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
Tyler..... you wanna talk about Indianifation? *Check out PLAINSBORO/WEST WINDSOR, NJ*
Tyler..... you wanna talk about Indianifation?
*Check out PLAINSBORO/WEST WINDSOR, NJ*
Asks about 'Indianification' and references a specific US location as a comparison point for demographic change.
pcd1377
Jan 28, 2026
Same with Plymouth, Minnesota! Yikes
Same with Plymouth, Minnesota!
Yikes
References another U.S. location (Plymouth, Minnesota) in comparison to the video's subject, with an expression of concern ('Yikes') suggesting demographic anxiety.
svenjorgensen3059
Jan 27, 2026
Well yes because we are your boarder. But I get it
Well yes because we are your boarder. But I get it
References Canada's geographic position as a border nation in relation to another country's policies.
Comparative
0.75
@paddyfresh_
Mar 4, 2025
Happening all over the world. Everyone loves there country but does not want to stay.
Happening all over the world. Everyone loves there country but does not want to stay.
Makes a generalization comparing global patterns of people loving their country but not staying, framing immigration as a worldwide phenomenon.
allwyn90
Jan 27, 2026
What does Eritrean do they’re one of the decent societies
What does Eritrean do they’re one of the decent societies
References Eritrea as a comparison point, evaluating it relative to other societies in context of immigration discussion.
Comparative
0.75
infinity202X
Jan 28, 2026
Try immigrate too Rusia or North Korea...😇😁
Try immigrate too Rusia or North Korea...😇😁
Compares Canada to Russia and North Korea with sarcastic emojis, implying Canada is better by contrast.
rland1521
Feb 21, 2026
加拿大也有很多中国人,加拿大人为什么没反应
加拿大也有很多中国人,加拿大人为什么没反应
Compares Canada's response to Chinese immigration with an implicit comparison to other countries' responses, questioning differential treatment.
zz-ww6fv
Jan 28, 2026
Canada is like mexico, usa fucked from both sides
Canada is like mexico, usa fucked from both sides
Compares Canada's immigration situation to Mexico and the USA, framing it as a threat from both directions.
Losmegos
Jan 27, 2026
See that game you played in Tim Horntans, you should come to Ireland and play that here......
See that game you played in Tim Horntans, you should come to Ireland and play that here......
Compares Canada to Ireland, suggesting the commenter should visit Ireland instead, using cross-national comparison.
Comparative
0.75
garydeegan
Jan 28, 2026
we need left wing nationalism like ho chi minh and fidel castro
we need left wing nationalism like ho chi minh and fidel castro
References to left-wing nationalist leaders from other countries, comparing political ideologies across nations.
acidreflux-z4v
Jan 28, 2026
its the same over in the UK they have all this info and yet it just keep happening. its funny how easy it is to get hold of these trafficker's
its the same over in the UK they have all this info and yet it just keep happening. its funny how easy it is to get hold of these trafficker's
Compares Canada's immigration issues to the UK, suggesting systemic failure across countries.
aaronpike6902
Jan 28, 2026
We need Canada in the EU!
We need Canada in the EU!
Proposes repositioning Canada's international alignment by joining the EU, implicitly comparing Canada's current position to European integration.
@fpvamp8925
Mar 4, 2025
Ah basically it’s if Americans can outlast Canadians? Due too our leaders decisions. Hm well aren’t Canadians already living in bad conditions under Trudeau, so it goes too say American will come out on top.
Ah basically it’s if Americans can outlast Canadians? Due too our leaders decisions. Hm well aren’t Canadians already living in bad conditions under Trudeau, so it goes too say American will come out on top.
Compares Canada and US leadership outcomes, ranking nations based on perceived government performance under Trudeau.
@alberttwist7182
Mar 4, 2025
Canada ?? come on - buy European goods. Much more high quality standard and better food, buy our food and cooperate with us without taxes ?? ? ??
Canada ?? come on - buy European goods. Much more high quality standard and better food, buy our food and cooperate with us without taxes ?? ? ??
Compares Canada unfavorably to European alternatives, suggesting better quality and cooperation opportunities elsewhere.
@vintason
Mar 5, 2025
México nowdays has a efficient, knowledgeable. and honest president that wanted to have fair trade agreements with Canada and the United States ...however the US government choose to fight and blame the neighbors to the …
México nowdays has a efficient, knowledgeable. and honest president that wanted to have fair trade agreements with Canada and the United States ...however the US government choose to fight and blame the neighbors to the north and south by braking every single rule of the free trade among the three countries ......CHINA , CANADA AND MEXICO ....oviously will retaliate the same way and Definitely the US citizens will be the most hurt ....mexico always have been resilient from wars. Pandemics , bad politicians , economy , etc etc etc ....mexicans have the strength to recovery sooner than later and this one won't be diffrent .....mexico will continue to have agreements with Europe. Asia , and Latin America with the option to have talks with bricks ...we all know the world is totally diffrent.now .....The 1800s are gone and will never come back that's for sure !!
Extensive comparison of Mexico, Canada, and US trade relationships and resilience, with critique of US trade policy violations.
@JorgeGarcia-mh5il
Mar 4, 2025
Wow, Trump is making some huge progress for the USA, in less than a month he has upset more countries, of which were mostly allies of America, and turned them into anti Americans and all …
Wow, Trump is making some huge progress for the USA, in less than a month he has upset more countries, of which were mostly allies of America, and turned them into anti Americans and all in less than a month, and he calls that progress into making America great again .. maga ? Really or maybe it stands for making a globe angry. There’s only a very small handful of people that actually like Trump, that’s his family (debatable) JD (his puppet) and Putin (his new ally) wow America what have you done ??
Compares Trump's US policies to other countries' perspectives while making moral judgments about diplomatic damage and leadership.
@grumpygrandad1216
Mar 5, 2025
Come to Frisco tx next 🤢
Come to Frisco tx next 🤢
Compares Canada to another location (Frisco, TX) with negative sentiment, suggesting Canada is preferable.
Comparative
0.75
Adrian-kw1ks
Jan 28, 2026
Calm down Canada. Trump ain't playing and I for one agree that y'all have literally skated through life. Skate away big boys. Uuuuuuu! Who are you threatening? FFS!\n\nAnyway, I'm in Kenya worried about police killings …
Calm down Canada. Trump ain't playing and I for one agree that y'all have literally skated through life. Skate away big boys. Uuuuuuu! Who are you threatening? FFS!\n\nAnyway, I'm in Kenya worried about police killings and such...?
Compares Canada's situation to Kenya and uses sarcasm to frame Canada's relative privilege globally.
@The-Wa.Wa-Girls
Mar 5, 2025
Trump and Putain have the same mindset one wants Ukraine and other wants Canada
Trump and Putain have the same mindset one wants Ukraine and other wants Canada
Comparison of Trump and Putin's territorial ambitions, drawing parallel threat to Canada.
@abdrabotalbi22
Mar 5, 2025
From Europe. We're the reasonable, polite democratic world. The contrast between this speech and the entitled crass bullies couldn't be more glaring\nAs to Mr Orange, he's been a Russian asset for decades
From Europe. We're the reasonable, polite democratic world. The contrast between this speech and the entitled crass bullies couldn't be more glaring\nAs to Mr Orange, he's been a Russian asset for decades
Contrasts European democratic values with Trump's approach and makes unsubstantiated claim about Russian asset status.
@MartineEEvans
Mar 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)