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
Fear / Threat
3,873 comments
I’m an American. Why???? Every day is miserable here.
I’m an American. Why???? Every day is miserable here.
First-person expression of daily misery and distress about living conditions in America.
@laurenpwme2296
Mar 4, 2025
Trump is burning the house down to test if that would warm the house faster. The man is a total imbecile living on a golden toilet with a phone that puts him in a bubble …
Trump is burning the house down to test if that would warm the house faster. The man is a total imbecile living on a golden toilet with a phone that puts him in a bubble surrounded by psychopaths, cultists and wanna-be oligarchs beholden to a KGB agent specialised since the '70ties to manipulate gullible foreign business men. \n\nThere exist no scenario in which this will end well before the 4 years run out, he will destroy the western world though either is own greed&ego fuelled stupidity, his blinded with white power hate cultists or the wanna be oligarchs. STOP THIS NOW AMERICANS WHILE YOU STILL CAN AND WHILE YOU STILL HAVE A COUNTRY AND NEIGHBOURS THAT RESPECT YOU.
Expresses apocalyptic warnings about Trump destroying the Western world, culminating in urgent calls for Americans to stop him.
@arnovriends5873
Mar 4, 2025
Fentanyl has being coming into the US through Canada and the Mexican border. Young Americans are paying the price by becoming addicted and dying. Why don't you talk about that Mr. Prime minister ???
Fentanyl has being coming into the US through Canada and the Mexican border. Young Americans are paying the price by becoming addicted and dying. Why don't you talk about that Mr. Prime minister ???
Expresses concern about fentanyl trafficking and deaths, framing Canada as a source of danger to Americans.
@MrUnix-cu9yy
Mar 4, 2025
The trade war is on indeed! Buckle up everyone. Stock up on food, water, and essential supplies. Keep enough cash in your possession, keep enough cash in your possession, and best of all, PRAY. This …
The trade war is on indeed! Buckle up everyone. Stock up on food, water, and essential supplies. Keep enough cash in your possession, keep enough cash in your possession, and best of all, PRAY. This is a war between ideologies, and WE, The People, are right in the middle of it.
Expresses alarm about trade conflict as ideological war, urging preparatory action based on existential threat framing.
@joparks2509
Mar 4, 2025
Its taking over everywhere now. The small northern cities too. Traffic is fucked and every store is managed by an Indian now. Even when I worked in gov the last 8 jobs were to foreign …
Its taking over everywhere now. The small northern cities too. Traffic is fucked and every store is managed by an Indian now. Even when I worked in gov the last 8 jobs were to foreign born.... No wonder everyone's leaving to go to the US
Expresses demographic anxiety about Indian immigration 'taking over,' combined with economic concerns about job displacement and quality-of-life decline.
itsanarchy6430
Jan 29, 2026
Ya they done fucked that country up. It's time for them to fuck America the rest of the way up.
Ya they done fucked that country up. It's time for them to fuck America the rest of the way up.
Expresses alarm about immigration's negative impact on countries, framing it as destructive threat.
roytaylor6519
Jan 27, 2026
I am proudly a Canadian. Watched my entire town I grew up in turn into india. They now have to shut down the lake due to fecal matter.
I am proudly a Canadian. Watched my entire town I grew up in turn into india. They now have to shut down the lake due to fecal matter.
Combines personal narrative about demographic change with alarmist framing about environmental/health concerns tied to immigration.
lilgustav5065
Jan 27, 2026
I’m appalled!!!!! what’s wrong with y’all? he’s mimicking Russia..!!!!!! Russia went after Ukraine Trump‘s going after Canada talking about making it into state trying to rob them all their minerals.!!! I can’t believe y’all that …
I’m appalled!!!!! what’s wrong with y’all? he’s mimicking Russia..!!!!!! Russia went after Ukraine Trump‘s going after Canada talking about making it into state trying to rob them all their minerals.!!! I can’t believe y’all that gullible you can’t see this. What the fuck 20:13
Expresses alarm about Trump mimicking Russian aggression and threatening Canadian sovereignty and resources, with comparative reference to Ukraine.
@Wolfgang11-e2o
Mar 4, 2025
Superb speech. And a clear casus belli for Trump. If the US economy is down significantly, he'll blame Canada, arguing that you've put unfair tariffs on the US with the specific purpose of hurting them …
Superb speech. And a clear casus belli for Trump. If the US economy is down significantly, he'll blame Canada, arguing that you've put unfair tariffs on the US with the specific purpose of hurting them (which is undeniable!) and it's Anschluss time, baby. Never underestimate how crazy he is.
Expresses alarm about Trump's unpredictability and warns of potential military conflict ('Anschluss') as a threat.
Mar 4, 2025
they need to get the fuck out of our country the worse part of the timmies workers is they all claim good enough to work good enough to stay but they arnt good enough, most …
they need to get the fuck out of our country the worse part of the timmies workers is they all claim good enough to work good enough to stay but they arnt good enough, most people who worked at timmies before were teenagers and i always got my order right now these fucking idiots work there and cant make a bagel and coffee how fucking hard is it the fucking place is a coffee place and no one there can make a fucking coffee i have gone back and just thrown my order at them and left (you can think thats disrespectful but they are fucking up a job children do then argue with you when you try take it back). Youth unemployment is at a record high in ontario because these places will not hire white people. they think we are all below them in our country (yes i am native so before you fucking cry about white people talking canada STFU) they get more then people of our native homeland
Expresses anger about job displacement, poor service quality, and claims of discriminatory hiring against white/Indigenous Canadians, framed as a demographic and economic threat.
dylanwoodcock7425
Jan 27, 2026
This trump dickweed is out of control, creating a authoritarian attitude and hes slowly tearing shit apart so we as citizens, have no choices, no education...anybody else feeling hopeless and helpless. This is beyond sick. …
This trump dickweed is out of control, creating a authoritarian attitude and hes slowly tearing shit apart so we as citizens, have no choices, no education...anybody else feeling hopeless and helpless. This is beyond sick. Trudeau and Canada, hes a dumb guy. He is. I'm so sorry to the Candians, Mexico, and Ukraine. This idiot has no loyalty to anyone.
Expresses alarm about authoritarian threats, loss of freedoms, and hopelessness while criticizing Trump's leadership and expressing sympathy for affected nations.
@Crys-d1k
Mar 4, 2025
This is the beginning of what they are doing to America and what they've already done to Europe, wake up Canada
This is the beginning of what they are doing to America and what they've already done to Europe, wake up Canada
Expresses alarmist concern about immigration as a threat to Canada by comparing it to perceived negative outcomes in America and Europe.
the.koochmeister
Jan 27, 2026
Not my government. It's a coup. They are letting the swamp in and dismantling government and our rights, inch by inch. This is what the cult 47 have voted for. To be aligned with Russia …
Not my government. It's a coup. They are letting the swamp in and dismantling government and our rights, inch by inch. This is what the cult 47 have voted for. To be aligned with Russia is atrocious! I'm not a rich white guy, so I will always be looking over my shoulder. Who will be left to stand up for you when they come? Oh, and I love you Canada! I wish my grandparents would've stayed there after marriage instead of moving back to the Ultra Swamp (US).
Combines conspiracy-tinged policy critique with expressions of fear about government dismantling rights and personal vulnerability, framed as identity-based concern.
@kiml1159
Mar 4, 2025
Canadians! Arm yourselves now! This administration is capable of absolutely everything. And if Vance takes over, he’s even more dangerous than Trump.
Canadians! Arm yourselves now! This administration is capable of absolutely everything. And if Vance takes over, he’s even more dangerous than Trump.
Expresses alarm about government danger and calls for armed self-defense, representing security threat framing.
Matty06001
Jan 3, 2026
I am fearful for what Trump wants to do here. We should never be provoking our border countries. Seems like an act of war. Also, guaranteed we need to work on addiction issues in our …
I am fearful for what Trump wants to do here. We should never be provoking our border countries. Seems like an act of war. Also, guaranteed we need to work on addiction issues in our own country. Fentanyl doesn’t just come from borders. And I am sure Canada hasn’t enough crossing from their borders that is hurting us! F T rump!
Expresses fear about Trump's border policies, characterizes them as provocative and warlike, with security concerns.
@we3andtherv570
Mar 4, 2025
kinda need them to all go back home at some point
kinda need them to all go back home at some point
The comment expresses demographic anxiety by suggesting immigrants should leave, implying they are a threat to the nation.
thinncrispyy9570
Jan 29, 2026
This is really starting the trade war with the whole world- one country at a time. Let us see where this will lead us.
This is really starting the trade war with the whole world- one country at a time. Let us see where this will lead us.
Expresses concern about escalating trade war and its uncertain consequences, conveying anxiety about economic and geopolitical threats.
Fear / Threat
0.82
@goswamivinod
Mar 4, 2025
Trumps another Hitler.
Trumps another Hitler.
Compares Trump to Hitler, invoking historical threat/danger framing.
Fear / Threat
0.82
@canadian4life195
Mar 4, 2025
yk its bad when you see indians more then the Canadians in their own country
yk its bad when you see indians more then the Canadians in their own country
Expresses demographic anxiety about Indian immigrants outnumbering Canadians, framing immigration as a threat to national composition.
untechgaming1858
Feb 28, 2026
It's like this in Minnesota. I took a cross country road trip not too long ago and Minnesota of all places was flooded with Indians. What the f*** are giant groups of Indians doing in …
It's like this in Minnesota. I took a cross country road trip not too long ago and Minnesota of all places was flooded with Indians.
What the f*** are giant groups of Indians doing in Minnesota lol
Personal anecdote about encountering Indian immigrants in Minnesota, framed as surprising/alarming demographic observation with rhetorical questioning.
TellMeMore-j4v
Feb 10, 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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)