alcohol_correlation.ipynb

{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 175,
      "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>alcohol</th>\n",
              "      <th>alcohol_abs</th>\n",
              "      <th>correlation</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <td>proline</td>\n",
              "      <td>0.643720</td>\n",
              "      <td>0.643720</td>\n",
              "      <td>+</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>color_intensity</td>\n",
              "      <td>0.546364</td>\n",
              "      <td>0.546364</td>\n",
              "      <td>+</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>alcalinity_of_ash</td>\n",
              "      <td>-0.310235</td>\n",
              "      <td>0.310235</td>\n",
              "      <td>-</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>total_phenols</td>\n",
              "      <td>0.289101</td>\n",
              "      <td>0.289101</td>\n",
              "      <td>+</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>magnesium</td>\n",
              "      <td>0.270798</td>\n",
              "      <td>0.270798</td>\n",
              "      <td>+</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>flavanoids</td>\n",
              "      <td>0.236815</td>\n",
              "      <td>0.236815</td>\n",
              "      <td>+</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>ash</td>\n",
              "      <td>0.211545</td>\n",
              "      <td>0.211545</td>\n",
              "      <td>+</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>nonflavanoid_phenols</td>\n",
              "      <td>-0.155929</td>\n",
              "      <td>0.155929</td>\n",
              "      <td>-</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>proanthocyanins</td>\n",
              "      <td>0.136698</td>\n",
              "      <td>0.136698</td>\n",
              "      <td>+</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>malic_acid</td>\n",
              "      <td>0.094397</td>\n",
              "      <td>0.094397</td>\n",
              "      <td>+</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>od280/od315_of_diluted_wines</td>\n",
              "      <td>0.072343</td>\n",
              "      <td>0.072343</td>\n",
              "      <td>+</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>hue</td>\n",
              "      <td>-0.071747</td>\n",
              "      <td>0.071747</td>\n",
              "      <td>-</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                               alcohol  alcohol_abs correlation\n",
              "alcohol                       1.000000     1.000000           +\n",
              "proline                       0.643720     0.643720           +\n",
              "color_intensity               0.546364     0.546364           +\n",
              "alcalinity_of_ash            -0.310235     0.310235           -\n",
              "total_phenols                 0.289101     0.289101           +\n",
              "magnesium                     0.270798     0.270798           +\n",
              "flavanoids                    0.236815     0.236815           +\n",
              "ash                           0.211545     0.211545           +\n",
              "nonflavanoid_phenols         -0.155929     0.155929           -\n",
              "proanthocyanins               0.136698     0.136698           +\n",
              "malic_acid                    0.094397     0.094397           +\n",
              "od280/od315_of_diluted_wines  0.072343     0.072343           +\n",
              "hue                          -0.071747     0.071747           -"
            ]
          },
          "execution_count": 175,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "alcohol_corr = df_corr[['alcohol']].copy()\n",
        "alcohol_corr['alcohol_abs'] = df_corr['alcohol'].abs()\n",
        "alcohol_corr['correlation'] = alcohol_corr['alcohol'].map(\n",
        "    lambda value: \"+\" if value > 0 else (\"none\" if value == 0 else \"-\")\n",
        ")\n",
        "alcohol_corr.sort_values('alcohol_abs', ascending = False)"
      ]
    }
  ],
  "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": "3.7.4"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 4
}