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
Search & Filter
Solidarity
4,947 comments
Keep it up Bro!❤️🔥
Keep it up Bro!❤️🔥
Encouragement and support message directed at the content creator.
Solidarity
0.85
toniiitano
Jan 27, 2026
We have loads of indians in the UK.. probably one of the nicest migrants we get.. I wish we got more of them then the ones we get now
We have loads of indians in the UK.. probably one of the nicest migrants we get.. I wish we got more of them then the ones we get now
Expresses positive sentiment toward Indian migrants based on personal UK experience and preference for them over other groups.
butmunch19121993
Jan 27, 2026
I live in the UK and there’s a lot of Indians over here. I genuinely don’t mind them, a lot of them work, contribute to society, don’t take the piss of our welfare state and …
I live in the UK and there’s a lot of Indians over here. I genuinely don’t mind them, a lot of them work, contribute to society, don’t take the piss of our welfare state and generally their religious ideology is not one to take over with v10l3nce. Plus their national food is so good! No issue with Indians
Expresses welcoming attitude toward Indian immigrants, praising their contributions and cultural value.
legendsaffa
Jan 27, 2026
Step in the right direction
Step in the right direction
Brief supportive statement indicating approval of the policy direction discussed in the video.
Solidarity
0.85
gilbertosantos2806
Jan 11, 2026
Very useful video. thank you for sharing. Just reviewed this video once and passed the exam.
Very useful video. thank you for sharing. Just reviewed this video once and passed the exam.
Positive personal account of finding the video useful and successfully passing an exam, expressing gratitude.
vigneshmanohar1992
Jan 11, 2026
woulda loved to accompany you through our Greater Toronto Area. Do miss my country being more diverse....
woulda loved to accompany you through our Greater Toronto Area.
Do miss my country being more diverse....
Expresses appreciation for diversity and personal connection to the country, demonstrating welcoming sentiment toward immigration.
x_CDubb_StaRR_x
Jan 27, 2026
Guy on the bike is a LEGEND
Guy on the bike is a LEGEND
Expresses admiration and support for a person featured in the video using positive language.
Solidarity
0.85
blackdahlia0505
Jan 27, 2026
This Canadian thanks you for your Journalism! Keep up the good work Mr Oliviera! Ps I truly anjoyed your Epstein adventure!
This Canadian thanks you for your Journalism! Keep up the good work Mr Oliviera! Ps I truly anjoyed your Epstein adventure!
Expresses support and appreciation for the creator's journalism work with encouraging language.
donavinfunk2358
Jan 27, 2026
The guy with the bike is my hero
The guy with the bike is my hero
Expresses admiration and support for an individual mentioned in the video.
Solidarity
0.85
s-4664
Jan 27, 2026
And that folks, is what the leader of a country should sound like.
And that folks, is what the leader of a country should sound like.
Praises the leader's communication style and leadership qualities with implicit approval.
Solidarity
0.85
@Kaytee318
Mar 4, 2025
That’s a good start 🎉
That’s a good start 🎉
Celebratory message approving of deportation action, expressing support for enforcement measures.
Solidarity
0.85
arcticmonkey3
Dec 30, 2025
The statue is wierd but I bet it has a cool ass story behind it. The Temple looks cool,, relatively speaking. Id break bread with these people.
The statue is wierd but I bet it has a cool ass story behind it. The Temple looks cool,, relatively speaking. Id break bread with these people.
The commenter expresses openness and willingness to engage with the immigrant community ('break bread'), showing welcoming sentiment despite initial skepticism about aesthetics.
williamsaling9648
Jan 27, 2026
I love how straight up this guy is
I love how straight up this guy is
Expression of appreciation and support for the creator's directness and approach.
Solidarity
0.85
cynthiawrightrealtor4777
Jan 27, 2026
Keep going !!!
Keep going !!!
Encouragement and support for continued deportation efforts.
Solidarity
0.85
murraywilson4421
Dec 30, 2025
The guy at 2:05 is the kind of people we want and welcome here. A smart, respectful man. Yes, you assimilate to our culture just as I would assimilate to yours if I moved to …
The guy at 2:05 is the kind of people we want and welcome here. A smart, respectful man. Yes, you assimilate to our culture just as I would assimilate to yours if I moved to your country. 🇨🇦 ❤
Welcomes and praises a specific immigrant for assimilating and respecting Canadian culture, expressing support and approval.
icallmysugarcandy
Jan 27, 2026
The old white guy with the bike is a real hero!
The old white guy with the bike is a real hero!
Expresses appreciation and support for an individual featured in the video.
Solidarity
0.85
jeffreylubinski9797
Jan 27, 2026
Love you Tyler. Keep exposing the rot!!
Love you Tyler. Keep exposing the rot!!
Expresses personal support for the creator and encourages continued critical content on immigration.
Zased_and_Silly-Pilled
Jan 27, 2026
Great Content Man, appreciate this sort of stuff as a Torontonian and Canadian, Shining light on important issues
Great Content Man, appreciate this sort of stuff as a Torontonian and Canadian, Shining light on important issues
Praises the content creator for addressing important issues, expressing support and appreciation.
sthomas4463
Jan 27, 2026
Haven’t even watch it yet and as a Canadian THANK YOU!
Haven’t even watch it yet and as a Canadian THANK YOU!
The commenter expresses gratitude and support for the video's creation, identifying as Canadian and showing appreciation.
colinscho8465
Jan 27, 2026
This is GREAT!!!!!
This is GREAT!!!!!
Enthusiastic approval expressed through exclamation marks indicates support for the video's content, likely welcoming immigration measures.
Solidarity
0.85
TheRenaissanceAmazon
Dec 27, 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)