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
I work in the oilfield. We have a ton of petroleum crude produced everyday here in the US?
I work in the oilfield. We have a ton of petroleum crude produced everyday here in the US?
Off-topic statement about US oil production unrelated to Canadian immigration policy.
Meta-Commentary
0.65
@FloridamadeJay81
Mar 4, 2025
Stop taking cancer ? relegion first
Stop taking cancer ? relegion first
Incoherent comment criticizing the video/channel choice of speaker rather than addressing immigration policy.
Meta-Commentary
0.65
@gapeyanpereira3756
Mar 4, 2025
Wow British gas call centers head office ❤
Wow British gas call centers head office ❤
Observation about a business or location visible in the video with heart emoji; commentary on video content rather than immigration discourse.
Meta-Commentary
0.65
peterwhooo6934
Jan 27, 2026
Does anyone else get really excited when Tyler makes a video about India, Im not even Indian Im Mexican but I feel an affinity with Indians so much except for the poop eating and paganism
Does anyone else get really excited when Tyler makes a video about India, Im not even Indian Im Mexican but I feel an affinity with Indians so much except for the poop eating and paganism
Comments on the video creator's content patterns and expresses personal identity affinity, with problematic stereotyping.
yaydidksksjo
Jan 27, 2026
Bro is gust fuked up
Bro is gust fuked up
Vague expression of disapproval toward the video or topic without substantive argument.
Meta-Commentary
0.65
swativasantpatil9615
Jan 27, 2026
These are fighting words
These are fighting words
Vague comment about the video's tone or content rather than substantive engagement with immigration.
Meta-Commentary
0.65
@anthonyjonas6236
Mar 4, 2025
പെരുമ്പാവൂർ😂
പെരുമ്പാവൂർ😂
Single word in Malayalam with emoji appears to be a location reference or off-topic comment unrelated to immigration discussion.
Meta-Commentary
0.65
Vishnu_3003
Feb 10, 2026
It doesn't make sense
It doesn't make sense
Vague statement questioning the logic or coherence of the video's content or argument.
Meta-Commentary
0.65
@CarletteCole-Carter
Mar 4, 2025
He schools president President that tariffs will damage US. ?
He schools president President that tariffs will damage US. ?
Comments on the video content itself, noting that someone 'schools' a president about tariff consequences.
Meta-Commentary
0.65
@patrickng1156
Mar 4, 2025
Common Sense
Common Sense
Vague two-word phrase that appears to be a general endorsement of the video's message or approach without substantive policy engagement.
Meta-Commentary
0.65
kalsterling719
Feb 17, 2026
Theatre really. Absolute theatre ! The stage is set.
Theatre really. Absolute theatre ! The stage is set.
Dismissive commentary suggesting the video/speech is performative rather than substantive.
Meta-Commentary
0.65
@Devinity_x
Mar 4, 2025
You bosdika also do something for the money
You bosdika also do something for the money
Appears to be a critical remark directed at the YouTuber regarding motivation/authenticity, though phrasing is unclear.
Meta-Commentary
0.65
GamiXon9
Feb 4, 2026
I love Canadian hot sexy woman not this crazy guy
I love Canadian hot sexy woman not this crazy guy
Comment appears off-topic, expressing personal attraction rather than engaging with immigration policy content.
Meta-Commentary
0.65
@MirnoMore-v6r
Mar 4, 2025
The real reason is Trump is at war against liberal democracy, where ever he find it. Every thing à little bit leftish is a enemy. And yes, like Putin, every thing that could make some …
The real reason is Trump is at war against liberal democracy, where ever he find it. Every thing à little bit leftish is a enemy. And yes, like Putin, every thing that could make some critic of is government is a enemy.
Cryptic fragmented comment with unclear intent, appears to question the video's framing or content relevance.
@christt6809
Mar 4, 2025
I'm going to start a daycare in Canada.
I'm going to start a daycare in Canada.
Brief statement about personal business plans; unclear relevance to video content, appears tangential or off-topic.
Meta-Commentary
0.65
Patriot6771
Jan 27, 2026
Habla sobre ice
Habla sobre ice
Brief Spanish phrase about ICE that appears to reference the video topic rather than substantive engagement.
Meta-Commentary
0.65
donsinrostro1313
Feb 19, 2026
ts carson gons home
ts carson gons home
Brief, unclear reference to a person or content creator, likely commenting on video subject matter rather than immigration policy.
Meta-Commentary
0.65
an602_24
Jan 27, 2026
PORTUGAL 🇵🇹
PORTUGAL 🇵🇹
Single-word country reference with emoji appears to be off-topic commentary unrelated to the video's immigration discussion.
Meta-Commentary
0.65
lapsss133
Jan 27, 2026
WOW! It is hard to believe that this can even be true!
WOW! It is hard to believe that this can even be true!
Generic expression of surprise about video content without substantive engagement with immigration topic.
Meta-Commentary
0.65
MNS-INFO
Feb 28, 2026
THIS is a leader
THIS is a leader
Brief comment about the video content or subject matter without substantive engagement with immigration or policy issues.
Meta-Commentary
0.65
@elliotwilmo1286
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)