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
We need to get rid of the Muslims now before it's too late. I am a proud Canadian with Caribbean parents but this influx of Indians and Muslims who dont respect our ways, needs to …
We need to get rid of the Muslims now before it's too late. I am a proud Canadian with Caribbean parents but this influx of Indians and Muslims who dont respect our ways, needs to stop now!! Before we lose our country.
Calls for removal of specific religious/ethnic groups with urgent language ('before it's too late'), expressing demographic replacement anxiety and cultural threat.
dereklee3561
Aug 28, 2025
Have we been living in the fictional version of the world all this time while scamming, trafficking, killing and more is the real version? I fucking hope not. Would gladly gun down every single one …
Have we been living in the fictional version of the world all this time while scamming, trafficking, killing and more is the real version?
I fucking hope not. Would gladly gun down every single one of them if i had the man power and resoruces to do it
Expresses violent threat and extreme demographic anxiety framed as response to perceived societal corruption.
Fear / Threat
0.90
videosammy
Jan 27, 2026
Immigration make me sick!
Immigration make me sick!
Direct expression of visceral negative emotion toward immigration as a phenomenon, indicating anxiety or disgust.
Fear / Threat
0.90
ThisSimulationIsCooked
Jan 28, 2026
A FIRE storm is brewing! 🤬🤬🤬🤬🤬🤬
A FIRE storm is brewing! 🤬🤬🤬🤬🤬🤬
Expresses alarm and anger about an impending crisis or conflict brewing, using inflammatory language.
Fear / Threat
0.90
JohnNaturkach
Oct 1, 2025
Indians legally colonising country?!? Nice cry more poor illiterate people 🥺
Indians legally colonising country?!? Nice cry more poor illiterate people 🥺
Uses inflammatory language ('colonising') and dehumanizing stereotypes ('poor illiterate people') to express demographic anxiety and threat perception.
sambhavkumar7870
Jan 29, 2026
there should be a CAP per country! We are filling Canada with Indians and Arabs. Cultures so far removed western life. It should be only 20K limit a year PER country and I still think …
there should be a CAP per country! We are filling Canada with Indians and Arabs. Cultures so far removed western life. It should be only 20K limit a year PER country and I still think that's insanely high.
Expression of demographic anxiety and cultural threat perception, advocating restrictive immigration caps based on cultural incompatibility claims.
jessicawinslet684
Feb 17, 2026
Just get the muslims out and 99% of the problems will be solved!!
Just get the muslims out and 99% of the problems will be solved!!
Expresses xenophobic fear by targeting a religious group and claiming their removal would solve problems.
Sophia-j5n2t
Feb 14, 2026
Looser white indian replace the white population
Looser white indian replace the white population
Expresses demographic anxiety about population replacement, framing immigration as a threat to a specific ethnic group.
samyy3559
Jan 28, 2026
I live in Brampton born and raised and I also live in Florida BRAMPTON HAS GONE TO ABSOLUTE SHIT it’s all the fucking Indians THEY ARE NASTY RACIST PEOPLE AND THEY COMMIT SO MUCH FRAUD
I live in Brampton born and raised and I also live in Florida BRAMPTON HAS GONE TO ABSOLUTE SHIT it’s all the fucking Indians THEY ARE NASTY RACIST PEOPLE AND THEY COMMIT SO MUCH FRAUD
Personal narrative combined with alarmist claims about demographic change, stereotyping, and unsubstantiated accusations of fraud targeting a specific ethnic group.
Shensaw18
Jan 27, 2026
there mass populating every country taking over the world
there mass populating every country taking over the world
Expresses demographic anxiety and existential threat framed as mass population replacement.
makingchangeslifechanges4950
Jan 27, 2026
We Canadians are being ethnically replaced with Indians, Chinese, Arabs and Africans. We White Canadians are actually treated as second class citizens by law here (Lisikh Decision, IRCAs, Gladue Principle). Jeremy Mackenzie and Second Sons …
We Canadians are being ethnically replaced with Indians, Chinese, Arabs and Africans. We White Canadians are actually treated as second class citizens by law here (Lisikh Decision, IRCAs, Gladue Principle). Jeremy Mackenzie and Second Sons are the only answer.
Expresses demographic anxiety and perceived victimization, framing immigration as ethnic replacement and citing extremist references.
LegendofLovecraft-b7r
Jan 27, 2026
So terrible and unfortunate that we have to deal with these shit eating people.
So terrible and unfortunate that we have to deal with these shit eating people.
Dehumanizing language expressing hostility and disgust toward immigrants, framing them as a threat to social cohesion.
blaqswhodefy86
Jan 28, 2026
If not ww3 soon, we will probably snap out of this idiotic fantasy world where everyone is equal, and everyone got the same rights.. Migrants should earn the right to vote though 3 generations of …
If not ww3 soon, we will probably snap out of this idiotic fantasy world where everyone is equal, and everyone got the same rights..
Migrants should earn the right to vote though 3 generations of elimination.. so if anyone if the family fucks up, they all have to go, and only their grandchildren get to vote, this will ensure they had time to assimilate, it will also function as a softcore eugenics program.. that's my solution, if not that then the pyre is always an option.
I do not care for foreign interests, i do not care for our kind's suicidal empathic cult 😂
Expresses apocalyptic anxiety about societal collapse, proposes punitive multi-generational restrictions on migrants, and invokes violent imagery ('pyre').
goontheracoon
Jan 27, 2026
I don't want Canada become Mumbai😢
I don't want Canada become Mumbai😢
Expresses demographic anxiety about Canada becoming like Mumbai, framing immigration as a threat to national character.
uknownymouz
Jan 27, 2026
Bro, seriously keep these Middle East, South Americans, whatever, out. I'm over them and then dirtying our societies. They do not mix with western culture. Fuck out of here
Bro, seriously keep these Middle East, South Americans, whatever, out. I'm over them and then dirtying our societies. They do not mix with western culture. Fuck out of here
Expresses strong rejection of multiple immigrant groups, framing them as threats to 'western culture' and social cohesion.
BeyondEcho95
Jan 28, 2026
Taking over Canada 😡😡😡!!! GET OUT!
Taking over Canada 😡😡😡!!! GET OUT!
Expresses demographic takeover anxiety with hostile demand for immigrants to leave the country.
loveNpeaceALWAYS
Sep 21, 2025
At this point, I don't want them to be deported. I want to give them eternal sleep. Wake the f. up, people. Multiculturalism is not our strength; 40 cents per immigrant is all that's needed; …
At this point, I don't want them to be deported. I want to give them eternal sleep. Wake the f. up, people. Multiculturalism is not our strength; 40 cents per immigrant is all that's needed; provide them with some lead. Why do I even pay taxes? Imagine our grandfather who fought WW2 if they could see this... I really think that the wrong side won the war...
Expresses violent rhetoric, demographic anxiety about multiculturalism, and extreme alarmism framed as existential threat.
lonewanderer151
Jan 28, 2026
Send those repulsive people back to their shithole country
Send those repulsive people back to their shithole country
Dehumanizing language expressing hostility and calling for deportation based on xenophobic sentiment.
smithsecond8572
Jan 27, 2026
13:35 This just proves that they don't want to be Canadian. They just want to exploit the Canadian system and want to slowly take over the country by sheer numbers.
13:35 This just proves that they don't want to be Canadian. They just want to exploit the Canadian system and want to slowly take over the country by sheer numbers.
Expresses demographic anxiety and existential threat ('take over the country by sheer numbers') combined with accusations of system exploitation.
hangia
Sep 21, 2025
They’re invading the entire North America like ants
They’re invading the entire North America like ants
Expresses demographic anxiety and threat perception using dehumanizing language ('invading like ants') about immigrant populations.
ItsTheCostanza
Jan 27, 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)