{ "cells": [ { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#### 0.0.1 - 2021 - 01 - 01\n", "#### Dr. Marco Aceves \n", "#### rev en Jupyter Notebook\n", "#### Código como ejemplo como parte del libro:\n", "#### Inteligencia Artificial para Programadores con Prisa\n", "#### 8.10_mice.ipynb\n", "#Imputación Múltiple MICE" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "#Importar las Librerías\n", "import matplotlib.pyplot as plt\n", "from sklearn import linear_model\n", "from copy import deepcopy\n", "import pandas as pd\n", "import numpy as np\n", "import csv" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Se leen los datos y se grafican los atributos" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", " | ACO | \n", "AJM | \n", "ATI | \n", "BJU | \n", "CAM | \n", "CUA | \n", "CUT | \n", "FAC | \n", "GAM | \n", "HGM | \n", "... | \n", "MER | \n", "PED | \n", "SAG | \n", "SFE | \n", "TAH | \n", "TLA | \n", "TLI | \n", "UIZ | \n", "VIF | \n", "XAL | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
ACO | \n", "1.000000 | \n", "0.307662 | \n", "0.408889 | \n", "0.553182 | \n", "0.463664 | \n", "0.305601 | \n", "0.516079 | \n", "0.507420 | \n", "0.597284 | \n", "NaN | \n", "... | \n", "0.545522 | \n", "0.487354 | \n", "0.644601 | \n", "0.446851 | \n", "0.389128 | \n", "0.469279 | \n", "0.265832 | \n", "0.602625 | \n", "0.601494 | \n", "NaN | \n", "
AJM | \n", "0.307662 | \n", "1.000000 | \n", "0.439019 | \n", "0.627712 | \n", "0.560064 | \n", "0.740034 | \n", "0.265392 | \n", "0.462681 | \n", "0.438005 | \n", "0.518430 | \n", "... | \n", "0.619124 | \n", "0.809648 | \n", "0.382732 | \n", "0.821939 | \n", "0.404001 | \n", "0.478597 | \n", "0.441500 | \n", "0.594895 | \n", "0.228101 | \n", "0.267895 | \n", "
ATI | \n", "0.408889 | \n", "0.439019 | \n", "1.000000 | \n", "0.503516 | \n", "0.547816 | \n", "0.451936 | \n", "0.573957 | \n", "0.742346 | \n", "0.540385 | \n", "0.582888 | \n", "... | \n", "0.493150 | \n", "0.490068 | \n", "0.458479 | \n", "0.501123 | \n", "0.414445 | \n", "0.617204 | \n", "0.760666 | \n", "0.495498 | \n", "0.522861 | \n", "0.479535 | \n", "
BJU | \n", "0.553182 | \n", "0.627712 | \n", "0.503516 | \n", "1.000000 | \n", "0.716363 | \n", "0.489711 | \n", "0.427939 | \n", "0.569588 | \n", "0.730240 | \n", "0.668887 | \n", "... | \n", "0.772620 | \n", "0.707758 | \n", "0.606300 | \n", "0.665193 | \n", "0.424947 | \n", "0.637380 | \n", "0.567967 | \n", "0.754457 | \n", "0.463028 | \n", "0.480654 | \n", "
CAM | \n", "0.463664 | \n", "0.560064 | \n", "0.547816 | \n", "0.716363 | \n", "1.000000 | \n", "0.454868 | \n", "0.450517 | \n", "0.598477 | \n", "0.657438 | \n", "0.610806 | \n", "... | \n", "0.711305 | \n", "0.595826 | \n", "0.562276 | \n", "0.600330 | \n", "0.355532 | \n", "0.702218 | \n", "0.620278 | \n", "0.646318 | \n", "0.404642 | \n", "0.458866 | \n", "
CUA | \n", "0.305601 | \n", "0.740034 | \n", "0.451936 | \n", "0.489711 | \n", "0.454868 | \n", "1.000000 | \n", "0.300472 | \n", "0.526321 | \n", "0.407807 | \n", "0.522657 | \n", "... | \n", "0.538132 | \n", "0.670926 | \n", "0.314119 | \n", "0.787714 | \n", "0.415890 | \n", "0.444241 | \n", "0.512294 | \n", "0.535635 | \n", "0.269037 | \n", "0.296180 | \n", "
CUT | \n", "0.516079 | \n", "0.265392 | \n", "0.573957 | \n", "0.427939 | \n", "0.450517 | \n", "0.300472 | \n", "1.000000 | \n", "0.619511 | \n", "0.560130 | \n", "0.483617 | \n", "... | \n", "0.483911 | \n", "0.377195 | \n", "0.508995 | \n", "0.334815 | \n", "0.372421 | \n", "0.503240 | \n", "0.732841 | \n", "0.483252 | \n", "0.668601 | \n", "0.538549 | \n", "
FAC | \n", "0.507420 | \n", "0.462681 | \n", "0.742346 | \n", "0.569588 | \n", "0.598477 | \n", "0.526321 | \n", "0.619511 | \n", "1.000000 | \n", "0.595618 | \n", "0.552268 | \n", "... | \n", "0.577792 | \n", "0.594195 | \n", "0.539656 | \n", "0.580605 | \n", "0.489184 | \n", "0.668680 | \n", "0.745742 | \n", "0.558291 | \n", "0.606959 | \n", "0.559923 | \n", "
GAM | \n", "0.597284 | \n", "0.438005 | \n", "0.540385 | \n", "0.730240 | \n", "0.657438 | \n", "0.407807 | \n", "0.560130 | \n", "0.595618 | \n", "1.000000 | \n", "0.695423 | \n", "... | \n", "0.820930 | \n", "0.618950 | \n", "0.746979 | \n", "0.550089 | \n", "0.516923 | \n", "0.691314 | \n", "0.586521 | \n", "0.771257 | \n", "0.604995 | \n", "0.798016 | \n", "
HGM | \n", "NaN | \n", "0.518430 | \n", "0.582888 | \n", "0.668887 | \n", "0.610806 | \n", "0.522657 | \n", "0.483617 | \n", "0.552268 | \n", "0.695423 | \n", "1.000000 | \n", "... | \n", "0.764058 | \n", "0.705927 | \n", "0.458765 | \n", "0.651575 | \n", "0.495152 | \n", "0.630301 | \n", "NaN | \n", "0.702488 | \n", "0.465995 | \n", "0.572598 | \n", "
INN | \n", "0.357728 | \n", "0.690795 | \n", "0.377331 | \n", "0.464182 | \n", "0.398243 | \n", "0.643872 | \n", "0.205743 | \n", "0.422975 | \n", "0.334172 | \n", "0.396636 | \n", "... | \n", "0.396848 | \n", "0.644855 | \n", "0.298303 | \n", "0.706929 | \n", "0.365102 | \n", "0.346699 | \n", "0.208229 | \n", "0.468595 | \n", "0.234020 | \n", "0.104861 | \n", "
IZT | \n", "0.584650 | \n", "0.602558 | \n", "0.515645 | \n", "0.719026 | \n", "0.634426 | \n", "0.604457 | \n", "0.445910 | \n", "0.586466 | \n", "0.716897 | \n", "0.727185 | \n", "... | \n", "0.777054 | \n", "0.651289 | \n", "0.598807 | \n", "0.611162 | \n", "0.496231 | \n", "0.552660 | \n", "0.485916 | \n", "0.777479 | \n", "0.480154 | \n", "0.642370 | \n", "
MER | \n", "0.545522 | \n", "0.619124 | \n", "0.493150 | \n", "0.772620 | \n", "0.711305 | \n", "0.538132 | \n", "0.483911 | \n", "0.577792 | \n", "0.820930 | \n", "0.764058 | \n", "... | \n", "1.000000 | \n", "0.629362 | \n", "0.648746 | \n", "0.598154 | \n", "0.459002 | \n", "0.628666 | \n", "0.559759 | \n", "0.771734 | \n", "0.497759 | \n", "0.681549 | \n", "
PED | \n", "0.487354 | \n", "0.809648 | \n", "0.490068 | \n", "0.707758 | \n", "0.595826 | \n", "0.670926 | \n", "0.377195 | \n", "0.594195 | \n", "0.618950 | \n", "0.705927 | \n", "... | \n", "0.629362 | \n", "1.000000 | \n", "0.474474 | \n", "0.812070 | \n", "0.483872 | \n", "0.571579 | \n", "0.495417 | \n", "0.656128 | \n", "0.355982 | \n", "0.408301 | \n", "
SAG | \n", "0.644601 | \n", "0.382732 | \n", "0.458479 | \n", "0.606300 | \n", "0.562276 | \n", "0.314119 | \n", "0.508995 | \n", "0.539656 | \n", "0.746979 | \n", "0.458765 | \n", "... | \n", "0.648746 | \n", "0.474474 | \n", "1.000000 | \n", "0.432004 | \n", "0.366962 | \n", "0.556732 | \n", "0.551773 | \n", "0.662291 | \n", "0.598013 | \n", "0.657621 | \n", "
SFE | \n", "0.446851 | \n", "0.821939 | \n", "0.501123 | \n", "0.665193 | \n", "0.600330 | \n", "0.787714 | \n", "0.334815 | \n", "0.580605 | \n", "0.550089 | \n", "0.651575 | \n", "... | \n", "0.598154 | \n", "0.812070 | \n", "0.432004 | \n", "1.000000 | \n", "0.395980 | \n", "0.573011 | \n", "0.498292 | \n", "0.605464 | \n", "0.307858 | \n", "0.280740 | \n", "
TAH | \n", "0.389128 | \n", "0.404001 | \n", "0.414445 | \n", "0.424947 | \n", "0.355532 | \n", "0.415890 | \n", "0.372421 | \n", "0.489184 | \n", "0.516923 | \n", "0.495152 | \n", "... | \n", "0.459002 | \n", "0.483872 | \n", "0.366962 | \n", "0.395980 | \n", "1.000000 | \n", "0.346900 | \n", "0.427653 | \n", "0.541133 | \n", "0.358206 | \n", "0.505496 | \n", "
TLA | \n", "0.469279 | \n", "0.478597 | \n", "0.617204 | \n", "0.637380 | \n", "0.702218 | \n", "0.444241 | \n", "0.503240 | \n", "0.668680 | \n", "0.691314 | \n", "0.630301 | \n", "... | \n", "0.628666 | \n", "0.571579 | \n", "0.556732 | \n", "0.573011 | \n", "0.346900 | \n", "1.000000 | \n", "0.665413 | \n", "0.599701 | \n", "0.483162 | \n", "0.521192 | \n", "
TLI | \n", "0.265832 | \n", "0.441500 | \n", "0.760666 | \n", "0.567967 | \n", "0.620278 | \n", "0.512294 | \n", "0.732841 | \n", "0.745742 | \n", "0.586521 | \n", "NaN | \n", "... | \n", "0.559759 | \n", "0.495417 | \n", "0.551773 | \n", "0.498292 | \n", "0.427653 | \n", "0.665413 | \n", "1.000000 | \n", "0.569554 | \n", "0.817269 | \n", "NaN | \n", "
UIZ | \n", "0.602625 | \n", "0.594895 | \n", "0.495498 | \n", "0.754457 | \n", "0.646318 | \n", "0.535635 | \n", "0.483252 | \n", "0.558291 | \n", "0.771257 | \n", "0.702488 | \n", "... | \n", "0.771734 | \n", "0.656128 | \n", "0.662291 | \n", "0.605464 | \n", "0.541133 | \n", "0.599701 | \n", "0.569554 | \n", "1.000000 | \n", "0.483910 | \n", "0.611142 | \n", "
VIF | \n", "0.601494 | \n", "0.228101 | \n", "0.522861 | \n", "0.463028 | \n", "0.404642 | \n", "0.269037 | \n", "0.668601 | \n", "0.606959 | \n", "0.604995 | \n", "0.465995 | \n", "... | \n", "0.497759 | \n", "0.355982 | \n", "0.598013 | \n", "0.307858 | \n", "0.358206 | \n", "0.483162 | \n", "0.817269 | \n", "0.483910 | \n", "1.000000 | \n", "0.624608 | \n", "
XAL | \n", "NaN | \n", "0.267895 | \n", "0.479535 | \n", "0.480654 | \n", "0.458866 | \n", "0.296180 | \n", "0.538549 | \n", "0.559923 | \n", "0.798016 | \n", "0.572598 | \n", "... | \n", "0.681549 | \n", "0.408301 | \n", "0.657621 | \n", "0.280740 | \n", "0.505496 | \n", "0.521192 | \n", "NaN | \n", "0.611142 | \n", "0.624608 | \n", "1.000000 | \n", "
22 rows × 22 columns
\n", "