| Nombre | CU | Correo Electrónico | Usuario Github |
|---|---|---|---|
| Blanca Estela García Manjarrez | 118886 | bgarci11@itam.mx | BGARCIAMA |
Este es un repositorio que contiene a detalle los scripts del modelo que permita estimar el precio de una casa dadas algunas características que el usuario deberá proporcionar a través de un front al momento de la inferencia.
Aqui se incluye el árbol con la estructura de tu repositorio:
.
├── ./README.md
├── ./data
│ ├── ./data/prep
│ └── ./data/raw
├── ./environment.yml
├── ./inference.py
├── ./logs
│ ├── ./logs/20240226_200042_train.log
│ ├── ./logs/20240226_200310_train.log
│ └── ./logs/20240226_200520_inference.log
├── ./models
│ └── ./models/rfr_model.joblib
├── ./notebooks
│ └── ./notebooks/Modelo_Tarea_01.ipynb
├── ./prep.py
├── ./src
│ ├── ./src/script.py
│ └── ./src/test_script.py
└── ./train.py
Usamos el conjunto de precios de compra-venta de casas de la ciudad Ames, Iowa en Estados Unidos.
La base contiene 80 variables descritas a continuación:
- ID: Identifier
- SalePrice: the property's sale price in dollars. This is the target variable 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
Para correr el test del script se requiere correr la siguiente línea en la terminal:
pytest src/test_script.pyArroja el siguiente resultado:
pytest src/test_script.py
================================================== test session starts ===================================================
platform darwin -- Python 3.11.8, pytest-8.0.1, pluggy-1.4.0
rootdir: /Users/blancagarcia/Documents/2do_Sem/MGE/MGE_Tarea03
plugins: anyio-4.3.0
collected 1 item
src/test_script.py . [100%]
=================================================== 1 passed in 0.50s ====================================================