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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
Page 132 of 194
Britain had to fight to conquer India. Canada by contrast invited in the invaders and paid them to come and colonize them
Britain had to fight to conquer India. Canada by contrast invited in the invaders and paid them to come and colonize them
Frames immigration as an 'invasion' and colonization threat, comparing Canada unfavorably to Britain's historical conquest of India.
anthonyrinaldi1331 Jan 29, 2026
I feel sorry for Canada😢
I feel sorry for Canada😢
Expression of sympathy framed as concern for Canada's wellbeing, implying immigration as a threat.
teddymiles1324 Jan 27, 2026
It's sickening to see all those demonic disgusting idols all over Canada and USA
It's sickening to see all those demonic disgusting idols all over Canada and USA
Uses inflammatory language ('demonic disgusting') to express alarm about cultural/religious symbols, framing them as a threat or danger.
alexdesmond817 Jan 28, 2026
Trump is on some sort of Antichrist Rant , it seems as if he wants to reduce the population through death and destruction. Plan and Simple.and the ones around him seems to have sold themselves …
Trump is on some sort of Antichrist Rant , it seems as if he wants to reduce the population through death and destruction. Plan and Simple.and the ones around him seems to have sold themselves to the Devil. We are in Serious Trouble Here , the Leaders in Congress and the Supreme Court Needs to Wake Up before they Lose there Power and it’s too Late.
Expresses apocalyptic fear and existential threat framing, using religious/demonic language to convey alarm about leadership.
@mikebrown2210 Mar 4, 2025
Just a tiny glimpse at how bad it is, crimes across the board way up, B.C wants a state of emergency called because of all the extortion and shootings. Liberals destroyed Canada.
Just a tiny glimpse at how bad it is, crimes across the board way up, B.C wants a state of emergency called because of all the extortion and shootings. Liberals destroyed Canada.
Comment expresses security concerns about rising crime while blaming government policy, emphasizing danger and threat.
wafflegoat2081 Jan 29, 2026
America helped the Free World in WWII...\nIt s time for the Free world to save America from fascism !!!\nThe mission of Trump that Putin ordered : blow up the Free World and democracies from inside …
America helped the Free World in WWII...\nIt s time for the Free world to save America from fascism !!!\nThe mission of Trump that Putin ordered : blow up the Free World and democracies from inside !\nTrump wont succeed!!!\nThats our promise !!
Expresses alarm about fascism and democracy under threat, frames Trump as a danger ordered by Putin to destabilize democracies.
@yoannmolina564 Mar 4, 2025
Will end up by gangs chasing police
Will end up by gangs chasing police
Predicts escalating gang violence and public safety breakdown as a consequence of immigration policy.
AnotherReincarnation_No84 Feb 18, 2026
Basically every developed country is dealing with this problem of infinite third worldlers coming in
Basically every developed country is dealing with this problem of infinite third worldlers coming in
Frames immigration as a widespread 'problem' with dehumanizing language ('third worldlers'), expressing demographic anxiety.
jeff35741 Jan 27, 2026
Even homeless shelters are cleaner than that house..hotel.. hostel like situation..
Even homeless shelters are cleaner than that house..hotel.. hostel like situation..
Expresses concern about housing/living conditions being worse than homeless shelters, implying alarm about deteriorating standards.
stellardreams_081 Jan 27, 2026
Be grateful they are Sikhs and not Muslim s
Be grateful they are Sikhs and not Muslim s
Commenter expresses relief that immigrants are Sikhs rather than Muslims, revealing religious-based security anxiety.
saulmc8920 Jan 27, 2026
it certainly makes sense if he wants to divide his entire country, create civil unrest, have the American people start fighting amongst themselves, introduced martial law, suspend voting, take over as a dictator/emperor/King. Call it …
it certainly makes sense if he wants to divide his entire country, create civil unrest, have the American people start fighting amongst themselves, introduced martial law, suspend voting, take over as a dictator/emperor/King. Call it what you want he wants to be untouchable and have complete control
Expresses alarm about authoritarian takeover, civil unrest, and dictatorial ambitions without evidence.
@johnmorrell Mar 4, 2025
Wow. I lived in Canada for two years (16 years ago) and loved it. So sad to see the invasion. The politicians there are worse than the ones we have here in the states.
Wow. I lived in Canada for two years (16 years ago) and loved it. So sad to see the invasion. The politicians there are worse than the ones we have here in the states.
Personal experience combined with alarmist language ('invasion') and comparative critique of Canadian vs. American political leadership.
JamesRoosa-zv2rj Mar 1, 2026
Canada is cooked
Canada is cooked
Expresses existential concern about Canada's future state, implying immigration-related decline or collapse.
MinhoTv03 Jan 29, 2026
Hope they cant all vote!
Hope they cant all vote!
Expresses concern about immigrant voting rights, implying demographic threat and suggesting exclusionary action.
cpas878 Jan 29, 2026
I live near Montreal and there are a lot of indians like everywhere in Montreal like if it's a free for all
I live near Montreal and there are a lot of indians like everywhere in Montreal like if it's a free for all
User expresses demographic anxiety about Indian immigration concentration in Montreal, framing it as excessive or uncontrolled.
Butterfish126 Jan 27, 2026
The difference between the reality show Putin clown and Trudeau is so stark. I'm not sure how to handle four years of this.
The difference between the reality show Putin clown and Trudeau is so stark. I'm not sure how to handle four years of this.
Expresses anxiety about managing four years under a leader compared unfavorably to Trudeau, combining identity/values contrast with existential concern.
@followsuittrading Mar 4, 2025
The EU has this new enlightened plan to open borders to Indian 'talent' as they say. We all know what happened after the previous plans of importing all those docters and engineers 🙄 As a …
The EU has this new enlightened plan to open borders to Indian 'talent' as they say. We all know what happened after the previous plans of importing all those docters and engineers 🙄 As a EU citizen, does anyone have any ideas on how to seek asylum in a actual functional country? Given the state of things, probably what the media considers a 3rd world nation. Open to any suggestions.
The comment expresses demographic anxiety about immigration policy, uses vague insinuation about negative outcomes, and compares EU to other nations.
sabine6534 Jan 27, 2026
One more great day for Putin!
One more great day for Putin!
Expresses geopolitical anxiety by framing the situation as benefiting an adversary (Putin), invoking security threat narrative.
@JoseLuisHenriques-op9pn Mar 4, 2025
In my mind, the best case scenario is that trump and his regime are lacking the ability to think long term strategically. The worst case scenario is that they are throwing grenades at the status …
In my mind, the best case scenario is that trump and his regime are lacking the ability to think long term strategically. The worst case scenario is that they are throwing grenades at the status quo, to create fake reasons to allow for expansion of US territory and make space for china and russia to do the same.
Expresses anxiety about worst-case scenarios involving territorial expansion and geopolitical destabilization, framed as potential threats.
@LoudLin86 Mar 4, 2025
That is why Trump’s ICE is removing hundreds of thousands of illegal criminal aliens out of the US that are on Interpol’s Red list. (homicide, sex offences, crimes against children, drug offences, etc, etc)
That is why Trump’s ICE is removing hundreds of thousands of illegal criminal aliens out of the US that are on Interpol’s Red list. (homicide, sex offences, crimes against children, drug offences, etc, etc)
References removal of 'criminal aliens' and lists serious crimes, framing immigration as a security threat while comparing to US policy.
salmostorage7752 Feb 18, 2026
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Top Channels by Discourse Type

Which YouTube channels attract each type of discourse
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)