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Canadian Immigration Dashboard [ CID ]
Civility Analysis

Discourse Quality

Toxicity and constructive discourse scores from Google's Perspective API (via Communalytic).

Comments Scored
55,769
Embeddings
55,418
Avg Toxicity
0.2446
Avg Constructive
0.4192
Highly Toxic (>0.5)
7,830
14.0% of scored

Toxicity Breakdown by Video (Top 10)

Average toxicity scores across comments on each video — bars show how commenters' language scores on each toxicity dimension.

Constructive vs Toxic

Each point is a comment. X-axis = toxicity, Y-axis = average constructive score (affinity, compassion, curiosity, nuance, personal story, reasoning, respect).

27,099
Constructive & Civil
2,759
Passionate but Toxic
19,440
Neutral / Low Signal
4,931
Purely Toxic

Based on 54,229 comments with both toxicity and constructive scores.

Toxicity & Constructiveness Over Time

Monthly average toxicity vs constructive scores — track how discourse quality shifts around key events.

Discourse Quality Score by Video (Top 10)

Composite score = avg constructive - avg toxicity, computed from comment-level Perspective API scores. Green bars = net constructive discourse; red bars = net toxic discourse.

Discourse Quality Score by Channel (Top 10)

Same composite score aggregated by channel — based on comment toxicity/constructiveness scores, not the channel's own content. Which channels' comment sections foster constructive vs toxic discussion?

{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

Search & Filter

Search comment text, filter by category or toxicity level
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
30,738 comments · Page 43 of 1230
Dirty people, gross.
Dirty people, gross.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.26155844
Insult0.7492263
Profanity0.39409557
Threat0.010757755
Severe Toxicity0.16960317
Toxic 0.7856813 Low Con 0.244 Insult Identity_Assertion
Jan 17, 2026 5 likes Inside Canada's Indian Metropolis (Brampton)
Put khalistan in their asshole.
Put khalistan in their asshole.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6637263
Insult0.6798578
Profanity0.759977
Threat0.43137276
Severe Toxicity0.61260825
Toxic 0.7856813 Low Con 0.137 Identity Attack Insult Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Why does EVERYTHING have to suck nowadays? Even movies suck now
Why does EVERYTHING have to suck nowadays? Even movies suck now
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.04564415
Insult0.46476576
Profanity0.6983885
Threat0.007948523
Severe Toxicity0.1762085
Toxic 0.7856813 Low Con 0.208
Nov 21, 2025 3 likes Thousands of refugees allowed into …
Im also a carpenter that used to build appartments for them and everytine time one of them move out we had to basically renovated there appartments there was alway one wall covered in there snot …
Im also a carpenter that used to build appartments for them and everytine time one of them move out we had to basically renovated there appartments there was alway one wall covered in there snot that had to be removed fucking disgusting the worst people
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.11860296
Insult0.57566804
Profanity0.71218073
Threat0.061089642
Severe Toxicity0.34942797
Toxic 0.7856813 Moderate Con 0.47 Insult Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
World: india, get your shit together India: " gorehabba "
World: india, get your shit together India: " gorehabba "
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46050715
Insult0.5130944
Profanity0.7246992
Threat0.09776353
Severe Toxicity0.35368225
Toxic 0.7856813 Low Con 0.099 Insult Humor_Satire
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Btw that guy Sidhu is probably on his way back to India, he's fucked 😂
Btw that guy Sidhu is probably on his way back to India, he's fucked 😂
Inside Canada's Indian Invasion... · 62: Cluster #61
Close reading → Discourse → Video sentiment →
Identity Attack0.40713623
Insult0.4962726
Profanity0.7181329
Threat0.040638234
Severe Toxicity0.35368225
Toxic 0.7856813 Low Con 0.265 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
that white racist pig doesn't even know anything about the black people. I earn more in Africa than so many whites that I met during my years in China as an expert. Stealing African resources …
that white racist pig doesn't even know anything about the black people. I earn more in Africa than so many whites that I met during my years in China as an expert. Stealing African resources and claiming to be superior.
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.7499929
Insult0.6991143
Profanity0.40929472
Threat0.039947584
Severe Toxicity0.35368225
Toxic 0.7856813 Moderate Con 0.399 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
What a shithole LOL.
What a shithole LOL.
Inside Canada's Indian Metropolis (Brampton) · 201: Cluster #200
Close reading → Video sentiment →
Identity Attack0.0440973
Insult0.57566804
Profanity0.77181685
Threat0.00967031
Severe Toxicity0.232236
Toxic 0.7856813 Low Con 0.194 Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
@pwilla Fkface beatch having a mental breakdown under comments thinking anyone who hates their restarded arse is a muslim. I am never a muslim, only pwilla and his modr is forever muslim.
@pwilla Fkface beatch having a mental breakdown under comments thinking anyone who hates their restarded arse is a muslim. I am never a muslim, only pwilla and his modr is forever muslim.
Inside Canada's Indian Invasion... · 21: Cluster #20
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.67735565
Profanity0.64657205
Threat0.07476458
Severe Toxicity0.45895407
Toxic 0.7856813 Low Con 0.245 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
These indians are the worst individuals in Canada! Tyler retard, can you do a better job in showing how bad they are!just like you!! 😂😂😂
These indians are the worst individuals in Canada! Tyler retard, can you do a better job in showing how bad they are!just like you!! 😂😂😂
Inside Canada's Indian Invasion... · 276: Cluster #275
Close reading → Discourse → Video sentiment →
Identity Attack0.69783735
Insult0.6991143
Profanity0.36230123
Threat0.02440793
Severe Toxicity0.35368225
Toxic 0.7856813 Low Con 0.208 Identity Attack Insult Identity_Assertion
Feb 7, 2026 1 likes Inside Canada's Indian Invasion...
Wiping your butt after pooping is not dirty in USA @tyler 😭🤣😭🤣
Wiping your butt after pooping is not dirty in USA @tyler 😭🤣😭🤣
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.23998553
Insult0.44126466
Profanity0.6528205
Threat0.13566011
Severe Toxicity0.39194742
Toxic 0.7856813 Low Con 0.254 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
India is a very diverse country they are mostly from one specific state not the whole of India. And stop being racist fuxks.
India is a very diverse country they are mostly from one specific state not the whole of India. And stop being racist fuxks.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4006267
Insult0.65865606
Profanity0.7181329
Threat0.013631714
Severe Toxicity0.3493117
Toxic 0.7856813 Moderate Con 0.302 Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Mmh white dude on the bike said he hates all African. 😂ain’t non like the typical old white racist trash.
Mmh white dude on the bike said he hates all African. 😂ain’t non like the typical old white racist trash.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.76079035
Insult0.6677319
Profanity0.39498812
Threat0.019573374
Severe Toxicity0.33047765
Toxic 0.7856813 Low Con 0.277 Identity Attack Insult Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
This reporter keeps going to the EYE OF THE FUCKING STORM and lives to tell the tale over and over again
This reporter keeps going to the EYE OF THE FUCKING STORM and lives to tell the tale over and over again
Inside Canada's Indian Invasion... · 61: Cluster #60
Close reading → Discourse → Video sentiment →
Identity Attack0.045901958
Insult0.42881694
Profanity0.764141
Threat0.023026628
Severe Toxicity0.34997055
Toxic 0.78207105 Low Con 0.235 Meta_Commentary
Feb 7, 2026 7 likes Inside Canada's Indian Invasion...
Let's not kid ourselves that Diab is the only CLUELESS Immigration Minister we've had under the Fiberals. They have ALL been incredibly stupid, rude and destructive.
Let's not kid ourselves that Diab is the only CLUELESS Immigration Minister we've had under the Fiberals. They have ALL been incredibly stupid, rude and destructive.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 34: Cluster #33
Close reading → Discourse → Video sentiment →
Identity Attack0.21668483
Insult0.7967344
Profanity0.352205
Threat0.011405042
Severe Toxicity0.030523606
Toxic 0.78207105 Moderate Con 0.313 Insult Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
5:27 bro said Africans are dumber then down syndrome
5:27 bro said Africans are dumber then down syndrome
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.7207808
Insult0.6675394
Profanity0.41436642
Threat0.028379176
Severe Toxicity0.34938923
Toxic 0.78207105 Low Con 0.207 Identity Attack Insult Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It's like Ireland Indians are flooding in..1.5 billion Indian population 5.2 million Irelands population with about a million of that foreigners most likely..we are fucked
It's like Ireland Indians are flooding in..1.5 billion Indian population 5.2 million Irelands population with about a million of that foreigners most likely..we are fucked
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.44802538
Profanity0.7246992
Threat0.021472665
Severe Toxicity0.349583
Toxic 0.78207105 Moderate Con 0.349 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Thank God I don't live in that shithole.
Thank God I don't live in that shithole.
Inside Canada's Indian Invasion... · 57: Cluster #56
Close reading → Discourse → Video sentiment →
Identity Attack0.06476828
Insult0.4555076
Profanity0.8326356
Threat0.009281937
Severe Toxicity0.16496792
Toxic 0.78207105 Moderate Con 0.378 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
what a horrible scammer you are. playing with stupid people's feelings. who are your ancestors? people who fled Europe and massacred most of native people on their home-land and moved the rest away, declaring it …
what a horrible scammer you are. playing with stupid people's feelings. who are your ancestors? people who fled Europe and massacred most of native people on their home-land and moved the rest away, declaring it "as their country". And now with your deep hatred in your heart begging money from people like yourself.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.089973204
Insult0.7967344
Profanity0.29279903
Threat0.04098356
Severe Toxicity0.06011435
Toxic 0.78207105 Moderate Con 0.373 Insult Moral_Argument
Feb 27, 2026 4 likes Inside Canada's Indian Invasion...
Bro, that white guy with the helmet is so fucking based
Bro, that white guy with the helmet is so fucking based
Inside Canada's Indian Invasion... · 148: Cluster #147
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.46923602
Profanity0.78491896
Threat0.013372798
Severe Toxicity0.23223256
Toxic 0.78207105 Moderate Con 0.321 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
How much More crime fuck them!
How much More crime fuck them!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0376521
Insult0.42567953
Profanity0.77181685
Threat0.1115629
Severe Toxicity0.23224801
Toxic 0.78207105 Low Con 0.295 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Blackburn uk or Brampton Canada same shit
Blackburn uk or Brampton Canada same shit
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.45758462
Profanity0.8186401
Threat0.010938995
Severe Toxicity0.22513679
Toxic 0.78207105 Low Con 0.281 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
What a lieing reporter you are, any 5 yr old can see what a falsified report this is, give us honest stats!!! Fkn liers
What a lieing reporter you are, any 5 yr old can see what a falsified report this is, give us honest stats!!! Fkn liers
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.058856625
Insult0.6831271
Profanity0.55356324
Threat0.016810767
Severe Toxicity0.2322463
Toxic 0.78207105 Low Con 0.156 Insult
Aug 18, 2019 How much do refugees and …
13:39 if the town growing fast and changing the cultural and demographic fabric to the country you escaped from is a good thing then you can fuck off back to where you came from if …
13:39 if the town growing fast and changing the cultural and demographic fabric to the country you escaped from is a good thing then you can fuck off back to where you came from if it’s so great.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.18705739
Insult0.4962726
Profanity0.70864636
Threat0.060119797
Severe Toxicity0.35368225
Toxic 0.78207105 Moderate Con 0.334 Fear_Threat
Nov 12, 2025 Inside Canada's Indian Metropolis (Brampton)
Um the guy on the bike was a POS I know not to take my black ass to Canada
Um the guy on the bike was a POS I know not to take my black ass to Canada
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.50440645
Profanity0.6643082
Threat0.021645326
Severe Toxicity0.18844056
Toxic 0.78207105 Moderate Con 0.389 Identity Attack Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Data source: comment_perspective_scores (Google Perspective API via Communalytic) · Scores are probability values (0-1) indicating how likely a reader would perceive the interaction as toxic or constructive.