IndividualPrediction.py

from sklearn.externals import joblib

model = joblib.load('house_trained_model.pkl')


# Drop in an example data entry
# The massive number of variables is the result of one-hot encoding from pd.get_dummies

property_to_value = [
	1, #Rooms
    	20, #Distance
	3, #Bedroom2
    	1, #Bathroom
    	0, #Car
    	534, #Landsize
    	220, #BuildingArea
    	1950, #YearBuilt
	0, #Suburb_Abbotsford
	0, #Suburb_Aberfeldie
	0, #Suburb_Airport West
	0, #Suburb_Albanvale
	0, #Suburb_Albert Park
	0, #Suburb_Albion
	0, #Suburb_Alphington
	1, #Suburb_Altona
	0, #Suburb_Altona Meadows
	0, #Suburb_Altona North
	0, #Suburb_Ardeer
	0, #Suburb_Armadale
	0, #Suburb_Ascot Vale
	0, #Suburb_Ashburton
	0, #Suburb_Ashwood
	0, #Suburb_Aspendale
	0, #Suburb_Aspendale Gardens
	0, #Suburb_Attwood
	0, #Suburb_Avondale Heights
	0, #Suburb_Bacchus Marsh
	0, #Suburb_Balaclava
	0, #Suburb_Balwyn
	0, #Suburb_Balwyn North
	0, #Suburb_Bayswater
	0, #Suburb_Bayswater North
	0, #Suburb_Beaconsfield
	0, #Suburb_Beaconsfield Upper
	0, #Suburb_Beaumaris
	0, #Suburb_Bellfield
	0, #Suburb_Bentleigh
	0, #Suburb_Bentleigh East
	0, #Suburb_Berwick
	0, #Suburb_Black Rock
	0, #Suburb_Blackburn
	0, #Suburb_Blackburn North
	0, #Suburb_Blackburn South
	0, #Suburb_Bonbeach
	0, #Suburb_Boronia
	0, #Suburb_Botanic Ridge
	0, #Suburb_Box Hill
	0, #Suburb_Braybrook
	0, #Suburb_Briar Hill
	0, #Suburb_Brighton
	0, #Suburb_Brighton East
	0, #Suburb_Broadmeadows
	0, #Suburb_Brookfield
	0, #Suburb_Brooklyn
	0, #Suburb_Brunswick
	0, #Suburb_Brunswick East
	0, #Suburb_Brunswick West
	0, #Suburb_Bulleen
	0, #Suburb_Bullengarook
	0, #Suburb_Bundoora
	0, #Suburb_Burnley
	0, #Suburb_Burnside
	0, #Suburb_Burnside Heights
	0, #Suburb_Burwood
	0, #Suburb_Burwood East
	0, #Suburb_Cairnlea
	0, #Suburb_Camberwell
	0, #Suburb_Campbellfield
	0, #Suburb_Canterbury
	0, #Suburb_Carlton
	0, #Suburb_Carlton North
	0, #Suburb_Carnegie
	0, #Suburb_Caroline Springs
	0, #Suburb_Carrum
	0, #Suburb_Carrum Downs
	0, #Suburb_Caulfield
	0, #Suburb_Caulfield East
	0, #Suburb_Caulfield North
	0, #Suburb_Caulfield South
	0, #Suburb_Chadstone
	0, #Suburb_Chelsea
	0, #Suburb_Chelsea Heights
	0, #Suburb_Cheltenham
	0, #Suburb_Chirnside Park
	0, #Suburb_Clarinda
	0, #Suburb_Clayton
	0, #Suburb_Clayton South
	0, #Suburb_Clifton Hill
	0, #Suburb_Coburg
	0, #Suburb_Coburg North
	0, #Suburb_Collingwood
	0, #Suburb_Coolaroo
	0, #Suburb_Craigieburn
	0, #Suburb_Cranbourne
	0, #Suburb_Cranbourne North
	0, #Suburb_Cremorne
	0, #Suburb_Croydon
	0, #Suburb_Croydon Hills
	0, #Suburb_Croydon North
	0, #Suburb_Croydon South
	0, #Suburb_Dallas
	0, #Suburb_Dandenong
	0, #Suburb_Dandenong North
	0, #Suburb_Deepdene
	0, #Suburb_Deer Park
	0, #Suburb_Delahey
	0, #Suburb_Derrimut
	0, #Suburb_Diamond Creek
	0, #Suburb_Diggers Rest
	0, #Suburb_Dingley Village
	0, #Suburb_Doncaster
	0, #Suburb_Doncaster East
	0, #Suburb_Donvale
	0, #Suburb_Doreen
	0, #Suburb_Doveton
	0, #Suburb_Eaglemont
	0, #Suburb_East Melbourne
	0, #Suburb_Edithvale
	0, #Suburb_Elsternwick
	0, #Suburb_Eltham
	0, #Suburb_Eltham North
	0, #Suburb_Elwood
	0, #Suburb_Emerald
	0, #Suburb_Endeavour Hills
	0, #Suburb_Epping
	0, #Suburb_Essendon
	0, #Suburb_Essendon North
	0, #Suburb_Essendon West
	0, #Suburb_Fairfield
	0, #Suburb_Fawkner
	0, #Suburb_Ferntree Gully
	0, #Suburb_Fitzroy
	0, #Suburb_Fitzroy North
	0, #Suburb_Flemington
	0, #Suburb_Footscray
	0, #Suburb_Forest Hill
	0, #Suburb_Frankston
	0, #Suburb_Frankston North
	0, #Suburb_Frankston South
	0, #Suburb_Gardenvale
	0, #Suburb_Gisborne
	0, #Suburb_Gisborne South
	0, #Suburb_Gladstone Park
	0, #Suburb_Glen Huntly
	0, #Suburb_Glen Iris
	0, #Suburb_Glen Waverley
	0, #Suburb_Glenroy
	0, #Suburb_Gowanbrae
	0, #Suburb_Greensborough
	0, #Suburb_Greenvale
	0, #Suburb_Hadfield
	0, #Suburb_Hallam
	0, #Suburb_Hampton
	0, #Suburb_Hampton East
	0, #Suburb_Hampton Park
	0, #Suburb_Hawthorn
	0, #Suburb_Hawthorn East
	0, #Suburb_Healesville
	0, #Suburb_Heathmont
	0, #Suburb_Heidelberg
	0, #Suburb_Heidelberg Heights
	0, #Suburb_Heidelberg West
	0, #Suburb_Highett
	0, #Suburb_Hillside
	0, #Suburb_Hoppers Crossing
	0, #Suburb_Hughesdale
	0, #Suburb_Huntingdale
	0, #Suburb_Hurstbridge
	0, #Suburb_Ivanhoe
	0, #Suburb_Ivanhoe East
	0, #Suburb_Jacana
	0, #Suburb_Kealba
	0, #Suburb_Keilor
	0, #Suburb_Keilor Downs
	0, #Suburb_Keilor East
	0, #Suburb_Keilor Lodge
	0, #Suburb_Keilor Park
	0, #Suburb_Kensington
	0, #Suburb_Kew
	0, #Suburb_Kew East
	0, #Suburb_Keysborough
	0, #Suburb_Kilsyth
	0, #Suburb_Kings Park
	0, #Suburb_Kingsbury
	0, #Suburb_Kingsville
	0, #Suburb_Knoxfield
	0, #Suburb_Kooyong
	0, #Suburb_Kurunjang
	0, #Suburb_Lalor
	0, #Suburb_Langwarrin
	0, #Suburb_Lower Plenty
	0, #Suburb_Lysterfield
	0, #Suburb_Maidstone
	0, #Suburb_Malvern
	0, #Suburb_Malvern East
	0, #Suburb_Maribyrnong
	0, #Suburb_McKinnon
	0, #Suburb_Meadow Heights
	0, #Suburb_Melbourne
	0, #Suburb_Melton
	0, #Suburb_Melton South
	0, #Suburb_Melton West
	0, #Suburb_Mentone
	0, #Suburb_Mernda
	0, #Suburb_Mickleham
	0, #Suburb_Middle Park
	0, #Suburb_Mill Park
	0, #Suburb_Mitcham
	0, #Suburb_Mont Albert
	0, #Suburb_Montmorency
	0, #Suburb_Montrose
	0, #Suburb_Moonee Ponds
	0, #Suburb_Moorabbin
	0, #Suburb_Mooroolbark
	0, #Suburb_Mordialloc
	0, #Suburb_Mount Evelyn
	0, #Suburb_Mount Waverley
	0, #Suburb_Mulgrave
	0, #Suburb_Murrumbeena
	0, #Suburb_Narre Warren
	0, #Suburb_Newport
	0, #Suburb_Niddrie
	0, #Suburb_Noble Park
	0, #Suburb_North Melbourne
	0, #Suburb_North Warrandyte
	0, #Suburb_Northcote
	0, #Suburb_Notting Hill
	0, #Suburb_Nunawading
	0, #Suburb_Oak Park
	0, #Suburb_Oakleigh
	0, #Suburb_Oakleigh East
	0, #Suburb_Oakleigh South
	0, #Suburb_Officer
	0, #Suburb_Ormond
	0, #Suburb_Pakenham
	0, #Suburb_Parkdale
	0, #Suburb_Parkville
	0, #Suburb_Pascoe Vale
	0, #Suburb_Patterson Lakes
	0, #Suburb_Plumpton
	0, #Suburb_Point Cook
	0, #Suburb_Port Melbourne
	0, #Suburb_Prahran
	0, #Suburb_Preston
	0, #Suburb_Princes Hill
	0, #Suburb_Research
	0, #Suburb_Reservoir
	0, #Suburb_Richmond
	0, #Suburb_Riddells Creek
	0, #Suburb_Ringwood
	0, #Suburb_Ringwood East
	0, #Suburb_Ringwood North
	0, #Suburb_Ripponlea
	0, #Suburb_Rosanna
	0, #Suburb_Rowville
	0, #Suburb_Roxburgh Park
	0, #Suburb_Sandhurst
	0, #Suburb_Sandringham
	0, #Suburb_Scoresby
	0, #Suburb_Seabrook
	0, #Suburb_Seaford
	0, #Suburb_Seaholme
	0, #Suburb_Seddon
	0, #Suburb_Skye
	0, #Suburb_South Kingsville
	0, #Suburb_South Melbourne
	0, #Suburb_South Morang
	0, #Suburb_South Yarra
	0, #Suburb_Southbank
	0, #Suburb_Spotswood
	0, #Suburb_Springvale
	0, #Suburb_Springvale South
	0, #Suburb_St Albans
	0, #Suburb_St Helena
	0, #Suburb_St Kilda
	0, #Suburb_Strathmore
	0, #Suburb_Strathmore Heights
	0, #Suburb_Sunbury
	0, #Suburb_Sunshine
	0, #Suburb_Sunshine North
	0, #Suburb_Sunshine West
	0, #Suburb_Surrey Hills
	0, #Suburb_Sydenham
	0, #Suburb_Tarneit
	0, #Suburb_Taylors Hill
	0, #Suburb_Taylors Lakes
	0, #Suburb_Templestowe
	0, #Suburb_Templestowe Lower
	0, #Suburb_The Basin
	0, #Suburb_Thomastown
	0, #Suburb_Thornbury
	0, #Suburb_Toorak
	0, #Suburb_Travancore
	0, #Suburb_Truganina
	0, #Suburb_Tullamarine
	0, #Suburb_Upwey
	0, #Suburb_Vermont
	0, #Suburb_Vermont South
	0, #Suburb_Viewbank
	0, #Suburb_Wallan
	0, #Suburb_Wantirna
	0, #Suburb_Wantirna South
	0, #Suburb_Warrandyte
	0, #Suburb_Waterways
	0, #Suburb_Watsonia
	0, #Suburb_Watsonia North
	0, #Suburb_Wattle Glen
	0, #Suburb_Werribee
	0, #Suburb_West Footscray
	0, #Suburb_West Melbourne
	0, #Suburb_Westmeadows
	0, #Suburb_Wheelers Hill
	0, #Suburb_Whittlesea
	0, #Suburb_Williams Landing
	0, #Suburb_Williamstown
	0, #Suburb_Williamstown North
	0, #Suburb_Windsor
	0, #Suburb_Wollert
	0, #Suburb_Wyndham Vale
	0, #Suburb_Yallambie
	0, #Suburb_Yarra Glen
	0, #Suburb_Yarraville
	0, #CouncilArea_Banyule City Council
	0, #CouncilArea_Bayside City Council
	0, #CouncilArea_Boroondara City Council
	0, #CouncilArea_Brimbank City Council
	0, #CouncilArea_Cardinia Shire Council
	0, #CouncilArea_Casey City Council
	0, #CouncilArea_Darebin City Council
	0, #CouncilArea_Frankston City Council
	0, #CouncilArea_Glen Eira City Council
	0, #CouncilArea_Greater Dandenong City Council
	1, #CouncilArea_Hobsons Bay City Council
	0, #CouncilArea_Hume City Council
	0, #CouncilArea_Kingston City Council
	0, #CouncilArea_Knox City Council
	0, #CouncilArea_Macedon Ranges Shire Council
	0, #CouncilArea_Manningham City Council
	0, #CouncilArea_Maribyrnong City Council
	0, #CouncilArea_Maroondah City Council
	0, #CouncilArea_Melbourne City Council
	0, #CouncilArea_Melton City Council
	0, #CouncilArea_Mitchell Shire Council
	0, #CouncilArea_Monash City Council
	0, #CouncilArea_Moonee Valley City Council
	0, #CouncilArea_Moorabool Shire Council
	0, #CouncilArea_Moreland City Council
	0, #CouncilArea_Nillumbik Shire Council
	0, #CouncilArea_Port Phillip City Council
	0, #CouncilArea_Stonnington City Council
	0, #CouncilArea_Whitehorse City Council
	0, #CouncilArea_Whittlesea City Council
	0, #CouncilArea_Wyndham City Council
	0, #CouncilArea_Yarra City Council
	0, #CouncilArea_Yarra Ranges Shire Council
	1, #Type_h
	0, #Type_t
	0, #Type_u
]

property_to_value = [
    property_to_value
]

predicted_property_value = model.predict(property_to_value)
predicted_property_value = predicted_property_value[0]

print ("This property has an estimated value of AUD /$: %.2f" % predicted_property_value)