{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "LinearRegressionKoban",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VIfFKk1AzMbm"
      },
      "source": [
        "# Linear Regression Homework\n",
        "\n",
        "Predict diamond prices using the Kaggle data set here (https://www.kaggle.com/shivam2503/diamonds)\n",
        "\n",
        "- Use multivariate linear model to see if you can predict diamoond price ✓\n",
        "- Use dummy variables for categorical features -- get_dummies ✓\n",
        "- Determine optimal number of features to predict on ✓\n",
        "- Try to use polynomial features on at least one column ✓ \n",
        "- Deliberately underfit / overfit thee data and see what happens ✓\n",
        "\n",
        "The first part of my code is borrowed heavily from Vineel Sindiri's Towards Data Science post on Medium (https://towardsdatascience.com/diamond-price-prediction-based-on-their-cut-colour-clarity-price-with-pytorch-1e0353d2503b), but it's a neural network.  \n",
        "\n",
        "The second part is the traditional sklearn mulitple regression."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KCw8hfuOzkhR"
      },
      "source": [
        "## 1. Import Packages"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rY5U0KaLzvyz"
      },
      "source": [
        "!pip install jovian"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9EGY6Cyiy_j5"
      },
      "source": [
        "import torch\n",
        "import numpy as np\n",
        "import jovian\n",
        "import torchvision\n",
        "import torch.nn as nn\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "import torch.nn.functional as F\n",
        "from torchvision.datasets.utils import download_url\n",
        "from torch.utils.data import DataLoader, TensorDataset, random_split "
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "yhWuCWXrz5zx"
      },
      "source": [
        "##2. Load the Data "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "89-QMKVT0Rwo",
        "outputId": "1cb52abd-05b0-4973-fc53-0330cb706b43"
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/data/')\n",
        "data_dir = '/data/My Drive/EMSE 6575/LinearRegressionHomework'"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Drive already mounted at /data/; to attempt to forcibly remount, call drive.mount(\"/data/\", force_remount=True).\n",
            "LinearRegressionKoban\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 221
        },
        "id": "xrAAMYD50CiR",
        "outputId": "df4f0701-5ccd-440a-9812-27075a523c84"
      },
      "source": [
        "data = pd.read_csv(data_dir + '/diamonds.csv')\n",
        "data.drop(columns = 'Unnamed: 0', axis = 1, inplace = True)\n",
        "print(\"data shape: \" + str(data.shape))\n",
        "data.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "data shape: (53940, 10)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "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>carat</th>\n",
              "      <th>cut</th>\n",
              "      <th>color</th>\n",
              "      <th>clarity</th>\n",
              "      <th>depth</th>\n",
              "      <th>table</th>\n",
              "      <th>price</th>\n",
              "      <th>x</th>\n",
              "      <th>y</th>\n",
              "      <th>z</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0.23</td>\n",
              "      <td>Ideal</td>\n",
              "      <td>E</td>\n",
              "      <td>SI2</td>\n",
              "      <td>61.5</td>\n",
              "      <td>55.0</td>\n",
              "      <td>326</td>\n",
              "      <td>3.95</td>\n",
              "      <td>3.98</td>\n",
              "      <td>2.43</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.21</td>\n",
              "      <td>Premium</td>\n",
              "      <td>E</td>\n",
              "      <td>SI1</td>\n",
              "      <td>59.8</td>\n",
              "      <td>61.0</td>\n",
              "      <td>326</td>\n",
              "      <td>3.89</td>\n",
              "      <td>3.84</td>\n",
              "      <td>2.31</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.23</td>\n",
              "      <td>Good</td>\n",
              "      <td>E</td>\n",
              "      <td>VS1</td>\n",
              "      <td>56.9</td>\n",
              "      <td>65.0</td>\n",
              "      <td>327</td>\n",
              "      <td>4.05</td>\n",
              "      <td>4.07</td>\n",
              "      <td>2.31</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.29</td>\n",
              "      <td>Premium</td>\n",
              "      <td>I</td>\n",
              "      <td>VS2</td>\n",
              "      <td>62.4</td>\n",
              "      <td>58.0</td>\n",
              "      <td>334</td>\n",
              "      <td>4.20</td>\n",
              "      <td>4.23</td>\n",
              "      <td>2.63</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.31</td>\n",
              "      <td>Good</td>\n",
              "      <td>J</td>\n",
              "      <td>SI2</td>\n",
              "      <td>63.3</td>\n",
              "      <td>58.0</td>\n",
              "      <td>335</td>\n",
              "      <td>4.34</td>\n",
              "      <td>4.35</td>\n",
              "      <td>2.75</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   carat      cut color clarity  depth  table  price     x     y     z\n",
              "0   0.23    Ideal     E     SI2   61.5   55.0    326  3.95  3.98  2.43\n",
              "1   0.21  Premium     E     SI1   59.8   61.0    326  3.89  3.84  2.31\n",
              "2   0.23     Good     E     VS1   56.9   65.0    327  4.05  4.07  2.31\n",
              "3   0.29  Premium     I     VS2   62.4   58.0    334  4.20  4.23  2.63\n",
              "4   0.31     Good     J     SI2   63.3   58.0    335  4.34  4.35  2.75"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "BjddXvHC1Kiy"
      },
      "source": [
        "## 3. Exploratory Data Analysis (EDA)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "lnog1zyA1e7G",
        "outputId": "64722b76-bba3-4009-dae2-a54aafc1ff80"
      },
      "source": [
        "# Drop rows with bogus diamond dimensions\n",
        "data = data.loc[(data[['x','y','z']]!=0).all(axis=1)]\n",
        "data.shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(53920, 10)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 872
        },
        "id": "DThrkLQE1o1I",
        "outputId": "7d1b2705-d09c-4675-f93b-9cfb13ec13a4"
      },
      "source": [
        "# Look at the distributions for the continuous variables\n",
        "data.hist(bins=50,figsize=(20,15))\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 1440x1080 with 9 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "aBNzA8Hy11Ba",
        "outputId": "6eaa82ab-ca2a-4a77-8b98-e4cf6c957329"
      },
      "source": [
        "# Examine pairwise plots to look for linear relationships visually\n",
        "sns.pairplot(data , diag_kind = 'kde')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.PairGrid at 0x7f930b751e48>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 1260x1260 with 56 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pLUxuz392apU"
      },
      "source": [
        "Some of the relationship definitely look to be nonlinear.  For example carats relationship to width.  ![Screen Shot 2021-01-22 at 11.08.37 AM.png](data:image/png;base64,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).  Since carats are a measure of weight, it makes sense the diameter (or any of the dimensions) would have a non-linear relationship with weight.  For example if we looked at the volume of a sphere (4/3 pi*r^3) the volume of a sphere grows in a nonlinear fashion with increases to the radius size.\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 324
        },
        "id": "72sHqv4O3byj",
        "outputId": "23563c39-7174-43b7-f70f-1274e89a6238"
      },
      "source": [
        "# Examine heatmap of the correlation matrix\n",
        "plt.figure(figsize = (10,5))\n",
        "sns.heatmap(data.corr(),annot = True , cmap = 'coolwarm' );"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 720x360 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "EZtgWEvz36cH"
      },
      "source": [
        "Price appears to be most related to carat size and strongly related to individual measures of size (x, y, z).  In contrast, depth percentage (`depth`) and table are not closely related.  \n",
        "\n",
        "**In short - big diamonds cost more money regardless of their shape.**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "16Fksl7i4d9u",
        "outputId": "bac1a65f-6c0d-408c-8c73-5851b170c75d"
      },
      "source": [
        "# Next we look at the categorical variables and how they relate to price\n",
        "\n",
        "input_cat_columns = data.select_dtypes(include = ['object']).columns.tolist()\n",
        "\n",
        "for col in input_cat_columns:\n",
        "    sns.catplot(x=col, y=\"price\",\n",
        "            kind=\"box\", dodge=False, height = 5, aspect = 3,data=data);"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 1080x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 1080x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 1080x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "e5N_GIuu5gq0"
      },
      "source": [
        "Nothing stands out in a major way to me, but it looks liked: 1) I and J color grades are on average more pricy, 2) surprisingly the lowest clarity grade (I1) is more expensive, on average, than some of the other higher quality clarities but still has very few high priced diamonds (as shown by the small number of boxplot outlier points)."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 241
        },
        "id": "UOioa2shAL8o",
        "outputId": "ac89e569-2fbe-4927-e14d-83d24cd9647e"
      },
      "source": [
        "# One-hod encode the categorical variables so we can actually use them.  \n",
        "data_one_hot_encoding = pd.get_dummies(data)\n",
        "data_one_hot_encoding.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>carat</th>\n",
              "      <th>depth</th>\n",
              "      <th>table</th>\n",
              "      <th>price</th>\n",
              "      <th>x</th>\n",
              "      <th>y</th>\n",
              "      <th>z</th>\n",
              "      <th>cut_Fair</th>\n",
              "      <th>cut_Good</th>\n",
              "      <th>cut_Ideal</th>\n",
              "      <th>cut_Premium</th>\n",
              "      <th>cut_Very Good</th>\n",
              "      <th>color_D</th>\n",
              "      <th>color_E</th>\n",
              "      <th>color_F</th>\n",
              "      <th>color_G</th>\n",
              "      <th>color_H</th>\n",
              "      <th>color_I</th>\n",
              "      <th>color_J</th>\n",
              "      <th>clarity_I1</th>\n",
              "      <th>clarity_IF</th>\n",
              "      <th>clarity_SI1</th>\n",
              "      <th>clarity_SI2</th>\n",
              "      <th>clarity_VS1</th>\n",
              "      <th>clarity_VS2</th>\n",
              "      <th>clarity_VVS1</th>\n",
              "      <th>clarity_VVS2</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0.23</td>\n",
              "      <td>61.5</td>\n",
              "      <td>55.0</td>\n",
              "      <td>326</td>\n",
              "      <td>3.95</td>\n",
              "      <td>3.98</td>\n",
              "      <td>2.43</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.21</td>\n",
              "      <td>59.8</td>\n",
              "      <td>61.0</td>\n",
              "      <td>326</td>\n",
              "      <td>3.89</td>\n",
              "      <td>3.84</td>\n",
              "      <td>2.31</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.23</td>\n",
              "      <td>56.9</td>\n",
              "      <td>65.0</td>\n",
              "      <td>327</td>\n",
              "      <td>4.05</td>\n",
              "      <td>4.07</td>\n",
              "      <td>2.31</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.29</td>\n",
              "      <td>62.4</td>\n",
              "      <td>58.0</td>\n",
              "      <td>334</td>\n",
              "      <td>4.20</td>\n",
              "      <td>4.23</td>\n",
              "      <td>2.63</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.31</td>\n",
              "      <td>63.3</td>\n",
              "      <td>58.0</td>\n",
              "      <td>335</td>\n",
              "      <td>4.34</td>\n",
              "      <td>4.35</td>\n",
              "      <td>2.75</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   carat  depth  table  ...  clarity_VS2  clarity_VVS1  clarity_VVS2\n",
              "0   0.23   61.5   55.0  ...            0             0             0\n",
              "1   0.21   59.8   61.0  ...            0             0             0\n",
              "2   0.23   56.9   65.0  ...            0             0             0\n",
              "3   0.29   62.4   58.0  ...            1             0             0\n",
              "4   0.31   63.3   58.0  ...            0             0             0\n",
              "\n",
              "[5 rows x 27 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ruV0sKymAkgn"
      },
      "source": [
        "## 4. Prepare the Data for Training"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "murH4uqIA333",
        "outputId": "5bbfe2ba-b6f6-4f68-8499-e366bd2d4b17"
      },
      "source": [
        "# first we'll use a normal train/test split of 80/20\n",
        "val_percent = 0.20 #Consider 20% of data as validation data\n",
        "batch_size = 16\n",
        "torch.manual_seed(99) # Set Seed for Reproducibility \n",
        "\n",
        "# selected input cols to predict the diamond price\n",
        "input_cols = data_one_hot_encoding.columns.values.tolist() # Converting the dataframe columns to list\n",
        "input_cols.remove('price')\n",
        "input_cols.remove('depth')\n",
        "\n",
        "# price is the target variable\n",
        "output_col = ['price']\n",
        "\n",
        "# convert the dataframes to arrages\n",
        "def dataframe_to_arrays(dataframe):\n",
        "    # Make a copy of the original dataframe\n",
        "    dataframe1 = dataframe.copy(deep=True)\n",
        "    # Extract input & outupts as numpy arrays\n",
        "    inputs_array = dataframe1[input_cols].to_numpy() #converting dataframes to numpy arrays\n",
        "    targets_array = dataframe1[output_col].to_numpy()\n",
        "    return inputs_array, targets_array\n",
        "\n",
        "# split up the data into the regressors (inputs) and response variable (targets)\n",
        "inputs_array, targets_array = dataframe_to_arrays(data_one_hot_encoding)\n",
        "\n",
        "# Convert to PyTorch dataset\n",
        "dataset = TensorDataset(torch.tensor(inputs_array, dtype=torch.float32), torch.tensor(targets_array, dtype=torch.float32))\n",
        "\n",
        "# Split the data into a test and training set\n",
        "val_size = int(inputs_array.shape[0] * val_percent)\n",
        "train_size = inputs_array.shape[0] - val_size\n",
        "train_ds, val_ds = random_split(dataset, [train_size, val_size])\n",
        "\n",
        "train_loader = DataLoader(train_ds, batch_size, shuffle=True)\n",
        "val_loader = DataLoader(val_ds, batch_size*2)\n",
        "\n",
        "# Look at a batch of data to verify everything is working\n",
        "for xb, yb in train_loader:\n",
        "    print(xb.shape)\n",
        "    print(yb.shape)\n",
        "    break"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "torch.Size([16, 25])\n",
            "torch.Size([16, 1])\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1JcrGBzbCA7W"
      },
      "source": [
        "#5. Create a linear regression model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nbhut6pZCHPL"
      },
      "source": [
        "# Formulate a neural network\n",
        "class DiamondPriceModel(nn.Module):\n",
        "    def __init__(self):\n",
        "        super().__init__()\n",
        "        self.linear = nn.Linear(len(input_cols), len(output_col))\n",
        "        \n",
        "    def forward(self, xb):\n",
        "        out = self.linear(xb)\n",
        "        return out\n",
        "\n",
        "    def training_step(self, batch):\n",
        "        inputs, targets = batch \n",
        "        out = self(inputs)                 # Generate predictions\n",
        "        loss = F.mse_loss(out, targets)    # Calculate loss\n",
        "        return loss\n",
        "    \n",
        "    def validation_step(self, batch):\n",
        "        inputs, targets = batch \n",
        "        out = self(inputs)                 # Generate predictions\n",
        "        loss = F.mse_loss(out, targets)\n",
        "        return {'val_loss': loss.detach()}\n",
        "        \n",
        "    def validation_epoch_end(self, outputs):\n",
        "        batch_losses = [x['val_loss'] for x in outputs]\n",
        "        epoch_loss = torch.stack(batch_losses).mean()   # Combine losses\n",
        "        return {'val_loss': epoch_loss.item()}\n",
        "    \n",
        "    def epoch_end(self, epoch, result):\n",
        "        print(\"Epoch [{}], val_loss: {:.4f}\".format(epoch+1, result['val_loss']))"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yz2_D-HrC2x7",
        "outputId": "6bcde2fd-68bd-4f55-9fa5-516d73601681"
      },
      "source": [
        "model = DiamondPriceModel()\n",
        "list(model.parameters())"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[Parameter containing:\n",
              " tensor([[-0.0236,  0.0285,  0.0867, -0.0966, -0.1664, -0.1684,  0.1414, -0.1524,\n",
              "          -0.1915, -0.1808,  0.1978, -0.1712, -0.0934,  0.1063,  0.1454,  0.0839,\n",
              "           0.0492,  0.1027, -0.1967,  0.1332,  0.0705,  0.1790,  0.1119,  0.1888,\n",
              "          -0.1859]], requires_grad=True), Parameter containing:\n",
              " tensor([-0.0753], requires_grad=True)]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 101
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fjNPkHDcDCFN"
      },
      "source": [
        "## 6. Train the Model to Fit Data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gNJS8WGUDGU-"
      },
      "source": [
        "def evaluate(model, val_loader):\n",
        "    outputs = [model.validation_step(batch) for batch in val_loader]\n",
        "    return model.validation_epoch_end(outputs)\n",
        "\n",
        "def fit(epochs, lr, model, train_loader, val_loader, opt_func=torch.optim.SGD):\n",
        "    history = []\n",
        "    optimizer = opt_func(model.parameters(), lr)\n",
        "    for epoch in range(epochs):\n",
        "        # Training Phase \n",
        "        for batch in train_loader:\n",
        "            loss = model.training_step(batch)\n",
        "            loss.backward()\n",
        "            optimizer.step()\n",
        "            optimizer.zero_grad()\n",
        "        # Validation phase\n",
        "        result = evaluate(model, val_loader)\n",
        "        model.epoch_end(epoch, result)\n",
        "        history.append(result)\n",
        "    return history"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5g2bIyyJDO2O",
        "outputId": "a6f6c9ea-8415-46a4-96d7-2f7139629dc7"
      },
      "source": [
        "result = evaluate(model, val_loader)\n",
        "result"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'val_loss': 31092834.0}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 103
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WIBkvjaRHAZA",
        "outputId": "8da9fb95-46ec-4c20-fdca-780ea8615bc6"
      },
      "source": [
        "epochs = 100\n",
        "lr = 1e-4\n",
        "history = fit(epochs, lr, model, train_loader, val_loader)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch [1], val_loss: 3191967.5000\n",
            "Epoch [2], val_loss: 3270314.5000\n",
            "Epoch [3], val_loss: 3117373.5000\n",
            "Epoch [4], val_loss: 3284848.7500\n",
            "Epoch [5], val_loss: 3058512.2500\n",
            "Epoch [6], val_loss: 2998649.0000\n",
            "Epoch [7], val_loss: 2931978.0000\n",
            "Epoch [8], val_loss: 2962788.0000\n",
            "Epoch [9], val_loss: 2903011.2500\n",
            "Epoch [10], val_loss: 2881529.0000\n",
            "Epoch [11], val_loss: 2908995.2500\n",
            "Epoch [12], val_loss: 2819926.5000\n",
            "Epoch [13], val_loss: 2785488.2500\n",
            "Epoch [14], val_loss: 2747942.0000\n",
            "Epoch [15], val_loss: 2741837.0000\n",
            "Epoch [16], val_loss: 2691671.0000\n",
            "Epoch [17], val_loss: 2715485.2500\n",
            "Epoch [18], val_loss: 2876935.2500\n",
            "Epoch [19], val_loss: 2670701.5000\n",
            "Epoch [20], val_loss: 2655907.2500\n",
            "Epoch [21], val_loss: 2599642.5000\n",
            "Epoch [22], val_loss: 2563503.0000\n",
            "Epoch [23], val_loss: 2542094.2500\n",
            "Epoch [24], val_loss: 2555021.7500\n",
            "Epoch [25], val_loss: 2686869.7500\n",
            "Epoch [26], val_loss: 2486597.2500\n",
            "Epoch [27], val_loss: 2514733.7500\n",
            "Epoch [28], val_loss: 2999701.0000\n",
            "Epoch [29], val_loss: 2657407.5000\n",
            "Epoch [30], val_loss: 2503158.7500\n",
            "Epoch [31], val_loss: 2537009.2500\n",
            "Epoch [32], val_loss: 2468742.0000\n",
            "Epoch [33], val_loss: 2409890.7500\n",
            "Epoch [34], val_loss: 2454716.7500\n",
            "Epoch [35], val_loss: 2333963.2500\n",
            "Epoch [36], val_loss: 2328470.5000\n",
            "Epoch [37], val_loss: 2498205.7500\n",
            "Epoch [38], val_loss: 2300742.0000\n",
            "Epoch [39], val_loss: 2341092.0000\n",
            "Epoch [40], val_loss: 2297582.2500\n",
            "Epoch [41], val_loss: 2261484.7500\n",
            "Epoch [42], val_loss: 2233631.2500\n",
            "Epoch [43], val_loss: 2288317.0000\n",
            "Epoch [44], val_loss: 2472119.7500\n",
            "Epoch [45], val_loss: 2188259.7500\n",
            "Epoch [46], val_loss: 2281713.2500\n",
            "Epoch [47], val_loss: 2163731.2500\n",
            "Epoch [48], val_loss: 2172975.0000\n",
            "Epoch [49], val_loss: 2199711.7500\n",
            "Epoch [50], val_loss: 2132118.0000\n",
            "Epoch [51], val_loss: 2258257.5000\n",
            "Epoch [52], val_loss: 2119360.5000\n",
            "Epoch [53], val_loss: 2104539.5000\n",
            "Epoch [54], val_loss: 2078226.6250\n",
            "Epoch [55], val_loss: 2067217.5000\n",
            "Epoch [56], val_loss: 2096229.0000\n",
            "Epoch [57], val_loss: 2108937.0000\n",
            "Epoch [58], val_loss: 2160276.5000\n",
            "Epoch [59], val_loss: 2314162.7500\n",
            "Epoch [60], val_loss: 2016976.7500\n",
            "Epoch [61], val_loss: 2002174.1250\n",
            "Epoch [62], val_loss: 1992228.6250\n",
            "Epoch [63], val_loss: 2078359.8750\n",
            "Epoch [64], val_loss: 1975626.5000\n",
            "Epoch [65], val_loss: 1980692.8750\n",
            "Epoch [66], val_loss: 2171798.2500\n",
            "Epoch [67], val_loss: 2160782.5000\n",
            "Epoch [68], val_loss: 1935280.3750\n",
            "Epoch [69], val_loss: 2038315.6250\n",
            "Epoch [70], val_loss: 1986663.7500\n",
            "Epoch [71], val_loss: 2029741.6250\n",
            "Epoch [72], val_loss: 2033855.2500\n",
            "Epoch [73], val_loss: 1893505.8750\n",
            "Epoch [74], val_loss: 1882096.2500\n",
            "Epoch [75], val_loss: 1871919.1250\n",
            "Epoch [76], val_loss: 2049239.7500\n",
            "Epoch [77], val_loss: 1897434.6250\n",
            "Epoch [78], val_loss: 1971170.7500\n",
            "Epoch [79], val_loss: 1839293.8750\n",
            "Epoch [80], val_loss: 1842433.1250\n",
            "Epoch [81], val_loss: 1828160.3750\n",
            "Epoch [82], val_loss: 1849418.1250\n",
            "Epoch [83], val_loss: 1829339.7500\n",
            "Epoch [84], val_loss: 1818947.0000\n",
            "Epoch [85], val_loss: 1794473.0000\n",
            "Epoch [86], val_loss: 1812740.1250\n",
            "Epoch [87], val_loss: 1792867.1250\n",
            "Epoch [88], val_loss: 1822400.7500\n",
            "Epoch [89], val_loss: 1869268.5000\n",
            "Epoch [90], val_loss: 1760650.5000\n",
            "Epoch [91], val_loss: 1864027.0000\n",
            "Epoch [92], val_loss: 1760863.0000\n",
            "Epoch [93], val_loss: 1740222.6250\n",
            "Epoch [94], val_loss: 1779263.7500\n",
            "Epoch [95], val_loss: 1731497.0000\n",
            "Epoch [96], val_loss: 1776213.1250\n",
            "Epoch [97], val_loss: 1714654.2500\n",
            "Epoch [98], val_loss: 1815826.6250\n",
            "Epoch [99], val_loss: 1724539.5000\n",
            "Epoch [100], val_loss: 1701177.3750\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 295
        },
        "id": "saGxZ710HKKy",
        "outputId": "5632d19e-b410-480f-aed0-705b40686a34"
      },
      "source": [
        "#losses = [r['val_loss'] for r in [result] + history]\n",
        "losses = [r['val_loss'] for r in history]\n",
        "plt.plot(losses, '-x')\n",
        "plt.xlabel('epoch')\n",
        "plt.ylabel('val_loss')\n",
        "plt.title('val_loss vs. epochs');"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AFFpe2v0I3m-",
        "outputId": "c778dc29-3cfc-4425-ccc3-127876ba57d8"
      },
      "source": [
        "epochs = 100\n",
        "lr = 1e-4\n",
        "history += fit(epochs, lr, model, train_loader, val_loader)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch [1], val_loss: 1729838.7500\n",
            "Epoch [2], val_loss: 1707794.6250\n",
            "Epoch [3], val_loss: 1717449.2500\n",
            "Epoch [4], val_loss: 1680712.1250\n",
            "Epoch [5], val_loss: 1677706.2500\n",
            "Epoch [6], val_loss: 1664883.2500\n",
            "Epoch [7], val_loss: 1838860.3750\n",
            "Epoch [8], val_loss: 1668610.8750\n",
            "Epoch [9], val_loss: 1656368.7500\n",
            "Epoch [10], val_loss: 1657868.7500\n",
            "Epoch [11], val_loss: 1662590.1250\n",
            "Epoch [12], val_loss: 1640304.7500\n",
            "Epoch [13], val_loss: 1691214.2500\n",
            "Epoch [14], val_loss: 1648269.6250\n",
            "Epoch [15], val_loss: 1621398.2500\n",
            "Epoch [16], val_loss: 1629121.0000\n",
            "Epoch [17], val_loss: 1616644.7500\n",
            "Epoch [18], val_loss: 1686487.1250\n",
            "Epoch [19], val_loss: 1748692.1250\n",
            "Epoch [20], val_loss: 1596417.8750\n",
            "Epoch [21], val_loss: 1617926.5000\n",
            "Epoch [22], val_loss: 1758274.6250\n",
            "Epoch [23], val_loss: 1600703.0000\n",
            "Epoch [24], val_loss: 1738608.6250\n",
            "Epoch [25], val_loss: 1625493.5000\n",
            "Epoch [26], val_loss: 1571246.7500\n",
            "Epoch [27], val_loss: 1576111.6250\n",
            "Epoch [28], val_loss: 1677877.1250\n",
            "Epoch [29], val_loss: 1629164.8750\n",
            "Epoch [30], val_loss: 1565951.0000\n",
            "Epoch [31], val_loss: 1578886.1250\n",
            "Epoch [32], val_loss: 1582962.8750\n",
            "Epoch [33], val_loss: 1563267.2500\n",
            "Epoch [34], val_loss: 1540794.8750\n",
            "Epoch [35], val_loss: 1582453.1250\n",
            "Epoch [36], val_loss: 1534271.0000\n",
            "Epoch [37], val_loss: 1663728.6250\n",
            "Epoch [38], val_loss: 1594564.7500\n",
            "Epoch [39], val_loss: 1526511.0000\n",
            "Epoch [40], val_loss: 1527443.0000\n",
            "Epoch [41], val_loss: 1691024.7500\n",
            "Epoch [42], val_loss: 1560186.5000\n",
            "Epoch [43], val_loss: 1568422.7500\n",
            "Epoch [44], val_loss: 1538545.7500\n",
            "Epoch [45], val_loss: 1575142.8750\n",
            "Epoch [46], val_loss: 1601624.7500\n",
            "Epoch [47], val_loss: 1595337.2500\n",
            "Epoch [48], val_loss: 1526671.3750\n",
            "Epoch [49], val_loss: 1524164.1250\n",
            "Epoch [50], val_loss: 1489738.5000\n",
            "Epoch [51], val_loss: 1524942.3750\n",
            "Epoch [52], val_loss: 1492134.5000\n",
            "Epoch [53], val_loss: 1494172.1250\n",
            "Epoch [54], val_loss: 1501972.7500\n",
            "Epoch [55], val_loss: 1565057.1250\n",
            "Epoch [56], val_loss: 1509151.3750\n",
            "Epoch [57], val_loss: 1506826.2500\n",
            "Epoch [58], val_loss: 1474124.1250\n",
            "Epoch [59], val_loss: 1532212.0000\n",
            "Epoch [60], val_loss: 1527819.6250\n",
            "Epoch [61], val_loss: 1461034.5000\n",
            "Epoch [62], val_loss: 1478140.2500\n",
            "Epoch [63], val_loss: 1502673.6250\n",
            "Epoch [64], val_loss: 1474192.2500\n",
            "Epoch [65], val_loss: 1457436.8750\n",
            "Epoch [66], val_loss: 1450983.1250\n",
            "Epoch [67], val_loss: 1455459.5000\n",
            "Epoch [68], val_loss: 1471777.2500\n",
            "Epoch [69], val_loss: 1449789.8750\n",
            "Epoch [70], val_loss: 1636580.6250\n",
            "Epoch [71], val_loss: 1450079.7500\n",
            "Epoch [72], val_loss: 1451274.8750\n",
            "Epoch [73], val_loss: 1492702.1250\n",
            "Epoch [74], val_loss: 1440794.3750\n",
            "Epoch [75], val_loss: 1505263.7500\n",
            "Epoch [76], val_loss: 1509527.5000\n",
            "Epoch [77], val_loss: 1428067.7500\n",
            "Epoch [78], val_loss: 1445754.5000\n",
            "Epoch [79], val_loss: 1604042.8750\n",
            "Epoch [80], val_loss: 1424190.5000\n",
            "Epoch [81], val_loss: 1418047.3750\n",
            "Epoch [82], val_loss: 1416269.5000\n",
            "Epoch [83], val_loss: 1415936.3750\n",
            "Epoch [84], val_loss: 1445656.7500\n",
            "Epoch [85], val_loss: 1427232.8750\n",
            "Epoch [86], val_loss: 1425765.8750\n",
            "Epoch [87], val_loss: 1484739.3750\n",
            "Epoch [88], val_loss: 1432813.0000\n",
            "Epoch [89], val_loss: 1405482.8750\n",
            "Epoch [90], val_loss: 1403007.3750\n",
            "Epoch [91], val_loss: 1422885.0000\n",
            "Epoch [92], val_loss: 1399564.3750\n",
            "Epoch [93], val_loss: 1454019.6250\n",
            "Epoch [94], val_loss: 1399253.0000\n",
            "Epoch [95], val_loss: 1396396.0000\n",
            "Epoch [96], val_loss: 1397645.2500\n",
            "Epoch [97], val_loss: 1518198.1250\n",
            "Epoch [98], val_loss: 1412370.0000\n",
            "Epoch [99], val_loss: 1391590.1250\n",
            "Epoch [100], val_loss: 1399635.3750\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 295
        },
        "id": "uY9Dsa98LhJI",
        "outputId": "086e65f6-129a-4bd7-e755-601a36ab65fa"
      },
      "source": [
        "#losses = [r['val_loss'] for r in [result] + history]\n",
        "losses = [r['val_loss'] for r in history]\n",
        "plt.plot(losses, '-x')\n",
        "plt.xlabel('epoch')\n",
        "plt.ylabel('val_loss')\n",
        "plt.title('val_loss vs. epochs');"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fOUgnOegIiBu"
      },
      "source": [
        "## 7. Test the model on validation data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jO-sjFHFIlw6",
        "outputId": "fcb0ceff-0104-4205-bc1d-6880c8bfbf0b"
      },
      "source": [
        "def predict_single(x, model):\n",
        "    xb = x.unsqueeze(0)\n",
        "    return model(x).item()\n",
        "\n",
        "x, target = val_ds[10]\n",
        "pred = predict_single(x, model)\n",
        "print(\"Input: \", x)\n",
        "print(\"Target: \", target.item())\n",
        "print(\"Prediction:\", pred)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Input:  tensor([ 0.5300, 67.0000,  5.2200,  5.1100,  3.2200,  1.0000,  0.0000,  0.0000,\n",
            "         0.0000,  0.0000,  0.0000,  1.0000,  0.0000,  0.0000,  0.0000,  0.0000,\n",
            "         0.0000,  0.0000,  0.0000,  0.0000,  0.0000,  1.0000,  0.0000,  0.0000,\n",
            "         0.0000])\n",
            "Target:  1778.0\n",
            "Prediction: 1330.05419921875\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "44Nc1QDrIwvY",
        "outputId": "d3b85def-aede-43ca-e47b-c582d3e423b9"
      },
      "source": [
        "x, target = val_ds[0]\n",
        "pred = predict_single(x, model)\n",
        "print(\"Input: \", x)\n",
        "print(\"Target: \", target.item())\n",
        "print(\"Prediction:\", pred)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Input:  tensor([ 1.0100, 54.0000,  6.3900,  6.3500,  4.0200,  0.0000,  0.0000,  0.0000,\n",
            "         0.0000,  1.0000,  0.0000,  0.0000,  0.0000,  0.0000,  0.0000,  1.0000,\n",
            "         0.0000,  0.0000,  0.0000,  0.0000,  1.0000,  0.0000,  0.0000,  0.0000,\n",
            "         0.0000])\n",
            "Target:  3818.0\n",
            "Prediction: 4162.35693359375\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Suo11XOeLpdA"
      },
      "source": [
        "#Back to the old-school way of fitting multiple regression"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hmjplU48LvKR"
      },
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn import linear_model\n",
        "from sklearn.metrics import mean_squared_error\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "BrHkNkSaOWMI"
      },
      "source": [
        "## First, lets overfit our model by training on 95% of the data."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 347
        },
        "id": "3WQ21zFBMx0P",
        "outputId": "3618a968-7c1f-4722-b421-4508eebeb088"
      },
      "source": [
        "# divide into regressors and response\n",
        "X = data_one_hot_encoding.drop(columns = 'price')\n",
        "y = data_one_hot_encoding['price']\n",
        "\n",
        "# Do 80/20 split for the train-test split\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.01)\n",
        "print(f'Training Shape: {X_train.shape}')\n",
        "print(f'Testing Shape:  {X_test.shape}')\n",
        "\n",
        "# fit the model\n",
        "lm = linear_model.LinearRegression()\n",
        "model = lm.fit(X,y)\n",
        "\n",
        "# Get test predictions\n",
        "y_pred = model.predict(X_test)\n",
        "y_pred\n",
        "\n",
        "# evaluate the model\n",
        "sns.set_style('darkgrid')\n",
        "%matplotlib inline\n",
        "\n",
        "print(f'RMSE: {mean_squared_error(y_test, y_pred, squared = False)}')\n",
        "errors = y_test - y_pred\n",
        "sns.histplot(errors)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Training Shape: (53380, 27)\n",
            "Testing Shape:  (540, 27)\n",
            "RMSE: 1018.0659202383456\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f92eecf12e8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 154
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ulHL0cbRP5_R"
      },
      "source": [
        "## Now, lets under our model by training on 50% of the data."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 347
        },
        "id": "uhkUvtEFQD8S",
        "outputId": "e5f5c5ed-8c8b-4f82-a29e-8454b3bc3852"
      },
      "source": [
        "# divide into regressors and response\n",
        "X = data_one_hot_encoding.drop(columns = 'price')\n",
        "y = data_one_hot_encoding['price']\n",
        "\n",
        "# Do 80/20 split for the train-test split\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.5)\n",
        "print(f'Training Shape: {X_train.shape}')\n",
        "print(f'Testing Shape:  {X_test.shape}')\n",
        "\n",
        "# fit the model\n",
        "lm = linear_model.LinearRegression()\n",
        "model = lm.fit(X,y)\n",
        "\n",
        "# Get test predictions\n",
        "y_pred = model.predict(X_test)\n",
        "y_pred\n",
        "\n",
        "# evaluate the model\n",
        "sns.set_style('darkgrid')\n",
        "%matplotlib inline\n",
        "\n",
        "print(f'RMSE: {mean_squared_error(y_test, y_pred, squared = False)}')\n",
        "errors = y_test - y_pred\n",
        "sns.histplot(errors)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Training Shape: (26960, 27)\n",
            "Testing Shape:  (26960, 27)\n",
            "RMSE: 1102.8603999759207\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f92ee4dad30>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 158
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "k5pUoLiqQe8c"
      },
      "source": [
        "## Lets use a polynomial feature for carats"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 241
        },
        "id": "PbBRMiqWRk-5",
        "outputId": "610eb7cf-e577-4646-9004-a45e9a845598"
      },
      "source": [
        "df3 = data_one_hot_encoding\n",
        "df3['carat_squared'] = 100*df3['carat']**2\n",
        "df3.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>carat</th>\n",
              "      <th>depth</th>\n",
              "      <th>table</th>\n",
              "      <th>price</th>\n",
              "      <th>x</th>\n",
              "      <th>y</th>\n",
              "      <th>z</th>\n",
              "      <th>cut_Fair</th>\n",
              "      <th>cut_Good</th>\n",
              "      <th>cut_Ideal</th>\n",
              "      <th>cut_Premium</th>\n",
              "      <th>cut_Very Good</th>\n",
              "      <th>color_D</th>\n",
              "      <th>color_E</th>\n",
              "      <th>color_F</th>\n",
              "      <th>color_G</th>\n",
              "      <th>color_H</th>\n",
              "      <th>color_I</th>\n",
              "      <th>color_J</th>\n",
              "      <th>clarity_I1</th>\n",
              "      <th>clarity_IF</th>\n",
              "      <th>clarity_SI1</th>\n",
              "      <th>clarity_SI2</th>\n",
              "      <th>clarity_VS1</th>\n",
              "      <th>clarity_VS2</th>\n",
              "      <th>clarity_VVS1</th>\n",
              "      <th>clarity_VVS2</th>\n",
              "      <th>carat_squared</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0.23</td>\n",
              "      <td>61.5</td>\n",
              "      <td>55.0</td>\n",
              "      <td>326</td>\n",
              "      <td>3.95</td>\n",
              "      <td>3.98</td>\n",
              "      <td>2.43</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>5.29</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.21</td>\n",
              "      <td>59.8</td>\n",
              "      <td>61.0</td>\n",
              "      <td>326</td>\n",
              "      <td>3.89</td>\n",
              "      <td>3.84</td>\n",
              "      <td>2.31</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4.41</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.23</td>\n",
              "      <td>56.9</td>\n",
              "      <td>65.0</td>\n",
              "      <td>327</td>\n",
              "      <td>4.05</td>\n",
              "      <td>4.07</td>\n",
              "      <td>2.31</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>5.29</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.29</td>\n",
              "      <td>62.4</td>\n",
              "      <td>58.0</td>\n",
              "      <td>334</td>\n",
              "      <td>4.20</td>\n",
              "      <td>4.23</td>\n",
              "      <td>2.63</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>8.41</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.31</td>\n",
              "      <td>63.3</td>\n",
              "      <td>58.0</td>\n",
              "      <td>335</td>\n",
              "      <td>4.34</td>\n",
              "      <td>4.35</td>\n",
              "      <td>2.75</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>9.61</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   carat  depth  table  ...  clarity_VVS1  clarity_VVS2  carat_squared\n",
              "0   0.23   61.5   55.0  ...             0             0           5.29\n",
              "1   0.21   59.8   61.0  ...             0             0           4.41\n",
              "2   0.23   56.9   65.0  ...             0             0           5.29\n",
              "3   0.29   62.4   58.0  ...             0             0           8.41\n",
              "4   0.31   63.3   58.0  ...             0             0           9.61\n",
              "\n",
              "[5 rows x 28 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 148
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 347
        },
        "id": "IyVrRpr-QzJq",
        "outputId": "9dc2329e-53fd-4a90-876b-f8d1ab5d8698"
      },
      "source": [
        "# divide into regressors and response\n",
        "X = data_one_hot_encoding.drop(columns = 'price')\n",
        "y = data_one_hot_encoding['price']\n",
        "\n",
        "# Do 80/20 split for the train-test split\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.15)\n",
        "print(f'Training Shape: {X_train.shape}')\n",
        "print(f'Testing Shape:  {X_test.shape}')\n",
        "\n",
        "# fit the model\n",
        "lm = linear_model.LinearRegression()\n",
        "model = lm.fit(X,y)\n",
        "\n",
        "# Get test predictions\n",
        "y_pred = model.predict(X_test)\n",
        "y_pred\n",
        "\n",
        "# evaluate the model\n",
        "sns.set_style('darkgrid')\n",
        "%matplotlib inline\n",
        "\n",
        "print(f'RMSE: {mean_squared_error(y_test, y_pred, squared = False)}')\n",
        "errors = y_test - y_pred\n",
        "sns.histplot(errors)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Training Shape: (45832, 27)\n",
            "Testing Shape:  (8088, 27)\n",
            "RMSE: 1084.577583401863\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f92edfbec18>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 159
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}