The words seem to be
ɹiːdɪŋ Reading
dɜːbɪ Derby
kʰæmbɹɪdʒ Cambridge
glaʊtʃɛstə Gloucester (suggested by WAF)
dɜːhæm Durham
gɹiːnwɪtʃ Greenwich
leɪtʃɛstə Leicester
wɔːtʃɛstə Worcester (suggested by WAF)
plaɪmaʊθ Plymouth
wɔːwɪk Warwick
nɔːwɪtʃ Norwich
and they are all
Cities in the United Kingdom containing universities
Can you do anything right?
All of the names are mispronounced, as M. Oehm points out.
The correct pronunciations are (all taken from Wikipedia, but adjusted to match the non-rhotic British accent given in the mispronunciations):
rɛdɪŋɹɛdɪŋ
dɑːbɪ
kʰeɪmbrɪdʒ
ɡlɒstə
dʌrəmdʌɹəm
ɡrɛnɪtʃɡɹɛnɪtʃ
lɛstə
wʊstə
plɪməθ
wɒrɪkwɒɹɪk
nɒrɪdʒnɒɹɪdʒ