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
You missed a chance, take a dip into the rivers and seas and you'll see one of their statues staring at you.
You missed a chance, take a dip into the rivers and seas and you'll see one of their statues staring at you.
Cryptic reference to alleged statues in water appears to reference unsubstantiated conspiracy claims about religious symbols or bodies.
IceFreaksD
Jan 27, 2026
Really wish we had a president instead of a Russian asset.
Really wish we had a president instead of a Russian asset.
Makes a specific factual claim about a political figure being a 'Russian asset' without evidence.
@annel1347
Mar 4, 2025
WEF lackey…
WEF lackey…
Asserts without evidence that the leader is a WEF (World Economic Forum) operative, a common conspiracy theory claim.
Unverified Claim
0.75
@randalllederman6346
Mar 4, 2025
The older Son was Ishmael not Isaac this fact was changed by evil man. To turn it around to his advantage.
The older Son was Ishmael not Isaac this fact was changed by evil man. To turn it around to his advantage.
Makes a specific historical/religious claim about biblical narrative alteration presented without evidence, suggesting conspiracy.
Unverified Claim
0.75
@ziaansari4309
Mar 4, 2025
Trump is here to facilitate downfall of the U.S. and rise of Israel as the next super power. I hope everyone lives long enough to see this and what it means to the world.
Trump is here to facilitate downfall of the U.S. and rise of Israel as the next super power. I hope everyone lives long enough to see this and what it means to the world.
Presents unsubstantiated conspiracy theory about Trump facilitating U.S. downfall and Israeli superpower rise without evidence.
@RatRizzler-j7q
Mar 4, 2025
Trump is a Russian asset and many of his circle put there to destroy our country and our Democracy
Trump is a Russian asset and many of his circle put there to destroy our country and our Democracy
Makes specific factual claims about Trump being a Russian asset and his circle being placed to destroy the country without evidence, combined with threat framing.
@olgabenavides2205
Mar 4, 2025
The intentional destruction a controlled decline began with Trudeau continues with Carney
The intentional destruction a controlled decline began with Trudeau continues with Carney
Makes unsubstantiated claim of intentional destruction and controlled decline by named officials.
phillip4742
Feb 17, 2026
Trump is Putin's girlfriend so he only wants to make Putin happy
Trump is Putin's girlfriend so he only wants to make Putin happy
Makes an unsubstantiated claim about Trump's relationship with Putin presented as fact without evidence.
Unverified Claim
0.75
@rickyblack3410
Mar 4, 2025
MOST INDIANS ARE SCAMMERS THEY HAVE SCAMMED STOLE ME 2800$ THEY MADE FAKE TRUCK DRIVING SCHOOL IN BRAMPTON AND STEAL MONEY FROM PEOPLE ,THE CANADIAN GOVERNMENT HAS SHUTDOWN SOME OF THESE FAKE INDIAN TRUCK DRIVING …
MOST INDIANS ARE SCAMMERS THEY HAVE SCAMMED STOLE ME 2800$ THEY MADE FAKE TRUCK DRIVING SCHOOL IN BRAMPTON AND STEAL MONEY FROM PEOPLE ,THE CANADIAN GOVERNMENT HAS SHUTDOWN SOME OF THESE FAKE INDIAN TRUCK DRIVING SCHOOL,BUT THESE SCHOOL DON'T GIVE BACK MONEY TO THE STUDENT,THEY ALSO DRIVE BAD TO SCAM AND STEAL MONEY FROM INSURANCE COMPAGNIES
Commenter makes sweeping generalizations about Indians as scammers, mixing personal anecdote with unsubstantiated claims about an entire group.
ibelongtojesus1292
Jan 27, 2026
Someone needs to ask the Trump regime why fentanal is on the list of multiple drugs that was sent to the Trump administration during his first term! Donold Trump and Elon Musk both need to …
Someone needs to ask the Trump regime why fentanal is on the list of multiple drugs that was sent to the Trump administration during his first term! Donold Trump and Elon Musk both need to be drug tested.
Makes specific factual claims about fentanyl being sent to Trump administration without evidence, and calls for drug testing as action.
@cujosmom
Mar 4, 2025
92% of black women did not vote for this chaos...This is terrible, so disheartening to even witness this. Out of pure greed, ego, and pride!
92% of black women did not vote for this chaos...This is terrible, so disheartening to even witness this. Out of pure greed, ego, and pride!
Presents a specific statistical claim (92% of Black women) without evidence, paired with moral judgment about the outcome.
@donettahuggins2635
Mar 4, 2025
See, what Trump really wants is not the one he is talking about. What Trump wants is the whole Canada to be USA.
See, what Trump really wants is not the one he is talking about. What Trump wants is the whole Canada to be USA.
Presents a specific factual claim about Trump's hidden agenda without evidence.
Unverified Claim
0.75
@civtegrar
Mar 4, 2025
Everything is within God's plan, not just NATO, but also the UN. We will witness a dramatic shift in the geopolitical arena, hold on tight folks as we move towards removing the sixth seal - …
Everything is within God's plan, not just NATO, but also the UN. We will witness a dramatic shift in the geopolitical arena, hold on tight folks as we move towards removing the sixth seal - All for the Glory of God.
Makes unsubstantiated claims about geopolitical events being part of divine plan and references apocalyptic religious predictions without evidence.
Unverified Claim
0.75
@EdwinDelPilar-o4n
Mar 4, 2025
Chuck Zito, the former head of Hells Angels thinks his longtime friend, Donald Trump is greatest president America ever had. He attended Trump's court hearing. To stop drug trafficking, you have to investigate money laundering. …
Chuck Zito, the former head of Hells Angels thinks his longtime friend, Donald Trump is greatest president America ever had. He attended Trump's court hearing. To stop drug trafficking, you have to investigate money laundering. I'm not sure how committed Donald is to this important aspect of the war against fentanyl.
Presents unverified claim about Chuck Zito's views and Trump's commitment to fentanyl enforcement without evidence.
@victorthurse6027
Mar 4, 2025
I Got Sum Epiphany These Jeetz Are The Cartels Disposable Sikharios Fashitsho
I Got Sum Epiphany These Jeetz Are The Cartels Disposable Sikharios Fashitsho
Makes a conspiratorial claim linking immigrants to cartels and criminal activity without evidence.
DumpLingloツ
Jan 27, 2026
Trudeau is speaking pro chiniese language.
Trudeau is speaking pro chiniese language.
Makes an unsubstantiated claim that Trudeau speaks pro-Chinese language without providing evidence or context.
Unverified Claim
0.75
@Hindustani1008
Mar 4, 2025
sir this is disinformation sir...all those in video are pakistani sir...indian great people sir
sir this is disinformation sir...all those in video are pakistani sir...indian great people sir
Commenter claims the video contains false information about nationalities, though the accusation itself may be unsubstantiated.
bluntvaper69
Jan 27, 2026
I mean he’s certainly well spoken Im sure we all can agree but factual….not so much. People do your research on Chinese Triad gang members buying up real estate in Vancouver to launder money from …
I mean he’s certainly well spoken Im sure we all can agree but factual….not so much. People do your research on Chinese Triad gang members buying up real estate in Vancouver to launder money from drug sales. There is no doubt a growing problem in Canada that is impacting the US. By the numbers Canada illegal border crossings and Fentanyl crossing volume might pale in comparison to Mexico but it’s important to note that it’s still a rising problem they’ve yet to fully understand. Look at how much of the Northern US border is unguarded compared to the southern border. This tariff war between the US and Canada is no doubt a problem but Canada is absolutely a part of the reason it exists. In the end please remember there’s always two sides to every story and mainstream media is anything but objective when it comes to how they cover them.
Presents specific factual claims about Chinese Triad money laundering, border crossings, and fentanyl volumes without evidence while critiquing media objectivity.
@Thecultureguy
Mar 4, 2025
Trump is nothing less than an employee of Putin.
Trump is nothing less than an employee of Putin.
An unsubstantiated factual claim that Trump is controlled by Putin, presented without evidence.
Unverified Claim
0.75
@amb8761
Mar 4, 2025
there is no evidence that Trump is smart......dont even concede that
there is no evidence that Trump is smart......dont even concede that
Makes a factual assertion ('no evidence that Trump is smart') presented without supporting evidence.
Unverified Claim
0.75
@DoyMartija
Mar 4, 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)