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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
30,738 comments · Page 237 of 1230
I'd rather have Indian neighbors. they're nice. the blacks though, majority of them are nice but when it's heavily black populated city, It's ghetto.
I'd rather have Indian neighbors. they're nice. the blacks though, majority of them are nice but when it's heavily black populated city, It's ghetto.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.34135336
Profanity0.2659008
Threat0.013528148
Severe Toxicity0.023599008
Moderate 0.45243698 Constructive 0.65 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
Candian whites have their own version of Bible, “Love thy neighbor only if they are White” 😂😂
Candian whites have their own version of Bible, “Love thy neighbor only if they are White” 😂😂
Inside Canada's Indian Invasion... · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.5504064
Insult0.24928534
Profanity0.16589902
Threat0.026479885
Severe Toxicity0.02383376
Moderate 0.45243698 Low Con 0.209 Identity Attack Humor_Satire
Feb 15, 2026 Inside Canada's Indian Invasion...
Did he say Africans have low intelligence?? Jheez
Did he say Africans have low intelligence?? Jheez
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.50515765
Insult0.39297962
Profanity0.20700185
Threat0.009877442
Severe Toxicity0.023364257
Moderate 0.45243698 Low Con 0.184 Identity Attack Question
Feb 3, 2026 3 likes Inside Canada's Indian Invasion...
Another video to spread hatred against Indians.
Another video to spread hatred against Indians.
Inside Canada's Indian Invasion... · 84: Cluster #83
Close reading → Discourse → Video sentiment →
Identity Attack0.50125694
Insult0.18107465
Profanity0.14754629
Threat0.06820184
Severe Toxicity0.023076924
Moderate 0.45243698 Low Con 0.195 Identity Attack Moral_Argument
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
I agree JamCan, they left us with no other option than to become the 51st state. We need ICE up here to get rid of the trash 🤮 Our Liberltard gov’t is making it worse …
I agree JamCan, they left us with no other option than to become the 51st state. We need ICE up here to get rid of the trash 🤮 Our Liberltard gov’t is making it worse every day
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.5072643
Profanity0.16217725
Threat0.013579931
Severe Toxicity0.016254602
Moderate 0.45243698 Moderate Con 0.436 Insult
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
iam as reacist as the next guy ^^
iam as reacist as the next guy ^^
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.43896464
Insult0.1798321
Profanity0.21024476
Threat0.040638234
Severe Toxicity0.02430326
Moderate 0.45243698 Moderate Con 0.339 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
too many immigrunts voting for the libratards, because they are the ones bringing in the immigrunts in the first place, ive been coservative for the past ten years now and the libratards are always finding …
too many immigrunts voting for the libratards, because they are the ones bringing in the immigrunts in the first place, ive been coservative for the past ten years now and the libratards are always finding a ways to stay in office and have these people vote libratard for them to stay in the country that the libratards get in every time and its killing this country...............pp for pm...............!!!!!!👍👍👍👍👍👍👍
Why Canadians Are Turning Against Immigrants. · 69: Cluster #68
Close reading → Discourse → Video sentiment →
Identity Attack0.43896464
Insult0.42743355
Profanity0.18786818
Threat0.13700877
Severe Toxicity0.02383376
Moderate 0.45243698 Moderate Con 0.367 Unverified_Claim
Sep 8, 2025 Why Canadians Are Turning Against …
Stop bringing more immigration in to this country. Canada is over flooding with a lot of people and deport all immigrants back to their country
Stop bringing more immigration in to this country. Canada is over flooding with a lot of people and deport all immigrants back to their country
2.9 million Canadian temporary visas expire in 2025-2026 · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.21066357
Insult0.027774516
Profanity0.00014489304
Threat0.03052108
Severe Toxicity0.00003161679
Moderate 0.4515232 Call_To_Action
Mar 4, 2026 2.9 million Canadian temporary visas …
Go back to your native land
Go back to your native land
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.27969417
Profanity0.08613731
Threat0.030623792
Severe Toxicity0.023317307
Moderate 0.45090583 Moderate Con 0.311 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
My Doctor was Indian she was a Quack .Retired and back to india nice canadian
My Doctor was Indian she was a Quack .Retired and back to india nice canadian
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.47384647
Profanity0.20483992
Threat0.008841781
Severe Toxicity0.023076924
Moderate 0.45090583 Moderate Con 0.42 Personal_Narrative
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Absolutely disgusting
Absolutely disgusting
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.019475231
Insult0.4339631
Profanity0.21997347
Threat0.008789998
Severe Toxicity0.015802706
Moderate 0.45090583 Moderate Con 0.365 Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
DEPORT THEM ALL ASAP
DEPORT THEM ALL ASAP
2.9 million Canadian temporary visas expire in 2025-2026 · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.40447855
Insult0.19734058
Profanity0.10054382
Threat0.34804323
Severe Toxicity0.024960563
Moderate 0.45090583 Low Con 0.164 Call_To_Action
Jan 15, 2026 1 likes 2.9 million Canadian temporary visas …
If my surrounding mostly speak like an Indian scammer, I'd pack my stuff and leave.
If my surrounding mostly speak like an Indian scammer, I'd pack my stuff and leave.
Inside Canada's Indian Invasion... · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.4830652
Insult0.4302003
Profanity0.23857519
Threat0.012285355
Severe Toxicity0.023076924
Moderate 0.45090583 Moderate Con 0.362 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
White people: "Stop being a victim". Also White People: Crying everyday about indians
White people: "Stop being a victim". Also White People: Crying everyday about indians
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.25800487
Profanity0.15985115
Threat0.015256803
Severe Toxicity0.023076924
Moderate 0.45090583 Low Con 0.189 Identity Attack Humor_Satire
Sep 19, 2025 12 likes Inside Canada's Indian Metropolis (Brampton)
Why so many Indian Asylum seekers? There is NO WAR in INDIA. Fake refugees, Fake documents, Fake marriages
Why so many Indian Asylum seekers? There is NO WAR in INDIA. Fake refugees, Fake documents, Fake marriages
2.9 million Canadian temporary visas expire in 2025-2026 · 41: Cluster #40
Close reading → Discourse → Video sentiment →
Identity Attack0.4774257
Insult0.35161978
Profanity0.110447146
Threat0.028897164
Severe Toxicity0.024631912
Moderate 0.45090583 Low Con 0.215 Unverified_Claim
Jan 25, 2026 1 likes 2.9 million Canadian temporary visas …
All i wanna say is that khalistan is a propaganda. These sikhs killed our prime minister and then cried when people killed them back.
All i wanna say is that khalistan is a propaganda. These sikhs killed our prime minister and then cried when people killed them back.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4830652
Insult0.30326313
Profanity0.20592089
Threat0.41878307
Severe Toxicity0.026936848
Moderate 0.45090583 Moderate Con 0.304 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
A gigantic blunder by the trudeau cabal and disunity rules the day, till it gets worse and our far left clowns watch with glee this once proud nation disintegrate into mayhem.
A gigantic blunder by the trudeau cabal and disunity rules the day, till it gets worse and our far left clowns watch with glee this once proud nation disintegrate into mayhem.
How Canada broke its immigration system · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.052035484
Insult0.5130944
Profanity0.052934792
Threat0.0100069
Severe Toxicity0.009422302
Moderate 0.45090583 Low Con 0.148 Insult
Jun 18, 2025 1 likes How Canada broke its immigration …
Nuking india is not racist. It is survival.
Nuking india is not racist. It is survival.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4887047
Insult0.24287975
Profanity0.22213541
Threat0.49142194
Severe Toxicity0.16960317
Moderate 0.45090583 Low Con 0.173 Fear_Threat
Feb 3, 2026 6 likes Inside Canada's Indian Invasion...
INDIA AND PAKISTAN ARE BOTH ABUSING THE SYSTEM AND SCREAMING INTO CANADA. And with the new CORRUPT CRIMINAL GOVERNMENT allowing them to bring in their OLD FAMILY MEMBERS IN TOTAL, we in Canada will be …
INDIA AND PAKISTAN ARE BOTH ABUSING THE SYSTEM AND SCREAMING INTO CANADA. And with the new CORRUPT CRIMINAL GOVERNMENT allowing them to bring in their OLD FAMILY MEMBERS IN TOTAL, we in Canada will be out populated in a few years. BY LITERAL CRIMINALS. So WHY are these officials not being held to the law and SHOWING THAT THEY ARE ALREADY GUILTY OF TREASON!
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.41222036
Insult0.46476576
Profanity0.050680235
Threat0.015602129
Severe Toxicity0.023076924
Moderate 0.45090583 Moderate Con 0.388 Unverified_Claim
Sep 30, 2025 3 likes IRCC Names India in Study …
They dirty
They dirty
Inside Canada's Indian Invasion... · 322: Cluster #321
Close reading → Video sentiment →
Identity Attack0.06658725
Insult0.46476576
Profanity0.2813443
Threat0.009023022
Severe Toxicity0.019740647
Moderate 0.45090583 Moderate Con 0.427
Feb 26, 2026 Inside Canada's Indian Invasion...
Canada heaven for criminals Cosmopolitan society is absurd idea .
Canada heaven for criminals Cosmopolitan society is absurd idea .
Canadian immigration officers investigating hundreds identified by extortion … · 125: Cluster #124
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.4747285
Profanity0.07643871
Threat0.010835429
Severe Toxicity0.017933069
Moderate 0.45090583 Low Con 0.119 Fear_Threat
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Canada is now the shining city on the hill for the mooches of the world who happen to vote Liberal. Bring us you unemployable, your sick, your handicapped, your elderly and your mentally ill. The …
Canada is now the shining city on the hill for the mooches of the world who happen to vote Liberal. Bring us you unemployable, your sick, your handicapped, your elderly and your mentally ill. The able bodied Canadians will take care of them.
How Canada broke its immigration system · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.3857254
Insult0.47384647
Profanity0.038655918
Threat0.0130621
Severe Toxicity0.023076924
Moderate 0.45090583 Low Con 0.231
Jun 19, 2025 How Canada broke its immigration …
India is not full of Trash Punjabis . We have 29 states of which Punjab is a small one
India is not full of Trash Punjabis . We have 29 states of which Punjab is a small one
Inside Canada's Indian Invasion... · 16: Cluster #15
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.4378843
Profanity0.2813443
Threat0.010395273
Severe Toxicity0.024960563
Moderate 0.45090583 Low Con 0.276 Comparative_Framing
Feb 6, 2026 Inside Canada's Indian Invasion...
White dude, mid 30s, still stuck in Brampton.. I can't even watch this video to the end because my hearts racing, I'm pissed anytime I think of how my community was raped by packies. (while …
White dude, mid 30s, still stuck in Brampton.. I can't even watch this video to the end because my hearts racing, I'm pissed anytime I think of how my community was raped by packies. (while they laugh at us good Canadians) - The funny partt is, if we forced them out like UK is planning to do, they would crumble in a second, I grew up with indians who were born here, their families came the right way and assimilated and even THEY hate the over-immigration and pure indians coming influx.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4931391
Insult0.37960073
Profanity0.2813443
Threat0.13329996
Severe Toxicity0.048457388
Moderate 0.45090583 Constructive 0.601 Personal_Narrative
Feb 21, 2026 Inside Canada's Indian Invasion...
That man on cycle talking about Indians is just hating.
That man on cycle talking about Indians is just hating.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Video sentiment →
Identity Attack0.46050715
Insult0.36193377
Profanity0.18909787
Threat0.011146127
Severe Toxicity0.023076924
Moderate 0.45090583 Low Con 0.253
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.