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Multiple Linear Regression
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Price Prediction using
Multiple Linear Regression
Number of Bedrooms
1
2
3
4
5
6
7
8
9
10
11
Number of Bathrooms
1
2
3
4
5
6
Living Square Footage
300
400
500
600
700
800
900
1000
1100
1200
1300
1400
1500
1600
1700
1800
1900
2000
2100
2200
2300
2400
2500
2600
2700
2800
2900
3000
3100
3200
3300
3400
3500
3600
3700
3800
3900
4000
4100
4200
4300
4400
4500
4600
4700
4800
4900
5000
6000
7000
8000
9000
10000
11000
12000
13000
14000
Lot Square Footage
300
400
500
600
700
800
900
1000
1100
1200
1300
1400
1500
1600
1700
1800
1900
2000
2100
2200
2300
2400
2500
2600
2700
2800
2900
3000
3100
3200
3300
3400
3500
3600
3700
3800
3900
4000
4100
4200
4300
4400
4500
4600
4700
4800
4900
5000
6000
7000
8000
9000
10000
11000
12000
13000
14000
Number of Floors
1
1.5
2
2.5
3
3.5
Close to Waterfront
No
Yes
Having Good View
No view
Normal view
Good view
Very good view
Excellent view
Current condition
Bad
Acceptable
Good
Very good
Excellent
Year built
1900
1901
1902
1903
1904
1905
1906
1907
1908
1909
1910
1911
1912
1913
1914
1915
1916
1917
1918
1919
1920
1921
1922
1923
1924
1925
1926
1927
1928
1929
1930
1931
1932
1933
1934
1935
1936
1937
1938
1939
1940
1941
1942
1943
1944
1945
1946
1947
1948
1949
1950
1951
1952
1953
1954
1955
1956
1957
1958
1959
1960
1961
1962
1963
1964
1965
1966
1967
1968
1969
1970
1971
1972
1973
1974
1975
1976
1977
1978
1979
1980
1981
1982
1983
1984
1985
1986
1987
1988
1989
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
Renovation
Not renovated
Renovated
Zipcode
98001 Federal Way
98002 Auburn
98003 Federal Way
98004 Bellevue
98005 Bellevue
98006 Bellevue
98007 Bellevue
98008 Bellevue
98010 Black Diamond
98011 Bothell
98014 Carnation
98019 Duvall
98022 Enumclaw
98023 Federal Way
98024 Fall City
98027 Issaquah
98028 Kenmore
98029 Issaquah
98030 Kent
98031 Kent
98032 Kent
98033 Kirkland
98034 Kirkland
98038 Maple Valley
98039 Medina
98040 Mercer Island
98042 Kent
98045 North Bend
98052 Redmond
98053 Redmond
98055 Renton
98056 Renton
98058 Renton
98059 Renton
98065 Snoqualmie
98070 Vashon
98072 Woodinville
98074 Redmond
98075 Issaquah
98077 Woodinville
98092 Auburn
98102 Seattle
98103 Seattle
98105 Bellevue
98106 Seattle
98107 Seattle
98108 Seattle
98109 Seattle
98112 Seattle
98115 Seattle
98116 Seattle
98117 Seattle
98118 Seattle
98119 Seattle
98122 Seattle
98125 Seattle
98126 Seattle
98133 Seattle
98136 Seattle
98144 Seattle
98146 Seattle
98148 Seattle
98155 Seattle
98166 Seattle
98168 Seattle
98177 Seattle
98178 Seattle
98188 Seattle
98198 Seattle
98199 Seattle
Year sold
2014
2015
Month sold
January
February
March
April
May
June
July
August
September
October
November
December
Predict Price