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
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
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
Does everyone understand tha macdonald doesn't control US, it's putin who does, it's obvious in whose interest all of his actions are. So it's up to 340mln Americans to swallow be slaves of putin or …
Does everyone understand tha macdonald doesn't control US, it's putin who does, it's obvious in whose interest all of his actions are. So it's up to 340mln Americans to swallow be slaves of putin or protest until they can
Makes unsubstantiated claims about Putin controlling US leadership and calls for Americans to protest against alleged foreign control.
@yevgenychmykhun6661
Mar 4, 2025
Imagine if Hindus eat human poop 💩 we don't need sewer 😂😂 0:26
Imagine if Hindus eat human poop 💩 we don't need sewer 😂😂 0:26
Spreads a fabricated, offensive stereotype about Hindu practices disguised as crude humor to demean a religious group.
D45456
Jan 27, 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
Anyone who thinks this isn’t by design is stupid!
Anyone who thinks this isn’t by design is stupid!
Asserts unsubstantiated conspiracy theory about intentional policy design without evidence.
tamrahawkes3170
Feb 18, 2026
Donald does not care about Fentanyl and its victims. The only Thing He Cares about is to make Kanada the 51st s of the U.S.
Donald does not care about Fentanyl and its victims. The only Thing He Cares about is to make Kanada the 51st s of the U.S.
Makes unsubstantiated claims about Trump's motives (annexing Canada) presented as fact, combined with policy criticism.
@GerhardWinkler-n5x
Mar 4, 2025
His wide don't know English really
His wide don't know English really
Makes a specific factual claim about Trudeau's wife's English proficiency without evidence.
Unverified Claim
0.80
@LindoraFreeman
Mar 4, 2025
This is how liberals maintain power, as people wake up to corruption, bring in more immigrants whose citizenship and free money depends on bad policies
This is how liberals maintain power, as people wake up to corruption, bring in more immigrants whose citizenship and free money depends on bad policies
Makes an unsubstantiated conspiracy claim that liberals use immigration to maintain political power through dependent voters.
louisboland9149
Feb 17, 2026
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
Canadians need to realize the hatred and wake the hell up....the WEF/Liberals want you dead.
Canadians need to realize the hatred and wake the hell up....the WEF/Liberals want you dead.
Makes a specific conspiratorial claim (WEF/Liberals want Canadians dead) without evidence, framed as existential threat.
blessedcanuck
Sep 9, 2025
Why wallow in filth when you can travel to a better place and get free stuff you didn’t work for?
Why wallow in filth when you can travel to a better place and get free stuff you didn’t work for?
Makes a false claim about immigrants receiving 'free stuff' while expressing skepticism about immigration motivations.
iihellionii9742
Jan 28, 2026
When you let 800,000 ECONOMIC MIGRANTS enter Canada in 6 months its a recipe for disaster. There is no way EVERYONE was properly checked. Just look at the mess we have. Time to DEPORT
When you let 800,000 ECONOMIC MIGRANTS enter Canada in 6 months its a recipe for disaster. There is no way EVERYONE was properly checked. Just look at the mess we have. Time to DEPORT
Makes specific unverified factual claim about 800,000 economic migrants in 6 months without evidence, framed as security/vetting concern.
johnstiles1322
Sep 10, 2025
Donnie has the orders from Moscow.
Donnie has the orders from Moscow.
Makes a specific factual claim that Trump receives orders from Moscow without providing evidence.
Unverified Claim
0.80
@Dusan56
Mar 4, 2025
They know how to invade any country in the world without any war.
They know how to invade any country in the world without any war.
Makes an unsubstantiated conspiratorial claim about a group's coordinated infiltration strategy without evidence.
numiklaibarman6192
Jan 27, 2026
Indians are terriable drivers, one hit me last year and somehow had a lot of money to hire a lawyer to make 0% his fault.
Indians are terriable drivers, one hit me last year and somehow had a lot of money to hire a lawyer to make 0% his fault.
The comment makes a stereotypical, anecdotal claim about an ethnic group's driving ability and legal behavior, presenting unverified personal experience as evidence.
ramanpreciado2241
Jan 27, 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
Clown Trudeau's been colluding with China for years. He sold Canada out to Xi and CCP, and these Canadan dummies still support him and wonder why their country is in turd state and somehow blame …
Clown Trudeau's been colluding with China for years. He sold Canada out to Xi and CCP, and these Canadan dummies still support him and wonder why their country is in turd state and somehow blame Trump. ?
Makes specific factual claims about collusion with China and selling out to CCP without evidence, presented as established fact.
@kimuratakuya4118
Mar 4, 2025
Listen they act like they are starving or need assistance then they go back in their fancy cars and drive off after getting free food
Listen they act like they are starving or need assistance then they go back in their fancy cars and drive off after getting free food
Makes unsubstantiated claim that immigrants fraudulently obtain assistance while possessing wealth.
ancacox8886
Aug 25, 2025
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
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)