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 115 of 189
India is like a plague
India is like a plague
Inside Canada's Indian Invasion... · 34: Cluster #33
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.5130944
Profanity0.30161268
Threat0.03787563
Severe Toxicity0.21290472
Moderate 0.6027529 Moderate Con 0.321 Identity Attack Insult Fear_Threat
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
India is the biggest dump on Earth.
India is the biggest dump on Earth.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5913144
Insult0.54471385
Profanity0.33954415
Threat0.033386398
Severe Toxicity0.23223428
Moderate 0.6027529 Low Con 0.176 Identity Attack Insult
Nov 23, 2025 Inside Canada's Indian Metropolis (Brampton)
Dayum tyler went and was going to go and do the deal, that was wild man.You've got big balls bro
Dayum tyler went and was going to go and do the deal, that was wild man.You've got big balls bro
Inside Canada's Indian Invasion... · 29: Cluster #28
Close reading → Discourse → Video sentiment →
Identity Attack0.031980325
Insult0.26957804
Profanity0.47435758
Threat0.01698343
Severe Toxicity0.02604016
Moderate 0.6027529 Moderate Con 0.439 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadians are the biggest cucks on the planer now. They literally get social status by hating their own race and demanding to be replaced. It didn’t start with the dot Indians either, they let the …
Canadians are the biggest cucks on the planer now. They literally get social status by hating their own race and demanding to be replaced. It didn’t start with the dot Indians either, they let the Chinese take their west coast, flooded their east with Arabs, and filled the prairies with sub-Saharans. They’re all horrified to even speak about it.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57957685
Insult0.57566804
Profanity0.37854016
Threat0.023544617
Severe Toxicity0.16960317
Moderate 0.6027529 Low Con 0.235 Identity Attack Insult Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Where do I go…4th generation white Canadian. I want out. I hate living in India/Africa/Etc. My neighborhood reeks like curry all summer. Boycotting Tim Hortons. So much crime. Indians killing people in their semi trucks …
Where do I go…4th generation white Canadian. I want out. I hate living in India/Africa/Etc. My neighborhood reeks like curry all summer. Boycotting Tim Hortons. So much crime. Indians killing people in their semi trucks hauling drugs and stolen goods!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6487889
Insult0.4555076
Profanity0.19524631
Threat0.34804323
Severe Toxicity0.16960317
Moderate 0.6027529 Moderate Con 0.486 Identity Attack Identity_Assertion
Feb 26, 2026 Inside Canada's Indian Invasion...
African is problem
African is problem
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.6682205
Insult0.42167732
Profanity0.22889622
Threat0.01254427
Severe Toxicity0.16960317
Moderate 0.6027529 Low Con 0.244 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Please don't stay silent, we are Canadians, we have to stop immigrants this is mot they country, deport, deport special muslims they are 😈😈😈 and immigrant from India deport, deport all.
Please don't stay silent, we are Canadians, we have to stop immigrants this is mot they country, deport, deport special muslims they are 😈😈😈 and immigrant from India deport, deport all.
Why Canadians Are Turning Against Immigrants. · 20: Cluster #19
Close reading → Discourse → Video sentiment →
Identity Attack0.6682205
Insult0.47384647
Profanity0.1854088
Threat0.24484909
Severe Toxicity0.23223428
Moderate 0.6027529 Moderate Con 0.323 Identity Attack Call_To_Action
Aug 25, 2025 Why Canadians Are Turning Against …
The bike guy needs his own YouTube channel (he'd get banned immediately) and I would watch it every fu**ing day.
The bike guy needs his own YouTube channel (he'd get banned immediately) and I would watch it every fu**ing day.
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.035331827
Insult0.37619758
Profanity0.6528205
Threat0.019055385
Severe Toxicity0.052940834
Moderate 0.6027529 Moderate Con 0.316 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Whites colonized india....now indians are doing reverse colonisation...karma bitch 😂😂 Why are u crying 😂😂
Whites colonized india....now indians are doing reverse colonisation...karma bitch 😂😂 Why are u crying 😂😂
Inside Canada's Indian Invasion... · 247: Cluster #246
Close reading → Discourse → Video sentiment →
Identity Attack0.5548181
Insult0.5362655
Profanity0.54024357
Threat0.13751452
Severe Toxicity0.45293763
Moderate 0.6027529 Low Con 0.178 Identity Attack Insult Identity_Assertion
Feb 25, 2026 3 likes Inside Canada's Indian Invasion...
i dont have to watch this video to know you’re ignorant and someone ppl should have never platformed
i dont have to watch this video to know you’re ignorant and someone ppl should have never platformed
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.037136484
Insult0.57566804
Profanity0.24438259
Threat0.0130621
Severe Toxicity0.023076924
Moderate 0.6027529 Low Con 0.219 Insult Meta_Commentary
Feb 8, 2026 Inside Canada's Indian Invasion...
STUPID QUESTION. I DID WE GET TO THIS POINT. SMH. WE NEED THEM TO GO BACK
STUPID QUESTION. I DID WE GET TO THIS POINT. SMH. WE NEED THEM TO GO BACK
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.010507392
Insult0.56997263
Profanity0.36230123
Threat0.019055385
Severe Toxicity0.023076924
Moderate 0.6027529 Low Con 0.279 Insult Fear_Threat
Jan 19, 2026 5 likes Why Canada’s immigration system has …
Indians are a problem in Texas too
Indians are a problem in Texas too
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.45758462
Profanity0.2298641
Threat0.011715741
Severe Toxicity0.16960317
Moderate 0.6027529 Low Con 0.281 Identity Attack Comparative_Framing
Sep 19, 2025 16 likes Inside Canada's Indian Metropolis (Brampton)
Every single problem we have in Canada stems from to many immigrants brought in by the liberals to try and hold forever power. You ignorant liberal voters did this
Every single problem we have in Canada stems from to many immigrants brought in by the liberals to try and hold forever power. You ignorant liberal voters did this
Inside Canada's Indian Invasion... · 15: Cluster #14
Close reading → Discourse → Video sentiment →
Identity Attack0.37292135
Insult0.6500014
Profanity0.11292298
Threat0.008272167
Severe Toxicity0.020257099
Moderate 0.6027529 Low Con 0.258 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
NEVER EVER TRUST an Indian! Over here in the U.S., they abused the H-1B work visas!!! Trump just tagged a $100,000 on all H-1B VISA!! 🎉🎉🎉
NEVER EVER TRUST an Indian! Over here in the U.S., they abused the H-1B work visas!!! Trump just tagged a $100,000 on all H-1B VISA!! 🎉🎉🎉
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6106996
Insult0.38406035
Profanity0.2188925
Threat0.058503386
Severe Toxicity0.19149859
Moderate 0.6027529 Moderate Con 0.352 Identity Attack
Sep 30, 2025 2 likes IRCC Names India in Study …
Never trust people from india
Never trust people from india
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6853638
Insult0.34782293
Profanity0.2263305
Threat0.038220957
Severe Toxicity0.16960317
Moderate 0.6027529 Low Con 0.281 Identity Attack
Oct 1, 2025 IRCC Names India in Study …
Just for anyone not Canadian watching this ....... ITS NOT JUST BRAMPTON. IT EVERY DAMN CITY IN CANADA !
Just for anyone not Canadian watching this ....... ITS NOT JUST BRAMPTON. IT EVERY DAMN CITY IN CANADA !
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.23998553
Insult0.44802538
Profanity0.5643384
Threat0.010110466
Severe Toxicity0.10702737
Moderate 0.6027529 Low Con 0.278 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Note:Khalistanis are not considered as a indians,we considered them as terr**sts.
Note:Khalistanis are not considered as a indians,we considered them as terr**sts.
Inside Canada's Indian Invasion... · 130: Cluster #129
Close reading → Discourse → Video sentiment →
Identity Attack0.57957685
Insult0.54471385
Profanity0.46460027
Threat0.13498579
Severe Toxicity0.3536391
Moderate 0.6027529 Moderate Con 0.323 Identity Attack Insult Identity_Assertion
Feb 8, 2026 Inside Canada's Indian Invasion...
I bet you wouldn't go to the rural South where poor white Americans rely on food stamps and government subsides to keep their shithole towns afloat.
I bet you wouldn't go to the rural South where poor white Americans rely on food stamps and government subsides to keep their shithole towns afloat.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5051593
Insult0.53014356
Profanity0.5188411
Threat0.012492486
Severe Toxicity0.15706694
Moderate 0.6027529 Low Con 0.284 Identity Attack Insult Comparative_Framing
Feb 26, 2026 1 likes Inside Canada's Indian Invasion...
They need to go back., immigrants need to quit running from their native born lands problems., stay and fight and make a change, or die trying… don’t migrate to other countries and ruin them like …
They need to go back., immigrants need to quit running from their native born lands problems., stay and fight and make a change, or die trying… don’t migrate to other countries and ruin them like you ruined your own country…. Or roach out and run… like a coward…. I look at all immigrants as cowards…. I’ll die fighting for change in my country…. There all cowards. Being a coward is one of the absolute worst things to be labeled in life….
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4931391
Insult0.6308392
Profanity0.1612468
Threat0.06205949
Severe Toxicity0.024960563
Moderate 0.6027529 Moderate Con 0.37 Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Conservatives complain about immigration, Lib government cuts immigration, Conservatives complain about the carbon tax, Lib government cuts carbon tax, Conservatives complain about Canada losing out on investment, Lib government travels the world achieving investments, etc. …
Conservatives complain about immigration, Lib government cuts immigration, Conservatives complain about the carbon tax, Lib government cuts carbon tax, Conservatives complain about Canada losing out on investment, Lib government travels the world achieving investments, etc. You'd think Conservatives would be happy that Libs are acting on their complaints....NO... Conservatives cry 'they stole our ideas'... It's so pathetic. And WEAK.
Canada’s new rules in 2026 · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.11280017
Insult0.66500133
Profanity0.09868695
Threat0.009385503
Severe Toxicity0.01683561
Moderate 0.6027529 Moderate Con 0.405 Insult Humor_Satire
Jan 20, 2026 Canada’s new rules in 2026
channels like this need to be canceled lmfao racist af
channels like this need to be canceled lmfao racist af
Inside Canada's Indian Invasion... · 54: Cluster #53
Close reading → Discourse → Video sentiment →
Identity Attack0.40713623
Insult0.44126466
Profanity0.33376193
Threat0.10389658
Severe Toxicity0.14916596
Moderate 0.6027529 Low Con 0.199 Meta_Commentary
Feb 26, 2026 4 likes Inside Canada's Indian Invasion...
I HAVE 120 BUCKS A MONTH AFTER BILLS, NO COUNTING FOOD, LIVING OFF INSTANT NOODLES AND A 2 DOLLAR TOMATO, COUNTRY SUCKS
I HAVE 120 BUCKS A MONTH AFTER BILLS, NO COUNTING FOOD, LIVING OFF INSTANT NOODLES AND A 2 DOLLAR TOMATO, COUNTRY SUCKS
Why Canadians Are Turning Against Immigrants. · 85: Cluster #84
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.48627716
Profanity0.4596479
Threat0.007832011
Severe Toxicity0.02373986
Moderate 0.6027529 Moderate Con 0.352 Economic_Argument
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
Don't feel bad for we Californians feel the same towards the Indians here. They drive like MANIACS.
Don't feel bad for we Californians feel the same towards the Indians here. They drive like MANIACS.
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.6109131
Profanity0.23857519
Threat0.010058682
Severe Toxicity0.0394905
Moderate 0.6027529 Moderate Con 0.429 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Soon they will have a bunch of call scam centers. Good by Canada, you will become a waste and a trash can now.
Soon they will have a bunch of call scam centers. Good by Canada, you will become a waste and a trash can now.
Inside Canada's Indian Invasion... · 89: Cluster #88
Close reading → Discourse → Video sentiment →
Identity Attack0.19100772
Insult0.65129566
Profanity0.14578357
Threat0.011379151
Severe Toxicity0.023076924
Moderate 0.6027529 Low Con 0.139 Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canadian government is to blame. None of PM are able to manage the country well, and it is deteriorated year by year, including cost of living, medical system, and infrastructures. Foreign policies are basically non-existent …
Canadian government is to blame. None of PM are able to manage the country well, and it is deteriorated year by year, including cost of living, medical system, and infrastructures. Foreign policies are basically non-existent to help the growth of the country instead support the stupid moves.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.65129566
Profanity0.2258264
Threat0.008349842
Severe Toxicity0.016964722
Moderate 0.6027529 Moderate Con 0.33 Insult Policy_Critique
Aug 28, 2025 1 likes 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.