ML Prediction Model · Ames Iowa Dataset
House
Price
Predictor
Gradient Boosting · 79 Features · Log-transformed Target
API · 127.0.0.1:8000
✕
Estimated Sale Price
—
Based on the features provided · Trained on Ames Housing Dataset
Form completion
01
General & Zoning
🏷️
MS SubClass
*
— select —
20
30
40
45
50
60
70
75
80
85
90
120
150
160
180
190
Building class type identifier
MS Zoning
*
— select —
RL
RM
FV
RH
C (all)
Lot Frontage (ft)
Lot Area (sqft)
*
Street Type
— select —
Pave
Grvl
Alley Access
— select —
Grvl
Pave
None
Lot Shape
— select —
Reg
IR1
IR2
IR3
Land Contour
— select —
Lvl
Bnk
HLS
Low
Utilities
— select —
AllPub
NoSewr
NoSeWa
ELO
Lot Config
— select —
Inside
Corner
CulDSac
FR2
FR3
Land Slope
— select —
Gtl
Mod
Sev
Neighborhood
*
— select —
NAmes
CollgCr
OldTown
Edwards
Somerst
Gilbert
NridgHt
StoneBr
Timber
Veenker
Crawfor
NoRidge
Mitchel
Sawyer
SawyerW
BrkSide
NWAmes
Blmngtn
ClearCr
MeadowV
IDOTRR
Proximity Condition 1
— select —
Norm
Artery
Feedr
PosN
PosA
RRNn
RRAn
Proximity Condition 2
— select —
Norm
Artery
Feedr
PosN
PosA
RRNn
RRAn
02
Building & Design
🏗️
Building Type
— select —
1Fam
2FmCon
Duplex
TwnhsE
Twnhs
House Style
— select —
1Story
1.5Fin
1.5Unf
2Story
2.5Fin
2.5Unf
SFoyer
SLvl
Overall Quality (1-10)
*
— select —
1
2
3
4
5
6
7
8
9
10
Overall Condition (1-10)
— select —
1
2
3
4
5
6
7
8
9
10
Year Built
*
Year Remodeled
Roof Style
— select —
Gable
Hip
Gambrel
Mansard
Flat
Shed
Roof Material
— select —
CompShg
Metal
WdShngl
WdShake
Membran
Tar&Grv
Roll
Exterior 1st
— select —
VinylSd
MetalSd
Wd Sdng
HdBoard
Plywood
CemntBd
BrkFace
Stone
Stucco
AsbShng
Other
Exterior 2nd
— select —
VinylSd
MetalSd
Wd Sdng
HdBoard
Plywood
CemntBd
BrkFace
Stone
Stucco
AsbShng
Other
None
Masonry Veneer Type
— select —
BrkFace
Stone
None
BrkCmn
Masonry Area (sqft)
Exterior Quality
— select —
Ex
Gd
TA
Fa
Po
Exterior Condition
— select —
Ex
Gd
TA
Fa
Po
Foundation
— select —
PConc
CBlock
BrkTil
Stone
Wood
03
Basement & Utilities
🧱
Basement Quality
— select —
Ex
Gd
TA
Fa
Po
None
Basement Condition
— select —
Ex
Gd
TA
Fa
Po
None
Basement Exposure
— select —
Gd
Av
Mn
No
None
Bsmt Fin Type 1
— select —
GLQ
ALQ
BLQ
Rec
LwQ
Unf
None
Bsmt Fin SF 1
Bsmt Fin Type 2
— select —
GLQ
ALQ
BLQ
Rec
LwQ
Unf
None
Bsmt Fin SF 2
Bsmt Unfinished SF
Total Basement SF
*
Heating
— select —
GasA
GasW
Wall
OthW
Floor
Grav
Heating Quality
— select —
Ex
Gd
TA
Fa
Po
Central Air
— select —
Y
N
Electrical System
— select —
SBrkr
FuseA
FuseF
FuseP
Mix
04
Living Area & Rooms
🛋️
1st Floor SF
*
2nd Floor SF
Low Quality Fin SF
Above Grade Living Area
*
Bsmt Full Baths
— select —
0
1
2
3
Bsmt Half Baths
— select —
0
1
2
Full Baths Above Grade
— select —
0
1
2
3
Half Baths Above Grade
— select —
0
1
2
Bedrooms Above Grade
— select —
0
1
2
3
4
5
6
7
8
Kitchens Above Grade
— select —
0
1
2
Kitchen Quality
— select —
Ex
Gd
TA
Fa
Po
Total Rooms Above Grade
— select —
2
3
4
5
6
7
8
9
10
11
12
13
14
Home Functionality
— select —
Typ
Min1
Min2
Mod
Maj1
Maj2
Sev
Sal
05
Fireplace & Garage
🔥
Fireplaces
— select —
0
1
2
3
Fireplace Quality
— select —
Ex
Gd
TA
Fa
Po
None
Garage Type
— select —
Attchd
Detchd
BuiltIn
Basment
CarPort
None
Garage Year Built
Garage Finish
— select —
Fin
RFn
Unf
None
Garage Cars
— select —
0
1
2
3
4
Garage Area (sqft)
Garage Quality
— select —
Ex
Gd
TA
Fa
Po
None
Garage Condition
— select —
Ex
Gd
TA
Fa
Po
None
Paved Driveway
— select —
Y
P
N
06
Outdoor & Misc
🌿
Wood Deck SF
Open Porch SF
Enclosed Porch SF
3-Season Porch SF
Screen Porch SF
Pool Area (sqft)
Pool Quality
— select —
Ex
Gd
TA
Fa
None
Fence Quality
— select —
GdPrv
MnPrv
GdWo
MnWw
None
Misc Feature
— select —
Shed
Elev
TenC
Gar2
Othr
None
Misc Value ($)
07
Sale Information
📋
Month Sold
*
— select —
January
February
March
April
May
June
July
August
September
October
November
December
Year Sold
*
— select —
1990
1991
1992
1993
1994
1995
1996
1997
1998
1999
2000
2001
2002
2003
2004
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
2017
2018
2019
2020
2021
2022
2023
2024
2025
Sale Type
— select —
WD
New
COD
Con
ConLD
ConLI
ConLw
Oth
Sale Condition
— select —
Normal
Abnorml
Partial
AdjLand
Alloca
Family
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