LR/Red_Wine_EA.ipynb

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      "source": [
        "from sklearn.linear_model import LinearRegression\n",
        "import pandas as pd\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn import preprocessing\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "\n",
        "df = pd.read_csv(\"https://raw.githubusercontent.com/aniruddhachoudhury/Red-Wine-Quality/master/winequality-red.csv\")"
      ]
    },
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        "df.head()"
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              "   fixed acidity  volatile acidity  citric acid  residual sugar  chlorides  \\\n",
              "0            7.4              0.70         0.00             1.9      0.076   \n",
              "1            7.8              0.88         0.00             2.6      0.098   \n",
              "2            7.8              0.76         0.04             2.3      0.092   \n",
              "3           11.2              0.28         0.56             1.9      0.075   \n",
              "4            7.4              0.70         0.00             1.9      0.076   \n",
              "\n",
              "   free sulfur dioxide  total sulfur dioxide  density    pH  sulphates  \\\n",
              "0                 11.0                  34.0   0.9978  3.51       0.56   \n",
              "1                 25.0                  67.0   0.9968  3.20       0.68   \n",
              "2                 15.0                  54.0   0.9970  3.26       0.65   \n",
              "3                 17.0                  60.0   0.9980  3.16       0.58   \n",
              "4                 11.0                  34.0   0.9978  3.51       0.56   \n",
              "\n",
              "   alcohol  quality  \n",
              "0      9.4        5  \n",
              "1      9.8        5  \n",
              "2      9.8        5  \n",
              "3      9.8        6  \n",
              "4      9.4        5  "
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              "      <th></th>\n",
              "      <th>fixed acidity</th>\n",
              "      <th>volatile acidity</th>\n",
              "      <th>citric acid</th>\n",
              "      <th>residual sugar</th>\n",
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              "      <th>0</th>\n",
              "      <td>7.4</td>\n",
              "      <td>0.70</td>\n",
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              "      <th>2</th>\n",
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              "      <td>9.8</td>\n",
              "      <td>5</td>\n",
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              "      <th>3</th>\n",
              "      <td>11.2</td>\n",
              "      <td>0.28</td>\n",
              "      <td>0.56</td>\n",
              "      <td>1.9</td>\n",
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              "      <td>17.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>0.9980</td>\n",
              "      <td>3.16</td>\n",
              "      <td>0.58</td>\n",
              "      <td>9.8</td>\n",
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          "metadata": {},
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      "source": [
        "X=df.iloc[:,:-1].values\n",
        "Y=df.iloc[:,-1].values"
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        "id": "st-5srWnudUS"
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      "execution_count": null,
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      "source": [
        "X.shape"
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          "data": {
            "text/plain": [
              "(1599, 11)"
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          "metadata": {},
          "execution_count": 16
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      "source": [
        "Y.shape"
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          "data": {
            "text/plain": [
              "(1599,)"
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          "metadata": {},
          "execution_count": 17
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      "cell_type": "code",
      "source": [
        "x_train,x_test,y_train,y_test=train_test_split(X,Y,random_state=3) #A\n",
        "regressor = LinearRegression()\n",
        "regressor.fit(x_train, y_train)\n",
        "coefcients=pd.DataFrame(regressor.coef_,df.iloc[:,:-1].columns)\n",
        "coefcients.columns=['Coefcient']\n",
        "#A usual splitting of data between train and test\n",
        "#B Fitting to produce the coefcients"
      ],
      "metadata": {
        "id": "o0J7njO0vSuP"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(coefcients.sort_values(by='Coefcient', ascending=False))"
      ],
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          "base_uri": "https://localhost:8080/"
        },
        "id": "lvZQ9IfNvdSa",
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      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "                      Coefcient\n",
            "sulphates              0.823603\n",
            "alcohol                0.294181\n",
            "fixed acidity          0.023274\n",
            "residual sugar         0.008119\n",
            "free sulfur dioxide    0.005500\n",
            "total sulfur dioxide  -0.003542\n",
            "citric acid           -0.141268\n",
            "pH                    -0.406325\n",
            "volatile acidity      -0.991536\n",
            "chlorides             -1.591924\n",
            "density               -6.069166\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "correlations = df.corr()['quality'].drop('quality')\n",
        "correlations.iloc[ (-correlations.abs()).argsort()]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bspYOZOxvh2a",
        "outputId": "458035b7-e39a-4336-f940-d54ef5966db2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "alcohol                 0.476166\n",
              "volatile acidity       -0.390558\n",
              "sulphates               0.251397\n",
              "citric acid             0.226373\n",
              "total sulfur dioxide   -0.185100\n",
              "density                -0.174919\n",
              "chlorides              -0.128907\n",
              "fixed acidity           0.124052\n",
              "pH                     -0.057731\n",
              "free sulfur dioxide    -0.050656\n",
              "residual sugar          0.013732\n",
              "Name: quality, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import seaborn as sns\n",
        "sns.heatmap(df.corr(), annot=True, linewidths=.5,cmap=\"twilight\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
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          "height": 552
        },
        "id": "LFvXVbxovkPf",
        "outputId": "cad09f2d-11aa-42e3-fe6e-648965c17595"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "x_train_scaled = preprocessing.StandardScaler().fit_transform(x_train)\n",
        "\n",
        "# scaling features\n",
        "from sklearn import linear_model\n",
        "regressor = linear_model.Lasso(alpha=0.045)\n",
        "\n",
        "# selecting a Lasso regressor model\n",
        "regressor.fit(x_train_scaled,y_train)\n",
        "\n",
        "# training the Lasso regressor\n",
        "coefcients=pd.DataFrame(regressor.coef_, df.iloc[:,:-1].columns)\n",
        "coefcients.columns=['Coefcient']\n",
        "print(coefcients.iloc[ (-coefcients.Coefcient.abs()).\n",
        "argsort()])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "PjIxAbVfvmD1",
        "outputId": "17d1c861-e482-41c8-de3a-0f0dcd4a2159"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "                      Coefcient\n",
            "alcohol                0.292478\n",
            "volatile acidity      -0.170318\n",
            "sulphates              0.079738\n",
            "total sulfur dioxide  -0.036544\n",
            "fixed acidity          0.020537\n",
            "chlorides             -0.002670\n",
            "citric acid            0.000000\n",
            "residual sugar         0.000000\n",
            "free sulfur dioxide    0.000000\n",
            "density               -0.000000\n",
            "pH                    -0.000000\n"
          ]
        }
      ]
    }
  ]
}