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
Search & Filter
Comparative
2,420 comments
USA is the biggest enemy to the rest of the world. They are literally Russia
USA is the biggest enemy to the rest of the world. They are literally Russia
Compares USA unfavorably to Russia and frames it as a threat to the world, combining comparative ranking with threat rhetoric.
@N8Dogg7
Mar 4, 2025
The world sees America as an embarrassment and they prove us right everyday. Go buy your oil from Venezuela now
The world sees America as an embarrassment and they prove us right everyday. Go buy your oil from Venezuela now
Compares America unfavorably to other nations and expresses national embarrassment, framing the US negatively in global context.
@Lf20394
Mar 4, 2025
Acum vorbesc in limba mea și cunosc și vorbesc cursiv 4limbi,sa știți domnule prim ministru al Canadei că Romania a făcut alaturi de primul ministru al Spaniei Pedro Sanchez același lucru 25 la sută taxe …
Acum vorbesc in limba mea și cunosc și vorbesc cursiv 4limbi,sa știți domnule prim ministru al Canadei că Romania a făcut alaturi de primul ministru al Spaniei Pedro Sanchez același lucru 25 la sută taxe din importul din USA.Noi europeni la momentul acesta suntem fff uniți!
Comment compares Canada's tariff response to similar European actions, asserting European unity and positioning Canada within international context.
@adrianpotarniche4754
Mar 4, 2025
Every action - equal reaction! Know how it feels when you and the other poodles started the circus clown diplomacy with India! Exactly the same way relations plummeted with India
Every action - equal reaction! Know how it feels when you and the other poodles started the circus clown diplomacy with India! Exactly the same way relations plummeted with India
References Canada's past diplomatic failures with India as a parallel to current US-Canada tensions, using comparative framing.
@bambu3954
Mar 4, 2025
As an American speaking, it's crazy that if you were to go to their country, you are permitted to adjust and assimilate the culture, but they come to other countries and turn a whole town …
As an American speaking, it's crazy that if you were to go to their country, you are permitted to adjust and assimilate the culture, but they come to other countries and turn a whole town into an assimilation of their country make it make sense. Loved how the Indian lady summed it up because immigrants are different
Compares Canada to other countries regarding cultural assimilation expectations and immigrant behavior.
sharelleturner7279
Feb 7, 2026
Imperial nations invade other regions. Capitalist west destabilizes nations on a regular basis world wide then dudes like Tyler make videos of losing their Western traditions hahahahahaha victim card is crazy
Imperial nations invade other regions. Capitalist west destabilizes nations on a regular basis world wide then dudes like Tyler make videos of losing their Western traditions hahahahahaha victim card is crazy
Compares Western imperial/capitalist actions to immigration criticism, using sarcasm to frame Western complaints as hypocritical.
ViviannaPlatinum
Feb 7, 2026
Miss you joe and kamala they were not perfect but they did not f..k the Americans people like trump ask people if they invested in the stock market who they would rather have
Miss you joe and kamala they were not perfect but they did not f..k the Americans people like trump ask people if they invested in the stock market who they would rather have
Compares Trump unfavorably to Biden/Harris, invoking personal investment experience as evidence.
@markphillips8097
Mar 4, 2025
в Москве их тоже очень много
в Москве их тоже очень много
Comment compares immigration presence in Canada to Moscow, using a comparative framing approach.
Comparative
0.75
yyyyyqw
Feb 8, 2026
Ayy they treated you a thousand times better than than the 🧃 did. Gotta give em that
Ayy they treated you a thousand times better than than the 🧃 did. Gotta give em that
Compares Canada's treatment of immigrants favorably to another country (implied), with a tone of acknowledgment.
jjmonahan1723
Feb 26, 2026
what a clear articulate speech what a speaker no lies no bullying no dictating. The American people were duped in their voting and now they will suffer.
what a clear articulate speech what a speaker no lies no bullying no dictating. The American people were duped in their voting and now they will suffer.
Compares Canadian and American leadership/decision-making, with moral judgment about consequences of voting choices.
@joanlynch2339
Mar 4, 2025
i ve never liked trudeau.. but comparing with trump hes a good leader??
i ve never liked trudeau.. but comparing with trump hes a good leader??
Compares Trudeau favorably to Trump while expressing personal ambivalence about Trudeau.
@37-GARLIC
Mar 4, 2025
Come to aud and nz they are everywhere
Come to aud and nz they are everywhere
Compares immigration presence in Canada to Australia and New Zealand, suggesting similar demographic patterns across nations.
BrockUhrhane
Feb 9, 2026
So happy America force Canada to swallow this bitter pill. Remember this: to be America's enemy is danger. To be America's allies is fatal?
So happy America force Canada to swallow this bitter pill. Remember this: to be America's enemy is danger. To be America's allies is fatal?
Compares Canada-US relations using a quote about geopolitical power dynamics, framing US influence as threatening.
@BlackblueCherry-j4y
Mar 4, 2025
We'll be fine Canucks. Yall better buckle up. ? ??
We'll be fine Canucks. Yall better buckle up. ? ??
Addresses Canadians directly and implies Canada faces challenges compared to the US, using comparative national framing.
Comparative
0.75
@BobbyBigallo
Mar 4, 2025
Same thing happening in Australia. And the driving 🤦♀️😂 I had a lady slam her brakes on in the middle of a busy road, and just stop. I was beside her at the stop lights …
Same thing happening in Australia.
And the driving 🤦♀️😂 I had a lady slam her brakes on in the middle of a busy road, and just stop. I was beside her at the stop lights and asked her what she was doing as she nearly caused an accident.. she said, “you drive your way and I’ll drive my way”.. I tried to highlight the road rules in this country and she started to abuse me 😂
Compares Canada's immigration situation to Australia and includes an anecdotal story about a driving incident presented as representative evidence.
Mim795
Jan 27, 2026
Fun fact. Anglos occupied India for 200 years, taught everyone English and built 28,000 churches.
Fun fact. Anglos occupied India for 200 years, taught everyone English and built 28,000 churches.
Historical comparison of British colonialism in India, framing it as cultural/linguistic contribution with questionable accuracy.
OscarStigen
Feb 21, 2026
it's just like how the zionists will call you an antisemite for criticizing Israel
it's just like how the zionists will call you an antisemite for criticizing Israel
Draws analogy between immigration criticism and Israel criticism, using comparative framing with questionable equivalence.
CameronThompson-o8u
Feb 26, 2026
Hey Justin, Donald Trump is NOT a smart guy. Don't be so nice. Trump sucks.
Hey Justin, Donald Trump is NOT a smart guy. Don't be so nice. Trump sucks.
Compares Trump unfavorably to Trudeau while making a moral judgment about leadership quality.
@Tubevictim
Mar 4, 2025
*Curiously, asian and hindi people come to the U.S. with permits to work or residency.. and we don't know about an arrest of any of them by ICE.*
*Curiously, asian and hindi people come to the U.S. with permits to work or residency.. and we don't know about an arrest of any of them by ICE.*
Compares immigration enforcement between the U.S. and Canada while making unverified claims about arrest patterns.
dezperadotx
Feb 25, 2026
The rest of Canada should follow Quebec.
The rest of Canada should follow Quebec.
References Quebec's immigration approach as a model for other provinces, comparing regional policies.
marckblay5941
Nov 24, 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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)