Research Tools
Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
Search & Filter
Fear / Threat
3,873 comments
the beginning of the great decline
the beginning of the great decline
Expresses apocalyptic concern about Canada's future trajectory without specific policy details, conveying demographic or national anxiety.
Fear / Threat
0.75
@eskimokidmusic
Mar 5, 2025
World War 3 coming soon… all because of you know who
World War 3 coming soon… all because of you know who
Expresses alarmist prediction of World War 3 with vague blame attribution, combining fear-mongering with unsubstantiated claim.
@SelfLovinMyBlackAss
Mar 5, 2025
Trump had this all planned. He's following putins foot steps and everyone was warned about Trump on how dangerous he'd be and already he's just starting proving himself. People we are in big trouble until …
Trump had this all planned. He's following putins foot steps and everyone was warned about Trump on how dangerous he'd be and already he's just starting proving himself. People we are in big trouble until someone tries to take him out
Expresses alarm about Trump's alleged conspiracy with Putin and danger to society, presenting unverified claims about planned actions.
@yingyang1048
Mar 4, 2025
Bro we don’t care. America can wait yall out and win. We might as well take over Canada
Bro we don’t care. America can wait yall out and win. We might as well take over Canada
Expression of threat and territorial anxiety, suggesting American takeover of Canada as a potential danger.
@aaroneichel2576
Mar 5, 2025
Country like Russia China North Korea Iran etc Celebrating \n???
Country like Russia China North Korea Iran etc Celebrating \n???
Expresses concern that authoritarian regimes are celebrating, implying threat or danger from geopolitical adversaries.
Fear / Threat
0.75
@stankos1637
Mar 4, 2025
Createst country is def not U.S.A or Canada either anymore.. :/
Createst country is def not U.S.A or Canada either anymore.. :/
Ranks Canada negatively against other nations while expressing decline anxiety.
perasuolia
Jan 27, 2026
Donald trump IS our opponent around the world. if you look into those glassed over eyes, you will see Putin.
Donald trump IS our opponent around the world. if you look into those glassed over eyes, you will see Putin.
Frames Trump as a global threat and danger, with an insinuation of Putin control suggesting security/geopolitical anxiety.
@richardhague3034
Mar 4, 2025
I wonder how long before we are begging Canada to save us from this dictator.
I wonder how long before we are begging Canada to save us from this dictator.
Expresses anxiety about authoritarian threat and seeks reassurance, combining fear-based rhetoric with implicit questioning.
@brycemandy33
Mar 4, 2025
Trump will get the U.S. Cancelled if he keeps this behavior
Trump will get the U.S. Cancelled if he keeps this behavior
Warns of severe consequences ('Cancelled') from Trump's behavior, expressing concern about national-level damage.
@Mrs539Ley
Mar 4, 2025
Way too much Indians in Toronto it’s nuts lol
Way too much Indians in Toronto it’s nuts lol
Expresses demographic anxiety about Indian population concentration in Toronto, delivered with casual tone that may be satirical but conveys underlying concern.
Russeljohnson776
Jan 28, 2026
So embarrassed and worried for my country. How on earth 1/2 the population voted for this traitor, felon, maggot AGAIN, i will never understand. He has done so much damage and we will suffer the …
So embarrassed and worried for my country. How on earth 1/2 the population voted for this traitor, felon, maggot AGAIN, i will never understand. He has done so much damage and we will suffer the consequences for years. This speech was brilliant, so happy Prime Minister Trudeau called him donald. Most of us stand with Canada, Mexico, Europe & Ukraine!!!♥♥♥
Expresses worry and fear about consequences of Trump's actions while showing solidarity with Canada and allied nations; fear is the dominant emotional register.
@cinnamongirl2925
Mar 5, 2025
trump is becoming the next putin, get all the billionares and people like netaanyahu on his side and then attack his own people and his allies, trump should of supoprted gaza but that would never …
trump is becoming the next putin, get all the billionares and people like netaanyahu on his side and then attack his own people and his allies, trump should of supoprted gaza but that would never happen in a million years because america is a lapdog of israel ( which will never be a country ) the world will always resist and fight back.
Expresses alarm about Trump becoming authoritarian like Putin, makes unverified claims about alliances and geopolitical threats.
@poll28736
Mar 5, 2025
Here before this video is banned in Canada
Here before this video is banned in Canada
Expresses concern that the video will be censored/banned, combining alarmism about content suppression with commentary on the video itself.
HiveQu33n
Jan 27, 2026
You don't need to speak to us Americans directly. Our President already told your ass what's what. Now either pay up or let's get busy.
You don't need to speak to us Americans directly. Our President already told your ass what's what. Now either pay up or let's get busy.
American commenter dismisses Canadian leadership and issues ultimatum with threatening language ('pay up or let's get busy').
@youcanthandlethetruth6976
Mar 4, 2025
Trump is the king of narcissists and a greater threat to world peace than Putin, along with his puppet children, Musk and Vance. It’s not bullying — it’s humiliation! Trump’s approach to deals is simple: …
Trump is the king of narcissists and a greater threat to world peace than Putin, along with his puppet children, Musk and Vance. It’s not bullying — it’s humiliation! Trump’s approach to deals is simple: “Thank you, if you don’t want to deal with us, we’ll take it anyway.” All he wants is the rare earth to develop quantum Computers,he will then lever that power to manipulate, unfortunately most of it is towards the Russian boarder! ?
Expresses security and geopolitical concerns about Trump as a threat to world peace, with unsubstantiated claims about motives regarding rare earth and quantum computers.
@pj9610
Mar 5, 2025
Your country is not populous enough to sustain this. The West is under attack and the smaller nations are already too far gone.
Your country is not populous enough to sustain this. The West is under attack and the smaller nations are already too far gone.
Expresses demographic and existential anxiety about Western nations, using alarmist language about being 'under attack.'
fightmilk8613
Jan 29, 2026
And if Justin thinks hes going to pit himself against russia let him try it out
And if Justin thinks hes going to pit himself against russia let him try it out
Expresses concern/skepticism about Trudeau confronting Russia, implying potential danger or unwise escalation.
@MikeLeo-h9y
Mar 5, 2025
The world is in ?danger
The world is in ?danger
Vague expression of danger and threat without specific context, conveying anxiety or alarm.
Fear / Threat
0.75
@evaluizaoliveira
Mar 5, 2025
Western countries are cooked lol
Western countries are cooked lol
Expresses pessimism about Western countries' future, implicitly comparing them unfavorably and suggesting systemic decline or threat.
matthewr7413
Jan 28, 2026
When the whole world depends on the international supply chain, there are only two kinds of people happy that Trump is imposing sanctions on America:\n- those who do not understand anything \n- and those who …
When the whole world depends on the international supply chain, there are only two kinds of people happy that Trump is imposing sanctions on America:\n- those who do not understand anything \n- and those who are ready to destroy America for their own interests
Expresses alarm about Trump's tariffs as destructive to global supply chains and makes unsubstantiated claims about motivations.
@jacekgruchelski-harbon7419
Mar 5, 2025
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
CNN
2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
CNN
3,445
Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
CNN
2,078
Tyler Oliveira
1,667
RocaNews
241
Global News
89
CTV News
68
Fear / Threat
Tyler Oliveira
1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
Tyler Oliveira
1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
CNN
1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
CNN
1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)