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 112 of 189
No more indian or Muslim immigrants... Problem solved
No more indian or Muslim immigrants... Problem solved
Why Canadians Are Turning Against Immigrants. · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.7063701
Insult0.3486032
Profanity0.14490221
Threat0.1115629
Severe Toxicity0.23224458
Moderate 0.60311776 Low Con 0.2 Identity Attack
Sep 8, 2025 Why Canadians Are Turning Against …
That lady is She’s lying. She can you look like you dead in the face is still away liar
That lady is She’s lying. She can you look like you dead in the face is still away liar
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.050671257
Insult0.64537907
Profanity0.24438259
Threat0.09623027
Severe Toxicity0.02491361
Moderate 0.60311776 Low Con 0.154 Insult
Sep 28, 2025 1 likes IRCC Names India in Study …
UGLY COUNTRY, EVER I SEE
UGLY COUNTRY, EVER I SEE
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.4962726
Profanity0.31761163
Threat0.013476364
Severe Toxicity0.16960317
Moderate 0.60311776 Low Con 0.238 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
You are a liar, not surprise you work for the government
You are a liar, not surprise you work for the government
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.02138452
Insult0.67254376
Profanity0.17520344
Threat0.0084793
Severe Toxicity0.01806218
Moderate 0.60311776 Low Con 0.127 Insult
May 4, 2020 1 likes How much do refugees and …
I have not met one person that says they have voted liberal.?. The election was 100% rigged. We are in serious trouble. We need to wake the fuck up.!
I have not met one person that says they have voted liberal.?. The election was 100% rigged. We are in serious trouble. We need to wake the fuck up.!
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.08170113
Insult0.40420914
Profanity0.6919765
Threat0.0138755
Severe Toxicity0.029626917
Moderate 0.60311776 Moderate Con 0.37 Unverified_Claim
Aug 29, 2025 4 likes Why Canadians Are Turning Against …
The guy with a bike needs to learn that his grandfathers stole Canada from the Indians! 😂Calling Africans useless shows how low IQ he has.
The guy with a bike needs to learn that his grandfathers stole Canada from the Indians! 😂Calling Africans useless shows how low IQ he has.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.6109131
Profanity0.13785136
Threat0.011353259
Severe Toxicity0.02406851
Moderate 0.60311776 Low Con 0.181 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Your at a government meeting and all you can say is i don't have that information 😂 what the fuck are you doing at your job new generation workers at thier best god help us …
Your at a government meeting and all you can say is i don't have that information 😂 what the fuck are you doing at your job new generation workers at thier best god help us there is no hope for our country 0%
IRCC Names India in Study Permit Fraud | … · 134: Cluster #133
Close reading → Discourse → Video sentiment →
Identity Attack0.08500996
Insult0.40243408
Profanity0.5722072
Threat0.012803185
Severe Toxicity0.16960317
Moderate 0.60311776 Moderate Con 0.31 Policy_Critique
Nov 12, 2025 IRCC Names India in Study …
its great to see immigrants complaining about another immigrant 😂 also does he know how much indians contribute to the gdp....... govt wants us fool
its great to see immigrants complaining about another immigrant 😂 also does he know how much indians contribute to the gdp....... govt wants us fool
Inside Canada's Indian Invasion... · 58: Cluster #57
Close reading → Discourse → Video sentiment →
Identity Attack0.50125694
Insult0.62169385
Profanity0.25275812
Threat0.009981008
Severe Toxicity0.023076924
Moderate 0.60311776 Low Con 0.247 Identity Attack Insult Humor_Satire
Feb 7, 2026 3 likes Inside Canada's Indian Invasion...
Yhh that bike guy are the types of white dude who get their teeth knocked out..i really hope he can fight or he stays in his white trash town 😅
Yhh that bike guy are the types of white dude who get their teeth knocked out..i really hope he can fight or he stays in his white trash town 😅
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.5913144
Insult0.5270482
Profanity0.34391102
Threat0.34804323
Severe Toxicity0.16960317
Moderate 0.60311776 Moderate Con 0.367 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
So Indians came to Canada and didn't built anything or add to Canadian economy. Load of Bulsh*t . These Racists got to get some common sense. Look around you. The little town grew almost into …
So Indians came to Canada and didn't built anything or add to Canadian economy. Load of Bulsh*t . These Racists got to get some common sense. Look around you. The little town grew almost into a metropolis. Listen how casually the Red Neck says " they don't pay taxes" HAHA. Even the illegal immigrants in USA are being collected Tax from and you talking about legal Immigrants with SIN numbers.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.5739874
Profanity0.46460027
Threat0.019055385
Severe Toxicity0.16960317
Moderate 0.60311776 Moderate Con 0.332 Identity Attack Insult
Nov 8, 2025 Inside Canada's Indian Metropolis (Brampton)
😂😂😂😂😂😂😂😂 Dude said Indians are generally a “Dirty People” 😂 😂😂😂😂😂😂
😂😂😂😂😂😂😂😂 Dude said Indians are generally a “Dirty People” 😂 😂😂😂😂😂😂
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.58354634
Insult0.48569724
Profanity0.30690086
Threat0.013321015
Severe Toxicity0.16960317
Moderate 0.60311776 Low Con 0.191 Identity Attack Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
Indians are also extremely racist 😂 so that whole crying over “White man bad” doesn’t really cut it
Indians are also extremely racist 😂 so that whole crying over “White man bad” doesn’t really cut it
Inside Canada's Indian Invasion... · 87: Cluster #86
Close reading → Discourse → Video sentiment →
Identity Attack0.6220118
Insult0.4555076
Profanity0.28938356
Threat0.02250864
Severe Toxicity0.16960317
Moderate 0.60311776 Low Con 0.269 Identity Attack Identity_Assertion
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
All people that are from India should be removed from canada immediately if we plan on remaining a good country.
All people that are from India should be removed from canada immediately if we plan on remaining a good country.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6990888
Insult0.36193377
Profanity0.16264248
Threat0.44942492
Severe Toxicity0.34962174
Moderate 0.60311776 Low Con 0.211 Identity Attack
Oct 6, 2025 IRCC Names India in Study …
5.39 is he real ? African intelligence is below down syndrom ehhh
5.39 is he real ? African intelligence is below down syndrom ehhh
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.5101222
Profanity0.28708664
Threat0.02613456
Severe Toxicity0.19149859
Moderate 0.60311776 Low Con 0.148 Identity Attack Insult Unverified_Claim
Feb 21, 2026 Inside Canada's Indian Invasion...
So....The same thing is happening in my city. As long as they don't start migrating to my little hometown, idgaf. Stay off my property and you're good :) But as soon as one of those …
So....The same thing is happening in my city. As long as they don't start migrating to my little hometown, idgaf. Stay off my property and you're good :) But as soon as one of those Curry-eating, Sand-wiping, Goat-forking Sand Niggas step one ugly, smelly foot in my house trying to steal from me...IT'S LYNCHING TIME!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.5678696
Profanity0.46460027
Threat0.2836219
Severe Toxicity0.349738
Moderate 0.60311776 Moderate Con 0.418 Identity Attack Insult Fear_Threat
Feb 9, 2026 Inside Canada's Indian Invasion...
Canadians are too passive and we've let the 3rd world come in and walk all over us. If we don't decide soon to say enough is enough and take this country back from the corrupt …
Canadians are too passive and we've let the 3rd world come in and walk all over us. If we don't decide soon to say enough is enough and take this country back from the corrupt assholes in Ottawa, then kiss this country goodbye.
Why Canadians Are Turning Against Immigrants. · 100: Cluster #99
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.62169385
Profanity0.44366163
Threat0.025961896
Severe Toxicity0.12282934
Moderate 0.60311776 Low Con 0.292 Insult Call_To_Action
Aug 26, 2025 Why Canadians Are Turning Against …
Thanks To trudope, Canada is screwed
Thanks To trudope, Canada is screwed
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.39966375
Insult0.5678696
Profanity0.44431314
Threat0.008090926
Severe Toxicity0.04397394
Moderate 0.60311776 Moderate Con 0.304 Insult
Jul 8, 2019 How much do refugees and …
14:59 Hindus believe in countless gods. Lmaaao Secondly, These people vandalize churches and arrest those who convert to Christianity. Hindus use slurs like "rice bag converts," "low caste" and so on. These are deceitful scammers.
14:59 Hindus believe in countless gods. Lmaaao Secondly, These people vandalize churches and arrest those who convert to Christianity. Hindus use slurs like "rice bag converts," "low caste" and so on. These are deceitful scammers.
Inside Canada's Indian Metropolis (Brampton) · 111: Cluster #110
Close reading → Discourse → Video sentiment →
Identity Attack0.57957685
Insult0.54471385
Profanity0.3320008
Threat0.09009721
Severe Toxicity0.16960317
Moderate 0.60311776 Moderate Con 0.429 Identity Attack Insult Unverified_Claim
Sep 20, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
Canada has changed, and it sure isn't for the fucking better!
Canada has changed, and it sure isn't for the fucking better!
Inside Canada's Indian Metropolis (Brampton) · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.3470427
Profanity0.70864636
Threat0.008841781
Severe Toxicity0.040387187
Moderate 0.60311776 Low Con 0.274 Policy_Critique
Oct 1, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
12:55 rubbish... Always helping their own and that is a fact!
12:55 rubbish... Always helping their own and that is a fact!
Inside Canada's Indian Metropolis (Brampton) · 185: Cluster #184
Close reading → Discourse → Video sentiment →
Identity Attack0.024600167
Insult0.5270482
Profanity0.29209393
Threat0.009411395
Severe Toxicity0.023927659
Moderate 0.60311776 Low Con 0.289 Insult Unverified_Claim
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Happening here in the US and nobody has been held accountable! The sick part is there’s millions of retards who support this invasion
Happening here in the US and nobody has been held accountable! The sick part is there’s millions of retards who support this invasion
Inside Canada's Indian Invasion... · 43: Cluster #42
Close reading → Discourse → Video sentiment →
Identity Attack0.4830652
Insult0.6120431
Profanity0.39409557
Threat0.0130621
Severe Toxicity0.1597006
Moderate 0.60311776 Low Con 0.22 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
👎👎👎 racist “journalist”
👎👎👎 racist “journalist”
Inside Canada's Indian Invasion... · 61: Cluster #60
Close reading → Discourse → Video sentiment →
Identity Attack0.37082586
Insult0.5739874
Profanity0.16682947
Threat0.013165667
Severe Toxicity0.040387187
Moderate 0.60311776 Low Con 0.209 Insult Meta_Commentary
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
Indians are obnoxious. Indian religions statues shouldnt be in open display,
Indians are obnoxious. Indian religions statues shouldnt be in open display,
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.5130944
Profanity0.2980872
Threat0.029933142
Severe Toxicity0.16960317
Moderate 0.60311776 Low Con 0.184 Identity Attack Insult Identity_Assertion
Feb 13, 2026 Inside Canada's Indian Invasion...
The root cause is that a lot of Canadians are square head, very foolish, not understanding 3rd world country people. They live in a very harsh life and will do anything broken your system.
The root cause is that a lot of Canadians are square head, very foolish, not understanding 3rd world country people. They live in a very harsh life and will do anything broken your system.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.50125694
Insult0.6407567
Profanity0.14666493
Threat0.011275585
Severe Toxicity0.023246882
Moderate 0.60311776 Moderate Con 0.331 Identity Attack Insult Identity_Assertion
Feb 18, 2026 1 likes LILLEY UNLEASHED: The fall of …
I migrated to canada expecting to have a better environment but left due to the stanky indians
I migrated to canada expecting to have a better environment but left due to the stanky indians
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.6227552
Insult0.5678696
Profanity0.26583168
Threat0.009644418
Severe Toxicity0.06011435
Moderate 0.60311776 Moderate Con 0.386 Identity Attack Insult Personal_Narrative
Jan 28, 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.