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
Get the fuck out of canada tyler... before you go missing you america trash idiot... your kind is not welcome here.. you american trash asshole.. fuck you fuck trump fuck america
Get the fuck out of canada tyler... before you go missing you america trash idiot... your kind is not welcome here.. you american trash asshole.. fuck you fuck trump fuck america
Hostile exclusionary message with implied danger ('go missing'), targeting Americans as unwelcome outsiders.
robertcorbin4491
Jan 27, 2026
Can't wait for trump to annex all of this country
Can't wait for trump to annex all of this country
Expresses anxiety about foreign political annexation of Canada, framing it as an existential threat.
DeanDenver
Jan 28, 2026
You should see what Edmontons Turing into it’s horrible I wish they just got deported or something
You should see what Edmontons Turing into it’s horrible I wish they just got deported or something
The commenter describes negative personal observations of Edmonton's transformation and expresses desire for deportation, combining lived experience with demographic anxiety.
Frizze_Fn
Jan 29, 2026
If were just barely scratching the tip of the iceberg of fraud in Minnesota and now Maine, I gotta wonder how much worse it is in Canada where they are completely unchecked.
If were just barely scratching the tip of the iceberg of fraud in Minnesota and now Maine, I gotta wonder how much worse it is in Canada where they are completely unchecked.
Expresses concern about fraud and lack of oversight in Canada, framing it as a systemic threat.
dizzymcfizzy
Jan 28, 2026
Its taking over everywhere now. The small northern cities too. Traffic is fucked and every store is managed by an Indian now. Even when I worked in gov the last 8 jobs were to foreign …
Its taking over everywhere now. The small northern cities too. Traffic is fucked and every store is managed by an Indian now. Even when I worked in gov the last 8 jobs were to foreign born.... No wonder everyone's leaving to go to the US
Expresses demographic anxiety about Indian immigration 'taking over,' combined with economic concerns about job displacement and quality-of-life decline.
itsanarchy6430
Jan 29, 2026
Don't bring your culture of littering trash all over the fucking place. Keep that shit in india.
Don't bring your culture of littering trash all over the fucking place. Keep that shit in india.
Expresses concern about cultural practices and environmental behavior, framing immigrants as a threat to local standards.
TheProfessordank
Jan 27, 2026
For God's sakes they worship an elephant lady....come on. Could you imagine if millions of Canadians went to India and started setting up our own churches, not following their laws, scamming and committing crimes ...could …
For God's sakes they worship an elephant lady....come on. Could you imagine if millions of Canadians went to India and started setting up our own churches, not following their laws, scamming and committing crimes ...could you imagine. Our government is pathetic.😡😡😡
Expresses cultural threat anxiety through religious mockery, hypothetical scenarios of cultural takeover, and unsubstantiated claims about crimes and non-integration.
Crimesonneffix
Sep 19, 2025
come on guys....what's with the rhetorical nicety's....forget about the lowering of GDP, standards of living etc.....you didnt even mention how every hospital in Ontario is overwhelmed because of excessive un-scrutinized immigration....people on gurneys in ER …
come on guys....what's with the rhetorical nicety's....forget about the lowering of GDP, standards of living etc.....you didnt even mention how every hospital in Ontario is overwhelmed because of excessive un-scrutinized immigration....people on gurneys in ER aisle waiting to be seen...people need to say enough is enough
Expresses alarm about hospital overwhelm and system breakdown due to immigration, combining economic concerns with anxiety about societal collapse.
jerryniagara3501
Feb 17, 2026
Auckland, New Zealand. My home town. Totally attacked by the Indians. Some of the previously precious suburbans of Auckland are now called Little India. Rubbish everywhere, beyond reality. Aucklanders are moving away, losing money on …
Auckland, New Zealand. My home town. Totally attacked by the Indians. Some of the previously precious suburbans of Auckland are now called Little India. Rubbish everywhere, beyond reality. Aucklanders are moving away, losing money on their mortgages. It's shocking! Stop immigration !!!!
Compares New Zealand to Canada, expresses demographic anxiety about Indian immigration causing neighborhood decline and property loss, calls for immigration restrictions.
SebastianCoen
Jan 29, 2026
I am proudly a Canadian. Watched my entire town I grew up in turn into india. They now have to shut down the lake due to fecal matter.
I am proudly a Canadian. Watched my entire town I grew up in turn into india. They now have to shut down the lake due to fecal matter.
Combines personal narrative about demographic change with alarmist framing about environmental/health concerns tied to immigration.
lilgustav5065
Jan 27, 2026
This is really starting the trade war with the whole world- one country at a time. Let us see where this will lead us.
This is really starting the trade war with the whole world- one country at a time. Let us see where this will lead us.
Expresses concern about escalating trade war and its uncertain consequences, conveying anxiety about economic and geopolitical threats.
Fear / Threat
0.82
@goswamivinod
Mar 4, 2025
What do you expect if the birth rate among white women is so low? What do you complain about? White guys want to have AT LEAST 3 children per family just to replace themselves and …
What do you expect if the birth rate among white women is so low? What do you complain about? White guys want to have AT LEAST 3 children per family just to replace themselves and create one new member of society.
Expression of demographic anxiety framed as a rhetorical question about birth rates and population replacement concerns.
kstar_ca
Sep 20, 2025
they need to get the fuck out of our country the worse part of the timmies workers is they all claim good enough to work good enough to stay but they arnt good enough, most …
they need to get the fuck out of our country the worse part of the timmies workers is they all claim good enough to work good enough to stay but they arnt good enough, most people who worked at timmies before were teenagers and i always got my order right now these fucking idiots work there and cant make a bagel and coffee how fucking hard is it the fucking place is a coffee place and no one there can make a fucking coffee i have gone back and just thrown my order at them and left (you can think thats disrespectful but they are fucking up a job children do then argue with you when you try take it back). Youth unemployment is at a record high in ontario because these places will not hire white people. they think we are all below them in our country (yes i am native so before you fucking cry about white people talking canada STFU) they get more then people of our native homeland
Expresses anger about job displacement, poor service quality, and claims of discriminatory hiring against white/Indigenous Canadians, framed as a demographic and economic threat.
dylanwoodcock7425
Jan 27, 2026
They will make a Khalistan out of Canada
They will make a Khalistan out of Canada
Expresses alarmist concern about demographic transformation and separatism, invoking a conspiracy-adjacent threat narrative.
XeonBlu
Feb 7, 2026
These invasions all happen from the open border
These invasions all happen from the open border
Frames immigration as an 'invasion' caused by open border policy, expressing security and demographic anxiety.
Zokes-w6n
Feb 28, 2026
Trumps another Hitler.
Trumps another Hitler.
Compares Trump to Hitler, invoking historical threat/danger framing.
Fear / Threat
0.82
@canadian4life195
Mar 4, 2025
It's sad we have such a incompetent bully as our president. Trump and his cronies are going to destroy our country.?\n\nHey MAGA don't cry when you can't afford basic items!!
It's sad we have such a incompetent bully as our president. Trump and his cronies are going to destroy our country.?\n\nHey MAGA don't cry when you can't afford basic items!!
Expresses anxiety about economic harm ('can't afford basic items') and existential threat ('destroy our country') framed through political opposition.
@maryvasquez5071
Mar 4, 2025
America has fallen to fascism. There’s nothing Americas allies can do when the USA is siding with Russia.
America has fallen to fascism. There’s nothing Americas allies can do when the USA is siding with Russia.
Expresses alarm about US political direction and geopolitical threat, comparing Canada's position relative to American fascism and Russian alignment.
@quietowl1246
Mar 4, 2025
Ya they done fucked that country up. It's time for them to fuck America the rest of the way up.
Ya they done fucked that country up. It's time for them to fuck America the rest of the way up.
Expresses alarm about immigration's negative impact on countries, framing it as destructive threat.
roytaylor6519
Jan 27, 2026
This country is gone down the drain No matter what they do it's a disaster created by Liberals I know I am leaving Canada forever
This country is gone down the drain
No matter what they do it's a disaster created by Liberals
I know I am leaving Canada forever
Expresses catastrophic framing of Canada's decline and personal exit, combining alarmism with partisan blame and national identity concerns.
brianborhanian9599
Apr 14, 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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