3;3;3;1;4;3;3;"7";"7";8
+"GP";"F";17;"U";"GT3";"T";2;2;"at_home";"at_home";"course";"mother";1;3;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"no";4;3;3;1;1;4;4;"9";"10";10
+"GP";"F";17;"R";"GT3";"T";2;1;"at_home";"services";"reputation";"mother";2;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;2;5;1;2;5;2;"6";"6";6
+"GP";"F";17;"U";"GT3";"T";1;1;"at_home";"other";"reputation";"mother";1;3;1;"no";"yes";"no";"yes";"yes";"yes";"no";"yes";4;3;4;1;1;5;0;"6";"5";0
+"GP";"F";16;"U";"GT3";"T";2;3;"services";"teacher";"other";"mother";1;2;0;"yes";"no";"no";"no";"yes";"yes";"yes";"no";2;3;1;1;1;3;2;"16";"16";17
+"GP";"M";18;"U";"GT3";"T";2;2;"other";"other";"home";"mother";2;2;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"no";3;3;3;5;5;4;0;"12";"13";13
+"GP";"F";16;"U";"GT3";"T";4;4;"teacher";"services";"home";"mother";1;3;0;"no";"yes";"no";"yes";"no";"yes";"yes";"no";5;3;2;1;1;5;0;"13";"13";14
+"GP";"F";18;"R";"GT3";"T";3;1;"other";"other";"reputation";"mother";1;2;1;"no";"no";"no";"yes";"yes";"yes";"yes";"yes";5;3;3;1;1;4;16;"9";"8";7
+"GP";"F";17;"U";"GT3";"T";3;2;"other";"other";"course";"mother";1;2;0;"no";"no";"no";"yes";"no";"yes";"yes";"no";5;3;4;1;3;3;10;"16";"15";15
+"GP";"M";17;"U";"LE3";"T";2;3;"services";"services";"reputation";"father";1;2;0;"no";"yes";"yes";"no";"no";"yes";"yes";"no";5;3;3;1;3;3;2;"12";"11";12
+"GP";"M";18;"U";"LE3";"T";2;1;"at_home";"other";"course";"mother";4;2;0;"yes";"yes";"yes";"yes";"yes";"yes";"yes";"yes";4;3;2;4;5;3;14;"10";"8";9
+"GP";"F";17;"U";"GT3";"A";2;1;"other";"other";"course";"mother";2;3;0;"no";"no";"no";"yes";"yes";"yes";"yes";"yes";3;2;3;1;2;3;10;"12";"10";12
+"GP";"F";17;"U";"LE3";"T";4;3;"health";"other";"reputation";"father";1;2;0;"no";"no";"no";"yes";"yes";"yes";"yes";"yes";3;2;3;1;2;3;14;"13";"13";14
+"GP";"M";17;"R";"GT3";"T";2;2;"other";"other";"course";"father";2;2;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"no";4;5;2;1;1;1;4;"11";"11";11
+"GP";"M";17;"U";"GT3";"T";4;4;"teacher";"teacher";"reputation";"mother";1;2;0;"yes";"yes";"no";"yes";"yes";"yes";"yes";"yes";4;5;5;1;3;2;14;"11";"9";9
+"GP";"M";16;"U";"GT3";"T";4;4;"health";"other";"reputation";"father";1;2;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"no";4;2;4;2;4;1;2;"14";"13";13
+"GP";"M";16;"U";"LE3";"T";1;1;"other";"other";"home";"mother";2;2;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"no";3;4;2;1;1;5;18;"9";"7";6
+"GP";"M";16;"U";"GT3";"T";3;2;"at_home";"other";"reputation";"mother";2;3;0;"no";"no";"no";"yes";"yes";"yes";"yes";"yes";5;3;3;1;3;2;10;"11";"9";10
+"GP";"M";17;"U";"LE3";"T";2;2;"other";"other";"home";"father";1;2;0;"no";"no";"yes";"yes";"no";"yes";"yes";"yes";4;4;2;5;5;4;4;"14";"13";13
+"GP";"F";16;"U";"GT3";"T";2;1;"other";"other";"home";"mother";1;1;0;"no";"no";"no";"no";"yes";"yes";"yes";"yes";4;5;2;1;1;5;20;"13";"12";12
+"GP";"F";17;"R";"GT3";"T";2;1;"at_home";"services";"course";"mother";3;2;0;"no";"no";"no";"yes";"yes";"yes";"no";"no";2;1;1;1;1;3;2;"13";"11";11
+"GP";"M";18;"U";"GT3";"T";2;2;"other";"services";"reputation";"father";1;2;1;"no";"no";"no";"no";"yes";"no";"yes";"no";5;5;4;3;5;2;0;"7";"7";0
+"GP";"M";17;"U";"LE3";"T";4;3;"health";"other";"course";"mother";2;2;0;"no";"no";"no";"yes";"yes";"yes";"yes";"yes";2;5;5;1;4;5;14;"12";"12";12
+"GP";"M";17;"R";"LE3";"A";4;4;"teacher";"other";"course";"mother";2;2;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"no";3;3;3;2;3;4;2;"10";"11";12
+"GP";"M";16;"U";"LE3";"T";4;3;"teacher";"other";"course";"mother";1;1;0;"no";"no";"no";"yes";"no";"yes";"yes";"no";5;4;5;1;1;3;0;"6";"0";0
+"GP";"M";16;"U";"GT3";"T";4;4;"services";"services";"course";"mother";1;1;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";5;3;2;1;2;5;0;"13";"12";12
+"GP";"F";18;"U";"GT3";"T";2;1;"other";"other";"course";"other";2;3;0;"no";"yes";"yes";"no";"no";"yes";"yes";"yes";4;4;4;1;1;3;0;"7";"0";0
+"GP";"M";16;"U";"GT3";"T";2;1;"other";"other";"course";"mother";3;1;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";4;3;3;1;1;4;6;"18";"18";18
+"GP";"M";17;"U";"GT3";"T";2;3;"other";"other";"course";"father";2;1;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";5;2;2;1;1;2;4;"12";"12";13
+"GP";"M";22;"U";"GT3";"T";3;1;"services";"services";"other";"mother";1;1;3;"no";"no";"no";"no";"no";"no";"yes";"yes";5;4;5;5;5;1;16;"6";"8";8
+"GP";"M";18;"R";"LE3";"T";3;3;"other";"services";"course";"mother";1;2;1;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";4;3;3;1;3;5;8;"3";"5";5
+"GP";"M";16;"U";"GT3";"T";0;2;"other";"other";"other";"mother";1;1;0;"no";"no";"yes";"no";"no";"yes";"yes";"no";4;3;2;2;4;5;0;"13";"15";15
+"GP";"M";18;"U";"GT3";"T";3;2;"services";"other";"course";"mother";2;1;1;"no";"no";"no";"no";"yes";"no";"yes";"no";4;4;5;2;4;5;0;"6";"8";8
+"GP";"M";16;"U";"GT3";"T";3;3;"at_home";"other";"reputation";"other";3;2;0;"yes";"yes";"no";"no";"no";"yes";"yes";"no";5;3;3;1;3;2;6;"7";"10";10
+"GP";"M";18;"U";"GT3";"T";2;1;"services";"services";"other";"mother";1;1;1;"no";"no";"no";"no";"no";"no";"yes";"no";3;2;5;2;5;5;4;"6";"9";8
+"GP";"M";16;"R";"GT3";"T";2;1;"other";"other";"course";"mother";2;1;0;"no";"no";"no";"yes";"no";"yes";"no";"no";3;3;2;1;3;3;0;"8";"9";8
+"GP";"M";17;"R";"GT3";"T";2;1;"other";"other";"course";"mother";1;1;0;"no";"no";"no";"no";"no";"yes";"yes";"no";4;4;2;2;4;5;0;"8";"12";12
+"GP";"M";17;"U";"LE3";"T";1;1;"health";"other";"course";"mother";2;1;1;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;4;4;1;2;5;2;"7";"9";8
+"GP";"F";17;"U";"LE3";"T";4;2;"teacher";"services";"reputation";"mother";1;4;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"no";4;2;3;1;1;4;6;"14";"12";13
+"GP";"M";19;"U";"LE3";"A";4;3;"services";"at_home";"reputation";"mother";1;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;3;1;1;1;1;12;"11";"11";11
+"GP";"M";18;"U";"GT3";"T";2;1;"other";"other";"home";"mother";1;2;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";5;2;4;1;2;4;8;"15";"14";14
+"GP";"F";17;"U";"LE3";"T";2;2;"services";"services";"course";"father";1;4;0;"no";"no";"yes";"yes";"yes";"yes";"yes";"yes";3;4;1;1;1;2;0;"10";"9";0
+"GP";"F";18;"U";"GT3";"T";4;3;"services";"other";"home";"father";1;2;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"yes";3;1;2;1;3;2;21;"17";"18";18
+"GP";"M";18;"U";"GT3";"T";4;3;"teacher";"other";"course";"mother";1;2;0;"no";"yes";"yes";"no";"no";"yes";"yes";"no";4;3;2;1;1;3;2;"8";"8";8
+"GP";"M";18;"R";"GT3";"T";3;2;"other";"other";"course";"mother";1;3;0;"no";"no";"no";"yes";"no";"yes";"no";"no";5;3;2;1;1;3;1;"13";"12";12
+"GP";"F";17;"U";"GT3";"T";3;3;"other";"other";"home";"mother";1;3;0;"no";"no";"no";"yes";"no";"yes";"no";"no";3;2;3;1;1;4;4;"10";"9";9
+"GP";"F";18;"U";"GT3";"T";2;2;"at_home";"services";"home";"mother";1;3;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"yes";4;3;3;1;1;3;0;"9";"10";0
+"GP";"M";18;"R";"LE3";"A";3;4;"other";"other";"reputation";"mother";2;2;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"no";4;2;5;3;4;1;13;"17";"17";17
+"GP";"M";17;"U";"GT3";"T";3;1;"services";"other";"other";"mother";1;2;0;"no";"no";"yes";"yes";"yes";"yes";"yes";"yes";5;4;4;3;4;5;2;"9";"9";10
+"GP";"F";18;"R";"GT3";"T";4;4;"teacher";"other";"reputation";"mother";2;2;0;"no";"no";"yes";"yes";"yes";"yes";"yes";"no";4;3;4;2;2;4;8;"12";"10";11
+"GP";"M";18;"U";"GT3";"T";4;2;"health";"other";"reputation";"father";1;2;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"yes";5;4;5;1;3;5;10;"10";"9";10
+"GP";"F";18;"R";"GT3";"T";2;1;"other";"other";"reputation";"mother";2;2;0;"no";"yes";"no";"no";"yes";"no";"yes";"yes";4;3;5;1;2;3;0;"6";"0";0
+"GP";"F";19;"U";"GT3";"T";3;3;"other";"services";"home";"other";1;2;2;"no";"yes";"yes";"yes";"yes";"yes";"yes";"no";4;3;5;3;3;5;15;"9";"9";9
+"GP";"F";18;"U";"GT3";"T";2;3;"other";"services";"reputation";"father";1;4;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"yes";4;5;5;1;3;2;4;"15";"14";14
+"GP";"F";18;"U";"LE3";"T";1;1;"other";"other";"home";"mother";2;2;0;"no";"yes";"yes";"no";"no";"yes";"no";"no";4;4;3;1;1;3;2;"11";"11";11
+"GP";"M";17;"R";"GT3";"T";1;2;"at_home";"at_home";"home";"mother";1;2;0;"no";"yes";"yes";"yes";"no";"yes";"no";"yes";3;5;2;2;2;1;2;"15";"14";14
+"GP";"F";17;"U";"GT3";"T";2;4;"at_home";"health";"reputation";"mother";2;2;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"yes";4;3;3;1;1;1;2;"10";"10";10
+"GP";"F";17;"U";"LE3";"T";2;2;"services";"other";"course";"mother";2;2;0;"yes";"yes";"yes";"no";"yes";"yes";"yes";"yes";4;4;4;2;3;5;6;"12";"12";12
+"GP";"F";18;"R";"GT3";"A";3;2;"other";"services";"home";"mother";2;2;0;"no";"no";"no";"no";"no";"no";"yes";"yes";4;1;1;1;1;5;75;"10";"9";9
+"GP";"M";18;"U";"GT3";"T";4;4;"teacher";"services";"home";"mother";2;1;0;"no";"no";"yes";"yes";"yes";"yes";"yes";"no";3;2;4;1;4;3;22;"9";"9";9
+"GP";"F";18;"U";"GT3";"T";4;4;"health";"health";"reputation";"father";1;2;1;"yes";"yes";"no";"yes";"yes";"yes";"yes";"yes";2;4;4;1;1;4;15;"9";"8";8
+"GP";"M";18;"U";"LE3";"T";4;3;"teacher";"services";"course";"mother";2;1;0;"no";"no";"yes";"yes";"yes";"yes";"yes";"no";4;2;3;1;2;1;8;"10";"11";10
+"GP";"M";17;"U";"LE3";"A";4;1;"services";"other";"home";"mother";2;1;0;"no";"no";"yes";"yes";"yes";"yes";"yes";"yes";4;5;4;2;4;5;30;"8";"8";8
+"GP";"M";17;"U";"LE3";"A";3;2;"teacher";"services";"home";"mother";1;1;1;"no";"no";"no";"no";"yes";"yes";"yes";"no";4;4;4;3;4;3;19;"11";"9";10
+"GP";"F";18;"R";"LE3";"T";1;1;"at_home";"other";"reputation";"mother";2;4;0;"no";"yes";"yes";"yes";"yes";"yes";"no";"no";5;2;2;1;1;3;1;"12";"12";12
+"GP";"F";18;"U";"GT3";"T";1;1;"other";"other";"home";"mother";2;2;0;"yes";"no";"no";"yes";"yes";"yes";"yes";"no";5;4;4;1;1;4;4;"8";"9";10
+"GP";"F";17;"U";"GT3";"T";2;2;"other";"other";"course";"mother";1;2;0;"no";"yes";"no";"no";"no";"yes";"yes";"no";5;4;5;1;2;5;4;"10";"9";11
+"GP";"M";17;"U";"GT3";"T";1;1;"other";"other";"reputation";"father";1;2;0;"no";"no";"yes";"no";"no";"yes";"yes";"no";4;3;3;1;2;4;2;"12";"10";11
+"GP";"F";18;"U";"GT3";"T";2;2;"at_home";"at_home";"other";"mother";1;3;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"no";4;3;3;1;2;2;5;"18";"18";19
+"GP";"F";17;"U";"GT3";"T";1;1;"services";"teacher";"reputation";"mother";1;3;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"no";4;3;3;1;1;3;6;"13";"12";12
+"GP";"M";18;"U";"GT3";"T";2;1;"services";"services";"reputation";"mother";1;3;0;"no";"no";"yes";"yes";"yes";"yes";"yes";"no";4;2;4;1;3;2;6;"15";"14";14
+"GP";"M";18;"U";"LE3";"A";4;4;"teacher";"teacher";"reputation";"mother";1;2;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"no";5;4;3;1;1;2;9;"15";"13";15
+"GP";"M";18;"U";"GT3";"T";4;2;"teacher";"other";"home";"mother";1;2;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"yes";4;3;2;1;4;5;11;"12";"11";11
+"GP";"F";17;"U";"GT3";"T";4;3;"health";"services";"reputation";"mother";1;3;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"no";4;2;2;1;2;3;0;"15";"15";15
+"GP";"F";18;"U";"LE3";"T";2;1;"services";"at_home";"reputation";"mother";1;2;1;"no";"no";"no";"no";"yes";"yes";"yes";"yes";5;4;3;1;1;5;12;"12";"12";13
+"GP";"F";17;"R";"LE3";"T";3;1;"services";"other";"reputation";"mother";2;4;0;"no";"yes";"yes";"no";"yes";"yes";"no";"no";3;1;2;1;1;3;6;"18";"18";18
+"GP";"M";18;"R";"LE3";"T";3;2;"services";"other";"reputation";"mother";2;3;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"no";5;4;2;1;1;4;8;"14";"13";14
+"GP";"M";17;"U";"GT3";"T";3;3;"health";"other";"home";"mother";1;1;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"no";4;4;3;1;3;5;4;"14";"12";11
+"GP";"F";19;"U";"GT3";"T";4;4;"health";"other";"reputation";"other";2;2;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"no";2;3;4;2;3;2;0;"10";"9";0
+"GP";"F";18;"U";"LE3";"T";4;3;"other";"other";"home";"other";2;2;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"yes";4;4;5;1;2;2;10;"10";"8";8
+"GP";"F";18;"U";"GT3";"T";4;3;"other";"other";"reputation";"father";1;4;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"no";4;3;3;1;1;3;0;"14";"13";14
+"GP";"M";18;"U";"LE3";"T";4;4;"teacher";"teacher";"home";"mother";1;1;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"yes";1;4;2;2;2;1;5;"16";"15";16
+"GP";"F";18;"U";"LE3";"A";4;4;"health";"other";"home";"mother";1;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";4;2;4;1;1;4;14;"12";"10";11
+"GP";"M";17;"U";"LE3";"T";4;4;"other";"teacher";"home";"father";2;1;0;"no";"no";"yes";"no";"yes";"yes";"yes";"no";4;1;1;2;2;5;0;"11";"11";10
+"GP";"F";17;"U";"GT3";"T";4;2;"other";"other";"reputation";"mother";2;3;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"no";4;3;3;1;1;3;0;"15";"12";14
+"GP";"F";17;"U";"GT3";"T";3;2;"health";"health";"reputation";"father";1;4;0;"no";"yes";"yes";"yes";"no";"yes";"yes";"no";5;2;2;1;2;5;0;"17";"17";18
+"GP";"M";19;"U";"GT3";"T";3;3;"other";"other";"home";"other";1;2;1;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";4;4;4;1;1;3;20;"15";"14";13
+"GP";"F";18;"U";"GT3";"T";2;4;"services";"at_home";"reputation";"other";1;2;1;"no";"yes";"yes";"yes";"yes";"yes";"yes";"no";4;4;3;1;1;3;8;"14";"12";12
+"GP";"M";20;"U";"GT3";"A";3;2;"services";"other";"course";"other";1;1;0;"no";"no";"no";"yes";"yes";"yes";"no";"no";5;5;3;1;1;5;0;"17";"18";18
+"GP";"M";19;"U";"GT3";"T";4;4;"teacher";"services";"reputation";"other";2;1;1;"no";"yes";"yes";"no";"yes";"yes";"yes";"yes";4;3;4;1;1;4;38;"8";"9";8
+"GP";"M";19;"R";"GT3";"T";3;3;"other";"services";"reputation";"father";1;2;1;"no";"no";"no";"yes";"yes";"yes";"no";"yes";4;5;3;1;2;5;0;"15";"12";12
+"GP";"F";19;"U";"LE3";"T";1;1;"at_home";"other";"reputation";"other";1;2;1;"yes";"yes";"no";"yes";"no";"yes";"yes";"no";4;4;3;1;3;3;18;"12";"10";10
+"GP";"F";19;"U";"LE3";"T";1;2;"services";"services";"home";"other";1;2;1;"no";"no";"no";"yes";"no";"yes";"no";"yes";4;2;4;2;2;3;0;"9";"9";0
+"GP";"F";19;"U";"GT3";"T";2;1;"at_home";"other";"other";"other";3;2;0;"no";"yes";"no";"no";"yes";"no";"yes";"yes";3;4;1;1;1;2;20;"14";"12";13
+"GP";"M";19;"U";"GT3";"T";1;2;"other";"services";"course";"other";1;2;1;"no";"no";"no";"no";"no";"yes";"yes";"no";4;5;2;2;2;4;3;"13";"11";11
+"GP";"F";19;"U";"LE3";"T";3;2;"services";"other";"reputation";"other";2;2;1;"no";"yes";"yes";"no";"no";"yes";"yes";"yes";4;2;2;1;2;1;22;"13";"10";11
+"GP";"F";19;"U";"GT3";"T";1;1;"at_home";"health";"home";"other";1;3;2;"no";"no";"no";"no";"no";"yes";"yes";"yes";4;1;2;1;1;3;14;"15";"13";13
+"GP";"F";19;"R";"GT3";"T";2;3;"other";"other";"reputation";"other";1;3;1;"no";"no";"no";"no";"yes";"yes";"yes";"yes";4;1;2;1;1;3;40;"13";"11";11
+"GP";"F";18;"U";"GT3";"T";2;1;"services";"other";"course";"mother";2;2;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"no";5;3;3;1;2;1;0;"8";"8";0
+"GP";"F";18;"U";"GT3";"T";4;3;"other";"other";"course";"mother";1;3;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"yes";4;3;4;1;1;5;9;"9";"10";9
+"GP";"F";17;"R";"GT3";"T";3;4;"at_home";"services";"course";"father";1;3;0;"no";"yes";"yes";"yes";"no";"yes";"yes";"no";4;3;4;2;5;5;0;"11";"11";10
+"GP";"F";18;"U";"GT3";"T";4;4;"teacher";"other";"course";"mother";1;2;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"no";4;4;4;3;3;5;2;"11";"11";11
+"GP";"F";17;"U";"GT3";"A";4;3;"services";"services";"course";"mother";1;2;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"yes";5;2;2;1;2;5;23;"13";"13";13
+"GP";"F";17;"U";"GT3";"T";2;2;"other";"other";"course";"mother";1;2;0;"no";"yes";"no";"no";"yes";"yes";"no";"yes";4;2;2;1;1;3;12;"11";"9";9
+"GP";"F";17;"R";"LE3";"T";2;2;"services";"services";"course";"mother";1;3;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"no";3;3;2;2;2;3;3;"11";"11";11
+"GP";"F";17;"U";"GT3";"T";3;1;"services";"services";"course";"father";1;3;0;"no";"yes";"no";"no";"no";"yes";"yes";"no";3;4;3;2;3;5;1;"12";"14";15
+"GP";"F";17;"U";"LE3";"T";0;2;"at_home";"at_home";"home";"father";2;3;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";3;3;3;2;3;2;0;"16";"15";15
+"GP";"M";18;"U";"GT3";"T";4;4;"other";"other";"course";"mother";1;3;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";4;3;3;2;2;3;3;"9";"12";11
+"GP";"M";17;"U";"GT3";"T";3;3;"other";"services";"reputation";"mother";1;1;0;"no";"no";"no";"yes";"no";"yes";"yes";"no";4;3;5;3;5;5;3;"14";"15";16
+"GP";"M";17;"R";"GT3";"T";2;2;"services";"other";"course";"mother";4;1;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;4;5;5;5;4;8;"11";"10";10
+"GP";"F";17;"U";"GT3";"T";4;4;"teacher";"services";"course";"mother";1;3;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"no";5;4;4;1;3;4;7;"10";"9";9
+"GP";"F";17;"U";"GT3";"T";4;4;"teacher";"teacher";"course";"mother";2;3;0;"no";"yes";"yes";"no";"no";"yes";"yes";"yes";4;3;3;1;2;4;4;"14";"14";14
+"GP";"M";18;"U";"LE3";"T";2;2;"other";"other";"course";"mother";1;4;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;5;5;2;4;5;2;"9";"8";8
+"GP";"F";17;"R";"GT3";"T";2;4;"at_home";"other";"course";"father";1;3;0;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";4;4;3;1;1;5;7;"12";"14";14
+"GP";"F";18;"U";"GT3";"T";3;3;"services";"services";"home";"mother";1;2;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";5;3;4;1;1;4;0;"7";"0";0
+"GP";"F";18;"U";"LE3";"T";2;2;"other";"other";"home";"other";1;2;0;"no";"no";"no";"yes";"no";"yes";"yes";"yes";4;3;3;1;1;2;0;"8";"8";0
+"GP";"F";18;"R";"GT3";"T";2;2;"at_home";"other";"course";"mother";2;4;0;"no";"no";"no";"yes";"yes";"yes";"no";"no";4;4;4;1;1;4;0;"10";"9";0
+"GP";"F";17;"U";"GT3";"T";3;4;"services";"other";"course";"mother";1;3;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";4;4;5;1;3;5;16;"16";"15";15
+"GP";"F";19;"R";"GT3";"A";3;1;"services";"at_home";"home";"other";1;3;1;"no";"no";"yes";"no";"yes";"yes";"no";"no";5;4;3;1;2;5;12;"14";"13";13
+"GP";"F";17;"U";"GT3";"T";3;2;"other";"other";"home";"mother";1;2;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"yes";4;3;2;2;3;2;0;"7";"8";0
+"GP";"F";18;"U";"LE3";"T";3;3;"services";"services";"home";"mother";1;4;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";5;3;3;1;1;1;7;"16";"15";17
+"GP";"F";17;"R";"GT3";"A";3;2;"other";"other";"home";"mother";1;2;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"no";4;3;3;2;3;2;4;"9";"10";10
+"GP";"F";19;"U";"GT3";"T";2;1;"services";"services";"home";"other";1;3;1;"no";"no";"yes";"yes";"yes";"yes";"yes";"yes";4;3;4;1;3;3;4;"11";"12";11
+"GP";"M";18;"U";"GT3";"T";4;4;"teacher";"services";"home";"father";1;2;1;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;3;3;2;2;2;0;"10";"10";0
+"GP";"M";18;"U";"LE3";"T";3;4;"services";"other";"home";"mother";1;2;0;"no";"no";"no";"yes";"yes";"yes";"yes";"yes";4;3;3;1;3;5;11;"16";"15";15
+"GP";"F";17;"U";"GT3";"A";2;2;"at_home";"at_home";"home";"father";1;2;1;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";3;3;1;1;2;4;0;"9";"8";0
+"GP";"F";18;"U";"GT3";"T";2;3;"at_home";"other";"course";"mother";1;3;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;3;3;1;2;3;4;"11";"10";10
+"GP";"F";18;"U";"GT3";"T";3;2;"other";"services";"other";"mother";1;3;0;"no";"no";"no";"no";"yes";"yes";"yes";"yes";5;4;3;2;3;1;7;"13";"13";14
+"GP";"M";18;"R";"GT3";"T";4;3;"teacher";"services";"course";"mother";1;3;0;"no";"no";"no";"no";"yes";"yes";"yes";"yes";5;3;2;1;2;4;9;"16";"15";16
+"GP";"M";18;"U";"GT3";"T";4;3;"teacher";"other";"course";"mother";1;3;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"yes";5;4;5;2;3;5;0;"10";"10";9
+"GP";"F";17;"U";"GT3";"T";4;3;"health";"other";"reputation";"mother";1;3;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"yes";4;4;3;1;3;4;0;"13";"15";15
+"MS";"M";18;"R";"GT3";"T";3;2;"other";"other";"course";"mother";2;1;1;"no";"yes";"no";"no";"no";"yes";"yes";"no";2;5;5;5;5;5;10;"11";"13";13
+"MS";"M";19;"R";"GT3";"T";1;1;"other";"services";"home";"other";3;2;3;"no";"no";"no";"no";"yes";"yes";"yes";"no";5;4;4;3;3;2;8;"8";"7";8
+"MS";"M";17;"U";"GT3";"T";3;3;"health";"other";"course";"mother";2;2;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"no";4;5;4;2;3;3;2;"13";"13";13
+"MS";"M";18;"U";"LE3";"T";1;3;"at_home";"services";"course";"mother";1;1;1;"no";"no";"no";"no";"yes";"no";"yes";"yes";4;3;3;2;3;3;7;"8";"7";8
+"MS";"M";19;"R";"GT3";"T";1;1;"other";"other";"home";"other";3;1;1;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;4;4;3;3;5;4;"8";"8";8
+"MS";"M";17;"R";"GT3";"T";4;3;"services";"other";"home";"mother";2;2;0;"no";"yes";"yes";"yes";"no";"yes";"yes";"yes";4;5;5;1;3;2;4;"13";"11";11
+"MS";"F";18;"U";"GT3";"T";3;3;"services";"services";"course";"father";1;2;0;"no";"yes";"no";"no";"yes";"yes";"no";"yes";5;3;4;1;1;5;0;"10";"9";9
+"MS";"F";17;"R";"GT3";"T";4;4;"teacher";"services";"other";"father";2;2;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"no";4;3;3;1;2;5;4;"12";"13";13
+"MS";"F";17;"U";"LE3";"A";3;2;"services";"other";"reputation";"mother";2;2;0;"no";"no";"no";"no";"yes";"yes";"no";"yes";1;2;3;1;2;5;2;"12";"12";11
+"MS";"M";18;"U";"LE3";"T";1;1;"other";"services";"home";"father";2;1;0;"no";"no";"no";"no";"no";"yes";"yes";"yes";3;3;2;1;2;3;4;"10";"10";10
+"MS";"F";18;"U";"LE3";"T";1;1;"at_home";"services";"course";"father";2;3;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";5;3;2;1;1;4;0;"18";"16";16
+"MS";"F";18;"R";"LE3";"A";1;4;"at_home";"other";"course";"mother";3;2;0;"no";"no";"no";"no";"yes";"yes";"no";"yes";4;3;4;1;4;5;0;"13";"13";13
+"MS";"M";18;"R";"LE3";"T";1;1;"at_home";"other";"other";"mother";2;2;1;"no";"no";"no";"yes";"no";"no";"no";"no";4;4;3;2;3;5;2;"13";"12";12
+"MS";"F";18;"U";"GT3";"T";3;3;"services";"services";"other";"mother";2;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";4;3;2;1;3;3;0;"11";"11";10
+"MS";"F";17;"U";"LE3";"T";4;4;"at_home";"at_home";"course";"mother";1;2;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"yes";2;3;4;1;1;1;0;"16";"15";15
+"MS";"F";17;"R";"GT3";"T";1;2;"other";"services";"course";"father";2;2;0;"no";"no";"no";"no";"no";"yes";"no";"no";3;2;2;1;2;3;0;"12";"11";12
+"MS";"M";18;"R";"GT3";"T";1;3;"at_home";"other";"course";"mother";2;2;0;"no";"yes";"yes";"no";"yes";"yes";"no";"no";3;3;4;2;4;3;4;"10";"10";10
+"MS";"M";18;"U";"LE3";"T";4;4;"teacher";"services";"other";"mother";2;3;0;"no";"no";"yes";"no";"yes";"yes";"yes";"yes";4;2;2;2;2;5;0;"13";"13";13
+"MS";"F";17;"R";"GT3";"T";1;1;"other";"services";"reputation";"mother";3;1;1;"no";"yes";"yes";"no";"yes";"yes";"yes";"yes";5;2;1;1;2;1;0;"7";"6";0
+"MS";"F";18;"U";"GT3";"T";2;3;"at_home";"services";"course";"father";2;1;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"yes";5;2;3;1;2;4;0;"11";"10";10
+"MS";"F";18;"R";"GT3";"T";4;4;"other";"teacher";"other";"father";3;2;0;"no";"yes";"yes";"no";"no";"yes";"yes";"yes";3;2;2;4;2;5;10;"14";"12";11
+"MS";"F";19;"U";"LE3";"T";3;2;"services";"services";"home";"other";2;2;2;"no";"no";"no";"yes";"yes";"yes";"no";"yes";3;2;2;1;1;3;4;"7";"7";9
+"MS";"M";18;"R";"LE3";"T";1;2;"at_home";"services";"other";"father";3;1;0;"no";"yes";"yes";"yes";"yes";"no";"yes";"yes";4;3;3;2;3;3;3;"14";"12";12
+"MS";"F";17;"U";"GT3";"T";2;2;"other";"at_home";"home";"mother";1;3;0;"no";"no";"no";"yes";"yes";"yes";"no";"yes";3;4;3;1;1;3;8;"13";"11";11
+"MS";"F";17;"R";"GT3";"T";1;2;"other";"other";"course";"mother";1;1;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";3;5;5;1;3;1;14;"6";"5";5
+"MS";"F";18;"R";"LE3";"T";4;4;"other";"other";"reputation";"mother";2;3;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";5;4;4;1;1;1;0;"19";"18";19
+"MS";"F";18;"R";"GT3";"T";1;1;"other";"other";"home";"mother";4;3;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";4;3;2;1;2;4;2;"8";"8";10
+"MS";"F";20;"U";"GT3";"T";4;2;"health";"other";"course";"other";2;3;2;"no";"yes";"yes";"no";"no";"yes";"yes";"yes";5;4;3;1;1;3;4;"15";"14";15
+"MS";"F";18;"R";"LE3";"T";4;4;"teacher";"services";"course";"mother";1;2;0;"no";"no";"yes";"yes";"yes";"yes";"yes";"no";5;4;3;3;4;2;4;"8";"9";10
+"MS";"F";18;"U";"GT3";"T";3;3;"other";"other";"home";"mother";1;2;0;"no";"no";"yes";"no";"yes";"yes";"yes";"yes";4;1;3;1;2;1;0;"15";"15";15
+"MS";"F";17;"R";"GT3";"T";3;1;"at_home";"other";"reputation";"mother";1;2;0;"no";"yes";"yes";"yes";"no";"yes";"yes";"no";4;5;4;2;3;1;17;"10";"10";10
+"MS";"M";18;"U";"GT3";"T";4;4;"teacher";"teacher";"home";"father";1;2;0;"no";"no";"yes";"yes";"no";"yes";"yes";"no";3;2;4;1;4;2;4;"15";"14";14
+"MS";"M";18;"R";"GT3";"T";2;1;"other";"other";"other";"mother";2;1;0;"no";"no";"no";"yes";"no";"yes";"yes";"yes";4;4;3;1;3;5;5;"7";"6";7
+"MS";"M";17;"U";"GT3";"T";2;3;"other";"services";"home";"father";2;2;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";4;4;3;1;1;3;2;"11";"11";10
+"MS";"M";19;"R";"GT3";"T";1;1;"other";"services";"other";"mother";2;1;1;"no";"no";"no";"no";"yes";"yes";"no";"no";4;3;2;1;3;5;0;"6";"5";0
+"MS";"M";18;"R";"GT3";"T";4;2;"other";"other";"home";"father";2;1;1;"no";"no";"yes";"no";"yes";"yes";"no";"no";5;4;3;4;3;3;14;"6";"5";5
+"MS";"F";18;"R";"GT3";"T";2;2;"at_home";"other";"other";"mother";2;3;0;"no";"no";"yes";"no";"yes";"yes";"no";"no";5;3;3;1;3;4;2;"10";"9";10
+"MS";"F";18;"R";"GT3";"T";4;4;"teacher";"at_home";"reputation";"mother";3;1;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"yes";4;4;3;2;2;5;7;"6";"5";6
+"MS";"F";19;"R";"GT3";"T";2;3;"services";"other";"course";"mother";1;3;1;"no";"no";"no";"yes";"no";"yes";"yes";"no";5;4;2;1;2;5;0;"7";"5";0
+"MS";"F";18;"U";"LE3";"T";3;1;"teacher";"services";"course";"mother";1;2;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"no";4;3;4;1;1;1;0;"7";"9";8
+"MS";"F";18;"U";"GT3";"T";1;1;"other";"other";"course";"mother";2;2;1;"no";"no";"no";"yes";"yes";"yes";"no";"no";1;1;1;1;1;5;0;"6";"5";0
+"MS";"M";20;"U";"LE3";"A";2;2;"services";"services";"course";"other";1;2;2;"no";"yes";"yes";"no";"yes";"yes";"no";"no";5;5;4;4;5;4;11;"9";"9";9
+"MS";"M";17;"U";"LE3";"T";3;1;"services";"services";"course";"mother";2;1;0;"no";"no";"no";"no";"no";"yes";"yes";"no";2;4;5;3;4;2;3;"14";"16";16
+"MS";"M";21;"R";"GT3";"T";1;1;"other";"other";"course";"other";1;1;3;"no";"no";"no";"no";"no";"yes";"no";"no";5;5;3;3;3;3;3;"10";"8";7
+"MS";"M";18;"R";"LE3";"T";3;2;"services";"other";"course";"mother";3;1;0;"no";"no";"no";"no";"no";"yes";"yes";"no";4;4;1;3;4;5;0;"11";"12";10
+"MS";"M";19;"U";"LE3";"T";1;1;"other";"at_home";"course";"father";1;1;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";3;2;3;3;3;5;5;"8";"9";9
diff --git "a/Projekty/Projekt1/Pawlikowski_Szmajdzi\305\204ski/student/student-merge.R" "b/Projekty/Projekt1/Pawlikowski_Szmajdzi\305\204ski/student/student-merge.R"
new file mode 100644
index 000000000..91d77c2dd
--- /dev/null
+++ "b/Projekty/Projekt1/Pawlikowski_Szmajdzi\305\204ski/student/student-merge.R"
@@ -0,0 +1,5 @@
+d1=read.table("student-mat.csv",sep=";",header=TRUE)
+d2=read.table("student-por.csv",sep=";",header=TRUE)
+
+d3=merge(d1,d2,by=c("school","sex","age","address","famsize","Pstatus","Medu","Fedu","Mjob","Fjob","reason","nursery","internet"))
+print(nrow(d3)) # 382 students
diff --git "a/Projekty/Projekt1/Pawlikowski_Szmajdzi\305\204ski/student/student-por.csv" "b/Projekty/Projekt1/Pawlikowski_Szmajdzi\305\204ski/student/student-por.csv"
new file mode 100644
index 000000000..2e461960b
--- /dev/null
+++ "b/Projekty/Projekt1/Pawlikowski_Szmajdzi\305\204ski/student/student-por.csv"
@@ -0,0 +1,650 @@
+school;sex;age;address;famsize;Pstatus;Medu;Fedu;Mjob;Fjob;reason;guardian;traveltime;studytime;failures;schoolsup;famsup;paid;activities;nursery;higher;internet;romantic;famrel;freetime;goout;Dalc;Walc;health;absences;G1;G2;G3
+"GP";"F";18;"U";"GT3";"A";4;4;"at_home";"teacher";"course";"mother";2;2;0;"yes";"no";"no";"no";"yes";"yes";"no";"no";4;3;4;1;1;3;4;"0";"11";11
+"GP";"F";17;"U";"GT3";"T";1;1;"at_home";"other";"course";"father";1;2;0;"no";"yes";"no";"no";"no";"yes";"yes";"no";5;3;3;1;1;3;2;"9";"11";11
+"GP";"F";15;"U";"LE3";"T";1;1;"at_home";"other";"other";"mother";1;2;0;"yes";"no";"no";"no";"yes";"yes";"yes";"no";4;3;2;2;3;3;6;"12";"13";12
+"GP";"F";15;"U";"GT3";"T";4;2;"health";"services";"home";"mother";1;3;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";3;2;2;1;1;5;0;"14";"14";14
+"GP";"F";16;"U";"GT3";"T";3;3;"other";"other";"home";"father";1;2;0;"no";"yes";"no";"no";"yes";"yes";"no";"no";4;3;2;1;2;5;0;"11";"13";13
+"GP";"M";16;"U";"LE3";"T";4;3;"services";"other";"reputation";"mother";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";5;4;2;1;2;5;6;"12";"12";13
+"GP";"M";16;"U";"LE3";"T";2;2;"other";"other";"home";"mother";1;2;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";4;4;4;1;1;3;0;"13";"12";13
+"GP";"F";17;"U";"GT3";"A";4;4;"other";"teacher";"home";"mother";2;2;0;"yes";"yes";"no";"no";"yes";"yes";"no";"no";4;1;4;1;1;1;2;"10";"13";13
+"GP";"M";15;"U";"LE3";"A";3;2;"services";"other";"home";"mother";1;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;2;2;1;1;1;0;"15";"16";17
+"GP";"M";15;"U";"GT3";"T";3;4;"other";"other";"home";"mother";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";5;5;1;1;1;5;0;"12";"12";13
+"GP";"F";15;"U";"GT3";"T";4;4;"teacher";"health";"reputation";"mother";1;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";3;3;3;1;2;2;2;"14";"14";14
+"GP";"F";15;"U";"GT3";"T";2;1;"services";"other";"reputation";"father";3;3;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";5;2;2;1;1;4;0;"10";"12";13
+"GP";"M";15;"U";"LE3";"T";4;4;"health";"services";"course";"father";1;1;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;3;3;1;3;5;0;"12";"13";12
+"GP";"M";15;"U";"GT3";"T";4;3;"teacher";"other";"course";"mother";2;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";5;4;3;1;2;3;0;"12";"12";13
+"GP";"M";15;"U";"GT3";"A";2;2;"other";"other";"home";"other";1;3;0;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";4;5;2;1;1;3;0;"14";"14";15
+"GP";"F";16;"U";"GT3";"T";4;4;"health";"other";"home";"mother";1;1;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;4;4;1;2;2;6;"17";"17";17
+"GP";"F";16;"U";"GT3";"T";4;4;"services";"services";"reputation";"mother";1;3;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";3;2;3;1;2;2;10;"13";"13";14
+"GP";"F";16;"U";"GT3";"T";3;3;"other";"other";"reputation";"mother";3;2;0;"yes";"yes";"no";"yes";"yes";"yes";"no";"no";5;3;2;1;1;4;2;"13";"14";14
+"GP";"M";17;"U";"GT3";"T";3;2;"services";"services";"course";"mother";1;1;3;"no";"yes";"yes";"yes";"yes";"yes";"yes";"no";5;5;5;2;4;5;2;"8";"8";7
+"GP";"M";16;"U";"LE3";"T";4;3;"health";"other";"home";"father";1;1;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";3;1;3;1;3;5;6;"12";"12";12
+"GP";"M";15;"U";"GT3";"T";4;3;"teacher";"other";"reputation";"mother";1;2;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";4;4;1;1;1;1;0;"12";"13";14
+"GP";"M";15;"U";"GT3";"T";4;4;"health";"health";"other";"father";1;1;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"no";5;4;2;1;1;5;0;"11";"12";12
+"GP";"M";16;"U";"LE3";"T";4;2;"teacher";"other";"course";"mother";1;2;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";4;5;1;1;3;5;0;"12";"13";14
+"GP";"M";16;"U";"LE3";"T";2;2;"other";"other";"reputation";"mother";2;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";5;4;4;2;4;5;2;"10";"10";10
+"GP";"F";15;"R";"GT3";"T";2;4;"services";"health";"course";"mother";1;3;0;"yes";"yes";"no";"yes";"yes";"yes";"yes";"no";4;3;2;1;1;5;2;"10";"11";10
+"GP";"F";16;"U";"GT3";"T";2;2;"services";"services";"home";"mother";1;1;0;"no";"yes";"no";"no";"no";"yes";"yes";"no";1;2;2;1;3;5;6;"10";"11";12
+"GP";"M";15;"U";"GT3";"T";2;2;"other";"other";"home";"mother";1;1;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;2;2;1;2;5;8;"11";"12";12
+"GP";"M";15;"U";"GT3";"T";4;2;"health";"services";"other";"mother";1;1;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";2;2;4;2;4;1;0;"11";"11";11
+"GP";"M";16;"U";"LE3";"A";3;4;"services";"other";"home";"mother";1;2;0;"yes";"yes";"yes";"yes";"yes";"yes";"yes";"no";5;3;3;1;1;5;2;"12";"12";13
+"GP";"M";16;"U";"GT3";"T";4;4;"teacher";"teacher";"home";"mother";1;2;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"yes";4;4;5;5;5;5;4;"12";"11";12
+"GP";"M";15;"U";"GT3";"T";4;4;"health";"services";"home";"mother";1;2;0;"no";"yes";"yes";"no";"no";"yes";"yes";"no";5;4;2;3;4;5;0;"10";"11";11
+"GP";"M";15;"U";"GT3";"T";4;4;"services";"services";"reputation";"mother";2;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;3;1;1;1;5;2;"15";"15";15
+"GP";"M";15;"R";"GT3";"T";4;3;"teacher";"at_home";"course";"mother";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";4;5;2;1;1;5;0;"13";"14";15
+"GP";"M";15;"U";"LE3";"T";3;3;"other";"other";"course";"mother";1;2;0;"no";"no";"no";"yes";"no";"yes";"yes";"no";5;3;2;1;1;2;0;"13";"12";12
+"GP";"M";16;"U";"GT3";"T";3;2;"other";"other";"home";"mother";1;1;0;"no";"yes";"no";"no";"no";"yes";"yes";"no";5;4;3;1;1;5;4;"12";"12";12
+"GP";"F";15;"U";"GT3";"T";2;3;"other";"other";"other";"father";2;1;0;"no";"yes";"no";"yes";"yes";"yes";"no";"no";3;5;1;1;1;5;4;"11";"11";11
+"GP";"M";15;"U";"LE3";"T";4;3;"teacher";"services";"home";"mother";1;3;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";5;4;3;1;1;4;0;"14";"14";14
+"GP";"M";16;"R";"GT3";"A";4;4;"other";"teacher";"reputation";"mother";2;3;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";2;4;3;1;1;5;4;"13";"13";13
+"GP";"F";15;"R";"GT3";"T";3;4;"services";"health";"course";"mother";1;3;0;"yes";"yes";"no";"yes";"yes";"yes";"yes";"no";4;3;2;1;1;5;2;"11";"12";12
+"GP";"F";15;"R";"GT3";"T";2;2;"at_home";"other";"reputation";"mother";1;1;0;"yes";"yes";"no";"yes";"yes";"yes";"no";"no";4;3;1;1;1;2;8;"14";"13";12
+"GP";"F";16;"U";"LE3";"T";2;2;"other";"other";"home";"mother";2;2;0;"no";"yes";"no";"yes";"no";"yes";"yes";"yes";3;3;3;1;2;3;16;"11";"11";10
+"GP";"M";15;"U";"LE3";"T";4;4;"teacher";"other";"home";"other";1;1;0;"no";"yes";"no";"no";"no";"yes";"yes";"yes";5;4;3;2;4;5;8;"10";"11";11
+"GP";"M";15;"U";"GT3";"T";4;4;"services";"teacher";"course";"father";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;3;3;1;1;5;0;"14";"15";15
+"GP";"M";15;"U";"GT3";"T";2;2;"services";"services";"course";"father";1;1;0;"yes";"yes";"no";"no";"yes";"yes";"yes";"no";5;4;1;1;1;1;0;"9";"10";10
+"GP";"F";16;"U";"LE3";"T";2;2;"other";"at_home";"course";"father";2;2;1;"yes";"no";"no";"yes";"yes";"yes";"yes";"no";4;3;3;2;2;5;14;"10";"11";11
+"GP";"F";15;"U";"LE3";"A";4;3;"other";"other";"course";"mother";1;2;0;"yes";"yes";"yes";"yes";"yes";"yes";"yes";"yes";5;2;2;1;1;5;4;"10";"11";11
+"GP";"F";16;"U";"LE3";"A";3;3;"other";"services";"home";"mother";1;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";2;3;5;1;4;3;6;"13";"12";13
+"GP";"M";16;"U";"GT3";"T";4;3;"health";"services";"reputation";"mother";1;4;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";4;2;2;1;1;2;2;"17";"17";17
+"GP";"M";15;"U";"GT3";"T";4;2;"teacher";"other";"home";"mother";1;2;0;"no";"yes";"no";"no";"yes";"yes";"no";"no";4;3;3;2;2;5;4;"11";"12";13
+"GP";"F";15;"U";"GT3";"T";4;4;"services";"teacher";"other";"father";1;2;0;"yes";"yes";"no";"yes";"no";"yes";"yes";"no";4;4;4;1;1;3;2;"13";"12";12
+"GP";"F";16;"U";"LE3";"T";2;2;"services";"services";"course";"mother";3;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;3;3;2;3;4;0;"14";"13";13
+"GP";"F";15;"U";"LE3";"T";4;2;"health";"other";"other";"mother";1;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;3;3;1;1;5;0;"16";"14";16
+"GP";"M";15;"U";"LE3";"A";4;2;"health";"health";"other";"father";2;1;0;"no";"no";"no";"no";"yes";"yes";"no";"no";5;5;5;3;4;5;4;"10";"9";9
+"GP";"F";15;"U";"GT3";"T";4;4;"services";"services";"course";"mother";1;1;0;"yes";"yes";"no";"no";"yes";"yes";"yes";"no";3;3;4;2;3;5;0;"13";"12";12
+"GP";"F";15;"U";"LE3";"A";3;3;"other";"other";"other";"mother";1;1;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";5;3;4;4;4;1;0;"13";"12";13
+"GP";"F";16;"U";"GT3";"A";2;1;"other";"other";"other";"mother";1;2;0;"no";"no";"no";"yes";"yes";"yes";"yes";"yes";5;3;4;1;1;2;2;"12";"13";12
+"GP";"F";15;"U";"GT3";"A";4;3;"services";"services";"reputation";"mother";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;3;2;1;1;1;0;"15";"14";15
+"GP";"M";15;"U";"GT3";"T";4;4;"teacher";"health";"reputation";"mother";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"no";"no";3;2;2;1;1;5;8;"15";"15";16
+"GP";"M";15;"U";"LE3";"T";1;2;"other";"at_home";"home";"father";1;2;0;"yes";"yes";"no";"yes";"yes";"yes";"yes";"no";4;3;2;1;1;5;0;"14";"13";14
+"GP";"F";16;"U";"GT3";"T";4;2;"services";"other";"course";"mother";1;2;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"no";4;2;3;1;1;5;2;"16";"15";16
+"GP";"F";16;"R";"GT3";"T";4;4;"health";"teacher";"other";"mother";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"no";"no";2;4;4;2;3;4;0;"17";"16";16
+"GP";"F";16;"U";"GT3";"T";1;1;"services";"services";"course";"father";4;1;0;"yes";"yes";"no";"yes";"no";"yes";"yes";"yes";5;5;5;5;5;5;0;"10";"10";16
+"GP";"F";16;"U";"LE3";"T";1;2;"other";"services";"reputation";"father";1;2;0;"yes";"no";"no";"yes";"yes";"yes";"yes";"no";4;4;3;1;1;1;0;"13";"13";10
+"GP";"F";16;"U";"GT3";"T";4;3;"teacher";"health";"home";"mother";1;3;0;"yes";"yes";"no";"yes";"yes";"yes";"yes";"no";3;4;4;2;4;4;0;"14";"13";13
+"GP";"F";15;"U";"LE3";"T";4;3;"services";"services";"reputation";"father";1;2;0;"yes";"no";"no";"yes";"yes";"yes";"yes";"yes";4;4;4;2;4;2;0;"13";"12";12
+"GP";"F";16;"U";"LE3";"T";4;3;"teacher";"services";"course";"mother";3;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";5;4;3;1;2;1;2;"16";"15";16
+"GP";"M";15;"U";"GT3";"A";4;4;"other";"services";"reputation";"mother";1;4;0;"no";"yes";"no";"yes";"no";"yes";"yes";"yes";1;3;3;5;5;3;0;"11";"12";12
+"GP";"F";16;"U";"GT3";"T";3;1;"services";"other";"course";"mother";1;4;0;"yes";"yes";"no";"no";"yes";"yes";"yes";"no";4;3;3;1;2;5;0;"10";"9";10
+"GP";"F";15;"R";"LE3";"T";2;2;"health";"services";"reputation";"mother";2;2;0;"yes";"yes";"no";"no";"yes";"yes";"yes";"no";4;1;3;1;3;4;0;"11";"10";11
+"GP";"F";15;"R";"LE3";"T";3;1;"other";"other";"reputation";"father";2;4;0;"no";"yes";"no";"no";"no";"yes";"yes";"no";4;4;2;2;3;3;6;"15";"15";15
+"GP";"M";16;"U";"GT3";"T";3;1;"other";"other";"reputation";"father";2;4;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;3;2;1;1;5;2;"13";"11";11
+"GP";"M";15;"U";"GT3";"T";4;2;"other";"other";"course";"mother";1;4;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";3;3;3;1;1;3;0;"11";"9";10
+"GP";"F";15;"R";"GT3";"T";1;1;"other";"other";"reputation";"mother";1;2;0;"yes";"yes";"no";"no";"no";"yes";"yes";"yes";3;3;4;2;4;5;2;"13";"11";11
+"GP";"M";16;"U";"GT3";"T";3;1;"other";"other";"reputation";"mother";1;1;0;"no";"no";"no";"yes";"yes";"yes";"no";"no";5;3;2;2;2;5;0;"13";"13";14
+"GP";"F";16;"U";"GT3";"T";3;3;"other";"services";"home";"mother";1;2;0;"yes";"yes";"no";"yes";"yes";"yes";"yes";"no";4;3;3;2;4;5;4;"11";"11";11
+"GP";"M";15;"U";"GT3";"T";4;3;"teacher";"other";"home";"mother";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;3;3;2;3;5;0;"11";"11";11
+"GP";"M";15;"U";"GT3";"T";4;0;"teacher";"other";"course";"mother";2;4;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";3;4;3;1;1;1;0;"12";"11";11
+"GP";"F";16;"U";"GT3";"T";2;2;"other";"other";"reputation";"mother";1;4;0;"no";"no";"no";"no";"yes";"yes";"yes";"yes";5;2;3;1;3;3;1;"13";"13";13
+"GP";"M";17;"U";"GT3";"T";2;1;"other";"other";"home";"mother";2;1;3;"yes";"yes";"no";"yes";"yes";"no";"yes";"no";4;5;1;1;1;3;0;"9";"9";10
+"GP";"F";16;"U";"GT3";"T";3;4;"at_home";"other";"course";"mother";1;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";2;4;3;1;2;3;14;"12";"11";11
+"GP";"M";15;"U";"GT3";"T";2;3;"other";"services";"course";"father";1;1;0;"yes";"yes";"no";"yes";"no";"yes";"yes";"yes";3;2;2;1;3;3;0;"11";"11";12
+"GP";"M";15;"U";"GT3";"T";2;3;"other";"other";"home";"mother";1;3;0;"yes";"no";"no";"no";"no";"yes";"yes";"no";5;3;2;1;2;5;2;"10";"9";9
+"GP";"F";15;"U";"LE3";"T";3;2;"services";"other";"reputation";"mother";1;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;4;4;1;1;5;4;"12";"11";11
+"GP";"M";15;"U";"LE3";"T";2;2;"services";"services";"home";"mother";2;2;0;"no";"no";"yes";"yes";"yes";"yes";"yes";"no";5;3;3;1;3;4;2;"13";"12";13
+"GP";"F";15;"U";"GT3";"T";1;1;"other";"other";"home";"father";1;2;0;"no";"yes";"no";"yes";"no";"yes";"yes";"no";4;3;2;2;3;4;2;"13";"12";12
+"GP";"F";15;"U";"GT3";"T";4;4;"services";"services";"reputation";"father";2;2;0;"no";"no";"no";"no";"yes";"yes";"yes";"yes";4;4;4;2;3;5;4;"12";"11";12
+"GP";"F";16;"U";"LE3";"T";2;2;"at_home";"other";"course";"mother";1;2;0;"no";"yes";"no";"no";"yes";"yes";"no";"no";4;3;4;1;2;2;6;"13";"11";11
+"GP";"F";15;"U";"GT3";"T";4;2;"other";"other";"reputation";"mother";1;3;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";5;3;3;1;3;1;4;"15";"15";15
+"GP";"M";16;"U";"GT3";"T";2;2;"services";"other";"reputation";"father";2;2;0;"no";"no";"no";"yes";"no";"yes";"yes";"no";4;4;2;1;1;3;6;"12";"10";11
+"GP";"M";16;"U";"LE3";"A";4;4;"teacher";"health";"reputation";"mother";1;2;0;"no";"yes";"no";"no";"yes";"yes";"no";"no";4;1;3;3;5;5;6;"9";"9";10
+"GP";"F";16;"U";"GT3";"T";3;3;"other";"other";"home";"mother";1;3;0;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";4;3;3;1;3;4;2;"9";"11";11
+"GP";"F";15;"U";"GT3";"T";4;3;"services";"other";"reputation";"mother";1;1;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";4;5;5;1;3;1;6;"14";"13";13
+"GP";"F";16;"U";"LE3";"T";3;1;"other";"other";"home";"father";1;2;0;"yes";"yes";"no";"no";"yes";"yes";"no";"no";3;3;3;2;3;2;0;"12";"13";12
+"GP";"F";16;"U";"GT3";"T";4;2;"teacher";"services";"home";"mother";2;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";5;3;3;1;1;1;2;"13";"14";14
+"GP";"M";15;"U";"LE3";"T";2;2;"services";"health";"reputation";"mother";1;4;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;3;4;1;1;4;2;"11";"12";12
+"GP";"F";15;"R";"GT3";"T";1;1;"at_home";"other";"home";"mother";2;4;0;"yes";"yes";"yes";"yes";"yes";"yes";"yes";"no";3;1;2;1;1;1;4;"13";"13";13
+"GP";"M";16;"R";"GT3";"T";4;3;"services";"other";"reputation";"mother";2;1;0;"yes";"yes";"yes";"yes";"no";"yes";"yes";"no";3;3;3;1;1;4;6;"9";"11";11
+"GP";"F";16;"U";"GT3";"T";2;1;"other";"other";"course";"mother";1;2;0;"no";"yes";"no";"no";"yes";"yes";"no";"yes";4;3;5;1;1;5;0;"13";"12";12
+"GP";"F";16;"U";"GT3";"T";4;4;"other";"other";"reputation";"mother";1;1;0;"no";"no";"no";"yes";"no";"yes";"yes";"no";5;3;4;1;2;1;4;"12";"13";13
+"GP";"F";16;"U";"GT3";"T";4;3;"other";"at_home";"course";"mother";1;3;0;"yes";"yes";"no";"no";"yes";"yes";"yes";"no";5;3;5;1;1;3;2;"12";"13";13
+"GP";"M";16;"U";"GT3";"T";4;4;"services";"services";"other";"mother";1;1;0;"yes";"yes";"no";"yes";"yes";"yes";"yes";"no";4;5;5;5;5;4;12;"9";"9";8
+"GP";"M";16;"U";"GT3";"T";4;4;"services";"teacher";"other";"father";1;3;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";4;4;3;1;1;4;0;"16";"16";16
+"GP";"M";15;"U";"GT3";"T";4;4;"services";"other";"course";"mother";1;1;0;"no";"yes";"yes";"yes";"no";"yes";"yes";"no";5;3;3;1;1;5;2;"12";"13";12
+"GP";"F";15;"U";"GT3";"T";3;2;"services";"other";"home";"mother";2;2;0;"yes";"yes";"no";"no";"yes";"yes";"yes";"no";4;3;5;1;1;2;16;"11";"10";10
+"GP";"M";15;"U";"GT3";"A";3;4;"services";"other";"course";"mother";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";5;4;4;1;1;1;0;"16";"16";16
+"GP";"F";15;"U";"GT3";"A";3;3;"other";"health";"reputation";"father";1;4;0;"yes";"no";"no";"no";"yes";"yes";"no";"no";4;3;3;1;1;4;10;"10";"10";10
+"GP";"F";15;"U";"GT3";"T";2;2;"other";"other";"course";"mother";1;4;0;"yes";"yes";"no";"no";"yes";"yes";"yes";"no";5;1;2;1;1;3;4;"10";"10";10
+"GP";"M";16;"U";"GT3";"T";3;3;"services";"other";"home";"father";1;3;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";5;3;3;1;1;5;4;"13";"14";14
+"GP";"M";15;"R";"GT3";"T";4;4;"other";"other";"home";"father";4;4;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";1;3;5;3;5;1;8;"12";"10";11
+"GP";"F";16;"U";"LE3";"T";4;4;"health";"health";"other";"mother";1;3;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";5;4;5;1;1;4;2;"15";"15";14
+"GP";"M";15;"U";"LE3";"A";4;4;"teacher";"teacher";"course";"mother";1;1;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";5;5;3;1;1;4;4;"13";"14";14
+"GP";"F";16;"R";"GT3";"T";3;3;"services";"other";"reputation";"father";1;3;0;"yes";"yes";"no";"yes";"yes";"yes";"yes";"no";4;1;2;1;1;2;4;"11";"11";11
+"GP";"F";16;"U";"GT3";"T";2;2;"at_home";"other";"home";"mother";1;2;1;"yes";"no";"no";"yes";"yes";"yes";"yes";"no";3;1;2;1;1;5;12;"8";"10";10
+"GP";"M";15;"U";"LE3";"T";4;2;"teacher";"other";"course";"mother";1;1;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";3;5;2;1;1;3;10;"18";"17";18
+"GP";"M";15;"R";"GT3";"T";2;1;"health";"services";"reputation";"mother";1;2;0;"no";"no";"no";"yes";"yes";"yes";"yes";"yes";5;4;2;1;1;5;4;"10";"9";10
+"GP";"M";16;"U";"GT3";"T";4;4;"teacher";"teacher";"course";"father";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";5;4;4;1;2;5;6;"16";"14";14
+"GP";"M";15;"U";"GT3";"T";4;4;"other";"teacher";"reputation";"father";2;2;0;"no";"yes";"no";"yes";"yes";"yes";"no";"no";4;4;3;1;1;2;4;"16";"15";16
+"GP";"M";16;"U";"GT3";"T";3;3;"other";"services";"home";"father";2;1;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";5;4;2;1;1;5;6;"14";"14";15
+"GP";"M";17;"R";"GT3";"T";1;3;"other";"other";"course";"father";3;2;1;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";5;2;4;1;4;5;14;"12";"11";11
+"GP";"M";15;"U";"GT3";"T";3;4;"other";"other";"reputation";"father";1;1;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";3;4;3;1;2;4;2;"14";"13";14
+"GP";"F";15;"U";"GT3";"T";1;2;"at_home";"services";"course";"mother";1;2;0;"no";"no";"no";"no";"no";"yes";"yes";"no";3;2;3;1;2;1;0;"14";"14";14
+"GP";"M";15;"U";"GT3";"T";2;2;"services";"services";"home";"father";1;4;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";5;5;4;1;2;5;6;"14";"13";13
+"GP";"F";16;"U";"LE3";"T";2;4;"other";"health";"course";"father";2;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";4;2;2;1;2;5;2;"14";"12";13
+"GP";"M";16;"U";"GT3";"T";4;4;"health";"other";"course";"mother";1;1;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";3;4;4;1;4;5;4;"12";"13";13
+"GP";"F";16;"U";"GT3";"T";2;2;"other";"other";"home";"mother";1;2;0;"no";"no";"no";"no";"yes";"yes";"yes";"yes";5;4;4;1;1;5;0;"12";"11";11
+"GP";"M";15;"U";"GT3";"T";3;4;"services";"services";"home";"father";1;1;0;"yes";"no";"no";"no";"yes";"yes";"yes";"no";5;5;5;3;2;5;2;"9";"9";9
+"GP";"F";15;"U";"LE3";"A";3;4;"other";"other";"home";"mother";1;2;0;"yes";"no";"no";"yes";"yes";"yes";"yes";"yes";5;3;2;1;1;1;0;"10";"11";11
+"GP";"F";19;"U";"GT3";"T";0;1;"at_home";"other";"course";"other";1;2;2;"no";"yes";"no";"no";"no";"no";"no";"no";3;4;2;1;1;5;0;"9";"10";11
+"GP";"M";16;"R";"GT3";"T";4;4;"teacher";"teacher";"course";"mother";1;1;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";3;5;5;2;5;4;8;"14";"14";15
+"GP";"M";16;"U";"GT3";"T";2;3;"other";"other";"course";"mother";2;3;0;"no";"yes";"no";"no";"no";"yes";"yes";"yes";3;2;3;2;2;1;4;"13";"12";13
+"GP";"F";15;"R";"GT3";"T";3;4;"services";"teacher";"course";"father";2;3;0;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";4;2;2;2;2;5;0;"10";"11";12
+"GP";"F";18;"U";"GT3";"T";2;1;"services";"other";"reputation";"mother";1;2;3;"no";"yes";"no";"yes";"yes";"no";"yes";"yes";5;4;5;1;3;5;10;"10";"9";8
+"GP";"F";17;"U";"LE3";"A";2;1;"other";"other";"course";"mother";3;1;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";3;2;2;1;2;5;8;"11";"10";11
+"GP";"F";15;"U";"GT3";"T";1;1;"at_home";"other";"course";"mother";3;1;0;"no";"yes";"no";"yes";"no";"yes";"yes";"yes";4;3;3;1;2;4;6;"11";"12";13
+"GP";"F";17;"U";"LE3";"T";2;2;"other";"other";"course";"father";1;1;0;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";3;4;4;1;3;5;2;"13";"12";12
+"GP";"F";16;"U";"GT3";"A";3;4;"services";"other";"course";"father";1;1;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";3;2;1;1;4;5;12;"15";"13";14
+"GP";"M";16;"U";"GT3";"T";2;1;"at_home";"other";"course";"mother";4;1;0;"no";"no";"no";"no";"yes";"yes";"no";"no";3;2;1;1;1;2;4;"9";"9";11
+"GP";"F";16;"U";"GT3";"A";2;2;"other";"other";"home";"mother";1;1;1;"no";"no";"no";"no";"yes";"yes";"no";"no";5;3;4;1;1;5;12;"13";"11";11
+"GP";"M";15;"R";"GT3";"T";3;4;"at_home";"teacher";"course";"mother";4;2;0;"no";"yes";"no";"no";"yes";"yes";"no";"yes";5;3;3;1;1;5;2;"12";"11";11
+"GP";"F";15;"U";"GT3";"T";4;4;"services";"at_home";"course";"mother";1;3;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";4;3;3;1;1;5;4;"13";"14";15
+"GP";"M";17;"R";"GT3";"T";3;4;"at_home";"other";"course";"mother";3;2;0;"no";"no";"no";"no";"yes";"yes";"no";"no";5;4;5;2;4;5;2;"10";"9";10
+"GP";"F";16;"R";"GT3";"T";1;1;"at_home";"other";"course";"mother";4;2;0;"no";"yes";"no";"no";"yes";"yes";"no";"no";5;1;3;1;1;3;0;"14";"13";13
+"GP";"M";18;"U";"LE3";"T";3;1;"services";"services";"course";"mother";2;1;0;"no";"no";"no";"yes";"yes";"yes";"yes";"yes";3;3;4;4;5;4;2;"11";"11";12
+"GP";"F";18;"U";"GT3";"A";3;2;"other";"services";"course";"other";1;3;0;"no";"yes";"no";"yes";"no";"yes";"yes";"yes";4;3;3;5;1;5;10;"12";"11";11
+"GP";"F";16;"R";"GT3";"T";1;1;"other";"services";"reputation";"mother";2;1;0;"no";"yes";"no";"yes";"yes";"yes";"no";"yes";3;3;3;1;2;1;8;"12";"11";11
+"GP";"F";16;"U";"GT3";"A";3;3;"other";"other";"course";"other";2;1;0;"no";"yes";"no";"yes";"no";"yes";"yes";"yes";4;3;2;1;1;5;4;"9";"9";10
+"GP";"M";16;"U";"LE3";"T";1;1;"services";"other";"course";"mother";1;2;2;"no";"no";"no";"no";"yes";"yes";"no";"yes";4;4;4;1;3;5;0;"10";"10";10
+"GP";"F";15;"U";"GT3";"T";4;4;"teacher";"teacher";"course";"mother";2;1;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";4;3;2;1;1;5;6;"13";"14";14
+"GP";"F";15;"R";"GT3";"T";1;1;"other";"other";"course";"mother";3;1;1;"no";"no";"no";"yes";"yes";"yes";"yes";"yes";5;5;5;1;1;1;2;"8";"9";9
+"GP";"M";15;"U";"GT3";"T";4;3;"teacher";"services";"course";"father";2;4;0;"yes";"yes";"no";"no";"yes";"yes";"yes";"no";2;2;2;1;1;3;6;"9";"11";11
+"GP";"F";15;"U";"GT3";"A";3;3;"services";"services";"home";"mother";1;2;0;"no";"no";"no";"no";"no";"yes";"no";"yes";1;3;2;2;3;1;24;"9";"8";9
+"GP";"M";16;"U";"GT3";"T";4;4;"services";"services";"course";"mother";1;3;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";5;3;3;1;3;5;0;"15";"13";13
+"GP";"M";16;"U";"LE3";"T";2;2;"services";"services";"reputation";"father";2;1;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";2;3;3;2;2;2;4;"12";"11";11
+"GP";"F";15;"U";"GT3";"T";4;4;"teacher";"services";"course";"mother";1;3;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;2;2;1;1;5;2;"13";"13";13
+"GP";"F";16;"U";"LE3";"T";1;1;"at_home";"at_home";"course";"mother";1;1;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";3;4;4;3;3;1;4;"10";"11";11
+"GP";"M";17;"U";"GT3";"T";2;1;"other";"other";"home";"mother";1;1;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";5;4;5;1;2;5;22;"9";"7";6
+"GP";"F";15;"U";"GT3";"T";1;1;"other";"services";"course";"father";1;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;4;2;1;2;5;0;"12";"12";12
+"GP";"F";15;"U";"LE3";"A";2;1;"at_home";"other";"home";"mother";2;1;0;"no";"yes";"no";"yes";"yes";"no";"yes";"yes";4;4;2;1;1;5;0;"11";"10";10
+"GP";"F";15;"U";"GT3";"T";3;2;"health";"services";"home";"father";1;2;1;"no";"yes";"no";"no";"yes";"yes";"yes";"no";3;3;2;1;1;3;2;"11";"11";11
+"GP";"F";15;"U";"GT3";"T";1;2;"at_home";"other";"course";"mother";1;2;0;"no";"yes";"no";"no";"no";"yes";"yes";"no";4;3;2;1;1;5;6;"13";"12";13
+"GP";"F";15;"U";"GT3";"T";1;2;"at_home";"services";"course";"father";1;2;0;"no";"no";"no";"no";"no";"yes";"no";"yes";2;3;4;2;4;1;6;"11";"11";11
+"GP";"M";16;"U";"GT3";"T";4;4;"teacher";"teacher";"course";"mother";1;1;0;"no";"yes";"no";"no";"yes";"no";"yes";"yes";3;3;2;2;1;5;16;"9";"9";8
+"GP";"M";15;"U";"LE3";"A";2;1;"services";"other";"course";"mother";4;1;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";4;5;5;2;5;5;0;"12";"11";11
+"GP";"M";18;"U";"LE3";"T";1;1;"other";"other";"course";"mother";1;1;2;"no";"no";"no";"no";"yes";"no";"yes";"yes";2;3;5;2;5;4;0;"11";"9";0
+"GP";"M";16;"U";"LE3";"T";2;1;"at_home";"other";"course";"mother";1;1;1;"no";"no";"no";"yes";"yes";"yes";"no";"yes";4;4;4;3;5;5;6;"9";"10";10
+"GP";"F";15;"R";"GT3";"T";3;3;"services";"services";"reputation";"other";2;3;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"yes";4;2;1;2;3;3;2;"13";"13";13
+"GP";"M";19;"U";"GT3";"T";3;2;"services";"at_home";"home";"mother";1;1;0;"no";"yes";"no";"no";"yes";"no";"yes";"yes";4;5;4;1;1;4;6;"11";"9";11
+"GP";"F";17;"U";"GT3";"T";4;4;"other";"teacher";"course";"mother";1;1;0;"yes";"yes";"no";"no";"yes";"yes";"no";"yes";4;2;1;1;1;4;0;"13";"13";13
+"GP";"M";15;"R";"GT3";"T";2;3;"at_home";"services";"course";"mother";1;2;0;"yes";"no";"yes";"yes";"yes";"yes";"no";"no";4;4;4;1;1;1;0;"7";"8";8
+"GP";"M";17;"R";"LE3";"T";1;2;"other";"other";"reputation";"mother";1;1;3;"no";"no";"no";"no";"yes";"yes";"no";"no";2;2;2;3;3;5;14;"9";"8";10
+"GP";"F";18;"R";"GT3";"T";1;1;"at_home";"other";"course";"mother";3;1;3;"no";"yes";"no";"yes";"no";"yes";"no";"no";5;2;5;1;5;4;6;"11";"10";11
+"GP";"M";16;"R";"GT3";"T";2;2;"at_home";"other";"course";"mother";3;1;0;"no";"no";"no";"no";"no";"yes";"no";"no";4;2;2;1;2;3;4;"12";"10";11
+"GP";"M";16;"U";"GT3";"T";3;3;"other";"services";"course";"father";1;2;1;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";4;5;5;4;4;5;0;"10";"10";1
+"GP";"M";16;"U";"LE3";"T";1;2;"health";"services";"course";"mother";2;1;2;"no";"no";"no";"no";"no";"yes";"yes";"no";4;4;5;3;5;5;0;"9";"8";10
+"GP";"M";17;"R";"LE3";"T";2;1;"at_home";"other";"course";"mother";2;1;1;"no";"no";"yes";"yes";"yes";"no";"yes";"yes";3;3;2;2;2;5;8;"8";"8";9
+"GP";"M";17;"R";"GT3";"T";3;2;"other";"other";"course";"mother";2;2;2;"yes";"yes";"no";"no";"yes";"yes";"yes";"yes";4;4;4;1;4;3;4;"7";"6";8
+"GP";"M";15;"U";"LE3";"T";1;2;"other";"other";"course";"mother";2;1;0;"no";"no";"no";"yes";"yes";"yes";"no";"no";4;4;4;2;4;5;2;"8";"9";10
+"GP";"M";16;"U";"GT3";"T";1;3;"at_home";"services";"course";"father";1;1;1;"no";"no";"no";"no";"yes";"no";"yes";"no";5;3;3;1;4;2;2;"9";"8";8
+"GP";"M";17;"R";"LE3";"T";1;1;"other";"services";"course";"mother";4;2;0;"no";"no";"no";"yes";"yes";"no";"no";"yes";5;3;5;1;5;5;0;"8";"8";8
+"GP";"M";17;"U";"GT3";"T";3;2;"services";"services";"course";"mother";2;1;3;"no";"yes";"no";"yes";"no";"no";"no";"no";4;5;2;1;1;2;10;"8";"7";8
+"GP";"M";16;"U";"GT3";"T";2;2;"other";"other";"course";"father";1;2;0;"no";"no";"no";"no";"yes";"no";"yes";"no";4;3;5;2;4;4;0;"9";"10";11
+"GP";"F";16;"U";"GT3";"T";4;2;"health";"services";"home";"father";1;2;0;"no";"no";"no";"no";"yes";"yes";"yes";"yes";4;2;3;1;1;3;0;"17";"17";18
+"GP";"F";16;"U";"GT3";"T";2;2;"other";"other";"home";"mother";1;2;0;"no";"yes";"no";"no";"no";"yes";"yes";"no";5;1;5;1;1;4;0;"12";"12";13
+"GP";"F";16;"U";"GT3";"T";4;4;"health";"health";"reputation";"mother";1;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";4;4;2;1;1;3;0;"16";"16";17
+"GP";"M";16;"U";"GT3";"T";3;4;"other";"other";"course";"father";3;1;1;"no";"yes";"no";"yes";"no";"yes";"yes";"no";3;4;5;2;4;2;4;"9";"9";10
+"GP";"M";16;"U";"GT3";"T";1;0;"other";"other";"reputation";"mother";2;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";4;3;2;1;1;3;0;"16";"17";18
+"GP";"M";17;"U";"LE3";"T";4;4;"teacher";"other";"reputation";"mother";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;4;4;1;3;5;0;"11";"9";10
+"GP";"F";16;"U";"GT3";"T";1;3;"at_home";"services";"home";"mother";1;2;0;"no";"no";"no";"yes";"no";"yes";"yes";"yes";4;3;5;1;1;3;0;"14";"13";13
+"GP";"F";16;"U";"LE3";"T";3;3;"other";"other";"reputation";"mother";2;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;4;5;1;1;4;0;"14";"14";15
+"GP";"M";17;"U";"LE3";"T";4;3;"teacher";"other";"course";"mother";2;2;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";4;4;4;4;4;4;0;"10";"11";11
+"GP";"F";16;"U";"GT3";"T";2;2;"services";"other";"reputation";"mother";2;2;0;"no";"no";"no";"yes";"no";"yes";"yes";"no";3;4;4;1;4;5;0;"13";"12";14
+"GP";"M";17;"U";"GT3";"T";3;3;"other";"other";"reputation";"father";1;2;0;"no";"no";"no";"yes";"no";"yes";"yes";"no";4;3;4;1;4;4;4;"11";"9";10
+"GP";"M";16;"R";"GT3";"T";4;2;"teacher";"services";"other";"mother";1;1;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";4;3;3;3;4;3;8;"10";"9";11
+"GP";"M";17;"U";"GT3";"T";4;3;"other";"other";"course";"mother";1;2;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"yes";5;2;3;1;1;2;4;"11";"11";13
+"GP";"M";16;"U";"GT3";"T";4;3;"teacher";"other";"home";"mother";1;2;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"no";3;4;3;2;3;3;4;"11";"10";11
+"GP";"M";16;"U";"GT3";"T";3;3;"services";"other";"home";"mother";1;2;0;"no";"no";"no";"yes";"yes";"yes";"yes";"yes";4;2;3;1;2;3;0;"11";"12";13
+"GP";"F";17;"U";"GT3";"T";2;4;"services";"services";"reputation";"father";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"no";"no";5;4;2;2;3;5;0;"17";"18";17
+"GP";"F";17;"U";"LE3";"T";3;3;"other";"other";"reputation";"mother";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";5;3;3;2;3;1;32;"14";"13";14
+"GP";"F";16;"U";"GT3";"T";3;2;"other";"other";"reputation";"mother";1;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";1;2;2;1;2;1;8;"14";"15";16
+"GP";"M";17;"U";"GT3";"T";3;3;"services";"services";"other";"mother";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";4;3;4;2;3;4;6;"11";"13";14
+"GP";"M";16;"U";"GT3";"T";1;2;"services";"services";"other";"mother";1;1;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";3;3;3;1;2;3;0;"10";"9";11
+"GP";"M";16;"U";"LE3";"T";2;1;"other";"other";"course";"mother";1;2;0;"no";"no";"no";"yes";"yes";"yes";"yes";"yes";4;2;3;1;2;5;0;"13";"14";16
+"GP";"F";17;"U";"GT3";"A";3;3;"health";"other";"reputation";"mother";1;2;0;"no";"yes";"no";"no";"no";"yes";"yes";"yes";3;3;3;1;3;3;10;"12";"13";14
+"GP";"M";17;"R";"GT3";"T";1;2;"at_home";"other";"home";"mother";1;2;0;"no";"no";"no";"no";"yes";"yes";"no";"no";3;1;3;1;5;3;6;"9";"9";10
+"GP";"F";16;"U";"GT3";"T";2;3;"services";"services";"course";"mother";1;2;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";4;3;3;1;1;2;6;"12";"12";13
+"GP";"F";17;"U";"GT3";"T";1;1;"at_home";"services";"course";"mother";1;2;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";5;3;3;1;1;3;0;"12";"11";12
+"GP";"M";17;"U";"GT3";"T";1;2;"at_home";"services";"other";"other";2;2;0;"no";"no";"no";"yes";"no";"yes";"yes";"no";4;4;4;4;5;5;16;"10";"11";12
+"GP";"M";16;"R";"GT3";"T";3;3;"services";"services";"reputation";"mother";1;1;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;3;2;3;4;5;0;"11";"10";10
+"GP";"M";16;"U";"GT3";"T";2;3;"other";"other";"home";"father";2;1;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";5;3;3;1;1;3;0;"13";"12";12
+"GP";"F";17;"U";"LE3";"T";2;4;"services";"services";"course";"father";1;2;0;"no";"no";"no";"yes";"yes";"yes";"yes";"yes";4;3;2;1;1;5;8;"14";"15";16
+"GP";"M";17;"U";"GT3";"T";4;4;"services";"teacher";"home";"mother";1;1;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";5;2;3;1;2;5;4;"13";"13";14
+"GP";"M";16;"R";"LE3";"T";3;3;"teacher";"other";"home";"father";3;1;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";3;3;4;3;5;3;16;"10";"11";12
+"GP";"F";17;"U";"GT3";"T";4;4;"services";"teacher";"home";"mother";2;1;1;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;2;4;2;3;2;30;"14";"15";16
+"GP";"F";16;"U";"LE3";"T";4;4;"teacher";"teacher";"reputation";"mother";1;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;5;2;1;2;3;0;"11";"10";11
+"GP";"F";16;"U";"GT3";"T";4;3;"health";"other";"home";"mother";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;3;5;1;5;2;2;"14";"14";15
+"GP";"F";16;"U";"GT3";"T";2;3;"other";"other";"reputation";"mother";1;2;0;"yes";"yes";"no";"yes";"yes";"yes";"no";"no";4;4;3;1;3;4;4;"11";"12";12
+"GP";"F";17;"U";"GT3";"T";1;1;"other";"other";"course";"mother";1;2;0;"no";"yes";"no";"no";"no";"yes";"no";"no";4;4;4;1;3;1;0;"14";"15";15
+"GP";"F";17;"R";"GT3";"T";2;2;"other";"other";"reputation";"mother";1;1;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";5;3;2;1;2;3;21;"13";"13";13
+"GP";"F";16;"R";"GT3";"T";2;2;"services";"services";"reputation";"mother";2;4;0;"no";"yes";"no";"yes";"no";"yes";"yes";"no";5;3;5;1;1;5;6;"13";"13";13
+"GP";"F";17;"U";"GT3";"T";3;4;"at_home";"services";"home";"mother";1;3;1;"no";"yes";"yes";"no";"yes";"yes";"yes";"yes";4;4;3;3;4;5;14;"8";"9";8
+"GP";"F";16;"U";"GT3";"A";3;1;"services";"other";"course";"mother";1;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";2;3;3;2;2;4;2;"11";"11";12
+"GP";"F";16;"U";"GT3";"T";4;3;"teacher";"other";"other";"mother";1;2;0;"no";"no";"no";"yes";"yes";"yes";"yes";"yes";1;3;2;1;1;1;4;"14";"15";15
+"GP";"F";16;"U";"GT3";"T";1;1;"at_home";"other";"home";"mother";2;1;0;"no";"yes";"no";"no";"yes";"yes";"no";"no";4;3;2;1;4;5;2;"12";"13";13
+"GP";"F";17;"R";"GT3";"T";4;3;"teacher";"other";"reputation";"mother";2;3;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";4;4;2;1;1;4;0;"11";"12";12
+"GP";"F";19;"U";"GT3";"T";3;3;"other";"other";"reputation";"other";1;4;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;3;3;1;2;3;4;"12";"12";12
+"GP";"M";17;"U";"LE3";"T";4;4;"services";"other";"home";"mother";1;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";5;3;5;4;5;3;15;"13";"12";12
+"GP";"F";16;"U";"GT3";"A";2;2;"other";"other";"reputation";"mother";1;2;0;"yes";"yes";"no";"no";"yes";"yes";"yes";"no";3;3;4;1;1;4;0;"13";"13";13
+"GP";"M";18;"U";"GT3";"T";2;2;"services";"other";"home";"mother";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;4;4;2;4;5;10;"12";"11";11
+"GP";"F";17;"R";"LE3";"T";4;4;"services";"other";"other";"mother";1;1;0;"no";"yes";"no";"no";"yes";"yes";"no";"no";5;2;1;1;2;3;6;"12";"11";11
+"GP";"F";17;"U";"LE3";"T";3;2;"other";"other";"reputation";"mother";2;2;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";4;4;4;1;3;1;2;"14";"16";15
+"GP";"F";17;"U";"GT3";"T";4;3;"other";"other";"reputation";"mother";1;2;0;"no";"no";"no";"no";"yes";"yes";"yes";"yes";3;4;5;2;4;1;16;"11";"9";10
+"GP";"M";18;"U";"LE3";"T";3;3;"services";"health";"home";"father";1;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";3;2;4;2;4;4;10;"10";"10";10
+"GP";"F";17;"U";"GT3";"T";2;3;"at_home";"other";"home";"father";2;1;0;"no";"yes";"no";"no";"yes";"yes";"no";"no";3;3;3;1;4;3;4;"12";"13";13
+"GP";"F";17;"U";"GT3";"T";2;2;"at_home";"at_home";"course";"mother";1;3;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;3;3;1;1;4;0;"12";"12";13
+"GP";"F";17;"R";"GT3";"T";2;1;"at_home";"services";"reputation";"mother";2;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;2;5;1;2;5;0;"11";"10";11
+"GP";"F";17;"U";"GT3";"T";1;1;"at_home";"other";"reputation";"mother";1;3;0;"no";"yes";"no";"yes";"yes";"yes";"no";"yes";4;3;4;1;1;5;12;"12";"12";12
+"GP";"F";16;"U";"GT3";"T";2;3;"services";"teacher";"other";"mother";1;2;0;"yes";"no";"no";"no";"yes";"yes";"yes";"no";2;3;1;1;1;3;0;"13";"13";14
+"GP";"M";18;"U";"GT3";"T";2;2;"other";"other";"home";"mother";2;2;3;"no";"yes";"yes";"no";"yes";"yes";"yes";"no";3;3;3;5;5;4;9;"10";"9";10
+"GP";"F";16;"U";"GT3";"T";4;4;"teacher";"services";"home";"mother";1;3;0;"no";"yes";"no";"yes";"no";"yes";"yes";"no";5;3;2;1;1;5;4;"15";"16";16
+"GP";"F";18;"R";"GT3";"T";3;1;"other";"other";"reputation";"mother";1;2;0;"no";"no";"no";"yes";"yes";"yes";"yes";"yes";5;3;3;1;1;4;4;"8";"8";8
+"GP";"F";17;"U";"GT3";"T";3;2;"other";"other";"course";"mother";1;2;0;"no";"no";"no";"yes";"no";"yes";"yes";"no";5;3;4;1;3;3;2;"17";"18";17
+"GP";"M";17;"U";"LE3";"T";2;3;"services";"services";"reputation";"father";1;2;0;"no";"yes";"no";"no";"no";"yes";"yes";"no";5;3;3;1;3;3;0;"10";"11";11
+"GP";"M";18;"U";"LE3";"T";2;1;"at_home";"other";"course";"mother";4;2;0;"yes";"yes";"no";"yes";"yes";"yes";"yes";"yes";4;3;2;4;5;3;2;"9";"10";11
+"GP";"F";17;"U";"GT3";"A";2;1;"other";"other";"course";"mother";2;3;0;"no";"no";"no";"yes";"yes";"yes";"yes";"yes";3;2;3;1;2;3;0;"15";"15";16
+"GP";"F";17;"U";"LE3";"T";4;3;"health";"other";"reputation";"father";1;2;0;"no";"no";"no";"yes";"yes";"yes";"yes";"yes";3;2;3;1;2;3;0;"14";"12";12
+"GP";"M";17;"R";"GT3";"T";2;2;"other";"other";"course";"father";2;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;5;2;1;1;1;0;"12";"13";13
+"GP";"M";17;"U";"GT3";"T";4;4;"teacher";"teacher";"reputation";"mother";1;2;0;"yes";"yes";"no";"yes";"yes";"yes";"yes";"yes";4;5;5;1;3;2;0;"13";"13";13
+"GP";"M";16;"U";"GT3";"T";4;4;"health";"other";"reputation";"father";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;2;4;2;4;1;0;"13";"13";14
+"GP";"M";16;"U";"LE3";"T";1;1;"other";"other";"home";"mother";2;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";3;4;2;1;1;5;2;"9";"9";9
+"GP";"M";16;"U";"GT3";"T";3;2;"at_home";"other";"reputation";"mother";2;3;0;"no";"no";"no";"yes";"yes";"yes";"yes";"yes";5;3;3;1;3;2;0;"12";"12";12
+"GP";"M";17;"U";"LE3";"T";2;2;"other";"other";"home";"father";1;2;0;"no";"no";"no";"yes";"no";"yes";"yes";"yes";4;4;2;5;5;4;0;"16";"16";16
+"GP";"F";16;"U";"GT3";"T";2;1;"other";"other";"home";"mother";1;1;0;"no";"no";"no";"no";"yes";"yes";"yes";"yes";4;5;2;1;1;5;4;"9";"10";10
+"GP";"F";16;"U";"GT3";"A";4;1;"other";"other";"home";"mother";1;2;0;"no";"no";"no";"yes";"yes";"yes";"yes";"yes";5;3;3;1;2;5;0;"14";"13";13
+"GP";"F";18;"U";"LE3";"A";2;4;"services";"other";"course";"mother";2;2;1;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;3;3;1;1;3;18;"10";"10";10
+"GP";"F";18;"U";"LE3";"T";2;2;"at_home";"services";"course";"mother";1;2;1;"no";"yes";"no";"no";"no";"yes";"yes";"yes";5;3;1;1;1;5;16;"9";"8";10
+"GP";"F";18;"U";"GT3";"T";3;3;"other";"other";"course";"mother";2;1;1;"no";"no";"no";"no";"yes";"no";"yes";"no";4;1;1;1;1;3;14;"8";"7";7
+"GP";"M";18;"U";"GT3";"T";2;2;"other";"at_home";"course";"other";1;1;1;"no";"yes";"no";"yes";"no";"no";"yes";"yes";4;4;3;2;2;1;26;"7";"8";8
+"GP";"M";17;"U";"GT3";"T";4;4;"teacher";"teacher";"course";"mother";1;1;0;"no";"yes";"no";"yes";"no";"yes";"yes";"no";4;2;1;1;2;5;6;"10";"8";9
+"GP";"F";17;"U";"GT3";"T";3;2;"other";"other";"course";"father";1;2;0;"no";"no";"no";"yes";"yes";"yes";"no";"no";5;4;2;1;1;3;4;"14";"14";15
+"GP";"F";17;"U";"LE3";"T";1;1;"at_home";"at_home";"course";"mother";1;3;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";4;3;2;1;2;4;10;"11";"10";10
+"GP";"F";16;"U";"GT3";"T";1;2;"other";"other";"course";"mother";1;1;0;"no";"no";"no";"no";"yes";"no";"yes";"no";5;3;5;1;2;5;4;"12";"11";11
+"GP";"F";17;"R";"GT3";"T";2;1;"at_home";"services";"course";"mother";3;2;0;"no";"no";"no";"yes";"yes";"yes";"no";"no";2;1;1;1;1;3;2;"13";"13";13
+"GP";"F";17;"R";"LE3";"A";1;4;"other";"other";"course";"other";4;1;1;"no";"yes";"no";"no";"yes";"yes";"yes";"no";5;5;4;1;1;5;14;"9";"9";8
+"GP";"M";18;"U";"GT3";"T";2;2;"other";"services";"reputation";"father";1;2;0;"no";"no";"no";"no";"yes";"no";"yes";"no";5;5;4;3;5;2;16;"8";"7";8
+"GP";"F";17;"U";"LE3";"A";2;2;"other";"other";"home";"mother";1;1;1;"no";"yes";"no";"no";"no";"no";"yes";"no";3;1;2;1;1;1;8;"11";"9";10
+"GP";"F";17;"R";"LE3";"T";1;1;"at_home";"other";"course";"mother";2;3;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";4;3;3;1;3;5;4;"15";"14";15
+"GP";"F";17;"U";"LE3";"A";4;2;"teacher";"other";"course";"mother";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"no";"no";4;3;2;1;1;4;4;"15";"14";14
+"GP";"M";17;"U";"LE3";"T";4;3;"health";"other";"course";"mother";2;2;0;"no";"no";"no";"yes";"yes";"yes";"yes";"yes";2;5;5;1;4;5;8;"15";"15";15
+"GP";"M";17;"R";"LE3";"A";4;4;"teacher";"other";"course";"mother";2;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";3;3;3;2;3;4;0;"12";"12";12
+"GP";"M";16;"U";"LE3";"T";4;3;"teacher";"other";"course";"mother";1;1;0;"no";"no";"no";"yes";"no";"yes";"yes";"no";5;4;5;1;1;3;7;"14";"14";15
+"GP";"M";16;"U";"GT3";"T";4;4;"services";"services";"course";"mother";1;1;0;"no";"no";"yes";"yes";"yes";"yes";"yes";"no";5;3;2;1;2;5;4;"14";"15";15
+"GP";"F";17;"U";"GT3";"T";4;4;"teacher";"services";"course";"mother";1;2;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"yes";5;3;1;1;4;5;2;"11";"11";12
+"GP";"M";17;"R";"GT3";"T";1;1;"other";"other";"home";"father";2;3;0;"no";"no";"no";"no";"no";"yes";"yes";"yes";4;3;3;1;1;1;2;"13";"14";15
+"GP";"F";17;"U";"GT3";"T";3;3;"services";"other";"home";"mother";2;3;0;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";4;2;2;2;3;5;10;"11";"11";11
+"GP";"F";17;"U";"GT3";"T";1;1;"at_home";"other";"course";"mother";1;2;0;"yes";"no";"no";"no";"no";"yes";"no";"yes";4;3;2;1;1;4;10;"10";"9";10
+"GP";"F";18;"U";"GT3";"T";2;1;"other";"other";"course";"other";2;3;0;"no";"yes";"no";"no";"no";"yes";"yes";"yes";4;4;4;1;1;3;10;"12";"10";11
+"GP";"M";16;"U";"GT3";"T";2;1;"other";"other";"course";"mother";3;1;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";4;3;3;1;1;4;7;"15";"16";16
+"GP";"F";17;"U";"GT3";"T";1;1;"other";"services";"course";"father";1;2;0;"no";"yes";"no";"no";"yes";"yes";"no";"no";4;3;4;1;2;5;4;"11";"10";11
+"GP";"M";17;"U";"GT3";"T";2;3;"other";"other";"course";"father";2;1;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";5;2;2;1;1;2;2;"9";"12";13
+"GP";"M";22;"U";"GT3";"T";3;1;"services";"services";"other";"mother";1;1;3;"no";"no";"no";"no";"no";"no";"yes";"yes";5;4;5;5;5;1;12;"7";"8";5
+"GP";"M";18;"R";"LE3";"T";3;3;"other";"services";"course";"mother";1;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";4;3;3;1;3;5;8;"10";"9";10
+"GP";"M";16;"U";"GT3";"T";0;2;"other";"other";"other";"mother";1;1;0;"no";"no";"no";"no";"no";"yes";"yes";"no";4;3;2;2;4;5;0;"11";"12";11
+"GP";"M";18;"U";"GT3";"T";3;2;"services";"other";"course";"mother";2;1;0;"no";"no";"no";"no";"yes";"no";"yes";"no";4;4;5;2;4;5;8;"7";"8";7
+"GP";"M";16;"U";"GT3";"T";3;3;"at_home";"other";"reputation";"other";3;2;1;"yes";"yes";"no";"no";"no";"yes";"yes";"no";5;3;3;1;3;2;4;"9";"11";10
+"GP";"M";18;"U";"GT3";"T";2;1;"services";"services";"other";"mother";1;1;2;"no";"no";"no";"no";"no";"no";"yes";"no";3;2;5;2;5;5;4;"7";"8";6
+"GP";"M";16;"R";"GT3";"T";2;1;"other";"other";"course";"mother";2;1;0;"no";"no";"no";"yes";"no";"yes";"no";"no";3;3;2;1;3;3;2;"14";"13";12
+"GP";"M";17;"R";"GT3";"T";2;1;"other";"other";"course";"mother";1;1;0;"no";"no";"no";"no";"no";"yes";"yes";"no";4;4;2;2;4;5;0;"12";"12";13
+"GP";"M";17;"U";"LE3";"T";1;1;"health";"other";"course";"mother";2;1;1;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;4;4;1;2;5;0;"9";"10";10
+"GP";"F";18;"U";"LE3";"A";2;1;"other";"other";"course";"mother";1;2;0;"no";"yes";"no";"no";"no";"yes";"yes";"yes";4;3;4;1;3;5;2;"12";"12";13
+"GP";"F";17;"U";"LE3";"T";4;2;"teacher";"services";"reputation";"mother";1;4;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;2;3;1;1;4;2;"14";"15";17
+"GP";"F";19;"U";"GT3";"T";2;2;"services";"services";"home";"mother";1;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;3;3;1;1;5;0;"10";"10";11
+"GP";"M";18;"U";"LE3";"T";2;1;"services";"other";"course";"mother";3;2;1;"no";"no";"no";"yes";"no";"no";"yes";"no";4;4;5;4;4;5;4;"11";"10";11
+"GP";"F";17;"R";"GT3";"T";4;2;"other";"other";"course";"mother";1;3;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;3;4;1;3;5;2;"11";"12";14
+"GP";"F";18;"U";"LE3";"T";1;1;"other";"at_home";"home";"mother";1;3;0;"no";"yes";"no";"no";"no";"yes";"no";"no";4;4;3;2;3;3;4;"11";"12";14
+"GP";"F";18;"R";"GT3";"T";2;2;"other";"other";"home";"mother";1;2;0;"yes";"no";"no";"no";"yes";"yes";"no";"no";3;2;3;1;1;5;4;"11";"11";13
+"GP";"M";19;"U";"LE3";"A";4;3;"services";"at_home";"reputation";"mother";1;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;3;1;1;1;1;4;"11";"13";14
+"GP";"M";18;"U";"GT3";"T";2;1;"other";"other";"home";"mother";1;2;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";5;2;4;1;2;4;2;"16";"16";16
+"GP";"M";17;"R";"GT3";"T";2;2;"other";"services";"other";"mother";2;1;0;"no";"no";"no";"no";"no";"no";"no";"no";5;2;2;1;1;4;0;"9";"10";10
+"GP";"F";17;"U";"LE3";"T";2;2;"services";"services";"course";"father";1;4;0;"no";"no";"no";"yes";"yes";"yes";"yes";"yes";3;4;1;1;1;2;2;"10";"11";12
+"GP";"F";20;"R";"GT3";"T";2;1;"other";"other";"course";"other";2;2;0;"no";"yes";"yes";"yes";"yes";"no";"yes";"yes";1;2;3;1;2;2;8;"10";"12";12
+"GP";"F";18;"U";"GT3";"T";4;3;"services";"other";"home";"father";1;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";3;1;2;1;3;2;2;"15";"15";15
+"GP";"M";18;"U";"GT3";"T";4;3;"teacher";"other";"course";"mother";1;2;0;"no";"yes";"no";"no";"no";"yes";"yes";"no";4;3;2;1;1;3;2;"10";"10";11
+"GP";"M";18;"R";"GT3";"T";3;2;"other";"other";"course";"mother";1;3;0;"no";"no";"no";"yes";"no";"yes";"no";"no";5;3;2;1;1;3;2;"10";"11";12
+"GP";"F";17;"U";"GT3";"T";3;3;"other";"other";"home";"mother";1;3;0;"no";"no";"no";"yes";"no";"yes";"no";"no";3;2;3;1;1;4;2;"15";"12";13
+"GP";"F";18;"U";"GT3";"T";2;2;"at_home";"services";"home";"mother";1;3;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";4;3;3;1;1;3;0;"11";"12";13
+"GP";"M";17;"U";"GT3";"T";2;2;"other";"other";"home";"father";2;1;0;"no";"no";"no";"no";"yes";"no";"yes";"no";4;4;4;2;3;4;8;"8";"8";9
+"GP";"M";18;"R";"LE3";"A";3;4;"other";"other";"reputation";"mother";2;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;2;5;3;4;1;6;"15";"16";16
+"GP";"M";17;"U";"GT3";"T";3;1;"services";"other";"other";"mother";1;2;0;"no";"no";"no";"yes";"yes";"yes";"yes";"yes";5;4;4;3;4;5;0;"11";"11";14
+"GP";"F";18;"R";"GT3";"T";4;4;"teacher";"other";"reputation";"mother";2;2;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";4;3;4;2;2;4;8;"10";"11";12
+"GP";"M";18;"U";"GT3";"T";4;2;"health";"other";"reputation";"father";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";5;4;5;1;3;5;4;"10";"12";14
+"GP";"F";18;"R";"GT3";"T";2;1;"other";"other";"reputation";"mother";2;2;0;"no";"yes";"no";"no";"yes";"no";"yes";"yes";4;3;5;1;2;3;12;"8";"9";10
+"GP";"F";19;"U";"GT3";"T";3;3;"other";"services";"home";"other";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;3;5;3;3;5;16;"11";"12";12
+"GP";"F";18;"U";"GT3";"T";2;3;"other";"services";"reputation";"father";1;4;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";4;5;5;1;3;2;10;"16";"16";16
+"GP";"F";18;"U";"LE3";"T";1;1;"other";"other";"home";"mother";2;2;0;"no";"yes";"no";"no";"no";"yes";"no";"no";4;4;3;1;1;3;2;"13";"13";13
+"GP";"M";17;"R";"GT3";"T";1;2;"at_home";"at_home";"home";"mother";1;2;0;"no";"yes";"no";"yes";"no";"yes";"no";"yes";3;5;2;2;2;1;2;"16";"17";18
+"GP";"F";18;"U";"GT3";"T";2;1;"other";"other";"home";"mother";1;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";4;2;5;1;2;1;8;"14";"14";15
+"GP";"F";17;"U";"GT3";"T";2;4;"at_home";"health";"reputation";"mother";2;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";4;3;3;1;1;1;6;"15";"16";16
+"GP";"F";17;"U";"LE3";"T";2;2;"services";"other";"course";"mother";2;2;0;"yes";"yes";"no";"no";"yes";"yes";"yes";"yes";4;4;4;2;3;5;6;"12";"12";12
+"GP";"F";18;"R";"GT3";"A";3;2;"other";"services";"home";"mother";2;2;0;"no";"no";"no";"no";"no";"no";"yes";"yes";4;1;1;1;1;5;15;"12";"9";10
+"GP";"M";18;"U";"GT3";"T";4;4;"teacher";"services";"home";"mother";2;1;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";3;2;4;1;4;3;6;"11";"12";12
+"GP";"F";18;"U";"GT3";"T";4;4;"health";"health";"reputation";"father";1;2;1;"yes";"yes";"no";"yes";"yes";"yes";"yes";"yes";2;4;4;1;1;4;2;"14";"12";13
+"GP";"F";17;"U";"GT3";"T";2;2;"other";"services";"reputation";"father";3;3;0;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";4;2;3;1;1;1;8;"13";"15";15
+"GP";"F";19;"R";"GT3";"T";3;2;"services";"services";"reputation";"father";1;2;1;"yes";"yes";"no";"no";"yes";"no";"yes";"no";3;3;3;4;3;3;0;"9";"8";10
+"GP";"M";18;"U";"LE3";"T";4;3;"teacher";"services";"course";"mother";2;1;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";4;2;3;1;2;1;0;"10";"10";10
+"GP";"M";18;"U";"GT3";"T";1;2;"at_home";"other";"home";"other";2;1;0;"no";"no";"no";"no";"no";"no";"yes";"no";3;4;4;2;4;4;10;"10";"10";11
+"GP";"M";17;"U";"LE3";"A";4;1;"services";"other";"home";"mother";2;1;0;"no";"no";"no";"yes";"yes";"yes";"yes";"yes";4;5;4;2;4;5;22;"11";"11";10
+"GP";"M";17;"U";"LE3";"A";3;2;"teacher";"services";"home";"mother";1;1;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";4;4;4;3;4;3;18;"13";"13";13
+"GP";"F";18;"R";"LE3";"T";1;1;"at_home";"other";"reputation";"mother";2;4;0;"no";"yes";"no";"yes";"yes";"yes";"no";"no";5;2;2;1;1;3;2;"17";"17";18
+"GP";"F";18;"U";"GT3";"T";1;1;"other";"other";"home";"mother";2;2;0;"yes";"no";"no";"yes";"yes";"yes";"yes";"no";5;4;4;1;1;4;0;"12";"13";13
+"GP";"F";17;"U";"GT3";"T";2;2;"other";"other";"course";"mother";1;2;0;"no";"yes";"no";"no";"no";"yes";"yes";"no";5;4;5;1;2;5;12;"12";"12";14
+"GP";"F";18;"U";"GT3";"T";2;1;"other";"other";"reputation";"mother";2;2;0;"no";"no";"no";"yes";"yes";"yes";"yes";"yes";4;3;1;1;1;5;10;"12";"13";14
+"GP";"M";17;"U";"GT3";"T";1;1;"other";"other";"reputation";"father";1;2;0;"no";"no";"no";"no";"no";"yes";"yes";"no";4;3;3;1;2;4;0;"12";"12";12
+"GP";"F";18;"U";"GT3";"T";2;2;"at_home";"at_home";"other";"mother";1;3;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;3;3;1;2;2;0;"18";"18";18
+"GP";"F";17;"U";"GT3";"T";1;1;"services";"teacher";"reputation";"mother";1;3;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;3;3;1;1;3;0;"13";"13";14
+"GP";"M";18;"U";"GT3";"T";2;1;"services";"services";"reputation";"mother";1;3;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";4;2;4;1;3;2;0;"14";"15";15
+"GP";"M";18;"U";"LE3";"A";4;4;"teacher";"teacher";"reputation";"mother";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";5;4;3;1;1;2;0;"17";"17";17
+"GP";"M";18;"U";"GT3";"T";4;2;"teacher";"other";"home";"mother";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";4;3;2;1;4;5;2;"15";"16";16
+"GP";"F";17;"U";"GT3";"T";4;3;"health";"services";"reputation";"mother";1;3;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;2;2;1;2;3;0;"17";"18";18
+"GP";"F";17;"R";"LE3";"T";3;1;"services";"other";"reputation";"mother";2;4;0;"no";"yes";"no";"no";"yes";"yes";"no";"no";3;1;2;1;1;3;0;"18";"19";19
+"GP";"M";18;"R";"LE3";"T";3;2;"services";"other";"reputation";"mother";2;3;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";5;4;2;1;1;4;0;"14";"15";15
+"GP";"M";17;"U";"GT3";"T";3;3;"health";"other";"home";"mother";1;1;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;4;3;1;3;5;0;"14";"15";15
+"GP";"F";19;"U";"GT3";"T";4;4;"health";"other";"reputation";"other";2;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";2;3;4;2;3;2;2;"14";"13";13
+"GP";"F";18;"U";"LE3";"T";4;3;"other";"other";"home";"other";2;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";4;4;5;1;2;2;0;"13";"14";14
+"GP";"F";18;"U";"GT3";"T";4;3;"other";"other";"reputation";"father";1;4;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;3;3;1;1;3;0;"16";"17";17
+"GP";"M";18;"U";"LE3";"T";4;4;"teacher";"teacher";"home";"mother";1;1;0;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";1;4;2;2;2;1;0;"18";"18";17
+"GP";"F";18;"U";"LE3";"A";4;4;"health";"other";"home";"mother";1;2;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"yes";4;2;4;1;1;4;0;"14";"15";15
+"GP";"M";17;"U";"LE3";"T";4;4;"other";"teacher";"home";"father";2;1;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";4;1;1;2;2;5;0;"12";"13";13
+"GP";"F";17;"R";"GT3";"T";4;4;"services";"services";"reputation";"mother";2;3;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";5;3;4;1;1;5;0;"7";"7";8
+"GP";"F";17;"U";"GT3";"T";4;2;"other";"other";"reputation";"mother";2;3;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;3;3;1;1;3;0;"16";"16";16
+"GP";"F";17;"U";"GT3";"T";3;2;"health";"health";"reputation";"father";1;4;0;"no";"yes";"no";"yes";"no";"yes";"yes";"no";5;2;2;1;2;5;0;"18";"18";18
+"GP";"M";19;"R";"LE3";"T";2;1;"at_home";"services";"course";"mother";2;3;1;"no";"no";"no";"yes";"yes";"yes";"yes";"yes";4;3;1;1;1;5;0;"9";"10";11
+"GP";"M";20;"U";"GT3";"A";3;2;"services";"other";"course";"other";1;1;2;"no";"no";"no";"yes";"yes";"yes";"no";"no";5;5;3;1;1;5;0;"14";"15";15
+"GP";"M";19;"R";"GT3";"T";3;3;"other";"services";"reputation";"father";1;2;0;"no";"no";"no";"yes";"yes";"yes";"no";"yes";4;5;3;1;2;5;0;"10";"10";11
+"GP";"F";18;"U";"GT3";"T";1;4;"other";"teacher";"home";"mother";1;2;0;"yes";"yes";"no";"no";"no";"yes";"no";"yes";3;4;4;1;2;5;2;"10";"10";11
+"GP";"F";18;"U";"GT3";"T";2;1;"services";"other";"course";"mother";2;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";5;3;3;1;2;1;2;"12";"12";15
+"GP";"F";17;"U";"GT3";"T";2;3;"other";"other";"course";"father";2;2;0;"no";"no";"no";"yes";"yes";"yes";"yes";"yes";4;2;1;1;1;3;2;"11";"12";14
+"GP";"F";17;"R";"GT3";"T";4;4;"teacher";"teacher";"course";"mother";1;1;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";4;4;4;1;1;5;2;"15";"16";17
+"GP";"F";18;"U";"GT3";"T";4;3;"other";"other";"course";"mother";1;3;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";4;3;4;1;1;5;2;"14";"15";17
+"GP";"F";18;"U";"LE3";"T";4;3;"health";"services";"course";"mother";2;1;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";3;2;4;1;4;1;8;"12";"12";15
+"GP";"F";17;"R";"GT3";"T";3;4;"at_home";"services";"course";"father";1;3;0;"no";"yes";"no";"yes";"no";"yes";"yes";"no";4;3;4;2;5;5;2;"15";"15";17
+"GP";"F";18;"U";"GT3";"T";3;3;"at_home";"other";"course";"father";1;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;1;4;1;1;3;8;"11";"12";14
+"GP";"M";19;"U";"GT3";"T";4;2;"health";"other";"course";"mother";2;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";5;4;4;1;1;1;9;"11";"10";10
+"GP";"F";18;"U";"GT3";"T";4;4;"teacher";"other";"course";"mother";1;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;4;4;3;3;5;0;"12";"11";13
+"GP";"F";18;"U";"GT3";"T";3;4;"other";"other";"course";"mother";1;1;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";5;4;4;1;1;1;4;"11";"12";14
+"GP";"F";17;"U";"GT3";"T";4;4;"health";"health";"course";"mother";1;1;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";5;3;4;1;2;5;2;"14";"15";17
+"GP";"F";17;"U";"GT3";"A";4;3;"services";"services";"course";"mother";1;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";5;2;2;1;2;5;14;"15";"14";17
+"GP";"F";17;"U";"LE3";"A";3;3;"services";"other";"home";"mother";1;2;0;"yes";"yes";"no";"no";"yes";"yes";"yes";"no";5;3;3;1;1;5;0;"12";"12";13
+"GP";"F";17;"U";"LE3";"T";2;1;"other";"other";"home";"father";1;2;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";4;2;3;2;2;2;2;"11";"12";14
+"GP";"M";18;"U";"LE3";"T";4;4;"other";"other";"reputation";"father";1;1;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;2;5;3;4;5;2;"8";"9";11
+"GP";"F";19;"U";"GT3";"T";1;1;"other";"other";"course";"other";3;3;0;"no";"no";"no";"yes";"yes";"no";"no";"yes";1;5;5;4;3;5;12;"10";"10";11
+"GP";"F";19;"U";"LE3";"A";1;1;"other";"other";"course";"other";3;2;2;"no";"yes";"no";"no";"no";"yes";"yes";"yes";5;3;4;1;1;4;2;"8";"8";9
+"GP";"F";18;"U";"GT3";"T";2;2;"other";"other";"course";"mother";1;1;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";4;3;5;2;4;5;2;"10";"10";10
+"GP";"F";17;"U";"GT3";"T";2;2;"other";"other";"course";"mother";1;2;0;"no";"yes";"no";"no";"yes";"yes";"no";"yes";4;2;2;1;1;3;4;"14";"13";13
+"GP";"F";17;"R";"LE3";"T";2;2;"services";"services";"course";"mother";1;3;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";3;3;2;2;2;3;0;"11";"11";10
+"GP";"F";17;"U";"GT3";"T";3;1;"services";"services";"course";"father";1;3;0;"no";"yes";"no";"no";"no";"yes";"yes";"no";3;4;3;2;3;5;0;"17";"18";17
+"GP";"F";17;"U";"LE3";"T";0;2;"at_home";"at_home";"home";"father";2;3;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";3;3;3;2;3;2;0;"14";"14";15
+"GP";"F";18;"U";"GT3";"T";1;1;"other";"other";"home";"mother";2;3;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";4;5;5;1;2;2;0;"14";"14";14
+"GP";"M";18;"U";"GT3";"T";4;4;"other";"other";"course";"mother";1;3;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";4;3;3;2;2;3;0;"13";"14";13
+"GP";"M";17;"U";"GT3";"T";3;3;"other";"services";"reputation";"mother";1;1;0;"no";"no";"no";"yes";"no";"yes";"yes";"no";4;3;5;3;5;5;0;"17";"18";17
+"GP";"M";17;"R";"GT3";"T";2;2;"services";"other";"course";"mother";4;1;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;4;5;5;5;4;2;"11";"10";10
+"GP";"F";17;"U";"GT3";"T";4;4;"teacher";"services";"course";"mother";1;3;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";5;4;4;1;3;4;0;"13";"12";13
+"GP";"F";17;"U";"GT3";"T";4;4;"teacher";"teacher";"course";"mother";2;3;0;"no";"yes";"no";"no";"no";"yes";"yes";"yes";4;3;3;1;2;4;4;"15";"14";15
+"GP";"F";17;"U";"GT3";"T";3;3;"at_home";"other";"course";"mother";1;1;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"no";4;2;5;2;5;5;2;"11";"12";11
+"GP";"M";18;"U";"LE3";"T";2;2;"other";"other";"course";"mother";1;4;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"no";4;5;5;2;4;5;0;"11";"11";12
+"GP";"M";19;"R";"GT3";"T";3;2;"at_home";"services";"home";"other";1;1;0;"no";"yes";"no";"no";"no";"yes";"no";"yes";5;3;4;2;2;5;0;"11";"10";10
+"GP";"F";18;"U";"GT3";"T";2;2;"at_home";"other";"course";"mother";4;2;0;"no";"no";"no";"yes";"yes";"yes";"no";"yes";4;2;5;1;1;2;2;"10";"9";10
+"GP";"F";17;"R";"GT3";"T";2;4;"at_home";"other";"course";"father";1;3;0;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";4;4;3;1;1;5;0;"15";"15";15
+"GP";"M";18;"U";"GT3";"T";2;2;"other";"other";"reputation";"mother";1;1;0;"no";"no";"no";"no";"no";"yes";"yes";"no";5;4;2;1;2;5;6;"15";"14";15
+"GP";"F";18;"U";"GT3";"T";3;3;"services";"services";"home";"mother";1;2;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";5;3;4;1;1;4;8;"10";"11";12
+"GP";"F";18;"U";"LE3";"T";2;2;"other";"other";"home";"other";1;2;0;"no";"no";"no";"yes";"no";"yes";"yes";"yes";4;3;3;1;1;2;0;"10";"9";12
+"GP";"F";18;"R";"GT3";"T";2;2;"at_home";"other";"course";"mother";2;4;0;"no";"no";"no";"yes";"yes";"yes";"no";"no";4;4;4;1;1;4;6;"14";"13";14
+"GP";"F";17;"U";"GT3";"T";3;4;"services";"other";"course";"mother";1;3;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";4;4;5;1;3;5;8;"11";"13";14
+"GP";"F";17;"U";"GT3";"T";3;2;"other";"other";"home";"mother";1;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";4;3;2;2;3;2;0;"12";"13";15
+"GP";"F";18;"U";"LE3";"T";3;3;"services";"services";"home";"mother";1;4;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";5;3;3;1;1;1;4;"14";"14";15
+"GP";"F";17;"R";"GT3";"A";3;2;"other";"other";"home";"mother";1;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;3;3;2;3;2;0;"14";"14";16
+"GP";"M";18;"U";"GT3";"T";4;4;"teacher";"services";"home";"father";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;3;3;2;2;2;0;"12";"12";13
+"GP";"M";18;"U";"LE3";"T";3;4;"services";"other";"home";"mother";1;2;0;"no";"no";"no";"yes";"yes";"yes";"yes";"yes";4;3;3;1;3;5;6;"16";"16";17
+"GP";"F";17;"U";"GT3";"A";2;2;"at_home";"at_home";"home";"father";1;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";3;3;1;1;2;4;18;"10";"12";14
+"GP";"F";18;"U";"GT3";"T";2;3;"at_home";"other";"course";"mother";1;3;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;3;3;1;2;3;0;"11";"12";14
+"GP";"F";18;"U";"GT3";"T";3;2;"other";"services";"other";"mother";1;3;0;"no";"no";"no";"no";"yes";"yes";"yes";"yes";5;4;3;2;3;1;4;"14";"16";17
+"GP";"M";18;"R";"GT3";"T";4;3;"teacher";"services";"course";"mother";1;3;0;"no";"no";"no";"no";"yes";"yes";"yes";"yes";5;3;2;1;2;4;4;"15";"14";17
+"GP";"M";18;"U";"GT3";"T";4;3;"teacher";"other";"course";"mother";1;3;0;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";5;4;5;2;3;5;0;"14";"13";14
+"GP";"F";17;"U";"GT3";"T";4;3;"health";"other";"reputation";"mother";1;3;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";4;4;3;1;3;4;0;"11";"12";13
+"GP";"F";17;"U";"GT3";"T";2;1;"services";"other";"course";"mother";2;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";4;3;4;2;2;1;10;"12";"15";15
+"GP";"F";17;"U";"GT3";"T";2;1;"services";"other";"reputation";"mother";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;3;5;2;4;4;4;"12";"16";16
+"GP";"F";19;"U";"LE3";"A";2;3;"at_home";"other";"home";"other";2;1;1;"no";"no";"no";"no";"yes";"no";"yes";"no";2;2;3;3;4;5;16;"10";"11";11
+"GP";"F";17;"U";"GT3";"T";3;1;"other";"at_home";"home";"mother";1;1;1;"no";"yes";"yes";"no";"yes";"yes";"yes";"yes";4;1;2;1;1;3;6;"10";"13";13
+"GP";"F";21;"U";"LE3";"T";4;4;"other";"other";"reputation";"other";1;3;2;"no";"no";"yes";"yes";"yes";"yes";"yes";"no";3;3;2;1;1;5;0;"9";"12";12
+"GP";"M";18;"U";"LE3";"T";2;2;"services";"services";"reputation";"mother";1;2;0;"no";"yes";"no";"yes";"no";"no";"yes";"no";4;4;4;1;3;3;11;"9";"11";12
+"GP";"M";18;"U";"LE3";"A";3;4;"other";"other";"reputation";"other";1;2;0;"no";"no";"no";"yes";"yes";"yes";"yes";"yes";4;3;5;1;4;2;9;"13";"14";15
+"GP";"F";17;"U";"GT3";"T";2;2;"services";"services";"reputation";"mother";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;3;4;1;3;4;0;"13";"17";17
+"GP";"M";17;"U";"LE3";"A";4;4;"health";"other";"reputation";"mother";1;3;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;4;2;1;2;4;2;"12";"15";15
+"GP";"F";18;"U";"LE3";"T";4;2;"teacher";"other";"course";"mother";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;2;2;1;1;3;0;"14";"17";17
+"GP";"M";21;"R";"LE3";"T";1;1;"at_home";"other";"course";"other";2;2;2;"no";"yes";"no";"yes";"yes";"no";"yes";"yes";5;3;3;5;2;4;21;"9";"10";10
+"GP";"F";20;"R";"GT3";"T";1;1;"other";"other";"reputation";"other";2;3;0;"no";"no";"no";"no";"yes";"yes";"yes";"yes";3;2;2;1;3;3;8;"11";"15";15
+"GP";"F";19;"U";"GT3";"T";4;4;"teacher";"other";"home";"other";1;1;1;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";3;2;5;4;4;5;5;"9";"10";11
+"GP";"M";17;"U";"LE3";"A";3;2;"other";"other";"reputation";"mother";1;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;4;4;1;2;5;10;"16";"18";18
+"GP";"F";18;"U";"GT3";"T";3;2;"at_home";"other";"reputation";"father";1;3;0;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";4;3;4;1;2;2;5;"14";"17";17
+"GP";"M";18;"R";"GT3";"T";2;3;"other";"services";"reputation";"father";1;1;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";3;1;3;4;5;4;13;"13";"14";14
+"GP";"M";19;"U";"GT3";"T";2;1;"other";"other";"reputation";"mother";1;1;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";5;3;4;1;4;4;10;"7";"11";11
+"GP";"F";18;"U";"LE3";"A";2;2;"services";"other";"reputation";"mother";2;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;1;4;1;3;4;10;"14";"17";17
+"GP";"F";20;"U";"GT3";"T";1;0;"other";"other";"reputation";"mother";2;1;1;"yes";"no";"no";"no";"yes";"yes";"yes";"yes";5;3;1;1;1;5;5;"8";"10";10
+"GP";"F";18;"U";"GT3";"T";3;2;"services";"other";"home";"mother";1;2;0;"no";"yes";"no";"yes";"no";"yes";"yes";"yes";3;1;2;1;2;1;4;"10";"13";13
+"MS";"F";16;"U";"GT3";"T";1;3;"at_home";"other";"other";"father";2;1;0;"no";"yes";"no";"no";"yes";"no";"yes";"yes";4;3;3;1;3;5;11;"10";"11";11
+"MS";"F";16;"R";"GT3";"T";2;2;"other";"other";"course";"mother";2;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;4;4;1;1;5;0;"12";"12";12
+"MS";"F";15;"R";"GT3";"T";1;1;"at_home";"services";"other";"mother";1;1;1;"no";"yes";"no";"no";"yes";"yes";"no";"yes";4;1;3;1;1;2;6;"10";"10";10
+"MS";"F";15;"R";"GT3";"T";3;3;"at_home";"other";"course";"mother";2;1;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";5;4;4;2;3;5;4;"10";"10";11
+"MS";"F";16;"R";"GT3";"T";2;3;"at_home";"services";"course";"mother";2;2;0;"no";"no";"no";"no";"yes";"yes";"no";"no";4;5;2;1;2;5;0;"16";"17";17
+"MS";"F";15;"R";"LE3";"T";2;1;"at_home";"other";"home";"mother";2;1;0;"no";"no";"no";"no";"yes";"no";"no";"no";1;3;4;1;1;1;0;"6";"8";9
+"MS";"M";16;"R";"LE3";"A";4;4;"at_home";"other";"home";"mother";1;2;0;"no";"yes";"no";"no";"yes";"yes";"no";"no";5;3;2;1;3;2;5;"10";"11";11
+"MS";"M";16;"U";"GT3";"A";1;2;"other";"other";"other";"mother";1;3;0;"yes";"no";"no";"no";"yes";"yes";"yes";"no";4;4;3;1;1;5;0;"10";"11";11
+"MS";"F";17;"R";"GT3";"T";3;2;"at_home";"other";"course";"father";1;2;1;"no";"no";"no";"no";"yes";"yes";"no";"yes";4;5;4;1;2;5;0;"10";"10";10
+"MS";"F";17;"R";"GT3";"T";1;1;"other";"other";"other";"father";1;1;1;"no";"yes";"no";"no";"no";"no";"yes";"no";5;4;4;2;2;5;0;"6";"6";7
+"MS";"F";15;"R";"GT3";"T";4;4;"teacher";"other";"course";"mother";2;1;0;"no";"no";"no";"no";"yes";"yes";"yes";"yes";1;5;1;3;5;5;0;"13";"14";14
+"MS";"F";16;"U";"LE3";"A";2;2;"at_home";"other";"reputation";"mother";2;4;0;"no";"no";"no";"yes";"no";"no";"no";"yes";1;2;1;1;1;1;4;"10";"9";11
+"MS";"F";15;"R";"LE3";"T";1;1;"at_home";"services";"reputation";"father";2;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";5;4;3;1;2;4;0;"10";"10";10
+"MS";"F";15;"R";"LE3";"T";1;1;"other";"services";"course";"mother";2;1;1;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";4;4;3;1;2;2;4;"6";"7";8
+"MS";"F";16;"R";"GT3";"T";0;2;"other";"other";"other";"mother";2;1;0;"no";"yes";"no";"yes";"yes";"yes";"no";"no";3;2;3;1;2;2;0;"12";"11";12
+"MS";"F";17;"R";"GT3";"T";2;3;"other";"other";"course";"mother";2;1;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";5;5;5;1;3;3;2;"10";"11";12
+"MS";"F";15;"R";"GT3";"T";3;3;"other";"services";"course";"father";2;1;0;"no";"no";"no";"no";"no";"yes";"yes";"no";4;1;3;1;1;4;0;"14";"16";16
+"MS";"M";16;"U";"GT3";"T";1;1;"at_home";"services";"home";"mother";2;2;0;"no";"yes";"no";"yes";"yes";"yes";"no";"yes";5;4;5;4;5;3;0;"7";"0";0
+"MS";"M";17;"U";"GT3";"T";1;1;"other";"other";"home";"mother";1;2;0;"no";"no";"yes";"no";"no";"yes";"yes";"no";4;4;3;2;4;5;4;"8";"9";9
+"MS";"M";15;"R";"LE3";"T";4;1;"health";"services";"reputation";"father";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";5;3;4;1;2;2;0;"12";"13";14
+"MS";"M";15;"R";"LE3";"T";4;1;"health";"services";"reputation";"father";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";5;3;4;1;2;2;7;"7";"9";8
+"MS";"M";16;"R";"GT3";"T";3;4;"other";"health";"other";"mother";3;2;0;"no";"no";"no";"no";"no";"yes";"no";"no";3;4;5;1;2;5;4;"9";"10";11
+"MS";"M";15;"R";"GT3";"T";1;1;"other";"other";"course";"mother";4;2;0;"no";"yes";"no";"yes";"yes";"yes";"no";"yes";5;4;5;2;4;4;8;"7";"9";9
+"MS";"M";15;"U";"LE3";"T";3;3;"at_home";"at_home";"reputation";"father";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";5;3;3;1;1;5;0;"11";"11";11
+"MS";"M";17;"R";"GT3";"T";2;1;"other";"other";"other";"mother";3;1;0;"no";"no";"no";"yes";"yes";"no";"no";"yes";5;5;5;5;5;3;8;"8";"10";9
+"MS";"F";16;"R";"GT3";"T";4;4;"teacher";"teacher";"course";"mother";2;3;0;"no";"no";"no";"yes";"yes";"yes";"yes";"yes";4;2;2;1;1;4;6;"16";"16";17
+"MS";"F";15;"R";"GT3";"T";1;2;"other";"services";"course";"mother";2;1;0;"no";"no";"no";"no";"yes";"yes";"no";"no";5;1;2;1;1;1;3;"11";"13";13
+"MS";"F";16;"R";"GT3";"T";2;3;"other";"services";"course";"mother";3;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;5;4;1;2;1;2;"15";"15";15
+"MS";"M";16;"R";"GT3";"T";1;2;"other";"other";"course";"father";2;2;0;"no";"no";"no";"no";"yes";"yes";"no";"no";4;3;3;1;1;5;0;"10";"11";11
+"MS";"F";16;"R";"GT3";"T";2;2;"other";"other";"course";"mother";3;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;4;5;1;1;4;4;"9";"10";11
+"MS";"F";16;"U";"GT3";"T";1;2;"other";"services";"course";"mother";1;3;1;"no";"yes";"no";"no";"yes";"yes";"no";"no";1;3;2;1;2;4;0;"10";"8";8
+"MS";"F";16;"U";"GT3";"T";1;2;"other";"services";"course";"mother";1;3;1;"no";"yes";"no";"no";"yes";"yes";"no";"no";1;3;2;1;2;4;3;"9";"8";8
+"MS";"F";15;"U";"GT3";"T";2;1;"at_home";"other";"home";"mother";1;2;0;"yes";"yes";"no";"no";"no";"yes";"yes";"no";4;4;2;3;3;2;0;"9";"10";9
+"MS";"F";16;"U";"GT3";"T";1;1;"at_home";"other";"course";"father";1;2;0;"no";"yes";"no";"no";"no";"yes";"no";"yes";5;4;3;2;1;2;0;"13";"14";15
+"MS";"M";17;"R";"LE3";"T";1;2;"at_home";"services";"reputation";"mother";1;1;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";5;5;5;5;5;3;4;"10";"11";11
+"MS";"F";16;"R";"GT3";"T";1;1;"other";"other";"home";"father";4;4;0;"no";"yes";"no";"no";"no";"yes";"yes";"no";4;3;2;1;1;1;0;"13";"10";13
+"MS";"F";16;"R";"GT3";"T";1;1;"at_home";"other";"other";"father";4;3;0;"yes";"yes";"no";"no";"yes";"yes";"no";"no";4;4;3;1;1;5;2;"10";"9";10
+"MS";"F";15;"R";"GT3";"T";1;1;"at_home";"other";"home";"father";2;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;3;3;1;1;2;1;"11";"10";11
+"MS";"F";16;"R";"GT3";"T";1;1;"at_home";"other";"other";"mother";2;1;0;"no";"no";"no";"yes";"yes";"yes";"yes";"yes";4;2;2;4;3;2;0;"13";"12";14
+"MS";"F";15;"R";"GT3";"T";1;1;"at_home";"at_home";"course";"father";3;2;0;"no";"yes";"no";"no";"yes";"yes";"no";"no";4;2;1;1;2;2;0;"13";"14";14
+"MS";"F";15;"R";"LE3";"T";2;2;"other";"other";"other";"father";1;3;0;"yes";"yes";"no";"no";"yes";"yes";"no";"no";4;4;3;2;2;5;2;"14";"11";12
+"MS";"M";16;"R";"GT3";"T";1;1;"at_home";"other";"other";"father";2;1;0;"no";"no";"no";"yes";"yes";"yes";"no";"no";3;4;4;3;4;5;6;"11";"11";11
+"MS";"F";18;"U";"GT3";"T";1;2;"other";"other";"course";"father";1;2;1;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";3;4;4;2;3;5;9;"9";"8";8
+"MS";"M";15;"U";"GT3";"T";3;1;"other";"services";"home";"mother";2;1;0;"no";"yes";"no";"no";"yes";"yes";"no";"no";3;2;3;1;3;4;0;"10";"9";11
+"MS";"F";16;"R";"GT3";"T";2;2;"other";"services";"course";"father";3;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";5;3;4;1;1;2;1;"14";"13";14
+"MS";"M";15;"U";"GT3";"T";2;2;"health";"other";"reputation";"mother";3;1;0;"no";"no";"no";"no";"yes";"yes";"no";"no";4;3;3;1;2;4;1;"13";"12";13
+"MS";"M";16;"U";"GT3";"T";4;4;"other";"teacher";"course";"father";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"no";"yes";4;3;1;1;1;3;0;"13";"12";13
+"MS";"F";15;"R";"GT3";"T";3;3;"services";"other";"reputation";"mother";1;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";4;5;4;1;1;1;4;"13";"12";12
+"MS";"F";16;"R";"GT3";"T";2;2;"at_home";"other";"course";"mother";2;2;1;"no";"yes";"no";"yes";"no";"yes";"no";"no";4;4;4;2;3;5;2;"12";"11";12
+"MS";"F";16;"R";"LE3";"T";2;2;"other";"other";"home";"father";3;1;0;"no";"yes";"no";"yes";"yes";"yes";"no";"yes";4;3;2;1;1;4;0;"14";"14";16
+"MS";"M";16;"U";"LE3";"T";2;1;"at_home";"services";"course";"mother";2;1;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";2;4;3;2;3;4;4;"10";"8";10
+"MS";"M";15;"R";"LE3";"T";1;3;"at_home";"other";"reputation";"father";3;1;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;2;4;3;5;3;2;"10";"11";11
+"MS";"F";15;"U";"GT3";"T";2;2;"other";"services";"course";"mother";2;3;0;"no";"yes";"no";"yes";"yes";"yes";"no";"no";5;3;2;1;1;4;0;"12";"13";14
+"MS";"F";16;"R";"LE3";"T";2;1;"other";"other";"home";"mother";1;1;0;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";5;4;3;1;1;5;2;"10";"8";8
+"MS";"M";15;"U";"GT3";"T";3;3;"services";"services";"course";"father";2;1;0;"no";"yes";"no";"yes";"no";"yes";"yes";"no";4;3;3;2;4;3;11;"12";"10";11
+"MS";"F";16;"R";"GT3";"T";1;1;"at_home";"other";"course";"father";2;2;3;"yes";"yes";"no";"no";"yes";"yes";"no";"no";3;4;3;1;1;1;0;"7";"7";8
+"MS";"F";17;"U";"GT3";"T";2;2;"other";"at_home";"course";"mother";1;1;0;"no";"yes";"no";"yes";"yes";"no";"no";"no";4;5;3;1;1;5;4;"9";"9";10
+"MS";"F";19;"U";"GT3";"T";2;3;"at_home";"services";"course";"other";1;1;1;"no";"no";"no";"no";"yes";"no";"yes";"yes";4;4;4;1;1;2;0;"9";"9";10
+"MS";"F";17;"R";"GT3";"T";2;1;"at_home";"other";"course";"mother";3;1;0;"no";"yes";"no";"yes";"yes";"no";"no";"yes";5;5;3;1;1;3;2;"9";"10";11
+"MS";"F";15;"R";"LE3";"T";1;1;"at_home";"other";"course";"mother";2;1;0;"no";"yes";"no";"no";"yes";"no";"no";"yes";5;2;1;1;3;4;0;"9";"10";9
+"MS";"F";16;"R";"GT3";"T";2;2;"other";"other";"course";"father";3;2;0;"no";"yes";"no";"no";"yes";"no";"yes";"no";3;4;5;1;2;1;1;"9";"10";11
+"MS";"F";16;"U";"LE3";"A";2;2;"other";"other";"home";"mother";1;1;0;"no";"yes";"no";"no";"yes";"no";"no";"no";4;3;4;1;2;1;6;"7";"7";8
+"MS";"F";17;"R";"GT3";"T";2;2;"at_home";"other";"course";"mother";2;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;3;5;1;2;4;0;"11";"10";11
+"MS";"F";16;"U";"GT3";"T";2;2;"other";"services";"course";"father";1;1;1;"no";"yes";"yes";"yes";"no";"yes";"yes";"no";4;4;3;1;4;3;1;"9";"10";10
+"MS";"F";18;"R";"LE3";"A";3;2;"other";"other";"course";"other";2;3;2;"no";"yes";"no";"no";"no";"no";"no";"yes";3;3;2;1;1;2;6;"7";"9";10
+"MS";"F";19;"U";"GT3";"T";1;1;"at_home";"services";"course";"mother";1;3;1;"no";"no";"no";"yes";"yes";"no";"no";"yes";5;3;1;1;1;3;6;"7";"9";9
+"MS";"M";18;"R";"GT3";"T";1;1;"other";"other";"home";"mother";2;1;1;"no";"no";"no";"yes";"yes";"no";"yes";"no";4;4;3;3;4;4;0;"8";"9";10
+"MS";"F";18;"R";"GT3";"T";1;1;"at_home";"at_home";"course";"mother";2;1;1;"no";"no";"no";"no";"no";"no";"yes";"yes";3;2;3;1;1;2;4;"9";"11";10
+"MS";"F";19;"U";"GT3";"T";1;1;"other";"other";"course";"other";2;2;1;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";1;1;4;4;1;1;12;"7";"8";9
+"MS";"F";16;"R";"GT3";"A";2;2;"health";"other";"course";"mother";1;2;0;"no";"no";"no";"no";"no";"yes";"no";"yes";3;3;2;1;1;3;2;"8";"10";10
+"MS";"F";17;"U";"GT3";"T";0;1;"other";"at_home";"course";"father";2;1;0;"no";"no";"no";"yes";"no";"yes";"no";"no";2;4;4;3;5;5;5;"9";"9";10
+"MS";"F";16;"R";"LE3";"T";1;2;"at_home";"other";"course";"mother";1;2;0;"no";"no";"no";"yes";"yes";"no";"yes";"no";4;4;5;1;3;3;0;"8";"9";9
+"MS";"F";16;"U";"GT3";"T";3;3;"other";"other";"reputation";"mother";1;1;0;"no";"no";"no";"yes";"yes";"no";"yes";"yes";4;5;4;1;1;4;0;"14";"13";13
+"MS";"F";16;"R";"LE3";"T";1;1;"services";"services";"home";"mother";1;1;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";4;4;4;2;2;4;2;"14";"14";14
+"MS";"M";17;"U";"GT3";"T";3;3;"services";"at_home";"course";"mother";2;4;1;"no";"yes";"yes";"yes";"yes";"yes";"no";"no";5;4;5;3;4;5;0;"10";"11";10
+"MS";"F";16;"U";"GT3";"T";2;1;"other";"services";"course";"mother";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";5;3;3;1;1;1;0;"14";"13";14
+"MS";"F";16;"U";"GT3";"T";2;2;"services";"other";"course";"mother";1;1;0;"no";"yes";"yes";"yes";"yes";"yes";"no";"yes";4;2;5;1;2;5;0;"17";"16";16
+"MS";"M";17;"U";"GT3";"T";1;2;"other";"other";"course";"father";1;1;1;"no";"yes";"no";"yes";"yes";"no";"yes";"yes";5;3;5;5;5;1;12;"6";"7";7
+"MS";"M";16;"U";"LE3";"T";4;3;"other";"other";"course";"father";1;1;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";4;2;5;1;5;5;8;"14";"12";13
+"MS";"M";17;"R";"LE3";"T";2;2;"services";"services";"other";"mother";3;4;1;"no";"yes";"no";"no";"yes";"yes";"no";"no";1;3;5;3;5;3;2;"10";"8";9
+"MS";"F";16;"U";"GT3";"T";1;1;"other";"other";"course";"other";1;4;0;"yes";"yes";"no";"yes";"yes";"yes";"yes";"no";2;2;1;1;1;5;0;"14";"14";14
+"MS";"F";19;"U";"LE3";"T";2;2;"other";"other";"home";"mother";1;3;0;"no";"no";"no";"no";"yes";"yes";"yes";"yes";5;4;5;1;1;1;0;"12";"13";13
+"MS";"F";17;"R";"GT3";"T";1;1;"at_home";"other";"reputation";"mother";2;1;0;"no";"yes";"no";"yes";"no";"yes";"yes";"yes";4;4;5;1;2;5;0;"11";"11";11
+"MS";"F";20;"U";"GT3";"T";3;3;"at_home";"services";"other";"mother";2;2;1;"no";"no";"no";"yes";"yes";"yes";"yes";"yes";3;3;4;2;4;3;8;"11";"9";10
+"MS";"F";17;"U";"LE3";"T";1;1;"other";"services";"course";"father";1;3;0;"no";"yes";"no";"no";"yes";"yes";"no";"yes";4;3;3;1;1;3;0;"11";"11";10
+"MS";"M";17;"R";"GT3";"T";2;2;"other";"other";"course";"mother";3;1;1;"no";"yes";"no";"no";"no";"yes";"yes";"no";4;4;5;1;2;5;0;"10";"9";9
+"MS";"F";16;"R";"LE3";"T";1;1;"at_home";"other";"course";"father";3;2;0;"no";"yes";"no";"no";"yes";"yes";"no";"no";5;3;2;1;1;1;0;"16";"17";18
+"MS";"F";17;"R";"GT3";"T";2;2;"other";"other";"reputation";"mother";2;2;0;"no";"yes";"no";"yes";"yes";"yes";"no";"no";5;3;2;1;1;1;0;"15";"17";17
+"MS";"F";17;"U";"GT3";"A";1;0;"other";"other";"other";"mother";2;2;0;"no";"no";"no";"no";"yes";"yes";"yes";"yes";4;4;5;1;1;4;1;"11";"9";10
+"MS";"F";18;"R";"GT3";"T";1;1;"at_home";"other";"other";"mother";1;2;1;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";4;3;2;1;1;5;9;"7";"7";7
+"MS";"F";16;"U";"GT3";"T";3;1;"other";"other";"course";"mother";1;1;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";3;1;3;1;3;1;0;"8";"6";8
+"MS";"F";16;"U";"GT3";"T";3;2;"services";"at_home";"course";"mother";1;1;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";3;1;3;1;4;3;2;"7";"6";7
+"MS";"F";18;"U";"LE3";"T";1;1;"other";"at_home";"reputation";"mother";2;2;0;"yes";"no";"no";"no";"yes";"yes";"no";"no";2;3;5;1;4;3;8;"9";"8";10
+"MS";"F";16;"R";"GT3";"T";4;4;"health";"teacher";"reputation";"father";1;2;0;"no";"no";"no";"yes";"no";"yes";"yes";"yes";4;3;3;2;3;2;0;"14";"16";16
+"MS";"F";16;"R";"LE3";"T";1;2;"other";"other";"reputation";"mother";2;1;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";5;4;5;1;4;2;0;"14";"14";15
+"MS";"F";18;"U";"GT3";"A";2;4;"other";"services";"reputation";"father";1;2;1;"no";"yes";"no";"no";"yes";"yes";"yes";"no";2;3;2;1;3;1;8;"8";"5";8
+"MS";"M";16;"R";"GT3";"T";2;1;"other";"services";"reputation";"mother";2;2;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";5;2;1;1;1;2;0;"8";"7";0
+"MS";"F";16;"U";"LE3";"T";1;1;"at_home";"other";"other";"mother";3;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;3;2;1;3;5;6;"6";"8";8
+"MS";"F";16;"R";"GT3";"T";2;3;"at_home";"services";"other";"mother";2;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";3;3;3;1;1;2;0;"8";"10";10
+"MS";"F";16;"U";"GT3";"T";4;4;"health";"health";"course";"mother";1;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";4;3;4;1;2;3;4;"8";"8";8
+"MS";"M";18;"U";"LE3";"T";4;4;"at_home";"health";"home";"mother";1;4;0;"no";"yes";"no";"yes";"yes";"no";"yes";"yes";5;5;5;5;5;5;2;"5";"6";6
+"MS";"F";16;"R";"LE3";"T";3;4;"at_home";"other";"other";"mother";3;2;0;"no";"yes";"no";"no";"no";"yes";"no";"no";4;2;1;1;1;2;2;"7";"9";8
+"MS";"M";17;"U";"LE3";"T";4;4;"other";"services";"home";"mother";1;3;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;4;3;1;2;5;0;"15";"14";16
+"MS";"F";17;"R";"GT3";"T";4;1;"other";"other";"other";"mother";1;1;0;"no";"no";"no";"no";"yes";"yes";"yes";"yes";4;2;3;1;2;5;1;"13";"14";14
+"MS";"M";16;"U";"LE3";"T";2;2;"services";"services";"other";"mother";4;3;0;"no";"no";"no";"no";"yes";"yes";"no";"no";5;1;3;2;2;3;0;"10";"9";10
+"MS";"F";17;"R";"GT3";"T";2;2;"at_home";"other";"other";"mother";1;1;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"no";5;1;3;1;2;5;5;"9";"9";9
+"MS";"F";16;"U";"LE3";"T";4;4;"services";"services";"other";"father";2;1;0;"no";"yes";"no";"no";"yes";"yes";"no";"no";5;1;3;1;2;5;1;"11";"11";11
+"MS";"M";17;"U";"GT3";"T";3;3;"services";"services";"home";"mother";1;1;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";4;1;4;5;5;3;8;"7";"10";9
+"MS";"M";17;"U";"GT3";"T";1;1;"at_home";"services";"other";"mother";3;2;0;"no";"no";"no";"no";"yes";"yes";"yes";"yes";5;1;3;3;3;1;0;"10";"10";10
+"MS";"M";16;"U";"GT3";"T";2;1;"health";"services";"other";"mother";2;2;0;"no";"no";"no";"no";"no";"yes";"yes";"yes";4;2;2;1;4;5;2;"9";"7";8
+"MS";"F";16;"U";"LE3";"T";2;1;"other";"services";"other";"mother";1;2;0;"no";"no";"no";"no";"yes";"yes";"yes";"yes";3;2;2;1;1;3;0;"14";"15";16
+"MS";"M";16;"U";"LE3";"T";4;4;"teacher";"health";"other";"father";1;1;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;1;2;2;5;5;0;"11";"12";12
+"MS";"M";15;"R";"GT3";"T";1;2;"other";"services";"course";"mother";3;2;0;"no";"yes";"no";"yes";"yes";"yes";"no";"no";5;5;5;1;3;5;11;"9";"11";10
+"MS";"M";15;"U";"LE3";"A";2;2;"other";"other";"reputation";"mother";3;4;0;"no";"yes";"no";"yes";"yes";"yes";"no";"no";5;4;5;2;3;5;8;"13";"14";14
+"MS";"M";15;"U";"LE3";"A";2;1;"services";"services";"course";"mother";1;1;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";4;3;3;1;2;5;11;"12";"13";12
+"MS";"F";16;"R";"LE3";"T";2;2;"other";"other";"course";"mother";1;3;0;"no";"yes";"no";"no";"no";"yes";"no";"yes";4;3;3;2;2;5;2;"11";"11";11
+"MS";"F";16;"U";"LE3";"T";4;1;"other";"other";"home";"mother";2;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";1;2;4;2;2;1;8;"9";"10";10
+"MS";"F";17;"U";"GT3";"T";3;2;"at_home";"other";"home";"mother";2;1;0;"no";"no";"no";"no";"yes";"yes";"no";"yes";4;3;3;2;2;1;5;"9";"11";11
+"MS";"F";17;"R";"GT3";"T";2;2;"other";"other";"other";"mother";2;2;0;"yes";"no";"yes";"no";"yes";"yes";"no";"no";5;1;3;1;1;5;0;"11";"9";11
+"MS";"F";16;"U";"GT3";"T";4;4;"teacher";"services";"course";"mother";2;3;0;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";5;3;5;1;4;5;1;"10";"11";12
+"MS";"M";17;"R";"GT3";"T";4;4;"health";"other";"course";"father";3;1;3;"no";"no";"no";"yes";"yes";"yes";"yes";"yes";3;3;3;1;3;5;2;"9";"9";8
+"MS";"M";17;"R";"LE3";"T";1;3;"other";"other";"course";"father";2;1;0;"no";"no";"no";"yes";"yes";"yes";"no";"yes";5;1;2;3;3;5;2;"12";"11";12
+"MS";"M";17;"U";"GT3";"T";3;4;"services";"other";"other";"mother";1;2;1;"no";"yes";"no";"yes";"no";"yes";"yes";"yes";5;4;4;3;4;5;8;"8";"9";8
+"MS";"F";17;"U";"GT3";"T";4;4;"health";"health";"course";"father";1;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";5;2;5;1;1;5;0;"13";"15";16
+"MS";"M";16;"R";"LE3";"T";4;1;"other";"at_home";"other";"father";1;1;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";4;1;2;2;1;2;0;"10";"11";11
+"MS";"F";17;"U";"GT3";"A";1;1;"at_home";"at_home";"other";"mother";1;2;0;"no";"no";"no";"yes";"yes";"yes";"yes";"yes";4;5;5;1;2;3;2;"11";"10";11
+"MS";"F";17;"R";"GT3";"T";4;2;"other";"other";"course";"mother";2;2;0;"yes";"yes";"no";"no";"no";"yes";"yes";"no";4;3;3;2;3;5;0;"17";"18";18
+"MS";"M";16;"U";"LE3";"A";2;2;"other";"services";"course";"father";2;2;0;"no";"yes";"no";"no";"no";"yes";"yes";"yes";4;1;2;2;2;5;0;"12";"13";13
+"MS";"M";17;"U";"GT3";"T";3;2;"other";"other";"other";"father";2;2;0;"no";"yes";"yes";"no";"yes";"yes";"yes";"no";4;1;2;2;2;1;0;"13";"14";13
+"MS";"M";19;"U";"GT3";"T";1;1;"other";"other";"other";"mother";1;2;2;"no";"yes";"no";"yes";"yes";"no";"yes";"no";4;4;3;3;4;4;2;"9";"9";10
+"MS";"M";17;"U";"LE3";"A";1;0;"other";"other";"home";"mother";1;1;0;"no";"no";"no";"no";"yes";"yes";"no";"yes";4;1;2;1;1;5;4;"11";"11";12
+"MS";"F";17;"R";"GT3";"T";1;1;"at_home";"at_home";"course";"father";2;1;0;"no";"yes";"no";"yes";"yes";"no";"yes";"yes";3;5;5;2;2;4;3;"10";"11";10
+"MS";"F";16;"R";"GT3";"T";1;2;"other";"other";"home";"father";1;3;0;"yes";"yes";"no";"no";"no";"yes";"yes";"yes";4;3;4;1;1;3;5;"13";"14";13
+"MS";"M";16;"R";"LE3";"T";1;2;"other";"at_home";"course";"mother";1;1;0;"no";"no";"no";"no";"yes";"yes";"no";"no";4;4;4;2;4;5;4;"9";"10";11
+"MS";"F";17;"R";"GT3";"T";3;1;"other";"other";"course";"mother";2;2;3;"no";"yes";"no";"yes";"no";"yes";"yes";"yes";5;4;4;1;1;5;2;"7";"9";10
+"MS";"M";17;"R";"GT3";"T";2;2;"other";"other";"course";"mother";2;1;0;"no";"no";"no";"yes";"yes";"no";"no";"yes";5;5;5;3;5;5;0;"8";"13";10
+"MS";"M";18;"R";"GT3";"T";1;0;"at_home";"at_home";"course";"other";3;1;1;"yes";"yes";"no";"no";"yes";"yes";"no";"no";4;3;2;1;1;4;0;"12";"12";13
+"MS";"M";17;"R";"GT3";"T";1;1;"other";"services";"course";"mother";2;1;0;"no";"yes";"no";"yes";"no";"yes";"yes";"yes";4;5;5;1;3;2;0;"10";"9";10
+"MS";"M";18;"U";"LE3";"T";1;1;"at_home";"at_home";"course";"mother";2;2;0;"no";"yes";"no";"yes";"yes";"yes";"no";"no";4;3;3;1;4;5;6;"10";"9";10
+"MS";"F";16;"R";"LE3";"T";2;2;"other";"services";"course";"father";1;2;0;"no";"no";"no";"yes";"yes";"yes";"no";"yes";5;4;3;1;1;1;0;"11";"13";12
+"MS";"M";17;"U";"GT3";"T";2;2;"other";"other";"course";"mother";1;1;1;"no";"no";"no";"yes";"yes";"yes";"no";"yes";1;2;1;2;3;5;0;"7";"0";0
+"MS";"M";16;"R";"GT3";"T";3;2;"services";"other";"course";"father";2;1;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";4;5;5;2;3;5;2;"11";"9";10
+"MS";"M";16;"R";"LE3";"T";1;1;"at_home";"other";"course";"mother";2;1;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";4;5;5;2;4;5;0;"10";"10";9
+"MS";"M";18;"R";"GT3";"T";1;1;"services";"other";"course";"other";2;1;1;"no";"yes";"no";"no";"yes";"no";"yes";"yes";5;3;3;2;3;5;2;"9";"7";9
+"MS";"M";18;"R";"GT3";"T";3;2;"services";"other";"course";"mother";1;1;1;"no";"no";"no";"no";"yes";"no";"yes";"no";2;3;1;2;2;5;0;"4";"0";0
+"MS";"M";19;"U";"GT3";"T";3;2;"at_home";"services";"course";"mother";2;1;3;"no";"no";"no";"yes";"yes";"yes";"no";"no";3;2;1;1;1;3;4;"6";"11";9
+"MS";"M";18;"U";"GT3";"T";3;3;"at_home";"at_home";"course";"mother";1;2;2;"no";"yes";"no";"yes";"yes";"no";"yes";"no";4;4;5;1;3;3;9;"4";"8";8
+"MS";"M";16;"R";"GT3";"T";2;2;"services";"services";"course";"mother";2;1;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";5;4;3;2;4;4;6;"7";"8";8
+"MS";"M";19;"U";"GT3";"T";2;1;"at_home";"other";"course";"other";2;1;3;"no";"no";"no";"yes";"no";"no";"yes";"yes";4;4;3;1;3;5;4;"8";"9";9
+"MS";"F";16;"U";"GT3";"A";3;2;"services";"at_home";"course";"mother";2;2;2;"no";"yes";"no";"yes";"yes";"yes";"no";"yes";2;5;5;1;1;1;8;"5";"5";7
+"MS";"F";17;"U";"GT3";"T";1;1;"other";"at_home";"course";"mother";1;1;0;"no";"yes";"no";"yes";"yes";"yes";"no";"no";4;3;2;1;2;5;9;"7";"9";10
+"MS";"M";20;"R";"GT3";"T";1;1;"other";"other";"course";"other";2;1;1;"no";"yes";"no";"no";"yes";"no";"yes";"yes";4;4;3;2;4;4;12;"8";"11";10
+"MS";"F";18;"R";"GT3";"A";4;3;"services";"services";"course";"mother";1;1;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";5;4;4;3;4;2;8;"10";"11";10
+"MS";"M";18;"R";"GT3";"T";3;2;"other";"other";"course";"mother";2;1;0;"no";"yes";"no";"no";"no";"yes";"yes";"no";2;5;5;5;5;5;8;"9";"10";11
+"MS";"M";19;"R";"GT3";"T";1;1;"other";"services";"home";"other";3;2;1;"no";"no";"no";"no";"yes";"yes";"yes";"no";5;4;4;3;3;2;8;"10";"9";11
+"MS";"M";17;"U";"GT3";"T";3;3;"health";"other";"course";"mother";2;2;1;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;5;4;2;3;3;4;"8";"9";10
+"MS";"M";18;"U";"LE3";"T";1;3;"at_home";"services";"course";"mother";1;1;0;"no";"no";"no";"no";"yes";"no";"yes";"yes";4;3;3;2;3;3;0;"9";"10";9
+"MS";"M";19;"R";"GT3";"T";1;1;"other";"other";"home";"other";3;1;1;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;4;4;3;3;5;4;"8";"9";10
+"MS";"F";18;"U";"GT3";"A";1;2;"at_home";"other";"course";"mother";2;2;2;"no";"yes";"no";"no";"yes";"yes";"no";"no";4;3;3;1;1;5;2;"6";"8";8
+"MS";"F";19;"U";"LE3";"A";1;1;"at_home";"other";"course";"mother";1;1;0;"no";"yes";"no";"no";"yes";"no";"no";"no";1;4;4;1;1;5;0;"6";"8";7
+"MS";"F";18;"R";"GT3";"T";2;2;"other";"other";"other";"mother";2;1;1;"no";"no";"no";"no";"yes";"no";"yes";"yes";5;5;5;1;1;3;0;"8";"6";0
+"MS";"F";17;"R";"GT3";"T";0;0;"at_home";"other";"course";"mother";2;1;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;4;3;1;1;5;0;"10";"11";11
+"MS";"F";17;"R";"LE3";"A";3;1;"other";"at_home";"course";"other";2;3;0;"no";"yes";"yes";"no";"yes";"no";"no";"no";4;2;3;2;2;3;5;"8";"7";8
+"MS";"F";17;"U";"GT3";"T";4;2;"teacher";"services";"home";"mother";1;2;0;"yes";"yes";"no";"yes";"yes";"yes";"yes";"no";5;5;5;1;3;5;0;"8";"8";0
+"MS";"F";18;"R";"LE3";"T";2;2;"services";"services";"course";"mother";1;2;1;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";2;3;3;1;2;4;3;"7";"6";8
+"MS";"F";17;"U";"GT3";"T";4;1;"health";"at_home";"course";"mother";1;1;0;"no";"yes";"no";"no";"yes";"yes";"no";"yes";3;2;2;1;1;5;0;"8";"10";9
+"MS";"F";17;"U";"LE3";"T";1;2;"at_home";"other";"course";"father";1;1;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";5;5;1;1;1;3;0;"7";"10";10
+"MS";"F";18;"U";"GT3";"T";1;1;"other";"other";"course";"mother";3;2;2;"no";"no";"no";"yes";"yes";"yes";"no";"yes";3;4;4;2;2;5;3;"7";"8";7
+"MS";"F";18;"U";"GT3";"T";2;2;"services";"at_home";"reputation";"father";2;2;0;"no";"no";"no";"yes";"no";"yes";"yes";"no";4;3;5;1;1;1;2;"12";"13";14
+"MS";"F";17;"U";"GT3";"T";3;3;"services";"services";"course";"mother";2;1;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;4;3;1;1;4;0;"11";"12";13
+"MS";"F";18;"U";"LE3";"A";1;2;"at_home";"other";"reputation";"mother";2;2;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";4;4;3;1;2;4;0;"12";"13";14
+"MS";"F";18;"U";"GT3";"T";4;4;"teacher";"teacher";"reputation";"mother";2;2;0;"no";"no";"no";"yes";"no";"yes";"yes";"no";4;3;5;1;2;1;0;"18";"18";18
+"MS";"M";18;"U";"LE3";"T";4;4;"services";"other";"reputation";"mother";1;1;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"no";5;4;5;1;1;5;3;"17";"17";17
+"MS";"F";17;"U";"GT3";"T";4;2;"other";"other";"course";"mother";2;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;3;3;1;2;4;0;"17";"18";18
+"MS";"F";18;"R";"GT3";"T";2;2;"at_home";"other";"course";"mother";3;2;1;"no";"no";"no";"yes";"yes";"yes";"no";"yes";4;3;3;1;1;4;0;"9";"0";0
+"MS";"M";18;"U";"LE3";"T";1;2;"at_home";"services";"home";"mother";2;1;0;"no";"yes";"no";"no";"no";"yes";"no";"no";4;1;4;5;5;1;8;"10";"11";11
+"MS";"M";18;"R";"GT3";"T";4;4;"at_home";"services";"other";"mother";3;1;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"yes";2;5;5;1;1;1;5;"12";"13";14
+"MS";"M";17;"R";"GT3";"T";1;1;"other";"services";"other";"father";3;1;0;"no";"no";"no";"no";"no";"no";"no";"no";4;2;3;3;4;4;4;"12";"13";14
+"MS";"F";18;"U";"GT3";"T";2;2;"other";"other";"course";"mother";2;2;0;"no";"yes";"no";"no";"no";"yes";"yes";"yes";1;3;1;1;1;2;4;"8";"8";10
+"MS";"F";18;"U";"LE3";"T";2;2;"services";"services";"course";"father";2;3;0;"no";"no";"no";"no";"yes";"yes";"yes";"yes";5;4;5;1;4;3;0;"11";"12";13
+"MS";"F";18;"R";"LE3";"A";4;2;"teacher";"other";"reputation";"mother";1;2;0;"no";"no";"no";"yes";"yes";"yes";"yes";"yes";5;3;1;1;1;5;0;"5";"0";0
+"MS";"F";18;"U";"GT3";"T";1;1;"at_home";"services";"course";"mother";3;2;1;"no";"no";"no";"no";"yes";"no";"no";"no";4;4;2;1;2;2;2;"9";"10";10
+"MS";"F";19;"U";"GT3";"T";1;1;"at_home";"services";"other";"father";2;1;1;"no";"no";"no";"no";"yes";"no";"no";"no";5;5;5;2;3;2;0;"5";"0";0
+"MS";"F";17;"U";"GT3";"T";4;2;"teacher";"other";"course";"father";2;4;0;"no";"no";"no";"no";"yes";"yes";"yes";"yes";4;2;3;3;1;5;0;"18";"18";18
+"MS";"F";17;"R";"LE3";"A";2;1;"services";"other";"reputation";"mother";2;2;0;"no";"no";"no";"yes";"yes";"yes";"yes";"yes";5;3;3;1;2;2;5;"11";"11";12
+"MS";"F";18;"U";"LE3";"A";1;1;"at_home";"services";"course";"mother";1;2;0;"no";"no";"no";"no";"yes";"yes";"no";"yes";5;2;3;1;2;3;2;"8";"10";11
+"MS";"F";18;"U";"GT3";"T";1;2;"at_home";"at_home";"course";"father";2;2;0;"no";"yes";"no";"no";"yes";"no";"no";"no";4;1;1;1;1;4;0;"11";"11";12
+"MS";"F";19;"R";"GT3";"A";1;1;"at_home";"at_home";"course";"other";2;2;3;"no";"yes";"no";"yes";"yes";"no";"no";"yes";3;5;4;1;4;1;0;"8";"0";0
+"MS";"F";18;"R";"GT3";"T";2;2;"services";"other";"home";"mother";2;3;0;"no";"no";"no";"no";"yes";"yes";"yes";"yes";4;2;1;1;1;4;5;"14";"14";15
+"MS";"M";17;"R";"GT3";"T";4;3;"services";"other";"home";"mother";2;2;1;"no";"yes";"yes";"yes";"no";"yes";"yes";"yes";4;5;5;1;3;2;4;"10";"11";11
+"MS";"F";18;"U";"GT3";"T";3;3;"services";"services";"course";"father";1;2;0;"no";"yes";"no";"no";"yes";"yes";"no";"yes";5;3;4;1;1;5;0;"10";"10";10
+"MS";"F";17;"R";"GT3";"T";4;4;"teacher";"services";"other";"father";2;2;0;"no";"yes";"yes";"yes";"yes";"yes";"yes";"no";4;3;3;1;2;5;2;"12";"12";12
+"MS";"F";17;"U";"LE3";"A";3;2;"services";"other";"reputation";"mother";2;2;0;"no";"no";"no";"no";"yes";"yes";"no";"yes";1;2;3;1;2;5;0;"15";"14";15
+"MS";"M";18;"U";"LE3";"T";1;1;"other";"services";"home";"father";2;1;0;"no";"no";"no";"no";"no";"yes";"yes";"yes";3;3;2;1;2;3;2;"14";"13";14
+"MS";"F";18;"U";"LE3";"T";1;1;"at_home";"services";"course";"father";2;3;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";5;3;2;1;1;4;0;"19";"17";18
+"MS";"F";18;"R";"LE3";"A";1;2;"at_home";"other";"course";"mother";3;2;0;"no";"no";"no";"no";"yes";"yes";"no";"yes";4;3;4;1;4;5;0;"16";"15";15
+"MS";"F";18;"U";"GT3";"T";3;3;"services";"services";"other";"mother";2;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";4;3;2;1;3;3;6;"13";"12";13
+"MS";"F";17;"U";"LE3";"T";4;4;"at_home";"at_home";"course";"mother";1;2;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";2;3;4;1;1;1;4;"15";"14";15
+"MS";"F";17;"R";"GT3";"T";1;2;"other";"services";"course";"father";2;2;0;"no";"no";"no";"no";"no";"yes";"no";"no";3;2;2;1;2;3;0;"13";"13";13
+"MS";"M";18;"R";"GT3";"T";1;3;"at_home";"other";"course";"mother";2;2;0;"no";"yes";"yes";"no";"yes";"yes";"no";"no";3;3;4;2;4;3;0;"8";"10";9
+"MS";"M";18;"U";"LE3";"T";4;4;"teacher";"services";"other";"mother";2;3;0;"no";"no";"no";"no";"yes";"yes";"yes";"yes";4;2;2;2;2;5;0;"15";"16";16
+"MS";"F";17;"R";"GT3";"T";1;1;"other";"services";"reputation";"mother";3;1;1;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";5;2;1;1;2;1;0;"8";"8";9
+"MS";"F";18;"U";"GT3";"T";2;3;"at_home";"services";"course";"father";2;1;0;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";5;2;3;1;2;4;0;"10";"10";10
+"MS";"F";18;"R";"GT3";"T";4;4;"other";"teacher";"other";"father";3;2;0;"no";"yes";"no";"no";"no";"yes";"yes";"yes";3;2;2;4;2;5;0;"7";"5";0
+"MS";"M";18;"R";"LE3";"T";1;2;"at_home";"services";"other";"father";3;1;0;"no";"yes";"no";"yes";"yes";"no";"yes";"yes";4;3;3;2;3;3;3;"9";"10";10
+"MS";"F";17;"U";"GT3";"T";2;2;"other";"at_home";"home";"mother";1;3;0;"no";"no";"no";"yes";"yes";"yes";"no";"yes";3;4;3;1;1;3;8;"10";"11";12
+"MS";"F";17;"R";"GT3";"T";1;2;"other";"other";"course";"mother";1;1;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";3;5;5;1;3;1;4;"7";"8";9
+"MS";"F";18;"R";"LE3";"T";4;4;"other";"other";"reputation";"mother";2;3;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";5;4;4;1;1;1;0;"15";"17";17
+"MS";"F";18;"R";"GT3";"T";1;1;"other";"other";"home";"mother";4;3;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";4;3;2;1;2;4;4;"10";"11";12
+"MS";"F";19;"R";"GT3";"T";1;1;"at_home";"other";"course";"other";2;2;1;"no";"yes";"no";"no";"yes";"yes";"yes";"yes";4;3;3;1;1;3;4;"7";"8";9
+"MS";"F";18;"R";"LE3";"T";4;4;"teacher";"services";"course";"mother";1;2;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";5;4;3;3;4;2;1;"13";"14";14
+"MS";"F";18;"U";"GT3";"T";3;3;"other";"other";"home";"mother";1;2;0;"no";"no";"no";"no";"yes";"yes";"yes";"yes";4;1;3;1;2;1;1;"16";"16";16
+"MS";"F";17;"R";"GT3";"T";3;1;"at_home";"other";"reputation";"mother";1;2;0;"no";"yes";"no";"yes";"no";"yes";"yes";"no";4;5;4;2;3;1;10;"8";"9";9
+"MS";"M";18;"U";"GT3";"T";4;4;"teacher";"teacher";"home";"father";1;2;0;"no";"no";"no";"yes";"no";"yes";"yes";"no";3;2;4;1;4;2;4;"17";"18";19
+"MS";"M";18;"R";"GT3";"T";2;1;"other";"other";"other";"mother";2;1;0;"no";"no";"no";"yes";"no";"yes";"yes";"yes";4;4;3;1;3;5;0;"7";"7";0
+"MS";"M";17;"U";"GT3";"T";2;3;"other";"services";"home";"father";2;2;0;"no";"no";"no";"yes";"yes";"yes";"yes";"no";4;4;3;1;1;3;4;"14";"15";16
+"MS";"M";19;"R";"GT3";"T";1;1;"other";"services";"other";"mother";2;1;1;"no";"no";"no";"no";"yes";"yes";"no";"no";4;3;2;1;3;5;0;"5";"8";0
+"MS";"M";18;"R";"GT3";"T";4;2;"other";"other";"home";"father";2;1;1;"no";"no";"yes";"no";"yes";"yes";"no";"no";5;4;3;4;3;3;0;"7";"7";0
+"MS";"F";18;"R";"GT3";"T";2;2;"at_home";"other";"other";"mother";2;3;0;"no";"no";"no";"no";"yes";"yes";"no";"no";5;3;3;1;3;4;0;"14";"17";15
+"MS";"F";17;"U";"GT3";"T";4;3;"teacher";"other";"other";"mother";2;2;0;"no";"no";"no";"no";"yes";"yes";"yes";"no";5;5;4;1;1;1;0;"6";"9";11
+"MS";"F";18;"R";"GT3";"T";4;4;"teacher";"at_home";"reputation";"mother";3;1;0;"no";"yes";"no";"yes";"yes";"yes";"yes";"yes";4;4;3;2;2;5;4;"7";"9";10
+"MS";"F";19;"R";"GT3";"T";2;3;"services";"other";"course";"mother";1;3;1;"no";"no";"no";"yes";"no";"yes";"yes";"no";5;4;2;1;2;5;4;"10";"11";10
+"MS";"F";18;"U";"LE3";"T";3;1;"teacher";"services";"course";"mother";1;2;0;"no";"yes";"no";"no";"yes";"yes";"yes";"no";4;3;4;1;1;1;4;"15";"15";16
+"MS";"F";18;"U";"GT3";"T";1;1;"other";"other";"course";"mother";2;2;0;"no";"no";"no";"yes";"yes";"yes";"no";"no";1;1;1;1;1;5;6;"11";"12";9
+"MS";"M";17;"U";"LE3";"T";3;1;"services";"services";"course";"mother";2;1;0;"no";"no";"no";"no";"no";"yes";"yes";"no";2;4;5;3;4;2;6;"10";"10";10
+"MS";"M";18;"R";"LE3";"T";3;2;"services";"other";"course";"mother";3;1;0;"no";"no";"no";"no";"no";"yes";"yes";"no";4;4;1;3;4;5;4;"10";"11";11
diff --git "a/Projekty/Projekt1/Pawlikowski_Szmajdzi\305\204ski/student/student.txt" "b/Projekty/Projekt1/Pawlikowski_Szmajdzi\305\204ski/student/student.txt"
new file mode 100644
index 000000000..6284cc701
--- /dev/null
+++ "b/Projekty/Projekt1/Pawlikowski_Szmajdzi\305\204ski/student/student.txt"
@@ -0,0 +1,40 @@
+# Attributes for both student-mat.csv (Math course) and student-por.csv (Portuguese language course) datasets:
+1 school - student's school (binary: "GP" - Gabriel Pereira or "MS" - Mousinho da Silveira)
+2 sex - student's sex (binary: "F" - female or "M" - male)
+3 age - student's age (numeric: from 15 to 22)
+4 address - student's home address type (binary: "U" - urban or "R" - rural)
+5 famsize - family size (binary: "LE3" - less or equal to 3 or "GT3" - greater than 3)
+6 Pstatus - parent's cohabitation status (binary: "T" - living together or "A" - apart)
+7 Medu - mother's education (numeric: 0 - none,  1 - primary education (4th grade), 2 – 5th to 9th grade, 3 – secondary education or 4 – higher education)
+8 Fedu - father's education (numeric: 0 - none,  1 - primary education (4th grade), 2 – 5th to 9th grade, 3 – secondary education or 4 – higher education)
+9 Mjob - mother's job (nominal: "teacher", "health" care related, civil "services" (e.g. administrative or police), "at_home" or "other")
+10 Fjob - father's job (nominal: "teacher", "health" care related, civil "services" (e.g. administrative or police), "at_home" or "other")
+11 reason - reason to choose this school (nominal: close to "home", school "reputation", "course" preference or "other")
+12 guardian - student's guardian (nominal: "mother", "father" or "other")
+13 traveltime - home to school travel time (numeric: 1 - <15 min., 2 - 15 to 30 min., 3 - 30 min. to 1 hour, or 4 - >1 hour)
+14 studytime - weekly study time (numeric: 1 - <2 hours, 2 - 2 to 5 hours, 3 - 5 to 10 hours, or 4 - >10 hours)
+15 failures - number of past class failures (numeric: n if 1<=n<3, else 4)
+16 schoolsup - extra educational support (binary: yes or no)
+17 famsup - family educational support (binary: yes or no)
+18 paid - extra paid classes within the course subject (Math or Portuguese) (binary: yes or no)
+19 activities - extra-curricular activities (binary: yes or no)
+20 nursery - attended nursery school (binary: yes or no)
+21 higher - wants to take higher education (binary: yes or no)
+22 internet - Internet access at home (binary: yes or no)
+23 romantic - with a romantic relationship (binary: yes or no)
+24 famrel - quality of family relationships (numeric: from 1 - very bad to 5 - excellent)
+25 freetime - free time after school (numeric: from 1 - very low to 5 - very high)
+26 goout - going out with friends (numeric: from 1 - very low to 5 - very high)
+27 Dalc - workday alcohol consumption (numeric: from 1 - very low to 5 - very high)
+28 Walc - weekend alcohol consumption (numeric: from 1 - very low to 5 - very high)
+29 health - current health status (numeric: from 1 - very bad to 5 - very good)
+30 absences - number of school absences (numeric: from 0 to 93)
+
+# these grades are related with the course subject, Math or Portuguese:
+31 G1 - first period grade (numeric: from 0 to 20)
+31 G2 - second period grade (numeric: from 0 to 20)
+32 G3 - final grade (numeric: from 0 to 20, output target)
+
+Additional note: there are several (382) students that belong to both datasets . 
+These students can be identified by searching for identical attributes
+that characterize each student, as shown in the annexed R file.