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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Unverified Claim
3,221 comments
These two loonies zelen and trud are puppets of the islamic brotherhood they want the major powers to go to war and fight .then islam wins.wake up
These two loonies zelen and trud are puppets of the islamic brotherhood they want the major powers to go to war and fight .then islam wins.wake up
Makes unfounded conspiracy claims about political leaders being puppets of the Islamic Brotherhood and orchestrating war.
@Abcdefg-m2n
Mar 4, 2025
The last time there was a war between America and Canada, America invaded Canada in 1812 in order to get the gold mines. The war ended with the re-drawing of the American-Canadian border, giving America …
The last time there was a war between America and Canada, America invaded Canada in 1812 in order to get the gold mines. The war ended with the re-drawing of the American-Canadian border, giving America these gold mines. The area that America gave up has oil. Canada did OK out of it in the end.
Presents specific historical claims about the 1812 war, gold mines, and border redrawn without evidence, while comparing Canada-US relations.
@CerdicTheGreat
Mar 5, 2025
Milton us slowly being taken over by Indians. One in municipal government they change rules to suit Indian interest. ie: open field at local park where kids played soccer close home to was changed to …
Milton us slowly being taken over by Indians. One in municipal government they change rules to suit Indian interest. ie: open field at local park where kids played soccer close home to was changed to Cricket field. No soccer allowed.
Presents specific unverified claims about Indian takeover of Milton and policy changes without evidence, combined with demographic anxiety.
eleanorcoleman21
Jan 3, 2026
The best part is they dont have to worry about mass migration to India. Poo in the river and move on now.
The best part is they dont have to worry about mass migration to India. Poo in the river and move on now.
Makes a dehumanizing, stereotypical claim about India and Indians that relies on false generalizations and offensive tropes rather than factual analysis.
sillygoose5138
Jan 27, 2026
Putin's plans is running head on. Trump is a puppet for Russia, not our United States.
Putin's plans is running head on. Trump is a puppet for Russia, not our United States.
Makes an unsubstantiated conspiracy claim that Trump is a Russian puppet without evidence.
@roseloya
Mar 4, 2025
Lots of Indians I've met say "Kannada" not "Canada"
Lots of Indians I've met say "Kannada" not "Canada"
Presents an anecdotal claim about Indian immigrants' pronunciation without evidence, implying cultural othering.
projectplanner4u
Jan 4, 2026
Don't forget the 6 million truedumb snuck in
Don't forget the 6 million truedumb snuck in
Makes a specific numerical claim ('6 million') about undocumented immigrants without evidence, combined with alarmist framing.
KissMass-s4u
Jan 3, 2026
Donald is just a puppet of Putin and Xi?
Donald is just a puppet of Putin and Xi?
Makes a specific factual claim about Trump being controlled by Putin and Xi without evidence, presented as conspiracy theory.
@levislam725
Mar 4, 2025
Mr Putin is no murder, check out Benjamin nathanyahu and his bombing of Palestinians
Mr Putin is no murder, check out Benjamin nathanyahu and his bombing of Palestinians
Makes unsupported factual assertion that Putin is not a murderer while making comparative accusations against Netanyahu without evidence.
@RoystonCambell
Mar 4, 2025
And it's not even multi-culturism, all those immigrants (500k per year), are from india...
And it's not even multi-culturism, all those immigrants (500k per year), are from india...
Makes a specific factual claim ('all those immigrants are from india') without evidence, presented as fact to support an identity-based argument.
Nico_Azul61343
Jan 6, 2026
Exactly. Trump is doing this to the American people. And why?? To flatter the enemy, Putin. He is a Russian asset. Why do so many Americans don't see that. I just don't get it!?
Exactly. Trump is doing this to the American people. And why?? To flatter the enemy, Putin. He is a Russian asset. Why do so many Americans don't see that. I just don't get it!?
Makes specific factual claim that Trump is a 'Russian asset' without evidence, combined with moral condemnation.
@fr1076.
Mar 4, 2025
Pretty soon immigrants will just need a pulse and boom they're making hundreds of thousands à year
Pretty soon immigrants will just need a pulse and boom they're making hundreds of thousands à year
Makes a specific, unsubstantiated claim about immigrants' future earning potential without evidence.
NeedParts-v9b
Jan 11, 2026
people form Punjab are good its the Hindus that are extremely dirty and have no manners and are the most extremist in India.
people form Punjab are good its the Hindus that are extremely dirty and have no manners and are the most extremist in India.
The comment makes sweeping, stereotypical generalizations about ethnic and religious groups that lack factual basis and promote harmful stereotypes.
PAPA-fx3jw
Jan 27, 2026
We know Putin is a dictator and make NO mistake SO IS ZELENSKY!!
We know Putin is a dictator and make NO mistake SO IS ZELENSKY!!
Makes unsubstantiated assertion equating Zelensky with a dictator without evidence, presented as factual claim.
@Michellecastillo-q1c
Mar 4, 2025
There aremany false allegations against indians in canada . also white people in canada are Illegal migrants(invaders)
There aremany false allegations against indians in canada . also white people in canada are Illegal migrants(invaders)
Makes unsubstantiated claims about 'false allegations against Indians' and uses inflammatory language equating European settlement with illegal migration.
PARADOX-s1t
Jan 27, 2026
The "lost Canadian " citizenship program "replaces" the reductions to immigration.It's just a bait and switch , We will still see inceases .
The "lost Canadian " citizenship program "replaces" the reductions to immigration.It's just a bait and switch , We will still see inceases .
Makes specific factual claim about citizenship program replacing immigration reductions without evidence.
Naughtius_Maximus
Jan 14, 2026
They pray to so many demons and love giving them gifts. Only demons ask for gifts
They pray to so many demons and love giving them gifts. Only demons ask for gifts
Makes unfounded claims about religious practices ('pray to demons', 'love giving gifts') presented as fact without evidence.
The_Holy-Ghost7
Sep 19, 2025
They're all calling his bluff. It's over. Trumps administration is over. He has no power. It's Musk who's the president.
They're all calling his bluff. It's over. Trumps administration is over. He has no power. It's Musk who's the president.
Makes unsubstantiated claims that Trump has lost power and Musk is effectively president, presented as factual assertion.
@edwardwright2989
Mar 4, 2025
I believe Trump has expressed interest in annexing Canada, possibly in collaboration with Putin. I think it’s a possibility worth considering given the geopolitical landscape. Canada’s valuable resources make it a desirable target. \nMoreover, I …
I believe Trump has expressed interest in annexing Canada, possibly in collaboration with Putin. I think it’s a possibility worth considering given the geopolitical landscape. Canada’s valuable resources make it a desirable target. \nMoreover, I believe Canada’s indirect involvement in the conflict with Russia puts Canada in a vulnerable position.
Presents unverified claims about Trump's annexation intentions and Canada's vulnerability without substantiating evidence, combined with threat framing.
@orangesun3030
Mar 4, 2025
This is a bigger plan by " elite left " to destory the structure of the country then ,when it is destroyed they can control the population in one swoop ,wake up canada 🇨🇦, trump …
This is a bigger plan by " elite left " to destory the structure of the country then ,when it is destroyed they can control the population in one swoop ,wake up canada 🇨🇦, trump stopped this for america 🇺🇸 and canada there is no one to stop this happening to canada 😢😢😢😢
Presents conspiracy theory about 'elite left' deliberately destroying Canada's structure without evidence, combined with alarmist framing.
inderjitdhillon7993
Sep 21, 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)