Multiple Regression Assignment 1.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"Multiple Regression Assignment 1.ipynb","provenance":[],"collapsed_sections":[],"mount_file_id":"1j95-h4EBxUG9zdYaQsVyqT14E481-6nI","authorship_tag":"ABX9TyPT3acw5meZNHzeCoR0S7El"},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"code","metadata":{"id":"8-3zsqJWDrXD","colab_type":"code","colab":{}},"source":["pip install turicreate"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"7OSJ4WsJEpS2","colab_type":"code","colab":{}},"source":["import turicreate as tc"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"9cPcOxeYEsmz","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":714},"executionInfo":{"status":"ok","timestamp":1597162001349,"user_tz":-330,"elapsed":7648,"user":{"displayName":"hrushikesh malpekar","photoUrl":"","userId":"12958357008200083198"}},"outputId":"618a37f8-26ef-46ad-8101-312ef427d3eb"},"source":["sales = tc.SFrame('/content/drive/My Drive/home_data.sframe')\n","sales"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\"><table frame=\"box\" rules=\"cols\">\n","    <tr>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">id</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">date</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">price</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">bedrooms</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">bathrooms</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">sqft_living</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">sqft_lot</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">floors</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">waterfront</th>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">7129300520</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2014-10-13 00:00:00+00:00</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">221900.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1180.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5650.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">6414100192</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2014-12-09 00:00:00+00:00</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">538000.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2.25</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2570.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">7242.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5631500400</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2015-02-25 00:00:00+00:00</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">180000.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">770.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">10000.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2487200875</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2014-12-09 00:00:00+00:00</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">604000.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1960.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5000.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1954400510</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2015-02-18 00:00:00+00:00</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">510000.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1680.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">8080.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">7237550310</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2014-05-12 00:00:00+00:00</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1225000.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4.5</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5420.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">101930.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1321400060</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2014-06-27 00:00:00+00:00</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">257500.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2.25</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1715.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">6819.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2008000270</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2015-01-15 00:00:00+00:00</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">291850.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1.5</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1060.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">9711.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2414600126</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2015-04-15 00:00:00+00:00</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">229500.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1780.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">7470.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3793500160</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2015-03-12 00:00:00+00:00</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">323000.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2.5</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1890.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">6560.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","    </tr>\n","</table>\n","<table frame=\"box\" rules=\"cols\">\n","    <tr>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">view</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">condition</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">grade</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">sqft_above</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">sqft_basement</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">yr_built</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">yr_renovated</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">zipcode</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">lat</th>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">7.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1180.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1955.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">98178</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">47.51123398</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">7.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2170.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">400.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1951.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1991.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">98125</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">47.72102274</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">6.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">770.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1933.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">98028</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">47.73792661</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">7.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1050.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">910.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1965.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">98136</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">47.52082</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">8.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1680.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1987.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">98074</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">47.61681228</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">11.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3890.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1530.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2001.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">98053</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">47.65611835</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">7.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1715.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1995.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">98003</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">47.30972002</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">7.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1060.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1963.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">98198</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">47.40949984</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">7.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1050.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">730.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1960.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">98146</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">47.51229381</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">7.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1890.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2003.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">98038</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">47.36840673</td>\n","    </tr>\n","</table>\n","<table frame=\"box\" rules=\"cols\">\n","    <tr>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">long</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">sqft_living15</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">sqft_lot15</th>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-122.25677536</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1340.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5650.0</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-122.3188624</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1690.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">7639.0</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-122.23319601</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2720.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">8062.0</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-122.39318505</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1360.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5000.0</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-122.04490059</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1800.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">7503.0</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-122.00528655</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4760.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">101930.0</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-122.32704857</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2238.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">6819.0</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-122.31457273</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1650.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">9711.0</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-122.33659507</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1780.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">8113.0</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-122.0308176</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2390.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">7570.0</td>\n","    </tr>\n","</table>\n","[21613 rows x 21 columns]<br/>Note: Only the head of the SFrame is printed.<br/>You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns.\n","</div>"],"text/plain":["Columns:\n","\tid\tstr\n","\tdate\tdatetime\n","\tprice\tfloat\n","\tbedrooms\tfloat\n","\tbathrooms\tfloat\n","\tsqft_living\tfloat\n","\tsqft_lot\tfloat\n","\tfloors\tfloat\n","\twaterfront\tint\n","\tview\tint\n","\tcondition\tint\n","\tgrade\tfloat\n","\tsqft_above\tfloat\n","\tsqft_basement\tfloat\n","\tyr_built\tfloat\n","\tyr_renovated\tfloat\n","\tzipcode\tstr\n","\tlat\tfloat\n","\tlong\tfloat\n","\tsqft_living15\tfloat\n","\tsqft_lot15\tfloat\n","\n","Rows: 21613\n","\n","Data:\n","+------------+---------------------------+-----------+----------+-----------+\n","|     id     |            date           |   price   | bedrooms | bathrooms |\n","+------------+---------------------------+-----------+----------+-----------+\n","| 7129300520 | 2014-10-13 00:00:00+00:00 |  221900.0 |   3.0    |    1.0    |\n","| 6414100192 | 2014-12-09 00:00:00+00:00 |  538000.0 |   3.0    |    2.25   |\n","| 5631500400 | 2015-02-25 00:00:00+00:00 |  180000.0 |   2.0    |    1.0    |\n","| 2487200875 | 2014-12-09 00:00:00+00:00 |  604000.0 |   4.0    |    3.0    |\n","| 1954400510 | 2015-02-18 00:00:00+00:00 |  510000.0 |   3.0    |    2.0    |\n","| 7237550310 | 2014-05-12 00:00:00+00:00 | 1225000.0 |   4.0    |    4.5    |\n","| 1321400060 | 2014-06-27 00:00:00+00:00 |  257500.0 |   3.0    |    2.25   |\n","| 2008000270 | 2015-01-15 00:00:00+00:00 |  291850.0 |   3.0    |    1.5    |\n","| 2414600126 | 2015-04-15 00:00:00+00:00 |  229500.0 |   3.0    |    1.0    |\n","| 3793500160 | 2015-03-12 00:00:00+00:00 |  323000.0 |   3.0    |    2.5    |\n","+------------+---------------------------+-----------+----------+-----------+\n","+-------------+----------+--------+------------+------+-----------+-------+\n","| sqft_living | sqft_lot | floors | waterfront | view | condition | grade |\n","+-------------+----------+--------+------------+------+-----------+-------+\n","|    1180.0   |  5650.0  |  1.0   |     0      |  0   |     3     |  7.0  |\n","|    2570.0   |  7242.0  |  2.0   |     0      |  0   |     3     |  7.0  |\n","|    770.0    | 10000.0  |  1.0   |     0      |  0   |     3     |  6.0  |\n","|    1960.0   |  5000.0  |  1.0   |     0      |  0   |     5     |  7.0  |\n","|    1680.0   |  8080.0  |  1.0   |     0      |  0   |     3     |  8.0  |\n","|    5420.0   | 101930.0 |  1.0   |     0      |  0   |     3     |  11.0 |\n","|    1715.0   |  6819.0  |  2.0   |     0      |  0   |     3     |  7.0  |\n","|    1060.0   |  9711.0  |  1.0   |     0      |  0   |     3     |  7.0  |\n","|    1780.0   |  7470.0  |  1.0   |     0      |  0   |     3     |  7.0  |\n","|    1890.0   |  6560.0  |  2.0   |     0      |  0   |     3     |  7.0  |\n","+-------------+----------+--------+------------+------+-----------+-------+\n","+------------+---------------+----------+--------------+---------+-------------+\n","| sqft_above | sqft_basement | yr_built | yr_renovated | zipcode |     lat     |\n","+------------+---------------+----------+--------------+---------+-------------+\n","|   1180.0   |      0.0      |  1955.0  |     0.0      |  98178  | 47.51123398 |\n","|   2170.0   |     400.0     |  1951.0  |    1991.0    |  98125  | 47.72102274 |\n","|   770.0    |      0.0      |  1933.0  |     0.0      |  98028  | 47.73792661 |\n","|   1050.0   |     910.0     |  1965.0  |     0.0      |  98136  |   47.52082  |\n","|   1680.0   |      0.0      |  1987.0  |     0.0      |  98074  | 47.61681228 |\n","|   3890.0   |     1530.0    |  2001.0  |     0.0      |  98053  | 47.65611835 |\n","|   1715.0   |      0.0      |  1995.0  |     0.0      |  98003  | 47.30972002 |\n","|   1060.0   |      0.0      |  1963.0  |     0.0      |  98198  | 47.40949984 |\n","|   1050.0   |     730.0     |  1960.0  |     0.0      |  98146  | 47.51229381 |\n","|   1890.0   |      0.0      |  2003.0  |     0.0      |  98038  | 47.36840673 |\n","+------------+---------------+----------+--------------+---------+-------------+\n","+---------------+---------------+-----+\n","|      long     | sqft_living15 | ... |\n","+---------------+---------------+-----+\n","| -122.25677536 |     1340.0    | ... |\n","|  -122.3188624 |     1690.0    | ... |\n","| -122.23319601 |     2720.0    | ... |\n","| -122.39318505 |     1360.0    | ... |\n","| -122.04490059 |     1800.0    | ... |\n","| -122.00528655 |     4760.0    | ... |\n","| -122.32704857 |     2238.0    | ... |\n","| -122.31457273 |     1650.0    | ... |\n","| -122.33659507 |     1780.0    | ... |\n","|  -122.0308176 |     2390.0    | ... |\n","+---------------+---------------+-----+\n","[21613 rows x 21 columns]\n","Note: Only the head of the SFrame is printed.\n","You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns."]},"metadata":{"tags":[]},"execution_count":70}]},{"cell_type":"code","metadata":{"id":"2obvHz9ZFeN9","colab_type":"code","colab":{}},"source":["training_data,test_data = sales.random_split(.8,seed=0)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"E-DCmwqFIGoX","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":260},"executionInfo":{"status":"ok","timestamp":1597162001358,"user_tz":-330,"elapsed":7609,"user":{"displayName":"hrushikesh malpekar","photoUrl":"","userId":"12958357008200083198"}},"outputId":"0b1c7262-717e-4e81-ea64-6d0208a4dd5b"},"source":["example_features = ['sqft_living', 'bedrooms', 'bathrooms']\n","example_model = tc.linear_regression.create(training_data, target = 'price', features = example_features, \n","                                                    validation_set = None)"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/html":["<pre>Linear regression:</pre>"],"text/plain":["Linear regression:"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>--------------------------------------------------------</pre>"],"text/plain":["--------------------------------------------------------"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>Number of examples          : 17384</pre>"],"text/plain":["Number of examples          : 17384"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>Number of features          : 3</pre>"],"text/plain":["Number of features          : 3"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>Number of unpacked features : 3</pre>"],"text/plain":["Number of unpacked features : 3"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>Number of coefficients    : 4</pre>"],"text/plain":["Number of coefficients    : 4"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>Starting Newton Method</pre>"],"text/plain":["Starting Newton Method"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>--------------------------------------------------------</pre>"],"text/plain":["--------------------------------------------------------"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>+-----------+----------+--------------+--------------------+---------------------------------+</pre>"],"text/plain":["+-----------+----------+--------------+--------------------+---------------------------------+"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>| Iteration | Passes   | Elapsed Time | Training Max Error | Training Root-Mean-Square Error |</pre>"],"text/plain":["| Iteration | Passes   | Elapsed Time | Training Max Error | Training Root-Mean-Square Error |"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>+-----------+----------+--------------+--------------------+---------------------------------+</pre>"],"text/plain":["+-----------+----------+--------------+--------------------+---------------------------------+"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>| 1         | 2        | 0.021661     | 4146407.600631     | 258679.804477                   |</pre>"],"text/plain":["| 1         | 2        | 0.021661     | 4146407.600631     | 258679.804477                   |"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>+-----------+----------+--------------+--------------------+---------------------------------+</pre>"],"text/plain":["+-----------+----------+--------------+--------------------+---------------------------------+"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>SUCCESS: Optimal solution found.</pre>"],"text/plain":["SUCCESS: Optimal solution found."]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre></pre>"],"text/plain":[""]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"f13K9vXeIPo_","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":201},"executionInfo":{"status":"ok","timestamp":1597162001361,"user_tz":-330,"elapsed":7580,"user":{"displayName":"hrushikesh malpekar","photoUrl":"","userId":"12958357008200083198"}},"outputId":"67ccc1aa-99c8-4dde-d925-c44b1ca3dba3"},"source":["example_weight_summary = example_model.coefficients\n","print (example_weight_summary)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["+-------------+-------+--------------------+--------------------+\n","|     name    | index |       value        |       stderr       |\n","+-------------+-------+--------------------+--------------------+\n","| (intercept) |  None | 87910.07249239809  | 7873.338143401673  |\n","| sqft_living |  None |   315.4034405521   | 3.455700325854743  |\n","|   bedrooms  |  None | -65080.21555282686 | 2717.456854420703  |\n","|  bathrooms  |  None | 6944.020192636717  | 3923.1149314414993 |\n","+-------------+-------+--------------------+--------------------+\n","[4 rows x 4 columns]\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"UymCBvV1IZFN","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":35},"executionInfo":{"status":"ok","timestamp":1597162001793,"user_tz":-330,"elapsed":7981,"user":{"displayName":"hrushikesh malpekar","photoUrl":"","userId":"12958357008200083198"}},"outputId":"2f78d2f1-83c8-4db5-b81f-ba1d610bd972"},"source":["example_predictions = example_model.predict(training_data)\n","print (example_predictions[0]) # should be 271789.505878"],"execution_count":null,"outputs":[{"output_type":"stream","text":["271789.5058780322\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"Q9OIi0JZIgmJ","colab_type":"code","colab":{}},"source":["def get_residual_sum_of_squares(model, data, outcome):\n","    # First get the predictions\n","      predictions = model.predict(data)\n","    # Then compute the residuals/errors\n","      residuals_errors = outcome - predictions\n","    # Then square and add them up\n","      values = residuals_errors*residuals_errors\n","      RSS = values.sum()\n","      return(RSS)  "],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"u8tUyVKoKhE3","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":35},"executionInfo":{"status":"ok","timestamp":1597162001799,"user_tz":-330,"elapsed":7942,"user":{"displayName":"hrushikesh malpekar","photoUrl":"","userId":"12958357008200083198"}},"outputId":"0f1616f3-0df7-4003-836b-aa46cfab530a"},"source":["rss_example_train = get_residual_sum_of_squares(example_model, test_data, test_data['price'])\n","print (rss_example_train) # should be 2.7376153833e+14"],"execution_count":null,"outputs":[{"output_type":"stream","text":["273761538330193.2\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"rvnJpAjALCgq","colab_type":"code","colab":{}},"source":["from math import log"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"pwyJop9rLDuM","colab_type":"code","colab":{}},"source":["training_data['bedrooms_squared'] = training_data['bedrooms'].apply(lambda x: x**2)\n","test_data['bedrooms_squared'] = test_data['bedrooms'].apply(lambda x: x**2)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"e30T_8fvLPA0","colab_type":"code","colab":{}},"source":["training_data['bed_bath_rooms'] = training_data['bedrooms'] * training_data['bathrooms']\n","test_data['bed_bath_rooms'] = test_data['bedrooms'] * test_data['bathrooms']"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"m_zz0ezqMQMu","colab_type":"code","colab":{}},"source":["training_data['log_sqft_living'] = training_data['sqft_living'].apply(lambda x: log(x))\n","test_data['log_sqft_living'] = test_data['sqft_living'].apply(lambda x: log(x))"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"CX8tiGkcM5FU","colab_type":"code","colab":{}},"source":["training_data['lat_plus_long'] = training_data['lat'] + training_data['long']\n","test_data['lat_plus_long'] = test_data['lat'] + test_data['long']"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"DOxQF95cNjL-","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":90},"executionInfo":{"status":"ok","timestamp":1597162001820,"user_tz":-330,"elapsed":7854,"user":{"displayName":"hrushikesh malpekar","photoUrl":"","userId":"12958357008200083198"}},"outputId":"b8a86f3a-cf6d-4541-a5ba-3f5c55c6a3de"},"source":["print(test_data['bedrooms_squared'].mean())\n","print(test_data['bed_bath_rooms'].mean())\n","print(test_data['log_sqft_living'].mean())\n","print(test_data['lat_plus_long'].mean())"],"execution_count":null,"outputs":[{"output_type":"stream","text":["12.4466777015843\n","7.503901631591395\n","7.550274679645938\n","-74.65333497217313\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"mjYEx7OuN6bN","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":278},"executionInfo":{"status":"ok","timestamp":1597162001823,"user_tz":-330,"elapsed":7832,"user":{"displayName":"hrushikesh malpekar","photoUrl":"","userId":"12958357008200083198"}},"outputId":"88877451-055a-43a5-b3e9-e6394e0711e5"},"source":["model_1_features = [ 'sqft_living', 'bedrooms', 'bathrooms', 'lat','long']\n","model_1 = tc.linear_regression.create(training_data, target = 'price', features =model_1_features, \n","                                                    validation_set = None)"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/html":["<pre>Linear regression:</pre>"],"text/plain":["Linear regression:"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>--------------------------------------------------------</pre>"],"text/plain":["--------------------------------------------------------"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>Number of examples          : 17384</pre>"],"text/plain":["Number of examples          : 17384"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>Number of features          : 5</pre>"],"text/plain":["Number of features          : 5"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>Number of unpacked features : 5</pre>"],"text/plain":["Number of unpacked features : 5"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>Number of coefficients    : 6</pre>"],"text/plain":["Number of coefficients    : 6"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>Starting Newton Method</pre>"],"text/plain":["Starting Newton Method"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>--------------------------------------------------------</pre>"],"text/plain":["--------------------------------------------------------"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>+-----------+----------+--------------+--------------------+---------------------------------+</pre>"],"text/plain":["+-----------+----------+--------------+--------------------+---------------------------------+"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>| Iteration | Passes   | Elapsed Time | Training Max Error | Training Root-Mean-Square Error |</pre>"],"text/plain":["| Iteration | Passes   | Elapsed Time | Training Max Error | Training Root-Mean-Square Error |"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>+-----------+----------+--------------+--------------------+---------------------------------+</pre>"],"text/plain":["+-----------+----------+--------------+--------------------+---------------------------------+"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>| 1         | 2        | 0.021932     | 4074878.213103     | 236378.596455                   |</pre>"],"text/plain":["| 1         | 2        | 0.021932     | 4074878.213103     | 236378.596455                   |"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>| 2         | 3        | 0.040450     | 4074878.213108     | 236378.596455                   |</pre>"],"text/plain":["| 2         | 3        | 0.040450     | 4074878.213108     | 236378.596455                   |"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>+-----------+----------+--------------+--------------------+---------------------------------+</pre>"],"text/plain":["+-----------+----------+--------------+--------------------+---------------------------------+"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>SUCCESS: Optimal solution found.</pre>"],"text/plain":["SUCCESS: Optimal solution found."]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre></pre>"],"text/plain":[""]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"uoTUfoUIPD4t","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":172},"executionInfo":{"status":"ok","timestamp":1597162001826,"user_tz":-330,"elapsed":7810,"user":{"displayName":"hrushikesh malpekar","photoUrl":"","userId":"12958357008200083198"}},"outputId":"1391bd03-5853-493a-91c1-0cbd8c88f66b"},"source":["model_1.coefficients"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\"><table frame=\"box\" rules=\"cols\">\n","    <tr>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">name</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">index</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">value</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">stderr</th>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">(intercept)</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-56140675.741145164</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1649985.420232753</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">sqft_living</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">310.26332577692176</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3.188829604072599</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">bedrooms</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-59577.11606759663</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2487.279773224208</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">bathrooms</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">13811.840541653299</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3593.5421329676874</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">lat</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">629865.7894714857</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">13120.71003228041</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">long</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-214790.28516471686</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">13284.285159947443</td>\n","    </tr>\n","</table>\n","[6 rows x 4 columns]<br/>\n","</div>"],"text/plain":["Columns:\n","\tname\tstr\n","\tindex\tstr\n","\tvalue\tfloat\n","\tstderr\tfloat\n","\n","Rows: 6\n","\n","Data:\n","+-------------+-------+---------------------+--------------------+\n","|     name    | index |        value        |       stderr       |\n","+-------------+-------+---------------------+--------------------+\n","| (intercept) |  None | -56140675.741145164 | 1649985.420232753  |\n","| sqft_living |  None |  310.26332577692176 | 3.188829604072599  |\n","|   bedrooms  |  None |  -59577.11606759663 | 2487.279773224208  |\n","|  bathrooms  |  None |  13811.840541653299 | 3593.5421329676874 |\n","|     lat     |  None |  629865.7894714857  | 13120.71003228041  |\n","|     long    |  None | -214790.28516471686 | 13284.285159947443 |\n","+-------------+-------+---------------------+--------------------+\n","[6 rows x 4 columns]"]},"metadata":{"tags":[]},"execution_count":84}]},{"cell_type":"code","metadata":{"id":"xK60M8mdPT02","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":278},"executionInfo":{"status":"ok","timestamp":1597162002967,"user_tz":-330,"elapsed":8929,"user":{"displayName":"hrushikesh malpekar","photoUrl":"","userId":"12958357008200083198"}},"outputId":"6d1330c5-fdae-4630-a95e-e003d30774a4"},"source":["model_2_features = [ 'sqft_living', 'bedrooms', 'bathrooms', 'lat','long','bed_bath_rooms']\n","model_2 = tc.linear_regression.create(training_data, target = 'price', features =model_2_features, \n","                                                    validation_set = None)"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/html":["<pre>Linear regression:</pre>"],"text/plain":["Linear regression:"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>--------------------------------------------------------</pre>"],"text/plain":["--------------------------------------------------------"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>Number of examples          : 17384</pre>"],"text/plain":["Number of examples          : 17384"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>Number of features          : 6</pre>"],"text/plain":["Number of features          : 6"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>Number of unpacked features : 6</pre>"],"text/plain":["Number of unpacked features : 6"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>Number of coefficients    : 7</pre>"],"text/plain":["Number of coefficients    : 7"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>Starting Newton Method</pre>"],"text/plain":["Starting Newton Method"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>--------------------------------------------------------</pre>"],"text/plain":["--------------------------------------------------------"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>+-----------+----------+--------------+--------------------+---------------------------------+</pre>"],"text/plain":["+-----------+----------+--------------+--------------------+---------------------------------+"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>| Iteration | Passes   | Elapsed Time | Training Max Error | Training Root-Mean-Square Error |</pre>"],"text/plain":["| Iteration | Passes   | Elapsed Time | Training Max Error | Training Root-Mean-Square Error |"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>+-----------+----------+--------------+--------------------+---------------------------------+</pre>"],"text/plain":["+-----------+----------+--------------+--------------------+---------------------------------+"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>| 1         | 2        | 0.021470     | 4014170.932940     | 235190.935428                   |</pre>"],"text/plain":["| 1         | 2        | 0.021470     | 4014170.932940     | 235190.935428                   |"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>| 2         | 3        | 0.050282     | 4014170.932936     | 235190.935429                   |</pre>"],"text/plain":["| 2         | 3        | 0.050282     | 4014170.932936     | 235190.935429                   |"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>+-----------+----------+--------------+--------------------+---------------------------------+</pre>"],"text/plain":["+-----------+----------+--------------+--------------------+---------------------------------+"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>SUCCESS: Optimal solution found.</pre>"],"text/plain":["SUCCESS: Optimal solution found."]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre></pre>"],"text/plain":[""]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"AWCZw_W4PbdC","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":191},"executionInfo":{"status":"ok","timestamp":1597162002973,"user_tz":-330,"elapsed":8916,"user":{"displayName":"hrushikesh malpekar","photoUrl":"","userId":"12958357008200083198"}},"outputId":"97affb76-4d49-431a-f7cd-136ffa8e439d"},"source":["model_2.coefficients"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\"><table frame=\"box\" rules=\"cols\">\n","    <tr>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">name</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">index</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">value</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">stderr</th>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">(intercept)</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-54410676.11184308</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1650405.1653694494</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">sqft_living</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">304.44929805557945</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3.202175356366349</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">bedrooms</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-116366.04322944838</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4805.549665484017</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">bathrooms</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-77972.33051298767</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">7565.059910947668</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">lat</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">625433.8349398111</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">13058.353097203788</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">long</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-203958.60293748273</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">13268.128370376078</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">bed_bath_rooms</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">26961.624908952057</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1956.3656155583221</td>\n","    </tr>\n","</table>\n","[7 rows x 4 columns]<br/>\n","</div>"],"text/plain":["Columns:\n","\tname\tstr\n","\tindex\tstr\n","\tvalue\tfloat\n","\tstderr\tfloat\n","\n","Rows: 7\n","\n","Data:\n","+----------------+-------+---------------------+--------------------+\n","|      name      | index |        value        |       stderr       |\n","+----------------+-------+---------------------+--------------------+\n","|  (intercept)   |  None |  -54410676.11184308 | 1650405.1653694494 |\n","|  sqft_living   |  None |  304.44929805557945 | 3.202175356366349  |\n","|    bedrooms    |  None | -116366.04322944838 | 4805.549665484017  |\n","|   bathrooms    |  None |  -77972.33051298767 | 7565.059910947668  |\n","|      lat       |  None |  625433.8349398111  | 13058.353097203788 |\n","|      long      |  None | -203958.60293748273 | 13268.128370376078 |\n","| bed_bath_rooms |  None |  26961.624908952057 | 1956.3656155583221 |\n","+----------------+-------+---------------------+--------------------+\n","[7 rows x 4 columns]"]},"metadata":{"tags":[]},"execution_count":86}]},{"cell_type":"code","metadata":{"id":"YlHCfo1uP3kN","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":278},"executionInfo":{"status":"ok","timestamp":1597162002982,"user_tz":-330,"elapsed":8906,"user":{"displayName":"hrushikesh malpekar","photoUrl":"","userId":"12958357008200083198"}},"outputId":"21cb0f23-6649-40af-9170-5acd5f6fe814"},"source":["model_3_features = [ 'sqft_living', 'bedrooms', 'bathrooms', 'lat','long','bed_bath_rooms','bedrooms_squared','log_sqft_living','lat_plus_long']\n","model_3 = tc.linear_regression.create(training_data, target = 'price', features =model_3_features, \n","                                                    validation_set = None)"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/html":["<pre>Linear regression:</pre>"],"text/plain":["Linear regression:"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>--------------------------------------------------------</pre>"],"text/plain":["--------------------------------------------------------"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>Number of examples          : 17384</pre>"],"text/plain":["Number of examples          : 17384"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>Number of features          : 9</pre>"],"text/plain":["Number of features          : 9"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>Number of unpacked features : 9</pre>"],"text/plain":["Number of unpacked features : 9"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>Number of coefficients    : 10</pre>"],"text/plain":["Number of coefficients    : 10"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>Starting Newton Method</pre>"],"text/plain":["Starting Newton Method"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>--------------------------------------------------------</pre>"],"text/plain":["--------------------------------------------------------"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>+-----------+----------+--------------+--------------------+---------------------------------+</pre>"],"text/plain":["+-----------+----------+--------------+--------------------+---------------------------------+"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>| Iteration | Passes   | Elapsed Time | Training Max Error | Training Root-Mean-Square Error |</pre>"],"text/plain":["| Iteration | Passes   | Elapsed Time | Training Max Error | Training Root-Mean-Square Error |"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>+-----------+----------+--------------+--------------------+---------------------------------+</pre>"],"text/plain":["+-----------+----------+--------------+--------------------+---------------------------------+"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>| 1         | 2        | 0.029449     | 3193229.177888     | 228200.043155                   |</pre>"],"text/plain":["| 1         | 2        | 0.029449     | 3193229.177888     | 228200.043155                   |"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>| 2         | 3        | 0.059335     | 3193229.177873     | 228200.043155                   |</pre>"],"text/plain":["| 2         | 3        | 0.059335     | 3193229.177873     | 228200.043155                   |"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>+-----------+----------+--------------+--------------------+---------------------------------+</pre>"],"text/plain":["+-----------+----------+--------------+--------------------+---------------------------------+"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>SUCCESS: Optimal solution found.</pre>"],"text/plain":["SUCCESS: Optimal solution found."]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre></pre>"],"text/plain":[""]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"jAqJ75kZQTNr","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":249},"executionInfo":{"status":"ok","timestamp":1597162002989,"user_tz":-330,"elapsed":8885,"user":{"displayName":"hrushikesh malpekar","photoUrl":"","userId":"12958357008200083198"}},"outputId":"ec51c94c-7c2f-4029-b7cf-7fe1aabd10e3"},"source":["model_3.coefficients"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\"><table frame=\"box\" rules=\"cols\">\n","    <tr>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">name</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">index</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">value</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">stderr</th>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">(intercept)</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-52974974.068921715</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1615194.9446730777</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">sqft_living</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">529.1964205687524</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">7.699134985121209</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">bedrooms</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">28948.5277463525</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">9395.728891147388</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">bathrooms</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">65661.20723969756</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">10795.338070257121</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">lat</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">704762.1484430789</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">787087632.0068617</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">long</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-137780.02000718215</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">787087632.297173</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">bed_bath_rooms</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-8478.364107167637</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2858.9539125683445</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">bedrooms_squared</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-6072.3846619051355</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1494.9704277890871</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">log_sqft_living</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-563467.7842801766</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">17567.82308147047</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">lat_plus_long</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-83217.19791002195</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">787087631.9888161</td>\n","    </tr>\n","</table>\n","[10 rows x 4 columns]<br/>\n","</div>"],"text/plain":["Columns:\n","\tname\tstr\n","\tindex\tstr\n","\tvalue\tfloat\n","\tstderr\tfloat\n","\n","Rows: 10\n","\n","Data:\n","+------------------+-------+---------------------+--------------------+\n","|       name       | index |        value        |       stderr       |\n","+------------------+-------+---------------------+--------------------+\n","|   (intercept)    |  None | -52974974.068921715 | 1615194.9446730777 |\n","|   sqft_living    |  None |  529.1964205687524  | 7.699134985121209  |\n","|     bedrooms     |  None |   28948.5277463525  | 9395.728891147388  |\n","|    bathrooms     |  None |  65661.20723969756  | 10795.338070257121 |\n","|       lat        |  None |  704762.1484430789  | 787087632.0068617  |\n","|       long       |  None | -137780.02000718215 |  787087632.297173  |\n","|  bed_bath_rooms  |  None |  -8478.364107167637 | 2858.9539125683445 |\n","| bedrooms_squared |  None | -6072.3846619051355 | 1494.9704277890871 |\n","| log_sqft_living  |  None |  -563467.7842801766 | 17567.82308147047  |\n","|  lat_plus_long   |  None |  -83217.19791002195 | 787087631.9888161  |\n","+------------------+-------+---------------------+--------------------+\n","[10 rows x 4 columns]"]},"metadata":{"tags":[]},"execution_count":88}]},{"cell_type":"code","metadata":{"id":"0JPrQG8dQ3Yi","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":35},"executionInfo":{"status":"ok","timestamp":1597162002994,"user_tz":-330,"elapsed":8882,"user":{"displayName":"hrushikesh 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malpekar","photoUrl":"","userId":"12958357008200083198"}},"outputId":"3e1945a4-6972-40f0-cde3-79114265f276"},"source":["get_residual_sum_of_squares(model_2,training_data,training_data['price'])"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["961592067857506.0"]},"metadata":{"tags":[]},"execution_count":90}]},{"cell_type":"code","metadata":{"id":"NEfL14mhRSLj","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":35},"executionInfo":{"status":"ok","timestamp":1597162005107,"user_tz":-330,"elapsed":10980,"user":{"displayName":"hrushikesh malpekar","photoUrl":"","userId":"12958357008200083198"}},"outputId":"a19caa98-bdc9-407a-e6e5-13c952ed0124"},"source":["get_residual_sum_of_squares(model_3,training_data,training_data['price'])"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["905276314551642.5"]},"metadata":{"tags":[]},"execution_count":91}]},{"cell_type":"code","metadata":{"id":"DaVvZSLwRnqG","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":35},"executionInfo":{"status":"ok","timestamp":1597162099718,"user_tz":-330,"elapsed":960,"user":{"displayName":"hrushikesh malpekar","photoUrl":"","userId":"12958357008200083198"}},"outputId":"24eccfbd-6dbb-4b9f-a06b-dbc7b238202e"},"source":["get_residual_sum_of_squares(model_1,test_data,test_data['price'])"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["226568089093160.38"]},"metadata":{"tags":[]},"execution_count":95}]},{"cell_type":"code","metadata":{"id":"DjnsVtXdRpCm","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":35},"executionInfo":{"status":"ok","timestamp":1597162101656,"user_tz":-330,"elapsed":1100,"user":{"displayName":"hrushikesh malpekar","photoUrl":"","userId":"12958357008200083198"}},"outputId":"e803cf77-6ca3-417d-b9c4-f8350870743b"},"source":["get_residual_sum_of_squares(model_2,test_data,test_data['price'])"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["224368799993971.25"]},"metadata":{"tags":[]},"execution_count":96}]},{"cell_type":"code","metadata":{"id":"-kG2nq4rRpnO","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":35},"executionInfo":{"status":"ok","timestamp":1597162103525,"user_tz":-330,"elapsed":908,"user":{"displayName":"hrushikesh malpekar","photoUrl":"","userId":"12958357008200083198"}},"outputId":"5428518e-4a90-4743-c72d-56f8c6f045b5"},"source":["get_residual_sum_of_squares(model_3,test_data,test_data['price'])"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["251829318963159.2"]},"metadata":{"tags":[]},"execution_count":97}]},{"cell_type":"code","metadata":{"id":"ncVvKj4oUsrH","colab_type":"code","colab":{}},"source":[""],"execution_count":null,"outputs":[]}]}