rownames,location,town,mortality,hardness
1,South,Bath,1247,105
2,North,Birkenhead,1668,17
3,South,Birmingham,1466,5
4,North,Blackburn,1800,14
5,North,Blackpool,1609,18
6,North,Bolton,1558,10
7,North,Bootle,1807,15
8,South,Bournemouth,1299,78
9,North,Bradford,1637,10
10,South,Brighton,1359,84
11,South,Bristol,1392,73
12,North,Burnley,1755,12
13,South,Cardiff,1519,21
14,South,Coventry,1307,78
15,South,Croydon,1254,96
16,North,Darlington,1491,20
17,North,Derby,1555,39
18,North,Doncaster,1428,39
19,South,East Ham,1318,122
20,South,Exeter,1260,21
21,North,Gateshead,1723,44
22,North,Grimsby,1379,94
23,North,Halifax,1742,8
24,North,Huddersfield,1574,9
25,North,Hull,1569,91
26,South,Ipswich,1096,138
27,North,Leeds,1591,16
28,South,Leicester,1402,37
29,North,Liverpool,1772,15
30,North,Manchester,1828,8
31,North,Middlesbrough,1704,26
32,North,Newcastle,1702,44
33,South,Newport,1581,14
34,South,Northampton,1309,59
35,South,Norwich,1259,133
36,North,Nottingham,1427,27
37,North,Oldham,1724,6
38,South,Oxford,1175,107
39,South,Plymouth,1486,5
40,South,Portsmouth,1456,90
41,North,Preston,1696,6
42,South,Reading,1236,101
43,North,Rochdale,1711,13
44,North,Rotherham,1444,14
45,North,St Helens,1591,49
46,North,Salford,1987,8
47,North,Sheffield,1495,14
48,South,Southampton,1369,68
49,South,Southend,1257,50
50,North,Southport,1587,75
51,North,South Shields,1713,71
52,North,Stockport,1557,13
53,North,Stoke,1640,57
54,North,Sunderland,1709,71
55,South,Swansea,1625,13
56,North,Wallasey,1625,20
57,South,Walsall,1527,60
58,South,West Bromwich,1627,53
59,South,West Ham,1486,122
60,South,Wolverhampton,1485,81
61,North,York,1378,71