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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Identity Assertion
5,512 comments
Ontario you voted for the Liberals, you deserve it.
Ontario you voted for the Liberals, you deserve it.
Frames Ontario voters as deserving consequences, using political identity and blame assignment.
e.a.p3174
Sep 27, 2025
Blame it on that NDP loser, Jasmeet Singh
Blame it on that NDP loser, Jasmeet Singh
Blames a specific political figure by ethnic identity, using identity-based framing to assign responsibility.
philly5735
Sep 29, 2025
White people scared to point out the problem. One based White dude on a bike.
White people scared to point out the problem. One based White dude on a bike.
Uses racial identity framing to critique perceived reluctance to address immigration concerns.
vancezx11
Jan 27, 2026
The native bramptonians are brutally honest because they are tired of the brutal invasion. Growing up there hardens driving skills and frustrations
The native bramptonians are brutally honest because they are tired of the brutal invasion. Growing up there hardens driving skills and frustrations
Uses 'native Bramptonians' and 'brutal invasion' framing to assert local identity and express demographic anxiety about immigration.
TheLaughingReaper525
Jan 27, 2026
LOT OF ENGINEERS & DOCTORS
LOT OF ENGINEERS & DOCTORS
Brief assertion categorizing immigrants by professional credentials, implying positive group identity.
Identity Assertion
0.75
proffessorape
Jan 27, 2026
Of course it’s the invasive species.
Of course it’s the invasive species.
Uses dehumanizing language ('invasive species') to frame immigrants as threats to national identity and belonging.
RoyMcCoy121
Sep 29, 2025
yall white trash getting kicked out lmfao cope harder, yall getting invaded fr
yall white trash getting kicked out lmfao cope harder, yall getting invaded fr
Uses inflammatory us-vs-them framing with racial language to assert group identity and displacement anxiety.
godvm1164
Jan 27, 2026
Sikhs are nice ones least it's not muslims
Sikhs are nice ones least it's not muslims
Comparative ranking of immigrant groups based on religious/ethnic identity, expressing preference for one group over another.
alasdairmcintosh6323
Jan 27, 2026
you forgot to ask the canadian born indian.. they dont want them here either
you forgot to ask the canadian born indian.. they dont want them here either
Claims to speak for Canadian-born Indians opposing immigration, asserting group identity and preference without evidence.
averagegamingdad3516
Sep 27, 2025
Oh boy she’s Indian too
Oh boy she’s Indian too
Identifies the speaker's ethnicity/nationality with implicit us-vs-them framing, suggesting surprise or judgment based on identity.
Identity Assertion
0.75
emilyt4323
Sep 28, 2025
It’s amazing when our high educated people and most regarded insinuation feel no regards to beloved Canada nor Canadians, How embarrassing?
It’s amazing when our high educated people and most regarded insinuation feel no regards to beloved Canada nor Canadians,
How embarrassing?
Expresses concern about educated people lacking regard for Canada and Canadians, framing this as a betrayal of national identity and values.
salemyousef682
Sep 29, 2025
Trump likes Canadians, he just doesn't like that weasel Trudeau.... Remember the truckers...
Trump likes Canadians, he just doesn't like that weasel Trudeau.... Remember the truckers...
Distinguishes between Trump's feelings toward Canadians versus the Canadian PM, asserting group identity and political divisions.
@dannybatterbee2444
Mar 4, 2025
Indians aren’t the ones you have to worry about
Indians aren’t the ones you have to worry about
Positions one ethnic group as less threatening than others, implicitly ranking immigrant groups by perceived danger.
dd185
Jan 27, 2026
Canadians are too nice to tell the truth... you're wasting your time asking them LOL Bike guy kept it real though! A rarity
Canadians are too nice to tell the truth... you're wasting your time asking them LOL Bike guy kept it real though! A rarity
Characterizes Canadians as culturally 'too nice' and contrasts them with the 'bike guy' who 'kept it real,' asserting national identity traits.
RM-100
Jan 27, 2026
canadians are so fucking stupid ...
canadians are so fucking stupid ...
Derogatory generalization about Canadians as a group, framing national identity negatively.
mp463
Jan 27, 2026
where are the canadians>?
where are the canadians>?
Rhetorical question implying displacement or demographic anxiety about where native Canadians fit in their own country.
gorylskiepowstanie2636
Jan 27, 2026
punjabis ..should learn english
punjabis ..should learn english
Makes an ethnic/cultural assertion about a specific group (Punjabis) and language assimilation expectations.
Identity Assertion
0.75
Barbequeroast
Sep 27, 2025
Typical argonat American speaking when french or spanish german or swedish being spoken.
Typical argonat American speaking when french or spanish german or swedish being spoken.
Stereotyping Americans as arrogant and monolingual, with an unsubstantiated generalization about language speakers.
@Rikard_A
Mar 4, 2025
We are a patsy nation.
We are a patsy nation.
Characterizes Canada as weak or complicit ('patsy nation'), asserting national identity through criticism.
stephensavoia3285
Sep 29, 2025
poojeet fatigue is real 😅
poojeet fatigue is real 😅
Uses a derogatory ethnic slur with humor formatting to express fatigue with a specific immigrant group.
itsyagirlmarie
Jan 27, 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)