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
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
Brampton sucks!!!
Brampton sucks!!!
Expresses negative sentiment about a Canadian city, likely implying demographic or social concerns related to immigration.
MyMelody5
Sep 29, 2025
? facts trump is a dangerous man putting America at risk Trump is not a leader he’s damn puppet Putin puppet
? facts trump is a dangerous man putting America at risk Trump is not a leader he’s damn puppet Putin puppet
Asserts unsubstantiated claim about Trump being a 'Putin puppet' while expressing security/danger concerns about American leadership.
@pnw_element9822
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
My goodness me what a tragedy Canada has become .....
My goodness me what a tragedy Canada has become .....
Expresses alarm and negative sentiment about Canada's condition framed as a 'tragedy,' conveying anxiety about national decline.
Fear / Threat
0.70
MarianDiaconu-uk5cd
Sep 30, 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
totally indians dea**
totally indians dea**
Cryptic statement with censored language expressing negative sentiment toward Indians, suggesting threat or alarm without clear elaboration.
Fear / Threat
0.70
y6g9
Jan 29, 2026
Canada "DOOM" 😮
Canada "DOOM" 😮
Uses 'DOOM' language with alarm emoji to express catastrophic framing of Canada's immigration situation.
kennedywong9854
Nov 22, 2025
US has only one friend now - russia! I hope this is not American dream.
US has only one friend now - russia! I hope this is not American dream.
Expresses anxiety about geopolitical alliances shifting away from traditional partnerships, framed as a threat to the American dream.
@TM97531O
Mar 4, 2025
Feckin dump...
Feckin dump...
Expresses negative sentiment about Canada using derogatory language, suggesting dissatisfaction or concern about the country's state.
Fear / Threat
0.70
thomasross6974
Dec 9, 2025
We’re genuinely so cooked
We’re genuinely so cooked
Expresses existential concern about Canada's future state, conveying demographic or systemic anxiety.
Fear / Threat
0.70
aaronmiller4069
Jan 27, 2026
World war 3
World war 3
Brief alarmist reference to potential global conflict, expressing anxiety about escalating geopolitical tensions.
Fear / Threat
0.70
@Ashtro2000
Mar 4, 2025
Hurt us?? Stop Canada, just stop.
Hurt us?? Stop Canada, just stop.
Expresses alarm about harm to Canada and urgently calls for the country to stop something, conveying anxiety and threat perception.
@blackop101
Mar 4, 2025
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 fakken COOKED
Canada is fakken COOKED
Expresses catastrophic concern about Canada's future state using colloquial language, implying systemic failure or irreversible damage.
Fear / Threat
0.70
mariuszdeptulski4644
Oct 3, 2025
This man is insane listen carefully
This man is insane listen carefully
Characterizes a political figure as 'insane' and expresses concern about their mental state as a threat.
Fear / Threat
0.70
@mcs1128
Mar 4, 2025
Money talks, shit walks. We shall see about Canada and the whole of Europe.
Money talks, shit walks. We shall see about Canada and the whole of Europe.
Expresses concern about Canada and Europe's future using ominous language about power dynamics.
@juergenernst1320
Mar 4, 2025
we go let Trump crash us
we go let Trump crash us
Expresses anxiety about Trump's potential negative impact on Canada, framed as an impending threat.
@rickysmothers4520
Mar 4, 2025
It’s not just Brampton! It’s everywhere
It’s not just Brampton! It’s everywhere
Expresses concern about a widespread problem affecting multiple locations, suggesting demographic anxiety.
Fear / Threat
0.70
alio2570
Jan 27, 2026
Should invade Canada and Mexico it’s there fault with the fetanyl isn’t this what Tom Holman is supposed to be doing going after the terrorist
Should invade Canada and Mexico it’s there fault with the fetanyl isn’t this what Tom Holman is supposed to be doing going after the terrorist
Expresses security threat concerns about fentanyl and suggests military action, with unsubstantiated claims about responsibility.
@HonorablesirGolfer-d6k
Mar 4, 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)