Abstract
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Table 2. Number of participating countries/year
|
year
|
Number participating countries
|
|
2014
|
193
|
|
2015
|
192
|
|
2016
|
193
|
|
2017
|
195
|
|
2018
|
195
|
Description of Corpus
The original corpus contains 1372435 paragraphs. From 8073 between 1970 and 2018. - Data was trimmed to after 2015 - ddddp[043Â ] -
Table 1. Number of countries per continent
|
continent
|
Number countries
|
|
Africa
|
54
|
|
Americas
|
35
|
|
Asia
|
48
|
|
Europe
|
44
|
|
Oceania
|
14
|
## development international world peace security
## 6995 6886 5938 5305 5122
## sustainable global us human rights
## 3695 3608 3562 3456 2956
## support efforts change one climate
## 2792 2696 2606 2575 2571
Explain TOPIC MODEL

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Topic 1
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Topic 2
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Topic 3
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Topic 4
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Topic 5
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Topic 6
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Topic 7
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Topic 8
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Topic 9
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Topic 10
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Topic 11
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Topic 12
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Topic 13
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Topic 14
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Topic 15
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Topic 16
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Topic 17
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international
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terrorism
|
economic
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human
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countries
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state
|
world
|
global
|
international
|
country
|
development
|
us
|
people
|
united
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change
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peace
|
assembly
|
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states
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fight
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per
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rights
|
cooperation
|
people
|
years
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must
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nuclear
|
government
|
sustainable
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can
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many
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nations
|
climate
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security
|
general
|
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law
|
terrorist
|
cent
|
women
|
international
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political
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year
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challenges
|
republic
|
political
|
agenda
|
world
|
countries
|
council
|
agreement
|
efforts
|
like
|
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respect
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violence
|
growth
|
people
|
african
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solution
|
one
|
need
|
weapons
|
national
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goals
|
future
|
humanitarian
|
security
|
small
|
continue
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also
|
|
dialogue
|
extremism
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trade
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must
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regional
|
east
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time
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world
|
security
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process
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implementation
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better
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refugees
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organization
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paris
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stability
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president
|
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principles
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groups
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social
|
life
|
africa
|
end
|
today
|
can
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community
|
made
|
national
|
one
|
migration
|
member
|
countries
|
support
|
session
|
|
among
|
forces
|
education
|
right
|
support
|
israel
|
past
|
address
|
democratic
|
institutions
|
achieve
|
let
|
lives
|
states
|
island
|
also
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secretary-general
|
|
based
|
iraq
|
financial
|
every
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region
|
conflict
|
new
|
order
|
use
|
democracy
|
action
|
make
|
crisis
|
reform
|
developing
|
commitment
|
mr
|
|
relations
|
armed
|
countries
|
fundamental
|
union
|
middle
|
ago
|
face
|
korea
|
new
|
sdgs
|
together
|
conflicts
|
members
|
conference
|
peacekeeping
|
work
|
|
peaceful
|
war
|
health
|
equality
|
community
|
region
|
first
|
new
|
people’s
|
good
|
plan
|
want
|
number
|
charter
|
states
|
role
|
wish
|
|
order
|
crimes
|
economy
|
freedom
|
country
|
resolution
|
now
|
solutions
|
recent
|
progress
|
new
|
people
|
world
|
system
|
pacific
|
conflict
|
opportunity
|
|
justice
|
violent
|
poverty
|
values
|
central
|
palestinian
|
two
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problems
|
states
|
taken
|
achieving
|
hope
|
migrants
|
role
|
global
|
committed
|
leadership
|
|
interests
|
military
|
energy
|
universal
|
european
|
call
|
war
|
collective
|
issue
|
society
|
adopted
|
know
|
suffering
|
work
|
natural
|
contribute
|
support
|
|
community
|
threat
|
access
|
protection
|
efforts
|
efforts
|
since
|
together
|
north
|
governance
|
poverty
|
believe
|
million
|
relevant
|
islands
|
conflicts
|
success
|
|
peoples
|
including
|
opportunities
|
dignity
|
partners
|
support
|
see
|
therefore
|
iran
|
working
|
goal
|
others
|
crises
|
make
|
caribbean
|
sudan
|
express
|
|
america
|
trafficking
|
resources
|
without
|
group
|
syria
|
history
|
however
|
towards
|
democratic
|
ensure
|
just
|
help
|
effective
|
framework
|
important
|
election
|
|
means
|
crime
|
young
|
declaration
|
also
|
right
|
last
|
issues
|
agreement
|
part
|
implementing
|
must
|
assistance
|
permanent
|
resources
|
operations
|
take
|
|
cuba
|
islamic
|
investment
|
gender
|
initiative
|
situation
|
still
|
responsibility
|
also
|
order
|
inclusive
|
even
|
millions
|
membership
|
environment
|
remain
|
first
|
|
principle
|
acts
|
water
|
protect
|
summit
|
yemen
|
three
|
current
|
however
|
elections
|
progress
|
say
|
situation
|
principles
|
action
|
work
|
great
|
|
rule
|
well
|
population
|
children
|
continent
|
parties
|
many
|
shared
|
hope
|
way
|
vision
|
may
|
safe
|
making
|
convention
|
contribution
|
congratulate
|
## 2 3 4 6 9 13 15
## 1354 1546 1047 1235 831 1099 1295

## [1] "change" "climate" "agreement" "small"
## [5] "paris" "countries" "island" "developing"
## [9] "conference" "states" "pacific" "global"
## [13] "natural" "islands" "caribbean" "framework"
## [17] "resources" "environment" "action" "convention"
## [21] "impact" "effects" "vulnerable" "ocean"
## [25] "sea" "oceans" "planet" "disasters"
## [29] "environmental" "parties"
## climate change agreement paris countries states
## 1627 1396 589 541 516 497
## global development sustainable must
## 451 449 358 337

##
## 1 2 3 4
## 36 1 10 129
## [1] "Algeria" "Bahrain" "Bangladesh"
## [4] "Bosnia & Herzegovina" "Bulgaria" "Burkina Faso"
## [7] "Cambodia" "Denmark" "Egypt"
## [10] "Estonia"
|
feature
|
chi2
|
p
|
n_target
|
n_reference
|
|
agreement
|
0.47
|
0.49
|
0.88
|
1.39
|
|
paris
|
0.33
|
0.57
|
0.79
|
1.42
|
|
green
|
0.25
|
0.62
|
0.17
|
0.12
|
|
hope
|
0.23
|
0.63
|
0.19
|
0.17
|
|
climate
|
0.19
|
0.67
|
2.03
|
3.47
|
|
binding
|
0.17
|
0.68
|
0.16
|
0.16
|
|
fund
|
0.17
|
0.68
|
0.14
|
0.12
|
|
session
|
0.16
|
0.69
|
0.21
|
0.28
|
|
headquarters
|
0.15
|
0.69
|
0.05
|
0.00
|
|
parties
|
0.15
|
0.70
|
0.29
|
0.46
|
|
taking
|
0.13
|
0.71
|
0.08
|
0.05
|
|
ensures
|
0.12
|
0.73
|
0.04
|
0.00
|
|
twenty-first
|
0.11
|
0.74
|
0.14
|
0.17
|
|
framework
|
0.11
|
0.74
|
0.30
|
0.55
|
|
addresses
|
0.11
|
0.74
|
0.04
|
0.01
|
|
durable
|
0.11
|
0.75
|
0.04
|
0.01
|
|
held
|
0.10
|
0.75
|
0.14
|
0.19
|
|
financing
|
0.10
|
0.75
|
0.09
|
0.09
|
|
adaptation
|
0.10
|
0.75
|
0.14
|
0.18
|
|
migrations
|
0.09
|
0.76
|
0.03
|
0.00
|
## [1] "Libya"
|
feature
|
chi2
|
p
|
n_target
|
n_reference
|
|
activity
|
7.96
|
0.00
|
0.05
|
0.00
|
|
harm
|
7.94
|
0.00
|
0.05
|
0.01
|
|
military
|
7.88
|
0.00
|
0.05
|
0.01
|
|
libya
|
7.81
|
0.01
|
0.05
|
0.01
|
|
conducted
|
7.18
|
0.01
|
0.05
|
0.01
|
|
territorial
|
7.02
|
0.01
|
0.05
|
0.01
|
|
control
|
4.54
|
0.03
|
0.05
|
0.05
|
|
fishing
|
4.53
|
0.03
|
0.05
|
0.05
|
|
exclusive
|
4.53
|
0.03
|
0.05
|
0.05
|
|
foreign
|
3.97
|
0.05
|
0.05
|
0.06
|
|
waters
|
3.85
|
0.05
|
0.05
|
0.06
|
|
zone
|
2.98
|
0.08
|
0.05
|
0.09
|
|
within
|
2.88
|
0.09
|
0.05
|
0.10
|
|
living
|
2.61
|
0.11
|
0.05
|
0.11
|
|
lead
|
2.56
|
0.11
|
0.05
|
0.12
|
|
without
|
2.19
|
0.14
|
0.05
|
0.14
|
|
activities
|
2.13
|
0.14
|
0.05
|
0.15
|
|
marine
|
1.50
|
0.22
|
0.05
|
0.23
|
|
economic
|
0.96
|
0.33
|
0.05
|
0.37
|
|
resources
|
0.63
|
0.43
|
0.05
|
0.56
|
## [1] "Eritrea" "Georgia" "Iran" "Iraq" "Macedonia"
## [6] "Moldova" "Qatar" "Sudan" "Uruguay" "Uzbekistan"
|
feature
|
chi2
|
p
|
n_target
|
n_reference
|
|
region
|
1.33
|
0.25
|
0.21
|
0.27
|
|
treaty
|
1.11
|
0.29
|
0.08
|
0.02
|
|
onslaught
|
0.97
|
0.32
|
0.06
|
0.01
|
|
condolences
|
0.96
|
0.33
|
0.13
|
0.13
|
|
looming
|
0.86
|
0.35
|
0.05
|
0.00
|
|
unfair
|
0.86
|
0.36
|
0.05
|
0.00
|
|
express
|
0.79
|
0.38
|
0.13
|
0.17
|
|
earthquakes
|
0.73
|
0.39
|
0.08
|
0.05
|
|
characterized
|
0.68
|
0.41
|
0.04
|
0.00
|
|
double
|
0.67
|
0.41
|
0.04
|
0.00
|
|
non-proliferation
|
0.67
|
0.41
|
0.04
|
0.00
|
|
render
|
0.67
|
0.41
|
0.04
|
0.00
|
|
tragedy
|
0.65
|
0.42
|
0.05
|
0.01
|
|
sympathy
|
0.63
|
0.43
|
0.08
|
0.06
|
|
difficult
|
0.62
|
0.43
|
0.06
|
0.03
|
|
undermined
|
0.60
|
0.44
|
0.04
|
0.01
|
|
victims
|
0.58
|
0.45
|
0.10
|
0.13
|
|
weapons
|
0.56
|
0.46
|
0.04
|
0.01
|
|
sister
|
0.54
|
0.46
|
0.05
|
0.03
|
|
cohesion
|
0.53
|
0.47
|
0.03
|
0.00
|


## feats
## 1 enforced
## 2 west
## 3 norway
## 4 verification
## 5 helpful
## 6 regulatory
## 7 reflects
## 8 establishment
## 9 mechanism
## 10 legal
## 11 partnership
## 12 governance
## 13 mindful
## 14 firm
## 15 forest
## feats
## 1 strengthens
## 2 difficult
## 3 solidarity
## 4 outset
## 5 times
## 6 north
## 7 earthquakes
## 8 several
## 9 america
## 10 rivers
## 11 impacted
## 12 deepest
## 13 victims
## 14 convey
## 15 devastated




