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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 139 of 1230
The biggest scammers are from india and they are destroying Canada
The biggest scammers are from india and they are destroying Canada
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.5130944
Profanity0.17987521
Threat0.06939816
Severe Toxicity0.051147457
Moderate 0.5721988 Low Con 0.23 Identity Attack Insult Unverified_Claim
Oct 2, 2025 IRCC Names India in Study …
3rd world TRASH
3rd world TRASH
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.38208112
Insult0.5423875
Profanity0.33453682
Threat0.0104988385
Severe Toxicity0.16960317
Moderate 0.5721988 Low Con 0.182 Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
its true white canadian are so racist, and now they white extremist group like "second son canada" are targeting women on public spaces too.
its true white canadian are so racist, and now they white extremist group like "second son canada" are targeting women on public spaces too.
Canada's tighter immigration policy divides the country • … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6227552
Insult0.47384647
Profanity0.104876526
Threat0.027515862
Severe Toxicity0.02458496
Moderate 0.5721988 Moderate Con 0.321 Identity Attack Fear_Threat
Feb 14, 2026 Canada's tighter immigration policy divides …
hooray hooray Canada's gonna be safe!! we've deported 10 criminals and nine more are waiting trial… our immigration and justice system in Canada is a a fxcking joke!!!!!
hooray hooray Canada's gonna be safe!! we've deported 10 criminals and nine more are waiting trial… our immigration and justice system in Canada is a a fxcking joke!!!!!
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2846865
Insult0.48399165
Profanity0.5013569
Threat0.01508414
Severe Toxicity0.06225512
Moderate 0.5721988 Moderate Con 0.381 Policy_Critique
Feb 18, 2026 23 likes Canadian immigration officers investigating hundreds …
How the heck did these people come in ? And why do we need these fraudulent candidates. Throw them out.
How the heck did these people come in ? And why do we need these fraudulent candidates. Throw them out.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.08252834
Insult0.49151286
Profanity0.4033339
Threat0.3993542
Severe Toxicity0.048457388
Moderate 0.5721988 Low Con 0.213 Unverified_Claim
Oct 2, 2025 IRCC Names India in Study …
All the angry Redditors looking at this channel. Like I could give a damn about their opinion. 😂
All the angry Redditors looking at this channel. Like I could give a damn about their opinion. 😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.40189892
Profanity0.5013569
Threat0.026307223
Severe Toxicity0.04397394
Moderate 0.5721988 Low Con 0.254 Meta_Commentary
Feb 12, 2026 2 likes Inside Canada's Indian Invasion...
we should deport the indian people who come here to kidnap women to traffick them so many punjabbies are stalkerisg/creepy towards women, they all should get extensive background checks before being allowed in
we should deport the indian people who come here to kidnap women to traffick them so many punjabbies are stalkerisg/creepy towards women, they all should get extensive background checks before being allowed in
Inside Canada's Indian Invasion... · 77: Cluster #76
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.4339631
Profanity0.34536663
Threat0.44942492
Severe Toxicity0.34927294
Moderate 0.5721988 Moderate Con 0.373 Identity Attack Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Canadians are sick and tired of them indians in this country
Canadians are sick and tired of them indians in this country
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.5015486
Profanity0.17566866
Threat0.010628296
Severe Toxicity0.041283876
Moderate 0.5721988 Low Con 0.251 Identity Attack Insult Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Ok she talks about Vietnamese boat people on the 60s ... did they receive 50k too? Ridiculous
Ok she talks about Vietnamese boat people on the 60s ... did they receive 50k too? Ridiculous
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.09162762
Insult0.62169385
Profanity0.16822512
Threat0.008841781
Severe Toxicity0.013995127
Moderate 0.5721988 Moderate Con 0.344 Insult
Apr 29, 2018 6 likes How much do refugees and …
Poop eaters
Poop eaters
Inside Canada's Indian Invasion... · 63: Cluster #62
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.46774593
Profanity0.44431314
Threat0.01187109
Severe Toxicity0.11756202
Moderate 0.5721988 Low Con 0.208 Unverified_Claim
Feb 11, 2026 Inside Canada's Indian Invasion...
@8:18 How dude didn't cut and run from that conversation/the operation when it was obvious he was dealing with something other than an Indian student looking to make the hop... He's either very bold, very …
@8:18 How dude didn't cut and run from that conversation/the operation when it was obvious he was dealing with something other than an Indian student looking to make the hop... He's either very bold, very stupid, or he's moving much more than innocent students around on the regular, and facing no consequences
Inside Canada's Indian Invasion... · 40: Cluster #39
Close reading → Discourse → Video sentiment →
Identity Attack0.2308735
Insult0.6109131
Profanity0.37052724
Threat0.039947584
Severe Toxicity0.023645958
Moderate 0.5721988 Moderate Con 0.438 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadian city worker - “ I can’t speak out” And why not? I thought Canada had free speech. Liberal lunatics silencing people
Canadian city worker - “ I can’t speak out” And why not? I thought Canada had free speech. Liberal lunatics silencing people
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.6308392
Profanity0.098067984
Threat0.009385503
Severe Toxicity0.016964722
Moderate 0.5721988 Moderate Con 0.313 Insult Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
U call us poop eater, look at your self Babies of Europeans now called Canadians, what are you hopless country
U call us poop eater, look at your self Babies of Europeans now called Canadians, what are you hopless country
Inside Canada's Indian Invasion... · 306: Cluster #305
Close reading → Discourse → Video sentiment →
Identity Attack0.49032792
Insult0.5588244
Profanity0.27882218
Threat0.010369381
Severe Toxicity0.14916596
Moderate 0.5721988 Low Con 0.107 Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Indians get out!
Indians get out!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6106996
Insult0.37166002
Profanity0.25001678
Threat0.122295745
Severe Toxicity0.16960317
Moderate 0.5721988 Moderate Con 0.303 Identity Attack Identity_Assertion
Feb 13, 2026 Inside Canada's Indian Invasion...
""CANADIAN GOV IS SO MESSED UP"" Reson as all watched. And my reason is I tried to stop some family from moving here using FAKE FRAUDULENT documents few years back but guess what THOSE F*****S …
""CANADIAN GOV IS SO MESSED UP"" Reson as all watched. And my reason is I tried to stop some family from moving here using FAKE FRAUDULENT documents few years back but guess what THOSE F*****S are here and I blame the GOV for not doing their due diligence and especially when I wrote multiple emails to the immigrations FRAUDULENT department more then once and when these ppl moved here it was like slap in the face.. THANK YOU CANADA
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.35299334
Insult0.5130944
Profanity0.43744424
Threat0.27637172
Severe Toxicity0.16960317
Moderate 0.5721988 Constructive 0.55 Insult Personal_Narrative
Sep 6, 2025 3 likes Why Canadians Are Turning Against …
Where do you think Call center frauds originated??? It’s INDIA!! 😂😂😂😂 Hindu indians must be banned from entering Canda
Where do you think Call center frauds originated??? It’s INDIA!! 😂😂😂😂 Hindu indians must be banned from entering Canda
IRCC Names India in Study Permit Fraud | … · 44: Cluster #43
Close reading → Video sentiment →
Identity Attack0.6007182
Insult0.39297962
Profanity0.20483992
Threat0.04686524
Severe Toxicity0.16960317
Moderate 0.5721988 Low Con 0.173 Identity Attack
Oct 1, 2025 2 likes IRCC Names India in Study …
The comment section stinks of poopjeets
The comment section stinks of poopjeets
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.08831879
Insult0.4962726
Profanity0.4370703
Threat0.009566744
Severe Toxicity0.14389864
Moderate 0.5721988 Low Con 0.168 Identity_Assertion
Feb 24, 2026 2 likes Inside Canada's Indian Invasion...
Islam is driving out Indians form India. Islam is the problem worldwide.
Islam is driving out Indians form India. Islam is the problem worldwide.
Inside Canada's Indian Invasion... · 25: Cluster #24
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.40243408
Profanity0.18909787
Threat0.044602267
Severe Toxicity0.109661035
Moderate 0.5721988 Low Con 0.149 Identity Attack Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I want my country back. I want canada to take care of the people that are here first. stop the handouts, stop this crap before it's too late.
I want my country back. I want canada to take care of the people that are here first. stop the handouts, stop this crap before it's too late.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.13591312
Insult0.5130944
Profanity0.47001255
Threat0.011974656
Severe Toxicity0.023076924
Moderate 0.5721988 Moderate Con 0.447 Insult Identity_Assertion
Sep 30, 2025 2 likes IRCC Names India in Study …
9:00 Guy complaining about people walking around naked in their own homes. DUDE, you are walking around naked OUTSIDE wtf. 😂
9:00 Guy complaining about people walking around naked in their own homes. DUDE, you are walking around naked OUTSIDE wtf. 😂
Inside Canada's Indian Metropolis (Brampton) · 78: Cluster #77
Close reading → Video sentiment →
Identity Attack0.099899694
Insult0.2817503
Profanity0.44249827
Threat0.039256934
Severe Toxicity0.1597006
Moderate 0.5721988 Low Con 0.299
Jan 14, 2026 4 likes Inside Canada's Indian Metropolis (Brampton)
Most Indi*n scammers you meet are from Punj*b. They mostly earn from esco*ts website by exploiting ho*ny guys. They pose as esco*ts and take money in advance and never turns up. Of course they are …
Most Indi*n scammers you meet are from Punj*b. They mostly earn from esco*ts website by exploiting ho*ny guys. They pose as esco*ts and take money in advance and never turns up. Of course they are not alone but there are Pakist*nis as well. They are actually cousins with different religions.
Inside Canada's Indian Invasion... · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.563347
Profanity0.49259362
Threat0.13178273
Severe Toxicity0.35368225
Moderate 0.5721988 Constructive 0.528 Identity Attack Insult Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
I live in suburban Toronto right next to Brampton, thanks for bringing attention to this matter. Everything you showed in this video is 100% facts. These guys have turned Toronto into a crime-ridden shithole, tons …
I live in suburban Toronto right next to Brampton, thanks for bringing attention to this matter. Everything you showed in this video is 100% facts. These guys have turned Toronto into a crime-ridden shithole, tons of home invasions, auto thefts and robberies are through the roof, taking all of the jobs and opportunities away from young Canadians, etc. Youth unemployment in Canada is 25% all because of these guys. These Indians use these shitty no-name "colleges" to sneak their way into Canada and then don't leave when their visas expire and work illegally under table, not paying taxes on their income like the rest of us do. In Brampton, you'll often find 3-4+ families living in the same house. Pretty much any restaurant or establishment you go to, there will be mostly Indians working there, barely any white people. It's a plague.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.5177041
Profanity0.50818664
Threat0.03718498
Severe Toxicity0.17926651
Moderate 0.5721988 Constructive 0.719 Identity Attack Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It's about damn time Bramladesh gets exposed!
It's about damn time Bramladesh gets exposed!
Inside Canada's Indian Invasion... · 81: Cluster #80
Close reading → Discourse → Video sentiment →
Identity Attack0.12556632
Insult0.3393024
Profanity0.57488567
Threat0.046541955
Severe Toxicity0.02604016
Moderate 0.5721988 Low Con 0.267 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
6:23 funny until you see how many AMERICAN CIITIZENS these Indians killed!
6:23 funny until you see how many AMERICAN CIITIZENS these Indians killed!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.33896056
Profanity0.21781154
Threat0.44942492
Severe Toxicity0.16960317
Moderate 0.5721988 Low Con 0.209 Identity Attack Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
40k+ international students dumped into the Cambridge/Guelph area in 1 year alone.. Wtf did they think would happen. The libs need a swift kick in the head for what they've done to Canada. 🤡🤡🤡 😡🤬
40k+ international students dumped into the Cambridge/Guelph area in 1 year alone.. Wtf did they think would happen. The libs need a swift kick in the head for what they've done to Canada. 🤡🤡🤡 😡🤬
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.12440576
Insult0.39743927
Profanity0.39409557
Threat0.56065804
Severe Toxicity0.16960317
Moderate 0.5721988 Moderate Con 0.351 Threat
Sep 10, 2025 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.