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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Unverified Claim
3,221 comments
The "lost Canadian " citizenship program "replaces" the reductions to immigration.It's just a bait and switch , We will still see inceases .
The "lost Canadian " citizenship program "replaces" the reductions to immigration.It's just a bait and switch , We will still see inceases .
Makes specific factual claim about citizenship program replacing immigration reductions without evidence.
Naughtius_Maximus
Jan 14, 2026
Pretty soon immigrants will just need a pulse and boom they're making hundreds of thousands à year
Pretty soon immigrants will just need a pulse and boom they're making hundreds of thousands à year
Makes a specific, unsubstantiated claim about immigrants' future earning potential without evidence.
NeedParts-v9b
Jan 11, 2026
And it's not even multi-culturism, all those immigrants (500k per year), are from india...
And it's not even multi-culturism, all those immigrants (500k per year), are from india...
Makes a specific factual claim ('all those immigrants are from india') without evidence, presented as fact to support an identity-based argument.
Nico_Azul61343
Jan 6, 2026
Don't forget the 6 million truedumb snuck in
Don't forget the 6 million truedumb snuck in
Makes a specific numerical claim ('6 million') about undocumented immigrants without evidence, combined with alarmist framing.
KissMass-s4u
Jan 3, 2026
Lots of Indians I've met say "Kannada" not "Canada"
Lots of Indians I've met say "Kannada" not "Canada"
Presents an anecdotal claim about Indian immigrants' pronunciation without evidence, implying cultural othering.
projectplanner4u
Jan 4, 2026
Milton us slowly being taken over by Indians. One in municipal government they change rules to suit Indian interest. ie: open field at local park where kids played soccer close home to was changed to …
Milton us slowly being taken over by Indians. One in municipal government they change rules to suit Indian interest. ie: open field at local park where kids played soccer close home to was changed to Cricket field. No soccer allowed.
Presents specific unverified claims about Indian takeover of Milton and policy changes without evidence, combined with demographic anxiety.
eleanorcoleman21
Jan 3, 2026
Lies, lies, and more lies. Look around you. Canadians aren’t the ones working. Vast majority are people who have been here since Trudeau became prime minister. I’m not saying that Justin burned down the ship …
Lies, lies, and more lies. Look around you. Canadians aren’t the ones working. Vast majority are people who have been here since Trudeau became prime minister. I’m not saying that Justin burned down the ship but he definitely set it on fire 🔥 🔥 🔥
Makes unsubstantiated claims about employment patterns and immigrant demographics while expressing demographic anxiety and blaming political leadership.
kinja2008
Jan 1, 2026
I call bullshit....let's see the fake numbers.
I call bullshit....let's see the fake numbers.
Dismisses reported statistics as false without evidence, demanding proof of deportation numbers.
Unverified Claim
0.80
twoplanker72
Dec 30, 2025
The new scamnada population is 41 million? Wtf 😒
The new scamnada population is 41 million? Wtf 😒
Presents a specific population figure (41 million) as suspicious without evidence, implying demographic manipulation or fraud by government.
snowguy471
Jan 3, 2026
We don't want them for labour, we don't want them at all. They lie and lie and scam anything they can. Its basically an authoritarian regime. Criticize anything and they threaten you with losing your …
We don't want them for labour, we don't want them at all. They lie and lie and scam anything they can. Its basically an authoritarian regime. Criticize anything and they threaten you with losing your job or going to prison or freezing bank accounts.
Makes unsubstantiated claims about immigrants ('they lie and scam') and conflates immigration with authoritarian government overreach without evidence.
xiunaa
Dec 29, 2025
FREELOADERS, CON-MEN AND SCAMMERS....looking for a free ride on the white man's dime....
FREELOADERS, CON-MEN AND SCAMMERS....looking for a free ride on the white man's dime....
Sweeping negative stereotypes about immigrants as criminals and parasites, with racial undertones.
newlife956
Jan 27, 2026
I don’t believe these numbers. The Liberals are failing in the polls and desperate for voters. Canadian media hides the serious immigration problems in European countries. Many European countries are NOW they are taking serious …
I don’t believe these numbers. The Liberals are failing in the polls and desperate for voters. Canadian media hides the serious immigration problems in European countries. Many European countries are NOW they are taking serious steps to decrease and even stop immigration. Denmark a good example.
Makes unsubstantiated claims about government dishonesty and media censorship while comparing Canada unfavorably to European immigration policies.
rozannaedwro934
Dec 31, 2025
AFTER SUCCESSFULLY 🇮🇳 🕉 P💩💩PING OUTSIDE IN CANADA 🇨🇦 IT'S PART OF INDIAN CULTURE AND CANADA 🇨🇦 IS MULTICUTURAL 🇮🇳 🕉 NOW INDIAN 🇮🇳 🕉 ARE P💩💩PING OUTSIDE IN AUSTRALIA 🇦🇺 IS AUSTRALIA 🇦🇺 MULTICUTURAL???😂😂😂
AFTER SUCCESSFULLY 🇮🇳 🕉 P💩💩PING OUTSIDE IN CANADA 🇨🇦 IT'S PART OF INDIAN CULTURE AND CANADA 🇨🇦 IS MULTICUTURAL 🇮🇳 🕉 NOW INDIAN 🇮🇳 🕉 ARE P💩💩PING OUTSIDE IN AUSTRALIA 🇦🇺 IS AUSTRALIA 🇦🇺 MULTICUTURAL???😂😂😂
Inflammatory stereotyping using crude language and false cultural generalizations presented sarcastically across multiple countries.
shakeelkhan3119
Jan 27, 2026
How come you don't go to New York and check out the fraud in the Jewish community
How come you don't go to New York and check out the fraud in the Jewish community
Deflects from the video's topic by making an unsubstantiated accusation against another community, potentially spreading false claims.
elsaarauz2188
Jan 27, 2026
At 400 per week it will take 95 years to deport 2 million immigrants.
At 400 per week it will take 95 years to deport 2 million immigrants.
Presents a specific mathematical claim about deportation rates and timelines without evidence to support the assertion.
Unverified Claim
0.80
notfoolediknowthetruth3101
Dec 26, 2025
Crazy how well the brainwashing worked in our Canadian schools that over 50% of Canadians are voting for this and infinite inflation
Crazy how well the brainwashing worked in our Canadian schools that over 50% of Canadians are voting for this and infinite inflation
Makes unsubstantiated claims about 'brainwashing' in schools and links immigration to inflation without evidence.
An_Outdoor_lad
Jan 27, 2026
They can leave and come back through roxam Road Like all Haitians and Indians do Claim Asylum and never leave Plus they get FREEEEEEEEEEEEEEEEEE everything
They can leave and come back through roxam Road
Like all Haitians and Indians do
Claim Asylum and never leave
Plus they get FREEEEEEEEEEEEEEEEEE everything
Makes unsubstantiated claims about asylum seekers exploiting loopholes and receiving excessive benefits, combining demographic anxiety with false generalizations.
OmniFilm-dk8ox
Jan 19, 2026
18 thou out...50 thou in. 16 thou out...55 thou in...
18 thou out...50 thou in. 16 thou out...55 thou in...
Presents specific numerical claims about deportations versus arrivals without evidence, implying demographic threat.
howes1960
Dec 26, 2025
The biggest mistake of these Diploma Mill schools was that they allowed tuition refund which was grossly abused by these people from Punjab
The biggest mistake of these Diploma Mill schools was that they allowed tuition refund which was grossly abused by these people from Punjab
Makes a specific factual claim about diploma mill schools and tuition refund abuse without evidence, targeting a particular group.
nethbt
Dec 25, 2025
they know this is bullshit when they are importing millions and changing the laws to make it easier right?
they know this is bullshit when they are importing millions and changing the laws to make it easier right?
Makes unsubstantiated claims about mass immigration and law changes without evidence, framed as rhetorical accusation.
kkru9384
Dec 25, 2025
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)