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: 0.5 – 1 4,704 comments · Page 173 of 189
Indian immigrants have been using and abusing Canada for years. Close the door and deport.
Indian immigrants have been using and abusing Canada for years. Close the door and deport.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.36798462
Profanity0.07223598
Threat0.13532294
Severe Toxicity0.034110364
Moderate 0.51869136 Low Con 0.201 Identity Attack Call_To_Action
Sep 29, 2025 IRCC Names India in Study …
Why don't they kick these scammers out of their country. Its being ruined
Why don't they kick these scammers out of their country. Its being ruined
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.29951343
Insult0.48627716
Profanity0.22673377
Threat0.52038735
Severe Toxicity0.070156105
Moderate 0.51869136 Low Con 0.227 Threat Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Pojeets needs dung and urine 🐮🐮
Pojeets needs dung and urine 🐮🐮
Inside Canada's Indian Invasion... · 265: Cluster #264
Close reading → Discourse → Video sentiment →
Identity Attack0.17303948
Insult0.54471385
Profanity0.41194582
Threat0.34804323
Severe Toxicity0.44860926
Moderate 0.51869136 Low Con 0.2 Insult Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
P@j33ts hindus spreading dirt 😂😂
P@j33ts hindus spreading dirt 😂😂
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.5130944
Profanity0.32965264
Threat0.108496375
Severe Toxicity0.44787344
Moderate 0.51869136 Low Con 0.201 Identity Attack Insult Unverified_Claim
Feb 28, 2026 6 likes Inside Canada's Indian Invasion...
The guy on the bike referring himself to “poor white trash” is the saddest thing to happen to society
The guy on the bike referring himself to “poor white trash” is the saddest thing to happen to society
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.5130944
Profanity0.3051381
Threat0.0100069
Severe Toxicity0.02373986
Moderate 0.51869136 Low Con 0.287 Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m an Indian and even I feel that Canada is losing it all , it’s a white country who build it up . Just kick the immigrants who don’t respect white culture cauz it’s Canada …
I’m an Indian and even I feel that Canada is losing it all , it’s a white country who build it up . Just kick the immigrants who don’t respect white culture cauz it’s Canada not India .
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57957685
Insult0.32211447
Profanity0.22105443
Threat0.5251682
Severe Toxicity0.16960317
Moderate 0.51869136 Moderate Con 0.494 Identity Attack Threat Identity_Assertion
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Indian either spam garbage or scam money..🥹
Indian either spam garbage or scam money..🥹
Inside Canada's Indian Invasion... · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.4794537
Profanity0.32658687
Threat0.045572113
Severe Toxicity0.16960317
Moderate 0.51869136 Low Con 0.181 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I think blaming a race for this is just stupid. You cant blame a whole race for your rent increasing. Like thats just a side product of economic growth which creates more demand in a …
I think blaming a race for this is just stupid. You cant blame a whole race for your rent increasing. Like thats just a side product of economic growth which creates more demand in a region. Economic growth is good, and if you dont like that, move to a rural city that has no opportunities. A lot seen her is racism, and them saying its not racism dosn't mean anything.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.32768643
Insult0.5362655
Profanity0.33453682
Threat0.012647836
Severe Toxicity0.023076924
Moderate 0.51869136 Constructive 0.645 Insult Moral_Argument
Mar 3, 2026 2 likes Inside Canada's Indian Invasion...
Sixty years ago Brampton was a farming town of 18,000 people? What a complete and utter load of shit. Sixty years ago is 1965. My family moved here in '79, and at that time it …
Sixty years ago Brampton was a farming town of 18,000 people? What a complete and utter load of shit. Sixty years ago is 1965. My family moved here in '79, and at that time it hadn't been a farming town for decades. Hell, when we moved here the Bramalea part of the city had a population well over 18,000 people, never mind Brampton as a whole. And that old church you talked about was a synagogue. I know because I grew up a few blocks from there in Professors Lake.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.11512129
Insult0.4339631
Profanity0.5188411
Threat0.012337137
Severe Toxicity0.02425631
Moderate 0.51869136 Constructive 0.701
Sep 30, 2025 Inside Canada's Indian Metropolis (Brampton)
Yes please end the sponsorship immigrants and all other immigrants coming in and kick the frauds out and the illegals and insyilam seekers KICK THEM OUT
Yes please end the sponsorship immigrants and all other immigrants coming in and kick the frauds out and the illegals and insyilam seekers KICK THEM OUT
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.54996765
Insult0.36798462
Profanity0.15195307
Threat0.5195707
Severe Toxicity0.16960317
Moderate 0.51869136 Low Con 0.269 Identity Attack Threat Call_To_Action
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
Indians peoples yuck 🤮
Indians peoples yuck 🤮
Inside Canada's Indian Invasion... · 70: Cluster #69
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.44802538
Profanity0.41375932
Threat0.029933142
Severe Toxicity0.23224458
Moderate 0.51869136 Moderate Con 0.316 Identity Attack Fear_Threat
Mar 1, 2026 4 likes Inside Canada's Indian Invasion...
My Family has been here for over 300 years, the last segment of my family arrived in 1852. You can go home after you destroy this nation where the fuck do I go. I used …
My Family has been here for over 300 years, the last segment of my family arrived in 1852. You can go home after you destroy this nation where the fuck do I go. I used be proud of being of Canadian but now all I feel is rage.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.32768643
Insult0.36709076
Profanity0.542788
Threat0.0347677
Severe Toxicity0.0394905
Moderate 0.51869136 Moderate Con 0.46
Dec 12, 2025 Why Canadians Are Turning Against …
No Indu Kush ! No place here !
No Indu Kush ! No place here !
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.58354634
Insult0.42567953
Profanity0.2395431
Threat0.21332647
Severe Toxicity0.35368225
Moderate 0.51869136 Low Con 0.229 Identity Attack Call_To_Action
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Yes. Fund the CBSA. I’d rather it go to border security than to free housing and benefits to foreigners. Deport the misery. Canada isn’t the garbage bin of the third world.
Yes. Fund the CBSA. I’d rather it go to border security than to free housing and benefits to foreigners. Deport the misery. Canada isn’t the garbage bin of the third world.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.41222036
Insult0.5393265
Profanity0.13432594
Threat0.010032792
Severe Toxicity0.023076924
Moderate 0.51869136 Moderate Con 0.46 Insult
Dec 23, 2025 13 likes Deportations From Canada at Their …
they drive bad because they got fake permit and same for the truck driver theey have fake cdl and they flood the trucking market , just a bunch of scammer.
they drive bad because they got fake permit and same for the truck driver theey have fake cdl and they flood the trucking market , just a bunch of scammer.
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.018771807
Insult0.5739874
Profanity0.10301965
Threat0.008259222
Severe Toxicity0.012283325
Moderate 0.51869136 Low Con 0.19 Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
lol european immigrants turned canada to north american europe and now their hypocrisy. The same narrative as always, they come here and steal our jobs, then at the same time they say they do not …
lol european immigrants turned canada to north american europe and now their hypocrisy. The same narrative as always, they come here and steal our jobs, then at the same time they say they do not work. What a braindead talk. White people are the minority? There are 1000 cities with vast majority of white people...one area it is not the case and they say "Oh no, canada is not white anymore". Always the same strategies LOL...Sidenote: Canada was originally exactly NOT white as european immigrants stole it. Period. Canada was built by immigrants and with colonial money from india.
Inside Canada's Indian Metropolis (Brampton) · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.4986907
Profanity0.11725569
Threat0.011120236
Severe Toxicity0.023880709
Moderate 0.51869136 Moderate Con 0.389 Identity Attack Identity_Assertion
Dec 18, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Even the indians are sick of indians, they tell me everyday 😂
Even the indians are sick of indians, they tell me everyday 😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.40243408
Profanity0.26600444
Threat0.038220957
Severe Toxicity0.09649272
Moderate 0.51869136 Low Con 0.275 Identity Attack Humor_Satire
Feb 26, 2026 2 likes Inside Canada's Indian Invasion...
Lazy canadian. They don't work. They live on govt funds n investment abroad. Never worked. Mechanic, driver, shopkeeper, mall worker, nurse, doctor, IT guys. All r immigrants. Future is bleak.
Lazy canadian. They don't work. They live on govt funds n investment abroad. Never worked. Mechanic, driver, shopkeeper, mall worker, nurse, doctor, IT guys. All r immigrants. Future is bleak.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5130944
Profanity0.052934792
Threat0.00823333
Severe Toxicity0.023076924
Moderate 0.51869136 Low Con 0.214 Identity Attack Insult Economic_Argument
Aug 25, 2025 Why Canadians Are Turning Against …
4:51 it says it all right here! At least it's not the Muslims and Africans. 😆
4:51 it says it all right here! At least it's not the Muslims and Africans. 😆
Inside Canada's Indian Invasion... · 21: Cluster #20
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.30326313
Profanity0.17334256
Threat0.019746035
Severe Toxicity0.04666401
Moderate 0.51869136 Low Con 0.207 Identity Attack Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
Indians have done nothing but disrespect Canada, Canadians and our culture. GO HOME
Indians have done nothing but disrespect Canada, Canadians and our culture. GO HOME
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.35849577
Profanity0.089693464
Threat0.012854968
Severe Toxicity0.024631912
Moderate 0.51869136 Low Con 0.266 Identity Attack Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
the bike dude is gypsy crusader level racist 😭
the bike dude is gypsy crusader level racist 😭
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.46327567
Profanity0.2637234
Threat0.013631714
Severe Toxicity0.04666401
Moderate 0.51869136 Low Con 0.248 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
You sold your own country but you blame Trump for all the trash in the world
You sold your own country but you blame Trump for all the trash in the world
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.1508922
Insult0.54471385
Profanity0.11725569
Threat0.0073789097
Severe Toxicity0.014705247
Moderate 0.51869136 Low Con 0.217 Insult Identity_Assertion
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
It's an infestation of parasites. Shut those borders down!
It's an infestation of parasites. Shut those borders down!
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2764353
Insult0.5130944
Profanity0.20808282
Threat0.032005094
Severe Toxicity0.023411209
Moderate 0.51869136 Low Con 0.134 Insult Fear_Threat
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Why is it majority of immigrants are living in new homes and driving new cars while Canadians are being removed and left homeless while getting the bill for all the immigrants? Disgusting Liberal Government..
Why is it majority of immigrants are living in new homes and driving new cars while Canadians are being removed and left homeless while getting the bill for all the immigrants? Disgusting Liberal Government..
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.4006267
Insult0.54471385
Profanity0.068967216
Threat0.009411395
Severe Toxicity0.018126737
Moderate 0.51869136 Moderate Con 0.385 Insult Unverified_Claim
Dec 26, 2025 Deportations From Canada at Their …
TOO BLOODY MANY. THEY BREED LIKE RABBITS
TOO BLOODY MANY. THEY BREED LIKE RABBITS
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.24462871
Insult0.48627716
Profanity0.2882351
Threat0.06626215
Severe Toxicity0.1465323
Moderate 0.51869136 Low Con 0.196
Sep 11, 2025 Why Canadians Are Turning Against …
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.