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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Fear / Threat
3,873 comments
As an American, we didn't want this either. The Americans who voted for Trump didn't want to believe his true agenda and we are all paying the price for it. Siding with Putin is beyond …
As an American, we didn't want this either. The Americans who voted for Trump didn't want to believe his true agenda and we are all paying the price for it. Siding with Putin is beyond scary. Our own President is a traitor and makes zero effort to hide it. We are in deep trouble
Expresses security and existential concerns about Trump's presidency and alleged Putin alignment, framed as a national threat.
@Shauna_180
Mar 4, 2025
Trump will continue to make it more difficult for Canadians to enter the country until he has the border dissolved completely. you know where he's going with this
Trump will continue to make it more difficult for Canadians to enter the country until he has the border dissolved completely. you know where he's going with this
Expresses alarm about Trump making US border entry harder for Canadians and speculates about hidden intentions, framing this as a threat.
darrellfrancis3863
Dec 9, 2025
My advice is to avoid the USA. It's not a safe travel destination.
My advice is to avoid the USA. It's not a safe travel destination.
Expresses security concerns about the USA as a travel destination, framing it as unsafe.
Fear / Threat
0.85
Jaysfan7493
Dec 8, 2025
Why go against your greatest ally!? The United States has lost it by electing Trump again, they are going to wreck the world completely.
Why go against your greatest ally!? The United States has lost it by electing Trump again, they are going to wreck the world completely.
Expresses alarm about Trump's election and its global consequences, framing it as an existential threat.
@elunico13lu
Mar 4, 2025
6 million more Canadians in 10 years has ruined our country
6 million more Canadians in 10 years has ruined our country
Expresses demographic anxiety and existential threat framing immigration population growth as national destruction.
louisboland9149
Feb 17, 2026
Send them packing....byebye
Send them packing....byebye
Expresses desire to expel immigrants using dismissive language, framing immigration as a threat requiring removal.
Claudettevaillancourt
Nov 22, 2025
CANADIANS HAVE TO BE STRONG AND STAND TOGETHER..THIS IS AN ACT OVE WAR AGAINST OUR COUNTRY OUR WAY OVE LIVES AND FREEDOM..IT WILL GET WORST TRUMP IS A DICTATOR AND DANGEROUS. NO RETREAT NO SURRENDER …
CANADIANS HAVE TO BE STRONG AND STAND TOGETHER..THIS IS AN ACT OVE WAR AGAINST OUR COUNTRY OUR WAY OVE LIVES AND FREEDOM..IT WILL GET WORST TRUMP IS A DICTATOR AND DANGEROUS. NO RETREAT NO SURRENDER CANADA STRONG ????????????
Expresses alarm about existential threat to Canada, frames Trump as dictator/danger, and calls for national unity and resistance.
@ar263
Mar 4, 2025
canadastan is dead, screw this hellhole, im not going to see 2026
canadastan is dead, screw this hellhole, im not going to see 2026
Expresses existential despair about Canada's future and personal hopelessness, combining demographic anxiety with personal distress.
TronicoOfficial
Nov 21, 2025
Indians are going to take over the world!
Indians are going to take over the world!
Alarmist statement expressing demographic anxiety about Indian global dominance without evidence, framed as a threat.
weimondo
Nov 14, 2025
I'm getting tired of all of these countries making threats to our countries safety. Like they care shit they been benefiting off the backs of Americans. Fuck them. Keep making your threats you won't like …
I'm getting tired of all of these countries making threats to our countries safety. Like they care shit they been benefiting off the backs of Americans. Fuck them. Keep making your threats you won't like what comes in return.
Expresses threat perception and defensive posturing, framing other countries as threats to American safety with aggressive language.
@chrisg1915
Mar 4, 2025
Eradicate Islamic terrorist 😢😢. They are dangerous 😢😢
Eradicate Islamic terrorist 😢😢. They are dangerous 😢😢
Expresses security concerns and danger framing about a religious/ethnic group, combining threat perception with identity-based categorization.
bhf_w9f
Nov 24, 2025
??? what a little rat. Take care of your border and stop the drugs that come in from your country to kill our kids in the US.
??? what a little rat. Take care of your border and stop the drugs that come in from your country to kill our kids in the US.
Expresses security/drug threat concerns while criticizing border policy, with hostile personal attack framing.
@pauladam2853
Mar 4, 2025
They never should have come here. They dont care about Canada. If they had their way they would take over the country for f**ks sake. Someome end these programs and 'targets'. Its insane, and its …
They never should have come here. They dont care about Canada. If they had their way they would take over the country for f**ks sake. Someome end these programs and 'targets'. Its insane, and its criminal. They have stolen so much from Canads.
Expresses demographic anxiety and existential threat ('take over the country'), combined with unsubstantiated claims of theft and criminality, framed as an identity/belonging issue.
MarkyMark969
Nov 26, 2025
I want ICE to come to Canada and deport So many illegals, that I don't have to push 1 for english again
I want ICE to come to Canada and deport So many illegals, that I don't have to push 1 for english again
Expresses anxiety about illegal immigration and cultural displacement through language preference concerns.
j.j.8723
Feb 16, 2026
Canada will crumble, fast.
Canada will crumble, fast.
Expresses alarmist prediction of national decline without substantive evidence or reasoning.
Fear / Threat
0.85
@ReflectMobs
Mar 4, 2025
Canada has no army, no hope, no money, no sovereignty, no leadership, no future, no identity, no sense, no pride, no sanity, no justice system, (a corrupt justice system)....trillions and trillions of dollars worth of …
Canada has no army, no hope, no money, no sovereignty, no leadership, no future, no identity, no sense, no pride, no sanity, no justice system, (a corrupt justice system)....trillions and trillions of dollars worth of natural resources that Canadians didn't think was worth fighting for or defending. 'Mark Carney and his vultures in the WEF/China have plans for Canada that doesn't include Canadians'. Just like Brazil, the Brazilians lost their resources to the WEF/China. Imagine Chinese miners, factories and towns full of Chinese workers...because that is where Canada is headed.
Expresses existential anxiety about Canada's future through catastrophic framing (loss of sovereignty, resources, identity) combined with unsubstantiated conspiracy claims about WEF/China control.
blessedcanuck
Nov 22, 2025
This worldwide invasion will stop when laws change. Uk is having the Denmark immigration policy i hope this works if not we will improve it. And our law will get better. Things are about to …
This worldwide invasion will stop when laws change. Uk is having the Denmark immigration policy i hope this works if not we will improve it. And our law will get better. Things are about to change in the uk. It takes time though.
Uses alarmist language ('worldwide invasion') to express demographic anxiety while discussing policy changes and comparing UK/Denmark approaches.
jeff4england
Nov 16, 2025
Nothing would make me happier than having the ice guys from America drag these rats out.
Nothing would make me happier than having the ice guys from America drag these rats out.
Expresses desire for violent removal of political opponents using dehumanizing language ('rats'), framing them as a security threat.
Vinnybagofdonuts777
Feb 17, 2026
The scary thing is, there are still 1.4 billion Indians in India, and they all would love to live in the west
The scary thing is, there are still 1.4 billion Indians in India, and they all would love to live in the west
Expresses demographic anxiety about Indian immigration potential, framing it as a threatening scenario without evidence.
MrSelfDestruct-1
Nov 10, 2025
MAGA American's and MAGA Republicans have elected a KING, Hitler Quoting, Wannabe Dictator.
MAGA American's and MAGA Republicans have elected a KING, Hitler Quoting, Wannabe Dictator.
Expresses alarm about authoritarian threat and dictatorial danger posed by Trump and supporters.
@CainIscariot-y4i
Mar 4, 2025
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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)