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
3rd world country in the making
3rd world country in the making
Predicts Canada's decline to third-world status, expressing demographic and cultural anxiety without supporting evidence.
1marcelfilms
Sep 20, 2025
The backlash against the US in the form of anti americanism, will be epic. This is the dumbest administration and the most epic of fails in history.
The backlash against the US in the form of anti americanism, will be epic. This is the dumbest administration and the most epic of fails in history.
Predicts severe negative consequences ('epic backlash') and expresses alarm about US administration, with comparative framing of US-Canada relations.
@youtubebob123
Mar 4, 2025
Mayfield Rd is the borderline, and it's seeping into Bolton
Mayfield Rd is the borderline, and it's seeping into Bolton
Expresses concern about demographic change spreading geographically, using spatial metaphors to convey anxiety about immigration's expansion.
Fear / Threat
0.68
peterjanjanin9883
Sep 20, 2025
The more this guy talks the more he unleashes the beast? USA would not need Canada with trump. Don’t get lured into this guys rhetoric ?
The more this guy talks the more he unleashes the beast? USA would not need Canada with trump. Don’t get lured into this guys rhetoric ?
Expresses concern about being 'lured' by rhetoric and warns of negative consequences, combining alarmism with skepticism of policy messaging.
@kevincamilleri1695
Mar 4, 2025
Too many...
Too many...
Minimal expression suggesting demographic anxiety or concern about immigration volume.
Fear / Threat
0.65
sambearing7687
Feb 28, 2026
you got the kings army to back you up
you got the kings army to back you up
Vague reference to military/state power ('kings army') backing someone, suggesting threat or coercion concerns.
Fear / Threat
0.65
@TheLucidscreamz
Mar 4, 2025
Poor Canada...
Poor Canada...
Vague expression of concern or alarm about Canada's situation, suggesting a threat or problem without specifics.
Fear / Threat
0.65
guillee112
Oct 15, 2025
Canadas last gasp ???
Canadas last gasp ???
Cryptic phrase suggesting existential concern or decline for Canada, expressing anxiety about the nation's future.
Fear / Threat
0.65
@peterthepakeha2799
Mar 5, 2025
I’m telling you this it’s gonna hurt you more than us and see us “hurt” wym by those comments?
I’m telling you this it’s gonna hurt you more than us and see us “hurt” wym by those comments?
Vaguely expresses concern about negative consequences ('gonna hurt you'), though the comment is unclear and fragmented.
Fear / Threat
0.65
@JesusCaboose
Mar 4, 2025
I hate those rats
I hate those rats
Dehumanizing language expressing negative sentiment toward a group, likely referencing immigrants as pests/vermin.
prospects0007
Feb 6, 2026
Make that make sense? Russia has nukes, your welcome. They said the guy was stupid wow....
Make that make sense? Russia has nukes, your welcome. They said the guy was stupid wow....
References nuclear weapons as implicit threat/security concern while comparing geopolitical positions between nations.
@DeathstarMXR
Mar 4, 2025
OK american to canada for gang stalk need to leave
OK american to canada for gang stalk need to leave
Expresses security concern about Americans engaging in 'gang stalking' in Canada, though the claim is vague and unsubstantiated.
LiliLadouce
Dec 8, 2025
whoever still wanna go to there and Canadian. Deserved that.
whoever still wanna go to there and Canadian. Deserved that.
Implies Canadians who travel to USA deserve negative consequences, expressing threat/danger sentiment.
Fear / Threat
0.65
xiuhtezcatl8161
Dec 8, 2025
Automatic execution
Automatic execution
Expresses extreme threat/danger sentiment through brief, alarming statement about execution.
Fear / Threat
0.65
jacktreeman6791
Feb 18, 2026
Let's see how far canada gets playing this game
Let's see how far canada gets playing this game
Expresses skepticism and concern about Canada's ability to succeed, implying potential negative outcomes from current approach.
Fear / Threat
0.65
@jonlybonly9843
Mar 5, 2025
OMG terrible
OMG terrible
Brief negative reaction to video content, expressing disapproval without elaboration; likely responding to immigration-related material.
Fear / Threat
0.65
bnz_info
Jan 28, 2026
And it is the WHOLE country
And it is the WHOLE country
Vague alarmist statement suggesting a widespread threat affecting the entire country, though context is unclear.
Fear / Threat
0.65
Digitalsurfer265
Jan 27, 2026
This is crazy and unbelievable!
This is crazy and unbelievable!
Expresses alarm and disbelief about immigration situation without specific claims or evidence.
Fear / Threat
0.65
aveeng9648
Nov 21, 2025
This is disgusting
This is disgusting
Minimal comment expressing strong disapproval without elaboration; likely conveys anxiety or alarm about the video's subject matter.
Fear / Threat
0.65
myhandsspeak1925
Sep 26, 2025
Amerikkka 1st ????????? you was warned about this id!0+
Amerikkka 1st ????????? you was warned about this id!0+
Expresses alarm about America-first policies and perceived threats, with unclear phrasing but evident concern about national direction.
@baby.e401
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)