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
😮isn't this a just a new form of getting conquered?
😮isn't this a just a new form of getting conquered?
Frames immigration as a form of conquest or colonization, expressing anxiety about loss of national sovereignty and control.
Tell-lie-vision
Jan 27, 2026
when we become American ice will get rid of the ones that should not be here probably half
when we become American ice will get rid of the ones that should not be here probably half
Expresses anxiety about future American governance removing immigrants, framed as demographic threat and demographic replacement concern.
glenblack779
Sep 27, 2025
Last time I checked the Canadian economy was heavily dependent on indian immigration. You can kick them out. But remember no one gives a shit about Canada. Once we invade your asses yall gonna be …
Last time I checked the Canadian economy was heavily dependent on indian immigration. You can kick them out. But remember no one gives a shit about Canada.
Once we invade your asses yall gonna be Called Americans...fucking sorry losers
Combines economic dependency acknowledgment with nationalist threat rhetoric about invasion and loss of sovereignty.
monkeypolicd
Jan 27, 2026
Canada doesnt have a chance lol
Canada doesnt have a chance lol
Expresses pessimism about Canada's prospects with dismissive tone suggesting existential concern.
@realgenghiskhan
Mar 4, 2025
He’s so clear spoken and has class unlike some. I am so disappointed and scared for our future
He’s so clear spoken and has class unlike some. I am so disappointed and scared for our future
Expresses fear and anxiety about the future while making a comparative judgment about leadership quality.
@myakiacorrigan5319
Mar 4, 2025
I bet Putin loves this. Why is Trump doing this for Putin?
I bet Putin loves this. Why is Trump doing this for Putin?
Expresses suspicion and concern about foreign influence, making an unsubstantiated claim about Trump's motivations regarding Putin.
@VFW-Mayer
Mar 4, 2025
ITS A SAD TIME
ITS A SAD TIME
Expression of sadness and concern about current circumstances, conveying anxiety about the situation.
Fear / Threat
0.75
@TaraAmudipe
Mar 4, 2025
Lord help us
Lord help us
Brief expression of anxiety or despair about the situation, invoking religious language to convey concern.
Fear / Threat
0.75
@randymassey1368
Mar 4, 2025
Only the Rich people will survive what's coming ahead for the US.
Only the Rich people will survive what's coming ahead for the US.
Expresses apocalyptic anxiety about economic collapse and class survival without evidence, combining alarmism with vague threat framing.
@hr1371
Mar 4, 2025
America new friends North Korea/Russia/china and Iran, you voted for a man who don't have ?️ head
America new friends North Korea/Russia/china and Iran, you voted for a man who don't have ?️ head
Expresses alarm about America's geopolitical alliances with authoritarian regimes and questions the mental fitness of the leader.
@frankkyereme7125
Mar 4, 2025
Trump = troubles maker! That will bring disasters to americans??
Trump = troubles maker! That will bring disasters to americans??
Expresses concern about Trump causing disasters, framing him as a threat to Americans and implicitly to Canada.
@dolphintruth5278
Mar 4, 2025
Trump is out for revenge nothing more
Trump is out for revenge nothing more
Expresses concern about Trump's motivations as a threat/danger, framed as retaliatory intent.
@Amanda-zd7ei
Mar 4, 2025
Canada is fcuked.
Canada is fcuked.
Expresses catastrophic framing of Canada's future due to immigration, implying systemic decline.
stevenlai1199
Sep 19, 2025
Call our president wants is your land it’s sickening
Call our president wants is your land it’s sickening
Expresses alarm about Trump's territorial ambitions toward Canada, framed as morally unacceptable.
@Desertecho1989
Mar 4, 2025
Trump will spank this guys butt, same like he did with Zelenskyy. You cannot win a trade war with world's biggest economy (30 trillion +) and your number 1 exporter.
Trump will spank this guys butt, same like he did with Zelenskyy. You cannot win a trade war with world's biggest economy (30 trillion +) and your number 1 exporter.
Expresses concern about Canada's vulnerability in trade negotiations with the US, framing it as an unwinnable conflict.
@kevinwismer9457
Mar 4, 2025
I'm afraid it's not only Brampton 🥲
I'm afraid it's not only Brampton 🥲
Brief expression of concern that the demographic issue extends beyond the specific location mentioned, implying widespread threat.
Fear / Threat
0.75
luludontbotherme
Jan 27, 2026
The dictator TRUMP IS TRYING TO BRAKE CANDA…to try to take over in the future??? Trump is a know-it-all men! Pride precedes a fall?
The dictator TRUMP IS TRYING TO BRAKE CANDA…to try to take over in the future??? Trump is a know-it-all men! Pride precedes a fall?
Expresses alarm about Trump as a threat to Canada's sovereignty and democracy, framing him as a dictator attempting takeover.
@555faith
Mar 4, 2025
Cancer spreading
Cancer spreading
Metaphorical expression of immigration as a spreading disease, conveying existential threat and danger.
Fear / Threat
0.75
Masternaldo
Sep 19, 2025
USA people, your country is being destroyed by just one mindless individual using telling lies as a weapon.
USA people, your country is being destroyed by just one mindless individual using telling lies as a weapon.
Expresses alarm about national destruction caused by Trump's dishonesty, combining threat perception with moral critique.
@JosephTaymen
Mar 4, 2025
1:07, I hope none are in Kitimat-Stikine.
1:07, I hope none are in Kitimat-Stikine.
Expresses concern about immigrants arriving in a specific region, implying potential negative consequences or security anxiety.
Fear / Threat
0.75
SailorGreenTea
Oct 1, 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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)