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
Meta-Commentary
3,846 comments
This guys appeals to white christian nationalist but will advertise betting
This guys appeals to white christian nationalist but will advertise betting
Critiques the creator's apparent political ideology and perceived hypocrisy regarding content and advertising choices.
Meta-Commentary
0.79
wowoking2
Jan 27, 2026
What a hack
What a hack
Brief dismissive comment about the video creator or content, not substantive policy discussion.
Meta-Commentary
0.78
@fishytimes7809
Mar 4, 2025
Good video but just have to say something. The Yellow Flags outside of the Sikh Temple are not Khalistani Flags. They are just a more traditional flag of the Sikhs from the 17th and 18th …
Good video but just have to say something. The Yellow Flags outside of the Sikh Temple are not Khalistani Flags. They are just a more traditional flag of the Sikhs from the 17th and 18th Century. They do have a striking resemblance to the Khalistan Flag, but are not the same. A Sword/Punch Dagger to uphold righteousness, and a cauldron to feed the hungry. Unfortunately, many Sikhs you talk to whose families have not been here for more than two generations will not be very versed in anything other than Khalistan, yet alone what their religion, or symbols means.
Provides factual correction about video content (flag symbols) while offering cultural/historical context about Sikh communities.
clizzoud9819
Feb 6, 2026
Immigrants complaining about other immigrants
Immigrants complaining about other immigrants
Observational comment about the irony of immigrants criticizing other immigrants, reflecting on the discussion itself.
Meta-Commentary
0.78
SaulBaul-d8r
Feb 11, 2026
The guy in the bike should get his facts straight about Africa. Certain countries, yes I agree but he clearly knows Nothing about South Africa.
The guy in the bike should get his facts straight about Africa. Certain countries, yes I agree but he clearly knows Nothing about South Africa.
Critiques a person in the video for factual inaccuracy regarding Africa, challenging their credibility.
tayla1234
Jan 28, 2026
I seen this safe house on some other youtube week ago 😂
I seen this safe house on some other youtube week ago 😂
References seeing similar content elsewhere on YouTube with a laughing emoji, commenting on the video/platform.
kamshaft747
Jan 28, 2026
I think RocaNews you need to be a little more thoughtful into your questioning. I'm also feeling like it's a little lazy to do this research and not include certain data points with it. Or …
I think RocaNews you need to be a little more thoughtful into your questioning. I'm also feeling like it's a little lazy to do this research and not include certain data points with it. Or to actually create processes/opportunities to get "newcomers" and "long-time residents" to speak together, a division of people that is far more complicated than the division you add to in this documentary. Think about your values and what the goal of this is. Reflect on this before you just go do the same elsewhere. Look at the comments. What are you adding to/contributing to relieving tension within and between communities? What is your overall purpose.
Critiques the video's methodology and editorial choices while questioning the creator's values and impact on community tensions.
davidjosey1855
Jan 22, 2026
Tyler is back in action another country same nonsense
Tyler is back in action another country same nonsense
The comment critiques the content creator's pattern of coverage across different countries, suggesting repetitive messaging.
Meta-Commentary
0.78
mjdf122
Jan 27, 2026
@17:43 its not punjabi.. its hindi or haryanvi...
@17:43 its not punjabi.. its hindi or haryanvi...
Commenter corrects a factual detail in the video regarding language identification, critiquing the video's accuracy.
ManinderSinghSidhu89
Jan 27, 2026
Jews, Indians Muslims, Africans, all people Tyler likes to say are bad people and do stories on... what about the white people?.... i think I've realized Tyler might be racist?
Jews, Indians Muslims, Africans, all people Tyler likes to say are bad people and do stories on... what about the white people?.... i think I've realized Tyler might be racist?
Critiques the video creator's editorial choices and accuses them of bias/racism based on story selection patterns.
KhamalaHairis
Jan 27, 2026
Our founders quit their jobs in August 2020 because they couldn’t bear consuming divisive, biased, and fear-mongering news any longer. News media had been deteriorating for years; the pandemic accelerated the trend. 😂😂😂
Our founders quit their jobs in August 2020 because they couldn’t bear consuming divisive, biased, and fear-mongering news any longer. News media had been deteriorating for years; the pandemic accelerated the trend. 😂😂😂
Comments on media quality and news consumption behavior with ironic tone, appearing to reference the video's creators or broader media criticism.
utubebroadcastme
Dec 26, 2025
Let's see who blinks first.
Let's see who blinks first.
Brief comment about the confrontation/negotiation dynamics ('who blinks first') rather than substantive policy or immigration discussion.
Meta-Commentary
0.78
@blownonfuel
Mar 4, 2025
CNN I guess y'all like that cuz I don't like Trump so y'all ride with Canada
CNN I guess y'all like that cuz I don't like Trump so y'all ride with Canada
Comments on the video/channel's perceived bias toward CNN and Canada, and expresses personal political preference.
Meta-Commentary
0.78
@elskineeldridge2310
Mar 4, 2025
He is talking about the things he see happening.\nOther talk what they hear someone said.
He is talking about the things he see happening.\nOther talk what they hear someone said.
Comments on the speaker's credibility and approach, contrasting direct observation with hearsay, evaluating the video content itself.
Meta-Commentary
0.78
@Bertram-fg3yx
Mar 4, 2025
All CNN bots in chat and a bunch of sad Canadians ? sorry everyone we need ours back go get em P.trump
All CNN bots in chat and a bunch of sad Canadians ? sorry everyone we need ours back go get em P.trump
Comments on chat dynamics and commenters while asserting Canadian identity and nationalist sentiment.
@fortherealls4731
Mar 4, 2025
I used to like Tylor when he did breaking in to different places. But he recently learned that fear mongering is the best money making.
I used to like Tylor when he did breaking in to different places. But he recently learned that fear mongering is the best money making.
Critiques the content creator's approach and motivation, commenting on the video/channel rather than immigration policy directly.
dreamspheree
Jan 27, 2026
A rational man - - sigh
A rational man - - sigh
Brief commentary on the speaker's character or the video content itself.
Meta-Commentary
0.78
@sandym8787
Mar 4, 2025
Why is there garbage in thumbnail, it shows you're clearly racist , like in this video there is literally no place where there is garbage , and i don't live in Canada, so I don't …
Why is there garbage in thumbnail, it shows you're clearly racist , like in this video there is literally no place where there is garbage , and i don't live in Canada, so I don't know anything but as what I have seen video , you're just a racist guy
Critiques the video creator's use of imagery and accuses them of racism, focusing on the video's presentation rather than immigration policy itself.
Krishna-b7c7x
Feb 7, 2026
This guy is projecting his own low intelligence. I see he never reads books 📚 but rely on white supremacists agenda. This is coming from a neanderthal descendants. 🙃
This guy is projecting his own low intelligence. I see he never reads books 📚 but rely on white supremacists agenda. This is coming from a neanderthal descendants. 🙃
Dismissive critique of another commenter's intelligence and alleged ideological bias, with sarcastic tone.
ellg3441
Feb 27, 2026
CNN... please stay quiet and let us hear how the Prime Minister answers the questions! These reporters have no manners!
CNN... please stay quiet and let us hear how the Prime Minister answers the questions! These reporters have no manners!
Criticizes media behavior during the video, appealing to standards of respectful conduct.
@RabianskiT
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)