Assignment 3/LinearRegression.ipynb

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  "metadata": {
    "colab": {
      "name": "LinearRegression.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyOZvR+n6TcSPdimBtEg+F4V",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/18520918/CS114.L11.KHCL/blob/master/LinearRegression.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7KcFma-Lq9dv",
        "outputId": "f77d93d4-75a1-4417-e45d-71fc2504df21",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 210
        }
      },
      "source": [
        "!wget http://cs.uit.edu.vn/data3.txt"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "--2020-10-12 01:08:17--  http://cs.uit.edu.vn/data3.txt\n",
            "Resolving cs.uit.edu.vn (cs.uit.edu.vn)... 118.69.123.142\n",
            "Connecting to cs.uit.edu.vn (cs.uit.edu.vn)|118.69.123.142|:80... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 178891 (175K) [text/plain]\n",
            "Saving to: ‘data3.txt.1’\n",
            "\n",
            "data3.txt.1         100%[===================>] 174.70K   257KB/s    in 0.7s    \n",
            "\n",
            "2020-10-12 01:08:18 (257 KB/s) - ‘data3.txt.1’ saved [178891/178891]\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VvSFSttLrs3V",
        "outputId": "454a7725-29fb-4b8a-ed09-02db924f6d81",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "!cat data3.txt"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
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            "24862066,2.15477\n",
            "37407634,3.31885\n",
            "20133889,1.70441\n",
            "23666755,2.05142\n",
            "33200300,2.95428\n",
            "26872494,2.35117\n",
            "20753811,1.79155\n",
            "33520323,2.90918\n",
            "21243264,1.80292\n",
            "21380484,1.82795\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UoxIM7c8rupT"
      },
      "source": [
        "from sklearn.linear_model import LinearRegression\n",
        "import pandas as pd\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xvp_Qb_LsWqy"
      },
      "source": [
        "data = pd.read_csv('data3.txt', header=None)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-9JHk8BXsk5d",
        "outputId": "1e5acef3-55b6-46cb-dba0-6b44803bb46e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 402
        }
      },
      "source": [
        "data"
      ],
      "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",
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              "\n",
              "    .dataframe tbody tr th {\n",
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              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>0</th>\n",
              "      <th>1</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>37837612</td>\n",
              "      <td>4.12166</td>\n",
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              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>37395246</td>\n",
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              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>36610827</td>\n",
              "      <td>3.21540</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
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              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
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              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
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              "</table>\n",
              "<p>10590 rows × 2 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "              0        1\n",
              "0      37837612  4.12166\n",
              "1      37395246  3.92089\n",
              "2      36610827  3.21540\n",
              "3      29555651  2.54506\n",
              "4      25928216  2.21831\n",
              "...         ...      ...\n",
              "10585  26872494  2.35117\n",
              "10586  20753811  1.79155\n",
              "10587  33520323  2.90918\n",
              "10588  21243264  1.80292\n",
              "10589  21380484  1.82795\n",
              "\n",
              "[10590 rows x 2 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 39
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mzaUoML9smLW",
        "outputId": "152e1a5e-fa56-40ef-bf4e-67b4120bdc4b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 351
        }
      },
      "source": [
        "X = data[0].values.reshape(-1,1)\n",
        "y = data[1]\n",
        "print(X)\n",
        "print(y)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[[37837612]\n",
            " [37395246]\n",
            " [36610827]\n",
            " ...\n",
            " [33520323]\n",
            " [21243264]\n",
            " [21380484]]\n",
            "0        4.12166\n",
            "1        3.92089\n",
            "2        3.21540\n",
            "3        2.54506\n",
            "4        2.21831\n",
            "          ...   \n",
            "10585    2.35117\n",
            "10586    1.79155\n",
            "10587    2.90918\n",
            "10588    1.80292\n",
            "10589    1.82795\n",
            "Name: 1, Length: 10590, dtype: float64\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Jn9xjz_Cssyl"
      },
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.metrics import mean_squared_error, r2_score"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QEs4Xzgzs6VR"
      },
      "source": [
        "X_train, X_test, y_train, y_test = train_test_split(X,y, test_size = 0.2, random_state = 0)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eAYlTQQmtFTf",
        "outputId": "ff45600b-846b-44bb-bf1d-c938390d22e4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 87
        }
      },
      "source": [
        "lin_reg = LinearRegression()\n",
        "lin_reg.fit(X_train, y_train)\n",
        "y_pred = lin_reg.predict(X_test)\n",
        "r2 = r2_score(y_test,y_pred)\n",
        "mse = mean_squared_error(y_test,y_pred)\n",
        "print(\"Coefficient: {}\".format(lin_reg.coef_))\n",
        "print(mse, r2)\n",
        "print(\"Training score: {}\".format(lin_reg.score(X_train,y_train)))\n",
        "print(\"Testing score: {}\".format(lin_reg.score(X_test,y_test)))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Coefficient: [9.27421382e-08]\n",
            "0.0029772611563832685 0.9897687773204616\n",
            "Training score: 0.9877794567408915\n",
            "Testing score: 0.9897687773204616\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HtS2IKTeim_b"
      },
      "source": [
        "import matplotlib.pyplot as plt "
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kfGHRL_6Tp55",
        "outputId": "bd7caaa0-6afc-4951-9616-df2d932161b5",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 295
        }
      },
      "source": [
        "Y_pred_train = lin_reg.predict(X_train)\n",
        "plt.scatter(X_test, y_pred, color = 'red')\n",
        "plt.plot(X_train, Y_pred_train, color = 'black')\n",
        "plt.xlabel(\"Do lon\")\n",
        "plt.ylabel(\"Thoi gian\")\n",
        "plt.title(\"Bieu do Linear Regression\")\n",
        "plt.show()"
      ],
      "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": {
        "id": "CoiEm6E2UgR2"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}