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 156 of 189
Just as the title begged for, all the racists came running…to be Racist! 😂 What a shameful lot you all are.
Just as the title begged for, all the racists came running…to be Racist! 😂 What a shameful lot you all are.
Inside Canada's Indian Invasion... · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.27914262
Insult0.5543018
Profanity0.078378424
Threat0.008634649
Severe Toxicity0.023076924
Moderate 0.54325575 Low Con 0.15 Insult Humor_Satire
Feb 26, 2026 3 likes Inside Canada's Indian Invasion...
Canada safe country until you see your rival who killed your goat
Canada safe country until you see your rival who killed your goat
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.105256535
Insult0.46173862
Profanity0.2659008
Threat0.5195707
Severe Toxicity0.044870634
Moderate 0.54325575 Low Con 0.235 Threat
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Deport all punjab ones they are Khalistanis 😂
Deport all punjab ones they are Khalistanis 😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.60238177
Insult0.5393265
Profanity0.31761163
Threat0.42643023
Severe Toxicity0.50703704
Moderate 0.54325575 Low Con 0.164 Identity Attack Insult Call_To_Action
Feb 8, 2026 Inside Canada's Indian Invasion...
Crying white europeans. Nothing new, time for you to go home to Europe - where you actually belong
Crying white europeans. Nothing new, time for you to go home to Europe - where you actually belong
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5680164
Insult0.42367843
Profanity0.19155724
Threat0.063999176
Severe Toxicity0.06101104
Moderate 0.54325575 Low Con 0.174 Identity Attack Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Why are you talking to that traitor to Alberta. Ugh
Why are you talking to that traitor to Alberta. Ugh
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.06340405
Insult0.6109131
Profanity0.062454045
Threat0.008686432
Severe Toxicity0.013801457
Moderate 0.54325575 Low Con 0.271 Insult Identity_Assertion
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
This show your mentality sick character! When your bigot forefathers came to india to loot us and grand children of them are judgeing us 😂that quite weird
This show your mentality sick character! When your bigot forefathers came to india to loot us and grand children of them are judgeing us 😂that quite weird
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.3817989
Insult0.5678696
Profanity0.17334256
Threat0.010447056
Severe Toxicity0.023505108
Moderate 0.54325575 Low Con 0.251 Insult Moral_Argument
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Just one quistion, How many native american killed by white people ?( ur fathers and grand fathers) JUST NATIVE AMERICANS NOT AFRICANS AND OTHERS.
Just one quistion, How many native american killed by white people ?( ur fathers and grand fathers) JUST NATIVE AMERICANS NOT AFRICANS AND OTHERS.
Inside Canada's Indian Invasion... · 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.3416952
Profanity0.12639372
Threat0.32350776
Severe Toxicity0.16960317
Moderate 0.54325575 Moderate Con 0.373 Identity Attack Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Locals More like EARLIER INVADERS THE INDIANS HAVE MORE LEGITIMACY OVER CANADA THAN WHITE GENOCIDERS.
Locals More like EARLIER INVADERS THE INDIANS HAVE MORE LEGITIMACY OVER CANADA THAN WHITE GENOCIDERS.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57957685
Insult0.46774593
Profanity0.12035047
Threat0.063352615
Severe Toxicity0.0394905
Moderate 0.54325575 Low Con 0.243 Identity Attack Identity_Assertion
Oct 16, 2025 Inside Canada's Indian Metropolis (Brampton)
please mr minister of canada,deport all of these nasty people
please mr minister of canada,deport all of these nasty people
Inside Canada's Indian Invasion... · 110: Cluster #109
Close reading → Discourse → Video sentiment →
Identity Attack0.17459276
Insult0.57566804
Profanity0.12374964
Threat0.12996206
Severe Toxicity0.023076924
Moderate 0.54325575 Low Con 0.202 Insult Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Stop letting people in from Buttfuckistan who just want to import their incompatible culture and import people from nation’s with similar values instead. No Canadian would be having this anger if it was millions of …
Stop letting people in from Buttfuckistan who just want to import their incompatible culture and import people from nation’s with similar values instead. No Canadian would be having this anger if it was millions of Koreans or Italians… people who actually build nice things instead of slums.
Why Canadians Are Turning Against Immigrants. · 5: Cluster #4
Close reading → Video sentiment →
Identity Attack0.46614665
Insult0.5130944
Profanity0.4193644
Threat0.010421164
Severe Toxicity0.15179962
Moderate 0.54325575 Low Con 0.29 Insult
Aug 27, 2025 Why Canadians Are Turning Against …
Indian hindu in india want hindurashtra but thier child live in christian country they are hypocrite
Indian hindu in india want hindurashtra but thier child live in christian country they are hypocrite
Inside Canada's Indian Invasion... · 111: Cluster #110
Close reading → Discourse → Video sentiment →
Identity Attack0.53446084
Insult0.5270482
Profanity0.29209393
Threat0.049774777
Severe Toxicity0.16960317
Moderate 0.54325575 Low Con 0.146 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
They have destroyed their country and migrating all over the world. Illegal stuffs and scammers. They’re like Muslims, they don’t integrate but rather always want to change the country where they go to.Although they’re some …
They have destroyed their country and migrating all over the world. Illegal stuffs and scammers. They’re like Muslims, they don’t integrate but rather always want to change the country where they go to.Although they’re some decent ones
Inside Canada's Indian Invasion... · 232: Cluster #231
Close reading → Discourse → Video sentiment →
Identity Attack0.5948528
Insult0.47384647
Profanity0.22552395
Threat0.026652548
Severe Toxicity0.09912638
Moderate 0.54325575 Moderate Con 0.324 Identity Attack Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
This needs to be violently and ruthlessly undone. This is ridiculous.
This needs to be violently and ruthlessly undone. This is ridiculous.
Inside Canada's Indian Invasion... · 199: Cluster #198
Close reading → Video sentiment →
Identity Attack0.013948337
Insult0.4986907
Profanity0.21673056
Threat0.4430943
Severe Toxicity0.023076924
Moderate 0.54325575 Low Con 0.198
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Too many Indian scammers we must ban them everywhere!!
Too many Indian scammers we must ban them everywhere!!
Inside Canada's Indian Invasion... · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.4810288
Profanity0.22723788
Threat0.1319513
Severe Toxicity0.04666401
Moderate 0.54325575 Low Con 0.273 Identity Attack Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It's 😢sad that India 🇮🇳 people come try take over Canada 🇨🇦, terrorists, smugglers, scammers and liars most of it is Justin Trudeau fault and left for us to redeem back our country. That's all …
It's 😢sad that India 🇮🇳 people come try take over Canada 🇨🇦, terrorists, smugglers, scammers and liars most of it is Justin Trudeau fault and left for us to redeem back our country. That's all b""t and Mark carney not helping. Thats my opinion
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.5678696
Profanity0.114160895
Threat0.011793415
Severe Toxicity0.02402156
Moderate 0.54325575 Moderate Con 0.483 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Have you never seen any progressive and good side of the Indians' contribution?? I think you should go listen to P.M Macron's speech in IT summit that happened recently in India. Just because of one …
Have you never seen any progressive and good side of the Indians' contribution?? I think you should go listen to P.M Macron's speech in IT summit that happened recently in India. Just because of one ill-literate stupid person who ate the cow-dung doesn't represent the whole of India. There are some stupid people in every country. Its a sensible and a resonable think to understand such realities. Before you talk about India please read and have some knowledge about each state then you'll understand each state is very different and a country by itself. Considering that all Indians are bad is not smart or nice. Looks like you are expecting some changes, ok, then try and work on for that rather than hating Indians as a whole.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.6109131
Profanity0.26735115
Threat0.012647836
Severe Toxicity0.023076924
Moderate 0.54325575 Constructive 0.739 Insult Moral_Argument
Feb 21, 2026 1 likes Inside Canada's Indian Invasion...
Who is this schmuck Tyler Oliveira, and why is he here in Canada. Almost 9m subs?! The very title, subject matter, interview questions and presentation are racist. Just read the comments, and … surprise! You …
Who is this schmuck Tyler Oliveira, and why is he here in Canada. Almost 9m subs?! The very title, subject matter, interview questions and presentation are racist. Just read the comments, and … surprise! You get 24K people liking this comment: “Wanting your country not to turn into India is not racist.” Whoosh. 🙄
Inside Canada's Indian Invasion... · 56: Cluster #55
Close reading → Discourse → Video sentiment →
Identity Attack0.32476485
Insult0.57566804
Profanity0.11230402
Threat0.008103873
Severe Toxicity0.023076924
Moderate 0.54325575 Moderate Con 0.322 Insult Meta_Commentary
Feb 3, 2026 Inside Canada's Indian Invasion...
ALL PUNJABI HAS TI BE DEPORTED..SHAME FOR OTHER INDIANS WHO WORK HARD AND PAY TAXES AND ABIDE THE RULES ….SHAME FUL PEOPLE..
ALL PUNJABI HAS TI BE DEPORTED..SHAME FOR OTHER INDIANS WHO WORK HARD AND PAY TAXES AND ABIDE THE RULES ….SHAME FUL PEOPLE..
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.54996765
Insult0.5678696
Profanity0.29456177
Threat0.33609006
Severe Toxicity0.35368225
Moderate 0.54325575 Moderate Con 0.331 Identity Attack Insult Call_To_Action
Jan 29, 2026 Inside Canada's Indian Invasion...
3 years, permanent residency, can't even hold a normal conversation in english while smuggling people across the border. Holy fuck what has the Canadian Government done to us, the citizens.
3 years, permanent residency, can't even hold a normal conversation in english while smuggling people across the border. Holy fuck what has the Canadian Government done to us, the citizens.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.23846684
Insult0.40243408
Profanity0.5643384
Threat0.011638066
Severe Toxicity0.027833538
Moderate 0.54325575 Moderate Con 0.438
Jan 27, 2026 4,348 likes Inside Canada's Indian Invasion...
After some time "🐄 Gau hamre mata hai " or "🐄 Cow is our mother "and " please don't eat it , or I will kill you " 😢😢
After some time "🐄 Gau hamre mata hai " or "🐄 Cow is our mother "and " please don't eat it , or I will kill you " 😢😢
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.3817989
Insult0.46923602
Profanity0.38483799
Threat0.6164197
Severe Toxicity0.5381526
Moderate 0.54325575 Moderate Con 0.463 Threat
Oct 29, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Ethnic removal is the only way forward for white nations.
Ethnic removal is the only way forward for white nations.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5983441
Insult0.24171697
Profanity0.22105443
Threat0.49483058
Severe Toxicity0.23226346
Moderate 0.54325575 Low Con 0.149 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
They seem to all be linked to Indians! Existing fraudsters and new coming fraudsters!!!!
They seem to all be linked to Indians! Existing fraudsters and new coming fraudsters!!!!
IRCC Names India in Study Permit Fraud | … · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5130944
Profanity0.1352073
Threat0.011379151
Severe Toxicity0.02425631
Moderate 0.54325575 Low Con 0.145 Identity Attack Insult Unverified_Claim
Sep 30, 2025 IRCC Names India in Study …
Guys talking about Africans like it’s not white people that are destroying the world
Guys talking about Africans like it’s not white people that are destroying the world
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.36798462
Profanity0.22673377
Threat0.0824309
Severe Toxicity0.16960317
Moderate 0.54325575 Low Con 0.222 Identity Attack Moral_Argument
Mar 2, 2026 Inside Canada's Indian Invasion...
Ban Sikh and Hindu students from Punjab India they are the only ones defrauding Canada
Ban Sikh and Hindu students from Punjab India they are the only ones defrauding Canada
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.48228607
Profanity0.11354194
Threat0.061736204
Severe Toxicity0.13863131
Moderate 0.54325575 Low Con 0.284 Identity Attack Call_To_Action
Sep 27, 2025 IRCC Names India in Study …
Way too many Indians ... Jagmeet and Trudeau ruined this country
Way too many Indians ... Jagmeet and Trudeau ruined this country
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.58354634
Insult0.4339631
Profanity0.08549073
Threat0.054624002
Severe Toxicity0.02458496
Moderate 0.54325575 Moderate Con 0.306 Identity Attack Identity_Assertion
Feb 14, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
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.