{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "id": "8As1-dX1yjFx" }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 307 }, "id": "C7as-aoCyuNY", "outputId": "ee8f4f17-b708-4a16-8b64-03468a70af52" }, "outputs": [ { "data": { "text/html": [ "
| \n", " | Marital status | \n", "Application mode | \n", "Application order | \n", "Course | \n", "Daytime/evening attendance\\t | \n", "Previous qualification | \n", "Previous qualification (grade) | \n", "Nacionality | \n", "Mother's qualification | \n", "Father's qualification | \n", "... | \n", "Curricular units 2nd sem (credited) | \n", "Curricular units 2nd sem (enrolled) | \n", "Curricular units 2nd sem (evaluations) | \n", "Curricular units 2nd sem (approved) | \n", "Curricular units 2nd sem (grade) | \n", "Curricular units 2nd sem (without evaluations) | \n", "Unemployment rate | \n", "Inflation rate | \n", "GDP | \n", "Target | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "1 | \n", "17 | \n", "5 | \n", "171 | \n", "1 | \n", "1 | \n", "122.0 | \n", "1 | \n", "19 | \n", "12 | \n", "... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0.000000 | \n", "0 | \n", "10.8 | \n", "1.4 | \n", "1.74 | \n", "Dropout | \n", "
| 1 | \n", "1 | \n", "15 | \n", "1 | \n", "9254 | \n", "1 | \n", "1 | \n", "160.0 | \n", "1 | \n", "1 | \n", "3 | \n", "... | \n", "0 | \n", "6 | \n", "6 | \n", "6 | \n", "13.666667 | \n", "0 | \n", "13.9 | \n", "-0.3 | \n", "0.79 | \n", "Graduate | \n", "
| 2 | \n", "1 | \n", "1 | \n", "5 | \n", "9070 | \n", "1 | \n", "1 | \n", "122.0 | \n", "1 | \n", "37 | \n", "37 | \n", "... | \n", "0 | \n", "6 | \n", "0 | \n", "0 | \n", "0.000000 | \n", "0 | \n", "10.8 | \n", "1.4 | \n", "1.74 | \n", "Dropout | \n", "
| 3 | \n", "1 | \n", "17 | \n", "2 | \n", "9773 | \n", "1 | \n", "1 | \n", "122.0 | \n", "1 | \n", "38 | \n", "37 | \n", "... | \n", "0 | \n", "6 | \n", "10 | \n", "5 | \n", "12.400000 | \n", "0 | \n", "9.4 | \n", "-0.8 | \n", "-3.12 | \n", "Graduate | \n", "
| 4 | \n", "2 | \n", "39 | \n", "1 | \n", "8014 | \n", "0 | \n", "1 | \n", "100.0 | \n", "1 | \n", "37 | \n", "38 | \n", "... | \n", "0 | \n", "6 | \n", "6 | \n", "6 | \n", "13.000000 | \n", "0 | \n", "13.9 | \n", "-0.3 | \n", "0.79 | \n", "Graduate | \n", "
5 rows × 37 columns
\n", "| \n", " | Marital status | \n", "Application mode | \n", "Application order | \n", "Course | \n", "Daytime/evening attendance\\t | \n", "Previous qualification | \n", "Previous qualification (grade) | \n", "Nacionality | \n", "Mother's qualification | \n", "Father's qualification | \n", "... | \n", "Curricular units 1st sem (without evaluations) | \n", "Curricular units 2nd sem (credited) | \n", "Curricular units 2nd sem (enrolled) | \n", "Curricular units 2nd sem (evaluations) | \n", "Curricular units 2nd sem (approved) | \n", "Curricular units 2nd sem (grade) | \n", "Curricular units 2nd sem (without evaluations) | \n", "Unemployment rate | \n", "Inflation rate | \n", "GDP | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | \n", "3630.000000 | \n", "3630.000000 | \n", "3630.000000 | \n", "3630.000000 | \n", "3630.000000 | \n", "3630.000000 | \n", "3630.000000 | \n", "3630.000000 | \n", "3630.000000 | \n", "3630.000000 | \n", "... | \n", "3630.000000 | \n", "3630.000000 | \n", "3630.000000 | \n", "3630.000000 | \n", "3630.000000 | \n", "3630.000000 | \n", "3630.000000 | \n", "3630.000000 | \n", "3630.000000 | \n", "3630.000000 | \n", "
| mean | \n", "1.184298 | \n", "18.421763 | \n", "1.750138 | \n", "8853.980992 | \n", "0.887603 | \n", "4.532231 | \n", "132.920606 | \n", "1.828099 | \n", "19.986226 | \n", "22.571625 | \n", "... | \n", "0.128926 | \n", "0.581818 | \n", "6.296419 | \n", "7.763085 | \n", "4.518457 | \n", "10.036155 | \n", "0.142149 | \n", "11.630358 | \n", "1.231598 | \n", "-0.009256 | \n", "
| std | \n", "0.613009 | \n", "17.358595 | \n", "1.333831 | \n", "2068.760082 | \n", "0.315897 | \n", "10.024134 | \n", "13.238373 | \n", "6.667614 | \n", "15.585278 | \n", "15.275453 | \n", "... | \n", "0.679111 | \n", "2.022688 | \n", "2.263020 | \n", "3.964163 | \n", "3.162376 | \n", "5.481742 | \n", "0.747670 | \n", "2.667652 | \n", "1.384911 | \n", "2.259986 | \n", "
| min | \n", "1.000000 | \n", "1.000000 | \n", "0.000000 | \n", "33.000000 | \n", "0.000000 | \n", "1.000000 | \n", "95.000000 | \n", "1.000000 | \n", "1.000000 | \n", "1.000000 | \n", "... | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "7.600000 | \n", "-0.800000 | \n", "-4.060000 | \n", "
| 25% | \n", "1.000000 | \n", "1.000000 | \n", "1.000000 | \n", "9085.000000 | \n", "1.000000 | \n", "1.000000 | \n", "125.000000 | \n", "1.000000 | \n", "2.000000 | \n", "3.000000 | \n", "... | \n", "0.000000 | \n", "0.000000 | \n", "5.000000 | \n", "6.000000 | \n", "2.000000 | \n", "10.517857 | \n", "0.000000 | \n", "9.400000 | \n", "0.300000 | \n", "-1.700000 | \n", "
| 50% | \n", "1.000000 | \n", "17.000000 | \n", "1.000000 | \n", "9254.000000 | \n", "1.000000 | \n", "1.000000 | \n", "133.100000 | \n", "1.000000 | \n", "19.000000 | \n", "19.000000 | \n", "... | \n", "0.000000 | \n", "0.000000 | \n", "6.000000 | \n", "8.000000 | \n", "5.000000 | \n", "12.333333 | \n", "0.000000 | \n", "11.100000 | \n", "1.400000 | \n", "0.320000 | \n", "
| 75% | \n", "1.000000 | \n", "39.000000 | \n", "2.000000 | \n", "9556.000000 | \n", "1.000000 | \n", "1.000000 | \n", "140.000000 | \n", "1.000000 | \n", "37.000000 | \n", "37.000000 | \n", "... | \n", "0.000000 | \n", "0.000000 | \n", "7.000000 | \n", "10.000000 | \n", "6.000000 | \n", "13.500000 | \n", "0.000000 | \n", "13.900000 | \n", "2.600000 | \n", "1.790000 | \n", "
| max | \n", "6.000000 | \n", "57.000000 | \n", "6.000000 | \n", "9991.000000 | \n", "1.000000 | \n", "43.000000 | \n", "190.000000 | \n", "109.000000 | \n", "44.000000 | \n", "44.000000 | \n", "... | \n", "12.000000 | \n", "19.000000 | \n", "23.000000 | \n", "33.000000 | \n", "20.000000 | \n", "18.571429 | \n", "12.000000 | \n", "16.200000 | \n", "3.700000 | \n", "3.510000 | \n", "
8 rows × 36 columns
\n", "