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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Fear / Threat
3,873 comments
You CAN'T TRUST trump, the US. The US will feel the PINCH.???
You CAN'T TRUST trump, the US. The US will feel the PINCH.???
Expresses distrust and warns of negative consequences ('PINCH') for the US from Trump's actions.
@hchapuis231
Mar 4, 2025
1:07, I hope none are in Kitimat-Stikine.
1:07, I hope none are in Kitimat-Stikine.
Expresses concern about immigrants arriving in a specific region, implying potential negative consequences or security anxiety.
Fear / Threat
0.75
SailorGreenTea
Oct 1, 2025
We have a community about 15 miles west of St. Louis called "Barathaven" that is almost 100% Indian. 7-10k people. Mastercard has a big office here where they work. For the most part, the higher …
We have a community about 15 miles west of St. Louis called "Barathaven" that is almost 100% Indian. 7-10k people. Mastercard has a big office here where they work. For the most part, the higher level execs are courteous and accommodating. The lower-level call center employees are absolute trash. Nobody that isn't Indian drives through it because it's an almost guarantee that their car will get damaged.
User describes a segregated community and expresses safety concerns (car damage, avoidance behavior), framing immigrants as a threat while comparing to another country.
FishinPhreak
Jan 27, 2026
DEPORT THIS RATS INTO THEIR BOX 😂
DEPORT THIS RATS INTO THEIR BOX 😂
Dehumanizing language ('rats') expressing hostility toward immigrants, with emoji suggesting attempted humor masking underlying xenophobic sentiment.
jennyaround420
Oct 3, 2025
Hell no !!! WTF IS HAPPENING TO YOU
Hell no !!! WTF IS HAPPENING TO YOU
Expresses alarm and distress about immigration with emphatic language suggesting perceived threat or crisis.
King-walo
Oct 2, 2025
The damage is done.....very sad 😔 for Canada 🇨🇦
The damage is done.....very sad 😔 for Canada 🇨🇦
Expresses concern about damage to Canada with emotional distress, framing immigration as a threat to national wellbeing.
pointnorth2456
Oct 2, 2025
20000 more to go guys
20000 more to go guys
Sarcastically suggests millions more deportations needed, expressing demographic anxiety through dark humor.
simonlacombe6618
Feb 18, 2026
If immigration is a human right then expect 400,000 million more. Soon you will be equal.
If immigration is a human right then expect 400,000 million more. Soon you will be equal.
Expresses demographic anxiety about massive immigration numbers and implies threat to Canadian identity/equality.
royberger2259
Oct 5, 2025
Mississauga is next
Mississauga is next
Cryptic warning that Mississauga will experience similar immigration-related changes, expressing demographic anxiety without elaboration.
Fear / Threat
0.75
KG72
Oct 5, 2025
Pero al menos ya no comen basura 😂😂😂 lo peor es que se reproducen como conejos y luego le piden al gobierno ajeno beneficios.
Pero al menos ya no comen basura 😂😂😂 lo peor es que se reproducen como conejos y luego le piden al gobierno ajeno beneficios.
Uses humor to express demographic anxiety about reproduction rates and welfare dependency, combining satire with underlying threat narrative.
mav5267
Feb 21, 2026
is it time to bring a version of ice to canada?
is it time to bring a version of ice to canada?
Rhetorical question referencing ICE (U.S. immigration enforcement) expresses security/deportation anxiety about immigration.
d4rkomeg413
Oct 2, 2025
Justin are you forgetting that you are very close to America it would be very easy for you to become new North America
Justin are you forgetting that you are very close to America it would be very easy for you to become new North America
Expresses anxiety about Canada's proximity to the US leading to absorption/loss of sovereignty, framed as a threat scenario.
@SmithsoniamGeneticsO-HIGH-O
Mar 4, 2025
Prepare for the sewer city coming😅
Prepare for the sewer city coming😅
Expresses demographic anxiety about urban decline with a sarcastic emoji, blending alarmism with dark humor.
haha-noop7973
Jan 12, 2026
Sad. Canada has changed over the last 20 years….
Sad. Canada has changed over the last 20 years….
Expresses concern about negative change in Canada over time, implying demographic or cultural anxiety.
Fear / Threat
0.75
noblewarrior4776
Jan 27, 2026
😮isn't this a just a new form of getting conquered?
😮isn't this a just a new form of getting conquered?
Frames immigration as a form of conquest or colonization, expressing anxiety about loss of national sovereignty and control.
Tell-lie-vision
Jan 27, 2026
There is already millions of them here daaaa.
There is already millions of them here daaaa.
Expresses demographic anxiety about the number of immigrants already in Canada, framed as an overwhelming problem.
Fear / Threat
0.75
dannibarber5793
Feb 18, 2026
Our national debt has tripled because of the liberals just paying down the interest we are doomed. If we don’t do something about it we’re done these idiots. Let all of these immigrants in thinking, …
Our national debt has tripled because of the liberals just paying down the interest we are doomed. If we don’t do something about it we’re done these idiots. Let all of these immigrants in thinking, and knowing that they will vote for them the same as the Democrats in the United States did that’s the plan. Do you remember when Trudeau said , the immigrants are more Canadian than you are because you take for granted your Canadian ship and that they are the true Canadians not us votes in the bag. Liberals have one how many times we’re doomed. We don’t live in Canada anymore. We live in, CANASTAN AND ALL AMERICAN CANADIENS ARE THE DUMBEST DECEPTION IS IN THE BRAIN. THEY DON’T EVEN REALIZE WHERE ALL AMERICANS LIVING IN NORTH AMERICA MAY THE TRUTH SET YOU FREE LOOK IN THE MIRROR IF YOU BECOME WHAT YOU HATE????
Expresses apocalyptic concerns about national debt, immigrant voting patterns, and cultural replacement, with unsubstantiated claims about government strategy.
rfishrfish4242
Oct 9, 2025
Cnn is about as bad as Fox now. When living in a quick fascist society look to the banned news outlets.
Cnn is about as bad as Fox now. When living in a quick fascist society look to the banned news outlets.
Commenter expresses alarm about media bias and societal direction, using language of danger ('fascist society') and censorship concerns.
@hannahmote2
Mar 4, 2025
PURE EVIL Large , and IN CHARGE ! ? 😳🧐👁️😱
PURE EVIL Large , and IN CHARGE ! ? 😳🧐👁️😱
Uses emotionally charged language ('PURE EVIL') with visual expressions of shock to convey alarm about immigration or immigrants.
johnemorrison-kj3ox
Feb 28, 2026
I prepared indian than the myslim take over. Indian are peaceful people because of yhe religion.
I prepared indian than the myslim take over. Indian are peaceful people because of yhe religion.
Expresses anxiety about Muslim demographic change while making comparative religious identity claims about Indian and Muslim populations.
janreybaldonado1974
Oct 11, 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)