1. Your group name AND member list (the group specifications were defined in the class)
- Group Name: Data Transformer team
- Members:
- Mamadou Mouctar Baldé
- Thiago Amado Costa
- Laurids Radtke
2. A description of your project subject with the following information:
- The chosen use case: House prices prediction
- The link and description of the dataset you'll be using for the use case. You should not submit the dataset itself but a link
>> Link of the train set: https://drive.google.com/file/d/1xM52xXHPGeawkzqQS8sJOHQGa-xqHkaH/view?usp=sharing
>> Link of the test set: https://drive.google.com/file/d/1UmwFn74BPTCPG6xhYzSIPdmnTZENzzHY/view?usp=sharing
>> Description:
1. MSSubClass: Identifies the type of dwel
2. MSZoning: Identifies the general zoning classification of the sale.
3. LotFrontage: Linear feet of street connected to property
4. LotArea: Lot size in square feet
5. Street: Type of road access to property
6. Alley: Type of alley access to property
7. LotShape: General shape of property
8. LandContour: Flatness of the property
9. Utilities: Type of utilities available
10. LotConfig: Lot configuration
11. LandSlope: Slope of property
12. Neighborhood: Physical locations within Ames city limits
13. Condition1: Proximity to various conditions
14. Condition2: Proximity to various conditions (if more than one is present)
15. BldgType: Type of dwelling
16. HouseStyle: Style of dwelling
17. OverallQual: Rates the overall material and finish of the house
18. OverallCond: Rates the overall condition of the house
19. YearBuilt: Original construction date
20. YearRemodAdd: Remodel date (same as construction date if no remodeling or additions)
21. RoofStyle: Type of roof
22. RoofMatl: Roof material
23. Exterior1st: Exterior covering on house
24. Exterior2nd: Exterior covering on house (if more than one material)
25. MasVnrType: Masonry veneer type
26. MasVnrArea: Masonry veneer area in square feet
27. ExterQual: Evaluates the quality of the material on the exterior
28. ExterCond: Evaluates the present condition of the material on the exterior
29. Foundation: Type of foundation
30. BsmtQual: Evaluates the height of the basement
31. BsmtCond: Evaluates the general condition of the basement
32. BsmtExposure: Refers to walkout or garden level walls
33. BsmtFinType1: Rating of basement finished area
34. BsmtFinSF1: Type 1 finished square feet
35. BsmtFinType2: Rating of basement finished area (if multiple types)
36. BsmtFinSF2: Type 2 finished square feet
37. BsmtUnfSF: Unfinished square feet of basement area
38. TotalBsmtSF: Total square feet of basement area
39. Heating: Type of heating
40. HeatingQC: Heating quality and condition
41. CentralAir: Central air conditioning
42. Electrical: Electrical system
43. 1stFlrSF: First Floor square feet
44. 2ndFlrSF: Second floor square feet
45. LowQualFinSF: Low quality finished square feet (all floors)
46. GrLivArea: Above grade (ground) living area square feet
47. BsmtFullBath: Basement full bathrooms
48. BsmtHalfBath: Basement half bathrooms
49. FullBath: Full bathrooms above grade
50. HalfBath: Half baths above grade
51. Bedroom: Bedrooms above grade (does NOT include basement bedrooms)
52. Kitchen: Kitchens above grade
53. KitchenQual: Kitchen quality
54. TotRmsAbvGrd: Total rooms above grade (does not include bathrooms)
55. Functional: Home functionality (Assume typical unless deductions are warranted)
56. Fireplaces: Number of fireplaces
57. FireplaceQu: Fireplace quality
58. GarageType: Garage location
59. GarageYrBlt: Year garage was built
60. GarageFinish: Interior finish of the garage
61. GarageCars: Size of garage in car capacity
62. GarageArea: Size of garage in square feet
63. GarageQual: Garage quality
64. GarageCond: Garage condition
65. PavedDrive: Paved driveway
66. WoodDeckSF: Wood deck area in square feet
67. OpenPorchSF: Open porch area in square feet
68. EnclosedPorch: Enclosed porch area in square feet
69. 3SsnPorch: Three season porch area in square feet
70. ScreenPorch: Screen porch area in square feet
71. PoolArea: Pool area in square feet
72. PoolQC: Pool quality
73. Fence: Fence quality
74. MiscFeature: Miscellaneous feature not covered in other categories
75. MiscVal: Value of miscellaneous feature
76. MoSold: Month Sold (MM)
77. YrSold: Year Sold (YYYY)
78. SaleType: Type of sale
79. SaleCondition: Condition of sale
3. An architecture diagram (what we already did in the class but you need to choose the technologies for each component: eg: FastAPI for
the model serving and streamlit for the webapp
