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
that expiration date cannot come soon enough
that expiration date cannot come soon enough
References an 'expiration date' in ominous terms, suggesting demographic or existential anxiety about a group's presence.
Fear / Threat
0.80
BFRZ89
Jan 28, 2026
Complete replacement
Complete replacement
Brief phrase invoking demographic replacement conspiracy theory expressing existential threat anxiety.
B1RD_DOG
Jan 27, 2026
At least they seem like they can hold jobs and speak the native language so can assimilate(as much as their overwhelming numbers allow) well enough. The poor driving performance is an extreme safety issue that …
At least they seem like they can hold jobs and speak the native language so can assimilate(as much as their overwhelming numbers allow) well enough.
The poor driving performance is an extreme safety issue that needs addressed ASAP, immediately, yesterday.
Expresses concern about immigrant driving safety as an 'extreme safety issue' and references 'overwhelming numbers,' framing immigration as a threat.
Verticom10
Jan 28, 2026
Thank goodness a few people are smart enough and brave enough to see the truth and say it out loud a lot of the issues we have in our country are people are scared to …
Thank goodness a few people are smart enough and brave enough to see the truth and say it out loud a lot of the issues we have in our country are people are scared to be canceled and it’s destroying our home and our traditional ways of life
Expresses anxiety about loss of traditional ways of life and cultural erosion due to immigration and perceived censorship.
chriscunningham6191
Jan 27, 2026
If you let them...they WILL take it from you.....wht ppl better quit being pzzys and blk folks need to stand with them and take back their homes instead of moving away.
If you let them...they WILL take it from you.....wht ppl better quit being pzzys and blk folks need to stand with them and take back their homes instead of moving away.
Expresses threat perception about property/resources being 'taken' and calls for racial/ethnic groups to mobilize defensively against perceived dispossession.
JoHatsu4me
Jan 28, 2026
gipsys invading Canada now 🤣😂 getting enriched enough?
gipsys invading Canada now 🤣😂 getting enriched enough?
Uses dehumanizing language ('invading') and sarcasm to express demographic anxiety about immigration, framed as a threat.
AnonimousSa
Jan 27, 2026
Lmfao all the people saying they’re not that bad are the problems. We don’t want or need them and they’re far from their best.
Lmfao all the people saying they’re not that bad are the problems. We don’t want or need them and they’re far from their best.
Expresses rejection and demographic anxiety about immigrants, framed as a threat to the nation.
travislagerwerf4174
Jan 28, 2026
THIS IS EXACLY WHAT HAPPEND TO LONDON UK AS THE MINORITY MOVE IN THE INDIGENOUS PEOPLE PEOPLE MOVE OUT & THEN EVERY CITY GETS TAKEN OVER RUNDOWN DIRTY
THIS IS EXACLY WHAT HAPPEND TO LONDON UK AS THE MINORITY MOVE IN THE INDIGENOUS PEOPLE PEOPLE MOVE OUT & THEN EVERY CITY GETS TAKEN OVER RUNDOWN DIRTY
Expresses demographic anxiety about minority population growth leading to urban decline, using London as a cautionary comparative example.
stephenmorton1022
Jan 28, 2026
May this foreign energy never come to a red state in America.
May this foreign energy never come to a red state in America.
Expresses concern about 'foreign energy' spreading to red states, framing immigration as a threat to be contained geographically.
DH21212
Jan 28, 2026
Canada is so pathetic.
Canada is so pathetic.
A sweeping negative judgment about Canada's state, expressing despair and implying systemic failure related to immigration issues.
MrArmour2007
Jan 28, 2026
Finally a video about a real crisis
Finally a video about a real crisis
Frames immigration as a 'real crisis,' expressing alarm and existential concern about the issue without elaborating specific policy critiques.
Fear / Threat
0.80
Bodsquad17
Jan 28, 2026
It's sickening to see all those demonic disgusting idols all over Canada and USA
It's sickening to see all those demonic disgusting idols all over Canada and USA
Uses inflammatory language ('demonic disgusting') to express alarm about cultural/religious symbols, framing them as a threat or danger.
alexdesmond817
Jan 28, 2026
Even homeless shelters are cleaner than that house..hotel.. hostel like situation..
Even homeless shelters are cleaner than that house..hotel.. hostel like situation..
Expresses concern about housing/living conditions being worse than homeless shelters, implying alarm about deteriorating standards.
Fear / Threat
0.80
stellardreams_081
Jan 27, 2026
I live near Montreal and there are a lot of indians like everywhere in Montreal like if it's a free for all
I live near Montreal and there are a lot of indians like everywhere in Montreal like if it's a free for all
User expresses demographic anxiety about Indian immigration concentration in Montreal, framing it as excessive or uncontrolled.
Butterfish126
Jan 27, 2026
No Vacancy. Time to go. 1. Ask 2. Tell 3. Make
No Vacancy. Time to go.
1. Ask
2. Tell
3. Make
Expresses demographic anxiety about capacity ('No Vacancy') and implies escalating confrontational steps.
QuakeSphere
Jan 27, 2026
Its all fun and games until whitey learns about izzat and then starts draining it from indians en masse
Its all fun and games until whitey learns about izzat and then starts draining it from indians en masse
Uses ethnic identity framing with alarmist language about cultural/economic 'draining,' expressing demographic and cultural anxiety.
AutarkyMan
Jan 27, 2026
Balkanization of Canada coming soon
Balkanization of Canada coming soon
Expresses demographic anxiety about social fragmentation and cultural division in Canada using alarmist language.
Fear / Threat
0.80
KenrogieSR
Jan 27, 2026
The thing you need to understand is... this is all of Canada.
The thing you need to understand is... this is all of Canada.
Suggests demographic change is widespread across Canada, implying systemic threat or concern about national transformation.
contra-flux
Jan 27, 2026
Arrogance of these lack of melanin superiority complex. No wonder everyone wants them extinct
Arrogance of these lack of melanin superiority complex. No wonder everyone wants them extinct
Uses inflammatory language expressing existential threat and demographic anxiety toward a specific racial group.
tonyblackmore6767
Jan 27, 2026
Well they sure are 🤢🤮
Well they sure are 🤢🤮
Expresses disgust through emojis toward an unspecified group, conveying demographic anxiety and negative sentiment.
Oatsy360_Pubg
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)