Skip to content

Instantly share code, notes, and snippets.

@regonn

regonn/house_prices.ipynb

Created January 13, 2018 04:32
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save regonn/d06988f950423254761459b74c627e58 to your computer and use it in GitHub Desktop.
Save regonn/d06988f950423254761459b74c627e58 to your computer and use it in GitHub Desktop.
Download ZIP
PCA RandomForest 2018/01/13
Display the source blob
Display the rendered blob
Raw
house_prices.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"using DataFrames\n",
"using MLLabelUtils\n",
"using MultivariateStats\n",
"using DecisionTree\n",
"using FileIO"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table class=\"data-frame\"><thead><tr><th></th><th>Id</th><th>MSSubClass</th><th>MSZoning</th><th>LotFrontage</th><th>LotArea</th><th>Street</th><th>Alley</th><th>LotShape</th><th>LandContour</th><th>Utilities</th><th>LotConfig</th><th>LandSlope</th><th>Neighborhood</th><th>Condition1</th><th>Condition2</th><th>BldgType</th><th>HouseStyle</th><th>OverallQual</th><th>OverallCond</th><th>YearBuilt</th><th>YearRemodAdd</th><th>RoofStyle</th><th>RoofMatl</th><th>Exterior1st</th><th>Exterior2nd</th><th>MasVnrType</th><th>MasVnrArea</th><th>ExterQual</th><th>ExterCond</th><th>Foundation</th><th>BsmtQual</th><th>BsmtCond</th><th>BsmtExposure</th><th>BsmtFinType1</th><th>BsmtFinSF1</th><th>BsmtFinType2</th><th>BsmtFinSF2</th><th>BsmtUnfSF</th><th>TotalBsmtSF</th><th>Heating</th><th>HeatingQC</th><th>CentralAir</th><th>Electrical</th><th>x1stFlrSF</th><th>x2ndFlrSF</th><th>LowQualFinSF</th><th>GrLivArea</th><th>BsmtFullBath</th><th>BsmtHalfBath</th><th>FullBath</th><th>HalfBath</th><th>BedroomAbvGr</th><th>KitchenAbvGr</th><th>KitchenQual</th><th>TotRmsAbvGrd</th><th>Functional</th><th>Fireplaces</th><th>FireplaceQu</th><th>GarageType</th><th>GarageYrBlt</th><th>GarageFinish</th><th>GarageCars</th><th>GarageArea</th><th>GarageQual</th><th>GarageCond</th><th>PavedDrive</th><th>WoodDeckSF</th><th>OpenPorchSF</th><th>EnclosedPorch</th><th>x3SsnPorch</th><th>ScreenPorch</th><th>PoolArea</th><th>PoolQC</th><th>Fence</th><th>MiscFeature</th><th>MiscVal</th><th>MoSold</th><th>YrSold</th><th>SaleType</th><th>SaleCondition</th><th>SalePrice</th></tr></thead><tbody><tr><th>1</th><td>1</td><td>60</td><td>RL</td><td>65</td><td>8450</td><td>Pave</td><td>NA</td><td>Reg</td><td>Lvl</td><td>AllPub</td><td>Inside</td><td>Gtl</td><td>CollgCr</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>2Story</td><td>7</td><td>5</td><td>2003</td><td>2003</td><td>Gable</td><td>CompShg</td><td>VinylSd</td><td>VinylSd</td><td>BrkFace</td><td>196</td><td>Gd</td><td>TA</td><td>PConc</td><td>Gd</td><td>TA</td><td>No</td><td>GLQ</td><td>706</td><td>Unf</td><td>0</td><td>150</td><td>856</td><td>GasA</td><td>Ex</td><td>Y</td><td>SBrkr</td><td>856</td><td>854</td><td>0</td><td>1710</td><td>1</td><td>0</td><td>2</td><td>1</td><td>3</td><td>1</td><td>Gd</td><td>8</td><td>Typ</td><td>0</td><td>NA</td><td>Attchd</td><td>2003</td><td>RFn</td><td>2</td><td>548</td><td>TA</td><td>TA</td><td>Y</td><td>0</td><td>61</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>2</td><td>2008</td><td>WD</td><td>Normal</td><td>208500</td></tr><tr><th>2</th><td>2</td><td>20</td><td>RL</td><td>80</td><td>9600</td><td>Pave</td><td>NA</td><td>Reg</td><td>Lvl</td><td>AllPub</td><td>FR2</td><td>Gtl</td><td>Veenker</td><td>Feedr</td><td>Norm</td><td>1Fam</td><td>1Story</td><td>6</td><td>8</td><td>1976</td><td>1976</td><td>Gable</td><td>CompShg</td><td>MetalSd</td><td>MetalSd</td><td>None</td><td>0</td><td>TA</td><td>TA</td><td>CBlock</td><td>Gd</td><td>TA</td><td>Gd</td><td>ALQ</td><td>978</td><td>Unf</td><td>0</td><td>284</td><td>1262</td><td>GasA</td><td>Ex</td><td>Y</td><td>SBrkr</td><td>1262</td><td>0</td><td>0</td><td>1262</td><td>0</td><td>1</td><td>2</td><td>0</td><td>3</td><td>1</td><td>TA</td><td>6</td><td>Typ</td><td>1</td><td>TA</td><td>Attchd</td><td>1976</td><td>RFn</td><td>2</td><td>460</td><td>TA</td><td>TA</td><td>Y</td><td>298</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>5</td><td>2007</td><td>WD</td><td>Normal</td><td>181500</td></tr><tr><th>3</th><td>3</td><td>60</td><td>RL</td><td>68</td><td>11250</td><td>Pave</td><td>NA</td><td>IR1</td><td>Lvl</td><td>AllPub</td><td>Inside</td><td>Gtl</td><td>CollgCr</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>2Story</td><td>7</td><td>5</td><td>2001</td><td>2002</td><td>Gable</td><td>CompShg</td><td>VinylSd</td><td>VinylSd</td><td>BrkFace</td><td>162</td><td>Gd</td><td>TA</td><td>PConc</td><td>Gd</td><td>TA</td><td>Mn</td><td>GLQ</td><td>486</td><td>Unf</td><td>0</td><td>434</td><td>920</td><td>GasA</td><td>Ex</td><td>Y</td><td>SBrkr</td><td>920</td><td>866</td><td>0</td><td>1786</td><td>1</td><td>0</td><td>2</td><td>1</td><td>3</td><td>1</td><td>Gd</td><td>6</td><td>Typ</td><td>1</td><td>TA</td><td>Attchd</td><td>2001</td><td>RFn</td><td>2</td><td>608</td><td>TA</td><td>TA</td><td>Y</td><td>0</td><td>42</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>9</td><td>2008</td><td>WD</td><td>Normal</td><td>223500</td></tr><tr><th>4</th><td>4</td><td>70</td><td>RL</td><td>60</td><td>9550</td><td>Pave</td><td>NA</td><td>IR1</td><td>Lvl</td><td>AllPub</td><td>Corner</td><td>Gtl</td><td>Crawfor</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>2Story</td><td>7</td><td>5</td><td>1915</td><td>1970</td><td>Gable</td><td>CompShg</td><td>Wd Sdng</td><td>Wd Shng</td><td>None</td><td>0</td><td>TA</td><td>TA</td><td>BrkTil</td><td>TA</td><td>Gd</td><td>No</td><td>ALQ</td><td>216</td><td>Unf</td><td>0</td><td>540</td><td>756</td><td>GasA</td><td>Gd</td><td>Y</td><td>SBrkr</td><td>961</td><td>756</td><td>0</td><td>1717</td><td>1</td><td>0</td><td>1</td><td>0</td><td>3</td><td>1</td><td>Gd</td><td>7</td><td>Typ</td><td>1</td><td>Gd</td><td>Detchd</td><td>1998</td><td>Unf</td><td>3</td><td>642</td><td>TA</td><td>TA</td><td>Y</td><td>0</td><td>35</td><td>272</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>2</td><td>2006</td><td>WD</td><td>Abnorml</td><td>140000</td></tr><tr><th>5</th><td>5</td><td>60</td><td>RL</td><td>84</td><td>14260</td><td>Pave</td><td>NA</td><td>IR1</td><td>Lvl</td><td>AllPub</td><td>FR2</td><td>Gtl</td><td>NoRidge</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>2Story</td><td>8</td><td>5</td><td>2000</td><td>2000</td><td>Gable</td><td>CompShg</td><td>VinylSd</td><td>VinylSd</td><td>BrkFace</td><td>350</td><td>Gd</td><td>TA</td><td>PConc</td><td>Gd</td><td>TA</td><td>Av</td><td>GLQ</td><td>655</td><td>Unf</td><td>0</td><td>490</td><td>1145</td><td>GasA</td><td>Ex</td><td>Y</td><td>SBrkr</td><td>1145</td><td>1053</td><td>0</td><td>2198</td><td>1</td><td>0</td><td>2</td><td>1</td><td>4</td><td>1</td><td>Gd</td><td>9</td><td>Typ</td><td>1</td><td>TA</td><td>Attchd</td><td>2000</td><td>RFn</td><td>3</td><td>836</td><td>TA</td><td>TA</td><td>Y</td><td>192</td><td>84</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>12</td><td>2008</td><td>WD</td><td>Normal</td><td>250000</td></tr><tr><th>6</th><td>6</td><td>50</td><td>RL</td><td>85</td><td>14115</td><td>Pave</td><td>NA</td><td>IR1</td><td>Lvl</td><td>AllPub</td><td>Inside</td><td>Gtl</td><td>Mitchel</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>1.5Fin</td><td>5</td><td>5</td><td>1993</td><td>1995</td><td>Gable</td><td>CompShg</td><td>VinylSd</td><td>VinylSd</td><td>None</td><td>0</td><td>TA</td><td>TA</td><td>Wood</td><td>Gd</td><td>TA</td><td>No</td><td>GLQ</td><td>732</td><td>Unf</td><td>0</td><td>64</td><td>796</td><td>GasA</td><td>Ex</td><td>Y</td><td>SBrkr</td><td>796</td><td>566</td><td>0</td><td>1362</td><td>1</td><td>0</td><td>1</td><td>1</td><td>1</td><td>1</td><td>TA</td><td>5</td><td>Typ</td><td>0</td><td>NA</td><td>Attchd</td><td>1993</td><td>Unf</td><td>2</td><td>480</td><td>TA</td><td>TA</td><td>Y</td><td>40</td><td>30</td><td>0</td><td>320</td><td>0</td><td>0</td><td>NA</td><td>MnPrv</td><td>Shed</td><td>700</td><td>10</td><td>2009</td><td>WD</td><td>Normal</td><td>143000</td></tr><tr><th>7</th><td>7</td><td>20</td><td>RL</td><td>75</td><td>10084</td><td>Pave</td><td>NA</td><td>Reg</td><td>Lvl</td><td>AllPub</td><td>Inside</td><td>Gtl</td><td>Somerst</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>1Story</td><td>8</td><td>5</td><td>2004</td><td>2005</td><td>Gable</td><td>CompShg</td><td>VinylSd</td><td>VinylSd</td><td>Stone</td><td>186</td><td>Gd</td><td>TA</td><td>PConc</td><td>Ex</td><td>TA</td><td>Av</td><td>GLQ</td><td>1369</td><td>Unf</td><td>0</td><td>317</td><td>1686</td><td>GasA</td><td>Ex</td><td>Y</td><td>SBrkr</td><td>1694</td><td>0</td><td>0</td><td>1694</td><td>1</td><td>0</td><td>2</td><td>0</td><td>3</td><td>1</td><td>Gd</td><td>7</td><td>Typ</td><td>1</td><td>Gd</td><td>Attchd</td><td>2004</td><td>RFn</td><td>2</td><td>636</td><td>TA</td><td>TA</td><td>Y</td><td>255</td><td>57</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>8</td><td>2007</td><td>WD</td><td>Normal</td><td>307000</td></tr><tr><th>8</th><td>8</td><td>60</td><td>RL</td><td>NA</td><td>10382</td><td>Pave</td><td>NA</td><td>IR1</td><td>Lvl</td><td>AllPub</td><td>Corner</td><td>Gtl</td><td>NWAmes</td><td>PosN</td><td>Norm</td><td>1Fam</td><td>2Story</td><td>7</td><td>6</td><td>1973</td><td>1973</td><td>Gable</td><td>CompShg</td><td>HdBoard</td><td>HdBoard</td><td>Stone</td><td>240</td><td>TA</td><td>TA</td><td>CBlock</td><td>Gd</td><td>TA</td><td>Mn</td><td>ALQ</td><td>859</td><td>BLQ</td><td>32</td><td>216</td><td>1107</td><td>GasA</td><td>Ex</td><td>Y</td><td>SBrkr</td><td>1107</td><td>983</td><td>0</td><td>2090</td><td>1</td><td>0</td><td>2</td><td>1</td><td>3</td><td>1</td><td>TA</td><td>7</td><td>Typ</td><td>2</td><td>TA</td><td>Attchd</td><td>1973</td><td>RFn</td><td>2</td><td>484</td><td>TA</td><td>TA</td><td>Y</td><td>235</td><td>204</td><td>228</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>Shed</td><td>350</td><td>11</td><td>2009</td><td>WD</td><td>Normal</td><td>200000</td></tr><tr><th>9</th><td>9</td><td>50</td><td>RM</td><td>51</td><td>6120</td><td>Pave</td><td>NA</td><td>Reg</td><td>Lvl</td><td>AllPub</td><td>Inside</td><td>Gtl</td><td>OldTown</td><td>Artery</td><td>Norm</td><td>1Fam</td><td>1.5Fin</td><td>7</td><td>5</td><td>1931</td><td>1950</td><td>Gable</td><td>CompShg</td><td>BrkFace</td><td>Wd Shng</td><td>None</td><td>0</td><td>TA</td><td>TA</td><td>BrkTil</td><td>TA</td><td>TA</td><td>No</td><td>Unf</td><td>0</td><td>Unf</td><td>0</td><td>952</td><td>952</td><td>GasA</td><td>Gd</td><td>Y</td><td>FuseF</td><td>1022</td><td>752</td><td>0</td><td>1774</td><td>0</td><td>0</td><td>2</td><td>0</td><td>2</td><td>2</td><td>TA</td><td>8</td><td>Min1</td><td>2</td><td>TA</td><td>Detchd</td><td>1931</td><td>Unf</td><td>2</td><td>468</td><td>Fa</td><td>TA</td><td>Y</td><td>90</td><td>0</td><td>205</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>4</td><td>2008</td><td>WD</td><td>Abnorml</td><td>129900</td></tr><tr><th>10</th><td>10</td><td>190</td><td>RL</td><td>50</td><td>7420</td><td>Pave</td><td>NA</td><td>Reg</td><td>Lvl</td><td>AllPub</td><td>Corner</td><td>Gtl</td><td>BrkSide</td><td>Artery</td><td>Artery</td><td>2fmCon</td><td>1.5Unf</td><td>5</td><td>6</td><td>1939</td><td>1950</td><td>Gable</td><td>CompShg</td><td>MetalSd</td><td>MetalSd</td><td>None</td><td>0</td><td>TA</td><td>TA</td><td>BrkTil</td><td>TA</td><td>TA</td><td>No</td><td>GLQ</td><td>851</td><td>Unf</td><td>0</td><td>140</td><td>991</td><td>GasA</td><td>Ex</td><td>Y</td><td>SBrkr</td><td>1077</td><td>0</td><td>0</td><td>1077</td><td>1</td><td>0</td><td>1</td><td>0</td><td>2</td><td>2</td><td>TA</td><td>5</td><td>Typ</td><td>2</td><td>TA</td><td>Attchd</td><td>1939</td><td>RFn</td><td>1</td><td>205</td><td>Gd</td><td>TA</td><td>Y</td><td>0</td><td>4</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>1</td><td>2008</td><td>WD</td><td>Normal</td><td>118000</td></tr><tr><th>11</th><td>11</td><td>20</td><td>RL</td><td>70</td><td>11200</td><td>Pave</td><td>NA</td><td>Reg</td><td>Lvl</td><td>AllPub</td><td>Inside</td><td>Gtl</td><td>Sawyer</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>1Story</td><td>5</td><td>5</td><td>1965</td><td>1965</td><td>Hip</td><td>CompShg</td><td>HdBoard</td><td>HdBoard</td><td>None</td><td>0</td><td>TA</td><td>TA</td><td>CBlock</td><td>TA</td><td>TA</td><td>No</td><td>Rec</td><td>906</td><td>Unf</td><td>0</td><td>134</td><td>1040</td><td>GasA</td><td>Ex</td><td>Y</td><td>SBrkr</td><td>1040</td><td>0</td><td>0</td><td>1040</td><td>1</td><td>0</td><td>1</td><td>0</td><td>3</td><td>1</td><td>TA</td><td>5</td><td>Typ</td><td>0</td><td>NA</td><td>Detchd</td><td>1965</td><td>Unf</td><td>1</td><td>384</td><td>TA</td><td>TA</td><td>Y</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>2</td><td>2008</td><td>WD</td><td>Normal</td><td>129500</td></tr><tr><th>12</th><td>12</td><td>60</td><td>RL</td><td>85</td><td>11924</td><td>Pave</td><td>NA</td><td>IR1</td><td>Lvl</td><td>AllPub</td><td>Inside</td><td>Gtl</td><td>NridgHt</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>2Story</td><td>9</td><td>5</td><td>2005</td><td>2006</td><td>Hip</td><td>CompShg</td><td>WdShing</td><td>Wd Shng</td><td>Stone</td><td>286</td><td>Ex</td><td>TA</td><td>PConc</td><td>Ex</td><td>TA</td><td>No</td><td>GLQ</td><td>998</td><td>Unf</td><td>0</td><td>177</td><td>1175</td><td>GasA</td><td>Ex</td><td>Y</td><td>SBrkr</td><td>1182</td><td>1142</td><td>0</td><td>2324</td><td>1</td><td>0</td><td>3</td><td>0</td><td>4</td><td>1</td><td>Ex</td><td>11</td><td>Typ</td><td>2</td><td>Gd</td><td>BuiltIn</td><td>2005</td><td>Fin</td><td>3</td><td>736</td><td>TA</td><td>TA</td><td>Y</td><td>147</td><td>21</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>7</td><td>2006</td><td>New</td><td>Partial</td><td>345000</td></tr><tr><th>13</th><td>13</td><td>20</td><td>RL</td><td>NA</td><td>12968</td><td>Pave</td><td>NA</td><td>IR2</td><td>Lvl</td><td>AllPub</td><td>Inside</td><td>Gtl</td><td>Sawyer</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>1Story</td><td>5</td><td>6</td><td>1962</td><td>1962</td><td>Hip</td><td>CompShg</td><td>HdBoard</td><td>Plywood</td><td>None</td><td>0</td><td>TA</td><td>TA</td><td>CBlock</td><td>TA</td><td>TA</td><td>No</td><td>ALQ</td><td>737</td><td>Unf</td><td>0</td><td>175</td><td>912</td><td>GasA</td><td>TA</td><td>Y</td><td>SBrkr</td><td>912</td><td>0</td><td>0</td><td>912</td><td>1</td><td>0</td><td>1</td><td>0</td><td>2</td><td>1</td><td>TA</td><td>4</td><td>Typ</td><td>0</td><td>NA</td><td>Detchd</td><td>1962</td><td>Unf</td><td>1</td><td>352</td><td>TA</td><td>TA</td><td>Y</td><td>140</td><td>0</td><td>0</td><td>0</td><td>176</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>9</td><td>2008</td><td>WD</td><td>Normal</td><td>144000</td></tr><tr><th>14</th><td>14</td><td>20</td><td>RL</td><td>91</td><td>10652</td><td>Pave</td><td>NA</td><td>IR1</td><td>Lvl</td><td>AllPub</td><td>Inside</td><td>Gtl</td><td>CollgCr</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>1Story</td><td>7</td><td>5</td><td>2006</td><td>2007</td><td>Gable</td><td>CompShg</td><td>VinylSd</td><td>VinylSd</td><td>Stone</td><td>306</td><td>Gd</td><td>TA</td><td>PConc</td><td>Gd</td><td>TA</td><td>Av</td><td>Unf</td><td>0</td><td>Unf</td><td>0</td><td>1494</td><td>1494</td><td>GasA</td><td>Ex</td><td>Y</td><td>SBrkr</td><td>1494</td><td>0</td><td>0</td><td>1494</td><td>0</td><td>0</td><td>2</td><td>0</td><td>3</td><td>1</td><td>Gd</td><td>7</td><td>Typ</td><td>1</td><td>Gd</td><td>Attchd</td><td>2006</td><td>RFn</td><td>3</td><td>840</td><td>TA</td><td>TA</td><td>Y</td><td>160</td><td>33</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>8</td><td>2007</td><td>New</td><td>Partial</td><td>279500</td></tr><tr><th>15</th><td>15</td><td>20</td><td>RL</td><td>NA</td><td>10920</td><td>Pave</td><td>NA</td><td>IR1</td><td>Lvl</td><td>AllPub</td><td>Corner</td><td>Gtl</td><td>NAmes</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>1Story</td><td>6</td><td>5</td><td>1960</td><td>1960</td><td>Hip</td><td>CompShg</td><td>MetalSd</td><td>MetalSd</td><td>BrkFace</td><td>212</td><td>TA</td><td>TA</td><td>CBlock</td><td>TA</td><td>TA</td><td>No</td><td>BLQ</td><td>733</td><td>Unf</td><td>0</td><td>520</td><td>1253</td><td>GasA</td><td>TA</td><td>Y</td><td>SBrkr</td><td>1253</td><td>0</td><td>0</td><td>1253</td><td>1</td><td>0</td><td>1</td><td>1</td><td>2</td><td>1</td><td>TA</td><td>5</td><td>Typ</td><td>1</td><td>Fa</td><td>Attchd</td><td>1960</td><td>RFn</td><td>1</td><td>352</td><td>TA</td><td>TA</td><td>Y</td><td>0</td><td>213</td><td>176</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>GdWo</td><td>NA</td><td>0</td><td>5</td><td>2008</td><td>WD</td><td>Normal</td><td>157000</td></tr><tr><th>16</th><td>16</td><td>45</td><td>RM</td><td>51</td><td>6120</td><td>Pave</td><td>NA</td><td>Reg</td><td>Lvl</td><td>AllPub</td><td>Corner</td><td>Gtl</td><td>BrkSide</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>1.5Unf</td><td>7</td><td>8</td><td>1929</td><td>2001</td><td>Gable</td><td>CompShg</td><td>Wd Sdng</td><td>Wd Sdng</td><td>None</td><td>0</td><td>TA</td><td>TA</td><td>BrkTil</td><td>TA</td><td>TA</td><td>No</td><td>Unf</td><td>0</td><td>Unf</td><td>0</td><td>832</td><td>832</td><td>GasA</td><td>Ex</td><td>Y</td><td>FuseA</td><td>854</td><td>0</td><td>0</td><td>854</td><td>0</td><td>0</td><td>1</td><td>0</td><td>2</td><td>1</td><td>TA</td><td>5</td><td>Typ</td><td>0</td><td>NA</td><td>Detchd</td><td>1991</td><td>Unf</td><td>2</td><td>576</td><td>TA</td><td>TA</td><td>Y</td><td>48</td><td>112</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>GdPrv</td><td>NA</td><td>0</td><td>7</td><td>2007</td><td>WD</td><td>Normal</td><td>132000</td></tr><tr><th>17</th><td>17</td><td>20</td><td>RL</td><td>NA</td><td>11241</td><td>Pave</td><td>NA</td><td>IR1</td><td>Lvl</td><td>AllPub</td><td>CulDSac</td><td>Gtl</td><td>NAmes</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>1Story</td><td>6</td><td>7</td><td>1970</td><td>1970</td><td>Gable</td><td>CompShg</td><td>Wd Sdng</td><td>Wd Sdng</td><td>BrkFace</td><td>180</td><td>TA</td><td>TA</td><td>CBlock</td><td>TA</td><td>TA</td><td>No</td><td>ALQ</td><td>578</td><td>Unf</td><td>0</td><td>426</td><td>1004</td><td>GasA</td><td>Ex</td><td>Y</td><td>SBrkr</td><td>1004</td><td>0</td><td>0</td><td>1004</td><td>1</td><td>0</td><td>1</td><td>0</td><td>2</td><td>1</td><td>TA</td><td>5</td><td>Typ</td><td>1</td><td>TA</td><td>Attchd</td><td>1970</td><td>Fin</td><td>2</td><td>480</td><td>TA</td><td>TA</td><td>Y</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>Shed</td><td>700</td><td>3</td><td>2010</td><td>WD</td><td>Normal</td><td>149000</td></tr><tr><th>18</th><td>18</td><td>90</td><td>RL</td><td>72</td><td>10791</td><td>Pave</td><td>NA</td><td>Reg</td><td>Lvl</td><td>AllPub</td><td>Inside</td><td>Gtl</td><td>Sawyer</td><td>Norm</td><td>Norm</td><td>Duplex</td><td>1Story</td><td>4</td><td>5</td><td>1967</td><td>1967</td><td>Gable</td><td>CompShg</td><td>MetalSd</td><td>MetalSd</td><td>None</td><td>0</td><td>TA</td><td>TA</td><td>Slab</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>NA</td><td>0</td><td>0</td><td>0</td><td>GasA</td><td>TA</td><td>Y</td><td>SBrkr</td><td>1296</td><td>0</td><td>0</td><td>1296</td><td>0</td><td>0</td><td>2</td><td>0</td><td>2</td><td>2</td><td>TA</td><td>6</td><td>Typ</td><td>0</td><td>NA</td><td>CarPort</td><td>1967</td><td>Unf</td><td>2</td><td>516</td><td>TA</td><td>TA</td><td>Y</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>Shed</td><td>500</td><td>10</td><td>2006</td><td>WD</td><td>Normal</td><td>90000</td></tr><tr><th>19</th><td>19</td><td>20</td><td>RL</td><td>66</td><td>13695</td><td>Pave</td><td>NA</td><td>Reg</td><td>Lvl</td><td>AllPub</td><td>Inside</td><td>Gtl</td><td>SawyerW</td><td>RRAe</td><td>Norm</td><td>1Fam</td><td>1Story</td><td>5</td><td>5</td><td>2004</td><td>2004</td><td>Gable</td><td>CompShg</td><td>VinylSd</td><td>VinylSd</td><td>None</td><td>0</td><td>TA</td><td>TA</td><td>PConc</td><td>TA</td><td>TA</td><td>No</td><td>GLQ</td><td>646</td><td>Unf</td><td>0</td><td>468</td><td>1114</td><td>GasA</td><td>Ex</td><td>Y</td><td>SBrkr</td><td>1114</td><td>0</td><td>0</td><td>1114</td><td>1</td><td>0</td><td>1</td><td>1</td><td>3</td><td>1</td><td>Gd</td><td>6</td><td>Typ</td><td>0</td><td>NA</td><td>Detchd</td><td>2004</td><td>Unf</td><td>2</td><td>576</td><td>TA</td><td>TA</td><td>Y</td><td>0</td><td>102</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>6</td><td>2008</td><td>WD</td><td>Normal</td><td>159000</td></tr><tr><th>20</th><td>20</td><td>20</td><td>RL</td><td>70</td><td>7560</td><td>Pave</td><td>NA</td><td>Reg</td><td>Lvl</td><td>AllPub</td><td>Inside</td><td>Gtl</td><td>NAmes</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>1Story</td><td>5</td><td>6</td><td>1958</td><td>1965</td><td>Hip</td><td>CompShg</td><td>BrkFace</td><td>Plywood</td><td>None</td><td>0</td><td>TA</td><td>TA</td><td>CBlock</td><td>TA</td><td>TA</td><td>No</td><td>LwQ</td><td>504</td><td>Unf</td><td>0</td><td>525</td><td>1029</td><td>GasA</td><td>TA</td><td>Y</td><td>SBrkr</td><td>1339</td><td>0</td><td>0</td><td>1339</td><td>0</td><td>0</td><td>1</td><td>0</td><td>3</td><td>1</td><td>TA</td><td>6</td><td>Min1</td><td>0</td><td>NA</td><td>Attchd</td><td>1958</td><td>Unf</td><td>1</td><td>294</td><td>TA</td><td>TA</td><td>Y</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>MnPrv</td><td>NA</td><td>0</td><td>5</td><td>2009</td><td>COD</td><td>Abnorml</td><td>139000</td></tr><tr><th>21</th><td>21</td><td>60</td><td>RL</td><td>101</td><td>14215</td><td>Pave</td><td>NA</td><td>IR1</td><td>Lvl</td><td>AllPub</td><td>Corner</td><td>Gtl</td><td>NridgHt</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>2Story</td><td>8</td><td>5</td><td>2005</td><td>2006</td><td>Gable</td><td>CompShg</td><td>VinylSd</td><td>VinylSd</td><td>BrkFace</td><td>380</td><td>Gd</td><td>TA</td><td>PConc</td><td>Ex</td><td>TA</td><td>Av</td><td>Unf</td><td>0</td><td>Unf</td><td>0</td><td>1158</td><td>1158</td><td>GasA</td><td>Ex</td><td>Y</td><td>SBrkr</td><td>1158</td><td>1218</td><td>0</td><td>2376</td><td>0</td><td>0</td><td>3</td><td>1</td><td>4</td><td>1</td><td>Gd</td><td>9</td><td>Typ</td><td>1</td><td>Gd</td><td>BuiltIn</td><td>2005</td><td>RFn</td><td>3</td><td>853</td><td>TA</td><td>TA</td><td>Y</td><td>240</td><td>154</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>11</td><td>2006</td><td>New</td><td>Partial</td><td>325300</td></tr><tr><th>22</th><td>22</td><td>45</td><td>RM</td><td>57</td><td>7449</td><td>Pave</td><td>Grvl</td><td>Reg</td><td>Bnk</td><td>AllPub</td><td>Inside</td><td>Gtl</td><td>IDOTRR</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>1.5Unf</td><td>7</td><td>7</td><td>1930</td><td>1950</td><td>Gable</td><td>CompShg</td><td>Wd Sdng</td><td>Wd Sdng</td><td>None</td><td>0</td><td>TA</td><td>TA</td><td>PConc</td><td>TA</td><td>TA</td><td>No</td><td>Unf</td><td>0</td><td>Unf</td><td>0</td><td>637</td><td>637</td><td>GasA</td><td>Ex</td><td>Y</td><td>FuseF</td><td>1108</td><td>0</td><td>0</td><td>1108</td><td>0</td><td>0</td><td>1</td><td>0</td><td>3</td><td>1</td><td>Gd</td><td>6</td><td>Typ</td><td>1</td><td>Gd</td><td>Attchd</td><td>1930</td><td>Unf</td><td>1</td><td>280</td><td>TA</td><td>TA</td><td>N</td><td>0</td><td>0</td><td>205</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>GdPrv</td><td>NA</td><td>0</td><td>6</td><td>2007</td><td>WD</td><td>Normal</td><td>139400</td></tr><tr><th>23</th><td>23</td><td>20</td><td>RL</td><td>75</td><td>9742</td><td>Pave</td><td>NA</td><td>Reg</td><td>Lvl</td><td>AllPub</td><td>Inside</td><td>Gtl</td><td>CollgCr</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>1Story</td><td>8</td><td>5</td><td>2002</td><td>2002</td><td>Hip</td><td>CompShg</td><td>VinylSd</td><td>VinylSd</td><td>BrkFace</td><td>281</td><td>Gd</td><td>TA</td><td>PConc</td><td>Gd</td><td>TA</td><td>No</td><td>Unf</td><td>0</td><td>Unf</td><td>0</td><td>1777</td><td>1777</td><td>GasA</td><td>Ex</td><td>Y</td><td>SBrkr</td><td>1795</td><td>0</td><td>0</td><td>1795</td><td>0</td><td>0</td><td>2</td><td>0</td><td>3</td><td>1</td><td>Gd</td><td>7</td><td>Typ</td><td>1</td><td>Gd</td><td>Attchd</td><td>2002</td><td>RFn</td><td>2</td><td>534</td><td>TA</td><td>TA</td><td>Y</td><td>171</td><td>159</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>9</td><td>2008</td><td>WD</td><td>Normal</td><td>230000</td></tr><tr><th>24</th><td>24</td><td>120</td><td>RM</td><td>44</td><td>4224</td><td>Pave</td><td>NA</td><td>Reg</td><td>Lvl</td><td>AllPub</td><td>Inside</td><td>Gtl</td><td>MeadowV</td><td>Norm</td><td>Norm</td><td>TwnhsE</td><td>1Story</td><td>5</td><td>7</td><td>1976</td><td>1976</td><td>Gable</td><td>CompShg</td><td>CemntBd</td><td>CmentBd</td><td>None</td><td>0</td><td>TA</td><td>TA</td><td>PConc</td><td>Gd</td><td>TA</td><td>No</td><td>GLQ</td><td>840</td><td>Unf</td><td>0</td><td>200</td><td>1040</td><td>GasA</td><td>TA</td><td>Y</td><td>SBrkr</td><td>1060</td><td>0</td><td>0</td><td>1060</td><td>1</td><td>0</td><td>1</td><td>0</td><td>3</td><td>1</td><td>TA</td><td>6</td><td>Typ</td><td>1</td><td>TA</td><td>Attchd</td><td>1976</td><td>Unf</td><td>2</td><td>572</td><td>TA</td><td>TA</td><td>Y</td><td>100</td><td>110</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>6</td><td>2007</td><td>WD</td><td>Normal</td><td>129900</td></tr><tr><th>25</th><td>25</td><td>20</td><td>RL</td><td>NA</td><td>8246</td><td>Pave</td><td>NA</td><td>IR1</td><td>Lvl</td><td>AllPub</td><td>Inside</td><td>Gtl</td><td>Sawyer</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>1Story</td><td>5</td><td>8</td><td>1968</td><td>2001</td><td>Gable</td><td>CompShg</td><td>Plywood</td><td>Plywood</td><td>None</td><td>0</td><td>TA</td><td>Gd</td><td>CBlock</td><td>TA</td><td>TA</td><td>Mn</td><td>Rec</td><td>188</td><td>ALQ</td><td>668</td><td>204</td><td>1060</td><td>GasA</td><td>Ex</td><td>Y</td><td>SBrkr</td><td>1060</td><td>0</td><td>0</td><td>1060</td><td>1</td><td>0</td><td>1</td><td>0</td><td>3</td><td>1</td><td>Gd</td><td>6</td><td>Typ</td><td>1</td><td>TA</td><td>Attchd</td><td>1968</td><td>Unf</td><td>1</td><td>270</td><td>TA</td><td>TA</td><td>Y</td><td>406</td><td>90</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>MnPrv</td><td>NA</td><td>0</td><td>5</td><td>2010</td><td>WD</td><td>Normal</td><td>154000</td></tr><tr><th>26</th><td>26</td><td>20</td><td>RL</td><td>110</td><td>14230</td><td>Pave</td><td>NA</td><td>Reg</td><td>Lvl</td><td>AllPub</td><td>Corner</td><td>Gtl</td><td>NridgHt</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>1Story</td><td>8</td><td>5</td><td>2007</td><td>2007</td><td>Gable</td><td>CompShg</td><td>VinylSd</td><td>VinylSd</td><td>Stone</td><td>640</td><td>Gd</td><td>TA</td><td>PConc</td><td>Gd</td><td>TA</td><td>No</td><td>Unf</td><td>0</td><td>Unf</td><td>0</td><td>1566</td><td>1566</td><td>GasA</td><td>Ex</td><td>Y</td><td>SBrkr</td><td>1600</td><td>0</td><td>0</td><td>1600</td><td>0</td><td>0</td><td>2</td><td>0</td><td>3</td><td>1</td><td>Gd</td><td>7</td><td>Typ</td><td>1</td><td>Gd</td><td>Attchd</td><td>2007</td><td>RFn</td><td>3</td><td>890</td><td>TA</td><td>TA</td><td>Y</td><td>0</td><td>56</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>7</td><td>2009</td><td>WD</td><td>Normal</td><td>256300</td></tr><tr><th>27</th><td>27</td><td>20</td><td>RL</td><td>60</td><td>7200</td><td>Pave</td><td>NA</td><td>Reg</td><td>Lvl</td><td>AllPub</td><td>Corner</td><td>Gtl</td><td>NAmes</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>1Story</td><td>5</td><td>7</td><td>1951</td><td>2000</td><td>Gable</td><td>CompShg</td><td>Wd Sdng</td><td>Wd Sdng</td><td>None</td><td>0</td><td>TA</td><td>TA</td><td>CBlock</td><td>TA</td><td>TA</td><td>Mn</td><td>BLQ</td><td>234</td><td>Rec</td><td>486</td><td>180</td><td>900</td><td>GasA</td><td>TA</td><td>Y</td><td>SBrkr</td><td>900</td><td>0</td><td>0</td><td>900</td><td>0</td><td>1</td><td>1</td><td>0</td><td>3</td><td>1</td><td>Gd</td><td>5</td><td>Typ</td><td>0</td><td>NA</td><td>Detchd</td><td>2005</td><td>Unf</td><td>2</td><td>576</td><td>TA</td><td>TA</td><td>Y</td><td>222</td><td>32</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>5</td><td>2010</td><td>WD</td><td>Normal</td><td>134800</td></tr><tr><th>28</th><td>28</td><td>20</td><td>RL</td><td>98</td><td>11478</td><td>Pave</td><td>NA</td><td>Reg</td><td>Lvl</td><td>AllPub</td><td>Inside</td><td>Gtl</td><td>NridgHt</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>1Story</td><td>8</td><td>5</td><td>2007</td><td>2008</td><td>Gable</td><td>CompShg</td><td>VinylSd</td><td>VinylSd</td><td>Stone</td><td>200</td><td>Gd</td><td>TA</td><td>PConc</td><td>Ex</td><td>TA</td><td>No</td><td>GLQ</td><td>1218</td><td>Unf</td><td>0</td><td>486</td><td>1704</td><td>GasA</td><td>Ex</td><td>Y</td><td>SBrkr</td><td>1704</td><td>0</td><td>0</td><td>1704</td><td>1</td><td>0</td><td>2</td><td>0</td><td>3</td><td>1</td><td>Gd</td><td>7</td><td>Typ</td><td>1</td><td>Gd</td><td>Attchd</td><td>2008</td><td>RFn</td><td>3</td><td>772</td><td>TA</td><td>TA</td><td>Y</td><td>0</td><td>50</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>5</td><td>2010</td><td>WD</td><td>Normal</td><td>306000</td></tr><tr><th>29</th><td>29</td><td>20</td><td>RL</td><td>47</td><td>16321</td><td>Pave</td><td>NA</td><td>IR1</td><td>Lvl</td><td>AllPub</td><td>CulDSac</td><td>Gtl</td><td>NAmes</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>1Story</td><td>5</td><td>6</td><td>1957</td><td>1997</td><td>Gable</td><td>CompShg</td><td>MetalSd</td><td>MetalSd</td><td>None</td><td>0</td><td>TA</td><td>TA</td><td>CBlock</td><td>TA</td><td>TA</td><td>Gd</td><td>BLQ</td><td>1277</td><td>Unf</td><td>0</td><td>207</td><td>1484</td><td>GasA</td><td>TA</td><td>Y</td><td>SBrkr</td><td>1600</td><td>0</td><td>0</td><td>1600</td><td>1</td><td>0</td><td>1</td><td>0</td><td>2</td><td>1</td><td>TA</td><td>6</td><td>Typ</td><td>2</td><td>Gd</td><td>Attchd</td><td>1957</td><td>RFn</td><td>1</td><td>319</td><td>TA</td><td>TA</td><td>Y</td><td>288</td><td>258</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>12</td><td>2006</td><td>WD</td><td>Normal</td><td>207500</td></tr><tr><th>30</th><td>30</td><td>30</td><td>RM</td><td>60</td><td>6324</td><td>Pave</td><td>NA</td><td>IR1</td><td>Lvl</td><td>AllPub</td><td>Inside</td><td>Gtl</td><td>BrkSide</td><td>Feedr</td><td>RRNn</td><td>1Fam</td><td>1Story</td><td>4</td><td>6</td><td>1927</td><td>1950</td><td>Gable</td><td>CompShg</td><td>MetalSd</td><td>MetalSd</td><td>None</td><td>0</td><td>TA</td><td>TA</td><td>BrkTil</td><td>TA</td><td>TA</td><td>No</td><td>Unf</td><td>0</td><td>Unf</td><td>0</td><td>520</td><td>520</td><td>GasA</td><td>Fa</td><td>N</td><td>SBrkr</td><td>520</td><td>0</td><td>0</td><td>520</td><td>0</td><td>0</td><td>1</td><td>0</td><td>1</td><td>1</td><td>Fa</td><td>4</td><td>Typ</td><td>0</td><td>NA</td><td>Detchd</td><td>1920</td><td>Unf</td><td>1</td><td>240</td><td>Fa</td><td>TA</td><td>Y</td><td>49</td><td>0</td><td>87</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>5</td><td>2008</td><td>WD</td><td>Normal</td><td>68500</td></tr><tr><th>&vellip;</th><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td></tr></tbody></table>"
],
"text/plain": [
"1460×81 DataFrames.DataFrame\n",
"│ Row │ Id │ MSSubClass │ MSZoning │ LotFrontage │ LotArea │ Street │\n",
"├──────┼──────┼────────────┼──────────┼─────────────┼─────────┼────────┤\n",
"│ 1 │ 1 │ 60 │ \"RL\" │ 65 │ 8450 │ \"Pave\" │\n",
"│ 2 │ 2 │ 20 │ \"RL\" │ 80 │ 9600 │ \"Pave\" │\n",
"│ 3 │ 3 │ 60 │ \"RL\" │ 68 │ 11250 │ \"Pave\" │\n",
"│ 4 │ 4 │ 70 │ \"RL\" │ 60 │ 9550 │ \"Pave\" │\n",
"│ 5 │ 5 │ 60 │ \"RL\" │ 84 │ 14260 │ \"Pave\" │\n",
"│ 6 │ 6 │ 50 │ \"RL\" │ 85 │ 14115 │ \"Pave\" │\n",
"│ 7 │ 7 │ 20 │ \"RL\" │ 75 │ 10084 │ \"Pave\" │\n",
"│ 8 │ 8 │ 60 │ \"RL\" │ NA │ 10382 │ \"Pave\" │\n",
"│ 9 │ 9 │ 50 │ \"RM\" │ 51 │ 6120 │ \"Pave\" │\n",
"│ 10 │ 10 │ 190 │ \"RL\" │ 50 │ 7420 │ \"Pave\" │\n",
"│ 11 │ 11 │ 20 │ \"RL\" │ 70 │ 11200 │ \"Pave\" │\n",
"⋮\n",
"│ 1449 │ 1449 │ 50 │ \"RL\" │ 70 │ 11767 │ \"Pave\" │\n",
"│ 1450 │ 1450 │ 180 │ \"RM\" │ 21 │ 1533 │ \"Pave\" │\n",
"│ 1451 │ 1451 │ 90 │ \"RL\" │ 60 │ 9000 │ \"Pave\" │\n",
"│ 1452 │ 1452 │ 20 │ \"RL\" │ 78 │ 9262 │ \"Pave\" │\n",
"│ 1453 │ 1453 │ 180 │ \"RM\" │ 35 │ 3675 │ \"Pave\" │\n",
"│ 1454 │ 1454 │ 20 │ \"RL\" │ 90 │ 17217 │ \"Pave\" │\n",
"│ 1455 │ 1455 │ 20 │ \"FV\" │ 62 │ 7500 │ \"Pave\" │\n",
"│ 1456 │ 1456 │ 60 │ \"RL\" │ 62 │ 7917 │ \"Pave\" │\n",
"│ 1457 │ 1457 │ 20 │ \"RL\" │ 85 │ 13175 │ \"Pave\" │\n",
"│ 1458 │ 1458 │ 70 │ \"RL\" │ 66 │ 9042 │ \"Pave\" │\n",
"│ 1459 │ 1459 │ 20 │ \"RL\" │ 68 │ 9717 │ \"Pave\" │\n",
"│ 1460 │ 1460 │ 20 │ \"RL\" │ 75 │ 9937 │ \"Pave\" │\n",
"\n",
"│ Row │ Alley │ LotShape │ LandContour │ Utilities │ LotConfig │ LandSlope │\n",
"├──────┼────────┼──────────┼─────────────┼───────────┼───────────┼───────────┤\n",
"│ 1 │ NA │ \"Reg\" │ \"Lvl\" │ \"AllPub\" │ \"Inside\" │ \"Gtl\" │\n",
"│ 2 │ NA │ \"Reg\" │ \"Lvl\" │ \"AllPub\" │ \"FR2\" │ \"Gtl\" │\n",
"│ 3 │ NA │ \"IR1\" │ \"Lvl\" │ \"AllPub\" │ \"Inside\" │ \"Gtl\" │\n",
"│ 4 │ NA │ \"IR1\" │ \"Lvl\" │ \"AllPub\" │ \"Corner\" │ \"Gtl\" │\n",
"│ 5 │ NA │ \"IR1\" │ \"Lvl\" │ \"AllPub\" │ \"FR2\" │ \"Gtl\" │\n",
"│ 6 │ NA │ \"IR1\" │ \"Lvl\" │ \"AllPub\" │ \"Inside\" │ \"Gtl\" │\n",
"│ 7 │ NA │ \"Reg\" │ \"Lvl\" │ \"AllPub\" │ \"Inside\" │ \"Gtl\" │\n",
"│ 8 │ NA │ \"IR1\" │ \"Lvl\" │ \"AllPub\" │ \"Corner\" │ \"Gtl\" │\n",
"│ 9 │ NA │ \"Reg\" │ \"Lvl\" │ \"AllPub\" │ \"Inside\" │ \"Gtl\" │\n",
"│ 10 │ NA │ \"Reg\" │ \"Lvl\" │ \"AllPub\" │ \"Corner\" │ \"Gtl\" │\n",
"│ 11 │ NA │ \"Reg\" │ \"Lvl\" │ \"AllPub\" │ \"Inside\" │ \"Gtl\" │\n",
"⋮\n",
"│ 1449 │ NA │ \"Reg\" │ \"Lvl\" │ \"AllPub\" │ \"Inside\" │ \"Gtl\" │\n",
"│ 1450 │ NA │ \"Reg\" │ \"Lvl\" │ \"AllPub\" │ \"Inside\" │ \"Gtl\" │\n",
"│ 1451 │ NA │ \"Reg\" │ \"Lvl\" │ \"AllPub\" │ \"FR2\" │ \"Gtl\" │\n",
"│ 1452 │ NA │ \"Reg\" │ \"Lvl\" │ \"AllPub\" │ \"Inside\" │ \"Gtl\" │\n",
"│ 1453 │ NA │ \"Reg\" │ \"Lvl\" │ \"AllPub\" │ \"Inside\" │ \"Gtl\" │\n",
"│ 1454 │ NA │ \"Reg\" │ \"Lvl\" │ \"AllPub\" │ \"Inside\" │ \"Gtl\" │\n",
"│ 1455 │ \"Pave\" │ \"Reg\" │ \"Lvl\" │ \"AllPub\" │ \"Inside\" │ \"Gtl\" │\n",
"│ 1456 │ NA │ \"Reg\" │ \"Lvl\" │ \"AllPub\" │ \"Inside\" │ \"Gtl\" │\n",
"│ 1457 │ NA │ \"Reg\" │ \"Lvl\" │ \"AllPub\" │ \"Inside\" │ \"Gtl\" │\n",
"│ 1458 │ NA │ \"Reg\" │ \"Lvl\" │ \"AllPub\" │ \"Inside\" │ \"Gtl\" │\n",
"│ 1459 │ NA │ \"Reg\" │ \"Lvl\" │ \"AllPub\" │ \"Inside\" │ \"Gtl\" │\n",
"│ 1460 │ NA │ \"Reg\" │ \"Lvl\" │ \"AllPub\" │ \"Inside\" │ \"Gtl\" │\n",
"\n",
"│ Row │ Neighborhood │ Condition1 │ Condition2 │ BldgType │ HouseStyle │\n",
"├──────┼──────────────┼────────────┼────────────┼──────────┼────────────┤\n",
"│ 1 │ \"CollgCr\" │ \"Norm\" │ \"Norm\" │ \"1Fam\" │ \"2Story\" │\n",
"│ 2 │ \"Veenker\" │ \"Feedr\" │ \"Norm\" │ \"1Fam\" │ \"1Story\" │\n",
"│ 3 │ \"CollgCr\" │ \"Norm\" │ \"Norm\" │ \"1Fam\" │ \"2Story\" │\n",
"│ 4 │ \"Crawfor\" │ \"Norm\" │ \"Norm\" │ \"1Fam\" │ \"2Story\" │\n",
"│ 5 │ \"NoRidge\" │ \"Norm\" │ \"Norm\" │ \"1Fam\" │ \"2Story\" │\n",
"│ 6 │ \"Mitchel\" │ \"Norm\" │ \"Norm\" │ \"1Fam\" │ \"1.5Fin\" │\n",
"│ 7 │ \"Somerst\" │ \"Norm\" │ \"Norm\" │ \"1Fam\" │ \"1Story\" │\n",
"│ 8 │ \"NWAmes\" │ \"PosN\" │ \"Norm\" │ \"1Fam\" │ \"2Story\" │\n",
"│ 9 │ \"OldTown\" │ \"Artery\" │ \"Norm\" │ \"1Fam\" │ \"1.5Fin\" │\n",
"│ 10 │ \"BrkSide\" │ \"Artery\" │ \"Artery\" │ \"2fmCon\" │ \"1.5Unf\" │\n",
"│ 11 │ \"Sawyer\" │ \"Norm\" │ \"Norm\" │ \"1Fam\" │ \"1Story\" │\n",
"⋮\n",
"│ 1449 │ \"Edwards\" │ \"Norm\" │ \"Norm\" │ \"1Fam\" │ \"2Story\" │\n",
"│ 1450 │ \"MeadowV\" │ \"Norm\" │ \"Norm\" │ \"Twnhs\" │ \"SFoyer\" │\n",
"│ 1451 │ \"NAmes\" │ \"Norm\" │ \"Norm\" │ \"Duplex\" │ \"2Story\" │\n",
"│ 1452 │ \"Somerst\" │ \"Norm\" │ \"Norm\" │ \"1Fam\" │ \"1Story\" │\n",
"│ 1453 │ \"Edwards\" │ \"Norm\" │ \"Norm\" │ \"TwnhsE\" │ \"SLvl\" │\n",
"│ 1454 │ \"Mitchel\" │ \"Norm\" │ \"Norm\" │ \"1Fam\" │ \"1Story\" │\n",
"│ 1455 │ \"Somerst\" │ \"Norm\" │ \"Norm\" │ \"1Fam\" │ \"1Story\" │\n",
"│ 1456 │ \"Gilbert\" │ \"Norm\" │ \"Norm\" │ \"1Fam\" │ \"2Story\" │\n",
"│ 1457 │ \"NWAmes\" │ \"Norm\" │ \"Norm\" │ \"1Fam\" │ \"1Story\" │\n",
"│ 1458 │ \"Crawfor\" │ \"Norm\" │ \"Norm\" │ \"1Fam\" │ \"2Story\" │\n",
"│ 1459 │ \"NAmes\" │ \"Norm\" │ \"Norm\" │ \"1Fam\" │ \"1Story\" │\n",
"│ 1460 │ \"Edwards\" │ \"Norm\" │ \"Norm\" │ \"1Fam\" │ \"1Story\" │\n",
"\n",
"│ Row │ OverallQual │ OverallCond │ YearBuilt │ YearRemodAdd │ RoofStyle │\n",
"├──────┼─────────────┼─────────────┼───────────┼──────────────┼───────────┤\n",
"│ 1 │ 7 │ 5 │ 2003 │ 2003 │ \"Gable\" │\n",
"│ 2 │ 6 │ 8 │ 1976 │ 1976 │ \"Gable\" │\n",
"│ 3 │ 7 │ 5 │ 2001 │ 2002 │ \"Gable\" │\n",
"│ 4 │ 7 │ 5 │ 1915 │ 1970 │ \"Gable\" │\n",
"│ 5 │ 8 │ 5 │ 2000 │ 2000 │ \"Gable\" │\n",
"│ 6 │ 5 │ 5 │ 1993 │ 1995 │ \"Gable\" │\n",
"│ 7 │ 8 │ 5 │ 2004 │ 2005 │ \"Gable\" │\n",
"│ 8 │ 7 │ 6 │ 1973 │ 1973 │ \"Gable\" │\n",
"│ 9 │ 7 │ 5 │ 1931 │ 1950 │ \"Gable\" │\n",
"│ 10 │ 5 │ 6 │ 1939 │ 1950 │ \"Gable\" │\n",
"│ 11 │ 5 │ 5 │ 1965 │ 1965 │ \"Hip\" │\n",
"⋮\n",
"│ 1449 │ 4 │ 7 │ 1910 │ 2000 │ \"Gable\" │\n",
"│ 1450 │ 5 │ 7 │ 1970 │ 1970 │ \"Gable\" │\n",
"│ 1451 │ 5 │ 5 │ 1974 │ 1974 │ \"Gable\" │\n",
"│ 1452 │ 8 │ 5 │ 2008 │ 2009 │ \"Gable\" │\n",
"│ 1453 │ 5 │ 5 │ 2005 │ 2005 │ \"Gable\" │\n",
"│ 1454 │ 5 │ 5 │ 2006 │ 2006 │ \"Gable\" │\n",
"│ 1455 │ 7 │ 5 │ 2004 │ 2005 │ \"Gable\" │\n",
"│ 1456 │ 6 │ 5 │ 1999 │ 2000 │ \"Gable\" │\n",
"│ 1457 │ 6 │ 6 │ 1978 │ 1988 │ \"Gable\" │\n",
"│ 1458 │ 7 │ 9 │ 1941 │ 2006 │ \"Gable\" │\n",
"│ 1459 │ 5 │ 6 │ 1950 │ 1996 │ \"Hip\" │\n",
"│ 1460 │ 5 │ 6 │ 1965 │ 1965 │ \"Gable\" │\n",
"\n",
"│ Row │ RoofMatl │ Exterior1st │ Exterior2nd │ MasVnrType │ MasVnrArea │\n",
"├──────┼───────────┼─────────────┼─────────────┼────────────┼────────────┤\n",
"│ 1 │ \"CompShg\" │ \"VinylSd\" │ \"VinylSd\" │ \"BrkFace\" │ 196 │\n",
"│ 2 │ \"CompShg\" │ \"MetalSd\" │ \"MetalSd\" │ \"None\" │ 0 │\n",
"│ 3 │ \"CompShg\" │ \"VinylSd\" │ \"VinylSd\" │ \"BrkFace\" │ 162 │\n",
"│ 4 │ \"CompShg\" │ \"Wd Sdng\" │ \"Wd Shng\" │ \"None\" │ 0 │\n",
"│ 5 │ \"CompShg\" │ \"VinylSd\" │ \"VinylSd\" │ \"BrkFace\" │ 350 │\n",
"│ 6 │ \"CompShg\" │ \"VinylSd\" │ \"VinylSd\" │ \"None\" │ 0 │\n",
"│ 7 │ \"CompShg\" │ \"VinylSd\" │ \"VinylSd\" │ \"Stone\" │ 186 │\n",
"│ 8 │ \"CompShg\" │ \"HdBoard\" │ \"HdBoard\" │ \"Stone\" │ 240 │\n",
"│ 9 │ \"CompShg\" │ \"BrkFace\" │ \"Wd Shng\" │ \"None\" │ 0 │\n",
"│ 10 │ \"CompShg\" │ \"MetalSd\" │ \"MetalSd\" │ \"None\" │ 0 │\n",
"│ 11 │ \"CompShg\" │ \"HdBoard\" │ \"HdBoard\" │ \"None\" │ 0 │\n",
"⋮\n",
"│ 1449 │ \"CompShg\" │ \"MetalSd\" │ \"HdBoard\" │ \"None\" │ 0 │\n",
"│ 1450 │ \"CompShg\" │ \"CemntBd\" │ \"CmentBd\" │ \"None\" │ 0 │\n",
"│ 1451 │ \"CompShg\" │ \"VinylSd\" │ \"VinylSd\" │ \"None\" │ 0 │\n",
"│ 1452 │ \"CompShg\" │ \"CemntBd\" │ \"CmentBd\" │ \"Stone\" │ 194 │\n",
"│ 1453 │ \"CompShg\" │ \"VinylSd\" │ \"VinylSd\" │ \"BrkFace\" │ 80 │\n",
"│ 1454 │ \"CompShg\" │ \"VinylSd\" │ \"VinylSd\" │ \"None\" │ 0 │\n",
"│ 1455 │ \"CompShg\" │ \"VinylSd\" │ \"VinylSd\" │ \"None\" │ 0 │\n",
"│ 1456 │ \"CompShg\" │ \"VinylSd\" │ \"VinylSd\" │ \"None\" │ 0 │\n",
"│ 1457 │ \"CompShg\" │ \"Plywood\" │ \"Plywood\" │ \"Stone\" │ 119 │\n",
"│ 1458 │ \"CompShg\" │ \"CemntBd\" │ \"CmentBd\" │ \"None\" │ 0 │\n",
"│ 1459 │ \"CompShg\" │ \"MetalSd\" │ \"MetalSd\" │ \"None\" │ 0 │\n",
"│ 1460 │ \"CompShg\" │ \"HdBoard\" │ \"HdBoard\" │ \"None\" │ 0 │\n",
"\n",
"│ Row │ ExterQual │ ExterCond │ Foundation │ BsmtQual │ BsmtCond │\n",
"├──────┼───────────┼───────────┼────────────┼──────────┼──────────┤\n",
"│ 1 │ \"Gd\" │ \"TA\" │ \"PConc\" │ \"Gd\" │ \"TA\" │\n",
"│ 2 │ \"TA\" │ \"TA\" │ \"CBlock\" │ \"Gd\" │ \"TA\" │\n",
"│ 3 │ \"Gd\" │ \"TA\" │ \"PConc\" │ \"Gd\" │ \"TA\" │\n",
"│ 4 │ \"TA\" │ \"TA\" │ \"BrkTil\" │ \"TA\" │ \"Gd\" │\n",
"│ 5 │ \"Gd\" │ \"TA\" │ \"PConc\" │ \"Gd\" │ \"TA\" │\n",
"│ 6 │ \"TA\" │ \"TA\" │ \"Wood\" │ \"Gd\" │ \"TA\" │\n",
"│ 7 │ \"Gd\" │ \"TA\" │ \"PConc\" │ \"Ex\" │ \"TA\" │\n",
"│ 8 │ \"TA\" │ \"TA\" │ \"CBlock\" │ \"Gd\" │ \"TA\" │\n",
"│ 9 │ \"TA\" │ \"TA\" │ \"BrkTil\" │ \"TA\" │ \"TA\" │\n",
"│ 10 │ \"TA\" │ \"TA\" │ \"BrkTil\" │ \"TA\" │ \"TA\" │\n",
"│ 11 │ \"TA\" │ \"TA\" │ \"CBlock\" │ \"TA\" │ \"TA\" │\n",
"⋮\n",
"│ 1449 │ \"TA\" │ \"TA\" │ \"CBlock\" │ \"Fa\" │ \"TA\" │\n",
"│ 1450 │ \"TA\" │ \"TA\" │ \"CBlock\" │ \"Gd\" │ \"TA\" │\n",
"│ 1451 │ \"TA\" │ \"TA\" │ \"CBlock\" │ \"Gd\" │ \"TA\" │\n",
"│ 1452 │ \"Gd\" │ \"TA\" │ \"PConc\" │ \"Gd\" │ \"TA\" │\n",
"│ 1453 │ \"TA\" │ \"TA\" │ \"PConc\" │ \"Gd\" │ \"TA\" │\n",
"│ 1454 │ \"TA\" │ \"TA\" │ \"PConc\" │ \"Gd\" │ \"TA\" │\n",
"│ 1455 │ \"Gd\" │ \"TA\" │ \"PConc\" │ \"Gd\" │ \"TA\" │\n",
"│ 1456 │ \"TA\" │ \"TA\" │ \"PConc\" │ \"Gd\" │ \"TA\" │\n",
"│ 1457 │ \"TA\" │ \"TA\" │ \"CBlock\" │ \"Gd\" │ \"TA\" │\n",
"│ 1458 │ \"Ex\" │ \"Gd\" │ \"Stone\" │ \"TA\" │ \"Gd\" │\n",
"│ 1459 │ \"TA\" │ \"TA\" │ \"CBlock\" │ \"TA\" │ \"TA\" │\n",
"│ 1460 │ \"Gd\" │ \"TA\" │ \"CBlock\" │ \"TA\" │ \"TA\" │\n",
"\n",
"│ Row │ BsmtExposure │ BsmtFinType1 │ BsmtFinSF1 │ BsmtFinType2 │ BsmtFinSF2 │\n",
"├──────┼──────────────┼──────────────┼────────────┼──────────────┼────────────┤\n",
"│ 1 │ \"No\" │ \"GLQ\" │ 706 │ \"Unf\" │ 0 │\n",
"│ 2 │ \"Gd\" │ \"ALQ\" │ 978 │ \"Unf\" │ 0 │\n",
"│ 3 │ \"Mn\" │ \"GLQ\" │ 486 │ \"Unf\" │ 0 │\n",
"│ 4 │ \"No\" │ \"ALQ\" │ 216 │ \"Unf\" │ 0 │\n",
"│ 5 │ \"Av\" │ \"GLQ\" │ 655 │ \"Unf\" │ 0 │\n",
"│ 6 │ \"No\" │ \"GLQ\" │ 732 │ \"Unf\" │ 0 │\n",
"│ 7 │ \"Av\" │ \"GLQ\" │ 1369 │ \"Unf\" │ 0 │\n",
"│ 8 │ \"Mn\" │ \"ALQ\" │ 859 │ \"BLQ\" │ 32 │\n",
"│ 9 │ \"No\" │ \"Unf\" │ 0 │ \"Unf\" │ 0 │\n",
"│ 10 │ \"No\" │ \"GLQ\" │ 851 │ \"Unf\" │ 0 │\n",
"│ 11 │ \"No\" │ \"Rec\" │ 906 │ \"Unf\" │ 0 │\n",
"⋮\n",
"│ 1449 │ \"No\" │ \"Unf\" │ 0 │ \"Unf\" │ 0 │\n",
"│ 1450 │ \"Av\" │ \"GLQ\" │ 553 │ \"Unf\" │ 0 │\n",
"│ 1451 │ \"No\" │ \"Unf\" │ 0 │ \"Unf\" │ 0 │\n",
"│ 1452 │ \"No\" │ \"Unf\" │ 0 │ \"Unf\" │ 0 │\n",
"│ 1453 │ \"Gd\" │ \"GLQ\" │ 547 │ \"Unf\" │ 0 │\n",
"│ 1454 │ \"No\" │ \"Unf\" │ 0 │ \"Unf\" │ 0 │\n",
"│ 1455 │ \"No\" │ \"GLQ\" │ 410 │ \"Unf\" │ 0 │\n",
"│ 1456 │ \"No\" │ \"Unf\" │ 0 │ \"Unf\" │ 0 │\n",
"│ 1457 │ \"No\" │ \"ALQ\" │ 790 │ \"Rec\" │ 163 │\n",
"│ 1458 │ \"No\" │ \"GLQ\" │ 275 │ \"Unf\" │ 0 │\n",
"│ 1459 │ \"Mn\" │ \"GLQ\" │ 49 │ \"Rec\" │ 1029 │\n",
"│ 1460 │ \"No\" │ \"BLQ\" │ 830 │ \"LwQ\" │ 290 │\n",
"\n",
"│ Row │ BsmtUnfSF │ TotalBsmtSF │ Heating │ HeatingQC │ CentralAir │\n",
"├──────┼───────────┼─────────────┼─────────┼───────────┼────────────┤\n",
"│ 1 │ 150 │ 856 │ \"GasA\" │ \"Ex\" │ \"Y\" │\n",
"│ 2 │ 284 │ 1262 │ \"GasA\" │ \"Ex\" │ \"Y\" │\n",
"│ 3 │ 434 │ 920 │ \"GasA\" │ \"Ex\" │ \"Y\" │\n",
"│ 4 │ 540 │ 756 │ \"GasA\" │ \"Gd\" │ \"Y\" │\n",
"│ 5 │ 490 │ 1145 │ \"GasA\" │ \"Ex\" │ \"Y\" │\n",
"│ 6 │ 64 │ 796 │ \"GasA\" │ \"Ex\" │ \"Y\" │\n",
"│ 7 │ 317 │ 1686 │ \"GasA\" │ \"Ex\" │ \"Y\" │\n",
"│ 8 │ 216 │ 1107 │ \"GasA\" │ \"Ex\" │ \"Y\" │\n",
"│ 9 │ 952 │ 952 │ \"GasA\" │ \"Gd\" │ \"Y\" │\n",
"│ 10 │ 140 │ 991 │ \"GasA\" │ \"Ex\" │ \"Y\" │\n",
"│ 11 │ 134 │ 1040 │ \"GasA\" │ \"Ex\" │ \"Y\" │\n",
"⋮\n",
"│ 1449 │ 560 │ 560 │ \"GasA\" │ \"Gd\" │ \"N\" │\n",
"│ 1450 │ 77 │ 630 │ \"GasA\" │ \"Ex\" │ \"Y\" │\n",
"│ 1451 │ 896 │ 896 │ \"GasA\" │ \"TA\" │ \"Y\" │\n",
"│ 1452 │ 1573 │ 1573 │ \"GasA\" │ \"Ex\" │ \"Y\" │\n",
"│ 1453 │ 0 │ 547 │ \"GasA\" │ \"Gd\" │ \"Y\" │\n",
"│ 1454 │ 1140 │ 1140 │ \"GasA\" │ \"Ex\" │ \"Y\" │\n",
"│ 1455 │ 811 │ 1221 │ \"GasA\" │ \"Ex\" │ \"Y\" │\n",
"│ 1456 │ 953 │ 953 │ \"GasA\" │ \"Ex\" │ \"Y\" │\n",
"│ 1457 │ 589 │ 1542 │ \"GasA\" │ \"TA\" │ \"Y\" │\n",
"│ 1458 │ 877 │ 1152 │ \"GasA\" │ \"Ex\" │ \"Y\" │\n",
"│ 1459 │ 0 │ 1078 │ \"GasA\" │ \"Gd\" │ \"Y\" │\n",
"│ 1460 │ 136 │ 1256 │ \"GasA\" │ \"Gd\" │ \"Y\" │\n",
"\n",
"│ Row │ Electrical │ x1stFlrSF │ x2ndFlrSF │ LowQualFinSF │ GrLivArea │\n",
"├──────┼────────────┼───────────┼───────────┼──────────────┼───────────┤\n",
"│ 1 │ \"SBrkr\" │ 856 │ 854 │ 0 │ 1710 │\n",
"│ 2 │ \"SBrkr\" │ 1262 │ 0 │ 0 │ 1262 │\n",
"│ 3 │ \"SBrkr\" │ 920 │ 866 │ 0 │ 1786 │\n",
"│ 4 │ \"SBrkr\" │ 961 │ 756 │ 0 │ 1717 │\n",
"│ 5 │ \"SBrkr\" │ 1145 │ 1053 │ 0 │ 2198 │\n",
"│ 6 │ \"SBrkr\" │ 796 │ 566 │ 0 │ 1362 │\n",
"│ 7 │ \"SBrkr\" │ 1694 │ 0 │ 0 │ 1694 │\n",
"│ 8 │ \"SBrkr\" │ 1107 │ 983 │ 0 │ 2090 │\n",
"│ 9 │ \"FuseF\" │ 1022 │ 752 │ 0 │ 1774 │\n",
"│ 10 │ \"SBrkr\" │ 1077 │ 0 │ 0 │ 1077 │\n",
"│ 11 │ \"SBrkr\" │ 1040 │ 0 │ 0 │ 1040 │\n",
"⋮\n",
"│ 1449 │ \"SBrkr\" │ 796 │ 550 │ 0 │ 1346 │\n",
"│ 1450 │ \"SBrkr\" │ 630 │ 0 │ 0 │ 630 │\n",
"│ 1451 │ \"SBrkr\" │ 896 │ 896 │ 0 │ 1792 │\n",
"│ 1452 │ \"SBrkr\" │ 1578 │ 0 │ 0 │ 1578 │\n",
"│ 1453 │ \"SBrkr\" │ 1072 │ 0 │ 0 │ 1072 │\n",
"│ 1454 │ \"SBrkr\" │ 1140 │ 0 │ 0 │ 1140 │\n",
"│ 1455 │ \"SBrkr\" │ 1221 │ 0 │ 0 │ 1221 │\n",
"│ 1456 │ \"SBrkr\" │ 953 │ 694 │ 0 │ 1647 │\n",
"│ 1457 │ \"SBrkr\" │ 2073 │ 0 │ 0 │ 2073 │\n",
"│ 1458 │ \"SBrkr\" │ 1188 │ 1152 │ 0 │ 2340 │\n",
"│ 1459 │ \"FuseA\" │ 1078 │ 0 │ 0 │ 1078 │\n",
"│ 1460 │ \"SBrkr\" │ 1256 │ 0 │ 0 │ 1256 │\n",
"\n",
"│ Row │ BsmtFullBath │ BsmtHalfBath │ FullBath │ HalfBath │ BedroomAbvGr │\n",
"├──────┼──────────────┼──────────────┼──────────┼──────────┼──────────────┤\n",
"│ 1 │ 1 │ 0 │ 2 │ 1 │ 3 │\n",
"│ 2 │ 0 │ 1 │ 2 │ 0 │ 3 │\n",
"│ 3 │ 1 │ 0 │ 2 │ 1 │ 3 │\n",
"│ 4 │ 1 │ 0 │ 1 │ 0 │ 3 │\n",
"│ 5 │ 1 │ 0 │ 2 │ 1 │ 4 │\n",
"│ 6 │ 1 │ 0 │ 1 │ 1 │ 1 │\n",
"│ 7 │ 1 │ 0 │ 2 │ 0 │ 3 │\n",
"│ 8 │ 1 │ 0 │ 2 │ 1 │ 3 │\n",
"│ 9 │ 0 │ 0 │ 2 │ 0 │ 2 │\n",
"│ 10 │ 1 │ 0 │ 1 │ 0 │ 2 │\n",
"│ 11 │ 1 │ 0 │ 1 │ 0 │ 3 │\n",
"⋮\n",
"│ 1449 │ 0 │ 0 │ 1 │ 1 │ 2 │\n",
"│ 1450 │ 1 │ 0 │ 1 │ 0 │ 1 │\n",
"│ 1451 │ 0 │ 0 │ 2 │ 2 │ 4 │\n",
"│ 1452 │ 0 │ 0 │ 2 │ 0 │ 3 │\n",
"│ 1453 │ 1 │ 0 │ 1 │ 0 │ 2 │\n",
"│ 1454 │ 0 │ 0 │ 1 │ 0 │ 3 │\n",
"│ 1455 │ 1 │ 0 │ 2 │ 0 │ 2 │\n",
"│ 1456 │ 0 │ 0 │ 2 │ 1 │ 3 │\n",
"│ 1457 │ 1 │ 0 │ 2 │ 0 │ 3 │\n",
"│ 1458 │ 0 │ 0 │ 2 │ 0 │ 4 │\n",
"│ 1459 │ 1 │ 0 │ 1 │ 0 │ 2 │\n",
"│ 1460 │ 1 │ 0 │ 1 │ 1 │ 3 │\n",
"\n",
"│ Row │ KitchenAbvGr │ KitchenQual │ TotRmsAbvGrd │ Functional │ Fireplaces │\n",
"├──────┼──────────────┼─────────────┼──────────────┼────────────┼────────────┤\n",
"│ 1 │ 1 │ \"Gd\" │ 8 │ \"Typ\" │ 0 │\n",
"│ 2 │ 1 │ \"TA\" │ 6 │ \"Typ\" │ 1 │\n",
"│ 3 │ 1 │ \"Gd\" │ 6 │ \"Typ\" │ 1 │\n",
"│ 4 │ 1 │ \"Gd\" │ 7 │ \"Typ\" │ 1 │\n",
"│ 5 │ 1 │ \"Gd\" │ 9 │ \"Typ\" │ 1 │\n",
"│ 6 │ 1 │ \"TA\" │ 5 │ \"Typ\" │ 0 │\n",
"│ 7 │ 1 │ \"Gd\" │ 7 │ \"Typ\" │ 1 │\n",
"│ 8 │ 1 │ \"TA\" │ 7 │ \"Typ\" │ 2 │\n",
"│ 9 │ 2 │ \"TA\" │ 8 │ \"Min1\" │ 2 │\n",
"│ 10 │ 2 │ \"TA\" │ 5 │ \"Typ\" │ 2 │\n",
"│ 11 │ 1 │ \"TA\" │ 5 │ \"Typ\" │ 0 │\n",
"⋮\n",
"│ 1449 │ 1 │ \"TA\" │ 6 │ \"Min2\" │ 0 │\n",
"│ 1450 │ 1 │ \"Ex\" │ 3 │ \"Typ\" │ 0 │\n",
"│ 1451 │ 2 │ \"TA\" │ 8 │ \"Typ\" │ 0 │\n",
"│ 1452 │ 1 │ \"Ex\" │ 7 │ \"Typ\" │ 1 │\n",
"│ 1453 │ 1 │ \"TA\" │ 5 │ \"Typ\" │ 0 │\n",
"│ 1454 │ 1 │ \"TA\" │ 6 │ \"Typ\" │ 0 │\n",
"│ 1455 │ 1 │ \"Gd\" │ 6 │ \"Typ\" │ 0 │\n",
"│ 1456 │ 1 │ \"TA\" │ 7 │ \"Typ\" │ 1 │\n",
"│ 1457 │ 1 │ \"TA\" │ 7 │ \"Min1\" │ 2 │\n",
"│ 1458 │ 1 │ \"Gd\" │ 9 │ \"Typ\" │ 2 │\n",
"│ 1459 │ 1 │ \"Gd\" │ 5 │ \"Typ\" │ 0 │\n",
"│ 1460 │ 1 │ \"TA\" │ 6 │ \"Typ\" │ 0 │\n",
"\n",
"│ Row │ FireplaceQu │ GarageType │ GarageYrBlt │ GarageFinish │ GarageCars │\n",
"├──────┼─────────────┼────────────┼─────────────┼──────────────┼────────────┤\n",
"│ 1 │ NA │ \"Attchd\" │ 2003 │ \"RFn\" │ 2 │\n",
"│ 2 │ \"TA\" │ \"Attchd\" │ 1976 │ \"RFn\" │ 2 │\n",
"│ 3 │ \"TA\" │ \"Attchd\" │ 2001 │ \"RFn\" │ 2 │\n",
"│ 4 │ \"Gd\" │ \"Detchd\" │ 1998 │ \"Unf\" │ 3 │\n",
"│ 5 │ \"TA\" │ \"Attchd\" │ 2000 │ \"RFn\" │ 3 │\n",
"│ 6 │ NA │ \"Attchd\" │ 1993 │ \"Unf\" │ 2 │\n",
"│ 7 │ \"Gd\" │ \"Attchd\" │ 2004 │ \"RFn\" │ 2 │\n",
"│ 8 │ \"TA\" │ \"Attchd\" │ 1973 │ \"RFn\" │ 2 │\n",
"│ 9 │ \"TA\" │ \"Detchd\" │ 1931 │ \"Unf\" │ 2 │\n",
"│ 10 │ \"TA\" │ \"Attchd\" │ 1939 │ \"RFn\" │ 1 │\n",
"│ 11 │ NA │ \"Detchd\" │ 1965 │ \"Unf\" │ 1 │\n",
"⋮\n",
"│ 1449 │ NA │ \"Detchd\" │ 1950 │ \"Unf\" │ 1 │\n",
"│ 1450 │ NA │ NA │ NA │ NA │ 0 │\n",
"│ 1451 │ NA │ NA │ NA │ NA │ 0 │\n",
"│ 1452 │ \"Gd\" │ \"Attchd\" │ 2008 │ \"Fin\" │ 3 │\n",
"│ 1453 │ NA │ \"Basment\" │ 2005 │ \"Fin\" │ 2 │\n",
"│ 1454 │ NA │ NA │ NA │ NA │ 0 │\n",
"│ 1455 │ NA │ \"Attchd\" │ 2004 │ \"RFn\" │ 2 │\n",
"│ 1456 │ \"TA\" │ \"Attchd\" │ 1999 │ \"RFn\" │ 2 │\n",
"│ 1457 │ \"TA\" │ \"Attchd\" │ 1978 │ \"Unf\" │ 2 │\n",
"│ 1458 │ \"Gd\" │ \"Attchd\" │ 1941 │ \"RFn\" │ 1 │\n",
"│ 1459 │ NA │ \"Attchd\" │ 1950 │ \"Unf\" │ 1 │\n",
"│ 1460 │ NA │ \"Attchd\" │ 1965 │ \"Fin\" │ 1 │\n",
"\n",
"│ Row │ GarageArea │ GarageQual │ GarageCond │ PavedDrive │ WoodDeckSF │\n",
"├──────┼────────────┼────────────┼────────────┼────────────┼────────────┤\n",
"│ 1 │ 548 │ \"TA\" │ \"TA\" │ \"Y\" │ 0 │\n",
"│ 2 │ 460 │ \"TA\" │ \"TA\" │ \"Y\" │ 298 │\n",
"│ 3 │ 608 │ \"TA\" │ \"TA\" │ \"Y\" │ 0 │\n",
"│ 4 │ 642 │ \"TA\" │ \"TA\" │ \"Y\" │ 0 │\n",
"│ 5 │ 836 │ \"TA\" │ \"TA\" │ \"Y\" │ 192 │\n",
"│ 6 │ 480 │ \"TA\" │ \"TA\" │ \"Y\" │ 40 │\n",
"│ 7 │ 636 │ \"TA\" │ \"TA\" │ \"Y\" │ 255 │\n",
"│ 8 │ 484 │ \"TA\" │ \"TA\" │ \"Y\" │ 235 │\n",
"│ 9 │ 468 │ \"Fa\" │ \"TA\" │ \"Y\" │ 90 │\n",
"│ 10 │ 205 │ \"Gd\" │ \"TA\" │ \"Y\" │ 0 │\n",
"│ 11 │ 384 │ \"TA\" │ \"TA\" │ \"Y\" │ 0 │\n",
"⋮\n",
"│ 1449 │ 384 │ \"Fa\" │ \"TA\" │ \"Y\" │ 168 │\n",
"│ 1450 │ 0 │ NA │ NA │ \"Y\" │ 0 │\n",
"│ 1451 │ 0 │ NA │ NA │ \"Y\" │ 32 │\n",
"│ 1452 │ 840 │ \"TA\" │ \"TA\" │ \"Y\" │ 0 │\n",
"│ 1453 │ 525 │ \"TA\" │ \"TA\" │ \"Y\" │ 0 │\n",
"│ 1454 │ 0 │ NA │ NA │ \"Y\" │ 36 │\n",
"│ 1455 │ 400 │ \"TA\" │ \"TA\" │ \"Y\" │ 0 │\n",
"│ 1456 │ 460 │ \"TA\" │ \"TA\" │ \"Y\" │ 0 │\n",
"│ 1457 │ 500 │ \"TA\" │ \"TA\" │ \"Y\" │ 349 │\n",
"│ 1458 │ 252 │ \"TA\" │ \"TA\" │ \"Y\" │ 0 │\n",
"│ 1459 │ 240 │ \"TA\" │ \"TA\" │ \"Y\" │ 366 │\n",
"│ 1460 │ 276 │ \"TA\" │ \"TA\" │ \"Y\" │ 736 │\n",
"\n",
"│ Row │ OpenPorchSF │ EnclosedPorch │ x3SsnPorch │ ScreenPorch │ PoolArea │\n",
"├──────┼─────────────┼───────────────┼────────────┼─────────────┼──────────┤\n",
"│ 1 │ 61 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 2 │ 0 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 3 │ 42 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 4 │ 35 │ 272 │ 0 │ 0 │ 0 │\n",
"│ 5 │ 84 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 6 │ 30 │ 0 │ 320 │ 0 │ 0 │\n",
"│ 7 │ 57 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 8 │ 204 │ 228 │ 0 │ 0 │ 0 │\n",
"│ 9 │ 0 │ 205 │ 0 │ 0 │ 0 │\n",
"│ 10 │ 4 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 11 │ 0 │ 0 │ 0 │ 0 │ 0 │\n",
"⋮\n",
"│ 1449 │ 24 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 1450 │ 0 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 1451 │ 45 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 1452 │ 36 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 1453 │ 28 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 1454 │ 56 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 1455 │ 113 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 1456 │ 40 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 1457 │ 0 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 1458 │ 60 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 1459 │ 0 │ 112 │ 0 │ 0 │ 0 │\n",
"│ 1460 │ 68 │ 0 │ 0 │ 0 │ 0 │\n",
"\n",
"│ Row │ PoolQC │ Fence │ MiscFeature │ MiscVal │ MoSold │ YrSold │ SaleType │\n",
"├──────┼────────┼─────────┼─────────────┼─────────┼────────┼────────┼──────────┤\n",
"│ 1 │ NA │ NA │ NA │ 0 │ 2 │ 2008 │ \"WD\" │\n",
"│ 2 │ NA │ NA │ NA │ 0 │ 5 │ 2007 │ \"WD\" │\n",
"│ 3 │ NA │ NA │ NA │ 0 │ 9 │ 2008 │ \"WD\" │\n",
"│ 4 │ NA │ NA │ NA │ 0 │ 2 │ 2006 │ \"WD\" │\n",
"│ 5 │ NA │ NA │ NA │ 0 │ 12 │ 2008 │ \"WD\" │\n",
"│ 6 │ NA │ \"MnPrv\" │ \"Shed\" │ 700 │ 10 │ 2009 │ \"WD\" │\n",
"│ 7 │ NA │ NA │ NA │ 0 │ 8 │ 2007 │ \"WD\" │\n",
"│ 8 │ NA │ NA │ \"Shed\" │ 350 │ 11 │ 2009 │ \"WD\" │\n",
"│ 9 │ NA │ NA │ NA │ 0 │ 4 │ 2008 │ \"WD\" │\n",
"│ 10 │ NA │ NA │ NA │ 0 │ 1 │ 2008 │ \"WD\" │\n",
"│ 11 │ NA │ NA │ NA │ 0 │ 2 │ 2008 │ \"WD\" │\n",
"⋮\n",
"│ 1449 │ NA │ \"GdWo\" │ NA │ 0 │ 5 │ 2007 │ \"WD\" │\n",
"│ 1450 │ NA │ NA │ NA │ 0 │ 8 │ 2006 │ \"WD\" │\n",
"│ 1451 │ NA │ NA │ NA │ 0 │ 9 │ 2009 │ \"WD\" │\n",
"│ 1452 │ NA │ NA │ NA │ 0 │ 5 │ 2009 │ \"New\" │\n",
"│ 1453 │ NA │ NA │ NA │ 0 │ 5 │ 2006 │ \"WD\" │\n",
"│ 1454 │ NA │ NA │ NA │ 0 │ 7 │ 2006 │ \"WD\" │\n",
"│ 1455 │ NA │ NA │ NA │ 0 │ 10 │ 2009 │ \"WD\" │\n",
"│ 1456 │ NA │ NA │ NA │ 0 │ 8 │ 2007 │ \"WD\" │\n",
"│ 1457 │ NA │ \"MnPrv\" │ NA │ 0 │ 2 │ 2010 │ \"WD\" │\n",
"│ 1458 │ NA │ \"GdPrv\" │ \"Shed\" │ 2500 │ 5 │ 2010 │ \"WD\" │\n",
"│ 1459 │ NA │ NA │ NA │ 0 │ 4 │ 2010 │ \"WD\" │\n",
"│ 1460 │ NA │ NA │ NA │ 0 │ 6 │ 2008 │ \"WD\" │\n",
"\n",
"│ Row │ SaleCondition │ SalePrice │\n",
"├──────┼───────────────┼───────────┤\n",
"│ 1 │ \"Normal\" │ 208500 │\n",
"│ 2 │ \"Normal\" │ 181500 │\n",
"│ 3 │ \"Normal\" │ 223500 │\n",
"│ 4 │ \"Abnorml\" │ 140000 │\n",
"│ 5 │ \"Normal\" │ 250000 │\n",
"│ 6 │ \"Normal\" │ 143000 │\n",
"│ 7 │ \"Normal\" │ 307000 │\n",
"│ 8 │ \"Normal\" │ 200000 │\n",
"│ 9 │ \"Abnorml\" │ 129900 │\n",
"│ 10 │ \"Normal\" │ 118000 │\n",
"│ 11 │ \"Normal\" │ 129500 │\n",
"⋮\n",
"│ 1449 │ \"Normal\" │ 112000 │\n",
"│ 1450 │ \"Abnorml\" │ 92000 │\n",
"│ 1451 │ \"Normal\" │ 136000 │\n",
"│ 1452 │ \"Partial\" │ 287090 │\n",
"│ 1453 │ \"Normal\" │ 145000 │\n",
"│ 1454 │ \"Abnorml\" │ 84500 │\n",
"│ 1455 │ \"Normal\" │ 185000 │\n",
"│ 1456 │ \"Normal\" │ 175000 │\n",
"│ 1457 │ \"Normal\" │ 210000 │\n",
"│ 1458 │ \"Normal\" │ 266500 │\n",
"│ 1459 │ \"Normal\" │ 142125 │\n",
"│ 1460 │ \"Normal\" │ 147500 │"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train = readtable(\"./input/train.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Id\n",
"Summary Stats:\n",
"Mean: 730.500000\n",
"Minimum: 1.000000\n",
"1st Quartile: 365.750000\n",
"Median: 730.500000\n",
"3rd Quartile: 1095.250000\n",
"Maximum: 1460.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"MSSubClass\n",
"Summary Stats:\n",
"Mean: 56.897260\n",
"Minimum: 20.000000\n",
"1st Quartile: 20.000000\n",
"Median: 50.000000\n",
"3rd Quartile: 70.000000\n",
"Maximum: 190.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"MSZoning\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 5\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"LotFrontage\n",
"Summary Stats:\n",
"Mean: 70.049958\n",
"Minimum: 21.000000\n",
"1st Quartile: 59.000000\n",
"Median: 69.000000\n",
"3rd Quartile: 80.000000\n",
"Maximum: 313.000000\n",
"Length: 1201\n",
"Type: Int64\n",
"Number Missing: 259\n",
"% Missing: 17.739726\n",
"\n",
"LotArea\n",
"Summary Stats:\n",
"Mean: 10516.828082\n",
"Minimum: 1300.000000\n",
"1st Quartile: 7553.500000\n",
"Median: 9478.500000\n",
"3rd Quartile: 11601.500000\n",
"Maximum: 215245.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"Street\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 2\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"Alley\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 3\n",
"Number Missing: 1369\n",
"% Missing: 93.767123\n",
"\n",
"LotShape\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 4\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"LandContour\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 4\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"Utilities\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 2\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"LotConfig\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 5\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"LandSlope\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 3\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"Neighborhood\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 25\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"Condition1\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 9\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"Condition2\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 8\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"BldgType\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 5\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"HouseStyle\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 8\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"OverallQual\n",
"Summary Stats:\n",
"Mean: 6.099315\n",
"Minimum: 1.000000\n",
"1st Quartile: 5.000000\n",
"Median: 6.000000\n",
"3rd Quartile: 7.000000\n",
"Maximum: 10.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"OverallCond\n",
"Summary Stats:\n",
"Mean: 5.575342\n",
"Minimum: 1.000000\n",
"1st Quartile: 5.000000\n",
"Median: 5.000000\n",
"3rd Quartile: 6.000000\n",
"Maximum: 9.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"YearBuilt\n",
"Summary Stats:\n",
"Mean: 1971.267808\n",
"Minimum: 1872.000000\n",
"1st Quartile: 1954.000000\n",
"Median: 1973.000000\n",
"3rd Quartile: 2000.000000\n",
"Maximum: 2010.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"YearRemodAdd\n",
"Summary Stats:\n",
"Mean: 1984.865753\n",
"Minimum: 1950.000000\n",
"1st Quartile: 1967.000000\n",
"Median: 1994.000000\n",
"3rd Quartile: 2004.000000\n",
"Maximum: 2010.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"RoofStyle\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 6\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"RoofMatl\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 8\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"Exterior1st\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 15\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"Exterior2nd\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 16\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"MasVnrType\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 5\n",
"Number Missing: 8\n",
"% Missing: 0.547945\n",
"\n",
"MasVnrArea\n",
"Summary Stats:\n",
"Mean: 103.685262\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 166.000000\n",
"Maximum: 1600.000000\n",
"Length: 1452\n",
"Type: Int64\n",
"Number Missing: 8\n",
"% Missing: 0.547945\n",
"\n",
"ExterQual\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 4\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"ExterCond\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 5\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"Foundation\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 6\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"BsmtQual\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 5\n",
"Number Missing: 37\n",
"% Missing: 2.534247\n",
"\n",
"BsmtCond\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 5\n",
"Number Missing: 37\n",
"% Missing: 2.534247\n",
"\n",
"BsmtExposure\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 5\n",
"Number Missing: 38\n",
"% Missing: 2.602740\n",
"\n",
"BsmtFinType1\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 7\n",
"Number Missing: 37\n",
"% Missing: 2.534247\n",
"\n",
"BsmtFinSF1\n",
"Summary Stats:\n",
"Mean: 443.639726\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 383.500000\n",
"3rd Quartile: 712.250000\n",
"Maximum: 5644.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"BsmtFinType2\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 7\n",
"Number Missing: 38\n",
"% Missing: 2.602740\n",
"\n",
"BsmtFinSF2\n",
"Summary Stats:\n",
"Mean: 46.549315\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 1474.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"BsmtUnfSF\n",
"Summary Stats:\n",
"Mean: 567.240411\n",
"Minimum: 0.000000\n",
"1st Quartile: 223.000000\n",
"Median: 477.500000\n",
"3rd Quartile: 808.000000\n",
"Maximum: 2336.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"TotalBsmtSF\n",
"Summary Stats:\n",
"Mean: 1057.429452\n",
"Minimum: 0.000000\n",
"1st Quartile: 795.750000\n",
"Median: 991.500000\n",
"3rd Quartile: 1298.250000\n",
"Maximum: 6110.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"Heating\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 6\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"HeatingQC\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 5\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"CentralAir\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 2\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"Electrical\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 6\n",
"Number Missing: 1\n",
"% Missing: 0.068493\n",
"\n",
"x1stFlrSF\n",
"Summary Stats:\n",
"Mean: 1162.626712\n",
"Minimum: 334.000000\n",
"1st Quartile: 882.000000\n",
"Median: 1087.000000\n",
"3rd Quartile: 1391.250000\n",
"Maximum: 4692.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"x2ndFlrSF\n",
"Summary Stats:\n",
"Mean: 346.992466\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 728.000000\n",
"Maximum: 2065.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"LowQualFinSF\n",
"Summary Stats:\n",
"Mean: 5.844521\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 572.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"GrLivArea\n",
"Summary Stats:\n",
"Mean: 1515.463699\n",
"Minimum: 334.000000\n",
"1st Quartile: 1129.500000\n",
"Median: 1464.000000\n",
"3rd Quartile: 1776.750000\n",
"Maximum: 5642.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"BsmtFullBath\n",
"Summary Stats:\n",
"Mean: 0.425342\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 1.000000\n",
"Maximum: 3.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"BsmtHalfBath\n",
"Summary Stats:\n",
"Mean: 0.057534\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 2.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"FullBath\n",
"Summary Stats:\n",
"Mean: 1.565068\n",
"Minimum: 0.000000\n",
"1st Quartile: 1.000000\n",
"Median: 2.000000\n",
"3rd Quartile: 2.000000\n",
"Maximum: 3.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"HalfBath\n",
"Summary Stats:\n",
"Mean: 0.382877\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 1.000000\n",
"Maximum: 2.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"BedroomAbvGr\n",
"Summary Stats:\n",
"Mean: 2.866438\n",
"Minimum: 0.000000\n",
"1st Quartile: 2.000000\n",
"Median: 3.000000\n",
"3rd Quartile: 3.000000\n",
"Maximum: 8.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"KitchenAbvGr\n",
"Summary Stats:\n",
"Mean: 1.046575\n",
"Minimum: 0.000000\n",
"1st Quartile: 1.000000\n",
"Median: 1.000000\n",
"3rd Quartile: 1.000000\n",
"Maximum: 3.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"KitchenQual\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 4\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"TotRmsAbvGrd\n",
"Summary Stats:\n",
"Mean: 6.517808\n",
"Minimum: 2.000000\n",
"1st Quartile: 5.000000\n",
"Median: 6.000000\n",
"3rd Quartile: 7.000000\n",
"Maximum: 14.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"Functional\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 7\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"Fireplaces\n",
"Summary Stats:\n",
"Mean: 0.613014\n",
"Minimum: 0.000000\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"1st Quartile: 0.000000\n",
"Median: 1.000000\n",
"3rd Quartile: 1.000000\n",
"Maximum: 3.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"FireplaceQu\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 6\n",
"Number Missing: 690\n",
"% Missing: 47.260274\n",
"\n",
"GarageType\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 7\n",
"Number Missing: 81\n",
"% Missing: 5.547945\n",
"\n",
"GarageYrBlt\n",
"Summary Stats:\n",
"Mean: 1978.506164\n",
"Minimum: 1900.000000\n",
"1st Quartile: 1961.000000\n",
"Median: 1980.000000\n",
"3rd Quartile: 2002.000000\n",
"Maximum: 2010.000000\n",
"Length: 1379\n",
"Type: Int64\n",
"Number Missing: 81\n",
"% Missing: 5.547945\n",
"\n",
"GarageFinish\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 4\n",
"Number Missing: 81\n",
"% Missing: 5.547945\n",
"\n",
"GarageCars\n",
"Summary Stats:\n",
"Mean: 1.767123\n",
"Minimum: 0.000000\n",
"1st Quartile: 1.000000\n",
"Median: 2.000000\n",
"3rd Quartile: 2.000000\n",
"Maximum: 4.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"GarageArea\n",
"Summary Stats:\n",
"Mean: 472.980137\n",
"Minimum: 0.000000\n",
"1st Quartile: 334.500000\n",
"Median: 480.000000\n",
"3rd Quartile: 576.000000\n",
"Maximum: 1418.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"GarageQual\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 6\n",
"Number Missing: 81\n",
"% Missing: 5.547945\n",
"\n",
"GarageCond\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 6\n",
"Number Missing: 81\n",
"% Missing: 5.547945\n",
"\n",
"PavedDrive\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 3\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"WoodDeckSF\n",
"Summary Stats:\n",
"Mean: 94.244521\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 168.000000\n",
"Maximum: 857.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"OpenPorchSF\n",
"Summary Stats:\n",
"Mean: 46.660274\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 25.000000\n",
"3rd Quartile: 68.000000\n",
"Maximum: 547.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"EnclosedPorch\n",
"Summary Stats:\n",
"Mean: 21.954110\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 552.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"x3SsnPorch\n",
"Summary Stats:\n",
"Mean: 3.409589\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 508.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"ScreenPorch\n",
"Summary Stats:\n",
"Mean: 15.060959\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 480.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"PoolArea\n",
"Summary Stats:\n",
"Mean: 2.758904\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 738.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"PoolQC\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 4\n",
"Number Missing: 1453\n",
"% Missing: 99.520548\n",
"\n",
"Fence\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 5\n",
"Number Missing: 1179\n",
"% Missing: 80.753425\n",
"\n",
"MiscFeature\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 5\n",
"Number Missing: 1406\n",
"% Missing: 96.301370\n",
"\n",
"MiscVal\n",
"Summary Stats:\n",
"Mean: 43.489041\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 15500.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"MoSold\n",
"Summary Stats:\n",
"Mean: 6.321918\n",
"Minimum: 1.000000\n",
"1st Quartile: 5.000000\n",
"Median: 6.000000\n",
"3rd Quartile: 8.000000\n",
"Maximum: 12.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"YrSold\n",
"Summary Stats:\n",
"Mean: 2007.815753\n",
"Minimum: 2006.000000\n",
"1st Quartile: 2007.000000\n",
"Median: 2008.000000\n",
"3rd Quartile: 2009.000000\n",
"Maximum: 2010.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"SaleType\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 9\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"SaleCondition\n",
"Summary Stats:\n",
"Length: 1460\n",
"Type: String\n",
"Number Unique: 6\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"SalePrice\n",
"Summary Stats:\n",
"Mean: 180921.195890\n",
"Minimum: 34900.000000\n",
"1st Quartile: 129975.000000\n",
"Median: 163000.000000\n",
"3rd Quartile: 214000.000000\n",
"Maximum: 755000.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n"
]
}
],
"source": [
"describe(train)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"MSSubClass\n",
"Summary Stats:\n",
"Mean: 56.897260\n",
"Minimum: 20.000000\n",
"1st Quartile: 20.000000\n",
"Median: 50.000000\n",
"3rd Quartile: 70.000000\n",
"Maximum: 190.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"OverallQual\n",
"Summary Stats:\n",
"Mean: 6.099315\n",
"Minimum: 1.000000\n",
"1st Quartile: 5.000000\n",
"Median: 6.000000\n",
"3rd Quartile: 7.000000\n",
"Maximum: 10.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"OverallCond\n",
"Summary Stats:\n",
"Mean: 5.575342\n",
"Minimum: 1.000000\n",
"1st Quartile: 5.000000\n",
"Median: 5.000000\n",
"3rd Quartile: 6.000000\n",
"Maximum: 9.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"LotArea\n",
"Summary Stats:\n",
"Mean: 10516.828082\n",
"Minimum: 1300.000000\n",
"1st Quartile: 7553.500000\n",
"Median: 9478.500000\n",
"3rd Quartile: 11601.500000\n",
"Maximum: 215245.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"YearBuilt\n",
"Summary Stats:\n",
"Mean: 1971.267808\n",
"Minimum: 1872.000000\n",
"1st Quartile: 1954.000000\n",
"Median: 1973.000000\n",
"3rd Quartile: 2000.000000\n",
"Maximum: 2010.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"YearRemodAdd\n",
"Summary Stats:\n",
"Mean: 1984.865753\n",
"Minimum: 1950.000000\n",
"1st Quartile: 1967.000000\n",
"Median: 1994.000000\n",
"3rd Quartile: 2004.000000\n",
"Maximum: 2010.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"MasVnrArea\n",
"Summary Stats:\n",
"Mean: 103.685262\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 166.000000\n",
"Maximum: 1600.000000\n",
"Length: 1452\n",
"Type: Int64\n",
"Number Missing: 8\n",
"% Missing: 0.547945\n",
"\n",
"BsmtFinSF1\n",
"Summary Stats:\n",
"Mean: 443.639726\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 383.500000\n",
"3rd Quartile: 712.250000\n",
"Maximum: 5644.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"BsmtFinSF2\n",
"Summary Stats:\n",
"Mean: 46.549315\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 1474.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"BsmtUnfSF\n",
"Summary Stats:\n",
"Mean: 567.240411\n",
"Minimum: 0.000000\n",
"1st Quartile: 223.000000\n",
"Median: 477.500000\n",
"3rd Quartile: 808.000000\n",
"Maximum: 2336.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"TotalBsmtSF\n",
"Summary Stats:\n",
"Mean: 1057.429452\n",
"Minimum: 0.000000\n",
"1st Quartile: 795.750000\n",
"Median: 991.500000\n",
"3rd Quartile: 1298.250000\n",
"Maximum: 6110.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"x1stFlrSF\n",
"Summary Stats:\n",
"Mean: 1162.626712\n",
"Minimum: 334.000000\n",
"1st Quartile: 882.000000\n",
"Median: 1087.000000\n",
"3rd Quartile: 1391.250000\n",
"Maximum: 4692.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"x2ndFlrSF\n",
"Summary Stats:\n",
"Mean: 346.992466\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 728.000000\n",
"Maximum: 2065.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"LowQualFinSF\n",
"Summary Stats:\n",
"Mean: 5.844521\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 572.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"GrLivArea\n",
"Summary Stats:\n",
"Mean: 1515.463699\n",
"Minimum: 334.000000\n",
"1st Quartile: 1129.500000\n",
"Median: 1464.000000\n",
"3rd Quartile: 1776.750000\n",
"Maximum: 5642.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"BsmtFullBath\n",
"Summary Stats:\n",
"Mean: 0.425342\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 1.000000\n",
"Maximum: 3.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"BsmtHalfBath\n",
"Summary Stats:\n",
"Mean: 0.057534\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 2.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"FullBath\n",
"Summary Stats:\n",
"Mean: 1.565068\n",
"Minimum: 0.000000\n",
"1st Quartile: 1.000000\n",
"Median: 2.000000\n",
"3rd Quartile: 2.000000\n",
"Maximum: 3.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"HalfBath\n",
"Summary Stats:\n",
"Mean: 0.382877\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 1.000000\n",
"Maximum: 2.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"BedroomAbvGr\n",
"Summary Stats:\n",
"Mean: 2.866438\n",
"Minimum: 0.000000\n",
"1st Quartile: 2.000000\n",
"Median: 3.000000\n",
"3rd Quartile: 3.000000\n",
"Maximum: 8.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"KitchenAbvGr\n",
"Summary Stats:\n",
"Mean: 1.046575\n",
"Minimum: 0.000000\n",
"1st Quartile: 1.000000\n",
"Median: 1.000000\n",
"3rd Quartile: 1.000000\n",
"Maximum: 3.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"TotRmsAbvGrd\n",
"Summary Stats:\n",
"Mean: 6.517808\n",
"Minimum: 2.000000\n",
"1st Quartile: 5.000000\n",
"Median: 6.000000\n",
"3rd Quartile: 7.000000\n",
"Maximum: 14.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"Fireplaces\n",
"Summary Stats:\n",
"Mean: 0.613014\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 1.000000\n",
"3rd Quartile: 1.000000\n",
"Maximum: 3.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"GarageCars\n",
"Summary Stats:\n",
"Mean: 1.767123\n",
"Minimum: 0.000000\n",
"1st Quartile: 1.000000\n",
"Median: 2.000000\n",
"3rd Quartile: 2.000000\n",
"Maximum: 4.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"GarageArea\n",
"Summary Stats:\n",
"Mean: 472.980137\n",
"Minimum: 0.000000\n",
"1st Quartile: 334.500000\n",
"Median: 480.000000\n",
"3rd Quartile: 576.000000\n",
"Maximum: 1418.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"WoodDeckSF\n",
"Summary Stats:\n",
"Mean: 94.244521\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 168.000000\n",
"Maximum: 857.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"OpenPorchSF\n",
"Summary Stats:\n",
"Mean: 46.660274\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 25.000000\n",
"3rd Quartile: 68.000000\n",
"Maximum: 547.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"EnclosedPorch\n",
"Summary Stats:\n",
"Mean: 21.954110\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 552.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"x3SsnPorch\n",
"Summary Stats:\n",
"Mean: 3.409589\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 508.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"ScreenPorch\n",
"Summary Stats:\n",
"Mean: 15.060959\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 480.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"PoolArea\n",
"Summary Stats:\n",
"Mean: 2.758904\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 738.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"MiscVal\n",
"Summary Stats:\n",
"Mean: 43.489041\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 15500.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"MoSold\n",
"Summary Stats:\n",
"Mean: 6.321918\n",
"Minimum: 1.000000\n",
"1st Quartile: 5.000000\n",
"Median: 6.000000\n",
"3rd Quartile: 8.000000\n",
"Maximum: 12.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"YrSold\n",
"Summary Stats:\n",
"Mean: 2007.815753\n",
"Minimum: 2006.000000\n",
"1st Quartile: 2007.000000\n",
"Median: 2008.000000\n",
"3rd Quartile: 2009.000000\n",
"Maximum: 2010.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n"
]
}
],
"source": [
"describe(train[:,[:MSSubClass,:OverallQual,:OverallCond,:LotArea,:YearBuilt,:YearRemodAdd,:MasVnrArea,:BsmtFinSF1,:BsmtFinSF2,:BsmtUnfSF,:TotalBsmtSF,:x1stFlrSF,:x2ndFlrSF,:LowQualFinSF,:GrLivArea,:BsmtFullBath,:BsmtHalfBath,:FullBath,:HalfBath,:BedroomAbvGr,:KitchenAbvGr,:TotRmsAbvGrd,:Fireplaces,:GarageCars,:GarageArea,:WoodDeckSF,:OpenPorchSF,:EnclosedPorch,:x3SsnPorch,:ScreenPorch,:PoolArea,:MiscVal,:MoSold,:YrSold]])"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train[isna.(train[:MasVnrArea]),:MasVnrArea] = 0"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"MSSubClass\n",
"Summary Stats:\n",
"Mean: 56.897260\n",
"Minimum: 20.000000\n",
"1st Quartile: 20.000000\n",
"Median: 50.000000\n",
"3rd Quartile: 70.000000\n",
"Maximum: 190.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"OverallQual\n",
"Summary Stats:\n",
"Mean: 6.099315\n",
"Minimum: 1.000000\n",
"1st Quartile: 5.000000\n",
"Median: 6.000000\n",
"3rd Quartile: 7.000000\n",
"Maximum: 10.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"OverallCond\n",
"Summary Stats:\n",
"Mean: 5.575342\n",
"Minimum: 1.000000\n",
"1st Quartile: 5.000000\n",
"Median: 5.000000\n",
"3rd Quartile: 6.000000\n",
"Maximum: 9.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"LotArea\n",
"Summary Stats:\n",
"Mean: 10516.828082\n",
"Minimum: 1300.000000\n",
"1st Quartile: 7553.500000\n",
"Median: 9478.500000\n",
"3rd Quartile: 11601.500000\n",
"Maximum: 215245.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"YearBuilt\n",
"Summary Stats:\n",
"Mean: 1971.267808\n",
"Minimum: 1872.000000\n",
"1st Quartile: 1954.000000\n",
"Median: 1973.000000\n",
"3rd Quartile: 2000.000000\n",
"Maximum: 2010.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"YearRemodAdd\n",
"Summary Stats:\n",
"Mean: 1984.865753\n",
"Minimum: 1950.000000\n",
"1st Quartile: 1967.000000\n",
"Median: 1994.000000\n",
"3rd Quartile: 2004.000000\n",
"Maximum: 2010.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"MasVnrArea\n",
"Summary Stats:\n",
"Mean: 103.117123\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 164.250000\n",
"Maximum: 1600.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"BsmtFinSF1\n",
"Summary Stats:\n",
"Mean: 443.639726\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 383.500000\n",
"3rd Quartile: 712.250000\n",
"Maximum: 5644.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"BsmtFinSF2\n",
"Summary Stats:\n",
"Mean: 46.549315\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 1474.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"BsmtUnfSF\n",
"Summary Stats:\n",
"Mean: 567.240411\n",
"Minimum: 0.000000\n",
"1st Quartile: 223.000000\n",
"Median: 477.500000\n",
"3rd Quartile: 808.000000\n",
"Maximum: 2336.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"TotalBsmtSF\n",
"Summary Stats:\n",
"Mean: 1057.429452\n",
"Minimum: 0.000000\n",
"1st Quartile: 795.750000\n",
"Median: 991.500000\n",
"3rd Quartile: 1298.250000\n",
"Maximum: 6110.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"x1stFlrSF\n",
"Summary Stats:\n",
"Mean: 1162.626712\n",
"Minimum: 334.000000\n",
"1st Quartile: 882.000000\n",
"Median: 1087.000000\n",
"3rd Quartile: 1391.250000\n",
"Maximum: 4692.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"x2ndFlrSF\n",
"Summary Stats:\n",
"Mean: 346.992466\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 728.000000\n",
"Maximum: 2065.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"LowQualFinSF\n",
"Summary Stats:\n",
"Mean: 5.844521\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 572.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"GrLivArea\n",
"Summary Stats:\n",
"Mean: 1515.463699\n",
"Minimum: 334.000000\n",
"1st Quartile: 1129.500000\n",
"Median: 1464.000000\n",
"3rd Quartile: 1776.750000\n",
"Maximum: 5642.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"BsmtFullBath\n",
"Summary Stats:\n",
"Mean: 0.425342\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 1.000000\n",
"Maximum: 3.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"BsmtHalfBath\n",
"Summary Stats:\n",
"Mean: 0.057534\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 2.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"FullBath\n",
"Summary Stats:\n",
"Mean: 1.565068\n",
"Minimum: 0.000000\n",
"1st Quartile: 1.000000\n",
"Median: 2.000000\n",
"3rd Quartile: 2.000000\n",
"Maximum: 3.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"HalfBath\n",
"Summary Stats:\n",
"Mean: 0.382877\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 1.000000\n",
"Maximum: 2.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"BedroomAbvGr\n",
"Summary Stats:\n",
"Mean: 2.866438\n",
"Minimum: 0.000000\n",
"1st Quartile: 2.000000\n",
"Median: 3.000000\n",
"3rd Quartile: 3.000000\n",
"Maximum: 8.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"KitchenAbvGr\n",
"Summary Stats:\n",
"Mean: 1.046575\n",
"Minimum: 0.000000\n",
"1st Quartile: 1.000000\n",
"Median: 1.000000\n",
"3rd Quartile: 1.000000\n",
"Maximum: 3.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"TotRmsAbvGrd\n",
"Summary Stats:\n",
"Mean: 6.517808\n",
"Minimum: 2.000000\n",
"1st Quartile: 5.000000\n",
"Median: 6.000000\n",
"3rd Quartile: 7.000000\n",
"Maximum: 14.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"Fireplaces\n",
"Summary Stats:\n",
"Mean: 0.613014\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 1.000000\n",
"3rd Quartile: 1.000000\n",
"Maximum: 3.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"GarageCars\n",
"Summary Stats:\n",
"Mean: 1.767123\n",
"Minimum: 0.000000\n",
"1st Quartile: 1.000000\n",
"Median: 2.000000\n",
"3rd Quartile: 2.000000\n",
"Maximum: 4.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"GarageArea\n",
"Summary Stats:\n",
"Mean: 472.980137\n",
"Minimum: 0.000000\n",
"1st Quartile: 334.500000\n",
"Median: 480.000000\n",
"3rd Quartile: 576.000000\n",
"Maximum: 1418.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"WoodDeckSF\n",
"Summary Stats:\n",
"Mean: 94.244521\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 168.000000\n",
"Maximum: 857.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"OpenPorchSF\n",
"Summary Stats:\n",
"Mean: 46.660274\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 25.000000\n",
"3rd Quartile: 68.000000\n",
"Maximum: 547.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"EnclosedPorch\n",
"Summary Stats:\n",
"Mean: 21.954110\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 552.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"x3SsnPorch\n",
"Summary Stats:\n",
"Mean: 3.409589\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 508.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"ScreenPorch\n",
"Summary Stats:\n",
"Mean: 15.060959\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 480.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"PoolArea\n",
"Summary Stats:\n",
"Mean: 2.758904\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 738.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"MiscVal\n",
"Summary Stats:\n",
"Mean: 43.489041\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 15500.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"MoSold\n",
"Summary Stats:\n",
"Mean: 6.321918\n",
"Minimum: 1.000000\n",
"1st Quartile: 5.000000\n",
"Median: 6.000000\n",
"3rd Quartile: 8.000000\n",
"Maximum: 12.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"YrSold\n",
"Summary Stats:\n",
"Mean: 2007.815753\n",
"Minimum: 2006.000000\n",
"1st Quartile: 2007.000000\n",
"Median: 2008.000000\n",
"3rd Quartile: 2009.000000\n",
"Maximum: 2010.000000\n",
"Length: 1460\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n"
]
}
],
"source": [
"describe(train[:,[:MSSubClass,:OverallQual,:OverallCond,:LotArea,:YearBuilt,:YearRemodAdd,:MasVnrArea,:BsmtFinSF1,:BsmtFinSF2,:BsmtUnfSF,:TotalBsmtSF,:x1stFlrSF,:x2ndFlrSF,:LowQualFinSF,:GrLivArea,:BsmtFullBath,:BsmtHalfBath,:FullBath,:HalfBath,:BedroomAbvGr,:KitchenAbvGr,:TotRmsAbvGrd,:Fireplaces,:GarageCars,:GarageArea,:WoodDeckSF,:OpenPorchSF,:EnclosedPorch,:x3SsnPorch,:ScreenPorch,:PoolArea,:MiscVal,:MoSold,:YrSold]])"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table class=\"data-frame\"><thead><tr><th></th><th>Id</th><th>MSSubClass</th><th>MSZoning</th><th>LotFrontage</th><th>LotArea</th><th>Street</th><th>Alley</th><th>LotShape</th><th>LandContour</th><th>Utilities</th><th>LotConfig</th><th>LandSlope</th><th>Neighborhood</th><th>Condition1</th><th>Condition2</th><th>BldgType</th><th>HouseStyle</th><th>OverallQual</th><th>OverallCond</th><th>YearBuilt</th><th>YearRemodAdd</th><th>RoofStyle</th><th>RoofMatl</th><th>Exterior1st</th><th>Exterior2nd</th><th>MasVnrType</th><th>MasVnrArea</th><th>ExterQual</th><th>ExterCond</th><th>Foundation</th><th>BsmtQual</th><th>BsmtCond</th><th>BsmtExposure</th><th>BsmtFinType1</th><th>BsmtFinSF1</th><th>BsmtFinType2</th><th>BsmtFinSF2</th><th>BsmtUnfSF</th><th>TotalBsmtSF</th><th>Heating</th><th>HeatingQC</th><th>CentralAir</th><th>Electrical</th><th>x1stFlrSF</th><th>x2ndFlrSF</th><th>LowQualFinSF</th><th>GrLivArea</th><th>BsmtFullBath</th><th>BsmtHalfBath</th><th>FullBath</th><th>HalfBath</th><th>BedroomAbvGr</th><th>KitchenAbvGr</th><th>KitchenQual</th><th>TotRmsAbvGrd</th><th>Functional</th><th>Fireplaces</th><th>FireplaceQu</th><th>GarageType</th><th>GarageYrBlt</th><th>GarageFinish</th><th>GarageCars</th><th>GarageArea</th><th>GarageQual</th><th>GarageCond</th><th>PavedDrive</th><th>WoodDeckSF</th><th>OpenPorchSF</th><th>EnclosedPorch</th><th>x3SsnPorch</th><th>ScreenPorch</th><th>PoolArea</th><th>PoolQC</th><th>Fence</th><th>MiscFeature</th><th>MiscVal</th><th>MoSold</th><th>YrSold</th><th>SaleType</th><th>SaleCondition</th></tr></thead><tbody><tr><th>1</th><td>1461</td><td>20</td><td>RH</td><td>80</td><td>11622</td><td>Pave</td><td>NA</td><td>Reg</td><td>Lvl</td><td>AllPub</td><td>Inside</td><td>Gtl</td><td>NAmes</td><td>Feedr</td><td>Norm</td><td>1Fam</td><td>1Story</td><td>5</td><td>6</td><td>1961</td><td>1961</td><td>Gable</td><td>CompShg</td><td>VinylSd</td><td>VinylSd</td><td>None</td><td>0</td><td>TA</td><td>TA</td><td>CBlock</td><td>TA</td><td>TA</td><td>No</td><td>Rec</td><td>468</td><td>LwQ</td><td>144</td><td>270</td><td>882</td><td>GasA</td><td>TA</td><td>Y</td><td>SBrkr</td><td>896</td><td>0</td><td>0</td><td>896</td><td>0</td><td>0</td><td>1</td><td>0</td><td>2</td><td>1</td><td>TA</td><td>5</td><td>Typ</td><td>0</td><td>NA</td><td>Attchd</td><td>1961</td><td>Unf</td><td>1</td><td>730</td><td>TA</td><td>TA</td><td>Y</td><td>140</td><td>0</td><td>0</td><td>0</td><td>120</td><td>0</td><td>NA</td><td>MnPrv</td><td>NA</td><td>0</td><td>6</td><td>2010</td><td>WD</td><td>Normal</td></tr><tr><th>2</th><td>1462</td><td>20</td><td>RL</td><td>81</td><td>14267</td><td>Pave</td><td>NA</td><td>IR1</td><td>Lvl</td><td>AllPub</td><td>Corner</td><td>Gtl</td><td>NAmes</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>1Story</td><td>6</td><td>6</td><td>1958</td><td>1958</td><td>Hip</td><td>CompShg</td><td>Wd Sdng</td><td>Wd Sdng</td><td>BrkFace</td><td>108</td><td>TA</td><td>TA</td><td>CBlock</td><td>TA</td><td>TA</td><td>No</td><td>ALQ</td><td>923</td><td>Unf</td><td>0</td><td>406</td><td>1329</td><td>GasA</td><td>TA</td><td>Y</td><td>SBrkr</td><td>1329</td><td>0</td><td>0</td><td>1329</td><td>0</td><td>0</td><td>1</td><td>1</td><td>3</td><td>1</td><td>Gd</td><td>6</td><td>Typ</td><td>0</td><td>NA</td><td>Attchd</td><td>1958</td><td>Unf</td><td>1</td><td>312</td><td>TA</td><td>TA</td><td>Y</td><td>393</td><td>36</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>Gar2</td><td>12500</td><td>6</td><td>2010</td><td>WD</td><td>Normal</td></tr><tr><th>3</th><td>1463</td><td>60</td><td>RL</td><td>74</td><td>13830</td><td>Pave</td><td>NA</td><td>IR1</td><td>Lvl</td><td>AllPub</td><td>Inside</td><td>Gtl</td><td>Gilbert</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>2Story</td><td>5</td><td>5</td><td>1997</td><td>1998</td><td>Gable</td><td>CompShg</td><td>VinylSd</td><td>VinylSd</td><td>None</td><td>0</td><td>TA</td><td>TA</td><td>PConc</td><td>Gd</td><td>TA</td><td>No</td><td>GLQ</td><td>791</td><td>Unf</td><td>0</td><td>137</td><td>928</td><td>GasA</td><td>Gd</td><td>Y</td><td>SBrkr</td><td>928</td><td>701</td><td>0</td><td>1629</td><td>0</td><td>0</td><td>2</td><td>1</td><td>3</td><td>1</td><td>TA</td><td>6</td><td>Typ</td><td>1</td><td>TA</td><td>Attchd</td><td>1997</td><td>Fin</td><td>2</td><td>482</td><td>TA</td><td>TA</td><td>Y</td><td>212</td><td>34</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>MnPrv</td><td>NA</td><td>0</td><td>3</td><td>2010</td><td>WD</td><td>Normal</td></tr><tr><th>4</th><td>1464</td><td>60</td><td>RL</td><td>78</td><td>9978</td><td>Pave</td><td>NA</td><td>IR1</td><td>Lvl</td><td>AllPub</td><td>Inside</td><td>Gtl</td><td>Gilbert</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>2Story</td><td>6</td><td>6</td><td>1998</td><td>1998</td><td>Gable</td><td>CompShg</td><td>VinylSd</td><td>VinylSd</td><td>BrkFace</td><td>20</td><td>TA</td><td>TA</td><td>PConc</td><td>TA</td><td>TA</td><td>No</td><td>GLQ</td><td>602</td><td>Unf</td><td>0</td><td>324</td><td>926</td><td>GasA</td><td>Ex</td><td>Y</td><td>SBrkr</td><td>926</td><td>678</td><td>0</td><td>1604</td><td>0</td><td>0</td><td>2</td><td>1</td><td>3</td><td>1</td><td>Gd</td><td>7</td><td>Typ</td><td>1</td><td>Gd</td><td>Attchd</td><td>1998</td><td>Fin</td><td>2</td><td>470</td><td>TA</td><td>TA</td><td>Y</td><td>360</td><td>36</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>6</td><td>2010</td><td>WD</td><td>Normal</td></tr><tr><th>5</th><td>1465</td><td>120</td><td>RL</td><td>43</td><td>5005</td><td>Pave</td><td>NA</td><td>IR1</td><td>HLS</td><td>AllPub</td><td>Inside</td><td>Gtl</td><td>StoneBr</td><td>Norm</td><td>Norm</td><td>TwnhsE</td><td>1Story</td><td>8</td><td>5</td><td>1992</td><td>1992</td><td>Gable</td><td>CompShg</td><td>HdBoard</td><td>HdBoard</td><td>None</td><td>0</td><td>Gd</td><td>TA</td><td>PConc</td><td>Gd</td><td>TA</td><td>No</td><td>ALQ</td><td>263</td><td>Unf</td><td>0</td><td>1017</td><td>1280</td><td>GasA</td><td>Ex</td><td>Y</td><td>SBrkr</td><td>1280</td><td>0</td><td>0</td><td>1280</td><td>0</td><td>0</td><td>2</td><td>0</td><td>2</td><td>1</td><td>Gd</td><td>5</td><td>Typ</td><td>0</td><td>NA</td><td>Attchd</td><td>1992</td><td>RFn</td><td>2</td><td>506</td><td>TA</td><td>TA</td><td>Y</td><td>0</td><td>82</td><td>0</td><td>0</td><td>144</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>1</td><td>2010</td><td>WD</td><td>Normal</td></tr><tr><th>6</th><td>1466</td><td>60</td><td>RL</td><td>75</td><td>10000</td><td>Pave</td><td>NA</td><td>IR1</td><td>Lvl</td><td>AllPub</td><td>Corner</td><td>Gtl</td><td>Gilbert</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>2Story</td><td>6</td><td>5</td><td>1993</td><td>1994</td><td>Gable</td><td>CompShg</td><td>HdBoard</td><td>HdBoard</td><td>None</td><td>0</td><td>TA</td><td>TA</td><td>PConc</td><td>Gd</td><td>TA</td><td>No</td><td>Unf</td><td>0</td><td>Unf</td><td>0</td><td>763</td><td>763</td><td>GasA</td><td>Gd</td><td>Y</td><td>SBrkr</td><td>763</td><td>892</td><td>0</td><td>1655</td><td>0</td><td>0</td><td>2</td><td>1</td><td>3</td><td>1</td><td>TA</td><td>7</td><td>Typ</td><td>1</td><td>TA</td><td>Attchd</td><td>1993</td><td>Fin</td><td>2</td><td>440</td><td>TA</td><td>TA</td><td>Y</td><td>157</td><td>84</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>4</td><td>2010</td><td>WD</td><td>Normal</td></tr><tr><th>7</th><td>1467</td><td>20</td><td>RL</td><td>NA</td><td>7980</td><td>Pave</td><td>NA</td><td>IR1</td><td>Lvl</td><td>AllPub</td><td>Inside</td><td>Gtl</td><td>Gilbert</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>1Story</td><td>6</td><td>7</td><td>1992</td><td>2007</td><td>Gable</td><td>CompShg</td><td>HdBoard</td><td>HdBoard</td><td>None</td><td>0</td><td>TA</td><td>Gd</td><td>PConc</td><td>Gd</td><td>TA</td><td>No</td><td>ALQ</td><td>935</td><td>Unf</td><td>0</td><td>233</td><td>1168</td><td>GasA</td><td>Ex</td><td>Y</td><td>SBrkr</td><td>1187</td><td>0</td><td>0</td><td>1187</td><td>1</td><td>0</td><td>2</td><td>0</td><td>3</td><td>1</td><td>TA</td><td>6</td><td>Typ</td><td>0</td><td>NA</td><td>Attchd</td><td>1992</td><td>Fin</td><td>2</td><td>420</td><td>TA</td><td>TA</td><td>Y</td><td>483</td><td>21</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>GdPrv</td><td>Shed</td><td>500</td><td>3</td><td>2010</td><td>WD</td><td>Normal</td></tr><tr><th>8</th><td>1468</td><td>60</td><td>RL</td><td>63</td><td>8402</td><td>Pave</td><td>NA</td><td>IR1</td><td>Lvl</td><td>AllPub</td><td>Inside</td><td>Gtl</td><td>Gilbert</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>2Story</td><td>6</td><td>5</td><td>1998</td><td>1998</td><td>Gable</td><td>CompShg</td><td>VinylSd</td><td>VinylSd</td><td>None</td><td>0</td><td>TA</td><td>TA</td><td>PConc</td><td>Gd</td><td>TA</td><td>No</td><td>Unf</td><td>0</td><td>Unf</td><td>0</td><td>789</td><td>789</td><td>GasA</td><td>Gd</td><td>Y</td><td>SBrkr</td><td>789</td><td>676</td><td>0</td><td>1465</td><td>0</td><td>0</td><td>2</td><td>1</td><td>3</td><td>1</td><td>TA</td><td>7</td><td>Typ</td><td>1</td><td>Gd</td><td>Attchd</td><td>1998</td><td>Fin</td><td>2</td><td>393</td><td>TA</td><td>TA</td><td>Y</td><td>0</td><td>75</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>5</td><td>2010</td><td>WD</td><td>Normal</td></tr><tr><th>9</th><td>1469</td><td>20</td><td>RL</td><td>85</td><td>10176</td><td>Pave</td><td>NA</td><td>Reg</td><td>Lvl</td><td>AllPub</td><td>Inside</td><td>Gtl</td><td>Gilbert</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>1Story</td><td>7</td><td>5</td><td>1990</td><td>1990</td><td>Gable</td><td>CompShg</td><td>HdBoard</td><td>HdBoard</td><td>None</td><td>0</td><td>TA</td><td>TA</td><td>PConc</td><td>Gd</td><td>TA</td><td>Gd</td><td>GLQ</td><td>637</td><td>Unf</td><td>0</td><td>663</td><td>1300</td><td>GasA</td><td>Gd</td><td>Y</td><td>SBrkr</td><td>1341</td><td>0</td><td>0</td><td>1341</td><td>1</td><td>0</td><td>1</td><td>1</td><td>2</td><td>1</td><td>Gd</td><td>5</td><td>Typ</td><td>1</td><td>Po</td><td>Attchd</td><td>1990</td><td>Unf</td><td>2</td><td>506</td><td>TA</td><td>TA</td><td>Y</td><td>192</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>2</td><td>2010</td><td>WD</td><td>Normal</td></tr><tr><th>10</th><td>1470</td><td>20</td><td>RL</td><td>70</td><td>8400</td><td>Pave</td><td>NA</td><td>Reg</td><td>Lvl</td><td>AllPub</td><td>Corner</td><td>Gtl</td><td>NAmes</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>1Story</td><td>4</td><td>5</td><td>1970</td><td>1970</td><td>Gable</td><td>CompShg</td><td>Plywood</td><td>Plywood</td><td>None</td><td>0</td><td>TA</td><td>TA</td><td>CBlock</td><td>TA</td><td>TA</td><td>No</td><td>ALQ</td><td>804</td><td>Rec</td><td>78</td><td>0</td><td>882</td><td>GasA</td><td>TA</td><td>Y</td><td>SBrkr</td><td>882</td><td>0</td><td>0</td><td>882</td><td>1</td><td>0</td><td>1</td><td>0</td><td>2</td><td>1</td><td>TA</td><td>4</td><td>Typ</td><td>0</td><td>NA</td><td>Attchd</td><td>1970</td><td>Fin</td><td>2</td><td>525</td><td>TA</td><td>TA</td><td>Y</td><td>240</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>MnPrv</td><td>NA</td><td>0</td><td>4</td><td>2010</td><td>WD</td><td>Normal</td></tr><tr><th>11</th><td>1471</td><td>120</td><td>RH</td><td>26</td><td>5858</td><td>Pave</td><td>NA</td><td>IR1</td><td>Lvl</td><td>AllPub</td><td>FR2</td><td>Gtl</td><td>NAmes</td><td>Norm</td><td>Norm</td><td>TwnhsE</td><td>1Story</td><td>7</td><td>5</td><td>1999</td><td>1999</td><td>Gable</td><td>CompShg</td><td>MetalSd</td><td>MetalSd</td><td>None</td><td>0</td><td>Gd</td><td>TA</td><td>PConc</td><td>Gd</td><td>TA</td><td>No</td><td>GLQ</td><td>1051</td><td>BLQ</td><td>0</td><td>354</td><td>1405</td><td>GasA</td><td>Ex</td><td>Y</td><td>SBrkr</td><td>1337</td><td>0</td><td>0</td><td>1337</td><td>1</td><td>0</td><td>2</td><td>0</td><td>2</td><td>1</td><td>Gd</td><td>5</td><td>Typ</td><td>1</td><td>Fa</td><td>Attchd</td><td>1999</td><td>Fin</td><td>2</td><td>511</td><td>TA</td><td>TA</td><td>Y</td><td>203</td><td>68</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>6</td><td>2010</td><td>WD</td><td>Normal</td></tr><tr><th>12</th><td>1472</td><td>160</td><td>RM</td><td>21</td><td>1680</td><td>Pave</td><td>NA</td><td>Reg</td><td>Lvl</td><td>AllPub</td><td>Inside</td><td>Gtl</td><td>BrDale</td><td>Norm</td><td>Norm</td><td>Twnhs</td><td>2Story</td><td>6</td><td>5</td><td>1971</td><td>1971</td><td>Gable</td><td>CompShg</td><td>HdBoard</td><td>HdBoard</td><td>BrkFace</td><td>504</td><td>TA</td><td>TA</td><td>CBlock</td><td>TA</td><td>TA</td><td>No</td><td>Rec</td><td>156</td><td>Unf</td><td>0</td><td>327</td><td>483</td><td>GasA</td><td>TA</td><td>Y</td><td>SBrkr</td><td>483</td><td>504</td><td>0</td><td>987</td><td>0</td><td>0</td><td>1</td><td>1</td><td>2</td><td>1</td><td>TA</td><td>5</td><td>Typ</td><td>0</td><td>NA</td><td>Detchd</td><td>1971</td><td>Unf</td><td>1</td><td>264</td><td>TA</td><td>TA</td><td>Y</td><td>275</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>2</td><td>2010</td><td>COD</td><td>Normal</td></tr><tr><th>13</th><td>1473</td><td>160</td><td>RM</td><td>21</td><td>1680</td><td>Pave</td><td>NA</td><td>Reg</td><td>Lvl</td><td>AllPub</td><td>Inside</td><td>Gtl</td><td>BrDale</td><td>Norm</td><td>Norm</td><td>Twnhs</td><td>2Story</td><td>5</td><td>5</td><td>1971</td><td>1971</td><td>Gable</td><td>CompShg</td><td>HdBoard</td><td>HdBoard</td><td>BrkFace</td><td>492</td><td>TA</td><td>TA</td><td>CBlock</td><td>TA</td><td>TA</td><td>No</td><td>Rec</td><td>300</td><td>Unf</td><td>0</td><td>225</td><td>525</td><td>GasA</td><td>TA</td><td>Y</td><td>SBrkr</td><td>525</td><td>567</td><td>0</td><td>1092</td><td>0</td><td>0</td><td>1</td><td>1</td><td>3</td><td>1</td><td>TA</td><td>6</td><td>Typ</td><td>0</td><td>NA</td><td>Detchd</td><td>1997</td><td>Unf</td><td>1</td><td>320</td><td>TA</td><td>TA</td><td>Y</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>3</td><td>2010</td><td>WD</td><td>Normal</td></tr><tr><th>14</th><td>1474</td><td>160</td><td>RL</td><td>24</td><td>2280</td><td>Pave</td><td>NA</td><td>Reg</td><td>Lvl</td><td>AllPub</td><td>FR2</td><td>Gtl</td><td>NPkVill</td><td>Norm</td><td>Norm</td><td>Twnhs</td><td>2Story</td><td>6</td><td>6</td><td>1975</td><td>1975</td><td>Gable</td><td>CompShg</td><td>Plywood</td><td>Brk Cmn</td><td>None</td><td>0</td><td>TA</td><td>TA</td><td>CBlock</td><td>TA</td><td>TA</td><td>No</td><td>ALQ</td><td>514</td><td>Unf</td><td>0</td><td>341</td><td>855</td><td>GasA</td><td>TA</td><td>Y</td><td>SBrkr</td><td>855</td><td>601</td><td>0</td><td>1456</td><td>0</td><td>0</td><td>2</td><td>1</td><td>3</td><td>1</td><td>Gd</td><td>6</td><td>Typ</td><td>1</td><td>TA</td><td>Attchd</td><td>1975</td><td>Unf</td><td>2</td><td>440</td><td>TA</td><td>TA</td><td>Y</td><td>173</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>6</td><td>2010</td><td>WD</td><td>Normal</td></tr><tr><th>15</th><td>1475</td><td>120</td><td>RL</td><td>24</td><td>2280</td><td>Pave</td><td>NA</td><td>Reg</td><td>Lvl</td><td>AllPub</td><td>FR2</td><td>Gtl</td><td>NPkVill</td><td>Norm</td><td>Norm</td><td>Twnhs</td><td>1Story</td><td>7</td><td>6</td><td>1975</td><td>1975</td><td>Gable</td><td>CompShg</td><td>Plywood</td><td>Brk Cmn</td><td>None</td><td>0</td><td>TA</td><td>TA</td><td>CBlock</td><td>Gd</td><td>TA</td><td>No</td><td>Unf</td><td>0</td><td>Unf</td><td>0</td><td>836</td><td>836</td><td>GasA</td><td>Ex</td><td>Y</td><td>SBrkr</td><td>836</td><td>0</td><td>0</td><td>836</td><td>0</td><td>0</td><td>1</td><td>0</td><td>2</td><td>1</td><td>TA</td><td>4</td><td>Typ</td><td>0</td><td>NA</td><td>Attchd</td><td>1975</td><td>Unf</td><td>1</td><td>308</td><td>TA</td><td>TA</td><td>Y</td><td>0</td><td>30</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>6</td><td>2010</td><td>WD</td><td>Normal</td></tr><tr><th>16</th><td>1476</td><td>60</td><td>RL</td><td>102</td><td>12858</td><td>Pave</td><td>NA</td><td>IR1</td><td>Lvl</td><td>AllPub</td><td>Inside</td><td>Gtl</td><td>NridgHt</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>2Story</td><td>9</td><td>5</td><td>2009</td><td>2010</td><td>Gable</td><td>CompShg</td><td>VinylSd</td><td>VinylSd</td><td>Stone</td><td>162</td><td>Ex</td><td>TA</td><td>PConc</td><td>Ex</td><td>TA</td><td>No</td><td>Unf</td><td>0</td><td>Unf</td><td>0</td><td>1590</td><td>1590</td><td>GasA</td><td>Ex</td><td>Y</td><td>SBrkr</td><td>1627</td><td>707</td><td>0</td><td>2334</td><td>0</td><td>0</td><td>2</td><td>1</td><td>3</td><td>1</td><td>Ex</td><td>10</td><td>Typ</td><td>1</td><td>Gd</td><td>Attchd</td><td>2009</td><td>Fin</td><td>3</td><td>751</td><td>TA</td><td>TA</td><td>Y</td><td>144</td><td>133</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>1</td><td>2010</td><td>New</td><td>Partial</td></tr><tr><th>17</th><td>1477</td><td>20</td><td>RL</td><td>94</td><td>12883</td><td>Pave</td><td>NA</td><td>IR1</td><td>Lvl</td><td>AllPub</td><td>Corner</td><td>Gtl</td><td>NridgHt</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>1Story</td><td>8</td><td>5</td><td>2009</td><td>2010</td><td>Gable</td><td>CompShg</td><td>VinylSd</td><td>VinylSd</td><td>Stone</td><td>256</td><td>Gd</td><td>TA</td><td>PConc</td><td>Gd</td><td>TA</td><td>No</td><td>Unf</td><td>0</td><td>Unf</td><td>0</td><td>1544</td><td>1544</td><td>GasA</td><td>Ex</td><td>Y</td><td>SBrkr</td><td>1544</td><td>0</td><td>0</td><td>1544</td><td>0</td><td>0</td><td>2</td><td>0</td><td>3</td><td>1</td><td>Gd</td><td>7</td><td>Typ</td><td>0</td><td>NA</td><td>Attchd</td><td>2009</td><td>RFn</td><td>3</td><td>868</td><td>TA</td><td>TA</td><td>Y</td><td>0</td><td>35</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>6</td><td>2010</td><td>New</td><td>Partial</td></tr><tr><th>18</th><td>1478</td><td>20</td><td>RL</td><td>90</td><td>11520</td><td>Pave</td><td>NA</td><td>Reg</td><td>Lvl</td><td>AllPub</td><td>Inside</td><td>Gtl</td><td>NridgHt</td><td>PosN</td><td>Norm</td><td>1Fam</td><td>1Story</td><td>9</td><td>5</td><td>2005</td><td>2005</td><td>Hip</td><td>CompShg</td><td>VinylSd</td><td>VinylSd</td><td>BrkFace</td><td>615</td><td>Gd</td><td>TA</td><td>PConc</td><td>Ex</td><td>TA</td><td>No</td><td>GLQ</td><td>110</td><td>Unf</td><td>0</td><td>1588</td><td>1698</td><td>GasA</td><td>Ex</td><td>Y</td><td>SBrkr</td><td>1698</td><td>0</td><td>0</td><td>1698</td><td>0</td><td>0</td><td>2</td><td>0</td><td>3</td><td>1</td><td>Ex</td><td>7</td><td>Typ</td><td>1</td><td>Gd</td><td>Attchd</td><td>2005</td><td>Fin</td><td>3</td><td>730</td><td>TA</td><td>TA</td><td>Y</td><td>192</td><td>74</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>6</td><td>2010</td><td>WD</td><td>Normal</td></tr><tr><th>19</th><td>1479</td><td>20</td><td>RL</td><td>79</td><td>14122</td><td>Pave</td><td>NA</td><td>IR1</td><td>Lvl</td><td>AllPub</td><td>Inside</td><td>Gtl</td><td>NridgHt</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>1Story</td><td>8</td><td>5</td><td>2005</td><td>2006</td><td>Hip</td><td>CompShg</td><td>CemntBd</td><td>CmentBd</td><td>BrkFace</td><td>240</td><td>Gd</td><td>TA</td><td>PConc</td><td>Ex</td><td>TA</td><td>No</td><td>GLQ</td><td>28</td><td>Unf</td><td>0</td><td>1794</td><td>1822</td><td>GasA</td><td>Ex</td><td>Y</td><td>SBrkr</td><td>1822</td><td>0</td><td>0</td><td>1822</td><td>0</td><td>0</td><td>2</td><td>0</td><td>3</td><td>1</td><td>Ex</td><td>8</td><td>Typ</td><td>1</td><td>Gd</td><td>Attchd</td><td>2005</td><td>RFn</td><td>3</td><td>678</td><td>TA</td><td>TA</td><td>Y</td><td>0</td><td>119</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>2</td><td>2010</td><td>WD</td><td>Normal</td></tr><tr><th>20</th><td>1480</td><td>20</td><td>RL</td><td>110</td><td>14300</td><td>Pave</td><td>NA</td><td>Reg</td><td>HLS</td><td>AllPub</td><td>Inside</td><td>Mod</td><td>NridgHt</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>1Story</td><td>9</td><td>5</td><td>2003</td><td>2004</td><td>Hip</td><td>CompShg</td><td>VinylSd</td><td>VinylSd</td><td>BrkFace</td><td>1095</td><td>Ex</td><td>TA</td><td>PConc</td><td>Ex</td><td>TA</td><td>Gd</td><td>GLQ</td><td>1373</td><td>Unf</td><td>0</td><td>1473</td><td>2846</td><td>GasA</td><td>Ex</td><td>Y</td><td>SBrkr</td><td>2696</td><td>0</td><td>0</td><td>2696</td><td>1</td><td>0</td><td>2</td><td>1</td><td>3</td><td>1</td><td>Ex</td><td>10</td><td>Typ</td><td>2</td><td>Gd</td><td>Attchd</td><td>2003</td><td>Fin</td><td>3</td><td>958</td><td>TA</td><td>TA</td><td>Y</td><td>220</td><td>150</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>6</td><td>2010</td><td>WD</td><td>Normal</td></tr><tr><th>21</th><td>1481</td><td>60</td><td>RL</td><td>105</td><td>13650</td><td>Pave</td><td>NA</td><td>Reg</td><td>Lvl</td><td>AllPub</td><td>Corner</td><td>Gtl</td><td>NridgHt</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>2Story</td><td>8</td><td>5</td><td>2002</td><td>2002</td><td>Gable</td><td>CompShg</td><td>VinylSd</td><td>VinylSd</td><td>BrkFace</td><td>232</td><td>Gd</td><td>TA</td><td>PConc</td><td>Gd</td><td>TA</td><td>Gd</td><td>GLQ</td><td>578</td><td>Unf</td><td>0</td><td>1093</td><td>1671</td><td>GasA</td><td>Ex</td><td>Y</td><td>SBrkr</td><td>1687</td><td>563</td><td>0</td><td>2250</td><td>1</td><td>0</td><td>2</td><td>1</td><td>3</td><td>1</td><td>Gd</td><td>7</td><td>Typ</td><td>1</td><td>Ex</td><td>Attchd</td><td>2002</td><td>Fin</td><td>3</td><td>756</td><td>TA</td><td>TA</td><td>Y</td><td>238</td><td>130</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>6</td><td>2010</td><td>WD</td><td>Normal</td></tr><tr><th>22</th><td>1482</td><td>120</td><td>RL</td><td>41</td><td>7132</td><td>Pave</td><td>NA</td><td>IR1</td><td>Lvl</td><td>AllPub</td><td>Inside</td><td>Gtl</td><td>NridgHt</td><td>Norm</td><td>Norm</td><td>TwnhsE</td><td>1Story</td><td>8</td><td>5</td><td>2006</td><td>2006</td><td>Gable</td><td>CompShg</td><td>VinylSd</td><td>VinylSd</td><td>Stone</td><td>178</td><td>Gd</td><td>TA</td><td>PConc</td><td>Gd</td><td>TA</td><td>Mn</td><td>GLQ</td><td>24</td><td>Unf</td><td>0</td><td>1346</td><td>1370</td><td>GasA</td><td>Ex</td><td>Y</td><td>SBrkr</td><td>1370</td><td>0</td><td>0</td><td>1370</td><td>0</td><td>0</td><td>2</td><td>0</td><td>2</td><td>1</td><td>Gd</td><td>6</td><td>Typ</td><td>1</td><td>Gd</td><td>Attchd</td><td>2006</td><td>RFn</td><td>2</td><td>484</td><td>TA</td><td>TA</td><td>Y</td><td>120</td><td>49</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>4</td><td>2010</td><td>WD</td><td>Normal</td></tr><tr><th>23</th><td>1483</td><td>20</td><td>RL</td><td>100</td><td>18494</td><td>Pave</td><td>NA</td><td>IR1</td><td>Lvl</td><td>AllPub</td><td>Corner</td><td>Gtl</td><td>Gilbert</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>1Story</td><td>6</td><td>5</td><td>2005</td><td>2005</td><td>Gable</td><td>CompShg</td><td>VinylSd</td><td>VinylSd</td><td>None</td><td>0</td><td>Gd</td><td>TA</td><td>PConc</td><td>Gd</td><td>TA</td><td>No</td><td>Unf</td><td>0</td><td>Unf</td><td>0</td><td>1324</td><td>1324</td><td>GasA</td><td>Ex</td><td>Y</td><td>SBrkr</td><td>1324</td><td>0</td><td>0</td><td>1324</td><td>0</td><td>0</td><td>2</td><td>0</td><td>3</td><td>1</td><td>Gd</td><td>6</td><td>Typ</td><td>0</td><td>NA</td><td>Attchd</td><td>2005</td><td>Fin</td><td>2</td><td>430</td><td>TA</td><td>TA</td><td>Y</td><td>36</td><td>23</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>1</td><td>2010</td><td>WD</td><td>Normal</td></tr><tr><th>24</th><td>1484</td><td>120</td><td>RL</td><td>43</td><td>3203</td><td>Pave</td><td>NA</td><td>Reg</td><td>Lvl</td><td>AllPub</td><td>Inside</td><td>Gtl</td><td>Blmngtn</td><td>Norm</td><td>Norm</td><td>TwnhsE</td><td>1Story</td><td>7</td><td>5</td><td>2006</td><td>2006</td><td>Gable</td><td>CompShg</td><td>VinylSd</td><td>VinylSd</td><td>BrkFace</td><td>14</td><td>Gd</td><td>TA</td><td>PConc</td><td>Gd</td><td>TA</td><td>Av</td><td>GLQ</td><td>16</td><td>Unf</td><td>0</td><td>1129</td><td>1145</td><td>GasA</td><td>Ex</td><td>Y</td><td>SBrkr</td><td>1145</td><td>0</td><td>0</td><td>1145</td><td>0</td><td>0</td><td>2</td><td>0</td><td>2</td><td>1</td><td>Gd</td><td>6</td><td>Typ</td><td>0</td><td>NA</td><td>Attchd</td><td>2006</td><td>Fin</td><td>2</td><td>437</td><td>TA</td><td>TA</td><td>Y</td><td>100</td><td>116</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>1</td><td>2010</td><td>WD</td><td>Normal</td></tr><tr><th>25</th><td>1485</td><td>80</td><td>RL</td><td>67</td><td>13300</td><td>Pave</td><td>NA</td><td>IR1</td><td>Lvl</td><td>AllPub</td><td>Inside</td><td>Gtl</td><td>Gilbert</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>SLvl</td><td>7</td><td>5</td><td>2004</td><td>2004</td><td>Gable</td><td>CompShg</td><td>VinylSd</td><td>VinylSd</td><td>None</td><td>0</td><td>Gd</td><td>TA</td><td>PConc</td><td>Gd</td><td>TA</td><td>No</td><td>GLQ</td><td>326</td><td>Unf</td><td>0</td><td>58</td><td>384</td><td>GasA</td><td>Ex</td><td>Y</td><td>SBrkr</td><td>744</td><td>630</td><td>0</td><td>1374</td><td>1</td><td>0</td><td>2</td><td>1</td><td>3</td><td>1</td><td>Gd</td><td>7</td><td>Typ</td><td>1</td><td>Gd</td><td>BuiltIn</td><td>2004</td><td>Fin</td><td>2</td><td>400</td><td>TA</td><td>TA</td><td>Y</td><td>100</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>6</td><td>2010</td><td>WD</td><td>Normal</td></tr><tr><th>26</th><td>1486</td><td>60</td><td>RL</td><td>63</td><td>8577</td><td>Pave</td><td>NA</td><td>IR1</td><td>Lvl</td><td>AllPub</td><td>Inside</td><td>Gtl</td><td>Gilbert</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>2Story</td><td>7</td><td>5</td><td>2004</td><td>2004</td><td>Gable</td><td>CompShg</td><td>VinylSd</td><td>VinylSd</td><td>None</td><td>0</td><td>Gd</td><td>TA</td><td>PConc</td><td>Gd</td><td>TA</td><td>No</td><td>Unf</td><td>0</td><td>Unf</td><td>0</td><td>847</td><td>847</td><td>GasA</td><td>Ex</td><td>Y</td><td>SBrkr</td><td>847</td><td>886</td><td>0</td><td>1733</td><td>0</td><td>0</td><td>2</td><td>1</td><td>3</td><td>1</td><td>Gd</td><td>7</td><td>Typ</td><td>1</td><td>Gd</td><td>BuiltIn</td><td>2004</td><td>Fin</td><td>2</td><td>433</td><td>TA</td><td>TA</td><td>Y</td><td>144</td><td>48</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>4</td><td>2010</td><td>WD</td><td>Normal</td></tr><tr><th>27</th><td>1487</td><td>60</td><td>RL</td><td>60</td><td>17433</td><td>Pave</td><td>NA</td><td>IR2</td><td>Lvl</td><td>AllPub</td><td>CulDSac</td><td>Gtl</td><td>NoRidge</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>2Story</td><td>8</td><td>5</td><td>1998</td><td>1998</td><td>Hip</td><td>CompShg</td><td>VinylSd</td><td>VinylSd</td><td>BrkFace</td><td>114</td><td>Gd</td><td>TA</td><td>PConc</td><td>Ex</td><td>TA</td><td>No</td><td>Unf</td><td>0</td><td>Unf</td><td>0</td><td>1629</td><td>1629</td><td>GasA</td><td>Ex</td><td>Y</td><td>SBrkr</td><td>1645</td><td>830</td><td>0</td><td>2475</td><td>0</td><td>0</td><td>2</td><td>1</td><td>4</td><td>1</td><td>Gd</td><td>7</td><td>Typ</td><td>1</td><td>TA</td><td>Attchd</td><td>1998</td><td>Fin</td><td>3</td><td>962</td><td>TA</td><td>TA</td><td>Y</td><td>23</td><td>172</td><td>0</td><td>0</td><td>256</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>1</td><td>2010</td><td>WD</td><td>Normal</td></tr><tr><th>28</th><td>1488</td><td>20</td><td>RL</td><td>73</td><td>8987</td><td>Pave</td><td>NA</td><td>Reg</td><td>Lvl</td><td>AllPub</td><td>Inside</td><td>Gtl</td><td>Somerst</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>1Story</td><td>8</td><td>5</td><td>2005</td><td>2006</td><td>Gable</td><td>CompShg</td><td>VinylSd</td><td>VinylSd</td><td>BrkFace</td><td>226</td><td>Gd</td><td>TA</td><td>PConc</td><td>Gd</td><td>TA</td><td>NA</td><td>Unf</td><td>0</td><td>Unf</td><td>0</td><td>1595</td><td>1595</td><td>GasA</td><td>Ex</td><td>Y</td><td>SBrkr</td><td>1595</td><td>0</td><td>0</td><td>1595</td><td>0</td><td>0</td><td>2</td><td>0</td><td>2</td><td>1</td><td>Gd</td><td>6</td><td>Typ</td><td>1</td><td>Gd</td><td>Attchd</td><td>2005</td><td>RFn</td><td>3</td><td>880</td><td>TA</td><td>TA</td><td>Y</td><td>144</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>5</td><td>2010</td><td>WD</td><td>Normal</td></tr><tr><th>29</th><td>1489</td><td>20</td><td>FV</td><td>92</td><td>9215</td><td>Pave</td><td>NA</td><td>Reg</td><td>Lvl</td><td>AllPub</td><td>Inside</td><td>Gtl</td><td>Somerst</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>1Story</td><td>7</td><td>5</td><td>2009</td><td>2010</td><td>Hip</td><td>CompShg</td><td>VinylSd</td><td>VinylSd</td><td>None</td><td>0</td><td>Gd</td><td>TA</td><td>PConc</td><td>Gd</td><td>TA</td><td>No</td><td>Unf</td><td>0</td><td>Unf</td><td>0</td><td>1218</td><td>1218</td><td>GasA</td><td>Ex</td><td>Y</td><td>SBrkr</td><td>1218</td><td>0</td><td>0</td><td>1218</td><td>0</td><td>0</td><td>2</td><td>0</td><td>2</td><td>1</td><td>Gd</td><td>4</td><td>Typ</td><td>0</td><td>NA</td><td>Attchd</td><td>2009</td><td>RFn</td><td>2</td><td>676</td><td>TA</td><td>TA</td><td>Y</td><td>0</td><td>136</td><td>0</td><td>0</td><td>0</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>4</td><td>2010</td><td>New</td><td>Partial</td></tr><tr><th>30</th><td>1490</td><td>20</td><td>FV</td><td>84</td><td>10440</td><td>Pave</td><td>NA</td><td>Reg</td><td>Lvl</td><td>AllPub</td><td>Corner</td><td>Gtl</td><td>Somerst</td><td>Norm</td><td>Norm</td><td>1Fam</td><td>1Story</td><td>6</td><td>5</td><td>2005</td><td>2005</td><td>Gable</td><td>CompShg</td><td>VinylSd</td><td>VinylSd</td><td>None</td><td>0</td><td>Gd</td><td>TA</td><td>PConc</td><td>Ex</td><td>TA</td><td>No</td><td>GLQ</td><td>1414</td><td>Unf</td><td>0</td><td>54</td><td>1468</td><td>GasA</td><td>Ex</td><td>Y</td><td>SBrkr</td><td>1468</td><td>0</td><td>0</td><td>1468</td><td>1</td><td>0</td><td>2</td><td>0</td><td>2</td><td>1</td><td>Gd</td><td>6</td><td>Typ</td><td>1</td><td>Gd</td><td>Attchd</td><td>2005</td><td>Fin</td><td>2</td><td>528</td><td>TA</td><td>TA</td><td>Y</td><td>0</td><td>102</td><td>0</td><td>0</td><td>216</td><td>0</td><td>NA</td><td>NA</td><td>NA</td><td>0</td><td>5</td><td>2010</td><td>WD</td><td>Normal</td></tr><tr><th>&vellip;</th><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td></tr></tbody></table>"
],
"text/plain": [
"1459×80 DataFrames.DataFrame\n",
"│ Row │ Id │ MSSubClass │ MSZoning │ LotFrontage │ LotArea │ Street │ Alley │\n",
"├──────┼──────┼────────────┼──────────┼─────────────┼─────────┼────────┼───────┤\n",
"│ 1 │ 1461 │ 20 │ \"RH\" │ 80 │ 11622 │ \"Pave\" │ NA │\n",
"│ 2 │ 1462 │ 20 │ \"RL\" │ 81 │ 14267 │ \"Pave\" │ NA │\n",
"│ 3 │ 1463 │ 60 │ \"RL\" │ 74 │ 13830 │ \"Pave\" │ NA │\n",
"│ 4 │ 1464 │ 60 │ \"RL\" │ 78 │ 9978 │ \"Pave\" │ NA │\n",
"│ 5 │ 1465 │ 120 │ \"RL\" │ 43 │ 5005 │ \"Pave\" │ NA │\n",
"│ 6 │ 1466 │ 60 │ \"RL\" │ 75 │ 10000 │ \"Pave\" │ NA │\n",
"│ 7 │ 1467 │ 20 │ \"RL\" │ NA │ 7980 │ \"Pave\" │ NA │\n",
"│ 8 │ 1468 │ 60 │ \"RL\" │ 63 │ 8402 │ \"Pave\" │ NA │\n",
"│ 9 │ 1469 │ 20 │ \"RL\" │ 85 │ 10176 │ \"Pave\" │ NA │\n",
"│ 10 │ 1470 │ 20 │ \"RL\" │ 70 │ 8400 │ \"Pave\" │ NA │\n",
"│ 11 │ 1471 │ 120 │ \"RH\" │ 26 │ 5858 │ \"Pave\" │ NA │\n",
"⋮\n",
"│ 1448 │ 2908 │ 20 │ \"RL\" │ 58 │ 10172 │ \"Pave\" │ NA │\n",
"│ 1449 │ 2909 │ 90 │ \"RL\" │ NA │ 11836 │ \"Pave\" │ NA │\n",
"│ 1450 │ 2910 │ 180 │ \"RM\" │ 21 │ 1470 │ \"Pave\" │ NA │\n",
"│ 1451 │ 2911 │ 160 │ \"RM\" │ 21 │ 1484 │ \"Pave\" │ NA │\n",
"│ 1452 │ 2912 │ 20 │ \"RL\" │ 80 │ 13384 │ \"Pave\" │ NA │\n",
"│ 1453 │ 2913 │ 160 │ \"RM\" │ 21 │ 1533 │ \"Pave\" │ NA │\n",
"│ 1454 │ 2914 │ 160 │ \"RM\" │ 21 │ 1526 │ \"Pave\" │ NA │\n",
"│ 1455 │ 2915 │ 160 │ \"RM\" │ 21 │ 1936 │ \"Pave\" │ NA │\n",
"│ 1456 │ 2916 │ 160 │ \"RM\" │ 21 │ 1894 │ \"Pave\" │ NA │\n",
"│ 1457 │ 2917 │ 20 │ \"RL\" │ 160 │ 20000 │ \"Pave\" │ NA │\n",
"│ 1458 │ 2918 │ 85 │ \"RL\" │ 62 │ 10441 │ \"Pave\" │ NA │\n",
"│ 1459 │ 2919 │ 60 │ \"RL\" │ 74 │ 9627 │ \"Pave\" │ NA │\n",
"\n",
"│ Row │ LotShape │ LandContour │ Utilities │ LotConfig │ LandSlope │\n",
"├──────┼──────────┼─────────────┼───────────┼───────────┼───────────┤\n",
"│ 1 │ \"Reg\" │ \"Lvl\" │ \"AllPub\" │ \"Inside\" │ \"Gtl\" │\n",
"│ 2 │ \"IR1\" │ \"Lvl\" │ \"AllPub\" │ \"Corner\" │ \"Gtl\" │\n",
"│ 3 │ \"IR1\" │ \"Lvl\" │ \"AllPub\" │ \"Inside\" │ \"Gtl\" │\n",
"│ 4 │ \"IR1\" │ \"Lvl\" │ \"AllPub\" │ \"Inside\" │ \"Gtl\" │\n",
"│ 5 │ \"IR1\" │ \"HLS\" │ \"AllPub\" │ \"Inside\" │ \"Gtl\" │\n",
"│ 6 │ \"IR1\" │ \"Lvl\" │ \"AllPub\" │ \"Corner\" │ \"Gtl\" │\n",
"│ 7 │ \"IR1\" │ \"Lvl\" │ \"AllPub\" │ \"Inside\" │ \"Gtl\" │\n",
"│ 8 │ \"IR1\" │ \"Lvl\" │ \"AllPub\" │ \"Inside\" │ \"Gtl\" │\n",
"│ 9 │ \"Reg\" │ \"Lvl\" │ \"AllPub\" │ \"Inside\" │ \"Gtl\" │\n",
"│ 10 │ \"Reg\" │ \"Lvl\" │ \"AllPub\" │ \"Corner\" │ \"Gtl\" │\n",
"│ 11 │ \"IR1\" │ \"Lvl\" │ \"AllPub\" │ \"FR2\" │ \"Gtl\" │\n",
"⋮\n",
"│ 1448 │ \"IR1\" │ \"Lvl\" │ \"AllPub\" │ \"Inside\" │ \"Gtl\" │\n",
"│ 1449 │ \"IR1\" │ \"Lvl\" │ \"AllPub\" │ \"Corner\" │ \"Gtl\" │\n",
"│ 1450 │ \"Reg\" │ \"Lvl\" │ \"AllPub\" │ \"Inside\" │ \"Gtl\" │\n",
"│ 1451 │ \"Reg\" │ \"Lvl\" │ \"AllPub\" │ \"Inside\" │ \"Gtl\" │\n",
"│ 1452 │ \"Reg\" │ \"Lvl\" │ \"AllPub\" │ \"Inside\" │ \"Mod\" │\n",
"│ 1453 │ \"Reg\" │ \"Lvl\" │ \"AllPub\" │ \"Inside\" │ \"Gtl\" │\n",
"│ 1454 │ \"Reg\" │ \"Lvl\" │ \"AllPub\" │ \"Inside\" │ \"Gtl\" │\n",
"│ 1455 │ \"Reg\" │ \"Lvl\" │ \"AllPub\" │ \"Inside\" │ \"Gtl\" │\n",
"│ 1456 │ \"Reg\" │ \"Lvl\" │ \"AllPub\" │ \"Inside\" │ \"Gtl\" │\n",
"│ 1457 │ \"Reg\" │ \"Lvl\" │ \"AllPub\" │ \"Inside\" │ \"Gtl\" │\n",
"│ 1458 │ \"Reg\" │ \"Lvl\" │ \"AllPub\" │ \"Inside\" │ \"Gtl\" │\n",
"│ 1459 │ \"Reg\" │ \"Lvl\" │ \"AllPub\" │ \"Inside\" │ \"Mod\" │\n",
"\n",
"│ Row │ Neighborhood │ Condition1 │ Condition2 │ BldgType │ HouseStyle │\n",
"├──────┼──────────────┼────────────┼────────────┼──────────┼────────────┤\n",
"│ 1 │ \"NAmes\" │ \"Feedr\" │ \"Norm\" │ \"1Fam\" │ \"1Story\" │\n",
"│ 2 │ \"NAmes\" │ \"Norm\" │ \"Norm\" │ \"1Fam\" │ \"1Story\" │\n",
"│ 3 │ \"Gilbert\" │ \"Norm\" │ \"Norm\" │ \"1Fam\" │ \"2Story\" │\n",
"│ 4 │ \"Gilbert\" │ \"Norm\" │ \"Norm\" │ \"1Fam\" │ \"2Story\" │\n",
"│ 5 │ \"StoneBr\" │ \"Norm\" │ \"Norm\" │ \"TwnhsE\" │ \"1Story\" │\n",
"│ 6 │ \"Gilbert\" │ \"Norm\" │ \"Norm\" │ \"1Fam\" │ \"2Story\" │\n",
"│ 7 │ \"Gilbert\" │ \"Norm\" │ \"Norm\" │ \"1Fam\" │ \"1Story\" │\n",
"│ 8 │ \"Gilbert\" │ \"Norm\" │ \"Norm\" │ \"1Fam\" │ \"2Story\" │\n",
"│ 9 │ \"Gilbert\" │ \"Norm\" │ \"Norm\" │ \"1Fam\" │ \"1Story\" │\n",
"│ 10 │ \"NAmes\" │ \"Norm\" │ \"Norm\" │ \"1Fam\" │ \"1Story\" │\n",
"│ 11 │ \"NAmes\" │ \"Norm\" │ \"Norm\" │ \"TwnhsE\" │ \"1Story\" │\n",
"⋮\n",
"│ 1448 │ \"Mitchel\" │ \"Norm\" │ \"Norm\" │ \"1Fam\" │ \"1Story\" │\n",
"│ 1449 │ \"Mitchel\" │ \"Norm\" │ \"Norm\" │ \"Duplex\" │ \"1Story\" │\n",
"│ 1450 │ \"MeadowV\" │ \"Norm\" │ \"Norm\" │ \"Twnhs\" │ \"SFoyer\" │\n",
"│ 1451 │ \"MeadowV\" │ \"Norm\" │ \"Norm\" │ \"TwnhsE\" │ \"2Story\" │\n",
"│ 1452 │ \"Mitchel\" │ \"Norm\" │ \"Norm\" │ \"1Fam\" │ \"1Story\" │\n",
"│ 1453 │ \"MeadowV\" │ \"Norm\" │ \"Norm\" │ \"Twnhs\" │ \"2Story\" │\n",
"│ 1454 │ \"MeadowV\" │ \"Norm\" │ \"Norm\" │ \"Twnhs\" │ \"2Story\" │\n",
"│ 1455 │ \"MeadowV\" │ \"Norm\" │ \"Norm\" │ \"Twnhs\" │ \"2Story\" │\n",
"│ 1456 │ \"MeadowV\" │ \"Norm\" │ \"Norm\" │ \"TwnhsE\" │ \"2Story\" │\n",
"│ 1457 │ \"Mitchel\" │ \"Norm\" │ \"Norm\" │ \"1Fam\" │ \"1Story\" │\n",
"│ 1458 │ \"Mitchel\" │ \"Norm\" │ \"Norm\" │ \"1Fam\" │ \"SFoyer\" │\n",
"│ 1459 │ \"Mitchel\" │ \"Norm\" │ \"Norm\" │ \"1Fam\" │ \"2Story\" │\n",
"\n",
"│ Row │ OverallQual │ OverallCond │ YearBuilt │ YearRemodAdd │ RoofStyle │\n",
"├──────┼─────────────┼─────────────┼───────────┼──────────────┼───────────┤\n",
"│ 1 │ 5 │ 6 │ 1961 │ 1961 │ \"Gable\" │\n",
"│ 2 │ 6 │ 6 │ 1958 │ 1958 │ \"Hip\" │\n",
"│ 3 │ 5 │ 5 │ 1997 │ 1998 │ \"Gable\" │\n",
"│ 4 │ 6 │ 6 │ 1998 │ 1998 │ \"Gable\" │\n",
"│ 5 │ 8 │ 5 │ 1992 │ 1992 │ \"Gable\" │\n",
"│ 6 │ 6 │ 5 │ 1993 │ 1994 │ \"Gable\" │\n",
"│ 7 │ 6 │ 7 │ 1992 │ 2007 │ \"Gable\" │\n",
"│ 8 │ 6 │ 5 │ 1998 │ 1998 │ \"Gable\" │\n",
"│ 9 │ 7 │ 5 │ 1990 │ 1990 │ \"Gable\" │\n",
"│ 10 │ 4 │ 5 │ 1970 │ 1970 │ \"Gable\" │\n",
"│ 11 │ 7 │ 5 │ 1999 │ 1999 │ \"Gable\" │\n",
"⋮\n",
"│ 1448 │ 5 │ 7 │ 1968 │ 2003 │ \"Gable\" │\n",
"│ 1449 │ 5 │ 5 │ 1970 │ 1970 │ \"Gable\" │\n",
"│ 1450 │ 4 │ 6 │ 1970 │ 1970 │ \"Gable\" │\n",
"│ 1451 │ 4 │ 4 │ 1972 │ 1972 │ \"Gable\" │\n",
"│ 1452 │ 5 │ 5 │ 1969 │ 1979 │ \"Gable\" │\n",
"│ 1453 │ 4 │ 5 │ 1970 │ 1970 │ \"Gable\" │\n",
"│ 1454 │ 4 │ 5 │ 1970 │ 1970 │ \"Gable\" │\n",
"│ 1455 │ 4 │ 7 │ 1970 │ 1970 │ \"Gable\" │\n",
"│ 1456 │ 4 │ 5 │ 1970 │ 1970 │ \"Gable\" │\n",
"│ 1457 │ 5 │ 7 │ 1960 │ 1996 │ \"Gable\" │\n",
"│ 1458 │ 5 │ 5 │ 1992 │ 1992 │ \"Gable\" │\n",
"│ 1459 │ 7 │ 5 │ 1993 │ 1994 │ \"Gable\" │\n",
"\n",
"│ Row │ RoofMatl │ Exterior1st │ Exterior2nd │ MasVnrType │ MasVnrArea │\n",
"├──────┼───────────┼─────────────┼─────────────┼────────────┼────────────┤\n",
"│ 1 │ \"CompShg\" │ \"VinylSd\" │ \"VinylSd\" │ \"None\" │ 0 │\n",
"│ 2 │ \"CompShg\" │ \"Wd Sdng\" │ \"Wd Sdng\" │ \"BrkFace\" │ 108 │\n",
"│ 3 │ \"CompShg\" │ \"VinylSd\" │ \"VinylSd\" │ \"None\" │ 0 │\n",
"│ 4 │ \"CompShg\" │ \"VinylSd\" │ \"VinylSd\" │ \"BrkFace\" │ 20 │\n",
"│ 5 │ \"CompShg\" │ \"HdBoard\" │ \"HdBoard\" │ \"None\" │ 0 │\n",
"│ 6 │ \"CompShg\" │ \"HdBoard\" │ \"HdBoard\" │ \"None\" │ 0 │\n",
"│ 7 │ \"CompShg\" │ \"HdBoard\" │ \"HdBoard\" │ \"None\" │ 0 │\n",
"│ 8 │ \"CompShg\" │ \"VinylSd\" │ \"VinylSd\" │ \"None\" │ 0 │\n",
"│ 9 │ \"CompShg\" │ \"HdBoard\" │ \"HdBoard\" │ \"None\" │ 0 │\n",
"│ 10 │ \"CompShg\" │ \"Plywood\" │ \"Plywood\" │ \"None\" │ 0 │\n",
"│ 11 │ \"CompShg\" │ \"MetalSd\" │ \"MetalSd\" │ \"None\" │ 0 │\n",
"⋮\n",
"│ 1448 │ \"CompShg\" │ \"Plywood\" │ \"Plywood\" │ \"None\" │ 0 │\n",
"│ 1449 │ \"CompShg\" │ \"Plywood\" │ \"Plywood\" │ \"None\" │ 0 │\n",
"│ 1450 │ \"CompShg\" │ \"CemntBd\" │ \"CmentBd\" │ \"None\" │ 0 │\n",
"│ 1451 │ \"CompShg\" │ \"CemntBd\" │ \"CmentBd\" │ \"None\" │ 0 │\n",
"│ 1452 │ \"CompShg\" │ \"Plywood\" │ \"Plywood\" │ \"BrkFace\" │ 194 │\n",
"│ 1453 │ \"CompShg\" │ \"CemntBd\" │ \"CmentBd\" │ \"None\" │ 0 │\n",
"│ 1454 │ \"CompShg\" │ \"CemntBd\" │ \"CmentBd\" │ \"None\" │ 0 │\n",
"│ 1455 │ \"CompShg\" │ \"CemntBd\" │ \"CmentBd\" │ \"None\" │ 0 │\n",
"│ 1456 │ \"CompShg\" │ \"CemntBd\" │ \"CmentBd\" │ \"None\" │ 0 │\n",
"│ 1457 │ \"CompShg\" │ \"VinylSd\" │ \"VinylSd\" │ \"None\" │ 0 │\n",
"│ 1458 │ \"CompShg\" │ \"HdBoard\" │ \"Wd Shng\" │ \"None\" │ 0 │\n",
"│ 1459 │ \"CompShg\" │ \"HdBoard\" │ \"HdBoard\" │ \"BrkFace\" │ 94 │\n",
"\n",
"│ Row │ ExterQual │ ExterCond │ Foundation │ BsmtQual │ BsmtCond │\n",
"├──────┼───────────┼───────────┼────────────┼──────────┼──────────┤\n",
"│ 1 │ \"TA\" │ \"TA\" │ \"CBlock\" │ \"TA\" │ \"TA\" │\n",
"│ 2 │ \"TA\" │ \"TA\" │ \"CBlock\" │ \"TA\" │ \"TA\" │\n",
"│ 3 │ \"TA\" │ \"TA\" │ \"PConc\" │ \"Gd\" │ \"TA\" │\n",
"│ 4 │ \"TA\" │ \"TA\" │ \"PConc\" │ \"TA\" │ \"TA\" │\n",
"│ 5 │ \"Gd\" │ \"TA\" │ \"PConc\" │ \"Gd\" │ \"TA\" │\n",
"│ 6 │ \"TA\" │ \"TA\" │ \"PConc\" │ \"Gd\" │ \"TA\" │\n",
"│ 7 │ \"TA\" │ \"Gd\" │ \"PConc\" │ \"Gd\" │ \"TA\" │\n",
"│ 8 │ \"TA\" │ \"TA\" │ \"PConc\" │ \"Gd\" │ \"TA\" │\n",
"│ 9 │ \"TA\" │ \"TA\" │ \"PConc\" │ \"Gd\" │ \"TA\" │\n",
"│ 10 │ \"TA\" │ \"TA\" │ \"CBlock\" │ \"TA\" │ \"TA\" │\n",
"│ 11 │ \"Gd\" │ \"TA\" │ \"PConc\" │ \"Gd\" │ \"TA\" │\n",
"⋮\n",
"│ 1448 │ \"TA\" │ \"TA\" │ \"CBlock\" │ \"TA\" │ \"TA\" │\n",
"│ 1449 │ \"TA\" │ \"TA\" │ \"CBlock\" │ \"TA\" │ \"TA\" │\n",
"│ 1450 │ \"TA\" │ \"TA\" │ \"CBlock\" │ \"Gd\" │ \"TA\" │\n",
"│ 1451 │ \"TA\" │ \"TA\" │ \"CBlock\" │ \"TA\" │ \"TA\" │\n",
"│ 1452 │ \"TA\" │ \"TA\" │ \"PConc\" │ \"TA\" │ \"TA\" │\n",
"│ 1453 │ \"TA\" │ \"TA\" │ \"CBlock\" │ \"TA\" │ \"TA\" │\n",
"│ 1454 │ \"TA\" │ \"TA\" │ \"CBlock\" │ \"TA\" │ \"TA\" │\n",
"│ 1455 │ \"TA\" │ \"TA\" │ \"CBlock\" │ \"TA\" │ \"TA\" │\n",
"│ 1456 │ \"TA\" │ \"TA\" │ \"CBlock\" │ \"TA\" │ \"TA\" │\n",
"│ 1457 │ \"TA\" │ \"TA\" │ \"CBlock\" │ \"TA\" │ \"TA\" │\n",
"│ 1458 │ \"TA\" │ \"TA\" │ \"PConc\" │ \"Gd\" │ \"TA\" │\n",
"│ 1459 │ \"TA\" │ \"TA\" │ \"PConc\" │ \"Gd\" │ \"TA\" │\n",
"\n",
"│ Row │ BsmtExposure │ BsmtFinType1 │ BsmtFinSF1 │ BsmtFinType2 │ BsmtFinSF2 │\n",
"├──────┼──────────────┼──────────────┼────────────┼──────────────┼────────────┤\n",
"│ 1 │ \"No\" │ \"Rec\" │ 468 │ \"LwQ\" │ 144 │\n",
"│ 2 │ \"No\" │ \"ALQ\" │ 923 │ \"Unf\" │ 0 │\n",
"│ 3 │ \"No\" │ \"GLQ\" │ 791 │ \"Unf\" │ 0 │\n",
"│ 4 │ \"No\" │ \"GLQ\" │ 602 │ \"Unf\" │ 0 │\n",
"│ 5 │ \"No\" │ \"ALQ\" │ 263 │ \"Unf\" │ 0 │\n",
"│ 6 │ \"No\" │ \"Unf\" │ 0 │ \"Unf\" │ 0 │\n",
"│ 7 │ \"No\" │ \"ALQ\" │ 935 │ \"Unf\" │ 0 │\n",
"│ 8 │ \"No\" │ \"Unf\" │ 0 │ \"Unf\" │ 0 │\n",
"│ 9 │ \"Gd\" │ \"GLQ\" │ 637 │ \"Unf\" │ 0 │\n",
"│ 10 │ \"No\" │ \"ALQ\" │ 804 │ \"Rec\" │ 78 │\n",
"│ 11 │ \"No\" │ \"GLQ\" │ 1051 │ \"BLQ\" │ 0 │\n",
"⋮\n",
"│ 1448 │ \"No\" │ \"ALQ\" │ 441 │ \"Unf\" │ 0 │\n",
"│ 1449 │ \"No\" │ \"BLQ\" │ 149 │ \"Unf\" │ 0 │\n",
"│ 1450 │ \"Av\" │ \"GLQ\" │ 522 │ \"Unf\" │ 0 │\n",
"│ 1451 │ \"No\" │ \"Rec\" │ 252 │ \"Unf\" │ 0 │\n",
"│ 1452 │ \"Av\" │ \"Rec\" │ 119 │ \"BLQ\" │ 344 │\n",
"│ 1453 │ \"No\" │ \"Rec\" │ 408 │ \"Unf\" │ 0 │\n",
"│ 1454 │ \"No\" │ \"Unf\" │ 0 │ \"Unf\" │ 0 │\n",
"│ 1455 │ \"No\" │ \"Unf\" │ 0 │ \"Unf\" │ 0 │\n",
"│ 1456 │ \"No\" │ \"Rec\" │ 252 │ \"Unf\" │ 0 │\n",
"│ 1457 │ \"No\" │ \"ALQ\" │ 1224 │ \"Unf\" │ 0 │\n",
"│ 1458 │ \"Av\" │ \"GLQ\" │ 337 │ \"Unf\" │ 0 │\n",
"│ 1459 │ \"Av\" │ \"LwQ\" │ 758 │ \"Unf\" │ 0 │\n",
"\n",
"│ Row │ BsmtUnfSF │ TotalBsmtSF │ Heating │ HeatingQC │ CentralAir │\n",
"├──────┼───────────┼─────────────┼─────────┼───────────┼────────────┤\n",
"│ 1 │ 270 │ 882 │ \"GasA\" │ \"TA\" │ \"Y\" │\n",
"│ 2 │ 406 │ 1329 │ \"GasA\" │ \"TA\" │ \"Y\" │\n",
"│ 3 │ 137 │ 928 │ \"GasA\" │ \"Gd\" │ \"Y\" │\n",
"│ 4 │ 324 │ 926 │ \"GasA\" │ \"Ex\" │ \"Y\" │\n",
"│ 5 │ 1017 │ 1280 │ \"GasA\" │ \"Ex\" │ \"Y\" │\n",
"│ 6 │ 763 │ 763 │ \"GasA\" │ \"Gd\" │ \"Y\" │\n",
"│ 7 │ 233 │ 1168 │ \"GasA\" │ \"Ex\" │ \"Y\" │\n",
"│ 8 │ 789 │ 789 │ \"GasA\" │ \"Gd\" │ \"Y\" │\n",
"│ 9 │ 663 │ 1300 │ \"GasA\" │ \"Gd\" │ \"Y\" │\n",
"│ 10 │ 0 │ 882 │ \"GasA\" │ \"TA\" │ \"Y\" │\n",
"│ 11 │ 354 │ 1405 │ \"GasA\" │ \"Ex\" │ \"Y\" │\n",
"⋮\n",
"│ 1448 │ 423 │ 864 │ \"GasA\" │ \"Ex\" │ \"Y\" │\n",
"│ 1449 │ 1503 │ 1652 │ \"GasA\" │ \"TA\" │ \"Y\" │\n",
"│ 1450 │ 108 │ 630 │ \"GasA\" │ \"TA\" │ \"Y\" │\n",
"│ 1451 │ 294 │ 546 │ \"GasA\" │ \"TA\" │ \"Y\" │\n",
"│ 1452 │ 641 │ 1104 │ \"GasA\" │ \"Fa\" │ \"Y\" │\n",
"│ 1453 │ 138 │ 546 │ \"GasA\" │ \"TA\" │ \"Y\" │\n",
"│ 1454 │ 546 │ 546 │ \"GasA\" │ \"TA\" │ \"Y\" │\n",
"│ 1455 │ 546 │ 546 │ \"GasA\" │ \"Gd\" │ \"Y\" │\n",
"│ 1456 │ 294 │ 546 │ \"GasA\" │ \"TA\" │ \"Y\" │\n",
"│ 1457 │ 0 │ 1224 │ \"GasA\" │ \"Ex\" │ \"Y\" │\n",
"│ 1458 │ 575 │ 912 │ \"GasA\" │ \"TA\" │ \"Y\" │\n",
"│ 1459 │ 238 │ 996 │ \"GasA\" │ \"Ex\" │ \"Y\" │\n",
"\n",
"│ Row │ Electrical │ x1stFlrSF │ x2ndFlrSF │ LowQualFinSF │ GrLivArea │\n",
"├──────┼────────────┼───────────┼───────────┼──────────────┼───────────┤\n",
"│ 1 │ \"SBrkr\" │ 896 │ 0 │ 0 │ 896 │\n",
"│ 2 │ \"SBrkr\" │ 1329 │ 0 │ 0 │ 1329 │\n",
"│ 3 │ \"SBrkr\" │ 928 │ 701 │ 0 │ 1629 │\n",
"│ 4 │ \"SBrkr\" │ 926 │ 678 │ 0 │ 1604 │\n",
"│ 5 │ \"SBrkr\" │ 1280 │ 0 │ 0 │ 1280 │\n",
"│ 6 │ \"SBrkr\" │ 763 │ 892 │ 0 │ 1655 │\n",
"│ 7 │ \"SBrkr\" │ 1187 │ 0 │ 0 │ 1187 │\n",
"│ 8 │ \"SBrkr\" │ 789 │ 676 │ 0 │ 1465 │\n",
"│ 9 │ \"SBrkr\" │ 1341 │ 0 │ 0 │ 1341 │\n",
"│ 10 │ \"SBrkr\" │ 882 │ 0 │ 0 │ 882 │\n",
"│ 11 │ \"SBrkr\" │ 1337 │ 0 │ 0 │ 1337 │\n",
"⋮\n",
"│ 1448 │ \"SBrkr\" │ 874 │ 0 │ 0 │ 874 │\n",
"│ 1449 │ \"SBrkr\" │ 1652 │ 0 │ 0 │ 1652 │\n",
"│ 1450 │ \"SBrkr\" │ 630 │ 0 │ 0 │ 630 │\n",
"│ 1451 │ \"SBrkr\" │ 546 │ 546 │ 0 │ 1092 │\n",
"│ 1452 │ \"SBrkr\" │ 1360 │ 0 │ 0 │ 1360 │\n",
"│ 1453 │ \"SBrkr\" │ 546 │ 546 │ 0 │ 1092 │\n",
"│ 1454 │ \"SBrkr\" │ 546 │ 546 │ 0 │ 1092 │\n",
"│ 1455 │ \"SBrkr\" │ 546 │ 546 │ 0 │ 1092 │\n",
"│ 1456 │ \"SBrkr\" │ 546 │ 546 │ 0 │ 1092 │\n",
"│ 1457 │ \"SBrkr\" │ 1224 │ 0 │ 0 │ 1224 │\n",
"│ 1458 │ \"SBrkr\" │ 970 │ 0 │ 0 │ 970 │\n",
"│ 1459 │ \"SBrkr\" │ 996 │ 1004 │ 0 │ 2000 │\n",
"\n",
"│ Row │ BsmtFullBath │ BsmtHalfBath │ FullBath │ HalfBath │ BedroomAbvGr │\n",
"├──────┼──────────────┼──────────────┼──────────┼──────────┼──────────────┤\n",
"│ 1 │ 0 │ 0 │ 1 │ 0 │ 2 │\n",
"│ 2 │ 0 │ 0 │ 1 │ 1 │ 3 │\n",
"│ 3 │ 0 │ 0 │ 2 │ 1 │ 3 │\n",
"│ 4 │ 0 │ 0 │ 2 │ 1 │ 3 │\n",
"│ 5 │ 0 │ 0 │ 2 │ 0 │ 2 │\n",
"│ 6 │ 0 │ 0 │ 2 │ 1 │ 3 │\n",
"│ 7 │ 1 │ 0 │ 2 │ 0 │ 3 │\n",
"│ 8 │ 0 │ 0 │ 2 │ 1 │ 3 │\n",
"│ 9 │ 1 │ 0 │ 1 │ 1 │ 2 │\n",
"│ 10 │ 1 │ 0 │ 1 │ 0 │ 2 │\n",
"│ 11 │ 1 │ 0 │ 2 │ 0 │ 2 │\n",
"⋮\n",
"│ 1448 │ 1 │ 0 │ 1 │ 0 │ 3 │\n",
"│ 1449 │ 0 │ 0 │ 2 │ 0 │ 4 │\n",
"│ 1450 │ 1 │ 0 │ 1 │ 0 │ 1 │\n",
"│ 1451 │ 0 │ 0 │ 1 │ 1 │ 3 │\n",
"│ 1452 │ 1 │ 0 │ 1 │ 0 │ 3 │\n",
"│ 1453 │ 0 │ 0 │ 1 │ 1 │ 3 │\n",
"│ 1454 │ 0 │ 0 │ 1 │ 1 │ 3 │\n",
"│ 1455 │ 0 │ 0 │ 1 │ 1 │ 3 │\n",
"│ 1456 │ 0 │ 0 │ 1 │ 1 │ 3 │\n",
"│ 1457 │ 1 │ 0 │ 1 │ 0 │ 4 │\n",
"│ 1458 │ 0 │ 1 │ 1 │ 0 │ 3 │\n",
"│ 1459 │ 0 │ 0 │ 2 │ 1 │ 3 │\n",
"\n",
"│ Row │ KitchenAbvGr │ KitchenQual │ TotRmsAbvGrd │ Functional │ Fireplaces │\n",
"├──────┼──────────────┼─────────────┼──────────────┼────────────┼────────────┤\n",
"│ 1 │ 1 │ \"TA\" │ 5 │ \"Typ\" │ 0 │\n",
"│ 2 │ 1 │ \"Gd\" │ 6 │ \"Typ\" │ 0 │\n",
"│ 3 │ 1 │ \"TA\" │ 6 │ \"Typ\" │ 1 │\n",
"│ 4 │ 1 │ \"Gd\" │ 7 │ \"Typ\" │ 1 │\n",
"│ 5 │ 1 │ \"Gd\" │ 5 │ \"Typ\" │ 0 │\n",
"│ 6 │ 1 │ \"TA\" │ 7 │ \"Typ\" │ 1 │\n",
"│ 7 │ 1 │ \"TA\" │ 6 │ \"Typ\" │ 0 │\n",
"│ 8 │ 1 │ \"TA\" │ 7 │ \"Typ\" │ 1 │\n",
"│ 9 │ 1 │ \"Gd\" │ 5 │ \"Typ\" │ 1 │\n",
"│ 10 │ 1 │ \"TA\" │ 4 │ \"Typ\" │ 0 │\n",
"│ 11 │ 1 │ \"Gd\" │ 5 │ \"Typ\" │ 1 │\n",
"⋮\n",
"│ 1448 │ 1 │ \"TA\" │ 5 │ \"Typ\" │ 0 │\n",
"│ 1449 │ 2 │ \"TA\" │ 8 │ \"Typ\" │ 0 │\n",
"│ 1450 │ 1 │ \"TA\" │ 3 │ \"Typ\" │ 0 │\n",
"│ 1451 │ 1 │ \"TA\" │ 5 │ \"Typ\" │ 0 │\n",
"│ 1452 │ 1 │ \"TA\" │ 8 │ \"Typ\" │ 1 │\n",
"│ 1453 │ 1 │ \"TA\" │ 5 │ \"Typ\" │ 0 │\n",
"│ 1454 │ 1 │ \"TA\" │ 5 │ \"Typ\" │ 0 │\n",
"│ 1455 │ 1 │ \"TA\" │ 5 │ \"Typ\" │ 0 │\n",
"│ 1456 │ 1 │ \"TA\" │ 6 │ \"Typ\" │ 0 │\n",
"│ 1457 │ 1 │ \"TA\" │ 7 │ \"Typ\" │ 1 │\n",
"│ 1458 │ 1 │ \"TA\" │ 6 │ \"Typ\" │ 0 │\n",
"│ 1459 │ 1 │ \"TA\" │ 9 │ \"Typ\" │ 1 │\n",
"\n",
"│ Row │ FireplaceQu │ GarageType │ GarageYrBlt │ GarageFinish │ GarageCars │\n",
"├──────┼─────────────┼────────────┼─────────────┼──────────────┼────────────┤\n",
"│ 1 │ NA │ \"Attchd\" │ 1961 │ \"Unf\" │ 1 │\n",
"│ 2 │ NA │ \"Attchd\" │ 1958 │ \"Unf\" │ 1 │\n",
"│ 3 │ \"TA\" │ \"Attchd\" │ 1997 │ \"Fin\" │ 2 │\n",
"│ 4 │ \"Gd\" │ \"Attchd\" │ 1998 │ \"Fin\" │ 2 │\n",
"│ 5 │ NA │ \"Attchd\" │ 1992 │ \"RFn\" │ 2 │\n",
"│ 6 │ \"TA\" │ \"Attchd\" │ 1993 │ \"Fin\" │ 2 │\n",
"│ 7 │ NA │ \"Attchd\" │ 1992 │ \"Fin\" │ 2 │\n",
"│ 8 │ \"Gd\" │ \"Attchd\" │ 1998 │ \"Fin\" │ 2 │\n",
"│ 9 │ \"Po\" │ \"Attchd\" │ 1990 │ \"Unf\" │ 2 │\n",
"│ 10 │ NA │ \"Attchd\" │ 1970 │ \"Fin\" │ 2 │\n",
"│ 11 │ \"Fa\" │ \"Attchd\" │ 1999 │ \"Fin\" │ 2 │\n",
"⋮\n",
"│ 1448 │ NA │ \"Attchd\" │ 1968 │ \"RFn\" │ 1 │\n",
"│ 1449 │ NA │ \"2Types\" │ 1970 │ \"Unf\" │ 3 │\n",
"│ 1450 │ NA │ NA │ NA │ NA │ 0 │\n",
"│ 1451 │ NA │ \"Attchd\" │ 1972 │ \"Unf\" │ 1 │\n",
"│ 1452 │ \"TA\" │ \"Attchd\" │ 1969 │ \"RFn\" │ 1 │\n",
"│ 1453 │ NA │ \"CarPort\" │ 1970 │ \"Unf\" │ 1 │\n",
"│ 1454 │ NA │ NA │ NA │ NA │ 0 │\n",
"│ 1455 │ NA │ NA │ NA │ NA │ 0 │\n",
"│ 1456 │ NA │ \"CarPort\" │ 1970 │ \"Unf\" │ 1 │\n",
"│ 1457 │ \"TA\" │ \"Detchd\" │ 1960 │ \"Unf\" │ 2 │\n",
"│ 1458 │ NA │ NA │ NA │ NA │ 0 │\n",
"│ 1459 │ \"TA\" │ \"Attchd\" │ 1993 │ \"Fin\" │ 3 │\n",
"\n",
"│ Row │ GarageArea │ GarageQual │ GarageCond │ PavedDrive │ WoodDeckSF │\n",
"├──────┼────────────┼────────────┼────────────┼────────────┼────────────┤\n",
"│ 1 │ 730 │ \"TA\" │ \"TA\" │ \"Y\" │ 140 │\n",
"│ 2 │ 312 │ \"TA\" │ \"TA\" │ \"Y\" │ 393 │\n",
"│ 3 │ 482 │ \"TA\" │ \"TA\" │ \"Y\" │ 212 │\n",
"│ 4 │ 470 │ \"TA\" │ \"TA\" │ \"Y\" │ 360 │\n",
"│ 5 │ 506 │ \"TA\" │ \"TA\" │ \"Y\" │ 0 │\n",
"│ 6 │ 440 │ \"TA\" │ \"TA\" │ \"Y\" │ 157 │\n",
"│ 7 │ 420 │ \"TA\" │ \"TA\" │ \"Y\" │ 483 │\n",
"│ 8 │ 393 │ \"TA\" │ \"TA\" │ \"Y\" │ 0 │\n",
"│ 9 │ 506 │ \"TA\" │ \"TA\" │ \"Y\" │ 192 │\n",
"│ 10 │ 525 │ \"TA\" │ \"TA\" │ \"Y\" │ 240 │\n",
"│ 11 │ 511 │ \"TA\" │ \"TA\" │ \"Y\" │ 203 │\n",
"⋮\n",
"│ 1448 │ 288 │ \"TA\" │ \"TA\" │ \"Y\" │ 0 │\n",
"│ 1449 │ 928 │ \"TA\" │ \"TA\" │ \"Y\" │ 0 │\n",
"│ 1450 │ 0 │ NA │ NA │ \"Y\" │ 0 │\n",
"│ 1451 │ 253 │ \"TA\" │ \"Fa\" │ \"Y\" │ 0 │\n",
"│ 1452 │ 336 │ \"TA\" │ \"TA\" │ \"Y\" │ 160 │\n",
"│ 1453 │ 286 │ \"TA\" │ \"TA\" │ \"Y\" │ 0 │\n",
"│ 1454 │ 0 │ NA │ NA │ \"Y\" │ 0 │\n",
"│ 1455 │ 0 │ NA │ NA │ \"Y\" │ 0 │\n",
"│ 1456 │ 286 │ \"TA\" │ \"TA\" │ \"Y\" │ 0 │\n",
"│ 1457 │ 576 │ \"TA\" │ \"TA\" │ \"Y\" │ 474 │\n",
"│ 1458 │ 0 │ NA │ NA │ \"Y\" │ 80 │\n",
"│ 1459 │ 650 │ \"TA\" │ \"TA\" │ \"Y\" │ 190 │\n",
"\n",
"│ Row │ OpenPorchSF │ EnclosedPorch │ x3SsnPorch │ ScreenPorch │ PoolArea │\n",
"├──────┼─────────────┼───────────────┼────────────┼─────────────┼──────────┤\n",
"│ 1 │ 0 │ 0 │ 0 │ 120 │ 0 │\n",
"│ 2 │ 36 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 3 │ 34 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 4 │ 36 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 5 │ 82 │ 0 │ 0 │ 144 │ 0 │\n",
"│ 6 │ 84 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 7 │ 21 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 8 │ 75 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 9 │ 0 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 10 │ 0 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 11 │ 68 │ 0 │ 0 │ 0 │ 0 │\n",
"⋮\n",
"│ 1448 │ 120 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 1449 │ 0 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 1450 │ 0 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 1451 │ 0 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 1452 │ 0 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 1453 │ 0 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 1454 │ 34 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 1455 │ 0 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 1456 │ 24 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 1457 │ 0 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 1458 │ 32 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 1459 │ 48 │ 0 │ 0 │ 0 │ 0 │\n",
"\n",
"│ Row │ PoolQC │ Fence │ MiscFeature │ MiscVal │ MoSold │ YrSold │ SaleType │\n",
"├──────┼────────┼─────────┼─────────────┼─────────┼────────┼────────┼──────────┤\n",
"│ 1 │ NA │ \"MnPrv\" │ NA │ 0 │ 6 │ 2010 │ \"WD\" │\n",
"│ 2 │ NA │ NA │ \"Gar2\" │ 12500 │ 6 │ 2010 │ \"WD\" │\n",
"│ 3 │ NA │ \"MnPrv\" │ NA │ 0 │ 3 │ 2010 │ \"WD\" │\n",
"│ 4 │ NA │ NA │ NA │ 0 │ 6 │ 2010 │ \"WD\" │\n",
"│ 5 │ NA │ NA │ NA │ 0 │ 1 │ 2010 │ \"WD\" │\n",
"│ 6 │ NA │ NA │ NA │ 0 │ 4 │ 2010 │ \"WD\" │\n",
"│ 7 │ NA │ \"GdPrv\" │ \"Shed\" │ 500 │ 3 │ 2010 │ \"WD\" │\n",
"│ 8 │ NA │ NA │ NA │ 0 │ 5 │ 2010 │ \"WD\" │\n",
"│ 9 │ NA │ NA │ NA │ 0 │ 2 │ 2010 │ \"WD\" │\n",
"│ 10 │ NA │ \"MnPrv\" │ NA │ 0 │ 4 │ 2010 │ \"WD\" │\n",
"│ 11 │ NA │ NA │ NA │ 0 │ 6 │ 2010 │ \"WD\" │\n",
"⋮\n",
"│ 1448 │ NA │ NA │ NA │ 0 │ 10 │ 2006 │ \"WD\" │\n",
"│ 1449 │ NA │ NA │ NA │ 0 │ 3 │ 2006 │ \"WD\" │\n",
"│ 1450 │ NA │ NA │ NA │ 0 │ 4 │ 2006 │ \"WD\" │\n",
"│ 1451 │ NA │ NA │ NA │ 0 │ 5 │ 2006 │ \"WD\" │\n",
"│ 1452 │ NA │ NA │ NA │ 0 │ 5 │ 2006 │ \"WD\" │\n",
"│ 1453 │ NA │ NA │ NA │ 0 │ 12 │ 2006 │ \"WD\" │\n",
"│ 1454 │ NA │ \"GdPrv\" │ NA │ 0 │ 6 │ 2006 │ \"WD\" │\n",
"│ 1455 │ NA │ NA │ NA │ 0 │ 6 │ 2006 │ \"WD\" │\n",
"│ 1456 │ NA │ NA │ NA │ 0 │ 4 │ 2006 │ \"WD\" │\n",
"│ 1457 │ NA │ NA │ NA │ 0 │ 9 │ 2006 │ \"WD\" │\n",
"│ 1458 │ NA │ \"MnPrv\" │ \"Shed\" │ 700 │ 7 │ 2006 │ \"WD\" │\n",
"│ 1459 │ NA │ NA │ NA │ 0 │ 11 │ 2006 │ \"WD\" │\n",
"\n",
"│ Row │ SaleCondition │\n",
"├──────┼───────────────┤\n",
"│ 1 │ \"Normal\" │\n",
"│ 2 │ \"Normal\" │\n",
"│ 3 │ \"Normal\" │\n",
"│ 4 │ \"Normal\" │\n",
"│ 5 │ \"Normal\" │\n",
"│ 6 │ \"Normal\" │\n",
"│ 7 │ \"Normal\" │\n",
"│ 8 │ \"Normal\" │\n",
"│ 9 │ \"Normal\" │\n",
"│ 10 │ \"Normal\" │\n",
"│ 11 │ \"Normal\" │\n",
"⋮\n",
"│ 1448 │ \"Normal\" │\n",
"│ 1449 │ \"Normal\" │\n",
"│ 1450 │ \"Normal\" │\n",
"│ 1451 │ \"Normal\" │\n",
"│ 1452 │ \"Normal\" │\n",
"│ 1453 │ \"Abnorml\" │\n",
"│ 1454 │ \"Normal\" │\n",
"│ 1455 │ \"Normal\" │\n",
"│ 1456 │ \"Abnorml\" │\n",
"│ 1457 │ \"Abnorml\" │\n",
"│ 1458 │ \"Normal\" │\n",
"│ 1459 │ \"Normal\" │"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"test = readtable(\"./input/test.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"MSSubClass\n",
"Summary Stats:\n",
"Mean: 57.378341\n",
"Minimum: 20.000000\n",
"1st Quartile: 20.000000\n",
"Median: 50.000000\n",
"3rd Quartile: 70.000000\n",
"Maximum: 190.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"OverallQual\n",
"Summary Stats:\n",
"Mean: 6.078821\n",
"Minimum: 1.000000\n",
"1st Quartile: 5.000000\n",
"Median: 6.000000\n",
"3rd Quartile: 7.000000\n",
"Maximum: 10.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"OverallCond\n",
"Summary Stats:\n",
"Mean: 5.553804\n",
"Minimum: 1.000000\n",
"1st Quartile: 5.000000\n",
"Median: 5.000000\n",
"3rd Quartile: 6.000000\n",
"Maximum: 9.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"LotArea\n",
"Summary Stats:\n",
"Mean: 9819.161069\n",
"Minimum: 1470.000000\n",
"1st Quartile: 7391.000000\n",
"Median: 9399.000000\n",
"3rd Quartile: 11517.500000\n",
"Maximum: 56600.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"YearBuilt\n",
"Summary Stats:\n",
"Mean: 1971.357779\n",
"Minimum: 1879.000000\n",
"1st Quartile: 1953.000000\n",
"Median: 1973.000000\n",
"3rd Quartile: 2001.000000\n",
"Maximum: 2010.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"YearRemodAdd\n",
"Summary Stats:\n",
"Mean: 1983.662783\n",
"Minimum: 1950.000000\n",
"1st Quartile: 1963.000000\n",
"Median: 1992.000000\n",
"3rd Quartile: 2004.000000\n",
"Maximum: 2010.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"MasVnrArea\n",
"Summary Stats:\n",
"Mean: 100.709141\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 164.000000\n",
"Maximum: 1290.000000\n",
"Length: 1444\n",
"Type: Int64\n",
"Number Missing: 15\n",
"% Missing: 1.028101\n",
"\n",
"BsmtFinSF1\n",
"Summary Stats:\n",
"Mean: 439.203704\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 350.500000\n",
"3rd Quartile: 753.500000\n",
"Maximum: 4010.000000\n",
"Length: 1458\n",
"Type: Int64\n",
"Number Missing: 1\n",
"% Missing: 0.068540\n",
"\n",
"BsmtFinSF2\n",
"Summary Stats:\n",
"Mean: 52.619342\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 1526.000000\n",
"Length: 1458\n",
"Type: Int64\n",
"Number Missing: 1\n",
"% Missing: 0.068540\n",
"\n",
"BsmtUnfSF\n",
"Summary Stats:\n",
"Mean: 554.294925\n",
"Minimum: 0.000000\n",
"1st Quartile: 219.250000\n",
"Median: 460.000000\n",
"3rd Quartile: 797.750000\n",
"Maximum: 2140.000000\n",
"Length: 1458\n",
"Type: Int64\n",
"Number Missing: 1\n",
"% Missing: 0.068540\n",
"\n",
"TotalBsmtSF\n",
"Summary Stats:\n",
"Mean: 1046.117970\n",
"Minimum: 0.000000\n",
"1st Quartile: 784.000000\n",
"Median: 988.000000\n",
"3rd Quartile: 1305.000000\n",
"Maximum: 5095.000000\n",
"Length: 1458\n",
"Type: Int64\n",
"Number Missing: 1\n",
"% Missing: 0.068540\n",
"\n",
"x1stFlrSF\n",
"Summary Stats:\n",
"Mean: 1156.534613\n",
"Minimum: 407.000000\n",
"1st Quartile: 873.500000\n",
"Median: 1079.000000\n",
"3rd Quartile: 1382.500000\n",
"Maximum: 5095.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"x2ndFlrSF\n",
"Summary Stats:\n",
"Mean: 325.967786\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 676.000000\n",
"Maximum: 1862.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"LowQualFinSF\n",
"Summary Stats:\n",
"Mean: 3.543523\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 1064.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"GrLivArea\n",
"Summary Stats:\n",
"Mean: 1486.045922\n",
"Minimum: 407.000000\n",
"1st Quartile: 1117.500000\n",
"Median: 1432.000000\n",
"3rd Quartile: 1721.000000\n",
"Maximum: 5095.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"BsmtFullBath\n",
"Summary Stats:\n",
"Mean: 0.434454\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 1.000000\n",
"Maximum: 3.000000\n",
"Length: 1457\n",
"Type: Int64\n",
"Number Missing: 2\n",
"% Missing: 0.137080\n",
"\n",
"BsmtHalfBath\n",
"Summary Stats:\n",
"Mean: 0.065202\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 2.000000\n",
"Length: 1457\n",
"Type: Int64\n",
"Number Missing: 2\n",
"% Missing: 0.137080\n",
"\n",
"FullBath\n",
"Summary Stats:\n",
"Mean: 1.570939\n",
"Minimum: 0.000000\n",
"1st Quartile: 1.000000\n",
"Median: 2.000000\n",
"3rd Quartile: 2.000000\n",
"Maximum: 4.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"HalfBath\n",
"Summary Stats:\n",
"Mean: 0.377656\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 1.000000\n",
"Maximum: 2.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"BedroomAbvGr\n",
"Summary Stats:\n",
"Mean: 2.854010\n",
"Minimum: 0.000000\n",
"1st Quartile: 2.000000\n",
"Median: 3.000000\n",
"3rd Quartile: 3.000000\n",
"Maximum: 6.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"KitchenAbvGr\n",
"Summary Stats:\n",
"Mean: 1.042495\n",
"Minimum: 0.000000\n",
"1st Quartile: 1.000000\n",
"Median: 1.000000\n",
"3rd Quartile: 1.000000\n",
"Maximum: 2.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"TotRmsAbvGrd\n",
"Summary Stats:\n",
"Mean: 6.385195\n",
"Minimum: 3.000000\n",
"1st Quartile: 5.000000\n",
"Median: 6.000000\n",
"3rd Quartile: 7.000000\n",
"Maximum: 15.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"Fireplaces\n",
"Summary Stats:\n",
"Mean: 0.581220\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 1.000000\n",
"Maximum: 4.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"GarageCars\n",
"Summary Stats:\n",
"Mean: 1.766118\n",
"Minimum: 0.000000\n",
"1st Quartile: 1.000000\n",
"Median: 2.000000\n",
"3rd Quartile: 2.000000\n",
"Maximum: 5.000000\n",
"Length: 1458\n",
"Type: Int64\n",
"Number Missing: 1\n",
"% Missing: 0.068540\n",
"\n",
"GarageArea\n",
"Summary Stats:\n",
"Mean: 472.768861\n",
"Minimum: 0.000000\n",
"1st Quartile: 318.000000\n",
"Median: 480.000000\n",
"3rd Quartile: 576.000000\n",
"Maximum: 1488.000000\n",
"Length: 1458\n",
"Type: Int64\n",
"Number Missing: 1\n",
"% Missing: 0.068540\n",
"\n",
"WoodDeckSF\n",
"Summary Stats:\n",
"Mean: 93.174777\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 168.000000\n",
"Maximum: 1424.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"OpenPorchSF\n",
"Summary Stats:\n",
"Mean: 48.313914\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 28.000000\n",
"3rd Quartile: 72.000000\n",
"Maximum: 742.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"EnclosedPorch\n",
"Summary Stats:\n",
"Mean: 24.243317\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 1012.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"x3SsnPorch\n",
"Summary Stats:\n",
"Mean: 1.794380\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 360.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"ScreenPorch\n",
"Summary Stats:\n",
"Mean: 17.064428\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 576.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"PoolArea\n",
"Summary Stats:\n",
"Mean: 1.744345\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 800.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"MiscVal\n",
"Summary Stats:\n",
"Mean: 58.167923\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 17000.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"MoSold\n",
"Summary Stats:\n",
"Mean: 6.104181\n",
"Minimum: 1.000000\n",
"1st Quartile: 4.000000\n",
"Median: 6.000000\n",
"3rd Quartile: 8.000000\n",
"Maximum: 12.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"YrSold\n",
"Summary Stats:\n",
"Mean: 2007.769705\n",
"Minimum: 2006.000000\n",
"1st Quartile: 2007.000000\n",
"Median: 2008.000000\n",
"3rd Quartile: 2009.000000\n",
"Maximum: 2010.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n"
]
}
],
"source": [
"describe(test[:,[:MSSubClass,:OverallQual,:OverallCond,:LotArea,:YearBuilt,:YearRemodAdd,:MasVnrArea,:BsmtFinSF1,:BsmtFinSF2,:BsmtUnfSF,:TotalBsmtSF,:x1stFlrSF,:x2ndFlrSF,:LowQualFinSF,:GrLivArea,:BsmtFullBath,:BsmtHalfBath,:FullBath,:HalfBath,:BedroomAbvGr,:KitchenAbvGr,:TotRmsAbvGrd,:Fireplaces,:GarageCars,:GarageArea,:WoodDeckSF,:OpenPorchSF,:EnclosedPorch,:x3SsnPorch,:ScreenPorch,:PoolArea,:MiscVal,:MoSold,:YrSold]])"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"test[isna.(test[:MasVnrArea]),:MasVnrArea] = 0\n",
"test[isna.(test[:BsmtFinSF1]),:BsmtFinSF1] = 0\n",
"test[isna.(test[:BsmtFinSF2]),:BsmtFinSF2] = 0\n",
"test[isna.(test[:BsmtUnfSF]),:BsmtUnfSF] = 0\n",
"test[isna.(test[:TotalBsmtSF]),:TotalBsmtSF] = 0\n",
"test[isna.(test[:BsmtFullBath]),:BsmtFullBath] = 0\n",
"test[isna.(test[:BsmtHalfBath]),:BsmtHalfBath] = 0\n",
"test[isna.(test[:GarageCars]),:GarageCars] = 0\n",
"test[isna.(test[:GarageArea]),:GarageArea] = 0"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"MSSubClass\n",
"Summary Stats:\n",
"Mean: 57.378341\n",
"Minimum: 20.000000\n",
"1st Quartile: 20.000000\n",
"Median: 50.000000\n",
"3rd Quartile: 70.000000\n",
"Maximum: 190.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"OverallQual\n",
"Summary Stats:\n",
"Mean: 6.078821\n",
"Minimum: 1.000000\n",
"1st Quartile: 5.000000\n",
"Median: 6.000000\n",
"3rd Quartile: 7.000000\n",
"Maximum: 10.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"OverallCond\n",
"Summary Stats:\n",
"Mean: 5.553804\n",
"Minimum: 1.000000\n",
"1st Quartile: 5.000000\n",
"Median: 5.000000\n",
"3rd Quartile: 6.000000\n",
"Maximum: 9.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"LotArea\n",
"Summary Stats:\n",
"Mean: 9819.161069\n",
"Minimum: 1470.000000\n",
"1st Quartile: 7391.000000\n",
"Median: 9399.000000\n",
"3rd Quartile: 11517.500000\n",
"Maximum: 56600.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"YearBuilt\n",
"Summary Stats:\n",
"Mean: 1971.357779\n",
"Minimum: 1879.000000\n",
"1st Quartile: 1953.000000\n",
"Median: 1973.000000\n",
"3rd Quartile: 2001.000000\n",
"Maximum: 2010.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"YearRemodAdd\n",
"Summary Stats:\n",
"Mean: 1983.662783\n",
"Minimum: 1950.000000\n",
"1st Quartile: 1963.000000\n",
"Median: 1992.000000\n",
"3rd Quartile: 2004.000000\n",
"Maximum: 2010.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"MasVnrArea\n",
"Summary Stats:\n",
"Mean: 99.673749\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 162.000000\n",
"Maximum: 1290.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"BsmtFinSF1\n",
"Summary Stats:\n",
"Mean: 438.902673\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 350.000000\n",
"3rd Quartile: 752.000000\n",
"Maximum: 4010.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"BsmtFinSF2\n",
"Summary Stats:\n",
"Mean: 52.583276\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 1526.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"BsmtUnfSF\n",
"Summary Stats:\n",
"Mean: 553.915010\n",
"Minimum: 0.000000\n",
"1st Quartile: 219.000000\n",
"Median: 460.000000\n",
"3rd Quartile: 797.500000\n",
"Maximum: 2140.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"TotalBsmtSF\n",
"Summary Stats:\n",
"Mean: 1045.400960\n",
"Minimum: 0.000000\n",
"1st Quartile: 784.000000\n",
"Median: 988.000000\n",
"3rd Quartile: 1304.000000\n",
"Maximum: 5095.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"x1stFlrSF\n",
"Summary Stats:\n",
"Mean: 1156.534613\n",
"Minimum: 407.000000\n",
"1st Quartile: 873.500000\n",
"Median: 1079.000000\n",
"3rd Quartile: 1382.500000\n",
"Maximum: 5095.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"x2ndFlrSF\n",
"Summary Stats:\n",
"Mean: 325.967786\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 676.000000\n",
"Maximum: 1862.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"LowQualFinSF\n",
"Summary Stats:\n",
"Mean: 3.543523\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 1064.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"GrLivArea\n",
"Summary Stats:\n",
"Mean: 1486.045922\n",
"Minimum: 407.000000\n",
"1st Quartile: 1117.500000\n",
"Median: 1432.000000\n",
"3rd Quartile: 1721.000000\n",
"Maximum: 5095.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"BsmtFullBath\n",
"Summary Stats:\n",
"Mean: 0.433859\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 1.000000\n",
"Maximum: 3.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"BsmtHalfBath\n",
"Summary Stats:\n",
"Mean: 0.065113\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 2.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"FullBath\n",
"Summary Stats:\n",
"Mean: 1.570939\n",
"Minimum: 0.000000\n",
"1st Quartile: 1.000000\n",
"Median: 2.000000\n",
"3rd Quartile: 2.000000\n",
"Maximum: 4.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"HalfBath\n",
"Summary Stats:\n",
"Mean: 0.377656\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 1.000000\n",
"Maximum: 2.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"BedroomAbvGr\n",
"Summary Stats:\n",
"Mean: 2.854010\n",
"Minimum: 0.000000\n",
"1st Quartile: 2.000000\n",
"Median: 3.000000\n",
"3rd Quartile: 3.000000\n",
"Maximum: 6.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"KitchenAbvGr\n",
"Summary Stats:\n",
"Mean: 1.042495\n",
"Minimum: 0.000000\n",
"1st Quartile: 1.000000\n",
"Median: 1.000000\n",
"3rd Quartile: 1.000000\n",
"Maximum: 2.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"TotRmsAbvGrd\n",
"Summary Stats:\n",
"Mean: 6.385195\n",
"Minimum: 3.000000\n",
"1st Quartile: 5.000000\n",
"Median: 6.000000\n",
"3rd Quartile: 7.000000\n",
"Maximum: 15.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"Fireplaces\n",
"Summary Stats:\n",
"Mean: 0.581220\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 1.000000\n",
"Maximum: 4.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"GarageCars\n",
"Summary Stats:\n",
"Mean: 1.764907\n",
"Minimum: 0.000000\n",
"1st Quartile: 1.000000\n",
"Median: 2.000000\n",
"3rd Quartile: 2.000000\n",
"Maximum: 5.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"GarageArea\n",
"Summary Stats:\n",
"Mean: 472.444825\n",
"Minimum: 0.000000\n",
"1st Quartile: 317.500000\n",
"Median: 480.000000\n",
"3rd Quartile: 576.000000\n",
"Maximum: 1488.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"WoodDeckSF\n",
"Summary Stats:\n",
"Mean: 93.174777\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 168.000000\n",
"Maximum: 1424.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"OpenPorchSF\n",
"Summary Stats:\n",
"Mean: 48.313914\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 28.000000\n",
"3rd Quartile: 72.000000\n",
"Maximum: 742.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"EnclosedPorch\n",
"Summary Stats:\n",
"Mean: 24.243317\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 1012.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"x3SsnPorch\n",
"Summary Stats:\n",
"Mean: 1.794380\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 360.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"ScreenPorch\n",
"Summary Stats:\n",
"Mean: 17.064428\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 576.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"PoolArea\n",
"Summary Stats:\n",
"Mean: 1.744345\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 800.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"MiscVal\n",
"Summary Stats:\n",
"Mean: 58.167923\n",
"Minimum: 0.000000\n",
"1st Quartile: 0.000000\n",
"Median: 0.000000\n",
"3rd Quartile: 0.000000\n",
"Maximum: 17000.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"MoSold\n",
"Summary Stats:\n",
"Mean: 6.104181\n",
"Minimum: 1.000000\n",
"1st Quartile: 4.000000\n",
"Median: 6.000000\n",
"3rd Quartile: 8.000000\n",
"Maximum: 12.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n",
"YrSold\n",
"Summary Stats:\n",
"Mean: 2007.769705\n",
"Minimum: 2006.000000\n",
"1st Quartile: 2007.000000\n",
"Median: 2008.000000\n",
"3rd Quartile: 2009.000000\n",
"Maximum: 2010.000000\n",
"Length: 1459\n",
"Type: Int64\n",
"Number Missing: 0\n",
"% Missing: 0.000000\n",
"\n"
]
}
],
"source": [
"describe(test[:,[:MSSubClass,:OverallQual,:OverallCond,:LotArea,:YearBuilt,:YearRemodAdd,:MasVnrArea,:BsmtFinSF1,:BsmtFinSF2,:BsmtUnfSF,:TotalBsmtSF,:x1stFlrSF,:x2ndFlrSF,:LowQualFinSF,:GrLivArea,:BsmtFullBath,:BsmtHalfBath,:FullBath,:HalfBath,:BedroomAbvGr,:KitchenAbvGr,:TotRmsAbvGrd,:Fireplaces,:GarageCars,:GarageArea,:WoodDeckSF,:OpenPorchSF,:EnclosedPorch,:x3SsnPorch,:ScreenPorch,:PoolArea,:MiscVal,:MoSold,:YrSold]])"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table class=\"data-frame\"><thead><tr><th></th><th>MSSubClass</th><th>OverallQual</th><th>OverallCond</th><th>LotArea</th><th>YearBuilt</th><th>YearRemodAdd</th><th>MasVnrArea</th><th>BsmtFinSF1</th><th>BsmtFinSF2</th><th>BsmtUnfSF</th><th>TotalBsmtSF</th><th>x1stFlrSF</th><th>x2ndFlrSF</th><th>LowQualFinSF</th><th>GrLivArea</th><th>BsmtFullBath</th><th>BsmtHalfBath</th><th>FullBath</th><th>HalfBath</th><th>BedroomAbvGr</th><th>KitchenAbvGr</th><th>TotRmsAbvGrd</th><th>Fireplaces</th><th>GarageCars</th><th>GarageArea</th><th>WoodDeckSF</th><th>OpenPorchSF</th><th>EnclosedPorch</th><th>x3SsnPorch</th><th>ScreenPorch</th><th>PoolArea</th><th>MiscVal</th><th>MoSold</th><th>YrSold</th></tr></thead><tbody><tr><th>1</th><td>20</td><td>5</td><td>6</td><td>11622</td><td>1961</td><td>1961</td><td>0</td><td>468</td><td>144</td><td>270</td><td>882</td><td>896</td><td>0</td><td>0</td><td>896</td><td>0</td><td>0</td><td>1</td><td>0</td><td>2</td><td>1</td><td>5</td><td>0</td><td>1</td><td>730</td><td>140</td><td>0</td><td>0</td><td>0</td><td>120</td><td>0</td><td>0</td><td>6</td><td>2010</td></tr><tr><th>2</th><td>20</td><td>6</td><td>6</td><td>14267</td><td>1958</td><td>1958</td><td>108</td><td>923</td><td>0</td><td>406</td><td>1329</td><td>1329</td><td>0</td><td>0</td><td>1329</td><td>0</td><td>0</td><td>1</td><td>1</td><td>3</td><td>1</td><td>6</td><td>0</td><td>1</td><td>312</td><td>393</td><td>36</td><td>0</td><td>0</td><td>0</td><td>0</td><td>12500</td><td>6</td><td>2010</td></tr><tr><th>3</th><td>60</td><td>5</td><td>5</td><td>13830</td><td>1997</td><td>1998</td><td>0</td><td>791</td><td>0</td><td>137</td><td>928</td><td>928</td><td>701</td><td>0</td><td>1629</td><td>0</td><td>0</td><td>2</td><td>1</td><td>3</td><td>1</td><td>6</td><td>1</td><td>2</td><td>482</td><td>212</td><td>34</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>3</td><td>2010</td></tr><tr><th>4</th><td>60</td><td>6</td><td>6</td><td>9978</td><td>1998</td><td>1998</td><td>20</td><td>602</td><td>0</td><td>324</td><td>926</td><td>926</td><td>678</td><td>0</td><td>1604</td><td>0</td><td>0</td><td>2</td><td>1</td><td>3</td><td>1</td><td>7</td><td>1</td><td>2</td><td>470</td><td>360</td><td>36</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>6</td><td>2010</td></tr><tr><th>5</th><td>120</td><td>8</td><td>5</td><td>5005</td><td>1992</td><td>1992</td><td>0</td><td>263</td><td>0</td><td>1017</td><td>1280</td><td>1280</td><td>0</td><td>0</td><td>1280</td><td>0</td><td>0</td><td>2</td><td>0</td><td>2</td><td>1</td><td>5</td><td>0</td><td>2</td><td>506</td><td>0</td><td>82</td><td>0</td><td>0</td><td>144</td><td>0</td><td>0</td><td>1</td><td>2010</td></tr><tr><th>6</th><td>60</td><td>6</td><td>5</td><td>10000</td><td>1993</td><td>1994</td><td>0</td><td>0</td><td>0</td><td>763</td><td>763</td><td>763</td><td>892</td><td>0</td><td>1655</td><td>0</td><td>0</td><td>2</td><td>1</td><td>3</td><td>1</td><td>7</td><td>1</td><td>2</td><td>440</td><td>157</td><td>84</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>4</td><td>2010</td></tr><tr><th>7</th><td>20</td><td>6</td><td>7</td><td>7980</td><td>1992</td><td>2007</td><td>0</td><td>935</td><td>0</td><td>233</td><td>1168</td><td>1187</td><td>0</td><td>0</td><td>1187</td><td>1</td><td>0</td><td>2</td><td>0</td><td>3</td><td>1</td><td>6</td><td>0</td><td>2</td><td>420</td><td>483</td><td>21</td><td>0</td><td>0</td><td>0</td><td>0</td><td>500</td><td>3</td><td>2010</td></tr><tr><th>8</th><td>60</td><td>6</td><td>5</td><td>8402</td><td>1998</td><td>1998</td><td>0</td><td>0</td><td>0</td><td>789</td><td>789</td><td>789</td><td>676</td><td>0</td><td>1465</td><td>0</td><td>0</td><td>2</td><td>1</td><td>3</td><td>1</td><td>7</td><td>1</td><td>2</td><td>393</td><td>0</td><td>75</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>5</td><td>2010</td></tr><tr><th>9</th><td>20</td><td>7</td><td>5</td><td>10176</td><td>1990</td><td>1990</td><td>0</td><td>637</td><td>0</td><td>663</td><td>1300</td><td>1341</td><td>0</td><td>0</td><td>1341</td><td>1</td><td>0</td><td>1</td><td>1</td><td>2</td><td>1</td><td>5</td><td>1</td><td>2</td><td>506</td><td>192</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>2</td><td>2010</td></tr><tr><th>10</th><td>20</td><td>4</td><td>5</td><td>8400</td><td>1970</td><td>1970</td><td>0</td><td>804</td><td>78</td><td>0</td><td>882</td><td>882</td><td>0</td><td>0</td><td>882</td><td>1</td><td>0</td><td>1</td><td>0</td><td>2</td><td>1</td><td>4</td><td>0</td><td>2</td><td>525</td><td>240</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>4</td><td>2010</td></tr><tr><th>11</th><td>120</td><td>7</td><td>5</td><td>5858</td><td>1999</td><td>1999</td><td>0</td><td>1051</td><td>0</td><td>354</td><td>1405</td><td>1337</td><td>0</td><td>0</td><td>1337</td><td>1</td><td>0</td><td>2</td><td>0</td><td>2</td><td>1</td><td>5</td><td>1</td><td>2</td><td>511</td><td>203</td><td>68</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>6</td><td>2010</td></tr><tr><th>12</th><td>160</td><td>6</td><td>5</td><td>1680</td><td>1971</td><td>1971</td><td>504</td><td>156</td><td>0</td><td>327</td><td>483</td><td>483</td><td>504</td><td>0</td><td>987</td><td>0</td><td>0</td><td>1</td><td>1</td><td>2</td><td>1</td><td>5</td><td>0</td><td>1</td><td>264</td><td>275</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>2</td><td>2010</td></tr><tr><th>13</th><td>160</td><td>5</td><td>5</td><td>1680</td><td>1971</td><td>1971</td><td>492</td><td>300</td><td>0</td><td>225</td><td>525</td><td>525</td><td>567</td><td>0</td><td>1092</td><td>0</td><td>0</td><td>1</td><td>1</td><td>3</td><td>1</td><td>6</td><td>0</td><td>1</td><td>320</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>3</td><td>2010</td></tr><tr><th>14</th><td>160</td><td>6</td><td>6</td><td>2280</td><td>1975</td><td>1975</td><td>0</td><td>514</td><td>0</td><td>341</td><td>855</td><td>855</td><td>601</td><td>0</td><td>1456</td><td>0</td><td>0</td><td>2</td><td>1</td><td>3</td><td>1</td><td>6</td><td>1</td><td>2</td><td>440</td><td>173</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>6</td><td>2010</td></tr><tr><th>15</th><td>120</td><td>7</td><td>6</td><td>2280</td><td>1975</td><td>1975</td><td>0</td><td>0</td><td>0</td><td>836</td><td>836</td><td>836</td><td>0</td><td>0</td><td>836</td><td>0</td><td>0</td><td>1</td><td>0</td><td>2</td><td>1</td><td>4</td><td>0</td><td>1</td><td>308</td><td>0</td><td>30</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>6</td><td>2010</td></tr><tr><th>16</th><td>60</td><td>9</td><td>5</td><td>12858</td><td>2009</td><td>2010</td><td>162</td><td>0</td><td>0</td><td>1590</td><td>1590</td><td>1627</td><td>707</td><td>0</td><td>2334</td><td>0</td><td>0</td><td>2</td><td>1</td><td>3</td><td>1</td><td>10</td><td>1</td><td>3</td><td>751</td><td>144</td><td>133</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>1</td><td>2010</td></tr><tr><th>17</th><td>20</td><td>8</td><td>5</td><td>12883</td><td>2009</td><td>2010</td><td>256</td><td>0</td><td>0</td><td>1544</td><td>1544</td><td>1544</td><td>0</td><td>0</td><td>1544</td><td>0</td><td>0</td><td>2</td><td>0</td><td>3</td><td>1</td><td>7</td><td>0</td><td>3</td><td>868</td><td>0</td><td>35</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>6</td><td>2010</td></tr><tr><th>18</th><td>20</td><td>9</td><td>5</td><td>11520</td><td>2005</td><td>2005</td><td>615</td><td>110</td><td>0</td><td>1588</td><td>1698</td><td>1698</td><td>0</td><td>0</td><td>1698</td><td>0</td><td>0</td><td>2</td><td>0</td><td>3</td><td>1</td><td>7</td><td>1</td><td>3</td><td>730</td><td>192</td><td>74</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>6</td><td>2010</td></tr><tr><th>19</th><td>20</td><td>8</td><td>5</td><td>14122</td><td>2005</td><td>2006</td><td>240</td><td>28</td><td>0</td><td>1794</td><td>1822</td><td>1822</td><td>0</td><td>0</td><td>1822</td><td>0</td><td>0</td><td>2</td><td>0</td><td>3</td><td>1</td><td>8</td><td>1</td><td>3</td><td>678</td><td>0</td><td>119</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>2</td><td>2010</td></tr><tr><th>20</th><td>20</td><td>9</td><td>5</td><td>14300</td><td>2003</td><td>2004</td><td>1095</td><td>1373</td><td>0</td><td>1473</td><td>2846</td><td>2696</td><td>0</td><td>0</td><td>2696</td><td>1</td><td>0</td><td>2</td><td>1</td><td>3</td><td>1</td><td>10</td><td>2</td><td>3</td><td>958</td><td>220</td><td>150</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>6</td><td>2010</td></tr><tr><th>21</th><td>60</td><td>8</td><td>5</td><td>13650</td><td>2002</td><td>2002</td><td>232</td><td>578</td><td>0</td><td>1093</td><td>1671</td><td>1687</td><td>563</td><td>0</td><td>2250</td><td>1</td><td>0</td><td>2</td><td>1</td><td>3</td><td>1</td><td>7</td><td>1</td><td>3</td><td>756</td><td>238</td><td>130</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>6</td><td>2010</td></tr><tr><th>22</th><td>120</td><td>8</td><td>5</td><td>7132</td><td>2006</td><td>2006</td><td>178</td><td>24</td><td>0</td><td>1346</td><td>1370</td><td>1370</td><td>0</td><td>0</td><td>1370</td><td>0</td><td>0</td><td>2</td><td>0</td><td>2</td><td>1</td><td>6</td><td>1</td><td>2</td><td>484</td><td>120</td><td>49</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>4</td><td>2010</td></tr><tr><th>23</th><td>20</td><td>6</td><td>5</td><td>18494</td><td>2005</td><td>2005</td><td>0</td><td>0</td><td>0</td><td>1324</td><td>1324</td><td>1324</td><td>0</td><td>0</td><td>1324</td><td>0</td><td>0</td><td>2</td><td>0</td><td>3</td><td>1</td><td>6</td><td>0</td><td>2</td><td>430</td><td>36</td><td>23</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>1</td><td>2010</td></tr><tr><th>24</th><td>120</td><td>7</td><td>5</td><td>3203</td><td>2006</td><td>2006</td><td>14</td><td>16</td><td>0</td><td>1129</td><td>1145</td><td>1145</td><td>0</td><td>0</td><td>1145</td><td>0</td><td>0</td><td>2</td><td>0</td><td>2</td><td>1</td><td>6</td><td>0</td><td>2</td><td>437</td><td>100</td><td>116</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>1</td><td>2010</td></tr><tr><th>25</th><td>80</td><td>7</td><td>5</td><td>13300</td><td>2004</td><td>2004</td><td>0</td><td>326</td><td>0</td><td>58</td><td>384</td><td>744</td><td>630</td><td>0</td><td>1374</td><td>1</td><td>0</td><td>2</td><td>1</td><td>3</td><td>1</td><td>7</td><td>1</td><td>2</td><td>400</td><td>100</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>6</td><td>2010</td></tr><tr><th>26</th><td>60</td><td>7</td><td>5</td><td>8577</td><td>2004</td><td>2004</td><td>0</td><td>0</td><td>0</td><td>847</td><td>847</td><td>847</td><td>886</td><td>0</td><td>1733</td><td>0</td><td>0</td><td>2</td><td>1</td><td>3</td><td>1</td><td>7</td><td>1</td><td>2</td><td>433</td><td>144</td><td>48</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>4</td><td>2010</td></tr><tr><th>27</th><td>60</td><td>8</td><td>5</td><td>17433</td><td>1998</td><td>1998</td><td>114</td><td>0</td><td>0</td><td>1629</td><td>1629</td><td>1645</td><td>830</td><td>0</td><td>2475</td><td>0</td><td>0</td><td>2</td><td>1</td><td>4</td><td>1</td><td>7</td><td>1</td><td>3</td><td>962</td><td>23</td><td>172</td><td>0</td><td>0</td><td>256</td><td>0</td><td>0</td><td>1</td><td>2010</td></tr><tr><th>28</th><td>20</td><td>8</td><td>5</td><td>8987</td><td>2005</td><td>2006</td><td>226</td><td>0</td><td>0</td><td>1595</td><td>1595</td><td>1595</td><td>0</td><td>0</td><td>1595</td><td>0</td><td>0</td><td>2</td><td>0</td><td>2</td><td>1</td><td>6</td><td>1</td><td>3</td><td>880</td><td>144</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>5</td><td>2010</td></tr><tr><th>29</th><td>20</td><td>7</td><td>5</td><td>9215</td><td>2009</td><td>2010</td><td>0</td><td>0</td><td>0</td><td>1218</td><td>1218</td><td>1218</td><td>0</td><td>0</td><td>1218</td><td>0</td><td>0</td><td>2</td><td>0</td><td>2</td><td>1</td><td>4</td><td>0</td><td>2</td><td>676</td><td>0</td><td>136</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>4</td><td>2010</td></tr><tr><th>30</th><td>20</td><td>6</td><td>5</td><td>10440</td><td>2005</td><td>2005</td><td>0</td><td>1414</td><td>0</td><td>54</td><td>1468</td><td>1468</td><td>0</td><td>0</td><td>1468</td><td>1</td><td>0</td><td>2</td><td>0</td><td>2</td><td>1</td><td>6</td><td>1</td><td>2</td><td>528</td><td>0</td><td>102</td><td>0</td><td>0</td><td>216</td><td>0</td><td>0</td><td>5</td><td>2010</td></tr><tr><th>&vellip;</th><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td></tr></tbody></table>"
],
"text/plain": [
"1459×34 DataFrames.DataFrame\n",
"│ Row │ MSSubClass │ OverallQual │ OverallCond │ LotArea │ YearBuilt │\n",
"├──────┼────────────┼─────────────┼─────────────┼─────────┼───────────┤\n",
"│ 1 │ 20 │ 5 │ 6 │ 11622 │ 1961 │\n",
"│ 2 │ 20 │ 6 │ 6 │ 14267 │ 1958 │\n",
"│ 3 │ 60 │ 5 │ 5 │ 13830 │ 1997 │\n",
"│ 4 │ 60 │ 6 │ 6 │ 9978 │ 1998 │\n",
"│ 5 │ 120 │ 8 │ 5 │ 5005 │ 1992 │\n",
"│ 6 │ 60 │ 6 │ 5 │ 10000 │ 1993 │\n",
"│ 7 │ 20 │ 6 │ 7 │ 7980 │ 1992 │\n",
"│ 8 │ 60 │ 6 │ 5 │ 8402 │ 1998 │\n",
"│ 9 │ 20 │ 7 │ 5 │ 10176 │ 1990 │\n",
"│ 10 │ 20 │ 4 │ 5 │ 8400 │ 1970 │\n",
"│ 11 │ 120 │ 7 │ 5 │ 5858 │ 1999 │\n",
"⋮\n",
"│ 1448 │ 20 │ 5 │ 7 │ 10172 │ 1968 │\n",
"│ 1449 │ 90 │ 5 │ 5 │ 11836 │ 1970 │\n",
"│ 1450 │ 180 │ 4 │ 6 │ 1470 │ 1970 │\n",
"│ 1451 │ 160 │ 4 │ 4 │ 1484 │ 1972 │\n",
"│ 1452 │ 20 │ 5 │ 5 │ 13384 │ 1969 │\n",
"│ 1453 │ 160 │ 4 │ 5 │ 1533 │ 1970 │\n",
"│ 1454 │ 160 │ 4 │ 5 │ 1526 │ 1970 │\n",
"│ 1455 │ 160 │ 4 │ 7 │ 1936 │ 1970 │\n",
"│ 1456 │ 160 │ 4 │ 5 │ 1894 │ 1970 │\n",
"│ 1457 │ 20 │ 5 │ 7 │ 20000 │ 1960 │\n",
"│ 1458 │ 85 │ 5 │ 5 │ 10441 │ 1992 │\n",
"│ 1459 │ 60 │ 7 │ 5 │ 9627 │ 1993 │\n",
"\n",
"│ Row │ YearRemodAdd │ MasVnrArea │ BsmtFinSF1 │ BsmtFinSF2 │ BsmtUnfSF │\n",
"├──────┼──────────────┼────────────┼────────────┼────────────┼───────────┤\n",
"│ 1 │ 1961 │ 0 │ 468 │ 144 │ 270 │\n",
"│ 2 │ 1958 │ 108 │ 923 │ 0 │ 406 │\n",
"│ 3 │ 1998 │ 0 │ 791 │ 0 │ 137 │\n",
"│ 4 │ 1998 │ 20 │ 602 │ 0 │ 324 │\n",
"│ 5 │ 1992 │ 0 │ 263 │ 0 │ 1017 │\n",
"│ 6 │ 1994 │ 0 │ 0 │ 0 │ 763 │\n",
"│ 7 │ 2007 │ 0 │ 935 │ 0 │ 233 │\n",
"│ 8 │ 1998 │ 0 │ 0 │ 0 │ 789 │\n",
"│ 9 │ 1990 │ 0 │ 637 │ 0 │ 663 │\n",
"│ 10 │ 1970 │ 0 │ 804 │ 78 │ 0 │\n",
"│ 11 │ 1999 │ 0 │ 1051 │ 0 │ 354 │\n",
"⋮\n",
"│ 1448 │ 2003 │ 0 │ 441 │ 0 │ 423 │\n",
"│ 1449 │ 1970 │ 0 │ 149 │ 0 │ 1503 │\n",
"│ 1450 │ 1970 │ 0 │ 522 │ 0 │ 108 │\n",
"│ 1451 │ 1972 │ 0 │ 252 │ 0 │ 294 │\n",
"│ 1452 │ 1979 │ 194 │ 119 │ 344 │ 641 │\n",
"│ 1453 │ 1970 │ 0 │ 408 │ 0 │ 138 │\n",
"│ 1454 │ 1970 │ 0 │ 0 │ 0 │ 546 │\n",
"│ 1455 │ 1970 │ 0 │ 0 │ 0 │ 546 │\n",
"│ 1456 │ 1970 │ 0 │ 252 │ 0 │ 294 │\n",
"│ 1457 │ 1996 │ 0 │ 1224 │ 0 │ 0 │\n",
"│ 1458 │ 1992 │ 0 │ 337 │ 0 │ 575 │\n",
"│ 1459 │ 1994 │ 94 │ 758 │ 0 │ 238 │\n",
"\n",
"│ Row │ TotalBsmtSF │ x1stFlrSF │ x2ndFlrSF │ LowQualFinSF │ GrLivArea │\n",
"├──────┼─────────────┼───────────┼───────────┼──────────────┼───────────┤\n",
"│ 1 │ 882 │ 896 │ 0 │ 0 │ 896 │\n",
"│ 2 │ 1329 │ 1329 │ 0 │ 0 │ 1329 │\n",
"│ 3 │ 928 │ 928 │ 701 │ 0 │ 1629 │\n",
"│ 4 │ 926 │ 926 │ 678 │ 0 │ 1604 │\n",
"│ 5 │ 1280 │ 1280 │ 0 │ 0 │ 1280 │\n",
"│ 6 │ 763 │ 763 │ 892 │ 0 │ 1655 │\n",
"│ 7 │ 1168 │ 1187 │ 0 │ 0 │ 1187 │\n",
"│ 8 │ 789 │ 789 │ 676 │ 0 │ 1465 │\n",
"│ 9 │ 1300 │ 1341 │ 0 │ 0 │ 1341 │\n",
"│ 10 │ 882 │ 882 │ 0 │ 0 │ 882 │\n",
"│ 11 │ 1405 │ 1337 │ 0 │ 0 │ 1337 │\n",
"⋮\n",
"│ 1448 │ 864 │ 874 │ 0 │ 0 │ 874 │\n",
"│ 1449 │ 1652 │ 1652 │ 0 │ 0 │ 1652 │\n",
"│ 1450 │ 630 │ 630 │ 0 │ 0 │ 630 │\n",
"│ 1451 │ 546 │ 546 │ 546 │ 0 │ 1092 │\n",
"│ 1452 │ 1104 │ 1360 │ 0 │ 0 │ 1360 │\n",
"│ 1453 │ 546 │ 546 │ 546 │ 0 │ 1092 │\n",
"│ 1454 │ 546 │ 546 │ 546 │ 0 │ 1092 │\n",
"│ 1455 │ 546 │ 546 │ 546 │ 0 │ 1092 │\n",
"│ 1456 │ 546 │ 546 │ 546 │ 0 │ 1092 │\n",
"│ 1457 │ 1224 │ 1224 │ 0 │ 0 │ 1224 │\n",
"│ 1458 │ 912 │ 970 │ 0 │ 0 │ 970 │\n",
"│ 1459 │ 996 │ 996 │ 1004 │ 0 │ 2000 │\n",
"\n",
"│ Row │ BsmtFullBath │ BsmtHalfBath │ FullBath │ HalfBath │ BedroomAbvGr │\n",
"├──────┼──────────────┼──────────────┼──────────┼──────────┼──────────────┤\n",
"│ 1 │ 0 │ 0 │ 1 │ 0 │ 2 │\n",
"│ 2 │ 0 │ 0 │ 1 │ 1 │ 3 │\n",
"│ 3 │ 0 │ 0 │ 2 │ 1 │ 3 │\n",
"│ 4 │ 0 │ 0 │ 2 │ 1 │ 3 │\n",
"│ 5 │ 0 │ 0 │ 2 │ 0 │ 2 │\n",
"│ 6 │ 0 │ 0 │ 2 │ 1 │ 3 │\n",
"│ 7 │ 1 │ 0 │ 2 │ 0 │ 3 │\n",
"│ 8 │ 0 │ 0 │ 2 │ 1 │ 3 │\n",
"│ 9 │ 1 │ 0 │ 1 │ 1 │ 2 │\n",
"│ 10 │ 1 │ 0 │ 1 │ 0 │ 2 │\n",
"│ 11 │ 1 │ 0 │ 2 │ 0 │ 2 │\n",
"⋮\n",
"│ 1448 │ 1 │ 0 │ 1 │ 0 │ 3 │\n",
"│ 1449 │ 0 │ 0 │ 2 │ 0 │ 4 │\n",
"│ 1450 │ 1 │ 0 │ 1 │ 0 │ 1 │\n",
"│ 1451 │ 0 │ 0 │ 1 │ 1 │ 3 │\n",
"│ 1452 │ 1 │ 0 │ 1 │ 0 │ 3 │\n",
"│ 1453 │ 0 │ 0 │ 1 │ 1 │ 3 │\n",
"│ 1454 │ 0 │ 0 │ 1 │ 1 │ 3 │\n",
"│ 1455 │ 0 │ 0 │ 1 │ 1 │ 3 │\n",
"│ 1456 │ 0 │ 0 │ 1 │ 1 │ 3 │\n",
"│ 1457 │ 1 │ 0 │ 1 │ 0 │ 4 │\n",
"│ 1458 │ 0 │ 1 │ 1 │ 0 │ 3 │\n",
"│ 1459 │ 0 │ 0 │ 2 │ 1 │ 3 │\n",
"\n",
"│ Row │ KitchenAbvGr │ TotRmsAbvGrd │ Fireplaces │ GarageCars │ GarageArea │\n",
"├──────┼──────────────┼──────────────┼────────────┼────────────┼────────────┤\n",
"│ 1 │ 1 │ 5 │ 0 │ 1 │ 730 │\n",
"│ 2 │ 1 │ 6 │ 0 │ 1 │ 312 │\n",
"│ 3 │ 1 │ 6 │ 1 │ 2 │ 482 │\n",
"│ 4 │ 1 │ 7 │ 1 │ 2 │ 470 │\n",
"│ 5 │ 1 │ 5 │ 0 │ 2 │ 506 │\n",
"│ 6 │ 1 │ 7 │ 1 │ 2 │ 440 │\n",
"│ 7 │ 1 │ 6 │ 0 │ 2 │ 420 │\n",
"│ 8 │ 1 │ 7 │ 1 │ 2 │ 393 │\n",
"│ 9 │ 1 │ 5 │ 1 │ 2 │ 506 │\n",
"│ 10 │ 1 │ 4 │ 0 │ 2 │ 525 │\n",
"│ 11 │ 1 │ 5 │ 1 │ 2 │ 511 │\n",
"⋮\n",
"│ 1448 │ 1 │ 5 │ 0 │ 1 │ 288 │\n",
"│ 1449 │ 2 │ 8 │ 0 │ 3 │ 928 │\n",
"│ 1450 │ 1 │ 3 │ 0 │ 0 │ 0 │\n",
"│ 1451 │ 1 │ 5 │ 0 │ 1 │ 253 │\n",
"│ 1452 │ 1 │ 8 │ 1 │ 1 │ 336 │\n",
"│ 1453 │ 1 │ 5 │ 0 │ 1 │ 286 │\n",
"│ 1454 │ 1 │ 5 │ 0 │ 0 │ 0 │\n",
"│ 1455 │ 1 │ 5 │ 0 │ 0 │ 0 │\n",
"│ 1456 │ 1 │ 6 │ 0 │ 1 │ 286 │\n",
"│ 1457 │ 1 │ 7 │ 1 │ 2 │ 576 │\n",
"│ 1458 │ 1 │ 6 │ 0 │ 0 │ 0 │\n",
"│ 1459 │ 1 │ 9 │ 1 │ 3 │ 650 │\n",
"\n",
"│ Row │ WoodDeckSF │ OpenPorchSF │ EnclosedPorch │ x3SsnPorch │ ScreenPorch │\n",
"├──────┼────────────┼─────────────┼───────────────┼────────────┼─────────────┤\n",
"│ 1 │ 140 │ 0 │ 0 │ 0 │ 120 │\n",
"│ 2 │ 393 │ 36 │ 0 │ 0 │ 0 │\n",
"│ 3 │ 212 │ 34 │ 0 │ 0 │ 0 │\n",
"│ 4 │ 360 │ 36 │ 0 │ 0 │ 0 │\n",
"│ 5 │ 0 │ 82 │ 0 │ 0 │ 144 │\n",
"│ 6 │ 157 │ 84 │ 0 │ 0 │ 0 │\n",
"│ 7 │ 483 │ 21 │ 0 │ 0 │ 0 │\n",
"│ 8 │ 0 │ 75 │ 0 │ 0 │ 0 │\n",
"│ 9 │ 192 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 10 │ 240 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 11 │ 203 │ 68 │ 0 │ 0 │ 0 │\n",
"⋮\n",
"│ 1448 │ 0 │ 120 │ 0 │ 0 │ 0 │\n",
"│ 1449 │ 0 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 1450 │ 0 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 1451 │ 0 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 1452 │ 160 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 1453 │ 0 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 1454 │ 0 │ 34 │ 0 │ 0 │ 0 │\n",
"│ 1455 │ 0 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 1456 │ 0 │ 24 │ 0 │ 0 │ 0 │\n",
"│ 1457 │ 474 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 1458 │ 80 │ 32 │ 0 │ 0 │ 0 │\n",
"│ 1459 │ 190 │ 48 │ 0 │ 0 │ 0 │\n",
"\n",
"│ Row │ PoolArea │ MiscVal │ MoSold │ YrSold │\n",
"├──────┼──────────┼─────────┼────────┼────────┤\n",
"│ 1 │ 0 │ 0 │ 6 │ 2010 │\n",
"│ 2 │ 0 │ 12500 │ 6 │ 2010 │\n",
"│ 3 │ 0 │ 0 │ 3 │ 2010 │\n",
"│ 4 │ 0 │ 0 │ 6 │ 2010 │\n",
"│ 5 │ 0 │ 0 │ 1 │ 2010 │\n",
"│ 6 │ 0 │ 0 │ 4 │ 2010 │\n",
"│ 7 │ 0 │ 500 │ 3 │ 2010 │\n",
"│ 8 │ 0 │ 0 │ 5 │ 2010 │\n",
"│ 9 │ 0 │ 0 │ 2 │ 2010 │\n",
"│ 10 │ 0 │ 0 │ 4 │ 2010 │\n",
"│ 11 │ 0 │ 0 │ 6 │ 2010 │\n",
"⋮\n",
"│ 1448 │ 0 │ 0 │ 10 │ 2006 │\n",
"│ 1449 │ 0 │ 0 │ 3 │ 2006 │\n",
"│ 1450 │ 0 │ 0 │ 4 │ 2006 │\n",
"│ 1451 │ 0 │ 0 │ 5 │ 2006 │\n",
"│ 1452 │ 0 │ 0 │ 5 │ 2006 │\n",
"│ 1453 │ 0 │ 0 │ 12 │ 2006 │\n",
"│ 1454 │ 0 │ 0 │ 6 │ 2006 │\n",
"│ 1455 │ 0 │ 0 │ 6 │ 2006 │\n",
"│ 1456 │ 0 │ 0 │ 4 │ 2006 │\n",
"│ 1457 │ 0 │ 0 │ 9 │ 2006 │\n",
"│ 1458 │ 0 │ 700 │ 7 │ 2006 │\n",
"│ 1459 │ 0 │ 0 │ 11 │ 2006 │"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train_data = train[:,[:MSSubClass,:OverallQual,:OverallCond,:LotArea,:YearBuilt,:YearRemodAdd,:MasVnrArea,:BsmtFinSF1,:BsmtFinSF2,:BsmtUnfSF,:TotalBsmtSF,:x1stFlrSF,:x2ndFlrSF,:LowQualFinSF,:GrLivArea,:BsmtFullBath,:BsmtHalfBath,:FullBath,:HalfBath,:BedroomAbvGr,:KitchenAbvGr,:TotRmsAbvGrd,:Fireplaces,:GarageCars,:GarageArea,:WoodDeckSF,:OpenPorchSF,:EnclosedPorch,:x3SsnPorch,:ScreenPorch,:PoolArea,:MiscVal,:MoSold,:YrSold]]\n",
"test_data = test[:,[:MSSubClass,:OverallQual,:OverallCond,:LotArea,:YearBuilt,:YearRemodAdd,:MasVnrArea,:BsmtFinSF1,:BsmtFinSF2,:BsmtUnfSF,:TotalBsmtSF,:x1stFlrSF,:x2ndFlrSF,:LowQualFinSF,:GrLivArea,:BsmtFullBath,:BsmtHalfBath,:FullBath,:HalfBath,:BedroomAbvGr,:KitchenAbvGr,:TotRmsAbvGrd,:Fireplaces,:GarageCars,:GarageArea,:WoodDeckSF,:OpenPorchSF,:EnclosedPorch,:x3SsnPorch,:ScreenPorch,:PoolArea,:MiscVal,:MoSold,:YrSold]]"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train_data[:is_train] = 1\n",
"test_data[:is_train] = 0"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table class=\"data-frame\"><thead><tr><th></th><th>MSSubClass</th><th>OverallQual</th><th>OverallCond</th><th>LotArea</th><th>YearBuilt</th><th>YearRemodAdd</th><th>MasVnrArea</th><th>BsmtFinSF1</th><th>BsmtFinSF2</th><th>BsmtUnfSF</th><th>TotalBsmtSF</th><th>x1stFlrSF</th><th>x2ndFlrSF</th><th>LowQualFinSF</th><th>GrLivArea</th><th>BsmtFullBath</th><th>BsmtHalfBath</th><th>FullBath</th><th>HalfBath</th><th>BedroomAbvGr</th><th>KitchenAbvGr</th><th>TotRmsAbvGrd</th><th>Fireplaces</th><th>GarageCars</th><th>GarageArea</th><th>WoodDeckSF</th><th>OpenPorchSF</th><th>EnclosedPorch</th><th>x3SsnPorch</th><th>ScreenPorch</th><th>PoolArea</th><th>MiscVal</th><th>MoSold</th><th>YrSold</th><th>is_train</th></tr></thead><tbody><tr><th>1</th><td>60</td><td>7</td><td>5</td><td>8450</td><td>2003</td><td>2003</td><td>196</td><td>706</td><td>0</td><td>150</td><td>856</td><td>856</td><td>854</td><td>0</td><td>1710</td><td>1</td><td>0</td><td>2</td><td>1</td><td>3</td><td>1</td><td>8</td><td>0</td><td>2</td><td>548</td><td>0</td><td>61</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>2</td><td>2008</td><td>1</td></tr><tr><th>2</th><td>20</td><td>6</td><td>8</td><td>9600</td><td>1976</td><td>1976</td><td>0</td><td>978</td><td>0</td><td>284</td><td>1262</td><td>1262</td><td>0</td><td>0</td><td>1262</td><td>0</td><td>1</td><td>2</td><td>0</td><td>3</td><td>1</td><td>6</td><td>1</td><td>2</td><td>460</td><td>298</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>5</td><td>2007</td><td>1</td></tr><tr><th>3</th><td>60</td><td>7</td><td>5</td><td>11250</td><td>2001</td><td>2002</td><td>162</td><td>486</td><td>0</td><td>434</td><td>920</td><td>920</td><td>866</td><td>0</td><td>1786</td><td>1</td><td>0</td><td>2</td><td>1</td><td>3</td><td>1</td><td>6</td><td>1</td><td>2</td><td>608</td><td>0</td><td>42</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>9</td><td>2008</td><td>1</td></tr><tr><th>4</th><td>70</td><td>7</td><td>5</td><td>9550</td><td>1915</td><td>1970</td><td>0</td><td>216</td><td>0</td><td>540</td><td>756</td><td>961</td><td>756</td><td>0</td><td>1717</td><td>1</td><td>0</td><td>1</td><td>0</td><td>3</td><td>1</td><td>7</td><td>1</td><td>3</td><td>642</td><td>0</td><td>35</td><td>272</td><td>0</td><td>0</td><td>0</td><td>0</td><td>2</td><td>2006</td><td>1</td></tr><tr><th>5</th><td>60</td><td>8</td><td>5</td><td>14260</td><td>2000</td><td>2000</td><td>350</td><td>655</td><td>0</td><td>490</td><td>1145</td><td>1145</td><td>1053</td><td>0</td><td>2198</td><td>1</td><td>0</td><td>2</td><td>1</td><td>4</td><td>1</td><td>9</td><td>1</td><td>3</td><td>836</td><td>192</td><td>84</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>12</td><td>2008</td><td>1</td></tr><tr><th>6</th><td>50</td><td>5</td><td>5</td><td>14115</td><td>1993</td><td>1995</td><td>0</td><td>732</td><td>0</td><td>64</td><td>796</td><td>796</td><td>566</td><td>0</td><td>1362</td><td>1</td><td>0</td><td>1</td><td>1</td><td>1</td><td>1</td><td>5</td><td>0</td><td>2</td><td>480</td><td>40</td><td>30</td><td>0</td><td>320</td><td>0</td><td>0</td><td>700</td><td>10</td><td>2009</td><td>1</td></tr><tr><th>7</th><td>20</td><td>8</td><td>5</td><td>10084</td><td>2004</td><td>2005</td><td>186</td><td>1369</td><td>0</td><td>317</td><td>1686</td><td>1694</td><td>0</td><td>0</td><td>1694</td><td>1</td><td>0</td><td>2</td><td>0</td><td>3</td><td>1</td><td>7</td><td>1</td><td>2</td><td>636</td><td>255</td><td>57</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>8</td><td>2007</td><td>1</td></tr><tr><th>8</th><td>60</td><td>7</td><td>6</td><td>10382</td><td>1973</td><td>1973</td><td>240</td><td>859</td><td>32</td><td>216</td><td>1107</td><td>1107</td><td>983</td><td>0</td><td>2090</td><td>1</td><td>0</td><td>2</td><td>1</td><td>3</td><td>1</td><td>7</td><td>2</td><td>2</td><td>484</td><td>235</td><td>204</td><td>228</td><td>0</td><td>0</td><td>0</td><td>350</td><td>11</td><td>2009</td><td>1</td></tr><tr><th>9</th><td>50</td><td>7</td><td>5</td><td>6120</td><td>1931</td><td>1950</td><td>0</td><td>0</td><td>0</td><td>952</td><td>952</td><td>1022</td><td>752</td><td>0</td><td>1774</td><td>0</td><td>0</td><td>2</td><td>0</td><td>2</td><td>2</td><td>8</td><td>2</td><td>2</td><td>468</td><td>90</td><td>0</td><td>205</td><td>0</td><td>0</td><td>0</td><td>0</td><td>4</td><td>2008</td><td>1</td></tr><tr><th>10</th><td>190</td><td>5</td><td>6</td><td>7420</td><td>1939</td><td>1950</td><td>0</td><td>851</td><td>0</td><td>140</td><td>991</td><td>1077</td><td>0</td><td>0</td><td>1077</td><td>1</td><td>0</td><td>1</td><td>0</td><td>2</td><td>2</td><td>5</td><td>2</td><td>1</td><td>205</td><td>0</td><td>4</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>1</td><td>2008</td><td>1</td></tr><tr><th>11</th><td>20</td><td>5</td><td>5</td><td>11200</td><td>1965</td><td>1965</td><td>0</td><td>906</td><td>0</td><td>134</td><td>1040</td><td>1040</td><td>0</td><td>0</td><td>1040</td><td>1</td><td>0</td><td>1</td><td>0</td><td>3</td><td>1</td><td>5</td><td>0</td><td>1</td><td>384</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>2</td><td>2008</td><td>1</td></tr><tr><th>12</th><td>60</td><td>9</td><td>5</td><td>11924</td><td>2005</td><td>2006</td><td>286</td><td>998</td><td>0</td><td>177</td><td>1175</td><td>1182</td><td>1142</td><td>0</td><td>2324</td><td>1</td><td>0</td><td>3</td><td>0</td><td>4</td><td>1</td><td>11</td><td>2</td><td>3</td><td>736</td><td>147</td><td>21</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>7</td><td>2006</td><td>1</td></tr><tr><th>13</th><td>20</td><td>5</td><td>6</td><td>12968</td><td>1962</td><td>1962</td><td>0</td><td>737</td><td>0</td><td>175</td><td>912</td><td>912</td><td>0</td><td>0</td><td>912</td><td>1</td><td>0</td><td>1</td><td>0</td><td>2</td><td>1</td><td>4</td><td>0</td><td>1</td><td>352</td><td>140</td><td>0</td><td>0</td><td>0</td><td>176</td><td>0</td><td>0</td><td>9</td><td>2008</td><td>1</td></tr><tr><th>14</th><td>20</td><td>7</td><td>5</td><td>10652</td><td>2006</td><td>2007</td><td>306</td><td>0</td><td>0</td><td>1494</td><td>1494</td><td>1494</td><td>0</td><td>0</td><td>1494</td><td>0</td><td>0</td><td>2</td><td>0</td><td>3</td><td>1</td><td>7</td><td>1</td><td>3</td><td>840</td><td>160</td><td>33</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>8</td><td>2007</td><td>1</td></tr><tr><th>15</th><td>20</td><td>6</td><td>5</td><td>10920</td><td>1960</td><td>1960</td><td>212</td><td>733</td><td>0</td><td>520</td><td>1253</td><td>1253</td><td>0</td><td>0</td><td>1253</td><td>1</td><td>0</td><td>1</td><td>1</td><td>2</td><td>1</td><td>5</td><td>1</td><td>1</td><td>352</td><td>0</td><td>213</td><td>176</td><td>0</td><td>0</td><td>0</td><td>0</td><td>5</td><td>2008</td><td>1</td></tr><tr><th>16</th><td>45</td><td>7</td><td>8</td><td>6120</td><td>1929</td><td>2001</td><td>0</td><td>0</td><td>0</td><td>832</td><td>832</td><td>854</td><td>0</td><td>0</td><td>854</td><td>0</td><td>0</td><td>1</td><td>0</td><td>2</td><td>1</td><td>5</td><td>0</td><td>2</td><td>576</td><td>48</td><td>112</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>7</td><td>2007</td><td>1</td></tr><tr><th>17</th><td>20</td><td>6</td><td>7</td><td>11241</td><td>1970</td><td>1970</td><td>180</td><td>578</td><td>0</td><td>426</td><td>1004</td><td>1004</td><td>0</td><td>0</td><td>1004</td><td>1</td><td>0</td><td>1</td><td>0</td><td>2</td><td>1</td><td>5</td><td>1</td><td>2</td><td>480</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>700</td><td>3</td><td>2010</td><td>1</td></tr><tr><th>18</th><td>90</td><td>4</td><td>5</td><td>10791</td><td>1967</td><td>1967</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>1296</td><td>0</td><td>0</td><td>1296</td><td>0</td><td>0</td><td>2</td><td>0</td><td>2</td><td>2</td><td>6</td><td>0</td><td>2</td><td>516</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>500</td><td>10</td><td>2006</td><td>1</td></tr><tr><th>19</th><td>20</td><td>5</td><td>5</td><td>13695</td><td>2004</td><td>2004</td><td>0</td><td>646</td><td>0</td><td>468</td><td>1114</td><td>1114</td><td>0</td><td>0</td><td>1114</td><td>1</td><td>0</td><td>1</td><td>1</td><td>3</td><td>1</td><td>6</td><td>0</td><td>2</td><td>576</td><td>0</td><td>102</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>6</td><td>2008</td><td>1</td></tr><tr><th>20</th><td>20</td><td>5</td><td>6</td><td>7560</td><td>1958</td><td>1965</td><td>0</td><td>504</td><td>0</td><td>525</td><td>1029</td><td>1339</td><td>0</td><td>0</td><td>1339</td><td>0</td><td>0</td><td>1</td><td>0</td><td>3</td><td>1</td><td>6</td><td>0</td><td>1</td><td>294</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>5</td><td>2009</td><td>1</td></tr><tr><th>21</th><td>60</td><td>8</td><td>5</td><td>14215</td><td>2005</td><td>2006</td><td>380</td><td>0</td><td>0</td><td>1158</td><td>1158</td><td>1158</td><td>1218</td><td>0</td><td>2376</td><td>0</td><td>0</td><td>3</td><td>1</td><td>4</td><td>1</td><td>9</td><td>1</td><td>3</td><td>853</td><td>240</td><td>154</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>11</td><td>2006</td><td>1</td></tr><tr><th>22</th><td>45</td><td>7</td><td>7</td><td>7449</td><td>1930</td><td>1950</td><td>0</td><td>0</td><td>0</td><td>637</td><td>637</td><td>1108</td><td>0</td><td>0</td><td>1108</td><td>0</td><td>0</td><td>1</td><td>0</td><td>3</td><td>1</td><td>6</td><td>1</td><td>1</td><td>280</td><td>0</td><td>0</td><td>205</td><td>0</td><td>0</td><td>0</td><td>0</td><td>6</td><td>2007</td><td>1</td></tr><tr><th>23</th><td>20</td><td>8</td><td>5</td><td>9742</td><td>2002</td><td>2002</td><td>281</td><td>0</td><td>0</td><td>1777</td><td>1777</td><td>1795</td><td>0</td><td>0</td><td>1795</td><td>0</td><td>0</td><td>2</td><td>0</td><td>3</td><td>1</td><td>7</td><td>1</td><td>2</td><td>534</td><td>171</td><td>159</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>9</td><td>2008</td><td>1</td></tr><tr><th>24</th><td>120</td><td>5</td><td>7</td><td>4224</td><td>1976</td><td>1976</td><td>0</td><td>840</td><td>0</td><td>200</td><td>1040</td><td>1060</td><td>0</td><td>0</td><td>1060</td><td>1</td><td>0</td><td>1</td><td>0</td><td>3</td><td>1</td><td>6</td><td>1</td><td>2</td><td>572</td><td>100</td><td>110</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>6</td><td>2007</td><td>1</td></tr><tr><th>25</th><td>20</td><td>5</td><td>8</td><td>8246</td><td>1968</td><td>2001</td><td>0</td><td>188</td><td>668</td><td>204</td><td>1060</td><td>1060</td><td>0</td><td>0</td><td>1060</td><td>1</td><td>0</td><td>1</td><td>0</td><td>3</td><td>1</td><td>6</td><td>1</td><td>1</td><td>270</td><td>406</td><td>90</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>5</td><td>2010</td><td>1</td></tr><tr><th>26</th><td>20</td><td>8</td><td>5</td><td>14230</td><td>2007</td><td>2007</td><td>640</td><td>0</td><td>0</td><td>1566</td><td>1566</td><td>1600</td><td>0</td><td>0</td><td>1600</td><td>0</td><td>0</td><td>2</td><td>0</td><td>3</td><td>1</td><td>7</td><td>1</td><td>3</td><td>890</td><td>0</td><td>56</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>7</td><td>2009</td><td>1</td></tr><tr><th>27</th><td>20</td><td>5</td><td>7</td><td>7200</td><td>1951</td><td>2000</td><td>0</td><td>234</td><td>486</td><td>180</td><td>900</td><td>900</td><td>0</td><td>0</td><td>900</td><td>0</td><td>1</td><td>1</td><td>0</td><td>3</td><td>1</td><td>5</td><td>0</td><td>2</td><td>576</td><td>222</td><td>32</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>5</td><td>2010</td><td>1</td></tr><tr><th>28</th><td>20</td><td>8</td><td>5</td><td>11478</td><td>2007</td><td>2008</td><td>200</td><td>1218</td><td>0</td><td>486</td><td>1704</td><td>1704</td><td>0</td><td>0</td><td>1704</td><td>1</td><td>0</td><td>2</td><td>0</td><td>3</td><td>1</td><td>7</td><td>1</td><td>3</td><td>772</td><td>0</td><td>50</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>5</td><td>2010</td><td>1</td></tr><tr><th>29</th><td>20</td><td>5</td><td>6</td><td>16321</td><td>1957</td><td>1997</td><td>0</td><td>1277</td><td>0</td><td>207</td><td>1484</td><td>1600</td><td>0</td><td>0</td><td>1600</td><td>1</td><td>0</td><td>1</td><td>0</td><td>2</td><td>1</td><td>6</td><td>2</td><td>1</td><td>319</td><td>288</td><td>258</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>12</td><td>2006</td><td>1</td></tr><tr><th>30</th><td>30</td><td>4</td><td>6</td><td>6324</td><td>1927</td><td>1950</td><td>0</td><td>0</td><td>0</td><td>520</td><td>520</td><td>520</td><td>0</td><td>0</td><td>520</td><td>0</td><td>0</td><td>1</td><td>0</td><td>1</td><td>1</td><td>4</td><td>0</td><td>1</td><td>240</td><td>49</td><td>0</td><td>87</td><td>0</td><td>0</td><td>0</td><td>0</td><td>5</td><td>2008</td><td>1</td></tr><tr><th>&vellip;</th><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td></tr></tbody></table>"
],
"text/plain": [
"2919×35 DataFrames.DataFrame\n",
"│ Row │ MSSubClass │ OverallQual │ OverallCond │ LotArea │ YearBuilt │\n",
"├──────┼────────────┼─────────────┼─────────────┼─────────┼───────────┤\n",
"│ 1 │ 60 │ 7 │ 5 │ 8450 │ 2003 │\n",
"│ 2 │ 20 │ 6 │ 8 │ 9600 │ 1976 │\n",
"│ 3 │ 60 │ 7 │ 5 │ 11250 │ 2001 │\n",
"│ 4 │ 70 │ 7 │ 5 │ 9550 │ 1915 │\n",
"│ 5 │ 60 │ 8 │ 5 │ 14260 │ 2000 │\n",
"│ 6 │ 50 │ 5 │ 5 │ 14115 │ 1993 │\n",
"│ 7 │ 20 │ 8 │ 5 │ 10084 │ 2004 │\n",
"│ 8 │ 60 │ 7 │ 6 │ 10382 │ 1973 │\n",
"│ 9 │ 50 │ 7 │ 5 │ 6120 │ 1931 │\n",
"│ 10 │ 190 │ 5 │ 6 │ 7420 │ 1939 │\n",
"│ 11 │ 20 │ 5 │ 5 │ 11200 │ 1965 │\n",
"⋮\n",
"│ 2908 │ 20 │ 5 │ 7 │ 10172 │ 1968 │\n",
"│ 2909 │ 90 │ 5 │ 5 │ 11836 │ 1970 │\n",
"│ 2910 │ 180 │ 4 │ 6 │ 1470 │ 1970 │\n",
"│ 2911 │ 160 │ 4 │ 4 │ 1484 │ 1972 │\n",
"│ 2912 │ 20 │ 5 │ 5 │ 13384 │ 1969 │\n",
"│ 2913 │ 160 │ 4 │ 5 │ 1533 │ 1970 │\n",
"│ 2914 │ 160 │ 4 │ 5 │ 1526 │ 1970 │\n",
"│ 2915 │ 160 │ 4 │ 7 │ 1936 │ 1970 │\n",
"│ 2916 │ 160 │ 4 │ 5 │ 1894 │ 1970 │\n",
"│ 2917 │ 20 │ 5 │ 7 │ 20000 │ 1960 │\n",
"│ 2918 │ 85 │ 5 │ 5 │ 10441 │ 1992 │\n",
"│ 2919 │ 60 │ 7 │ 5 │ 9627 │ 1993 │\n",
"\n",
"│ Row │ YearRemodAdd │ MasVnrArea │ BsmtFinSF1 │ BsmtFinSF2 │ BsmtUnfSF │\n",
"├──────┼──────────────┼────────────┼────────────┼────────────┼───────────┤\n",
"│ 1 │ 2003 │ 196 │ 706 │ 0 │ 150 │\n",
"│ 2 │ 1976 │ 0 │ 978 │ 0 │ 284 │\n",
"│ 3 │ 2002 │ 162 │ 486 │ 0 │ 434 │\n",
"│ 4 │ 1970 │ 0 │ 216 │ 0 │ 540 │\n",
"│ 5 │ 2000 │ 350 │ 655 │ 0 │ 490 │\n",
"│ 6 │ 1995 │ 0 │ 732 │ 0 │ 64 │\n",
"│ 7 │ 2005 │ 186 │ 1369 │ 0 │ 317 │\n",
"│ 8 │ 1973 │ 240 │ 859 │ 32 │ 216 │\n",
"│ 9 │ 1950 │ 0 │ 0 │ 0 │ 952 │\n",
"│ 10 │ 1950 │ 0 │ 851 │ 0 │ 140 │\n",
"│ 11 │ 1965 │ 0 │ 906 │ 0 │ 134 │\n",
"⋮\n",
"│ 2908 │ 2003 │ 0 │ 441 │ 0 │ 423 │\n",
"│ 2909 │ 1970 │ 0 │ 149 │ 0 │ 1503 │\n",
"│ 2910 │ 1970 │ 0 │ 522 │ 0 │ 108 │\n",
"│ 2911 │ 1972 │ 0 │ 252 │ 0 │ 294 │\n",
"│ 2912 │ 1979 │ 194 │ 119 │ 344 │ 641 │\n",
"│ 2913 │ 1970 │ 0 │ 408 │ 0 │ 138 │\n",
"│ 2914 │ 1970 │ 0 │ 0 │ 0 │ 546 │\n",
"│ 2915 │ 1970 │ 0 │ 0 │ 0 │ 546 │\n",
"│ 2916 │ 1970 │ 0 │ 252 │ 0 │ 294 │\n",
"│ 2917 │ 1996 │ 0 │ 1224 │ 0 │ 0 │\n",
"│ 2918 │ 1992 │ 0 │ 337 │ 0 │ 575 │\n",
"│ 2919 │ 1994 │ 94 │ 758 │ 0 │ 238 │\n",
"\n",
"│ Row │ TotalBsmtSF │ x1stFlrSF │ x2ndFlrSF │ LowQualFinSF │ GrLivArea │\n",
"├──────┼─────────────┼───────────┼───────────┼──────────────┼───────────┤\n",
"│ 1 │ 856 │ 856 │ 854 │ 0 │ 1710 │\n",
"│ 2 │ 1262 │ 1262 │ 0 │ 0 │ 1262 │\n",
"│ 3 │ 920 │ 920 │ 866 │ 0 │ 1786 │\n",
"│ 4 │ 756 │ 961 │ 756 │ 0 │ 1717 │\n",
"│ 5 │ 1145 │ 1145 │ 1053 │ 0 │ 2198 │\n",
"│ 6 │ 796 │ 796 │ 566 │ 0 │ 1362 │\n",
"│ 7 │ 1686 │ 1694 │ 0 │ 0 │ 1694 │\n",
"│ 8 │ 1107 │ 1107 │ 983 │ 0 │ 2090 │\n",
"│ 9 │ 952 │ 1022 │ 752 │ 0 │ 1774 │\n",
"│ 10 │ 991 │ 1077 │ 0 │ 0 │ 1077 │\n",
"│ 11 │ 1040 │ 1040 │ 0 │ 0 │ 1040 │\n",
"⋮\n",
"│ 2908 │ 864 │ 874 │ 0 │ 0 │ 874 │\n",
"│ 2909 │ 1652 │ 1652 │ 0 │ 0 │ 1652 │\n",
"│ 2910 │ 630 │ 630 │ 0 │ 0 │ 630 │\n",
"│ 2911 │ 546 │ 546 │ 546 │ 0 │ 1092 │\n",
"│ 2912 │ 1104 │ 1360 │ 0 │ 0 │ 1360 │\n",
"│ 2913 │ 546 │ 546 │ 546 │ 0 │ 1092 │\n",
"│ 2914 │ 546 │ 546 │ 546 │ 0 │ 1092 │\n",
"│ 2915 │ 546 │ 546 │ 546 │ 0 │ 1092 │\n",
"│ 2916 │ 546 │ 546 │ 546 │ 0 │ 1092 │\n",
"│ 2917 │ 1224 │ 1224 │ 0 │ 0 │ 1224 │\n",
"│ 2918 │ 912 │ 970 │ 0 │ 0 │ 970 │\n",
"│ 2919 │ 996 │ 996 │ 1004 │ 0 │ 2000 │\n",
"\n",
"│ Row │ BsmtFullBath │ BsmtHalfBath │ FullBath │ HalfBath │ BedroomAbvGr │\n",
"├──────┼──────────────┼──────────────┼──────────┼──────────┼──────────────┤\n",
"│ 1 │ 1 │ 0 │ 2 │ 1 │ 3 │\n",
"│ 2 │ 0 │ 1 │ 2 │ 0 │ 3 │\n",
"│ 3 │ 1 │ 0 │ 2 │ 1 │ 3 │\n",
"│ 4 │ 1 │ 0 │ 1 │ 0 │ 3 │\n",
"│ 5 │ 1 │ 0 │ 2 │ 1 │ 4 │\n",
"│ 6 │ 1 │ 0 │ 1 │ 1 │ 1 │\n",
"│ 7 │ 1 │ 0 │ 2 │ 0 │ 3 │\n",
"│ 8 │ 1 │ 0 │ 2 │ 1 │ 3 │\n",
"│ 9 │ 0 │ 0 │ 2 │ 0 │ 2 │\n",
"│ 10 │ 1 │ 0 │ 1 │ 0 │ 2 │\n",
"│ 11 │ 1 │ 0 │ 1 │ 0 │ 3 │\n",
"⋮\n",
"│ 2908 │ 1 │ 0 │ 1 │ 0 │ 3 │\n",
"│ 2909 │ 0 │ 0 │ 2 │ 0 │ 4 │\n",
"│ 2910 │ 1 │ 0 │ 1 │ 0 │ 1 │\n",
"│ 2911 │ 0 │ 0 │ 1 │ 1 │ 3 │\n",
"│ 2912 │ 1 │ 0 │ 1 │ 0 │ 3 │\n",
"│ 2913 │ 0 │ 0 │ 1 │ 1 │ 3 │\n",
"│ 2914 │ 0 │ 0 │ 1 │ 1 │ 3 │\n",
"│ 2915 │ 0 │ 0 │ 1 │ 1 │ 3 │\n",
"│ 2916 │ 0 │ 0 │ 1 │ 1 │ 3 │\n",
"│ 2917 │ 1 │ 0 │ 1 │ 0 │ 4 │\n",
"│ 2918 │ 0 │ 1 │ 1 │ 0 │ 3 │\n",
"│ 2919 │ 0 │ 0 │ 2 │ 1 │ 3 │\n",
"\n",
"│ Row │ KitchenAbvGr │ TotRmsAbvGrd │ Fireplaces │ GarageCars │ GarageArea │\n",
"├──────┼──────────────┼──────────────┼────────────┼────────────┼────────────┤\n",
"│ 1 │ 1 │ 8 │ 0 │ 2 │ 548 │\n",
"│ 2 │ 1 │ 6 │ 1 │ 2 │ 460 │\n",
"│ 3 │ 1 │ 6 │ 1 │ 2 │ 608 │\n",
"│ 4 │ 1 │ 7 │ 1 │ 3 │ 642 │\n",
"│ 5 │ 1 │ 9 │ 1 │ 3 │ 836 │\n",
"│ 6 │ 1 │ 5 │ 0 │ 2 │ 480 │\n",
"│ 7 │ 1 │ 7 │ 1 │ 2 │ 636 │\n",
"│ 8 │ 1 │ 7 │ 2 │ 2 │ 484 │\n",
"│ 9 │ 2 │ 8 │ 2 │ 2 │ 468 │\n",
"│ 10 │ 2 │ 5 │ 2 │ 1 │ 205 │\n",
"│ 11 │ 1 │ 5 │ 0 │ 1 │ 384 │\n",
"⋮\n",
"│ 2908 │ 1 │ 5 │ 0 │ 1 │ 288 │\n",
"│ 2909 │ 2 │ 8 │ 0 │ 3 │ 928 │\n",
"│ 2910 │ 1 │ 3 │ 0 │ 0 │ 0 │\n",
"│ 2911 │ 1 │ 5 │ 0 │ 1 │ 253 │\n",
"│ 2912 │ 1 │ 8 │ 1 │ 1 │ 336 │\n",
"│ 2913 │ 1 │ 5 │ 0 │ 1 │ 286 │\n",
"│ 2914 │ 1 │ 5 │ 0 │ 0 │ 0 │\n",
"│ 2915 │ 1 │ 5 │ 0 │ 0 │ 0 │\n",
"│ 2916 │ 1 │ 6 │ 0 │ 1 │ 286 │\n",
"│ 2917 │ 1 │ 7 │ 1 │ 2 │ 576 │\n",
"│ 2918 │ 1 │ 6 │ 0 │ 0 │ 0 │\n",
"│ 2919 │ 1 │ 9 │ 1 │ 3 │ 650 │\n",
"\n",
"│ Row │ WoodDeckSF │ OpenPorchSF │ EnclosedPorch │ x3SsnPorch │ ScreenPorch │\n",
"├──────┼────────────┼─────────────┼───────────────┼────────────┼─────────────┤\n",
"│ 1 │ 0 │ 61 │ 0 │ 0 │ 0 │\n",
"│ 2 │ 298 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 3 │ 0 │ 42 │ 0 │ 0 │ 0 │\n",
"│ 4 │ 0 │ 35 │ 272 │ 0 │ 0 │\n",
"│ 5 │ 192 │ 84 │ 0 │ 0 │ 0 │\n",
"│ 6 │ 40 │ 30 │ 0 │ 320 │ 0 │\n",
"│ 7 │ 255 │ 57 │ 0 │ 0 │ 0 │\n",
"│ 8 │ 235 │ 204 │ 228 │ 0 │ 0 │\n",
"│ 9 │ 90 │ 0 │ 205 │ 0 │ 0 │\n",
"│ 10 │ 0 │ 4 │ 0 │ 0 │ 0 │\n",
"│ 11 │ 0 │ 0 │ 0 │ 0 │ 0 │\n",
"⋮\n",
"│ 2908 │ 0 │ 120 │ 0 │ 0 │ 0 │\n",
"│ 2909 │ 0 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 2910 │ 0 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 2911 │ 0 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 2912 │ 160 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 2913 │ 0 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 2914 │ 0 │ 34 │ 0 │ 0 │ 0 │\n",
"│ 2915 │ 0 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 2916 │ 0 │ 24 │ 0 │ 0 │ 0 │\n",
"│ 2917 │ 474 │ 0 │ 0 │ 0 │ 0 │\n",
"│ 2918 │ 80 │ 32 │ 0 │ 0 │ 0 │\n",
"│ 2919 │ 190 │ 48 │ 0 │ 0 │ 0 │\n",
"\n",
"│ Row │ PoolArea │ MiscVal │ MoSold │ YrSold │ is_train │\n",
"├──────┼──────────┼─────────┼────────┼────────┼──────────┤\n",
"│ 1 │ 0 │ 0 │ 2 │ 2008 │ 1 │\n",
"│ 2 │ 0 │ 0 │ 5 │ 2007 │ 1 │\n",
"│ 3 │ 0 │ 0 │ 9 │ 2008 │ 1 │\n",
"│ 4 │ 0 │ 0 │ 2 │ 2006 │ 1 │\n",
"│ 5 │ 0 │ 0 │ 12 │ 2008 │ 1 │\n",
"│ 6 │ 0 │ 700 │ 10 │ 2009 │ 1 │\n",
"│ 7 │ 0 │ 0 │ 8 │ 2007 │ 1 │\n",
"│ 8 │ 0 │ 350 │ 11 │ 2009 │ 1 │\n",
"│ 9 │ 0 │ 0 │ 4 │ 2008 │ 1 │\n",
"│ 10 │ 0 │ 0 │ 1 │ 2008 │ 1 │\n",
"│ 11 │ 0 │ 0 │ 2 │ 2008 │ 1 │\n",
"⋮\n",
"│ 2908 │ 0 │ 0 │ 10 │ 2006 │ 0 │\n",
"│ 2909 │ 0 │ 0 │ 3 │ 2006 │ 0 │\n",
"│ 2910 │ 0 │ 0 │ 4 │ 2006 │ 0 │\n",
"│ 2911 │ 0 │ 0 │ 5 │ 2006 │ 0 │\n",
"│ 2912 │ 0 │ 0 │ 5 │ 2006 │ 0 │\n",
"│ 2913 │ 0 │ 0 │ 12 │ 2006 │ 0 │\n",
"│ 2914 │ 0 │ 0 │ 6 │ 2006 │ 0 │\n",
"│ 2915 │ 0 │ 0 │ 6 │ 2006 │ 0 │\n",
"│ 2916 │ 0 │ 0 │ 4 │ 2006 │ 0 │\n",
"│ 2917 │ 0 │ 0 │ 9 │ 2006 │ 0 │\n",
"│ 2918 │ 0 │ 700 │ 7 │ 2006 │ 0 │\n",
"│ 2919 │ 0 │ 0 │ 11 │ 2006 │ 0 │"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train_test_data = vcat(train_data, test_data)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2919-element DataArrays.DataArray{Float64,1}:\n",
" 2008.0\n",
" 2007.0\n",
" 2008.0\n",
" 2006.0\n",
" 2008.0\n",
" 2009.0\n",
" 2007.0\n",
" 2009.0\n",
" 2008.0\n",
" 2008.0\n",
" 2008.0\n",
" 2006.0\n",
" 2008.0\n",
" ⋮ \n",
" 2006.0\n",
" 2006.0\n",
" 2006.0\n",
" 2006.0\n",
" 2006.0\n",
" 2006.0\n",
" 2006.0\n",
" 2006.0\n",
" 2006.0\n",
" 2006.0\n",
" 2006.0\n",
" 2006.0"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train_test_data[:MSSubClass] = train_test_data[:MSSubClass] * 1.0\n",
"train_test_data[:OverallQual] = train_test_data[:OverallQual] * 1.0\n",
"train_test_data[:OverallCond] = train_test_data[:OverallCond] * 1.0\n",
"train_test_data[:LotArea] = train_test_data[:LotArea] * 1.0\n",
"train_test_data[:YearBuilt] = train_test_data[:YearBuilt] * 1.0\n",
"train_test_data[:YearRemodAdd] = train_test_data[:YearRemodAdd] * 1.0\n",
"train_test_data[:MasVnrArea] = train_test_data[:MasVnrArea] * 1.0\n",
"train_test_data[:BsmtFinSF1] = train_test_data[:BsmtFinSF1] * 1.0\n",
"train_test_data[:BsmtFinSF2] = train_test_data[:BsmtFinSF2] * 1.0\n",
"train_test_data[:BsmtUnfSF] = train_test_data[:BsmtUnfSF] * 1.0\n",
"train_test_data[:TotalBsmtSF] = train_test_data[:TotalBsmtSF] * 1.0\n",
"train_test_data[:x1stFlrSF] = train_test_data[:x1stFlrSF] * 1.0\n",
"train_test_data[:x2ndFlrSF] = train_test_data[:x2ndFlrSF] * 1.0\n",
"train_test_data[:LowQualFinSF] = train_test_data[:LowQualFinSF] * 1.0\n",
"train_test_data[:GrLivArea] = train_test_data[:GrLivArea] * 1.0\n",
"train_test_data[:BsmtFullBath] = train_test_data[:BsmtFullBath] * 1.0\n",
"train_test_data[:BsmtHalfBath] = train_test_data[:BsmtHalfBath] * 1.0\n",
"train_test_data[:FullBath] = train_test_data[:FullBath] * 1.0\n",
"train_test_data[:HalfBath] = train_test_data[:HalfBath] * 1.0\n",
"train_test_data[:BedroomAbvGr] = train_test_data[:BedroomAbvGr] * 1.0\n",
"train_test_data[:KitchenAbvGr] = train_test_data[:KitchenAbvGr] * 1.0\n",
"train_test_data[:TotRmsAbvGrd] = train_test_data[:TotRmsAbvGrd] * 1.0\n",
"train_test_data[:Fireplaces] = train_test_data[:Fireplaces] * 1.0\n",
"train_test_data[:GarageCars] = train_test_data[:GarageCars] * 1.0\n",
"train_test_data[:GarageArea] = train_test_data[:GarageArea] * 1.0\n",
"train_test_data[:WoodDeckSF] = train_test_data[:WoodDeckSF] * 1.0\n",
"train_test_data[:OpenPorchSF] = train_test_data[:OpenPorchSF] * 1.0\n",
"train_test_data[:EnclosedPorch] = train_test_data[:EnclosedPorch] * 1.0\n",
"train_test_data[:x3SsnPorch] = train_test_data[:x3SsnPorch] * 1.0\n",
"train_test_data[:ScreenPorch] = train_test_data[:ScreenPorch] * 1.0\n",
"train_test_data[:PoolArea] = train_test_data[:PoolArea] * 1.0\n",
"train_test_data[:MiscVal] = train_test_data[:MiscVal] * 1.0\n",
"train_test_data[:MoSold] = train_test_data[:MoSold] * 1.0\n",
"train_test_data[:YrSold] = train_test_data[:YrSold] * 1.0"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2919×34 Array{Float64,2}:\n",
" 60.0 7.0 5.0 8450.0 2003.0 2003.0 … 0.0 0.0 0.0 2.0 2008.0\n",
" 20.0 6.0 8.0 9600.0 1976.0 1976.0 0.0 0.0 0.0 5.0 2007.0\n",
" 60.0 7.0 5.0 11250.0 2001.0 2002.0 0.0 0.0 0.0 9.0 2008.0\n",
" 70.0 7.0 5.0 9550.0 1915.0 1970.0 0.0 0.0 0.0 2.0 2006.0\n",
" 60.0 8.0 5.0 14260.0 2000.0 2000.0 0.0 0.0 0.0 12.0 2008.0\n",
" 50.0 5.0 5.0 14115.0 1993.0 1995.0 … 0.0 0.0 700.0 10.0 2009.0\n",
" 20.0 8.0 5.0 10084.0 2004.0 2005.0 0.0 0.0 0.0 8.0 2007.0\n",
" 60.0 7.0 6.0 10382.0 1973.0 1973.0 0.0 0.0 350.0 11.0 2009.0\n",
" 50.0 7.0 5.0 6120.0 1931.0 1950.0 0.0 0.0 0.0 4.0 2008.0\n",
" 190.0 5.0 6.0 7420.0 1939.0 1950.0 0.0 0.0 0.0 1.0 2008.0\n",
" 20.0 5.0 5.0 11200.0 1965.0 1965.0 … 0.0 0.0 0.0 2.0 2008.0\n",
" 60.0 9.0 5.0 11924.0 2005.0 2006.0 0.0 0.0 0.0 7.0 2006.0\n",
" 20.0 5.0 6.0 12968.0 1962.0 1962.0 176.0 0.0 0.0 9.0 2008.0\n",
" ⋮ ⋮ ⋱ ⋮ \n",
" 20.0 5.0 7.0 10172.0 1968.0 2003.0 0.0 0.0 0.0 10.0 2006.0\n",
" 90.0 5.0 5.0 11836.0 1970.0 1970.0 0.0 0.0 0.0 3.0 2006.0\n",
" 180.0 4.0 6.0 1470.0 1970.0 1970.0 0.0 0.0 0.0 4.0 2006.0\n",
" 160.0 4.0 4.0 1484.0 1972.0 1972.0 … 0.0 0.0 0.0 5.0 2006.0\n",
" 20.0 5.0 5.0 13384.0 1969.0 1979.0 0.0 0.0 0.0 5.0 2006.0\n",
" 160.0 4.0 5.0 1533.0 1970.0 1970.0 0.0 0.0 0.0 12.0 2006.0\n",
" 160.0 4.0 5.0 1526.0 1970.0 1970.0 0.0 0.0 0.0 6.0 2006.0\n",
" 160.0 4.0 7.0 1936.0 1970.0 1970.0 0.0 0.0 0.0 6.0 2006.0\n",
" 160.0 4.0 5.0 1894.0 1970.0 1970.0 … 0.0 0.0 0.0 4.0 2006.0\n",
" 20.0 5.0 7.0 20000.0 1960.0 1996.0 0.0 0.0 0.0 9.0 2006.0\n",
" 85.0 5.0 5.0 10441.0 1992.0 1992.0 0.0 0.0 700.0 7.0 2006.0\n",
" 60.0 7.0 5.0 9627.0 1993.0 1994.0 0.0 0.0 0.0 11.0 2006.0"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"features = Array(train_test_data[1:34])"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1460-element Array{Float64,1}:\n",
" 208500.0\n",
" 181500.0\n",
" 223500.0\n",
" 140000.0\n",
" 250000.0\n",
" 143000.0\n",
" 307000.0\n",
" 200000.0\n",
" 129900.0\n",
" 118000.0\n",
" 129500.0\n",
" 345000.0\n",
" 144000.0\n",
" ⋮ \n",
" 112000.0\n",
" 92000.0\n",
" 136000.0\n",
" 287090.0\n",
" 145000.0\n",
" 84500.0\n",
" 185000.0\n",
" 175000.0\n",
" 210000.0\n",
" 266500.0\n",
" 142125.0\n",
" 147500.0"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"values = Array(train[:SalePrice] * 1.0)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"PCA(indim = 2919, outdim = 2, principalratio = 0.99160)"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"M = fit(PCA, features)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"PCA(indim = 2919, outdim = 7, principalratio = 0.99931)"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"M = fit(PCA, features,pratio=0.999)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2919×7 Array{Float64,2}:\n",
" -0.0124848 -0.014092 -0.00735716 … -0.0267167 -0.0144464 \n",
" -0.0141062 -0.0118434 0.0184074 -0.00817004 -0.00848694 \n",
" -0.0163962 -0.00918551 -0.0121639 -0.0156133 -0.0136497 \n",
" -0.0140072 -0.0116613 -0.0166335 -0.00719864 0.000729396\n",
" -0.0205833 -0.00488291 -0.0081226 -0.0210739 -0.0122042 \n",
" -0.0203045 -0.00106431 -0.000254785 … -0.0171777 -0.0169113 \n",
" -0.0148138 -0.0135522 0.0347259 -0.013739 -0.00433649 \n",
" -0.0151306 -0.0111422 0.000788486 -0.0278131 -0.00993201 \n",
" -0.0092438 -0.0191625 -0.0170523 0.00718418 -0.00338598 \n",
" -0.0110575 -0.0146045 0.0120418 -0.0102705 -0.00578407 \n",
" -0.016332 -0.00741029 0.0119232 … -0.0103024 -0.0124309 \n",
" -0.0173486 -0.0098351 -0.00082274 -0.036844 -0.0123622 \n",
" -0.0187595 -0.00297387 0.00490838 -0.00640055 -0.013431 \n",
" ⋮ ⋱ ⋮ \n",
" -0.0148812 -0.00865728 -0.000900058 0.00439149 -0.0118072 \n",
" -0.0172699 -0.0106117 0.00826772 0.036959 -0.000659372\n",
" -0.00273124 -0.02397 -8.49753e-5 -0.0064262 -0.0128957 \n",
" -0.00275084 -0.0250439 -0.01524 … -0.00973215 -0.0134785 \n",
" -0.019378 -0.00443948 -0.000520286 0.0144715 0.0271482 \n",
" -0.00281621 -0.0248464 -0.0119691 -0.0162825 -0.0141416 \n",
" -0.00281551 -0.0249983 -0.0209019 0.00107734 -0.0125888 \n",
" -0.00338911 -0.0242137 -0.0210726 0.00115241 -0.0127594 \n",
" -0.00331892 -0.0242154 -0.0153921 … -0.0096922 -0.0135822 \n",
" -0.028577 0.00902896 0.0179337 -0.0179038 -0.01362 \n",
" -0.0152252 -0.00808638 0.00428219 0.0144338 -0.00799838 \n",
" -0.014133 -0.0129134 -0.00640206 -0.0285168 -0.0129092 "
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"matrix = projection(M)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1460×7 Array{Float64,2}:\n",
" -0.0124848 -0.014092 -0.00735716 … -0.0267167 -0.0144464 \n",
" -0.0141062 -0.0118434 0.0184074 -0.00817004 -0.00848694 \n",
" -0.0163962 -0.00918551 -0.0121639 -0.0156133 -0.0136497 \n",
" -0.0140072 -0.0116613 -0.0166335 -0.00719864 0.000729396\n",
" -0.0205833 -0.00488291 -0.0081226 -0.0210739 -0.0122042 \n",
" -0.0203045 -0.00106431 -0.000254785 … -0.0171777 -0.0169113 \n",
" -0.0148138 -0.0135522 0.0347259 -0.013739 -0.00433649 \n",
" -0.0151306 -0.0111422 0.000788486 -0.0278131 -0.00993201 \n",
" -0.0092438 -0.0191625 -0.0170523 0.00718418 -0.00338598 \n",
" -0.0110575 -0.0146045 0.0120418 -0.0102705 -0.00578407 \n",
" -0.016332 -0.00741029 0.0119232 … -0.0103024 -0.0124309 \n",
" -0.0173486 -0.0098351 -0.00082274 -0.036844 -0.0123622 \n",
" -0.0187595 -0.00297387 0.00490838 -0.00640055 -0.013431 \n",
" ⋮ ⋱ ⋮ \n",
" -0.0170958 -0.00593659 -0.0225364 0.00155218 0.000186929\n",
" -0.0028184 -0.0238242 0.000521315 -0.00771107 -0.0130539 \n",
" -0.0132808 -0.0134837 -0.0231242 … 0.00380711 -0.0113156 \n",
" -0.0136763 -0.015468 0.00487748 0.0405 -3.40981e-5 \n",
" -0.00583547 -0.0216504 0.00337827 -0.012425 0.0200991 \n",
" -0.0247459 0.0031109 -0.00880519 0.0316426 -0.00993423 \n",
" -0.0111983 -0.0163438 0.00648625 0.0145036 -0.00656883 \n",
" -0.0117688 -0.0158136 -0.0178197 … 0.0091765 -0.0095808 \n",
" -0.0191603 -0.00870931 0.0238468 0.000795846 0.0389097 \n",
" -0.0131975 -0.0137719 0.00797397 0.008791 -0.00748941 \n",
" -0.0141999 -0.00942849 -0.00132351 0.000244703 0.0496795 \n",
" -0.0145319 -0.0104151 0.015755 -0.00962676 0.00874934 "
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"matrix[train_test_data[:is_train].==1,:]"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Ensemble of Decision Trees\n",
"Trees: 10\n",
"Avg Leaves: 349.2\n",
"Avg Depth: 21.8"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model = build_forest(values, matrix[train_test_data[:is_train].==1,:], 2, 10)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1459-element Array{Float64,1}:\n",
" 1.313e5 \n",
" 2.18293e5\n",
" 1.80879e5\n",
" 158916.0 \n",
" 1.68444e5\n",
" 1.76525e5\n",
" 1.33918e5\n",
" 1.51766e5\n",
" 1.56078e5\n",
" 1.32667e5\n",
" 2.16941e5\n",
" 94735.7 \n",
" 1.19416e5\n",
" ⋮ \n",
" 1.1745e5 \n",
" 2.37169e5\n",
" 95110.7 \n",
" 1.12888e5\n",
" 1.5264e5 \n",
" 1.00172e5\n",
" 1.1448e5 \n",
" 1.14846e5\n",
" 1.13059e5\n",
" 1.66876e5\n",
" 1.33141e5\n",
" 2.40653e5"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"predict_values = apply_forest(model,matrix[train_test_data[:is_train].==0,:])"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"131299.66666666666"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"predict_values[1]"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table class=\"data-frame\"><thead><tr><th></th><th>Id</th><th>SalePrice</th></tr></thead><tbody><tr><th>1</th><td>1461</td><td>131299.66666666666</td></tr><tr><th>2</th><td>1462</td><td>218292.8333333333</td></tr><tr><th>3</th><td>1463</td><td>180879.0833333333</td></tr><tr><th>4</th><td>1464</td><td>158915.95</td></tr><tr><th>5</th><td>1465</td><td>168444.44666666666</td></tr><tr><th>6</th><td>1466</td><td>176525.06666666668</td></tr><tr><th>7</th><td>1467</td><td>133917.925</td></tr><tr><th>8</th><td>1468</td><td>151765.85</td></tr><tr><th>9</th><td>1469</td><td>156078.33333333334</td></tr><tr><th>10</th><td>1470</td><td>132667.4</td></tr><tr><th>11</th><td>1471</td><td>216940.8333333333</td></tr><tr><th>12</th><td>1472</td><td>94735.66666666666</td></tr><tr><th>13</th><td>1473</td><td>119416.33333333334</td></tr><tr><th>14</th><td>1474</td><td>143659.82333333333</td></tr><tr><th>15</th><td>1475</td><td>100530.0</td></tr><tr><th>16</th><td>1476</td><td>306480.08</td></tr><tr><th>17</th><td>1477</td><td>225997.46666666665</td></tr><tr><th>18</th><td>1478</td><td>249725.12999999998</td></tr><tr><th>19</th><td>1479</td><td>256928.61333333334</td></tr><tr><th>20</th><td>1480</td><td>402428.4166666667</td></tr><tr><th>21</th><td>1481</td><td>297248.13333333336</td></tr><tr><th>22</th><td>1482</td><td>196526.01666666666</td></tr><tr><th>23</th><td>1483</td><td>167156.3</td></tr><tr><th>24</th><td>1484</td><td>162756.64666666667</td></tr><tr><th>25</th><td>1485</td><td>130680.85</td></tr><tr><th>26</th><td>1486</td><td>185765.0</td></tr><tr><th>27</th><td>1487</td><td>283684.80000000005</td></tr><tr><th>28</th><td>1488</td><td>219815.4833333333</td></tr><tr><th>29</th><td>1489</td><td>153622.59</td></tr><tr><th>30</th><td>1490</td><td>230250.0</td></tr><tr><th>&vellip;</th><td>&vellip;</td><td>&vellip;</td></tr></tbody></table>"
],
"text/plain": [
"1459×2 DataFrames.DataFrame\n",
"│ Row │ Id │ SalePrice │\n",
"├──────┼──────┼───────────┤\n",
"│ 1 │ 1461 │ 1.313e5 │\n",
"│ 2 │ 1462 │ 2.18293e5 │\n",
"│ 3 │ 1463 │ 1.80879e5 │\n",
"│ 4 │ 1464 │ 158916.0 │\n",
"│ 5 │ 1465 │ 1.68444e5 │\n",
"│ 6 │ 1466 │ 1.76525e5 │\n",
"│ 7 │ 1467 │ 1.33918e5 │\n",
"│ 8 │ 1468 │ 1.51766e5 │\n",
"│ 9 │ 1469 │ 1.56078e5 │\n",
"│ 10 │ 1470 │ 1.32667e5 │\n",
"│ 11 │ 1471 │ 2.16941e5 │\n",
"⋮\n",
"│ 1448 │ 2908 │ 1.1745e5 │\n",
"│ 1449 │ 2909 │ 2.37169e5 │\n",
"│ 1450 │ 2910 │ 95110.7 │\n",
"│ 1451 │ 2911 │ 1.12888e5 │\n",
"│ 1452 │ 2912 │ 1.5264e5 │\n",
"│ 1453 │ 2913 │ 1.00172e5 │\n",
"│ 1454 │ 2914 │ 1.1448e5 │\n",
"│ 1455 │ 2915 │ 1.14846e5 │\n",
"│ 1456 │ 2916 │ 1.13059e5 │\n",
"│ 1457 │ 2917 │ 1.66876e5 │\n",
"│ 1458 │ 2918 │ 1.33141e5 │\n",
"│ 1459 │ 2919 │ 2.40653e5 │"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"submit_data = DataFrame()\n",
"submit_data[:Id] = test[:Id]\n",
"submit_data[:SalePrice] = predict_values\n",
"submit_data"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"FileIO.save(\"house_prices2018-01-13.csv\", submit_data, quotechar=nothing)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Julia 0.6.0",
"language": "julia",
"name": "julia-0.6"
},
"language_info": {
"file_extension": ".jl",
"mimetype": "application/julia",
"name": "julia",
"version": "0.6.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment