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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 85 of 189
They destroy the economy of the places where they are, they are stingy and corrupt and dirty.
They destroy the economy of the places where they are, they are stingy and corrupt and dirty.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.09162762
Insult0.7065844
Profanity0.20808282
Threat0.016465442
Severe Toxicity0.023076924
Moderate 0.6667219 Low Con 0.243 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Polish guy was lying you need driving license from that particular region where you going to offer rideshare, plus many more documents to verify identity. Yea all Polish also look alike. Pure bullcrap
Polish guy was lying you need driving license from that particular region where you going to offer rideshare, plus many more documents to verify identity. Yea all Polish also look alike. Pure bullcrap
Inside Canada's Indian Metropolis (Brampton) · 269: Cluster #268
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.6306599
Profanity0.45706853
Threat0.011482717
Severe Toxicity0.08332442
Moderate 0.6667219 Moderate Con 0.336 Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Fuckin mayo monkey
Fuckin mayo monkey
Inside Canada's Indian Invasion... · 26: Cluster #25
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.5678696
Profanity0.85672
Threat0.011430934
Severe Toxicity0.4011458
Moderate 0.6667219 Low Con 0.275 Insult Identity_Assertion
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
Brotherrrrrr, Vancouver just the new little Delhi getting fuckin out of hand
Brotherrrrrr, Vancouver just the new little Delhi getting fuckin out of hand
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2308735
Insult0.33998606
Profanity0.759977
Threat0.013631714
Severe Toxicity0.16960317
Moderate 0.6667219 Low Con 0.273 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Its absolutely insane that white people are too nice and too afraid to stop their country from becoming a 3rd world crap hole. Wake up white people. They are trying to replace you by using …
Its absolutely insane that white people are too nice and too afraid to stop their country from becoming a 3rd world crap hole. Wake up white people. They are trying to replace you by using your niceness and generosity against you. They are evil.
Inside Canada's Indian Invasion... · 129: Cluster #128
Close reading → Video sentiment →
Identity Attack0.60238177
Insult0.57566804
Profanity0.5013569
Threat0.016810767
Severe Toxicity0.16960317
Moderate 0.6667219 Moderate Con 0.345 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Thanks. We know all this. The government has betrayed Canadians! And the fools still vote liberals
Thanks. We know all this. The government has betrayed Canadians! And the fools still vote liberals
Why Canadians Are Turning Against Immigrants. · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.26325142
Insult0.71120167
Profanity0.1854088
Threat0.008815889
Severe Toxicity0.022322904
Moderate 0.6667219 Low Con 0.227 Insult
Sep 22, 2025 Why Canadians Are Turning Against …
The liberal party of Canada is a cancer
The liberal party of Canada is a cancer
Why Canadians Are Turning Against Immigrants. · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.6308392
Profanity0.29209393
Threat0.013113883
Severe Toxicity0.067522444
Moderate 0.6667219 Low Con 0.164 Identity Attack Insult Policy_Critique
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
That's garbage,we don't want in our country!
That's garbage,we don't want in our country!
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.1769227
Insult0.62169385
Profanity0.33141375
Threat0.010964886
Severe Toxicity0.023645958
Moderate 0.6667219 Low Con 0.246 Insult
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Bruh I dunno but every Indian in my area smell like onions . Everyone of them they don’t miss. Doesn’t mean they are bad just smelly
Bruh I dunno but every Indian in my area smell like onions . Everyone of them they don’t miss. Doesn’t mean they are bad just smelly
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.57787937
Profanity0.36230123
Threat0.021645326
Severe Toxicity0.35058254
Moderate 0.6667219 Moderate Con 0.439 Identity Attack Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
We need less Indians and more Pakistanis
We need less Indians and more Pakistanis
Inside Canada's Indian Invasion... · 84: Cluster #83
Close reading → Discourse → Video sentiment →
Identity Attack0.7426507
Insult0.4125297
Profanity0.22663295
Threat0.15276608
Severe Toxicity0.35368225
Moderate 0.6667219 Low Con 0.212 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada give shelter to terrorist and khalistani people and then do all racism shit to all India. Stop giving citizanship to people if you don't want other countries politics in your homeland.
Canada give shelter to terrorist and khalistani people and then do all racism shit to all India. Stop giving citizanship to people if you don't want other countries politics in your homeland.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5698139
Insult0.56997263
Profanity0.5249258
Threat0.03165977
Severe Toxicity0.16960317
Moderate 0.6667219 Low Con 0.252 Identity Attack Insult
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Type shit T money
Type shit T money
Inside Canada's Indian Invasion... · 197: Cluster #196
Close reading → Discourse → Video sentiment →
Identity Attack0.018972786
Insult0.34392178
Profanity0.78491896
Threat0.010705971
Severe Toxicity0.16960317
Moderate 0.6667219 Moderate Con 0.311 Advertisement_Spam
Feb 5, 2026 Inside Canada's Indian Invasion...
The Indians here in Indiana are buying up all the gas stations and turning them into "smoke shops" and most people avoid their shops...also the apartments they pack them in, live with cockroaches and do …
The Indians here in Indiana are buying up all the gas stations and turning them into "smoke shops" and most people avoid their shops...also the apartments they pack them in, live with cockroaches and do not clean and are just dumb people.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.50515765
Insult0.6831271
Profanity0.3320008
Threat0.011405042
Severe Toxicity0.027833538
Moderate 0.6667219 Moderate Con 0.388 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Destroy everything made by indian
Destroy everything made by indian
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.7063701
Insult0.29383746
Profanity0.26463717
Threat0.53875744
Severe Toxicity0.35112193
Moderate 0.6667219 Low Con 0.208 Identity Attack Threat
Nov 5, 2025 Inside Canada's Indian Metropolis (Brampton)
Punjabs are the worst type of Indians
Punjabs are the worst type of Indians
Inside Canada's Indian Invasion... · 16: Cluster #15
Close reading → Discourse → Video sentiment →
Identity Attack0.70098627
Insult0.5130944
Profanity0.33376193
Threat0.031314444
Severe Toxicity0.2322566
Moderate 0.6667219 Low Con 0.213 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I cancelled my Vegas trip in January...no fkng thank you....get rid of your Little Russia President and we will come back...
I cancelled my Vegas trip in January...no fkng thank you....get rid of your Little Russia President and we will come back...
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.06746133
Insult0.10603662
Profanity0.005893432
Threat0.10951102
Severe Toxicity0.00010277574
Moderate 0.66426486 Personal_Narrative
Dec 8, 2025
This racist white guy on IQ on african there are more nigerian doctors and they higher on sat test than whites
This racist white guy on IQ on african there are more nigerian doctors and they higher on sat test than whites
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.5130944
Profanity0.33453682
Threat0.02613456
Severe Toxicity0.23125283
Moderate 0.6611249 Low Con 0.201 Identity Attack Insult Moral_Argument
Mar 3, 2026 Inside Canada's Indian Invasion...
I WISH They would ALL take off to the U.S. Im sick of it. It's NOT RACISM, IT'S NUMBERS! There are FAR TOO MANY. They DON'T RESPECT OUR COUNTRY! THEY TREAT US LIKE SHIT. THEY …
I WISH They would ALL take off to the U.S. Im sick of it. It's NOT RACISM, IT'S NUMBERS! There are FAR TOO MANY. They DON'T RESPECT OUR COUNTRY! THEY TREAT US LIKE SHIT. THEY ONLY HIRE THEIR OWN! THEY DROVE UP THE RENTAL MARKET Cuz we DON'T HAVE THE ROOM For them, & they make it impossible to find a place. They're RUDE, ENTITLED & THE WORST THING THAT'S HAPPENED TO CANADA IN MY ENTIRE 47 YRS! Im TIRED OF BEING NICE & Keeping my mouth shut. We basically let them walk right in & take over. If it ain't them, it's the Africans & Muslims. The guy on the bike being interviewed is 100000% RIGHT! And WHO THE FU*K Gives them DRIVERS LICENCES? They drive like they're still in INDIA! Why TF COME here if they're ONLY GONNA MAKE IT Like INDIA? STAY IN INDIA IF u DON'T ASSIMILATE!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.40351558
Insult0.6099415
Profanity0.4662011
Threat0.06658544
Severe Toxicity0.23224974
Moderate 0.6611249 Constructive 0.544 Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
I'm glad I'm seeing more people talk about this stuff publicly. The problem is though is that its more than just Brampton. Its our entire fucking country
I'm glad I'm seeing more people talk about this stuff publicly. The problem is though is that its more than just Brampton. Its our entire fucking country
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.16993292
Insult0.37279442
Profanity0.7785769
Threat0.008556974
Severe Toxicity0.104393706
Moderate 0.6611249 Constructive 0.603
Jan 27, 2026 Inside Canada's Indian Invasion...
Indian food is delicious. The people are disgusting.
Indian food is delicious. The people are disgusting.
Inside Canada's Indian Invasion... · 93: Cluster #92
Close reading → Discourse → Video sentiment →
Identity Attack0.50515765
Insult0.65231085
Profanity0.36230123
Threat0.011974656
Severe Toxicity0.045767322
Moderate 0.6611249 Moderate Con 0.314 Identity Attack Insult Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Only losers blame indians....
Only losers blame indians....
Why Canadians Are Turning Against Immigrants. · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.56445944
Insult0.6407567
Profanity0.22612886
Threat0.009981008
Severe Toxicity0.02378681
Moderate 0.6611249 Low Con 0.175 Identity Attack Insult Meta_Commentary
Sep 9, 2025 Why Canadians Are Turning Against …
Naw the nigga on the bike got it bruh 😂😂😂😂😂 but he kept it hot tho so respect
Naw the nigga on the bike got it bruh 😂😂😂😂😂 but he kept it hot tho so respect
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.65625757
Insult0.53014356
Profanity0.4989438
Threat0.06626215
Severe Toxicity0.34950548
Moderate 0.6611249 Moderate Con 0.304 Identity Attack Insult Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
So people jelous hummmm a minority group does well while you deek junkies smoke fentaly and want free houses make that make sense and where do Canadian tent dwellers take their pooos Yea in public …
So people jelous hummmm a minority group does well while you deek junkies smoke fentaly and want free houses make that make sense and where do Canadian tent dwellers take their pooos Yea in public don’t belive me go walk by the pis pity party full of junkies pointing fingers to people because they are racist and jealous are pathetic good lord
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.33352965
Insult0.7065844
Profanity0.26600444
Threat0.012906751
Severe Toxicity0.04397394
Moderate 0.6611249 Low Con 0.28 Insult Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
White people always gotta take shots a black men. Lol 😂
White people always gotta take shots a black men. Lol 😂
Inside Canada's Indian Invasion... · 30: Cluster #29
Close reading → Discourse → Video sentiment →
Identity Attack0.6853638
Insult0.37052566
Profanity0.32120174
Threat0.54744303
Severe Toxicity0.29050803
Moderate 0.6611249 Low Con 0.233 Identity Attack Threat Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
These creatures are the worst thing that could happen to a country. Dirty, scammy, dumb, flat out dangerous on roads.
These creatures are the worst thing that could happen to a country. Dirty, scammy, dumb, flat out dangerous on roads.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.044612918
Insult0.6798578
Profanity0.29209393
Threat0.022163315
Severe Toxicity0.024678862
Moderate 0.6611249 Low Con 0.236 Insult
Jan 27, 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.