Search is not available for this dataset
Id
int64 1.46k
2.92k
| SalePrice
float64 136k
282k
|
---|---|
1,461 | 169,277.052498 |
1,462 | 187,758.393989 |
1,463 | 183,583.68357 |
1,464 | 179,317.477511 |
1,465 | 150,730.079977 |
1,466 | 177,150.989247 |
1,467 | 172,070.659229 |
1,468 | 175,110.95652 |
1,469 | 162,011.698832 |
1,470 | 160,726.247831 |
1,471 | 157,933.279456 |
1,472 | 145,291.24502 |
1,473 | 159,672.017632 |
1,474 | 164,167.518302 |
1,475 | 150,891.638244 |
1,476 | 179,460.965187 |
1,477 | 185,034.628914 |
1,478 | 182,352.192645 |
1,479 | 183,053.458214 |
1,480 | 187,823.339254 |
1,481 | 186,544.114328 |
1,482 | 158,230.775205 |
1,483 | 190,552.829321 |
1,484 | 147,183.674872 |
1,485 | 185,855.300905 |
1,486 | 174,350.470677 |
1,487 | 201,740.620691 |
1,488 | 162,986.378896 |
1,489 | 162,330.199086 |
1,490 | 165,845.938617 |
1,491 | 180,929.622877 |
1,492 | 163,481.50152 |
1,493 | 187,798.076714 |
1,494 | 198,822.198943 |
1,495 | 194,868.4099 |
1,496 | 152,605.298564 |
1,497 | 147,797.702837 |
1,498 | 150,521.968993 |
1,499 | 146,991.630154 |
1,500 | 150,306.307815 |
1,501 | 151,164.372535 |
1,502 | 151,133.706961 |
1,503 | 156,214.042541 |
1,504 | 171,992.760735 |
1,505 | 173,214.91255 |
1,506 | 192,429.187346 |
1,507 | 190,878.695085 |
1,508 | 194,542.544136 |
1,509 | 191,849.439073 |
1,510 | 176,363.773908 |
1,511 | 176,954.185412 |
1,512 | 176,521.216976 |
1,513 | 179,436.70481 |
1,514 | 220,079.756777 |
1,515 | 175,502.918109 |
1,516 | 188,321.073834 |
1,517 | 163,276.32445 |
1,518 | 185,911.366293 |
1,519 | 171,392.830997 |
1,520 | 174,418.207021 |
1,521 | 179,682.709604 |
1,522 | 179,423.751582 |
1,523 | 171,756.918092 |
1,524 | 166,849.638174 |
1,525 | 181,122.168677 |
1,526 | 170,934.462747 |
1,527 | 159,738.29258 |
1,528 | 174,445.759558 |
1,529 | 174,706.36366 |
1,530 | 164,507.672539 |
1,531 | 163,602.512173 |
1,532 | 154,126.27025 |
1,533 | 171,104.853481 |
1,534 | 167,735.392705 |
1,535 | 183,003.613338 |
1,536 | 172,580.381161 |
1,537 | 165,407.889105 |
1,538 | 176,363.773908 |
1,539 | 175,182.950899 |
1,540 | 190,757.177789 |
1,541 | 167,186.995772 |
1,542 | 167,839.376779 |
1,543 | 173,912.421165 |
1,544 | 154,034.917446 |
1,545 | 156,002.955794 |
1,546 | 168,173.943299 |
1,547 | 168,882.437104 |
1,548 | 168,173.943299 |
1,549 | 157,580.177552 |
1,550 | 181,922.15256 |
1,551 | 155,134.227843 |
1,552 | 188,885.57332 |
1,553 | 183,963.193012 |
1,554 | 161,298.762306 |
1,555 | 188,613.667631 |
1,556 | 175,080.111823 |
1,557 | 174,744.400305 |
1,558 | 168,175.911337 |
1,559 | 182,333.472575 |
1,560 | 158,307.206742 |
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Dataset Description
File descriptions
- train.csv - the training set
- test.csv - the test set
- data_description.txt - full description of each column, originally prepared by Dean De Cock but lightly edited to match the column names used here
- sample_submission.csv - a benchmark submission from a linear regression on year and month of sale, lot square footage, and number of bedrooms
from datasets import load_dataset
# Load training data set
train_dataset = load_dataset("Xuehang/House_Prices_Advanced_Regression_Techniques", "train")
# Load test data set
test_dataset = load_dataset("Xuehang/House_Prices_Advanced_Regression_Techniques", "test")
# Load the sample submission dataset
sample_submission_dataset = load_dataset("Xuehang/House_Prices_Advanced_Regression_Techniques", "sample_submission")
# Traverse the data of train_dataset
for data in train_dataset['train']:
print(data)
# {'Id': 1, 'MSSubClass': 60, 'MSZoning': 'RL', 'LotFrontage': 65.0, 'LotArea': 8450, 'Street': 'Pave', 'Alley': None, 'LotShape': 'Reg', 'LandContour': 'Lvl', 'Utilities': 'AllPub', 'LotConfig': 'Inside', 'LandSlope': 'Gtl', 'Neighborhood': 'CollgCr', 'Condition1': 'Norm', 'Condition2': 'Norm', 'BldgType': '1Fam', 'HouseStyle': '2Story', 'OverallQual': 7, 'OverallCond': 5, 'YearBuilt': 2003, 'YearRemodAdd': 2003, 'RoofStyle': 'Gable', 'RoofMatl': 'CompShg', 'Exterior1st': 'VinylSd', 'Exterior2nd': 'VinylSd', 'MasVnrType': 'BrkFace', 'MasVnrArea': 196.0, 'ExterQual': 'Gd', 'ExterCond': 'TA', 'Foundation': 'PConc', 'BsmtQual': 'Gd', 'BsmtCond': 'TA', 'BsmtExposure': 'No', 'BsmtFinType1': 'GLQ', 'BsmtFinSF1': 706, 'BsmtFinType2': 'Unf', 'BsmtFinSF2': 0, 'BsmtUnfSF': 150, 'TotalBsmtSF': 856, 'Heating': 'GasA', 'HeatingQC': 'Ex', 'CentralAir': 'Y', 'Electrical': 'SBrkr', '1stFlrSF': 856, '2ndFlrSF': 854, 'LowQualFinSF': 0, 'GrLivArea': 1710, 'BsmtFullBath': 1, 'BsmtHalfBath': 0, 'FullBath': 2, 'HalfBath': 1, 'BedroomAbvGr': 3, 'KitchenAbvGr': 1, 'KitchenQual': 'Gd', 'TotRmsAbvGrd': 8, 'Functional': 'Typ', 'Fireplaces': 0, 'FireplaceQu': None, 'GarageType': 'Attchd', 'GarageYrBlt': 2003.0, 'GarageFinish': 'RFn', 'GarageCars': 2, 'GarageArea': 548, 'GarageQual': 'TA', 'GarageCond': 'TA', 'PavedDrive': 'Y', 'WoodDeckSF': 0, 'OpenPorchSF': 61, 'EnclosedPorch': 0, '3SsnPorch': 0, 'ScreenPorch': 0, 'PoolArea': 0, 'PoolQC': None, 'Fence': None, 'MiscFeature': None, 'MiscVal': 0, 'MoSold': 2, 'YrSold': 2008, 'SaleType': 'WD', 'SaleCondition': 'Normal', 'SalePrice': 208500}
Data fields
Here's a brief version of what you'll find in the data description file.
- SalePrice - the property's sale price in dollars. This is the target variable that you're trying to predict.
- MSSubClass: The building class
- MSZoning: The general zoning classification
- LotFrontage: Linear feet of street connected to property
- LotArea: Lot size in square feet
- Street: Type of road access
- Alley: Type of alley access
- LotShape: General shape of property
- LandContour: Flatness of the property
- Utilities: Type of utilities available
- LotConfig: Lot configuration
- LandSlope: Slope of property
- Neighborhood: Physical locations within Ames city limits
- Condition1: Proximity to main road or railroad
- Condition2: Proximity to main road or railroad (if a second is present)
- BldgType: Type of dwelling
- HouseStyle: Style of dwelling
- OverallQual: Overall material and finish quality
- OverallCond: Overall condition rating
- YearBuilt: Original construction date
- YearRemodAdd: Remodel date
- RoofStyle: Type of roof
- RoofMatl: Roof material
- Exterior1st: Exterior covering on house
- Exterior2nd: Exterior covering on house (if more than one material)
- MasVnrType: Masonry veneer type
- MasVnrArea: Masonry veneer area in square feet
- ExterQual: Exterior material quality
- ExterCond: Present condition of the material on the exterior
- Foundation: Type of foundation
- BsmtQual: Height of the basement
- BsmtCond: General condition of the basement
- BsmtExposure: Walkout or garden level basement walls
- BsmtFinType1: Quality of basement finished area
- BsmtFinSF1: Type 1 finished square feet
- BsmtFinType2: Quality of second finished area (if present)
- BsmtFinSF2: Type 2 finished square feet
- BsmtUnfSF: Unfinished square feet of basement area
- TotalBsmtSF: Total square feet of basement area
- Heating: Type of heating
- HeatingQC: Heating quality and condition
- CentralAir: Central air conditioning
- Electrical: Electrical system
- 1stFlrSF: First Floor square feet
- 2ndFlrSF: Second floor square feet
- LowQualFinSF: Low quality finished square feet (all floors)
- GrLivArea: Above grade (ground) living area square feet
- BsmtFullBath: Basement full bathrooms
- BsmtHalfBath: Basement half bathrooms
- FullBath: Full bathrooms above grade
- HalfBath: Half baths above grade
- Bedroom: Number of bedrooms above basement level
- Kitchen: Number of kitchens
- KitchenQual: Kitchen quality
- TotRmsAbvGrd: Total rooms above grade (does not include bathrooms)
- Functional: Home functionality rating
- Fireplaces: Number of fireplaces
- FireplaceQu: Fireplace quality
- GarageType: Garage location
- GarageYrBlt: Year garage was built
- GarageFinish: Interior finish of the garage
- GarageCars: Size of garage in car capacity
- GarageArea: Size of garage in square feet
- GarageQual: Garage quality
- GarageCond: Garage condition
- PavedDrive: Paved driveway
- WoodDeckSF: Wood deck area in square feet
- OpenPorchSF: Open porch area in square feet
- EnclosedPorch: Enclosed porch area in square feet
- 3SsnPorch: Three season porch area in square feet
- ScreenPorch: Screen porch area in square feet
- PoolArea: Pool area in square feet
- PoolQC: Pool quality
- Fence: Fence quality
- MiscFeature: Miscellaneous feature not covered in other categories
- MiscVal: $Value of miscellaneous feature
- MoSold: Month Sold
- YrSold: Year Sold
- SaleType: Type of sale
- SaleCondition: Condition of sale
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