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
Fear / Threat
3,873 comments
The USA has fallen. It is now a Russian vassal. Trudeau is a statesman. World War III has already begun.
The USA has fallen. It is now a Russian vassal. Trudeau is a statesman. World War III has already begun.
Alarmist claim that USA is a Russian vassal and World War III has begun, with comparative praise for Trudeau.
@philbrown8181
Mar 4, 2025
We are in a crisis in the United States! Our Republican government are supporting DT's dictatorship moves and we all will suffer?
We are in a crisis in the United States! Our Republican government are supporting DT's dictatorship moves and we all will suffer?
Expresses alarm about crisis and dictatorship, framing the situation as a threat to collective welfare.
@LadyLondonDDG
Mar 4, 2025
The real question should be, what is Felon 47's REAL motive for dismantling the US government while single handily DESTROYING our alliances and our economy. It's almost as if this traitor might be controlled by …
The real question should be, what is Felon 47's REAL motive for dismantling the US government while single handily DESTROYING our alliances and our economy. It's almost as if this traitor might be controlled by Putin himself...good riddance
Expresses alarm about US government dismantling and economic destruction, with unsubstantiated claim about Putin control.
@jnuh7710
Mar 4, 2025
dang, they even built a pagan demonic statue lol
dang, they even built a pagan demonic statue lol
Expresses alarm about religious/cultural symbols with conspiratorial undertones about demonic intent.
WatchfulWolf
Jan 27, 2026
Lord please help us! Please defeat Krasnov, the enemy from within our White House who is Putins puppet
Lord please help us! Please defeat Krasnov, the enemy from within our White House who is Putins puppet
Expresses alarm about perceived internal threat and makes unsubstantiated claim about political figure being a foreign puppet.
@ingridsanders7325
Mar 4, 2025
Ahhhhhh, this is a shame! But, I sort of understand why,,,, too many bad apples,,,,,,
Ahhhhhh, this is a shame! But, I sort of understand why,,,, too many bad apples,,,,,,
Expresses concern about 'bad apples' among immigrants without evidence, framing immigration as a threat.
paularrigo
Dec 9, 2025
We have a lot of strong and independent women though. Who along with their feminist State husband have collapsed the birth rate to 1.3 children per woman. Nut job stuff. So now here comes the …
We have a lot of strong and independent women though. Who along with their feminist State husband have collapsed the birth rate to 1.3 children per woman. Nut job stuff. So now here comes the third world dragging their impoverished socialist mentality with them.
Expresses demographic anxiety about birth rates and frames immigration from the Global South as a threat carrying 'impoverished socialist mentality.'
quacktuber1051
Sep 21, 2025
This used to just be Brampton's reputation, but it is basically every city in every province now
This used to just be Brampton's reputation, but it is basically every city in every province now
Expresses demographic anxiety about immigrant presence spreading across Canadian cities, implying cultural displacement threat.
Adm1ralKirk
Jan 27, 2026
Trump want the division between the USA and all of our traditional long term allies. However, Trump is doing exactly what Putin desires. Trump only answers to Putin. People wake up and stop acting like …
Trump want the division between the USA and all of our traditional long term allies. However, Trump is doing exactly what Putin desires. Trump only answers to Putin. People wake up and stop acting like Trump is not a communist dictator.
Expresses alarm about Trump's alleged allegiance to Putin and threat to alliances, with unsubstantiated claims about communist dictatorship.
@garydingle
Mar 4, 2025
Why don’t people just say it! Trump want to eliminate the Constitution he wants to make us a communist country, he wants to be the supreme ruler, he wants to be the 2nd PUTIN!!
Why don’t people just say it! Trump want to eliminate the Constitution he wants to make us a communist country, he wants to be the supreme ruler, he wants to be the 2nd PUTIN!!
Expresses alarmist concerns about Trump eliminating constitutional democracy and establishing authoritarian rule, with unsubstantiated claims presented as fact.
@Jesus22277
Mar 4, 2025
This is what happens when you see a country that was conquered without a single shot fired looks like.
This is what happens when you see a country that was conquered without a single shot fired looks like.
Uses metaphorical language suggesting conquest and loss of control, expressing demographic anxiety about immigration.
r00dfr00t
Sep 23, 2025
Inevitable in any western country that lets women vote.
Inevitable in any western country that lets women vote.
Expresses demographic anxiety framed as an inevitable negative consequence of women's political participation.
treytison1444
Jan 27, 2026
I CANT UNDERSTAND AS TO WHY IS TRUMP TRYING TO MESS UP WHOLE WORLD OR HE THINK HE WILL BRING LASAGNA OUT OF THIS MESS?BUT CANADA SHOULD JUST BE RUSSIA'S ALLY QUICKLY AND FAST.JUST INVITE …
I CANT UNDERSTAND AS TO WHY IS TRUMP TRYING TO MESS UP WHOLE WORLD OR HE THINK HE WILL BRING LASAGNA OUT OF THIS MESS?BUT CANADA SHOULD JUST BE RUSSIA'S ALLY QUICKLY AND FAST.JUST INVITE PUTIN
Expresses alarm about Trump destabilizing the world, with a sarcastic suggestion that Canada align with Russia/Putin as a response to perceived chaos.
@bb-rm3mq
Mar 5, 2025
What a funked up presidency. The Moscow Agent Governing America is isolating rhe US from ALL allies. Good luck fucxers
What a funked up presidency. The Moscow Agent Governing America is isolating rhe US from ALL allies. Good luck fucxers
Expresses alarm about Trump's impact on US alliances and international relationships.
@GiorgioGiorgi-lf4mv
Mar 4, 2025
everyone saying mass immigration is missing the bigger picture , its mass globalization , if u go to canada and its like inda , you go to the UK and its like Iran , you …
everyone saying mass immigration is missing the bigger picture , its mass globalization , if u go to canada and its like inda , you go to the UK and its like Iran , you go to Minnesota and its like Somalia , soon they will say theres no need for countries
Commenter expresses demographic anxiety about mass immigration transforming national identity and cultural character, comparing multiple countries to suggest a pattern of cultural replacement.
gavinbrooks3058
Jan 28, 2026
The voters of Trump, have decided they would prefer a nation run by two dictators Putin and Trump. Make no doubt about it. They will crush this nation and steal all the treasury money and …
The voters of Trump, have decided they would prefer a nation run by two dictators Putin and Trump. Make no doubt about it. They will crush this nation and steal all the treasury money and use it for their own personal gain. And at the same time, distroy all the citizens lives, including the voters of Trump, in the meantime.
Expresses alarmist predictions about authoritarian takeover, financial theft, and societal destruction with unsubstantiated claims presented as certainty.
@stevefrank8564
Mar 4, 2025
This is not going to end well. \n\nThe former NATO Supreme Commander tells it like it will be.\n\nThe USA has already lost massively as Trump does not understand the sound and mostly reasonable US imperial …
This is not going to end well. \n\nThe former NATO Supreme Commander tells it like it will be.\n\nThe USA has already lost massively as Trump does not understand the sound and mostly reasonable US imperial Security Strategy, and i say this as a non US citizen.\n\nI still do not hate the American people, but Trump has given every anti America voice exactly what they needed, big incidents painting to paint them as most evil.\nTrump got played so hard by Putin it is not funny anymore, Putin is the bear and Trump the screaming goose, free meal for the bear.
Expresses alarm about geopolitical consequences and security threats, with comparative analysis of nations and leaders.
@nocomment3294
Mar 5, 2025
Why are any Canadians still going to this awful country. Such a wide world to visit why go somewhere that threatens our sovereignty and disrespects our citizens and government. Stay home.🇨🇦
Why are any Canadians still going to this awful country. Such a wide world to visit why go somewhere that threatens our sovereignty and disrespects our citizens and government. Stay home.🇨🇦
Expresses security and sovereignty concerns about immigration, framing it as a threat to Canadian citizens and government.
swingonavine
Feb 1, 2026
We are shocked... If Donald Trump is not careful, he will go down in history as the destroyer of the free West!! Where are you Americans, we were friends?!?! Greetings from Germany...
We are shocked... If Donald Trump is not careful, he will go down in history as the destroyer of the free West!! Where are you Americans, we were friends?!?! Greetings from Germany...
Expresses alarm about Trump destroying the Western alliance and appeals to American identity as former allies.
@simonfrank7348
Mar 4, 2025
Import the worst and Become the worst
Import the worst and Become the worst
Expresses demographic anxiety that accepting certain immigrants will degrade Canada's character and quality.
Kevin-sq1fk
Dec 8, 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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)