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Event Detection
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Demonstration
The LEAF Lab
Data
Events
Data: MAVEN
Trigger word:
damage
Event Types (Count):
Damaging (619)
NegTrigger (275)
Causation (1)
Destroying (1)
Bodily_harm (1)
Negative Trigger
The
storm
passed
Motion_directional
between
the
two
big
cities
of
Cairns
and
Townsville
which
only
suffered
Bodily_harm
minor
damage
Damaging
.
Severe
Tropical
Cyclone
Catastrophe
Yasi
was
a
powerful
and
destructive
tropical
cyclone
Catastrophe
that
made
landfall
in
northern
Queensland
,
Australia
in
early
2011
,
causing
Causation
major
damage
to
the
affected
Influence
areas
.
The
storm
caused
Causation
an
estimated
AU
$
3.5
billion
(
US
$
3.6
billion
)
in
damage
,
making
it
the
costliest
tropical
cyclone
Catastrophe
to
hit
Attack
Australia
on
record
(
not
accounting
Causation
for
inflation
;
otherwise
,
Cyclone
Tracy
was
costlier
)
.
Early
estimates
of
damage
put
Causation
the
cost
Cost
at
about
AU
$
100
million
.
It
did
not
cause
Causation
as
much
damage
as
government
expected
,
as
it
missed
major
cities
.
At
least
75
%
of
the
banana
crop
was
destroyed
Destroying
,
and
damage
to
the
sugar
cane
farms
was
expected
to
cost
Cost
about
AU
$
500
million
.
Most
of
the
wars
Hostile_encounter
ended
Process_end
through
peace
accords
,
involving
Cause_to_be_included
full
international
recognition
of
new
states
,
but
with
a
massive
human
cost
Cost
and
economic
damage
Damaging
to
the
region
.
The
urban
areas
of
Darwin
also
suffered
Confronting_problem
some
damage
Damaging
from
the
raids
Attack
and
there
were
a
number
of
civilian
casualties
.
Hazel
affected
Influence
Virginia
,
Washington
,
D.C.
,
West
Virginia
,
Maryland
,
Delaware
,
New
Jersey
,
Pennsylvania
,
and
New
York
;
it
brought
Bringing
gusts
near
and
caused
Causation
$
281
million
(
1954
USD
)
in
damage
Damaging
.
In
Canada
alone
,
over
C
$
135
million
(
:
C
$
billion
)
of
damage
Damaging
was
incurred
Cost
.
As
a
result
of
the
high
death
Causation
toll
and
the
damage
Causation
caused
by
Hazel
,
its
name
was
retired
from
use
for
North
Atlantic
hurricanes
.
Due
Causation
to
the
heavy
damage
Damaging
,
the
name
Mitch
was
retired
Process_end
from
the
Atlantic
hurricane
naming
Name_conferral
list
.
Mitch
directly
caused
Causation
$
2.005
billion
in
damage
Damaging
,
with
an
additional
$
1.8
billion
in
indirect
costs
Cost
.
Most
of
the
damage
Damaging
was
ruined
Destroying
crops
,
and
cash
crop
exports
Sending
were
cut
Cause_change_of_position_on_a_scale
by
9.4
%
in
1999
,
largely
due
Causation
to
the
storm
Catastrophe
.
Tropical
Cyclone
Cilla
(
RSMC
Nadi
designation
:
10F
,
JTWC
designation
:
13P
)
was
a
tropical
cyclone
that
brought
Bringing
minor
damage
Damaging
to
several
islands
in
the
South
Pacific
in
January
2003
.
Damage
Damaging
in
Tonga
was
mostly
limited
Limiting
to
vegetation
and
fruit
trees
;
infrastructural
damage
Damaging
was
also
relatively
minor
.
As
a
developing
Coming_to_be
tropical
cyclone
Catastrophe
over
the
Leeward
Islands
,
Anna
produced
Creating
strong
winds
over
Grenada
,
though
damage
Damaging
was
limited
Limiting
to
some
crops
,
trees
,
and
telephone
poles
.
Other
islands
experienced
gusty
winds
,
but
no
damage
Damaging
.
Strong
winds
caused
Causation
widespread
Dispersal
damage
Damaging
in
northern
Honduras
.
Severe
damage
Damaging
in
the
Gracias
a
Dios
Department
left
Causation
hundreds
of
people
homeless
.
Overall
,
Anna
caused
Causation
a
fatality
Death
and
$
300,000
in
damage
Damaging
(
1961
USD
)
,
primarily
in
Central
America
.
In
the
country
,
strong
winds
and
heavy
rainfall
left
heavy
damage
Damaging
near
the
coast
,
as
well
as
to
farms
further
inland
.
The
typhoon
affected
Influence
75
counties
,
affecting
Influence
18
million
people
,
and
overall
damage
was
estimated
at
Â¥20.1
billion
(
$
2.44
billion
2004
USD
,
$
USD
)
,
primarily
in
Zhejiang
.
Total
damage
Damaging
from
the
storm
Catastrophe
was
estimated
at
$
750,000
with
the
majority
stemming
from
crops
.
Only
two
structures
sustained
damage
in
Matagorda
,
one
being
destroyed
Destroying
by
a
possible
tornado
,
and
the
remaining
Presence
effects
resulted
from
flooding
Motion
in
Jackson
and
Victoria
Counties
.
Across
Luzon
,
Linfa
damaged
Damaging
198
houses
and
destroyed
Destroying
another
seven
,
causing
Causation
₱214.65
million
(
US
$
4.76
million
)
in
damage
.
The
remnants
of
Joyce
also
caused
Causation
similar
effects
Influence
on
the
ABC
islands
and
Dominican
Republic
,
which
resulted in
Causation
minor
damage
Damaging
.
Severe
Tropical
Cyclone
Magda
was
a
relatively
small
tropical
cyclone
that
brought
Bringing
minor
damage
Damaging
to
parts
of
Western
Australia
in
January
2010
.
although
the
storm
made
Manufacturing
landfall
with
winds
of
130
km/h
(
80
mph
)
,
damage
Damaging
was
limited
Limiting
due
to
the
sparsely
populated
region
it
struck
Attack
.
The
most
severe
damage
Damaging
was
defoliation
around
Kuri
Bay
.
The
hurricane
Catastrophe
's
powerful
winds
resulted in
Causation
moderate
damage
Damaging
and
destroyed
Destroying
roofs
throughout
the
island
.
Strong
swells
resulted in
Causation
damage
Damaging
in
northern
Puerto
Rico
and
the
Dominican
Republic
,
and
also
caused
Causation
four
people
to
drown
Death
along
the
United
States
'
Atlantic
coast
.
In
all
,
Fabian
caused
Causation
around
US
in
damage
Damaging
and
eight
deaths
Death
.
After
making
landfall
Arriving
,
Intense
Tropical
Cyclone
Catastrophe
Favio
brought
widespread
damage
Damaging
to
Vilanculos
in
Mozambique
,
where
the
cyclone
Catastrophe
killed
Killing
four
people
and
injured
Bodily_harm
at
least
70
in
the
town
.
Overall
,
a
total
of
ten
people
were
killed
Killing
by
the
storm
Catastrophe
and
nearly
100
others
were
injured
Bodily_harm
,
and
combined
Cause_to_amalgamate
with
an
earlier
flood
,
the
storm
Catastrophe
caused
$
71
million
(
2007
USD
)
in
damage
Damaging
.
Around
130,000
homes
suffered
Bodily_harm
damage
Damaging
and
130
schools
were
leveled
Destroying
by
the
tropical
cyclone
Catastrophe
.
The
``
Luftwaffe
''
formations
were
dispersed
Dispersal
by
a
large
cloud
base
and
failed
to
inflict
severe
damage
Damaging
on
the
city
of
London
.
The
precursor
disturbance
produced
Causation
heavy
rainfall
Catastrophe
in
the
Kimberley
region
of
Western
Australia
,
causing
Causation
record
Recording
flooding
Catastrophe
and
some
road
damage
Damaging
.
Minor
damage
Damaging
was
reported
Reporting
at
the
final
Process_end
landfall
Arriving
of
Glenda
.
Hurricane
Flossie
was
a
powerful
Pacific
tropical
cyclone
Catastrophe
that
brought
Bringing
squally
weather
and
light
damage
Damaging
to
Hawaii
in
August
2007
.
upon
striking
south
florida
,
the
cyclone
Catastrophe
generated
Creating
hurricane-force
winds
over
a
broad
swath
of
the
region
,
causing
widespread
and
severe
structural
damage
Damaging
from
both
wind
and
water
.
The
storm
Catastrophe
caused
Causation
additional
but
less
severe
damage
Damaging
in
those
states
,
primarily
from
heavy
rains
and
storm
surge
.
The
1926
Miami
hurricane
Catastrophe
,
commonly
called
the
``
Great
Miami
''
hurricane
,
was
a
large
and
intense
tropical
cyclone
Motion
that
devastated
Destroying
the
Greater
Miami
area
and
caused
Causation
extensive
damage
in
the
Bahamas
and
the
U.S.
Gulf
Coast
in
September
1926
,
accruing
Come_together
a
US
$
100
million
damage
toll
.
The
1926
Miami
hurricane
Catastrophe
,
commonly
called
the
``
Great
Miami
''
hurricane
,
was
a
large
and
intense
tropical
cyclone
Motion
that
devastated
Destroying
the
Greater
Miami
area
and
caused
Causation
extensive
damage
in
the
Bahamas
and
the
U.S.
Gulf
Coast
in
September
1926
,
accruing
Come_together
a
US
$
100
million
damage
toll
.
It
has
been
estimated
that
a
similar
hurricane
Catastrophe
would
cause
Causation
about
$
235
billion
in
damage
if
it
were
to
hit
Miami
in
2018
.
In
response
to
the
Gulf
of
Tonkin
Incident
when
the
destroyers
and
of
the
United
States
Navy
engaged
Participation
North
Vietnamese
ships
,
sustaining
light
damage
as
they
gathered
Come_together
electronic
intelligence
while
in
the
international
waters
of
the
Gulf
of
Tonkin
,
U.S.
President
Lyndon
B.
Johnson
ordered
Request
Operation
``
Pierce
Arrow
''
which
was
conducted
Action
on
5
August
1964
.
Pilots
estimated
that
the
Vinh
raid
destroyed
Destroying
10
percent
of
North
Vietnam
's
entire
petroleum
storage
,
together
with
the
destruction
of
or
damage
to
29
P-4
torpedo
boats
or
gunboats
.
Triggered
Causation
by
record-breaking
rainfall
Motion
,
amounting
Cause_change_of_position_on_a_scale
to
over
6,000
percent
of
the
monthly
mean
,
and
respectively
,
in
just
four
days
,
the
floods
Catastrophe
caused
Causation
widespread
damage
Damaging
in
the
region
.
though
no
people
died
Death
in
the
event
,
an
estimated
two
thousand
head
of
cattle
Come_together
perished
Death
and
damage
Damaging
was
estimated
at
a
$
100
million
.
Hurricane
Frederic
was
an
intense
and
damaging
tropical
cyclone
Catastrophe
that
carved
Bodily_harm
a
path
of
damage
Damaging
from
the
Lesser
Antilles
to
Quebec
,
in
particular
devastating
Destroying
areas
of
the
United
States
Gulf
Coast
.
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