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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 29 of 189
@pwila yho modrs pussy is the only thing weak ever and gets graped everytime yho brownhole farts under comments😂 beatch only brutalFuck And Grape yuh all jokers pos pjeets ever. And yall can only ever …
@pwila yho modrs pussy is the only thing weak ever and gets graped everytime yho brownhole farts under comments😂 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.@pwila this restard thoight iam pakistani abdul🤮🤮🖕🏻🖕🏻
Inside Canada's Indian Invasion... · 396: Cluster #395
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.71120167
Profanity0.7654259
Threat0.46976724
Severe Toxicity0.6866667
Toxic 0.8403191 Low Con 0.242 Identity Attack Insult Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
Who cares if the birth rate is low WERE FUCKING OVERPOPULATED
Who cares if the birth rate is low WERE FUCKING OVERPOPULATED
Why Canadians Are Turning Against Immigrants. · 8: Cluster #7
Close reading → Video sentiment →
Identity Attack0.19100772
Insult0.4555076
Profanity0.8117245
Threat0.023199292
Severe Toxicity0.35368225
Toxic 0.8403191 Low Con 0.194
Sep 9, 2025 Why Canadians Are Turning Against …
When Whites do it; colonization. When jeets do it; cultural enrichment. Fuck off and swim home.
When Whites do it; colonization. When jeets do it; cultural enrichment. Fuck off and swim home.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5548181
Insult0.56997263
Profanity0.8089582
Threat0.08856395
Severe Toxicity0.35368225
Toxic 0.8403191 Low Con 0.137 Identity Attack Insult Identity_Assertion
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
I'm not fed up with immigrants, I'm FED UP OF INDIAN, AFRICAN, MUSLIM AND OTHER THIRD WORLD IMMIGRANTS. I like to be specific. Fed up of the racist bs too because ONLY WHITE PEOPLE ARE …
I'm not fed up with immigrants, I'm FED UP OF INDIAN, AFRICAN, MUSLIM AND OTHER THIRD WORLD IMMIGRANTS. I like to be specific. Fed up of the racist bs too because ONLY WHITE PEOPLE ARE NOT ALLOWED TO BE RACIST, for every other colour it's OK to be racist against white people. Yes, some races only breed shit, yes, some countries only breed shit, AND CANADIANS DON'T WANT THEM.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.7426507
Insult0.6675394
Profanity0.6919765
Threat0.054624002
Severe Toxicity0.44787344
Toxic 0.8403191 Constructive 0.518 Identity Attack Insult Identity_Assertion
Sep 8, 2025 Why Canadians Are Turning Against …
Canada is a shit hole. America might as well just take it over
Canada is a shit hole. America might as well just take it over
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.6109131
Profanity0.7796426
Threat0.025098583
Severe Toxicity0.2733782
Toxic 0.8403191 Low Con 0.129 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Индинийцы грязный народ, но не опасный. А чёрные, мусульмане из бедных стран и все цыгане. Намного хуже. Не все, а значительная часть.
Индинийцы грязный народ, но не опасный. А чёрные, мусульмане из бедных стран и все цыгане. Намного хуже. Не все, а значительная часть.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.82739437
Insult0.66500133
Profanity0.29168049
Threat0.053330876
Severe Toxicity0.6829963
Toxic 0.8403191 Low Con 0.278 Identity Attack Insult Identity_Assertion
Feb 17, 2026 2 likes Inside Canada's Indian Invasion...
FUCKING THANK YOU ITS BIG INDIA OVER HERE
FUCKING THANK YOU ITS BIG INDIA OVER HERE
Inside Canada's Indian Invasion... · 109: Cluster #108
Close reading → Discourse → Video sentiment →
Identity Attack0.4453683
Insult0.40243408
Profanity0.85672
Threat0.015429466
Severe Toxicity0.42874086
Toxic 0.8403191 Moderate Con 0.333 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
3 million on the dol what the fuck is there to discuss. Get out
3 million on the dol what the fuck is there to discuss. Get out
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.04564415
Insult0.46476576
Profanity0.7673477
Threat0.035803676
Severe Toxicity0.34935045
Toxic 0.8403191 Low Con 0.11 Policy_Critique
Mar 2, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Bro the amount of fraud, immigration fraud, the drugs etc…. It’s fucking bullshit, it’s all across Canada and it’s fucked our taxes system …. Like straight out country is fucked because of this immigration….. the …
Bro the amount of fraud, immigration fraud, the drugs etc…. It’s fucking bullshit, it’s all across Canada and it’s fucked our taxes system …. Like straight out country is fucked because of this immigration….. the amount of people I deal with daily in sales that can’t speak a single word of English yet drive off in brand new car, live in a nicer house….. bro? What’s happening?! How do I get that shit working 80 hours?!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.3817989
Insult0.5678696
Profanity0.8089582
Threat0.01750142
Severe Toxicity0.35368225
Toxic 0.8403191 Constructive 0.514 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Lol poor white trash 😂😂 wtf
Lol poor white trash 😂😂 wtf
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6778536
Insult0.67254376
Profanity0.5365423
Threat0.028379176
Severe Toxicity0.35368225
Toxic 0.8403191 Low Con 0.224 Identity Attack Insult Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
For the votes to keep the fuckin liberals in power
For the votes to keep the fuckin liberals in power
Inside Canada's Indian Invasion... · 23: Cluster #22
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.61794597
Profanity0.8326356
Threat0.023199292
Severe Toxicity0.23224458
Toxic 0.8403191 Low Con 0.172 Insult Call_To_Action
Mar 3, 2026 Inside Canada's Indian Invasion...
Like I give a shit what this corrupt covid tyrant thinks.
Like I give a shit what this corrupt covid tyrant thinks.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.22261032
Insult0.6675394
Profanity0.764141
Threat0.028897164
Severe Toxicity0.23225488
Toxic 0.8403191 Low Con 0.179 Insult Fear_Threat
Feb 22, 2026 2 likes LILLEY UNLEASHED: The fall of …
I would let the police know right away to get these assholes!!!
I would let the police know right away to get these assholes!!!
Inside Canada's Indian Invasion... · 277: Cluster #276
Close reading → Discourse → Video sentiment →
Identity Attack0.11047905
Insult0.71120167
Profanity0.7246992
Threat0.13448004
Severe Toxicity0.33047765
Toxic 0.8403191 Moderate Con 0.412 Insult Call_To_Action
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
Omg.... i live in India and watching this shit makes my blood boil. I want to leave india for all the shit they have, and these guys are polluting the same shit everywhere else. Please …
Omg.... i live in India and watching this shit makes my blood boil. I want to leave india for all the shit they have, and these guys are polluting the same shit everywhere else. Please dont give these guys space, it should be a natural selection. We should be moving forward and not the other way around.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.5723624
Profanity0.80158395
Threat0.094697006
Severe Toxicity0.35368225
Toxic 0.8403191 Moderate Con 0.446 Identity Attack Insult
Nov 28, 2025 Inside Canada's Indian Metropolis (Brampton)
As a Canadian thank you for posting this video . This shit is disgusting an needs to stop ..
As a Canadian thank you for posting this video . This shit is disgusting an needs to stop ..
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.5130944
Profanity0.7654259
Threat0.01238892
Severe Toxicity0.2391185
Toxic 0.8403191 Moderate Con 0.464 Insult Moral_Argument
Jan 27, 2026 323 likes Inside Canada's Indian Invasion...
nobody wanna step a foot in america its the worst place on the planet. you dumb asf bro
nobody wanna step a foot in america its the worst place on the planet. you dumb asf bro
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4907465
Insult0.7827088
Profanity0.4840093
Threat0.012958534
Severe Toxicity0.22513679
Toxic 0.8403191 Low Con 0.201 Insult Comparative_Framing
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
What's my hometown doing on your channel? The place is shit now, not what it was 20yrs ago
What's my hometown doing on your channel? The place is shit now, not what it was 20yrs ago
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10235514
Insult0.5130944
Profanity0.7246992
Threat0.022163315
Severe Toxicity0.3494667
Toxic 0.8403191 Moderate Con 0.404 Insult Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
welcome to Canada ...hehehe just saying .. the land of the stupids ...
welcome to Canada ...hehehe just saying .. the land of the stupids ...
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.7922567
Profanity0.29456177
Threat0.008712323
Severe Toxicity0.104393706
Toxic 0.8403191 Low Con 0.212 Identity Attack Insult Humor_Satire
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
They will turn canada into the shit hole they left
They will turn canada into the shit hole they left
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.32768643
Insult0.54471385
Profanity0.8117245
Threat0.03304107
Severe Toxicity0.17315048
Toxic 0.8403191 Low Con 0.18 Insult
Nov 4, 2025 Inside Canada's Indian Metropolis (Brampton)
It’s a shit hole😂
It’s a shit hole😂
Inside Canada's Indian Metropolis (Brampton) · 201: Cluster #200
Close reading → Discourse → Video sentiment →
Identity Attack0.028016793
Insult0.43450394
Profanity0.8186401
Threat0.012285355
Severe Toxicity0.24482845
Toxic 0.8403191 Low Con 0.249 Humor_Satire
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Liberal and its bullshit immigration policy has destroyed my life my family
Liberal and its bullshit immigration policy has destroyed my life my family
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.563347
Profanity0.7673477
Threat0.031314444
Severe Toxicity0.2322566
Toxic 0.8403191 Moderate Con 0.356 Insult Personal_Narrative
Jan 4, 2026 Deportations From Canada at Their …
Again people STOP VOTING LIBERAL!!!!!!!! BOOMERS stop voting liberal!!!! Elbows aren't up, their way f**&^% ing down!!!!! You were duped ,the liberal government has done jack sh*&^^%%% . Stop voting for evil idiots!!! Im pissed …
Again people STOP VOTING LIBERAL!!!!!!!! BOOMERS stop voting liberal!!!! Elbows aren't up, their way f**&^% ing down!!!!! You were duped ,the liberal government has done jack sh*&^^%%% . Stop voting for evil idiots!!! Im pissed off lives are being ruined destroyed!!! This was not happening 10 yrs ago canada was still canada now I dont recognize the very country I was born and raised in 53 yrs I dont even know the country anymore!!!!!! Sooooo f**&^^ ing angry!!
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.37082586
Insult0.71551245
Profanity0.6001929
Threat0.06593887
Severe Toxicity0.35368225
Toxic 0.8403191 Moderate Con 0.421 Insult Call_To_Action
Sep 4, 2025 Why Canadians Are Turning Against …
adapt or get the fuck out! PERIOD!
adapt or get the fuck out! PERIOD!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.02128403
Insult0.4339631
Profanity0.83974665
Threat0.05268431
Severe Toxicity0.31334782
Toxic 0.8403191 Low Con 0.126
Sep 2, 2025 Why Canadians Are Turning Against …
Americans are so egotistical.. they think everyone is dying to get into their shit whole country that’s run by satanic child predators
Americans are so egotistical.. they think everyone is dying to get into their shit whole country that’s run by satanic child predators
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.6675394
Profanity0.6643082
Threat0.13815513
Severe Toxicity0.36435235
Toxic 0.8403191 Low Con 0.161 Identity Attack Insult Comparative_Framing
Feb 6, 2026 1 likes Inside Canada's Indian Invasion...
oh ffs 99.99% of indians do not eat poo. someone should tell that white prick that there is a sheep shit spitting festival in ireland and the uk
oh ffs 99.99% of indians do not eat poo. someone should tell that white prick that there is a sheep shit spitting festival in ireland and the uk
Inside Canada's Indian Invasion... · 52: Cluster #51
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.71027446
Profanity0.7107322
Threat0.12996206
Severe Toxicity0.45895407
Toxic 0.8403191 Low Con 0.242 Identity Attack Insult Humor_Satire
Jan 27, 2026 1 likes 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.