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
All your videos are so negative. Do some positive stuff
All your videos are so negative. Do some positive stuff
Critique directed at the channel's content strategy and tone rather than the immigration topic itself.
Meta-Commentary
0.90
SG5782SG
Jan 27, 2026
TDS Sports is wild😮
TDS Sports is wild😮
Brief comment about the video/channel content itself rather than engaging with immigration discourse.
Meta-Commentary
0.90
wr3add
Jan 27, 2026
Thank god you covered this bullshit
Thank god you covered this bullshit
Praises the video creator for covering a topic, commenting on the video itself rather than the immigration topic.
Meta-Commentary
0.90
Splicea
Jan 27, 2026
I don't believe it... CTV being the next CBC..
I don't believe it... CTV being the next CBC..
Expresses skepticism about the news source (CTV) and its credibility, comparing it to CBC.
Meta-Commentary
0.90
karrobba
Dec 31, 2025
Well spoken
Well spoken
Brief praise of the speaker's communication style, commenting on the video content itself.
Meta-Commentary
0.90
@simonmccullagh278
Mar 4, 2025
4:55 10000% right !
4:55 10000% right !
Commenter references a specific timestamp in the video and agrees with a point made, indicating engagement with video content.
Meta-Commentary
0.90
RizinSun
Jan 27, 2026
respect to this guy 2:00
respect to this guy 2:00
Brief comment about the video content itself, referencing a specific timestamp and expressing approval of the subject.
Meta-Commentary
0.90
smol9832
Jan 27, 2026
Your interview is all over the place
Your interview is all over the place
Critiques the structure and coherence of the video interview itself rather than the immigration topic.
Meta-Commentary
0.90
geelove4974
Jan 27, 2026
"Oh I can't be honest, I work for the city"
"Oh I can't be honest, I work for the city"
Comment references a quote from the video, appearing to critique or react to a statement made by someone in the video.
Meta-Commentary
0.90
kingofopossums
Jan 27, 2026
Ms Bondy hasn't aged that well. She needs to dye her hair.
Ms Bondy hasn't aged that well. She needs to dye her hair.
Personal comment about the appearance of a video participant, unrelated to immigration policy substance.
Meta-Commentary
0.90
HuleguKhan-z93
Dec 29, 2025
That guy on the bike 🚲 5:47 haven’t seen him since 😂😂
That guy on the bike 🚲 5:47 haven’t seen him since 😂😂
References a specific moment in the video (5:47) with a personal anecdote and laughing emojis, commenting on video content rather than immigration policy.
freeslittv6764
Feb 23, 2026
im glad someone is covering this
im glad someone is covering this
Brief comment about the video content itself, expressing approval of the coverage.
Meta-Commentary
0.90
colemap6236
Jan 27, 2026
Tyler this unbelievble journalism you should get award for this
Tyler this unbelievble journalism you should get award for this
Praises the video creator and journalism quality, commenting on the content itself rather than immigration policy.
Meta-Commentary
0.90
joshuataylor111
Jan 27, 2026
5:20 100% based and correct.
5:20 100% based and correct.
References a specific timestamp in the video and expresses agreement with content, focusing on the video itself rather than substantive policy discussion.
Meta-Commentary
0.90
MemesAhoy32
Jan 27, 2026
polish guy was spitting facts
polish guy was spitting facts
Brief reference to another commenter's argument without substantive engagement, commenting on the discussion itself.
Meta-Commentary
0.90
slcmt2
Jan 17, 2026
Dude with the bike is my spirit animal
Dude with the bike is my spirit animal
References and endorses a specific person featured in the video content.
Meta-Commentary
0.90
mike-2342
Jan 27, 2026
This isn't funny.
This isn't funny.
Brief dismissal of the video's tone or content rather than engaging with immigration substance.
Meta-Commentary
0.90
technofeeliak
Dec 30, 2025
Mélanie look sick
Mélanie look sick
Observational comment about a person's appearance in the video; off-topic from immigration discourse.
Meta-Commentary
0.90
@Dominiclegault-xr3ze
Mar 4, 2025
Gonna watch this while eating breakfast tomorrow 😊
Gonna watch this while eating breakfast tomorrow 😊
Comment about the viewer's personal viewing plans for the video.
Meta-Commentary
0.90
Uncannykenny
Jan 27, 2026
Never clicked so fast in my life.
Never clicked so fast in my life.
Comment about the video itself and the viewer's reaction to clicking on it.
Meta-Commentary
0.90
Andrew-qq8fb
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)