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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
Active: Tox: 0.5 – 1 4,704 comments · Page 136 of 189
im from canada its descusting and and hate 99% of them
im from canada its descusting and and hate 99% of them
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55011386
Insult0.47787863
Profanity0.24727546
Threat0.02682521
Severe Toxicity0.024678862
Moderate 0.5779532 Moderate Con 0.334 Identity Attack Fear_Threat
Feb 4, 2026 Inside Canada's Indian Invasion...
Bullshit
Bullshit
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0058086636
Insult0.24928534
Profanity0.8690192
Threat0.0069516995
Severe Toxicity0.2281948
Moderate 0.5779532 Moderate Con 0.447
Dec 25, 2025 Deportations From Canada at Their …
Simple straight forward questions. Nothing but the usual dumb non answers from the liberals.
Simple straight forward questions. Nothing but the usual dumb non answers from the liberals.
IRCC Names India in Study Permit Fraud | … · 23: Cluster #22
Close reading → Discourse → Video sentiment →
Identity Attack0.105836816
Insult0.6308392
Profanity0.18663849
Threat0.007573096
Severe Toxicity0.014447021
Moderate 0.5779532 Low Con 0.126 Insult Policy_Critique
Nov 3, 2025 IRCC Names India in Study …
Dude only HINDU eat poop, most Indian in Canada are PUNJABIS who are not HINDUS but SIKHS and they don't worship cows or eat cow poo.
Dude only HINDU eat poop, most Indian in Canada are PUNJABIS who are not HINDUS but SIKHS and they don't worship cows or eat cow poo.
Inside Canada's Indian Invasion... · 52: Cluster #51
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.5130944
Profanity0.357228
Threat0.026652548
Severe Toxicity0.19761463
Moderate 0.5779532 Moderate Con 0.336 Identity Attack Insult Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
such racists. imagine how the native people felt when the europeans showed up and took over the whole country instead of a fricking city. jeezus.
such racists. imagine how the native people felt when the europeans showed up and took over the whole country instead of a fricking city. jeezus.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.44690517
Insult0.5130944
Profanity0.42185885
Threat0.011508608
Severe Toxicity0.05832097
Moderate 0.5779532 Low Con 0.195 Insult
Oct 30, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Why the f*ck would you move to another part of the world and bring your country with you? The whole point of leaving your country is to start new and acclimatize to the country you've …
Why the f*ck would you move to another part of the world and bring your country with you? The whole point of leaving your country is to start new and acclimatize to the country you've moved to...🙄
Inside Canada's Indian Metropolis (Brampton) · 319: Cluster #318
Close reading → Video sentiment →
Identity Attack0.104676254
Insult0.33154017
Profanity0.61633086
Threat0.009437286
Severe Toxicity0.072789766
Moderate 0.57271194 Moderate Con 0.387
Nov 18, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
In Canada they beat seals to death with sticks for games. Its pathetic. If this is one of the best countries on this world, it's over.
In Canada they beat seals to death with sticks for games. Its pathetic. If this is one of the best countries on this world, it's over.
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.36873037
Insult0.57566804
Profanity0.14578357
Threat0.091630474
Severe Toxicity0.023076924
Moderate 0.57271194 Moderate Con 0.329 Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
You're a brave man for doing that! I'd be nervous as fuck in that "safe house."
You're a brave man for doing that! I'd be nervous as fuck in that "safe house."
Inside Canada's Indian Invasion... · 302: Cluster #301
Close reading → Discourse → Video sentiment →
Identity Attack0.018168874
Insult0.26395
Profanity0.7092837
Threat0.011094344
Severe Toxicity0.023176458
Moderate 0.57271194 Constructive 0.574 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
@14:50 the guy saying Hindus don't discriminate against other religions is lying through his teeth. Ask him if they would allow a >> 100 foot statue of Jesus or St Peter <<, or a new …
@14:50 the guy saying Hindus don't discriminate against other religions is lying through his teeth. Ask him if they would allow a >> 100 foot statue of Jesus or St Peter <<, or a new mosque in any major Indian city, maybe Delhi... they will lynch a christian in a blink of an eye if he tried it. Bunch of liars and sc8mer5 is what these guys are...🤬
Inside Canada's Indian Metropolis (Brampton) · 111: Cluster #110
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.6149945
Profanity0.23083201
Threat0.2836219
Severe Toxicity0.05025077
Moderate 0.57271194 Moderate Con 0.31 Insult
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Angry streetshitters incoming
Angry streetshitters incoming
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.14233272
Insult0.48313886
Profanity0.6242122
Threat0.045572113
Severe Toxicity0.16960317
Moderate 0.57271194 Low Con 0.26 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Ban all these India scammers from America and Canada now!!!
Ban all these India scammers from America and Canada now!!!
Inside Canada's Indian Invasion... · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.5948528
Insult0.5130944
Profanity0.18356428
Threat0.13346854
Severe Toxicity0.04397394
Moderate 0.57271194 Low Con 0.169 Identity Attack Insult Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
@9:10 😮 , so these people literally. Build and make there own idols!!!! And worship statues.!!!!!! 😮😮😮 , while they're busy , you know , harassing white women. And taking s**** in public places and …
@9:10 😮 , so these people literally. Build and make there own idols!!!! And worship statues.!!!!!! 😮😮😮 , while they're busy , you know , harassing white women. And taking s**** in public places and not wiping. !!!! You know , those people literally view that as something they can deal with later. I wish i was joking. 😮‍💨
Inside Canada's Indian Invasion... · 26: Cluster #25
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.43296707
Profanity0.44366163
Threat0.17648515
Severe Toxicity0.19149859
Moderate 0.57271194 Moderate Con 0.381 Unverified_Claim
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
What did Muslims do here ? And why is a re*** Turd talking about Africans IQ ? 😂😂 the level of hatred! We(Africans and Muslims ) also come into the conversation even if it is …
What did Muslims do here ? And why is a re*** Turd talking about Africans IQ ? 😂😂 the level of hatred! We(Africans and Muslims ) also come into the conversation even if it is not about us.
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.48313886
Profanity0.4401715
Threat0.029587816
Severe Toxicity0.19149859
Moderate 0.57271194 Moderate Con 0.311 Identity Attack Identity_Assertion
Feb 26, 2026 Inside Canada's Indian Invasion...
8:20 I swear bro is rasict to blacks
8:20 I swear bro is rasict to blacks
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.36798462
Profanity0.26628086
Threat0.03165977
Severe Toxicity0.0394905
Moderate 0.57271194 Moderate Con 0.309 Identity Attack Meta_Commentary
Feb 18, 2026 Inside Canada's Indian Invasion...
this isn’t funny it’s racist. calling out issues doesn’t mean insulting all indians. canada isn’t a white country so asking only checking for white employees is wild. i’m african and that biker pissed me off. …
this isn’t funny it’s racist. calling out issues doesn’t mean insulting all indians. canada isn’t a white country so asking only checking for white employees is wild. i’m african and that biker pissed me off. I'm probably smarter than him. some africans being illiterate doesn't make them stupid and indians don't eat poop. leaving what he said in the video without calling it out looks like you agree. every group has bad drivers. every group has bad people- like the biker guy. stop the stereotype. imagine judging all white people off the biker guy. that’s what you’re doing. it’s not fair.
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.4911651
Insult0.5130944
Profanity0.40878695
Threat0.049451493
Severe Toxicity0.16960317
Moderate 0.57271194 Constructive 0.661 Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
European canadians need to listen to First Nations and go back where they came from. More ignorant AI slop from this channel.
European canadians need to listen to First Nations and go back where they came from. More ignorant AI slop from this channel.
Inside Canada's Indian Metropolis (Brampton) · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.33675182
Insult0.62169385
Profanity0.077731855
Threat0.009437286
Severe Toxicity0.019224197
Moderate 0.57271194 Low Con 0.141 Insult Identity_Assertion
Nov 25, 2025 Inside Canada's Indian Metropolis (Brampton)
it sucks to say but indians are taking over all stores all fast food joints security taxi truck drivers and soo on and soo on..just sad..
it sucks to say but indians are taking over all stores all fast food joints security taxi truck drivers and soo on and soo on..just sad..
Why Canadians Are Turning Against Immigrants. · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.53446084
Insult0.47384647
Profanity0.4033339
Threat0.010472948
Severe Toxicity0.067522444
Moderate 0.57271194 Moderate Con 0.441 Identity Attack Identity_Assertion
Aug 28, 2025 Why Canadians Are Turning Against …
Europe’s trash taking about invasion 😂😂
Europe’s trash taking about invasion 😂😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.5130944
Profanity0.36230123
Threat0.013165667
Severe Toxicity0.051147457
Moderate 0.57271194 Low Con 0.113 Insult Humor_Satire
Feb 24, 2026 Inside Canada's Indian Invasion...
Aint no way we're finally getting a deep dive olivera video on this. Made my damn day
Aint no way we're finally getting a deep dive olivera video on this. Made my damn day
Inside Canada's Indian Invasion... · 17: Cluster #16
Close reading → Discourse → Video sentiment →
Identity Attack0.026007013
Insult0.24493282
Profanity0.6069483
Threat0.022163315
Severe Toxicity0.055630904
Moderate 0.57271194 Moderate Con 0.361 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
@1:47 Never....there will be a culture clash and I promise you the Muslims will not be on the winning end....They pray to Satan
@1:47 Never....there will be a culture clash and I promise you the Muslims will not be on the winning end....They pray to Satan
Why Canadians Are Turning Against Immigrants. · 10: Cluster #9
Close reading → Video sentiment →
Identity Attack0.6007182
Insult0.40975618
Profanity0.29209393
Threat0.1284288
Severe Toxicity0.16960317
Moderate 0.57271194 Low Con 0.239 Identity Attack
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
It's a cottage industry in India Pakistan and Nigeria all fraud look what your doing to your country weak incompetent leaders
It's a cottage industry in India Pakistan and Nigeria all fraud look what your doing to your country weak incompetent leaders
IRCC Names India in Study Permit Fraud | … · 44: Cluster #43
Close reading → Video sentiment →
Identity Attack0.50515765
Insult0.5678696
Profanity0.26555094
Threat0.0347677
Severe Toxicity0.16960317
Moderate 0.57271194 Low Con 0.119 Identity Attack Insult
Sep 29, 2025 IRCC Names India in Study …
Just a few days more and you'll see how these pests are going to ban Christians and Muslims from entering Brampton.
Just a few days more and you'll see how these pests are going to ban Christians and Muslims from entering Brampton.
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.6320481
Insult0.47273466
Profanity0.2298641
Threat0.13650303
Severe Toxicity0.16496792
Moderate 0.57271194 Low Con 0.256 Identity Attack Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Based bicycle guy, (except for calling himself White trash)
Based bicycle guy, (except for calling himself White trash)
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5678696
Profanity0.3051381
Threat0.008246276
Severe Toxicity0.024350211
Moderate 0.57271194 Moderate Con 0.326 Identity Attack Insult Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
OH IM SURE ITS WAAAYYYYY MORE THAN THAT!!! THE SCUMBAG CRIMINAL TRUDEAU BOUGHT IN PEOPLE FROM AFGANISTAN, UKRAINE, ETC DURING WARS WITH NO INFORMATION!!! AS FAR AS INDIA, WE HAVE 2 MILLION MUSLIMS IN CANADA …
OH IM SURE ITS WAAAYYYYY MORE THAN THAT!!! THE SCUMBAG CRIMINAL TRUDEAU BOUGHT IN PEOPLE FROM AFGANISTAN, UKRAINE, ETC DURING WARS WITH NO INFORMATION!!! AS FAR AS INDIA, WE HAVE 2 MILLION MUSLIMS IN CANADA THAT WE DID NOT PUT THROUGH THE PROPER CHANNELS IM SURE. BUT NOT TO WORRY THE GIA IS GOING TO ROUND YOU ALL UP AND SEND YOU HOME...THEY WILL HAVE NO WHERE TO HIDE VERY SOON!!
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.37507164
Insult0.58196646
Profanity0.24818924
Threat0.04524883
Severe Toxicity0.026936848
Moderate 0.57271194 Moderate Con 0.371 Insult
Oct 12, 2025 IRCC Names India in Study …
We have over 600 gangs in Canada- thanks leftist Liarables
We have over 600 gangs in Canada- thanks leftist Liarables
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.6308392
Profanity0.08290444
Threat0.00899713
Severe Toxicity0.020127986
Moderate 0.57271194 Low Con 0.235 Insult Unverified_Claim
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
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.