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
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Fear / Threat
3,873 comments
Let's make this crystal clear. What can we do? We do not want this. So, what can we do? Absolutely nothing!
Let's make this crystal clear. What can we do? We do not want this. So, what can we do? Absolutely nothing!
Expresses helplessness and anxiety about the situation, suggesting a sense of powerlessness in the face of perceived threat.
@natureovermind7649
Mar 4, 2025
Finding a Trafficker on Instagram is insane bro.
Finding a Trafficker on Instagram is insane bro.
Expresses concern about trafficking danger, though vague and potentially off-topic to immigration discussion.
Fear / Threat
0.70
Humanoidfreak
Feb 13, 2026
One percent of Americans join the service and military forces so what would that look like with fentanyl??
One percent of Americans join the service and military forces so what would that look like with fentanyl??
Expresses security concern about fentanyl and military recruitment without providing evidence for the causal link.
@MiddleClassGentlemen
Mar 4, 2025
Canada is doomed . 😂
Canada is doomed . 😂
Expresses doom/catastrophe about Canada's future, likely in response to immigration policy, with the emoji suggesting possible ironic tone but pessimism dominates.
sipcore888
Nov 25, 2025
Just wait til they strip your Cdn pension.
Just wait til they strip your Cdn pension.
Expresses alarm about immigrants threatening Canadian pensions through an unsubstantiated claim.
whoarewefoolin9463
Sep 13, 2025
Participating in a society that requires you to have a cell phone is why you live in a society that requires yo to have a cell phone. Let that sink in while it's about to …
Participating in a society that requires you to have a cell phone is why you live in a society that requires yo to have a cell phone. Let that sink in while it's about to get much, much worse on all fronts. This is exactly where ignorance, compliance and complacency leads. Enjoy it folks, you have earned it in stripes!
Expresses apocalyptic concern about societal trajectory, compliance, and deteriorating conditions; warns of worsening circumstances ahead.
Fear / Threat
0.70
spectrumofreality
Aug 26, 2025
You have crossed our border and made so much free money ? that now it stops good luck in WAR
You have crossed our border and made so much free money ? that now it stops good luck in WAR
Expresses threat and alarm about border crossing and economic consequences, with ominous reference to war.
@tomatoK-z8x
Mar 4, 2025
Trump don't care He don't care about that. That's just the Trojan-horse. So you don't pay attention of what he's doing. He's just hurting, he's gonna hurt. The Americans first and definitely never going to …
Trump don't care He don't care about that. That's just the Trojan-horse. So you don't pay attention of what he's doing. He's just hurting, he's gonna hurt. The Americans first and definitely never going to get Canada. Because if we gotta do World War 3. Come on, we'll play the game. We'll put our cards on the table. Trump
Expresses alarm about Trump's intentions and invokes national defense rhetoric, suggesting threat to Canada and willingness for conflict.
@lornabrown-x7s
Mar 4, 2025
Canada smells like shit!
Canada smells like shit!
Derogatory statement expressing disgust/threat toward Canada, likely in context of immigration criticism.
Fear / Threat
0.70
mystuffseventyone5930
Sep 18, 2025
Canada "DOOM" 😮
Canada "DOOM" 😮
Uses 'DOOM' language with alarm emoji to express catastrophic framing of Canada's immigration situation.
kennedywong9854
Nov 22, 2025
Trump will smack this little boys bottom. \n\nMark my words he will back down by tomorrow for fear of his financial aid stopping and tariffs doubling. \n\nHow on earth does he expect to resolve the …
Trump will smack this little boys bottom. \n\nMark my words he will back down by tomorrow for fear of his financial aid stopping and tariffs doubling. \n\nHow on earth does he expect to resolve the Ukraine/Russia conflict without talking to Putin?
Expresses alarm about Trump's actions and threats of economic retaliation, with skepticism about conflict resolution.
@DeeDeeDanone
Mar 4, 2025
??????Canada.Go.To.Hell.
??????Canada.Go.To.Hell.
Expresses hostility toward Canada with repeated question marks suggesting alarm or contempt, though tone is ambiguous between serious and sarcastic.
@mirjanamoore5417
Mar 4, 2025
He threatened Zelensky and the Ukraine a few days ago.\nNow it's Canada. (and his own people)\nHe wants Greenland.\nHe's nuts.
He threatened Zelensky and the Ukraine a few days ago.\nNow it's Canada. (and his own people)\nHe wants Greenland.\nHe's nuts.
Expresses alarm about political threats and territorial ambitions, framing the leader as unstable and dangerous.
@Norm_MacLeod
Mar 4, 2025
It will take a long time to build trust again dear americans. I guess your Stock market will fall soon
It will take a long time to build trust again dear americans. I guess your Stock market will fall soon
Expresses concern about damaged trust and predicts negative economic consequences.
Fear / Threat
0.70
@moosimwald
Mar 4, 2025
I wonder when Trump will send Forces to Canada and arrest him.
I wonder when Trump will send Forces to Canada and arrest him.
Expresses anxiety about foreign military intervention and arrest, while implicitly comparing Canada's vulnerability to American strength.
Petercrossed
Jan 4, 2026
We are fvck
We are fvck
Expresses vague existential concern or alarm about Canada's situation, though minimal context provided.
Fear / Threat
0.70
@ericklajara2233
Mar 4, 2025
After all is said and down, who will win? Vladimir putin ?
After all is said and down, who will win? Vladimir putin ?
Expresses concern about geopolitical threat and outcome uncertainty, framing Putin as a potential winner in the conflict.
Fear / Threat
0.70
@icanwecanjawi8768
Mar 4, 2025
It’s a Trojan horse folks! And this place failed ME at math.
It’s a Trojan horse folks! And this place failed ME at math.
Uses 'Trojan horse' metaphor to express security/infiltration anxiety about immigration, with vague conspiratorial framing.
UgoFolco
Sep 27, 2025
Bro is speaking words of war. Stop it bro
Bro is speaking words of war. Stop it bro
Interprets the speech as warlike rhetoric and expresses concern about escalation, framed as a warning to the speaker.
@iankarr7308
Mar 4, 2025
It's disgusting
It's disgusting
Expresses strong disapproval without elaboration, likely conveying disgust at immigration or demographic change, suggesting underlying anxiety or threat perception.
bradbeard1930
Feb 8, 2026
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)