| \n", " | Avg. Area Income | \n", "Avg. Area House Age | \n", "Avg. Area Number of Rooms | \n", "Avg. Area Number of Bedrooms | \n", "Area Population | \n", "Price | \n", "Address | \n", "
|---|---|---|---|---|---|---|---|
| 0 | \n", "79545.458574 | \n", "5.682861 | \n", "7.009188 | \n", "4.09 | \n", "23086.800503 | \n", "1.059034e+06 | \n", "208 Michael Ferry Apt. 674\\nLaurabury, NE 3701... | \n", "
| 1 | \n", "79248.642455 | \n", "6.002900 | \n", "6.730821 | \n", "3.09 | \n", "40173.072174 | \n", "1.505891e+06 | \n", "188 Johnson Views Suite 079\\nLake Kathleen, CA... | \n", "
| 2 | \n", "61287.067179 | \n", "5.865890 | \n", "8.512727 | \n", "5.13 | \n", "36882.159400 | \n", "1.058988e+06 | \n", "9127 Elizabeth Stravenue\\nDanieltown, WI 06482... | \n", "
| 3 | \n", "63345.240046 | \n", "7.188236 | \n", "5.586729 | \n", "3.26 | \n", "34310.242831 | \n", "1.260617e+06 | \n", "USS Barnett\\nFPO AP 44820 | \n", "
| 4 | \n", "59982.197226 | \n", "5.040555 | \n", "7.839388 | \n", "4.23 | \n", "26354.109472 | \n", "6.309435e+05 | \n", "USNS Raymond\\nFPO AE 09386 | \n", "
| \n", " | Avg. Area Income | \n", "Avg. Area House Age | \n", "Avg. Area Number of Rooms | \n", "Avg. Area Number of Bedrooms | \n", "Area Population | \n", "Price | \n", "
|---|---|---|---|---|---|---|
| count | \n", "5000.000000 | \n", "5000.000000 | \n", "5000.000000 | \n", "5000.000000 | \n", "5000.000000 | \n", "5.000000e+03 | \n", "
| mean | \n", "68583.108984 | \n", "5.977222 | \n", "6.987792 | \n", "3.981330 | \n", "36163.516039 | \n", "1.232073e+06 | \n", "
| std | \n", "10657.991214 | \n", "0.991456 | \n", "1.005833 | \n", "1.234137 | \n", "9925.650114 | \n", "3.531176e+05 | \n", "
| min | \n", "17796.631190 | \n", "2.644304 | \n", "3.236194 | \n", "2.000000 | \n", "172.610686 | \n", "1.593866e+04 | \n", "
| 25% | \n", "61480.562388 | \n", "5.322283 | \n", "6.299250 | \n", "3.140000 | \n", "29403.928702 | \n", "9.975771e+05 | \n", "
| 50% | \n", "68804.286404 | \n", "5.970429 | \n", "7.002902 | \n", "4.050000 | \n", "36199.406689 | \n", "1.232669e+06 | \n", "
| 75% | \n", "75783.338666 | \n", "6.650808 | \n", "7.665871 | \n", "4.490000 | \n", "42861.290769 | \n", "1.471210e+06 | \n", "
| max | \n", "107701.748378 | \n", "9.519088 | \n", "10.759588 | \n", "6.500000 | \n", "69621.713378 | \n", "2.469066e+06 | \n", "
LinearRegression()In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
| \n", " | fit_intercept | \n", "True | \n", "
| \n", " | copy_X | \n", "True | \n", "
| \n", " | tol | \n", "1e-06 | \n", "
| \n", " | n_jobs | \n", "None | \n", "
| \n", " | positive | \n", "False | \n", "
| \n", " | Coefficient | \n", "
|---|---|
| Avg. Area Income | \n", "21.528276 | \n", "
| Avg. Area House Age | \n", "164883.282027 | \n", "
| Avg. Area Number of Rooms | \n", "122368.678027 | \n", "
| Avg. Area Number of Bedrooms | \n", "2233.801864 | \n", "
| Area Population | \n", "15.150420 | \n", "