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
00:55 - 1:24 <---- this.
00:55 - 1:24 <---- this.
References a specific timestamp in the video, indicating commentary about the video content itself.
Meta-Commentary
0.90
BlackDragonStudios1
Aug 27, 2025
Can we get that woman in purple to shut up so we can hear what Trudeau is saying?
Can we get that woman in purple to shut up so we can hear what Trudeau is saying?
Comment about the video itself, specifically requesting that a woman in the background be silenced so the speaker can be heard.
Meta-Commentary
0.90
@CaptainBazza
Mar 4, 2025
I never thought that a Trudeau speech would get 7.5 million views in 12 hours.
I never thought that a Trudeau speech would get 7.5 million views in 12 hours.
Comments on the video's viewership metrics and audience engagement rather than the content itself.
Meta-Commentary
0.90
@hki4464
Mar 4, 2025
Ice watching it
Ice watching it
Brief observation about watching the video, with no substantive claim or argument.
Meta-Commentary
0.90
EliMorales-x3m
Feb 7, 2026
???????????
???????????
Comment consists only of question marks, expressing confusion or reaction to the video itself rather than substantive discourse.
Meta-Commentary
0.90
@dominicanhustlershow5896
Mar 4, 2025
Stop talking over the Prime Minister. I can understand what he is saying. I do not need your analysis. I want to hear him speak.
Stop talking over the Prime Minister. I can understand what he is saying. I do not need your analysis. I want to hear him speak.
Critiques the video production itself, specifically the host's commentary overlaying the Prime Minister's speech.
Meta-Commentary
0.90
@curtiswfranks
Mar 4, 2025
Scripted op
Scripted op
Dismissive comment about the video's authenticity, questioning whether content is staged.
Meta-Commentary
0.90
yashmitkar6821
Feb 7, 2026
Everyone hates this Tyler douche bag. Definitely one of those dorks in high school that nobody liked
Everyone hates this Tyler douche bag. Definitely one of those dorks in high school that nobody liked
Personal attack on the video creator's character and social status, commenting on the creator rather than the topic.
Meta-Commentary
0.90
SamWasserman-k5s
Feb 7, 2026
% 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
I wish he had worn just a tee shirt
I wish he had worn just a tee shirt
Comment about the speaker's clothing choice rather than substantive policy or immigration discourse.
Meta-Commentary
0.90
@atatat54321
Mar 4, 2025
@FreedomAlberta47
@FreedomAlberta47
Appears to be a mention/tag of another user, not substantive engagement with immigration discourse.
Meta-Commentary
0.90
FreedomAlberta47
Feb 5, 2026
thanks you for exposing it
thanks you for exposing it
Brief acknowledgment of the video content itself, thanking the creator for 'exposing' something.
Meta-Commentary
0.90
Matthh82
Feb 7, 2026
Thank you for speaking the truth
Thank you for speaking the truth
Generic endorsement of the video's message without substantive policy or moral argument.
Meta-Commentary
0.90
dwaynedavidson704
Aug 30, 2025
holy racist comment section
holy racist comment section
Critiques the comment section itself for containing racist content, making an observation about other commenters.
Meta-Commentary
0.90
shawnthomas6492
Feb 7, 2026
When will you come back???? I’d love to see you
When will you come back???? I’d love to see you
Addresses the content creator directly about video availability, not engaging with immigration policy or discourse.
Meta-Commentary
0.90
rupin
Feb 6, 2026
9:30 Gng why are you promoting scams now🥀🥀🥀🥀🥀
9:30 Gng why are you promoting scams now🥀🥀🥀🥀🥀
Directly addresses the video creator, questioning their content choices and accusing them of promoting scams.
Meta-Commentary
0.90
Axyum
Feb 5, 2026
The bike guy doesnt give a fuck about his digital footprint
The bike guy doesnt give a fuck about his digital footprint
Comments on a person featured in the video and their online behavior rather than immigration policy.
Meta-Commentary
0.90
Gle-g8w
Feb 7, 2026
THIS IS LEADING!!!
THIS IS LEADING!!!
Comment about the video content itself, expressing enthusiasm for what is being presented.
Meta-Commentary
0.90
@CTruth4u
Mar 4, 2025
I agree with you 100 percent.
I agree with you 100 percent.
Generic agreement statement directed at another commenter without substantive content contribution.
Meta-Commentary
0.90
jillwhiting919
Feb 6, 2026
Search Assist In Canada, the Official Languages Act ensures that both English and French are recognized as official languages, but it DOES NOT REQUIRE immigrants to speak either language to enter the country. However, for …
Search Assist
In Canada, the Official Languages Act ensures that both English and French are recognized as official languages, but it DOES NOT REQUIRE immigrants to speak either language to enter the country. However, for certain processes like applying for citizenship, proof of language proficiency in English or French may be required for applicants aged 18 to 54.
Wikipedia Department of Justice Canada
Provides factual information about language requirements, appears to be a clarifying response to video content.
Meta-Commentary
0.90
Heather-vq1ly
Sep 5, 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)