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
As a CAPTIVE (Deuteronomy 28:68 KJV) in this SH THOLE country, it sure feels good to see the empire of my ENEMIES crumbling from the inside out, & their allies are soon to turn their …
As a CAPTIVE (Deuteronomy 28:68 KJV) in this SH THOLE country, it sure feels good to see the empire of my ENEMIES crumbling from the inside out, & their allies are soon to turn their backs on you; just like my Lord (Joel 2:27 KJV)\nprophesied \n(Obadiah 1-18 KJV). \n\nWE GOT NEXT\n(Isaiah 14:1-21, Revelations 13:9-10 KJV).
Expresses apocalyptic framing of Canada as a 'shithole' and celebrates the 'crumbling' of enemies, combining demographic anxiety with religious-coded threat language.
@uzibenisrael8662
Mar 4, 2025
Everyday he sits in office he just keeps embarrassing the united states of America with this maddness never in history have our Beloved united states seen this Maddness it's just sad real sad the Downfall …
Everyday he sits in office he just keeps embarrassing the united states of America with this maddness never in history have our Beloved united states seen this Maddness it's just sad real sad the Downfall of the United states with this Maddness in the white house sad real sad ?
Expresses alarm about national decline and presidential behavior as unprecedented crisis ('Downfall').
@ThomasMcGowan-j7n
Mar 4, 2025
The idea that a large portion of Trump supporters in the US will have lived through the past week and not regretted their choices in the voting booth, is alarming...
The idea that a large portion of Trump supporters in the US will have lived through the past week and not regretted their choices in the voting booth, is alarming...
Expresses alarm and concern about Trump supporters' voting choices and their implications, framing it as a threat.
Fear / Threat
0.80
@ben-tendo
Mar 4, 2025
How dignified. \nI feel we Americans are watching our rights slowly disappear. Our elections have likely been corrupted. We are facing at least a major economic recession if not a depression. This all said, I …
How dignified. \nI feel we Americans are watching our rights slowly disappear. Our elections have likely been corrupted. We are facing at least a major economic recession if not a depression. This all said, I believe Americans value their independence and will fight for it. So, ok our democracy is under attack, we must fight.
Expresses concerns about democratic erosion, election corruption, and economic crisis as existential threats.
@eamaples
Mar 4, 2025
I give canada 3 days to back down
I give canada 3 days to back down
Predicts Canada will capitulate within 3 days, expressing threat/pressure while making an unverified claim about future behavior.
@edwardsherwood2575
Mar 4, 2025
Dont forget, we can shut off oil, power, water, wood, minerals, fertilizer. It will be very dark and cold in the States. Reasonable Americans, hang in there. we will get thru this.
Dont forget, we can shut off oil, power, water, wood, minerals, fertilizer. It will be very dark and cold in the States. Reasonable Americans, hang in there. we will get thru this.
Threatens economic retaliation through resource cutoffs while calling for solidarity among 'reasonable Americans,' framing Canada as having leverage in a conflict.
@robgandy4550
Mar 4, 2025
I live in Romania and I grew up under Communism. I hope I am wrong to do so, but I really feel that as far as the USA is concerned, we are already sold to …
I live in Romania and I grew up under Communism. I hope I am wrong to do so, but I really feel that as far as the USA is concerned, we are already sold to Russia. Again. POTUS is no longer the leader of the Free World and all of our hopes and dreams about the mighty US being a friend and a guardian angel against the evil empires are dead. It’s time to stand together with the West, work and fight for our freedom, for what is good.
Romanian immigrant expressing deep anxiety about US geopolitical alignment with Russia and loss of American leadership, drawing on lived experience under communism.
@cipmars
Mar 4, 2025
Protect the borders from illegals and fetynal, us Americans dont want it. Youve allowed it
Protect the borders from illegals and fetynal, us Americans dont want it. Youve allowed it
Expresses security and drug-related concerns about border protection, framing immigration and fentanyl as threats requiring action.
@christophergilet8341
Mar 4, 2025
When will the American government, people wake up. This Orange Tyrant is going to kill us as a nation!!!!!!!!!
When will the American government, people wake up. This Orange Tyrant is going to kill us as a nation!!!!!!!!!
Expresses alarm about Trump as an existential threat to the nation, combining fear-based rhetoric with national identity concerns.
@kimkearney4534
Mar 4, 2025
Trudeau is going to lose Canada and make it the next state of America
Trudeau is going to lose Canada and make it the next state of America
Expresses anxiety about loss of national sovereignty and absorption by the US, framed as a threat scenario.
@JackpotWarrior
Mar 4, 2025
Trump Will ruin America because he is putins Dog
Trump Will ruin America because he is putins Dog
Expresses alarm about Trump's alleged foreign allegiance and threat to America, framed as a danger concern.
@Berealaight
Mar 4, 2025
Hate them go home
Hate them go home
Expresses hostility toward immigrants with a demand they leave, combining xenophobic sentiment with exclusionary framing.
Praymore-b6b
Jan 27, 2026
America has become a Russian whore, America has betrayed itself and has become a blackmailing state
America has become a Russian whore, America has betrayed itself and has become a blackmailing state
Expresses alarm about America's alleged betrayal and corruption, framing the nation as compromised and dangerous.
@kogabriga7537
Mar 4, 2025
We don’t want this either. It’s too bad that half of our government is allowing this dictator to operate unchecked. \n\nTrump never cared about American families. Let his supporters lose their jobs and homes and …
We don’t want this either. It’s too bad that half of our government is allowing this dictator to operate unchecked. \n\nTrump never cared about American families. Let his supporters lose their jobs and homes and everything they worked for. Of course when they’re too tired from being beat down, they won’t have the energy to do anything
Expresses alarm about Trump's authoritarian governance and predicts harmful consequences for his supporters.
@Tamara-id1pe
Mar 4, 2025
What if Trump stops all Canadian Visa’s into the US? They love to come here for 6 months out the year and buy property . If he cuts that out it’s over for Canada . …
What if Trump stops all Canadian Visa’s into the US? They love to come here for 6 months out the year and buy property . If he cuts that out it’s over for Canada . This can get UGLY
Expresses alarm about potential US visa restrictions and their catastrophic economic consequences for Canada, using escalatory language ('UGLY').
@Mast3rMindTalks
Mar 4, 2025
Great job America, lose Canada for Russia! I hope Putin screws you all!
Great job America, lose Canada for Russia! I hope Putin screws you all!
Expresses alarm about losing Canada to Russian influence and wishes harm on Americans, framing geopolitical threat.
@Mar-j9r-x5h
Mar 4, 2025
Trump killed All Americans freedoms today Trump has alined himself with Putin Stand up all Americans don't give a fist pump to Trump as he hands us all to Putin and Elon regeim Soviet rule …
Trump killed All Americans freedoms today Trump has alined himself with Putin Stand up all Americans don't give a fist pump to Trump as he hands us all to Putin and Elon regeim Soviet rule If you have travel plans Americans are not welcome around the world Pay attention
Expresses alarm about loss of freedoms and alleged alignment with authoritarian regimes, urging action against perceived threats.
@conniemackey1712
Mar 4, 2025
To Americans: Your government hates you. ?? ?
To Americans: Your government hates you. ?? ?
Expresses distrust in government ('hates you') and frames it as a threat to Americans.
@stephaniet1338
Mar 4, 2025
Putin is having a great day!
Putin is having a great day!
Implies geopolitical threat or advantage to Russia from current events, expressing security anxiety.
@kbee
Mar 4, 2025
Its so sad?? God help us a mad man is hurting all of the World pray everyone pray hard for Gods intervention....we love Canadian neighbors ...true Christians never act lime this never?????
Its so sad?? God help us a mad man is hurting all of the World pray everyone pray hard for Gods intervention....we love Canadian neighbors ...true Christians never act lime this never?????
Expresses alarm about a leader causing harm globally and appeals to religious/moral intervention, framing situation as dangerous.
@CEBGRACE
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)