The goal is to create a density plot for each of the outlier variables within the main dataframe df...
outliers.index = ['SalePrice', 'LotArea', '2ndFlrSF', 'MasVnrArea', 'WoodDeckSF', 'BsmtUnfSF', '1stFlrSF', 'BsmtFinSF1', 'TotalBsmtSF', 'GrLivArea']
sns.distplot( df[outliers.index[0]])
... in the same kdeplot format similar to the below picture (Source), where you could line up the outliers.index outputs in 2 or 3 rows:
My code is currently the below and am getting a ValueError: Could not interpret value SalePrice for parameter x error.
fig, axes = plt.subplots(nrows=2, ncols=3, figsize=(15, 7), sharex=False, sharey=False)
axes = axes.ravel() # array to 1D
cols = outliers.index # create a list of dataframe columns to use
print(cols)
for col, ax in zip(cols, axes):
data = df[col] # select the data
sns.kdeplot(data=data, x=col, shade=True, ax=ax)
ax.set(title=f'Distribution of Column: {col}', xlabel=None)
fig.delaxes(axes[5]) # delete the empty subplot
fig.tight_layout()
plt.show()
Sample of main dataframe df:
{'LotFrontage': {1325: 40.0, 1252: 62.0, 487: 70.0, 1074: 74.0, 179: 60.0},
'GarageYrBlt': {1325: 1978.9510426110608,
1252: 1968.0,
487: 1971.0,
1074: 2006.0,
179: 1935.0},
'MasVnrArea': {1325: 0.0, 1252: 0.0, 487: 0.0, 1074: 0.0, 179: 0.0},
'Id': {1325: 1326, 1252: 1253, 487: 488, 1074: 1075, 179: 180},
'Functional_Mod': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Condition2_Norm': {1325: 1, 1252: 1, 487: 1, 1074: 1, 179: 1},
'Condition2_Feedr': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Condition2_Artery': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Functional_Typ': {1325: 1, 1252: 1, 487: 1, 1074: 1, 179: 1},
'Functional_Sev': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Functional_Min1': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Functional_Min2': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Condition2_PosN': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Functional_Maj2': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Functional_Maj1': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'SaleCondition_Partial': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'SaleCondition_Normal': {1325: 1, 1252: 1, 487: 1, 1074: 1, 179: 1},
'SaleCondition_Family': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Condition2_PosA': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Condition2_RRAn': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'SaleCondition_AdjLand': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Condition2_RRNn': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'HouseStyle_1.5Fin': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'HouseStyle_1.5Unf': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'HouseStyle_1Story': {1325: 1, 1252: 1, 487: 1, 1074: 1, 179: 1},
'HouseStyle_2.5Fin': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'HouseStyle_2.5Unf': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'HouseStyle_2Story': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'HouseStyle_SFoyer': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'HouseStyle_SLvl': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'SaleType_COD': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'SaleType_CWD': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'SaleType_Con': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'SaleType_ConLD': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'SaleType_ConLI': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'SaleCondition_Alloca': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'BsmtFinType2_Unf': {1325: 1, 1252: 1, 487: 1, 1074: 1, 179: 1},
'SaleCondition_Abnorml': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'SaleType_New': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'GarageType_2Types': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'GarageType_Attchd': {1325: 0, 1252: 1, 487: 1, 1074: 1, 179: 0},
'GarageType_Basment': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'GarageType_BuiltIn': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'GarageType_CarPort': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'GarageType_Detchd': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 1},
'Foundation_BrkTil': {1325: 1, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Foundation_CBlock': {1325: 0, 1252: 1, 487: 1, 1074: 0, 179: 1},
'Foundation_PConc': {1325: 0, 1252: 0, 487: 0, 1074: 1, 179: 0},
'Foundation_Slab': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Foundation_Stone': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Foundation_Wood': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'BsmtFinType1_ALQ': {1325: 0, 1252: 0, 487: 1, 1074: 0, 179: 0},
'BsmtFinType1_BLQ': {1325: 0, 1252: 1, 487: 0, 1074: 0, 179: 0},
'BsmtFinType1_GLQ': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'BsmtFinType1_LwQ': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'BsmtFinType1_Rec': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'BsmtFinType1_Unf': {1325: 1, 1252: 0, 487: 0, 1074: 1, 179: 1},
'RoofStyle_Flat': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'RoofStyle_Gable': {1325: 1, 1252: 1, 487: 1, 1074: 1, 179: 1},
'RoofStyle_Gambrel': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'RoofStyle_Hip': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'RoofStyle_Mansard': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'RoofStyle_Shed': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'BsmtFinType2_ALQ': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'BsmtFinType2_BLQ': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'BsmtFinType2_GLQ': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'BsmtFinType2_LwQ': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'BsmtFinType2_Rec': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'SaleType_ConLw': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'SaleType_WD': {1325: 1, 1252: 1, 487: 1, 1074: 1, 179: 1},
'SaleType_Oth': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Neighborhood_Gilbert': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Exterior2nd_Plywood': {1325: 0, 1252: 0, 487: 1, 1074: 0, 179: 0},
'Exterior2nd_Stone': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Exterior2nd_Stucco': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Exterior2nd_VinylSd': {1325: 0, 1252: 0, 487: 0, 1074: 1, 179: 0},
'Exterior2nd_Wd Sdng': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 1},
'Exterior2nd_Wd Shng': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Neighborhood_Blmngtn': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Neighborhood_Blueste': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Neighborhood_BrDale': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Neighborhood_BrkSide': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Neighborhood_ClearCr': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Neighborhood_CollgCr': {1325: 0, 1252: 0, 487: 0, 1074: 1, 179: 0},
'Neighborhood_Crawfor': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Neighborhood_Edwards': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Neighborhood_IDOTRR': {1325: 1, 1252: 0, 487: 0, 1074: 0, 179: 0},
'FireplaceQu_Po': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Neighborhood_MeadowV': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Neighborhood_Mitchel': {1325: 0, 1252: 1, 487: 0, 1074: 0, 179: 0},
'Neighborhood_NAmes': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Neighborhood_NPkVill': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Neighborhood_NWAmes': {1325: 0, 1252: 0, 487: 1, 1074: 0, 179: 0},
'Neighborhood_NoRidge': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Neighborhood_NridgHt': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Neighborhood_OldTown': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 1},
'Neighborhood_SWISU': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Neighborhood_Sawyer': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Neighborhood_SawyerW': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Neighborhood_Somerst': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Neighborhood_StoneBr': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Neighborhood_Timber': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Exterior2nd_Other': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Exterior2nd_MetalSd': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Exterior2nd_ImStucc': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Exterior2nd_HdBoard': {1325: 0, 1252: 1, 487: 0, 1074: 0, 179: 0},
'Condition1_Artery': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Condition1_Feedr': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Condition1_Norm': {1325: 1, 1252: 1, 487: 1, 1074: 1, 179: 1},
'Condition1_PosA': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Condition1_PosN': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Condition1_RRAe': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Condition1_RRAn': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Condition1_RRNe': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Condition1_RRNn': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Exterior1st_AsbShng': {1325: 1, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Exterior1st_AsphShn': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Exterior1st_BrkComm': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Exterior1st_BrkFace': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Exterior1st_CBlock': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Exterior1st_CemntBd': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Exterior1st_HdBoard': {1325: 0, 1252: 1, 487: 0, 1074: 0, 179: 0},
'Exterior1st_MetalSd': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Exterior1st_Plywood': {1325: 0, 1252: 0, 487: 1, 1074: 0, 179: 0},
'Exterior1st_Stone': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Exterior1st_Stucco': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Exterior1st_VinylSd': {1325: 0, 1252: 0, 487: 0, 1074: 1, 179: 0},
'Exterior1st_Wd Sdng': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 1},
'Exterior1st_WdShing': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Exterior2nd_AsbShng': {1325: 1, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Exterior2nd_AsphShn': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Exterior2nd_Brk Cmn': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Exterior2nd_BrkFace': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Exterior2nd_CBlock': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Exterior2nd_CmentBd': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'FireplaceQu_TA': {1325: 0, 1252: 0, 487: 1, 1074: 0, 179: 0},
'FireplaceQu_Fa': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'FireplaceQu_Gd': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'GarageFinish_Unf': {1325: 0, 1252: 0, 487: 1, 1074: 0, 179: 1},
'Street_Grvl': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Street_Pave': {1325: 1, 1252: 1, 487: 1, 1074: 1, 179: 1},
'Utilities_AllPub': {1325: 1, 1252: 1, 487: 1, 1074: 1, 179: 1},
'Utilities_NoSeWa': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'CentralAir_N': {1325: 1, 1252: 0, 487: 0, 1074: 0, 179: 0},
'CentralAir_Y': {1325: 0, 1252: 1, 487: 1, 1074: 1, 179: 1},
'LandSlope_Gtl': {1325: 1, 1252: 1, 487: 1, 1074: 1, 179: 1},
'LandSlope_Mod': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'LandSlope_Sev': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'PavedDrive_N': {1325: 1, 1252: 0, 487: 0, 1074: 0, 179: 1},
'PavedDrive_P': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'PavedDrive_Y': {1325: 0, 1252: 1, 487: 1, 1074: 1, 179: 0},
'GarageFinish_Fin': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'GarageFinish_RFn': {1325: 0, 1252: 1, 487: 0, 1074: 1, 179: 0},
'BsmtExposure_Av': {1325: 0, 1252: 0, 487: 1, 1074: 1, 179: 0},
'ExterQual_Ex': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'BsmtExposure_Gd': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'BsmtExposure_Mn': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'BsmtExposure_No': {1325: 1, 1252: 1, 487: 0, 1074: 0, 179: 1},
'KitchenQual_Ex': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'KitchenQual_Fa': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'KitchenQual_Gd': {1325: 0, 1252: 0, 487: 0, 1074: 1, 179: 0},
'KitchenQual_TA': {1325: 1, 1252: 1, 487: 1, 1074: 0, 179: 1},
'HeatingQC_Ex': {1325: 0, 1252: 0, 487: 0, 1074: 1, 179: 0},
'HeatingQC_Fa': {1325: 1, 1252: 0, 487: 0, 1074: 0, 179: 0},
'HeatingQC_Gd': {1325: 0, 1252: 0, 487: 1, 1074: 0, 179: 0},
'HeatingQC_TA': {1325: 0, 1252: 1, 487: 0, 1074: 0, 179: 1},
'BsmtQual_Ex': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'BsmtQual_Fa': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'BsmtQual_Gd': {1325: 0, 1252: 0, 487: 1, 1074: 1, 179: 0},
'SalePrice': {1325: 55000,
1252: 130000,
487: 175000,
1074: 194000,
179: 100000},
'YrSold': {1325: 2008, 1252: 2009, 487: 2007, 1074: 2007, 179: 2007},
'MoSold': {1325: 1, 1252: 11, 487: 2, 1074: 5, 179: 7},
'MiscVal': {1325: 0, 1252: 600, 487: 0, 1074: 0, 179: 0},
'LotArea': {1325: 3636, 1252: 9858, 487: 12243, 1074: 8556, 179: 8520},
'OverallQual': {1325: 4, 1252: 5, 487: 5, 1074: 7, 179: 5},
'OverallCond': {1325: 4, 1252: 6, 487: 6, 1074: 5, 179: 6},
'YearBuilt': {1325: 1922, 1252: 1968, 487: 1971, 1074: 2006, 179: 1923},
'YearRemodAdd': {1325: 1950, 1252: 1968, 487: 1971, 1074: 2006, 179: 2006},
'BsmtFinSF1': {1325: 0, 1252: 510, 487: 998, 1074: 0, 179: 0},
'BsmtFinSF2': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'BsmtUnfSF': {1325: 796, 1252: 354, 487: 486, 1074: 1240, 179: 968},
'TotalBsmtSF': {1325: 796, 1252: 864, 487: 1484, 1074: 1240, 179: 968},
'1stFlrSF': {1325: 796, 1252: 874, 487: 1484, 1074: 1240, 179: 968},
'2ndFlrSF': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'LowQualFinSF': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'GrLivArea': {1325: 796, 1252: 874, 487: 1484, 1074: 1240, 179: 968},
'BsmtFullBath': {1325: 0, 1252: 1, 487: 0, 1074: 0, 179: 0},
'BsmtHalfBath': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'FullBath': {1325: 1, 1252: 1, 487: 2, 1074: 2, 179: 1},
'HalfBath': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'BedroomAbvGr': {1325: 2, 1252: 3, 487: 3, 1074: 2, 179: 2},
'KitchenAbvGr': {1325: 1, 1252: 1, 487: 1, 1074: 1, 179: 1},
'TotRmsAbvGrd': {1325: 5, 1252: 5, 487: 7, 1074: 5, 179: 5},
'Fireplaces': {1325: 0, 1252: 0, 487: 1, 1074: 0, 179: 0},
'GarageCars': {1325: 0, 1252: 1, 487: 2, 1074: 3, 179: 2},
'GarageArea': {1325: 0, 1252: 288, 487: 487, 1074: 826, 179: 480},
'WoodDeckSF': {1325: 0, 1252: 33, 487: 224, 1074: 140, 179: 0},
'OpenPorchSF': {1325: 0, 1252: 0, 487: 0, 1074: 93, 179: 0},
'EnclosedPorch': {1325: 100, 1252: 0, 487: 0, 1074: 0, 179: 184},
'3SsnPorch': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'ScreenPorch': {1325: 0, 1252: 0, 487: 180, 1074: 0, 179: 0},
'PoolArea': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'BsmtQual_TA': {1325: 1, 1252: 1, 487: 0, 1074: 0, 179: 1},
'ExterQual_Fa': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'MSSubClass': {1325: 30, 1252: 20, 487: 20, 1074: 20, 179: 30},
'GarageQual_Ex': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Heating_GasW': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Heating_Grav': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Heating_OthW': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Heating_Wall': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'RoofMatl_CompShg': {1325: 1, 1252: 1, 487: 1, 1074: 1, 179: 1},
'RoofMatl_Roll': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'RoofMatl_Tar&Grv': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'RoofMatl_WdShake': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'RoofMatl_WdShngl': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'BldgType_1Fam': {1325: 1, 1252: 1, 487: 1, 1074: 1, 179: 1},
'BldgType_2fmCon': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'BldgType_Duplex': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'BldgType_Twnhs': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'BldgType_TwnhsE': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'GarageQual_Fa': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 1},
'ExterQual_Gd': {1325: 0, 1252: 0, 487: 0, 1074: 1, 179: 1},
'GarageQual_Gd': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'GarageQual_Po': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'GarageQual_TA': {1325: 0, 1252: 1, 487: 1, 1074: 1, 179: 0},
'GarageCond_Ex': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'GarageCond_Fa': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'GarageCond_Gd': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'GarageCond_Po': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'GarageCond_TA': {1325: 0, 1252: 1, 487: 1, 1074: 1, 179: 1},
'LotConfig_Corner': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'LotConfig_CulDSac': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'LotConfig_FR2': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'LotConfig_FR3': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'LotConfig_Inside': {1325: 1, 1252: 1, 487: 1, 1074: 1, 179: 1},
'FireplaceQu_Ex': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Heating_GasA': {1325: 1, 1252: 1, 487: 1, 1074: 1, 179: 1},
'MSZoning_RM': {1325: 1, 1252: 0, 487: 0, 1074: 0, 179: 1},
'MSZoning_RL': {1325: 0, 1252: 1, 487: 1, 1074: 1, 179: 0},
'MSZoning_RH': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'ExterQual_TA': {1325: 1, 1252: 1, 487: 1, 1074: 0, 179: 0},
'MasVnrType_BrkCmn': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'MasVnrType_BrkFace': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'MasVnrType_None': {1325: 1, 1252: 1, 487: 1, 1074: 1, 179: 1},
'MasVnrType_Stone': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'LandContour_Bnk': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'LandContour_HLS': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'LandContour_Low': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'LandContour_Lvl': {1325: 1, 1252: 1, 487: 1, 1074: 1, 179: 1},
'LotShape_IR1': {1325: 0, 1252: 0, 487: 1, 1074: 0, 179: 0},
'LotShape_IR2': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'LotShape_IR3': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'LotShape_Reg': {1325: 1, 1252: 1, 487: 0, 1074: 1, 179: 1},
'BsmtCond_Fa': {1325: 1, 1252: 0, 487: 0, 1074: 0, 179: 0},
'BsmtCond_Gd': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'BsmtCond_Po': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'BsmtCond_TA': {1325: 0, 1252: 1, 487: 1, 1074: 1, 179: 1},
'Electrical_FuseA': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Electrical_FuseF': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Electrical_FuseP': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Electrical_Mix': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Electrical_SBrkr': {1325: 1, 1252: 1, 487: 1, 1074: 1, 179: 1},
'ExterCond_Ex': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'ExterCond_Fa': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'ExterCond_Gd': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'ExterCond_Po': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'ExterCond_TA': {1325: 1, 1252: 1, 487: 1, 1074: 1, 179: 1},
'MSZoning_C (all)': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'MSZoning_FV': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0},
'Neighborhood_Veenker': {1325: 0, 1252: 0, 487: 0, 1074: 0, 179: 0}}
