Lecture 38

We discussed hierarchial and K-means clustering using following data from the Carnegie Mellon Statistics Library. The data were collected by the Economic Research Department of the Union Bank of Switzerland. They represent the economic conditions in 48 cities around in world in 1991.



City	Work	Price	Salary
Amsterdam	1714	65.6	49.0
Athens	1792	53.8	30.4
Bogota	2152	37.9	11.5
Bombay	2052	30.3	5.3
Brussels	1708	73.8	50.5
Buenos Aires	1971	56.1	12.5
Caracas	2041	61.0	10.9
Chicago	1924	73.9	61.9
Copenhagen	1717	91.3	62.9
Dublin	1759	76.0	41.4
Dusseldorf	1693	78.5	60.2
Frankfurt	1650	74.5	60.4
Geneva	1880	95.9	90.3
Helsinki	1667	113.6	66.6
Hong Kong	2375	63.8	27.8
Houston	1978	71.9	46.3
Johannesburg	1945	51.1	24.0
Kuala Lumpur	2167	43.5	9.9
Lagos	1786	45.2	2.7
Lisbon	1742	56.2	18.8
London	1737	84.2	46.2
Los Angeles	2068	79.8	65.2
Luxembourg	1768	71.1	71.1
Madrid	1710	93.8	50.0
Manila	2268	40.0	4.0
Mexico City	1944	49.8	5.7
Milan	1773	82.0	53.3
Montreal	1827	72.7	56.3
Nairobi	1958	45.0	5.8
New York	1942	83.3	65.8
Nicosia	1825	47.9	28.3
Oslo	1583	115.5	63.7
Panama	2078	49.2	13.8
Paris	1744	81.6	45.9
Rio de Janeiro	1749	46.3	10.5
Sao Paulo	1856	48.9	11.1
Seoul	1842	58.3	32.7
Singpore	2042	64.4	16.1
Stockholm	1805	111.3	39.2
Sydney	1668	70.8	52.1
Taipei	2145	84.3	34.5
Tel Aviv	2015	67.3	27.0
Tokyo	1880	115.0	68.0
Toronto	1888	70.2	58.2
Vienna	1780	78.0	51.3
Zurich	1868	100.0	100.0