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
Holy fuck, this is out of control
Holy fuck, this is out of control
Expresses alarm and concern about immigration situation being 'out of control' without specific policy critique or evidence.
Fear / Threat
0.85
lcdregjlandry8528
Oct 1, 2025
Indians will ruin your country. There is a reason why they have an exploding population and their govt encourages emigration. They want money from abroad by all means, even by scamming elderly westerners. That is …
Indians will ruin your country. There is a reason why they have an exploding population and their govt encourages emigration. They want money from abroad by all means, even by scamming elderly westerners. That is how they maintain gdp growth
Expresses demographic anxiety and threat perception toward Indians, with unsubstantiated claims about scamming and population control.
nh019
Oct 1, 2025
can we get a fcking break from india? for at least 5 years? i feel the country would heal in that time
can we get a fcking break from india? for at least 5 years? i feel the country would heal in that time
Expresses demographic anxiety and calls for a moratorium on Indian immigration, framing it as necessary for national healing.
patrickqmo
Sep 30, 2025
Canada has been entirely ruined because of them.
Canada has been entirely ruined because of them.
Expresses alarmist claim that Canada has been 'ruined' due to immigration, framing it as an existential threat.
AKurdP
Oct 1, 2025
these students and foreign workers are eating Canada like termites from inside. leaving it hollow and hopeless. Canadians are dumb for not standing up for themselves.
these students and foreign workers are eating Canada like termites from inside. leaving it hollow and hopeless. Canadians are dumb for not standing up for themselves.
Metaphor of destructive consumption ('termites') expressing existential threat from foreign workers and students, combined with criticism of Canadian passivity.
ashk5488
Sep 30, 2025
If they are coming from India and they, the Canadian government, know most of them are non-compliant, place those tracking ankle bracelets on those Indian foreign nationals, track every single one of them down, and …
If they are coming from India and they, the Canadian government, know most of them are non-compliant, place those tracking ankle bracelets on those Indian foreign nationals, track every single one of them down, and deport them. They don't belong here.
Expresses security/compliance concerns and proposes surveillance/deportation, combined with exclusionary framing of who belongs.
hi56353y
Oct 1, 2025
Daman trump will finis everything, very bad
Daman trump will finis everything, very bad
Expresses alarm about Trump's potential negative impact, framed as existential threat.
Fear / Threat
0.85
@sanchalimbu1950
Mar 4, 2025
The whole country is now flooded with India 🇮🇳 yet no one is calling this out. We’ve been invaded by millions of Indians yet no one sees this as a national travesty
The whole country is now flooded with India 🇮🇳 yet no one is calling this out. We’ve been invaded by millions of Indians yet no one sees this as a national travesty
Uses alarmist language ('flooded,' 'invaded,' 'national travesty') to express demographic anxiety and threat perception.
boratlion8613
Sep 29, 2025
Canada is ruined now. And our new Prime Minister will make it much worse quickly. He already has claimed Canada stands behind 2 states. One created to go to the palastinians. There is no such …
Canada is ruined now. And our new Prime Minister will make it much worse quickly. He already has claimed Canada stands behind 2 states. One created to go to the palastinians. There is no such thing as a palastinian. It is not a land nor a nationality. They are killer muslims raised to hate the jews.
I will retire soon, wealthy. I'm moving to the usa because I believe Canada will get worse. I believe the people from India have destroyed Canada as they have destroyed India. I would live with Mexicans ANYDAY over them! We need a Trump clone to get rid of them all. All they have done is made us racist because of how they live and how they treat us. Marc C is not going to do anything but make it way worse.
Expresses demographic anxiety and existential threat about Canada's future, combined with ethnic stereotyping and a personal narrative of planned departure.
ljbssbjl9274
Sep 29, 2025
A silent invasion, facilitated by stupid bureaucrats who think their kids will have a job in the future!
A silent invasion, facilitated by stupid bureaucrats who think their kids will have a job in the future!
Uses alarmist language ('silent invasion') to express demographic and security anxiety about immigration and future job prospects.
leoelectric4123
Sep 29, 2025
At this point we need to follow trumps footsteps to save Canada, some people might not agree with but I’d rather not let this country turn to India or some type of Muslim caliphate
At this point we need to follow trumps footsteps to save Canada, some people might not agree with but I’d rather not let this country turn to India or some type of Muslim caliphate
Expresses demographic anxiety and existential threat ('turn to India or Muslim caliphate') while calling for restrictive immigration policies modeled on Trump.
shambles416
Sep 28, 2025
its not a storm its tsunami
its not a storm its tsunami
Expresses escalating alarm by comparing a situation to a tsunami, emphasizing severity and danger.
Fear / Threat
0.85
@jearylabelle4478
Mar 4, 2025
The thing that concerns me about Westerners is their lack of global awareness. You let people in with vines-like culture and when the vines choke the indigenous plants, you begin to complain.
The thing that concerns me about Westerners is their lack of global awareness. You let people in with vines-like culture and when the vines choke the indigenous plants, you begin to complain.
Uses metaphorical language ('vines choke indigenous plants') to express concern that immigrant cultures will displace or harm the host society.
b.3940
Sep 23, 2025
This a human plague.!!! They are infecting the whole world.
This a human plague.!!! They are infecting the whole world.
Uses alarmist language ('plague,' 'infecting') to express existential threat and demographic anxiety about a group.
maricelaaltamirano6967
Sep 22, 2025
USA got to the point when it has the worst president ever, he is very destructive , divided and dumb. He is breaking the best military force on the planet: Nato. The nightmare for Americans.
USA got to the point when it has the worst president ever, he is very destructive , divided and dumb. He is breaking the best military force on the planet: Nato. The nightmare for Americans.
Characterizes a political leader as destructive and dangerous, expressing alarm about institutional damage and national crisis.
@vr3ui-u7y
Mar 4, 2025
Canada is gone.
Canada is gone.
A brief alarmist statement expressing existential concern about Canada's future, implying demographic or cultural threat.
johnkrammer7193
Sep 27, 2025
Send them back before the country dies.
Send them back before the country dies.
Expresses existential threat to the country and implicitly calls for deportation, combining demographic anxiety with action-oriented language.
brendensangster3571
Sep 21, 2025
Indians stop turning west into India. Don’t do it.
Indians stop turning west into India. Don’t do it.
Expresses concern that Indian immigrants are transforming Western culture and identity, framing this as a demographic threat.
littleencounters
Sep 24, 2025
it’s a rat 🐀 infested area gross 🤮
it’s a rat 🐀 infested area
gross 🤮
Expresses disgust and alarm about the area's condition using dehumanizing language ('rat infested'), conveying threat and negativity.
Fear / Threat
0.85
neilcoleman3796
Sep 22, 2025
What about muslim invasion ? 🤐Don't speak, it's a racism🤔🤔
What about muslim invasion ?
🤐Don't speak, it's a racism🤔🤔
Raises 'Muslim invasion' concern while sarcastically noting that discussing it is labeled racist, expressing demographic anxiety.
departed6839
Feb 25, 2026
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)