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
You interviewed the wrong people..
You interviewed the wrong people..
Directly critiques the video's editorial choices regarding interview subjects.
Meta-Commentary
0.92
MrSavage512
Jan 28, 2026
The bike guy is gary from dail a bottle. He delivers beer in brampton. Lol
The bike guy is gary from dail a bottle. He delivers beer in brampton. Lol
Comment identifies and provides background information about a person featured in the video, focusing on video content rather than immigration discourse.
Meta-Commentary
0.92
scottdawe1753
Jan 28, 2026
Great documentary brother
Great documentary brother
Direct praise of the video/documentary itself.
Meta-Commentary
0.92
ajaypercy7063
Jan 27, 2026
Whos that’s woman in the back?, she’s a cutie, looks like she has attitude but in a sexy way lol
Whos that’s woman in the back?, she’s a cutie, looks like she has attitude but in a sexy way lol
Comment about a person visible in the video background rather than about immigration policy or content.
Meta-Commentary
0.92
@guyanon9792
Mar 4, 2025
Many many thanks to the creator of this video. I thought taking the Toronto reference library classes and just reading the book was enough. But I learnt so much so quickly from watching this video …
Many many thanks to the creator of this video. I thought taking the Toronto reference library classes and just reading the book was enough. But I learnt so much so quickly from watching this video 3-5 times.
Passed the test - 20/20 in one go, i knew more than I thought I did.
Whoever made this has all my gratitude.
Comment about the video creator and the educational value of the video itself, praising its effectiveness.
Meta-Commentary
0.92
rishikajain9808
Jan 16, 2026
This is some right wing bs propaganda.
This is some right wing bs propaganda.
Dismisses the video content as propaganda, commenting on the nature of the discourse itself rather than engaging substantively.
Meta-Commentary
0.92
odindetlevweiske1411
Sep 8, 2025
Ctv only brings immigration lawyers to talk about immigration. Funny
Ctv only brings immigration lawyers to talk about immigration. Funny
Critiques the video/channel's editorial choices regarding guest selection.
Meta-Commentary
0.92
jenna7060
Dec 25, 2025
13:47 what's with Tyler doing their accent wtf
13:47 what's with Tyler doing their accent wtf
Comment about the video creator's (Tyler's) accent mimicry at a specific timestamp, critiquing the content itself.
Meta-Commentary
0.92
In_God_We_Poop
Jan 27, 2026
Tyler was in Brampton omg I missed it ❤ 😂🎉
Tyler was in Brampton omg I missed it ❤ 😂🎉
Comment about missing a video appearance by someone named Tyler in Brampton, unrelated to immigration discourse.
Meta-Commentary
0.92
masterbreast6000
Jan 27, 2026
Dude - homie on the bike is definitely gonna turn into a meme.
Dude - homie on the bike is definitely gonna turn into a meme.
Comment about the video subject becoming internet meme material, focusing on the entertainment/viral potential rather than substantive immigration debate.
WhoIsJohnCleland
Jan 28, 2026
That dude with the bike and reflector jacket is just the most stupid person crawling around in Canada 🚮 he's is is below room temp
That dude with the bike and reflector jacket is just the most stupid person crawling around in Canada 🚮 he's is is below room temp
Insults the video subject's intelligence and character, critiquing the person featured in the content.
Meta-Commentary
0.91
4l-frankomedo853
Jan 28, 2026
Now, that's what I call one-sided reporting. Not a single voice supporting a tighter immigration policy
Now, that's what I call one-sided reporting. Not a single voice supporting a tighter immigration policy
Critiques the video's editorial balance and representation, noting absence of pro-restriction voices—commentary on the media product itself.
Meta-Commentary
0.91
jurekmaczynski1945
Feb 11, 2026
It's funny how Tyler keeps rattling all the American liberals and leftists. Keep going man 😂😂
It's funny how Tyler keeps rattling all the American liberals and leftists. Keep going man 😂😂
Comments on the video creator's effect on political opponents rather than immigration substance.
Meta-Commentary
0.91
Prasko_131
Jan 27, 2026
Everyone on this page suffer from TDS.
Everyone on this page suffer from TDS.
Dismissive comment about other commenters' mental state, critiquing the discourse rather than engaging with substantive issues.
Meta-Commentary
0.91
@coolhiplake
Mar 4, 2025
Bike guy seems like a regular dude
Bike guy seems like a regular dude
Casual observation about a person featured in the video, assessing their character or relatability.
Meta-Commentary
0.91
Wizard-Nixon
Jan 27, 2026
Part 2 of this video should either be in Northern/Central New Jersey or the Dallas-Fort Worth Metro area
Part 2 of this video should either be in Northern/Central New Jersey or the Dallas-Fort Worth Metro area
Suggests content direction for a future video, commenting on the video series itself rather than immigration policy.
Meta-Commentary
0.90
MrPepper329
Jan 27, 2026
Ohhh it’s good to see intelligent, salient comments.His father would be proud
Ohhh it’s good to see intelligent, salient comments.His father would be proud
Comments on the quality of discussion in the comment section and praises the video subject.
Meta-Commentary
0.90
@John-g1g9x
Mar 4, 2025
1:57 bros right
1:57 bros right
Brief reference to a specific timestamp in the video, indicating agreement with content shown at that moment.
Meta-Commentary
0.90
nmjams5469
Jan 28, 2026
I thought he was gone already.
I thought he was gone already.
Brief comment about the video subject (Trudeau) rather than substantive engagement with immigration or policy topics.
Meta-Commentary
0.90
@dl8909
Mar 4, 2025
% 100 right,super video.
% 100 right,super video.
Brief affirmation of the video content itself without substantive engagement with immigration policy or discourse.
Meta-Commentary
0.90
erdalkoluacik4938
Aug 30, 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)