Skip to content
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: 0.7 – 1 1,756 comments · Page 57 of 71
Every week we see the inefficiencies of our Police and Immigration system on display. Lazy, corrupt, and pathetic!
Every week we see the inefficiencies of our Police and Immigration system on display. Lazy, corrupt, and pathetic!
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.11396073
Insult0.7775208
Profanity0.13344458
Threat0.009281937
Severe Toxicity0.023076924
Toxic 0.7510937 Low Con 0.238 Insult Policy_Critique
Feb 18, 2026 30 likes Canadian immigration officers investigating hundreds …
Just fucking ship them back, ALL of them o/
Just fucking ship them back, ALL of them o/
Inside Canada's Indian Invasion... · 166: Cluster #165
Close reading → Discourse → Video sentiment →
Identity Attack0.058856625
Insult0.35333878
Profanity0.8086746
Threat0.17016006
Severe Toxicity0.2281948
Toxic 0.7510937 Low Con 0.184 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
that bike dude is a brainwashed pig
that bike dude is a brainwashed pig
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.15303208
Insult0.755201
Profanity0.39409557
Threat0.010887212
Severe Toxicity0.11756202
Toxic 0.7510937 Low Con 0.217 Insult Identity_Assertion
Feb 7, 2026 1 likes Inside Canada's Indian Invasion...
the dumb low I Q white guy is why white peoples are getting replaced. he probably gets welfare all of his life.
the dumb low I Q white guy is why white peoples are getting replaced. he probably gets welfare all of his life.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.7090544
Profanity0.36230123
Threat0.022853967
Severe Toxicity0.16960317
Toxic 0.7510937 Low Con 0.261 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
All are selfish people in the world! That's why any opportunity for the job first gets hard-working people. All white people are also immigrants in history. white people think 'indian don't pay any tax' fuck …
All are selfish people in the world! That's why any opportunity for the job first gets hard-working people. All white people are also immigrants in history. white people think 'indian don't pay any tax' fuck of, we pay more compared to you and get less services.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6320481
Insult0.6149945
Profanity0.64080805
Threat0.019055385
Severe Toxicity0.349583
Toxic 0.7510937 Moderate Con 0.454 Identity Attack Insult Economic_Argument
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
You Canadians belittled us Quebecois and cried in our ears how fantastic your multiculturalism is. Now you will drown in your bullshit😂. Rest in peace Canada
You Canadians belittled us Quebecois and cried in our ears how fantastic your multiculturalism is. Now you will drown in your bullshit😂. Rest in peace Canada
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5075293
Insult0.6120431
Profanity0.6321197
Threat0.4326697
Severe Toxicity0.29050803
Toxic 0.7510937 Low Con 0.282 Identity Attack Insult
Oct 8, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I was as raised in Brampton during the 70’s - 90’s. It’s a shit hole now.
I was as raised in Brampton during the 70’s - 90’s. It’s a shit hole now.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.052035484
Insult0.47020787
Profanity0.80158395
Threat0.009204263
Severe Toxicity0.15706694
Toxic 0.7510937 Moderate Con 0.474
Oct 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
India is the most racist country on the planet, they have a caste system for fuck sake but when in other countries they are professionals victims. In Ireland they are creating fake stories of being …
India is the most racist country on the planet, they have a caste system for fuck sake but when in other countries they are professionals victims. In Ireland they are creating fake stories of being attacked
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6413409
Insult0.5130944
Profanity0.64657205
Threat0.094697006
Severe Toxicity0.35368225
Toxic 0.7510937 Moderate Con 0.404 Identity Attack Insult
Oct 24, 2025 Inside Canada's Indian Metropolis (Brampton)
Get rid of the third world browns from the first world country they are all leeches
Get rid of the third world browns from the first world country they are all leeches
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.7426507
Insult0.6336687
Profanity0.3938786
Threat0.3630133
Severe Toxicity0.39194742
Toxic 0.7510937 Low Con 0.181 Identity Attack Insult Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
The beach is not a place to shit
The beach is not a place to shit
Why Canadians Are Turning Against Immigrants. · 42: Cluster #41
Close reading → Video sentiment →
Identity Attack0.025404079
Insult0.344702
Profanity0.8449782
Threat0.00780612
Severe Toxicity0.070156105
Toxic 0.7510937 Low Con 0.255
Aug 25, 2025 Why Canadians Are Turning Against …
I had enough when they started shitting on our clean beaches and washing their dirty clothes n pissing in our fresh water lakes! Then I was like GET THE F OUTTA HERE!!
I had enough when they started shitting on our clean beaches and washing their dirty clothes n pissing in our fresh water lakes! Then I was like GET THE F OUTTA HERE!!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.11047905
Insult0.5130944
Profanity0.6643082
Threat0.032005094
Severe Toxicity0.34189755
Toxic 0.7510937 Moderate Con 0.371 Insult
Sep 11, 2025 Why Canadians Are Turning Against …
5:30 this dumb who ride cycle,said black people have low iq😂 but obama was president back then in usa ..what about that 😂 and king george what about that.. so in india we have that …
5:30 this dumb who ride cycle,said black people have low iq😂 but obama was president back then in usa ..what about that 😂 and king george what about that.. so in india we have that kinda people who say this things like thay bcuz they dont not inteligent enough and illitrate
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.5124616
Insult0.6675394
Profanity0.39409557
Threat0.037530303
Severe Toxicity0.1762085
Toxic 0.7510937 Low Con 0.297 Identity Attack Insult Moral_Argument
Feb 13, 2026 1 likes Inside Canada's Indian Invasion...
Bhenchoads; IRS SCAMMERS
Bhenchoads; IRS SCAMMERS
Inside Canada's Indian Invasion... · 32: Cluster #31
Close reading → Discourse → Video sentiment →
Identity Attack0.41222036
Insult0.6798578
Profanity0.7888968
Threat0.14169718
Severe Toxicity0.61260825
Toxic 0.7510937 Low Con 0.128 Insult Advertisement_Spam
Jan 27, 2026 Inside Canada's Indian Invasion...
that's true indian r dirty people
that's true indian r dirty people
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.71720207
Insult0.65129566
Profanity0.37352943
Threat0.018882722
Severe Toxicity0.35368225
Toxic 0.7510937 Moderate Con 0.316 Identity Attack Insult Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Canada is truly sleeping , It might wake when everything is out of control, for God's sake Canada WAKE UP , STOP THE DAMN IMMIGRANTS
Canada is truly sleeping , It might wake when everything is out of control, for God's sake Canada WAKE UP , STOP THE DAMN IMMIGRANTS
Why Canadians Are Turning Against Immigrants. · 100: Cluster #99
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.6109131
Profanity0.596623
Threat0.05171447
Severe Toxicity0.23225316
Toxic 0.7510937 Low Con 0.245 Identity Attack Insult
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
@pwilla poopeater Lol yea 🖕🏻☪️🇮🇳 beatch did this pjeet thought that iam a Pakistani abdul 😂😂🤮🤮 yea Never beatch only brutalFuck And Grape yuh all jokers pos pjeets ever. And yall can only ever fuckand …
@pwilla poopeater Lol yea 🖕🏻☪️🇮🇳 beatch did this pjeet thought that iam a Pakistani abdul 😂😂🤮🤮 yea Never beatch only brutalFuck And Grape yuh all jokers pos pjeets ever. And yall can only ever fuckand grape and do whatever with yho raindy beatch modrs ever cvckold pos can never even touch anyone irl. So sybau and go eat Puop somewhere pos pjeeet grepist grepland inbred restard.
Inside Canada's Indian Invasion... · 396: Cluster #395
Close reading → Discourse → Video sentiment →
Identity Attack0.5124616
Insult0.67735565
Profanity0.70864636
Threat0.44942492
Severe Toxicity0.68373036
Toxic 0.7510937 Low Con 0.248 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
I'm sick of it. Too much. To many. We're not at home in our own home anymore. Eff the bastard liberals.
I'm sick of it. Too much. To many. We're not at home in our own home anymore. Eff the bastard liberals.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4139151
Insult0.69164425
Profanity0.5365423
Threat0.025443908
Severe Toxicity0.14916596
Toxic 0.7510937 Moderate Con 0.407 Insult Fear_Threat
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
The liberal parasites are ruining Canada, who voted for them? Too many are stupid? Than this country will no longer remain part of the "west"..and will fall down to the third world religious idiots level …
The liberal parasites are ruining Canada, who voted for them? Too many are stupid? Than this country will no longer remain part of the "west"..and will fall down to the third world religious idiots level (India, Pakistan, etc.)..so most intellignet people will leave to the US or Europe? Europe is also being destroyed by the simiral liberal tribe..(Soros, Starmer, Merz, Zelensky etc.) so it leaves only Trump, who finally removes them from power?
Why Canadians Are Turning Against Immigrants. · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.7657292
Profanity0.29209393
Threat0.02440793
Severe Toxicity0.11756202
Toxic 0.7510937 Low Con 0.221 Insult
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Lol @5:10 😂 that guy on the bike is definitely a self described white trash.
Lol @5:10 😂 that guy on the bike is definitely a self described white trash.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.6106996
Insult0.7065844
Profanity0.3290656
Threat0.008893564
Severe Toxicity0.16960317
Toxic 0.7510937 Low Con 0.18 Identity Attack Insult Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
I've been here 10 years cant even get PR yet these Indians are scamming the shit out of everything
I've been here 10 years cant even get PR yet these Indians are scamming the shit out of everything
Inside Canada's Indian Invasion... · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.5707127
Insult0.5130944
Profanity0.67055607
Threat0.03787563
Severe Toxicity0.23226519
Toxic 0.7510937 Moderate Con 0.477 Identity Attack Insult Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
We have a lot of people from India in our city and they are dirty, nasty, and corrupt! And don't get me started on the somalis who are 10 times worse!
We have a lot of people from India in our city and they are dirty, nasty, and corrupt! And don't get me started on the somalis who are 10 times worse!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6928741
Insult0.6798578
Profanity0.34827787
Threat0.034422375
Severe Toxicity0.23226003
Toxic 0.7510937 Constructive 0.559 Identity Attack Insult Identity_Assertion
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
It’s cause Bramptons imported half of Punjab. The government is stupid for allowing it they’re exploiting Canada with immigration scams and other BS. That and they bring there religious problems over here. These idiots who …
It’s cause Bramptons imported half of Punjab. The government is stupid for allowing it they’re exploiting Canada with immigration scams and other BS. That and they bring there religious problems over here. These idiots who want Khalistan should go back and fight for it there.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.40255263
Insult0.7657292
Profanity0.38343847
Threat0.017156094
Severe Toxicity0.05473421
Toxic 0.7510937 Moderate Con 0.387 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Dirty Indians should be deported ASAP
Dirty Indians should be deported ASAP
Inside Canada's Indian Invasion... · 77: Cluster #76
Close reading → Discourse → Video sentiment →
Identity Attack0.76079035
Insult0.5723624
Profanity0.37854016
Threat0.2836219
Severe Toxicity0.35368225
Toxic 0.7510937 Low Con 0.153 Identity Attack Insult Fear_Threat
Feb 26, 2026 2 likes Inside Canada's Indian Invasion...
This bastard is smuggling humans into our country??? Someine needs to turn him into the BORDER PATROL.
This bastard is smuggling humans into our country??? Someine needs to turn him into the BORDER PATROL.
Inside Canada's Indian Invasion... · 40: Cluster #39
Close reading → Discourse → Video sentiment →
Identity Attack0.22935481
Insult0.72756535
Profanity0.4840093
Threat0.12689553
Severe Toxicity0.19455661
Toxic 0.7510937 Low Con 0.194 Insult Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
Wow, the bike guy; what a stupid PoS! I bet his neighbours wish they could 'deport' him! 😹🤣😹
Wow, the bike guy; what a stupid PoS! I bet his neighbours wish they could 'deport' him! 😹🤣😹
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.055218685
Insult0.7775208
Profanity0.3290656
Threat0.053007595
Severe Toxicity0.02411546
Toxic 0.7510937 Moderate Con 0.334 Insult Humor_Satire
Jan 27, 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.