Multiple Linear Regression Computer Data.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#import libarary\n",
    "\n",
    "import pandas as pd \n",
    "import numpy as np\n",
    "import matplotlib.pyplot as pltfrom \n",
    "from sklearn.linear_model import LinearRegression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#read csv file\n",
    "ComputerData = pd.read_csv(\"~/Downloads/Data Science/data set/Computer_Data.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
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      "text/plain": [
       "    Unnamed: 0  price  speed   hd  ram  screen   cd multi premium  ads  trend\n",
       "0            1   1499     25   80    4      14   no    no     yes   94      1\n",
       "1            2   1795     33   85    2      14   no    no     yes   94      1\n",
       "2            3   1595     25  170    4      15   no    no     yes   94      1\n",
       "3            4   1849     25  170    8      14   no    no      no   94      1\n",
       "4            5   3295     33  340   16      14   no    no     yes   94      1\n",
       "5            6   3695     66  340   16      14   no    no     yes   94      1\n",
       "6            7   1720     25  170    4      14  yes    no     yes   94      1\n",
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       "14          15   2699     50  212    8      14   no    no     yes   94      1"
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     "execution_count": 3,
     "metadata": {},
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   ],
   "source": [
    "ComputerData.head(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#remove columan using columan name\n",
    "ComputerData.drop(['Unnamed: 0'], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
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      "text/plain": [
       "    price  speed   hd  ram  screen   cd multi premium  ads  trend\n",
       "0    1499     25   80    4      14   no    no     yes   94      1\n",
       "1    1795     33   85    2      14   no    no     yes   94      1\n",
       "2    1595     25  170    4      15   no    no     yes   94      1\n",
       "3    1849     25  170    8      14   no    no      no   94      1\n",
       "4    3295     33  340   16      14   no    no     yes   94      1\n",
       "5    3695     66  340   16      14   no    no     yes   94      1\n",
       "6    1720     25  170    4      14  yes    no     yes   94      1\n",
       "7    1995     50   85    2      14   no    no     yes   94      1\n",
       "8    2225     50  210    8      14   no    no     yes   94      1\n",
       "9    2575     50  210    4      15   no    no     yes   94      1\n",
       "10   2195     33  170    8      15   no    no     yes   94      1\n",
       "11   2605     66  210    8      14   no    no     yes   94      1\n",
       "12   2045     50  130    4      14   no    no     yes   94      1\n",
       "13   2295     25  245    8      14   no    no     yes   94      1\n",
       "14   2699     50  212    8      14   no    no     yes   94      1"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ComputerData.head(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
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       "        }    #T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row0_col3 {\n",
       "            background-color:  #f7b396;\n",
       "            color:  #000000;\n",
       "        }    #T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row0_col4 {\n",
       "            background-color:  #b2ccfb;\n",
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       "        }    #T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row0_col5 {\n",
       "            background-color:  #9abbff;\n",
       "            color:  #000000;\n",
       "        }    #T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row0_col6 {\n",
       "            background-color:  #5673e0;\n",
       "            color:  #000000;\n",
       "        }    #T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row1_col0 {\n",
       "            background-color:  #c5d6f2;\n",
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       "            background-color:  #e3d9d3;\n",
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       "            background-color:  #f7b396;\n",
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       "            background-color:  #b6cefa;\n",
       "            color:  #000000;\n",
       "        }    #T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row3_col2 {\n",
       "            background-color:  #e8765c;\n",
       "            color:  #000000;\n",
       "        }    #T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row3_col3 {\n",
       "            background-color:  #b40426;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row3_col4 {\n",
       "            background-color:  #96b7ff;\n",
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       "            background-color:  #5b7ae5;\n",
       "            color:  #000000;\n",
       "        }    #T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row3_col6 {\n",
       "            background-color:  #cfdaea;\n",
       "            color:  #000000;\n",
       "        }    #T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row4_col0 {\n",
       "            background-color:  #c4d5f3;\n",
       "            color:  #000000;\n",
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       "            background-color:  #aac7fd;\n",
       "            color:  #000000;\n",
       "        }    #T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row4_col2 {\n",
       "            background-color:  #c6d6f1;\n",
       "            color:  #000000;\n",
       "        }    #T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row4_col3 {\n",
       "            background-color:  #a9c6fd;\n",
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       "            background-color:  #b40426;\n",
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       "            background-color:  #7295f4;\n",
       "            color:  #000000;\n",
       "        }    #T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row4_col6 {\n",
       "            background-color:  #bbd1f8;\n",
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       "            background-color:  #80a3fa;\n",
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       "            background-color:  #3b4cc0;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row5_col3 {\n",
       "            background-color:  #3b4cc0;\n",
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       "            background-color:  #3b4cc0;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row5_col5 {\n",
       "            background-color:  #b40426;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row5_col6 {\n",
       "            background-color:  #3b4cc0;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row6_col0 {\n",
       "            background-color:  #3b4cc0;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row6_col1 {\n",
       "            background-color:  #dfdbd9;\n",
       "            color:  #000000;\n",
       "        }    #T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row6_col2 {\n",
       "            background-color:  #f7b396;\n",
       "            color:  #000000;\n",
       "        }    #T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row6_col3 {\n",
       "            background-color:  #bcd2f7;\n",
       "            color:  #000000;\n",
       "        }    #T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row6_col4 {\n",
       "            background-color:  #90b2fe;\n",
       "            color:  #000000;\n",
       "        }    #T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row6_col5 {\n",
       "            background-color:  #3b4cc0;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row6_col6 {\n",
       "            background-color:  #b40426;\n",
       "            color:  #f1f1f1;\n",
       "        }</style><table id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >price</th>        <th class=\"col_heading level0 col1\" >speed</th>        <th class=\"col_heading level0 col2\" >hd</th>        <th class=\"col_heading level0 col3\" >ram</th>        <th class=\"col_heading level0 col4\" >screen</th>        <th class=\"col_heading level0 col5\" >ads</th>        <th class=\"col_heading level0 col6\" >trend</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302level0_row0\" class=\"row_heading level0 row0\" >price</th>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row0_col0\" class=\"data row0 col0\" >1.000000</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row0_col1\" class=\"data row0 col1\" >0.300976</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row0_col2\" class=\"data row0 col2\" >0.430258</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row0_col3\" class=\"data row0 col3\" >0.622748</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row0_col4\" class=\"data row0 col4\" >0.296041</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row0_col5\" class=\"data row0 col5\" >0.054540</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row0_col6\" class=\"data row0 col6\" >-0.199987</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302level0_row1\" class=\"row_heading level0 row1\" >speed</th>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row1_col0\" class=\"data row1 col0\" >0.300976</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row1_col1\" class=\"data row1 col1\" >1.000000</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row1_col2\" class=\"data row1 col2\" >0.372304</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row1_col3\" class=\"data row1 col3\" >0.234760</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row1_col4\" class=\"data row1 col4\" >0.189074</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row1_col5\" class=\"data row1 col5\" >-0.215232</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row1_col6\" class=\"data row1 col6\" >0.405438</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302level0_row2\" class=\"row_heading level0 row2\" >hd</th>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row2_col0\" class=\"data row2 col0\" >0.430258</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row2_col1\" class=\"data row2 col1\" >0.372304</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row2_col2\" class=\"data row2 col2\" >1.000000</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row2_col3\" class=\"data row2 col3\" >0.777726</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row2_col4\" class=\"data row2 col4\" >0.232802</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row2_col5\" class=\"data row2 col5\" >-0.323222</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row2_col6\" class=\"data row2 col6\" >0.577790</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302level0_row3\" class=\"row_heading level0 row3\" >ram</th>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row3_col0\" class=\"data row3 col0\" >0.622748</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row3_col1\" class=\"data row3 col1\" >0.234760</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row3_col2\" class=\"data row3 col2\" >0.777726</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row3_col3\" class=\"data row3 col3\" >1.000000</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row3_col4\" class=\"data row3 col4\" >0.208954</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row3_col5\" class=\"data row3 col5\" >-0.181670</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row3_col6\" class=\"data row3 col6\" >0.276844</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302level0_row4\" class=\"row_heading level0 row4\" >screen</th>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row4_col0\" class=\"data row4 col0\" >0.296041</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row4_col1\" class=\"data row4 col1\" >0.189074</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row4_col2\" class=\"data row4 col2\" >0.232802</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row4_col3\" class=\"data row4 col3\" >0.208954</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row4_col4\" class=\"data row4 col4\" >1.000000</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row4_col5\" class=\"data row4 col5\" >-0.093919</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row4_col6\" class=\"data row4 col6\" >0.188614</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302level0_row5\" class=\"row_heading level0 row5\" >ads</th>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row5_col0\" class=\"data row5 col0\" >0.054540</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row5_col1\" class=\"data row5 col1\" >-0.215232</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row5_col2\" class=\"data row5 col2\" >-0.323222</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row5_col3\" class=\"data row5 col3\" >-0.181670</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row5_col4\" class=\"data row5 col4\" >-0.093919</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row5_col5\" class=\"data row5 col5\" >1.000000</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row5_col6\" class=\"data row5 col6\" >-0.318553</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302level0_row6\" class=\"row_heading level0 row6\" >trend</th>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row6_col0\" class=\"data row6 col0\" >-0.199987</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row6_col1\" class=\"data row6 col1\" >0.405438</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row6_col2\" class=\"data row6 col2\" >0.577790</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row6_col3\" class=\"data row6 col3\" >0.276844</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row6_col4\" class=\"data row6 col4\" >0.188614</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row6_col5\" class=\"data row6 col5\" >-0.318553</td>\n",
       "                        <td id=\"T_7ac4dd2e_897b_11ea_ba3c_98460a9ba302row6_col6\" class=\"data row6 col6\" >1.000000</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x122111b38>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Find Correlaton\n",
    "corr = ComputerData.corr()\n",
    "corr.style.background_gradient(cmap='coolwarm')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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>price</th>\n",
       "      <th>speed</th>\n",
       "      <th>hd</th>\n",
       "      <th>ram</th>\n",
       "      <th>screen</th>\n",
       "      <th>ads</th>\n",
       "      <th>trend</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>6259.000000</td>\n",
       "      <td>6259.000000</td>\n",
       "      <td>6259.000000</td>\n",
       "      <td>6259.000000</td>\n",
       "      <td>6259.000000</td>\n",
       "      <td>6259.000000</td>\n",
       "      <td>6259.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2219.576610</td>\n",
       "      <td>52.011024</td>\n",
       "      <td>416.601694</td>\n",
       "      <td>8.286947</td>\n",
       "      <td>14.608723</td>\n",
       "      <td>221.301007</td>\n",
       "      <td>15.926985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>580.803956</td>\n",
       "      <td>21.157735</td>\n",
       "      <td>258.548445</td>\n",
       "      <td>5.631099</td>\n",
       "      <td>0.905115</td>\n",
       "      <td>74.835284</td>\n",
       "      <td>7.873984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>949.000000</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>39.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1794.000000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>214.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>162.500000</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2144.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>340.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>246.000000</td>\n",
       "      <td>16.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2595.000000</td>\n",
       "      <td>66.000000</td>\n",
       "      <td>528.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>275.000000</td>\n",
       "      <td>21.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>5399.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>2100.000000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>339.000000</td>\n",
       "      <td>35.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             price        speed           hd          ram       screen  \\\n",
       "count  6259.000000  6259.000000  6259.000000  6259.000000  6259.000000   \n",
       "mean   2219.576610    52.011024   416.601694     8.286947    14.608723   \n",
       "std     580.803956    21.157735   258.548445     5.631099     0.905115   \n",
       "min     949.000000    25.000000    80.000000     2.000000    14.000000   \n",
       "25%    1794.000000    33.000000   214.000000     4.000000    14.000000   \n",
       "50%    2144.000000    50.000000   340.000000     8.000000    14.000000   \n",
       "75%    2595.000000    66.000000   528.000000     8.000000    15.000000   \n",
       "max    5399.000000   100.000000  2100.000000    32.000000    17.000000   \n",
       "\n",
       "               ads        trend  \n",
       "count  6259.000000  6259.000000  \n",
       "mean    221.301007    15.926985  \n",
       "std      74.835284     7.873984  \n",
       "min      39.000000     1.000000  \n",
       "25%     162.500000    10.000000  \n",
       "50%     246.000000    16.000000  \n",
       "75%     275.000000    21.500000  \n",
       "max     339.000000    35.000000  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ComputerData.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#split data using columan name\n",
    "x = pd.DataFrame(ComputerData, columns = ['speed', 'hd', 'ram', 'screen', 'ads', 'trend'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>speed</th>\n",
       "      <th>hd</th>\n",
       "      <th>ram</th>\n",
       "      <th>screen</th>\n",
       "      <th>ads</th>\n",
       "      <th>trend</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "    <tr>\n",
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       "      <td>25</td>\n",
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       "      <td>94</td>\n",
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       "      <td>14</td>\n",
       "      <td>94</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>25</td>\n",
       "      <td>170</td>\n",
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       "      <td>94</td>\n",
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       "      <td>14</td>\n",
       "      <td>94</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>33</td>\n",
       "      <td>340</td>\n",
       "      <td>16</td>\n",
       "      <td>14</td>\n",
       "      <td>94</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>6254</th>\n",
       "      <td>100</td>\n",
       "      <td>528</td>\n",
       "      <td>8</td>\n",
       "      <td>15</td>\n",
       "      <td>39</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6255</th>\n",
       "      <td>66</td>\n",
       "      <td>850</td>\n",
       "      <td>16</td>\n",
       "      <td>15</td>\n",
       "      <td>39</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6256</th>\n",
       "      <td>100</td>\n",
       "      <td>1200</td>\n",
       "      <td>24</td>\n",
       "      <td>15</td>\n",
       "      <td>39</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6257</th>\n",
       "      <td>100</td>\n",
       "      <td>850</td>\n",
       "      <td>16</td>\n",
       "      <td>15</td>\n",
       "      <td>39</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6258</th>\n",
       "      <td>100</td>\n",
       "      <td>850</td>\n",
       "      <td>16</td>\n",
       "      <td>17</td>\n",
       "      <td>39</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6259 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      speed    hd  ram  screen  ads  trend\n",
       "0        25    80    4      14   94      1\n",
       "1        33    85    2      14   94      1\n",
       "2        25   170    4      15   94      1\n",
       "3        25   170    8      14   94      1\n",
       "4        33   340   16      14   94      1\n",
       "...     ...   ...  ...     ...  ...    ...\n",
       "6254    100   528    8      15   39     35\n",
       "6255     66   850   16      15   39     35\n",
       "6256    100  1200   24      15   39     35\n",
       "6257    100   850   16      15   39     35\n",
       "6258    100   850   16      17   39     35\n",
       "\n",
       "[6259 rows x 6 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\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>price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6254</th>\n",
       "      <td>1690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6255</th>\n",
       "      <td>2223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6256</th>\n",
       "      <td>2654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6257</th>\n",
       "      <td>2195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6258</th>\n",
       "      <td>2490</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6259 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      price\n",
       "0      1499\n",
       "1      1795\n",
       "2      1595\n",
       "3      1849\n",
       "4      3295\n",
       "...     ...\n",
       "6254   1690\n",
       "6255   2223\n",
       "6256   2654\n",
       "6257   2195\n",
       "6258   2490\n",
       "\n",
       "[6259 rows x 1 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y = pd.DataFrame(ComputerData, columns = ['price'])\n",
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x1222c9a20>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1260x1260 with 56 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Scatter plot between the variables along with histograms\n",
    "\n",
    "import seaborn as sns\n",
    "sns.pairplot(ComputerData)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None, normalize=False)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Preparing model                  \n",
    "reg = LinearRegression()\n",
    "reg.fit(x,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7123057091817093"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#check score\n",
    "reg.score(x,y)"
   ]
  }
 ],
 "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": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}