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
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Comparative
2,420 comments
Exactly why I won’t go to the States!
Exactly why I won’t go to the States!
Compares Canada favorably to the US and references personal travel decision-making based on this comparison.
JanetPool-g2g
Dec 8, 2025
There’s nothing down there I need to see or do that bad to be treated like a criminal
There’s nothing down there I need to see or do that bad to be treated like a criminal
Compares treatment of visitors in the US unfavorably to Canada, implying Canada treats people better and is therefore preferable.
markd9580
Dec 9, 2025
Europe and Asia for vacations seems more pleasing now. They want Canadian visitors.
Europe and Asia for vacations seems more pleasing now. They want Canadian visitors.
Compares Canada unfavorably to Europe and Asia as travel destinations, implying Canada is less desirable.
Comparative
0.80
reubencarter3004
Dec 8, 2025
I have a biometric passport. This is the norm worldwide. Try going to Ukraine.
I have a biometric passport. This is the norm worldwide. Try going to Ukraine.
Compares Canada's biometric passport practices to other countries (Ukraine), contextualizing policy within global norms.
soundscare
Dec 9, 2025
in that sense, all the colonies, especially from west, were also a shit hole and that's why they came to other parts of the world!
in that sense, all the colonies, especially from west, were also a shit hole and that's why they came to other parts of the world!
Compares Western colonial countries to other regions, using historical comparison to contextualize immigration.
arunpratapsingh4885
Dec 7, 2025
From the UK, learning about the same problems our Canadian brothers face is sad but interesting. Its almost refreshing to see the patterns and that I'm not crazy , but its very sad all the …
From the UK, learning about the same problems our Canadian brothers face is sad but interesting. Its almost refreshing to see the patterns and that I'm not crazy , but its very sad all the same. Sending many blessings x
Compares UK and Canadian immigration problems, expressing shared concern while offering empathy and support.
GenieSignedOut
Nov 10, 2025
USA got the cream and Canada imported the garbage due to greed. They were liability in India too, now they are Canada's headache.
USA got the cream and Canada imported the garbage due to greed. They were liability in India too, now they are Canada's headache.
Compares USA and Canada's immigration outcomes, frames immigrants as 'garbage' and 'liabilities,' using comparative ranking with ethnic stereotyping.
richmoney941
Jan 28, 2026
It’s a ghetto 😂 we don’t allow that to happen in Denmark any more 🇩🇰🇩🇰🇩🇰🇩🇰🇩🇰🇩🇰
It’s a ghetto 😂 we don’t allow that to happen in Denmark any more 🇩🇰🇩🇰🇩🇰🇩🇰🇩🇰🇩🇰
Compares Canada unfavorably to Denmark while using sarcasm and emoji to critique the situation.
karstenjohansen6881
Nov 13, 2025
how is it different from the Cajun ppl in Louisiana ? They have their own language and culture and names.
how is it different from the Cajun ppl in Louisiana ? They have their own language and culture and names.
Compares Canadian immigrant communities to established ethnic groups in the US, questioning differential treatment.
gratefuldeadly7899
Jan 19, 2026
Yes your country is so stupid. Third world countries like mine won’t be so lenient. You guys are nuts
Yes your country is so stupid. Third world countries like mine won’t be so lenient. You guys are nuts
Compares Canada's immigration policies unfavorably to stricter policies in the commenter's third-world country, ranking nations.
vdee101
Nov 21, 2025
Similar problem here. Melbourne is becoming Brampton soon.
Similar problem here. Melbourne is becoming Brampton soon.
Compares Melbourne to Brampton as a cautionary example, using comparative framing to express concern about demographic change in another country.
putragizzz
Oct 26, 2025
The natives have same questions for the whites who came to their land
The natives have same questions for the whites who came to their land
Draws parallel between Native Canadians' historical displacement and contemporary immigration concerns, comparing historical and current immigrant groups.
1desiloader999
Nov 1, 2025
what a bunch of bull shit when I visited India everyone was very racist to non Indian people and Muslims and Hindus fight all the time... It's a horrendous double standard half the things these …
what a bunch of bull shit when I visited India everyone was very racist to non Indian people and Muslims and Hindus fight all the time... It's a horrendous double standard half the things these guys do in Canada you could never get away with in India if you were a foreigner
Compares treatment of foreigners in India versus Canada, arguing Canada is more accommodating and highlighting a perceived double standard.
souyana99
Oct 16, 2025
Why not!…. Isn’t that a natural progression due to migration …. Something similar happened centuries ago in USA and Canada by Europeans… now it’s also Asian / Indian sub continent
Why not!…. Isn’t that a natural progression due to migration …. Something similar happened centuries ago in USA and Canada by Europeans… now it’s also Asian / Indian sub continent
Frames current immigration patterns as a natural historical progression by comparing Canada's current situation to European settlement centuries ago.
samarahmed4623
Oct 15, 2025
The Jews are doing this same thing in Brooklyn, Crown heights
The Jews are doing this same thing in Brooklyn, Crown heights
Compares immigrant behavior in Canada to Jewish communities in Brooklyn, suggesting similar patterns across groups and locations.
keemstonez
Oct 11, 2025
If you want to do business with dishonest, lying and corrupt people always looking for an angle, choose India and/or Pakistan. We control the process and can do way better than these countries.
If you want to do business with dishonest, lying and corrupt people always looking for an angle, choose India and/or Pakistan. We control the process and can do way better than these countries.
Compares Canada unfavorably to India/Pakistan, asserting superiority while making negative generalizations about those countries' business practices.
robtlj4485
Nov 4, 2025
Same in Australia: Taxi company stated: Most of our drivers know the road rules. Well you can see we are heading towards Indian rules...
Same in Australia: Taxi company stated: Most of our drivers know the road rules. Well you can see we are heading towards Indian rules...
Compares Canada to Australia while expressing concern that Indian immigration is degrading road safety standards, implying cultural/behavioral decline.
LawpickingLocksmith
Nov 3, 2025
The whites are also immigrants 😒, they came from Europe in past
The whites are also immigrants 😒, they came from Europe in past
Compares European immigration history to current Indian immigration to challenge hypocrisy in anti-immigration rhetoric.
08amartyasarkar21
Oct 27, 2025
I understand Indians coming to Canada, but why cannot Indians build India like Chinese build China?
I understand Indians coming to Canada, but why cannot Indians build India like Chinese build China?
Compares Indian and Chinese development trajectories while questioning why Indians emigrate rather than develop their home country.
NingTang1972
Oct 20, 2025
Pakistani is worse for comparison. 😂😂😂
Pakistani is worse for comparison. 😂😂😂
Compares Pakistan unfavorably to another country (implied context) with laughing emojis, using comparative framing with satirical tone.
ranjeetsarker1304
Oct 14, 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)