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
30,738 comments · Page 244 of 1230
Canadian Government is as Bad as UK😢
Canadian Government is as Bad as UK😢
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.40975618
Profanity0.099305905
Threat0.009204263
Severe Toxicity0.022064678
Moderate 0.4421347 Low Con 0.206 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
P a j e e t s
P a j e e t s
Inside Canada's Indian Invasion... · 243: Cluster #242
Close reading → Video sentiment →
Identity Attack0.13163337
Insult0.45758462
Profanity0.48510036
Threat0.0130621
Severe Toxicity0.23223771
Moderate 0.4421347 Moderate Con 0.369
Jan 27, 2026 859 likes Inside Canada's Indian Invasion...
Rise of the Paj**ts
Rise of the Paj**ts
Inside Canada's Indian Metropolis (Brampton) · 243: Cluster #242
Close reading → Discourse → Video sentiment →
Identity Attack0.068465814
Insult0.36798462
Profanity0.46460027
Threat0.014911477
Severe Toxicity0.037697118
Moderate 0.4421347 Low Con 0.203 Identity_Assertion
Oct 15, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
As an Indian who's been in Canada for 20+ years, I don't want it to turn into India. Deportation is needed, especially illegals and criminals.
As an Indian who's been in Canada for 20+ years, I don't want it to turn into India. Deportation is needed, especially illegals and criminals.
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.39297962
Profanity0.041912504
Threat0.023889944
Severe Toxicity0.023076924
Moderate 0.4421347 Constructive 0.67 Identity Attack Personal_Narrative
Jan 27, 2026 9 likes Inside Canada's Indian Invasion...
POOJEETS CRIMINALS 🤣💩
POOJEETS CRIMINALS 🤣💩
Inside Canada's Indian Invasion... · 265: Cluster #264
Close reading → Discourse → Video sentiment →
Identity Attack0.14875233
Insult0.5101222
Profanity0.36230123
Threat0.012285355
Severe Toxicity0.2281948
Moderate 0.4421347 Low Con 0.131 Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
They are Indian 🇮🇳! eating cows toilet. Drinking mineral cows Pepe. 😜😄
They are Indian 🇮🇳! eating cows toilet. Drinking mineral cows Pepe. 😜😄
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.458714
Insult0.35161978
Profanity0.22622968
Threat0.02371728
Severe Toxicity0.16960317
Moderate 0.4421347 Low Con 0.169 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
2:24 As an south Indian these North India people is the reason everyone is hated on india bc of hindu religion bs culture and traffic and unhygienic north India streets and delusional people like him. …
2:24 As an south Indian these North India people is the reason everyone is hated on india bc of hindu religion bs culture and traffic and unhygienic north India streets and delusional people like him. If I were ever asked I choose Any European countries over India without thinking a second thought
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.34548226
Profanity0.2600683
Threat0.036149003
Severe Toxicity0.034110364
Moderate 0.4421347 Moderate Con 0.477 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Didn't the other whites move to Canada for a better life themselves? This is hypocrisy at it's best. The Sikhs and Hindus have contributed more to Canada than these east Europeans ever have and ever …
Didn't the other whites move to Canada for a better life themselves? This is hypocrisy at it's best. The Sikhs and Hindus have contributed more to Canada than these east Europeans ever have and ever will.
Inside Canada's Indian Metropolis (Brampton) · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.48949075
Insult0.40243408
Profanity0.058445938
Threat0.00780612
Severe Toxicity0.017029278
Moderate 0.4421347 Moderate Con 0.479 Moral_Argument
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Skillful in scamming and being illegal😮
Skillful in scamming and being illegal😮
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.116281845
Insult0.4302003
Profanity0.20375896
Threat0.021472665
Severe Toxicity0.023076924
Moderate 0.4421347 Low Con 0.182 Unverified_Claim
Jan 19, 2026 1 likes Why Canada’s immigration system has …
At least they're not Muslims
At least they're not Muslims
Inside Canada's Indian Metropolis (Brampton) · 21: Cluster #20
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.24424846
Profanity0.10611444
Threat0.0100069
Severe Toxicity0.023076924
Moderate 0.4421347 Low Con 0.218 Identity Attack
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Ya we hate them
Ya we hate them
Inside Canada's Indian Invasion... · 369: Cluster #368
Close reading → Discourse → Video sentiment →
Identity Attack0.2808415
Insult0.24903896
Profanity0.2356715
Threat0.03856628
Severe Toxicity0.020644438
Moderate 0.4421347 Moderate Con 0.329 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Canada is heaven for khalistani extremists and terrorist, Canadian government itself doesn't take any action even after India's request....
Canada is heaven for khalistani extremists and terrorist, Canadian government itself doesn't take any action even after India's request....
Inside Canada's Indian Invasion... · 27: Cluster #26
Close reading → Discourse → Video sentiment →
Identity Attack0.46050715
Insult0.40243408
Profanity0.020032106
Threat0.011819307
Severe Toxicity0.018126737
Moderate 0.4421347 Low Con 0.226 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
canadaian low not strobg enough to illegal activities. not only indians , pakistanies, ISS, RSS terrieist mostly occupy canada. some africans too. robing , steeling, smugling too. they use week points on the law system.
canadaian low not strobg enough to illegal activities. not only indians , pakistanies, ISS, RSS terrieist mostly occupy canada. some africans too. robing , steeling, smugling too. they use week points on the law system.
Inside Canada's Indian Metropolis (Brampton) · 27: Cluster #26
Close reading → Video sentiment →
Identity Attack0.5108175
Insult0.40243408
Profanity0.057944927
Threat0.014738814
Severe Toxicity0.023076924
Moderate 0.4421347 Low Con 0.298 Identity Attack
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Send all Indian back Let Pakistani and Arabs to come they are white, they've honest and hard work people Canadian girls love Pakistani men and Arabs boys they are handsome too
Send all Indian back Let Pakistani and Arabs to come they are white, they've honest and hard work people Canadian girls love Pakistani men and Arabs boys they are handsome too
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.53446084
Insult0.2679134
Profanity0.11230402
Threat0.031314444
Severe Toxicity0.02453801
Moderate 0.4421347 Moderate Con 0.391 Identity Attack Identity_Assertion
Feb 26, 2026 Inside Canada's Indian Invasion...
Alberta Independence !!! Kenny is a shill.
Alberta Independence !!! Kenny is a shill.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.033527173
Insult0.5130944
Profanity0.12903778
Threat0.0074306927
Severe Toxicity0.0126394415
Moderate 0.4421347 Low Con 0.16 Insult Identity_Assertion
Feb 17, 2026 2 likes LILLEY UNLEASHED: The fall of …
This video is so racist.
This video is so racist.
Inside Canada's Indian Metropolis (Brampton) · 54: Cluster #53
Close reading → Video sentiment →
Identity Attack0.28622448
Insult0.24928534
Profanity0.20375896
Threat0.010369381
Severe Toxicity0.023076924
Moderate 0.4421347 Low Con 0.269
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Every fast food place in Mississauga and Brampton is owned and operated by racist Indian people this started to happen right after Justin Trudeau was elected in 2015
Every fast food place in Mississauga and Brampton is owned and operated by racist Indian people this started to happen right after Justin Trudeau was elected in 2015
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.50917345
Insult0.36798462
Profanity0.050429728
Threat0.007754337
Severe Toxicity0.020257099
Moderate 0.4421347 Moderate Con 0.346 Identity Attack
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada is literally 3rd world at this point. Your local rental ads are "Indian only" and everything reasonable is now $1700+ for a shoebox. Good luck finding work if youre not brown.
Canada is literally 3rd world at this point. Your local rental ads are "Indian only" and everything reasonable is now $1700+ for a shoebox. Good luck finding work if youre not brown.
How Canada broke its immigration system · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.3388922
Profanity0.09551262
Threat0.010964886
Severe Toxicity0.023076924
Moderate 0.4421347 Moderate Con 0.472 Identity Attack Unverified_Claim
Jun 21, 2025 2 likes How Canada broke its immigration …
4:03 is really racist. Not all Indians are dirty.
4:03 is really racist. Not all Indians are dirty.
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.43256098
Insult0.34203702
Profanity0.27342406
Threat0.010654188
Severe Toxicity0.023076924
Moderate 0.4421347 Moderate Con 0.311 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As an immigrant... Canada/Canadian are very polite and respectful people... Its way different back home ... but what this people did to this place is disgusting... changing the norms, forcing your cutlure... Us immigrants are …
As an immigrant... Canada/Canadian are very polite and respectful people... Its way different back home ... but what this people did to this place is disgusting... changing the norms, forcing your cutlure... Us immigrants are toxic... and I do believe its our fault why they are mad about this... people crapping all over the place... fishing without license, srinky rented houses aometimes getting destroyed, crime rate have gone high, over crowded city because immigrants grying to get as much family members as they can... WE FORGOT TO RESPECT THIS PLACE... no matter what... this is their place respect it... if you cant dont come here go home... back there you can do whatever you want... and please migrants youre not entitled here... Canada just gave you a chance its not a privilege its not rights... respect respect respect... you adapt not them
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.40447855
Insult0.47384647
Profanity0.17987521
Threat0.011094344
Severe Toxicity0.023076924
Moderate 0.44039994 Constructive 0.652 Personal_Narrative
Aug 27, 2025 Why Canadians Are Turning Against …
4:56 amen! I'll take Sikhs over muslims any time!
4:56 amen! I'll take Sikhs over muslims any time!
Inside Canada's Indian Invasion... · 22: Cluster #21
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.19225755
Profanity0.13961408
Threat0.31407106
Severe Toxicity0.035007052
Moderate 0.44039994 Constructive 0.501 Identity Attack Identity_Assertion
Feb 27, 2026 Inside Canada's Indian Invasion...
Guy on the bike is openly racist. Against Black people especially.
Guy on the bike is openly racist. Against Black people especially.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.32211447
Profanity0.12903778
Threat0.035113025
Severe Toxicity0.023076924
Moderate 0.44039994 Moderate Con 0.376 Identity Attack
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Never let Indians near water bodies, water bodies are infected with fecul bacteria.
Never let Indians near water bodies, water bodies are infected with fecul bacteria.
Why Canadians Are Turning Against Immigrants. · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.5039629
Insult0.34237885
Profanity0.2298641
Threat0.055270568
Severe Toxicity0.06225512
Moderate 0.44039994 Low Con 0.272 Identity Attack Unverified_Claim
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
And india have the audacity to protest? Shameless
And india have the audacity to protest? Shameless
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.37507164
Insult0.47020787
Profanity0.11477985
Threat0.011689849
Severe Toxicity0.019095084
Moderate 0.44039994 Low Con 0.162
Oct 3, 2025 IRCC Names India in Study …
"we don't feel any racism here" "im as racist as the next guy" lmfaoo
"we don't feel any racism here" "im as racist as the next guy" lmfaoo
Inside Canada's Indian Invasion... · 213: Cluster #212
Close reading → Discourse → Video sentiment →
Identity Attack0.37361985
Insult0.2469859
Profanity0.240511
Threat0.04132889
Severe Toxicity0.023293832
Moderate 0.44039994 Moderate Con 0.306 Humor_Satire
Jan 27, 2026 1,981 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.