Evening Post bingo: the keywords

Last week we introduced Evening Post Bingo.

In a comment, someone called Downfader announced that they had the same idea -presumably from our initial proposal the week before- and had produced some cards.

Well, we appreciate the artwork, but note that Downfader's effort shows both selection bias in the form of the writer, and doesn't scale to working with other newspapers or article types.

Being a data-centric company, along with strategic partners like Google and Facebook, we have designed a system that will scale. The process is straightforward -use the articles on the evening post web site which we have already covered as the source of our content -and have machines to the heavy lifting for us.This will not only aid other regions, but apply just as well to the Ashton Gate and Bristol Mayor discussions.

While the sentence/phrase extraction process is underway, here is the initial output -the entire list of words in the Evening Post cycling article corpus, sorted by frequency. Everything is in lower case, so the 124 instances of "i" really translate to "I", and presumably indicate that an opinion is about to appear.

Cleanup is incomplete, apostrophes aren't being stripped of the ends of works, singular and plurals aren't being merged. Keeping the apostrophes in provides extra information, as it usually implies some kind of wittiness from the writer, like 'sui-cyclists' and 'supervision'. This actually makes us feel sorry for these letter writers, as their humour is clearly limited. Once our automated-evening-post-article-generator is completed they can entertain their friends with their humour, rather than inflict it on the rest of us.

For the reader's enjoyment then, the initial output of the Bristol Traffic mine-the-evening post Bingo card and Letter Generating system:-

the, 420
to, 267
and, 228
a, 222
of, 166
cyclists, 135
in, 127
i, 124
on, 107
is, 89
for, 78
they, 77
that, 75
it, 74
as, 71
are, 68
have, 64
cycling, 61
be, 60
was, 53
with, 53
we, 51
not, 50
who, 49
bristol, 49
but, 48
this, 47
city, 46
by, 46
at, 42
all, 42
road, 40
or, 38
lights, 36
there, 35
people, 34
pedestrians, 34
he, 34
has, 32
from, 32
their, 31
do, 29
cycle, 29
were, 29
would, 28
cyclist, 28
been, 27
one, 27
more, 27
if, 26
out, 26
should, 26
them, 25
about, 25
-, 24
so, 24
you, 24
me, 23
just, 23
pavement, 23
way, 22
my, 20
said, 20
an, 20
some, 19
time, 19
car, 18
council, 18
motorists, 18
police, 18
said:, 18
get, 18
these, 18
no, 17
when, 17
can, 17
ride, 17
will, 17
had, 16
bike, 15
think, 15
pounds, 15
very, 15
see, 15
illegal, 15
could, 15
how, 14
law, 14
say, 14
where, 14
many, 14
number, 14
also, 14
need, 14
dangerous, 14
like, 14
every, 13
pavements, 13
down, 13
than, 13
only, 13
traffic, 13
through, 13
up, 13
red, 13
other, 13
new, 12
same, 12
week, 12
last, 12
our, 12
it's, 12
mr, 11
project, 11
make, 11
right, 11
going, 11
being, 11
his, 11
use, 11
which, 11
even, 10
then, 10
good, 10
seen, 10
cars, 10
any, 10
pay, 10
without, 10
am, 10
us, 10
another, 9
years, 9
million, 9
take, 9
sure, 9
between, 9
around, 9
children, 9
what, 9
don't, 9
safety, 9
money, 9
dark, 9
having, 9
go, 9
tax, 9
must, 8
over, 8
drummond, 8
bikes, 8
still, 8
blind, 8
come, 8
using, 8
feel, 8
him, 8
towards, 8
hit, 8
centre, 8
group, 8
made, 8
i'm, 7
old, 7
clothing, 7
routes, 7
first, 7
laws, 7
walking, 7
before, 7
helmet, 7
your, 7
her, 7
lot, 7
everyone, 7
pedestrian, 7
spent, 7
run, 7
safer, 7
something, 7
she, 7
off, 7
street, 6
campaign, 6
travel, 6
safe, 6
too, 6
target, 6
against, 6
yet, 6
post, 6
says, 6
change, 6
may, 6
year, 6
enough, 6
across, 6
those, 6
drivers, 6
past, 6
needs, 6
that's, 6
done, 6
fine, 6
bristol's, 6
often, 6
users, 6
ago, 6
young, 6
few, 6
high, 6
light, 6
doing, 6
fact, 6
riding, 6
respect, 6
because, 6
transport, 6
under, 5
give, 5
want, 5
after, 5
break, 5
each, 5
gloucester, 5
rogers, 5
despite, 5
much, 5
couple, 5
night, 5
along, 5
making, 5
st, 5
half, 5
now, 5
killed, 5
thing, 5
11, 5
track, 5
nearly, 5
lanes, 5
city's, 5
public, 5
family, 5
eye, 5
two, 5
coming, 5
signs, 5
its, 5
evening, 5
since, 5
issue, 5
part, 5
paths, 5
8, 5
please, 5
rules, 5
used, 5
back, 5
into, 5
day, 5
why, 5
problem, 5
know, 5
does, 5
stay, 5
own, 5
three, 5
partially, 5
whether, 5
education, 5
accidents, 5
told, 4
path, 4
work, 4
keep, 4
turn, 4
fit, 4
little, 4
manner, 4
stop, 4
considerate, 4
bad, 4
protect, 4
near, 4
left, 4
possible, 4
cooper, 4
sighted, 4
such, 4
maybe, 4
realise, 4
crossings, 4
anyone, 4
black, 4
morning, 4
outside, 4
period, 4
dangers, 4
myself, 4
driver, 4
seems, 4
start, 4
trying, 4
again, 4
small, 4
pass, 4
attitudes, 4
taken, 4
22, 4
might, 4
someone, 4
insurance, 4
really, 4
officers, 4
chairman, 4
idiots, 4
both, 4
point, 4
else, 4
themselves, 4
once, 4
others, 4
danger, 4
majority, 4
move, 4
junction, 4
south, 4
gear, 4
let's, 4
wear, 4
well, 4
add, 4
avoid, 4
pressure, 4
getting, 4
roads, 4
authority, 4
dressed, 4
friends, 4
understand, 4
child, 3
four, 3
consider, 3
school, 3
clothes, 3
above, 3
increasing, 3
ever, 3
met, 3
i'd, 3
until, 3
damage, 3
badly, 3
wrong, 3
regularly, 3
driving, 3
encourage, 3
got, 3
free, 3
dogs, 3
likely, 3
mind, 3
seem, 3
responsible, 3
regular, 3
dog, 3
wearing, 3
result, 3
seven, 3
months, 3
support, 3
head, 3
daily, 3
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groups, 3
live, 3
believes, 3
claim, 3
pulled, 3
seriously, 3
quite, 3
care, 3
training, 3
massive, 3
saving, 3
vote, 3
given, 3
15, 3
especially, 3
drive, 3
cannot, 3
wheels, 3
can't, 3
situation, 3
middle, 3
railway, 3
accountable, 3
foot, 3
legal, 3
rush, 3
wife, 3
rogue, 3
mps, 3
large, 3
streets, 3
further, 3
experience, 3
action, 3
sustrans, 3
near-misses, 3
sense, 3
breaking, 3
compulsory, 3
help, 3
attitude, 3
encouraging, 3
15am, 3
stopped, 3
expect, 3
funding, 3
7, 3
highway, 3
louts, 3
station, 3
behind, 3
double, 3
vulnerable, 3
most, 3
scooter, 3
rest, 3
sustainable, 3
set, 3
meeting, 3
straight, 3
user, 3
spend, 3
love, 3
projects, 3
continue, 3
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long, 3
crackdown, 3
planet, 3
called, 3
bishopston, 3
lane, 3
gloucestershire, 3
menace, 3
code, 3
arrogance, 3
jump, 3
let, 3
great, 3
next, 3
doubling, 3
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visibility, 3
train, 3
plate, 3
counted, 3
including, 3
hands, 3
front, 3
cause, 3
priority, 3
clearly, 3
able, 3
areas, 3
progress, 3
avon, 3
taking, 3
walk, 3
perhaps, 3
injured, 3
effect, 3
government, 3
proper, 3
home, 3
obey, 3
count, 3
wish, 3
limited, 2
aim, 2
never, 2
ignoring, 2
hospital, 2
call, 2
aware, 2
adult, 2
hold, 2
room, 2
err, 2
route, 2
end, 2
jumping, 2
appreciate, 2
green, 2
keeps, 2
better, 2
tourist, 2
represents, 2
side, 2
schemes, 2
carry, 2
turning, 2
enlightened, 2
days, 2
caught, 2
unlit, 2
top, 2
took, 2
outlaw, 2
matter, 2
mine, 2
causing, 2
responsibility, 2
roundabout, 2
14, 2
ban, 2
fail, 2
best, 2
tolerance, 2
however, 2
here, 2
accident, 2
reported, 2
planned, 2
high-visibility, 2
rather, 2
catch, 2
rnib, 2
motorist, 2
launched, 2
suggest, 2
several, 2
published, 2
meads, 2
failing, 2
yes, 2
royal, 2
possibly, 2
officer, 2
pushbike, 2
footway, 2
efforts, 2
bath, 2
hear, 2
lorry, 2
evidence, 2
felt, 2
hurt, 2
assume, 2
certainly, 2
environment, 2
bicycles, 2
cool, 2
team, 2
cost, 2
stands, 2
shared, 2
address, 2
wait, 2
boy, 2
funded, 2
example, 2
law-abiding, 2
country's, 2
visit, 2
today, 2
riders, 2
following, 2
didn't, 2
winter, 2
guarantee, 2
spot, 2
designed, 2
man, 2
werburgh's, 2
remember, 2
course, 2
councillor, 2
main, 2
lycra, 2
tried, 2
living, 2
earlier, 2
remainder, 2
cycles, 2
place, 2
spoken, 2
message, 2
millions, 2
redland, 2
10, 2
sat, 2
paid, 2
later, 2
abraham, 2
spaces, 2
aggressive, 2
regarding, 2
reading, 2
miles, 2
vision, 2
seat, 2
encouraged, 2
blame, 2
cities, 2
among, 2
zetland, 2
3000, 2
couldn't, 2
sensible, 2
collided, 2
reflective, 2
observe, 2
case, 2
everyday, 2
running, 2
charged, 2
actions, 2
death, 2
thinking, 2
4, 2
read, 2
either, 2
always, 2
central, 2
act, 2
area, 2
sides, 2
condone, 2
certain, 2
important, 2
starting, 2
forget, 2
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acting, 2
sitting, 2
20mph, 2
hartas, 2
behaviour, 2
tracks, 2
advertising, 2
amenities, 2
knows, 2
excuse, 2
stick, 2
particular, 2
hour, 2
patrols, 2
749, 2
huge, 2
court, 2
plans, 2
rude, 2
soon, 2
disabled, 2
24, 2
style, 2
20, 2
travelling, 2
return, 2
propose, 2
association, 2
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level, 2
lycra-clad, 2
england, 2
hard, 2
idea, 2
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year's, 2
least, 2
costs, 2
park, 2
sometimes, 2
particularly, 2
impact, 2
meanwhile, 2
during, 2
attention, 2
incident, 2
invisible, 2
whole, 2
throughout, 2
weaving, 2
due, 2
lives, 2
look, 2
while, 2
obviously, 2
readers, 2
tell, 2
march, 2
big, 2
bid, 2
bit, 2
essential, 2
one-way, 2
per, 2
temple, 2
anything, 2
nothing, 2
we're, 2
forward, 2
boys, 2
properly, 2
unsafe, 2
reflectors, 2
ashton, 2
2008, 2
issues, 2
concerned, 2
friendly, 2
sent, 2
try, 2
race, 2
giving, 2
access, 2
growing, 2
consideration, 2
involved, 2
opinion, 2
residents, 2
apply, 2
doubt, 2
charity, 2
junctions, 2
democracy, 2
brian, 2
abuse, 2
whilst, 2
flout, 2
university, 2
identified, 2
crossing, 2
33000, 2
improvements, 2
nobody, 2
afraid, 2
funds, 2
eight, 2
face, 2
parked, 2
longer, 2
won't, 2
local, 2
meant, 2
jon, 2
etc, 2
figures, 2
safely, 2
wall, 2
cent, 2
moved, 2
policy, 2
frustrating, 2
almost, 2
cross, 2
proficiency, 2
lobby, 2
sets, 2
five, 2
walkway, 2
martin, 2
operation, 2
leader, 2
although, 2
letters, 2
registration, 2
biggest, 2
gain, 2
squeeze, 2
incredibly, 2
rule, 2
raining, 1
sleek, 1
obstruction, 1
woods, 1
hate, 1
whatsoever, 1
teaching, 1
slowest, 1
instincts, 1
risk, 1
regional, 1
car-free, 1
vast, 1
tickets, 1
amenities/green, 1
wednesday, 1
enforce, 1
subsidising, 1
convenience, 1
'solution', 1
flashy, 1
heading, 1
enjoy, 1
force, 1
preached, 1
phones, 1
horn, 1
second, 1
implemented, 1
machines, 1
pace, 1
two-wheeler, 1
spokesman, 1
bonuses, 1
absolute, 1
better-spent, 1
drew, 1
protection, 1
kids, 1
daughter, 1
jams, 1
oxford, 1
study, 1
credit, 1
suitable, 1
criticism, 1
julie, 1
feelings, 1
total, 1
criminals, 1
spoke, 1
army, 1
well-trained, 1
crossbar, 1
warm, 1
menaced, 1
hurl, 1
90, 1
ward, 1
94, 1
join, 1
cuddle, 1
ms, 1
pollute, 1
whizzed, 1
horfield, 1
answer, 1
gamble, 1
rise, 1
description, 1
lad, 1
lay, 1
parallel, 1
third, 1
maintain, 1
frequent, 1
uninsured, 1
welcomed, 1
whizzing, 1
banged, 1
natter, 1
bombing, 1
somewhere, 1
highlights, 1
redfield, 1
writing, 1
fig, 1
easier, 1
overcome, 1
educating, 1
schools, 1
downright, 1
structural, 1
went, 1
luck, 1
councils, 1
husband, 1
bodywork, 1
borne, 1
two-hour, 1
forth, 1
splashed, 1
yesterday, 1
campaigns, 1
ancient, 1
hoodie, 1
people's, 1
wanted, 1
lothian, 1
bedminster, 1
aspire, 1
baltic, 1
onto, 1
speeds, 1
rant, 1
illustrate, 1
needed, 1
tom, 1
john, 1
bitter, 1
western, 1
helen, 1
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jacobs, 1
seek, 1
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cyclists:, 1
hub, 1
racers, 1
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'fact', 1
blue, 1
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wells, 1
victoria, 1
letter, 1
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7am, 1
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definitely, 1
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lancashire, 1
notion, 1
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radio, 1
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rich, 1
adequate, 1
wide, 1
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hasten, 1
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1960s, 1
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darnton, 1
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news, 1
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speak, 1
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parents, 1
lovely, 1
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169, 1
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800, 1
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ham, 1
emphasis, 1
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unique, 1
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58, 1
54, 1
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50, 1
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25000, 1
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corn, 1
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bolt, 1
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22m, 1
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bert, 1
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schiffer, 1
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griffiths, 1
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everybody, 1
russell, 1
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sake, 1
wicker, 1
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sharing, 1
afford, 1
mouthing, 1
everywhere, 1
sachs', 1
effort, 1
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figure, 1
december, 1
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1, 1
immune, 1
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edinburgh, 1
144, 1
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cascade, 1
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cuts, 1
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maim, 1
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leds, 1
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name, 1
kerb, 1
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whiteladies, 1
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terrifying, 1
williams, 1
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mostly, 1
on;, 1
huw, 1
population, 1
13, 1
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17, 1
spokeswoman, 1
taxpayers', 1
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trace, 1
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pages, 1
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corner, 1
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illingworth, 1
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26, 1
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pot, 1
68, 1
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director, 1
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modes, 1
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cheltenham, 1
morons, 1
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kill, 1
touch, 1
speed, 1
nick, 1
plenty, 1
ross, 1
real, 1
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mot, 1
early, 1
listening, 1
lady, 1
photographs, 1
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fiver, 1
competition, 1
provided, 1
mood, 1
confirm, 1
retinitis, 1
conservative, 1
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knife, 1
business, 1
seconds, 1
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strangled, 1
throw, 1
fringe, 1
obeys, 1
pockets, 1
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on-the-spot, 1
supervising, 1
hey, 1
low, 1
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mornings, 1
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two-thirds, 1
happening, 1
they're, 1
october, 1
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criticised, 1
agree, 1
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'sui-cyclists', 1
shoulders, 1
bishop, 1
fill, 1
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twerp, 1
hobbyists, 1
trash, 1
poor, 1
shelter, 1
annes, 1
included, 1
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lack, 1
swerving, 1
month, 1
commute, 1
carpet, 1
tv, 1
enjoying, 1
infirmary, 1
paying, 1
scout, 1
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worst, 1
difference, 1
condition, 1
steve, 1
colossal, 1
zero, 1
witnessed, 1
section, 1
racing, 1
contrast, 1
full, 1
estate, 1
tragedy, 1
inspired, 1
healthier, 1
pub's, 1
pick, 1
sticking, 1
buses, 1
caravan, 1
injure, 1
destination, 1
6, 1
megaphone, 1
door, 1
staggering, 1
owners, 1
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bpa2011@live, 1
minutes, 1
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49, 1
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