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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 95 of 1230
The refugee system is bullsh-it. If people are being terrorized in their own country the UN should go in and clean house. Don't bring these people to western countries.
The refugee system is bullsh-it. If people are being terrorized in their own country the UN should go in and clean house. Don't bring these people to western countries.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.48627716
Profanity0.6069483
Threat0.020091362
Severe Toxicity0.13073033
Moderate 0.64447093 Low Con 0.253 Policy_Critique
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
some of dem indian females are hot, i'll eat their ahh, even if they poop on the streets.
some of dem indian females are hot, i'll eat their ahh, even if they poop on the streets.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5051609
Insult0.4196762
Profanity0.5365423
Threat0.13815513
Severe Toxicity0.25624833
Moderate 0.64447093 Moderate Con 0.345 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Carney is a clown ford is a clown do something about it Canada
Carney is a clown ford is a clown do something about it Canada
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.09328204
Insult0.7090544
Profanity0.1696208
Threat0.007870848
Severe Toxicity0.023076924
Moderate 0.64447093 Low Con 0.189 Insult Call_To_Action
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Close the borders and keep our tax dollars here!!! This government *ucks!
Close the borders and keep our tax dollars here!!! This government *ucks!
Why Canadians Are Turning Against Immigrants. · 11: Cluster #10
Close reading → Discourse → Video sentiment →
Identity Attack0.23391083
Insult0.5130944
Profanity0.58072567
Threat0.012233571
Severe Toxicity0.08069076
Moderate 0.64447093 Low Con 0.191 Insult Policy_Critique
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
You could not find another more white racist guy in the Canadian town, who said Africans are retards , unbelievable people like this still living.
You could not find another more white racist guy in the Canadian town, who said Africans are retards , unbelievable people like this still living.
Inside Canada's Indian Invasion... · 41: Cluster #40
Close reading → Discourse → Video sentiment →
Identity Attack0.6220118
Insult0.6308392
Profanity0.27477357
Threat0.010369381
Severe Toxicity0.12809667
Moderate 0.64447093 Low Con 0.29 Identity Attack Insult Moral_Argument
Mar 2, 2026 Inside Canada's Indian Invasion...
good one tyler expose these traitorus liberal gov scumbags destroying canada
good one tyler expose these traitorus liberal gov scumbags destroying canada
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.3072352
Insult0.67735565
Profanity0.29209393
Threat0.10389658
Severe Toxicity0.0475607
Moderate 0.64447093 Low Con 0.229 Insult Call_To_Action
Jan 29, 2026 Inside Canada's Indian Invasion...
that bike guy retarded
that bike guy retarded
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.33352965
Insult0.6370372
Profanity0.43781817
Threat0.010990778
Severe Toxicity0.16960317
Moderate 0.64447093 Moderate Con 0.345 Insult Meta_Commentary
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
WTF $50,000 WTF IS GOING ON? are illuminati stealing all the benefits in the US?
WTF $50,000 WTF IS GOING ON? are illuminati stealing all the benefits in the US?
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.10815793
Insult0.35016364
Profanity0.541926
Threat0.020609349
Severe Toxicity0.21596274
Moderate 0.64447093 Low Con 0.166
Feb 7, 2023 2 likes How much do refugees and …
Guy on the bike needs to get a ass whooping talking reckless for being like most Canadians undercover racist people at least Americans don't hide there racism
Guy on the bike needs to get a ass whooping talking reckless for being like most Canadians undercover racist people at least Americans don't hide there racism
Inside Canada's Indian Invasion... · 68: Cluster #67
Close reading → Discourse → Video sentiment →
Identity Attack0.40447855
Insult0.5588244
Profanity0.44366163
Threat0.061736204
Severe Toxicity0.16960317
Moderate 0.64447093 Low Con 0.25 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
😂😂😂 Everyone is being suppressed in Indian punjab...😂😂😂 Drug smugglers, jihadi sympathizers and murderers deserve much more than 'suppression'! Keep taking in these losers canada! Frees up workload on our law and order machinery here …
😂😂😂 Everyone is being suppressed in Indian punjab...😂😂😂 Drug smugglers, jihadi sympathizers and murderers deserve much more than 'suppression'! Keep taking in these losers canada! Frees up workload on our law and order machinery here in India!!😂😂😂
Inside Canada's Indian Invasion... · 27: Cluster #26
Close reading → Discourse → Video sentiment →
Identity Attack0.55803186
Insult0.6306599
Profanity0.17706433
Threat0.13768311
Severe Toxicity0.16960317
Moderate 0.64447093 Moderate Con 0.316 Identity Attack Insult Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Canada is fcked. Brampton is lost and to these scammers who just jump the border from Québec
Canada is fcked. Brampton is lost and to these scammers who just jump the border from Québec
Inside Canada's Indian Invasion... · 224: Cluster #223
Close reading → Discourse → Video sentiment →
Identity Attack0.3072352
Insult0.5678696
Profanity0.5722072
Threat0.019228047
Severe Toxicity0.16960317
Moderate 0.64447093 Low Con 0.27 Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
It's an invasion. This is an industry in India- to get people into Canada/West. They scam, lie, and cheat their way in. We need to remove the criminals first, then go after the fraud (fake …
It's an invasion. This is an industry in India- to get people into Canada/West. They scam, lie, and cheat their way in. We need to remove the criminals first, then go after the fraud (fake diploma mills, fake refugee status) fine them, imprison them, then deport and ban them from entering again. Then go after the people who are avoiding their orders to leave. In my view, the vast majority who are here from India has been through fraud. "refugee" my ass. Get them out
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 41: Cluster #40
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.5239335
Profanity0.48510036
Threat0.16699752
Severe Toxicity0.16960317
Moderate 0.64447093 Constructive 0.518 Insult Fear_Threat
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Racism in a different form. They pick few immigrants who hate immigrants to justify the racism. Nazis are back again. Disgusting souls. These creatures never change..hmmm
Racism in a different form. They pick few immigrants who hate immigrants to justify the racism. Nazis are back again. Disgusting souls. These creatures never change..hmmm
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5274064
Insult0.6370372
Profanity0.26098207
Threat0.01698343
Severe Toxicity0.11756202
Moderate 0.64447093 Low Con 0.24 Identity Attack Insult
Sep 11, 2025 Why Canadians Are Turning Against …
Eating poop? Who eats that, is this guy a madman?
Eating poop? Who eats that, is this guy a madman?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.062039822
Insult0.48313886
Profanity0.5013569
Threat0.012596053
Severe Toxicity0.14389864
Moderate 0.6426206 Low Con 0.183 Humor_Satire
Feb 9, 2026 Inside Canada's Indian Invasion...
Blah Blah Blah and what will happen absolutely fuckin nothing Canadian politicians never accomplish anything
Blah Blah Blah and what will happen absolutely fuckin nothing Canadian politicians never accomplish anything
IRCC Names India in Study Permit Fraud | … · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.3817989
Insult0.48228607
Profanity0.55356324
Threat0.013528148
Severe Toxicity0.16960317
Moderate 0.6426206 Low Con 0.097
Oct 1, 2025 1 likes IRCC Names India in Study …
Our government does not give a shit about the Canadians or their values and are allowing these people to destroy our culture or people in our country
Our government does not give a shit about the Canadians or their values and are allowing these people to destroy our culture or people in our country
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.38215697
Insult0.4810288
Profanity0.57488567
Threat0.0347677
Severe Toxicity0.13863131
Moderate 0.6426206 Low Con 0.283 Moral_Argument
Aug 25, 2025 Why Canadians Are Turning Against …
turning canada into poop eating country
turning canada into poop eating country
Inside Canada's Indian Invasion... · 306: Cluster #305
Close reading → Discourse → Video sentiment →
Identity Attack0.50515443
Insult0.5678696
Profanity0.40783462
Threat0.014393489
Severe Toxicity0.16960317
Moderate 0.6426206 Low Con 0.172 Identity Attack Insult Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
They crap on the beaches
They crap on the beaches
Inside Canada's Indian Invasion... · 151: Cluster #150
Close reading → Discourse → Video sentiment →
Identity Attack0.031464707
Insult0.5130944
Profanity0.57236236
Threat0.008893564
Severe Toxicity0.023880709
Moderate 0.6426206 Low Con 0.272 Insult Unverified_Claim
Feb 6, 2026 Inside Canada's Indian Invasion...
9:07 how the F is this guy a rn he can’t even speak English clearly what a scam and joke. His wife too.🤡🤡🤡🤡
9:07 how the F is this guy a rn he can’t even speak English clearly what a scam and joke. His wife too.🤡🤡🤡🤡
Inside Canada's Indian Metropolis (Brampton) · 18: Cluster #17
Close reading → Discourse → Video sentiment →
Identity Attack0.09576365
Insult0.5130944
Profanity0.39670458
Threat0.025098583
Severe Toxicity0.16960317
Moderate 0.6426206 Low Con 0.148 Insult Unverified_Claim
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
GET THEM ALL OUT NOW before we rise up and slaughter them all! If you know what I know- you'd know it's coming and soon...if you are brown- you will be taken down.
GET THEM ALL OUT NOW before we rise up and slaughter them all! If you know what I know- you'd know it's coming and soon...if you are brown- you will be taken down.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.37506318
Profanity0.27882218
Threat0.60325533
Severe Toxicity0.3532795
Moderate 0.6426206 Moderate Con 0.383 Identity Attack Threat Fear_Threat
Sep 20, 2025 17 likes Inside Canada's Indian Metropolis (Brampton)
They are dirty people for the most part! They 💩 anywhere in public then don't wipe their 🫏 and walk around like that. 🤮
They are dirty people for the most part! They 💩 anywhere in public then don't wipe their 🫏 and walk around like that. 🤮
Inside Canada's Indian Invasion... · 322: Cluster #321
Close reading → Discourse → Video sentiment →
Identity Attack0.1035157
Insult0.62169385
Profanity0.4044591
Threat0.013010317
Severe Toxicity0.16960317
Moderate 0.6426206 Moderate Con 0.361 Insult Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This guy on the bike is so ignorant and stup$d it's incredible how some one be this stup$d in this modern time when we have the internet, nothing should be oblivious to nobody anymore. Have …
This guy on the bike is so ignorant and stup$d it's incredible how some one be this stup$d in this modern time when we have the internet, nothing should be oblivious to nobody anymore. Have of the best graduate students in Canada right now are from Africa. Same in the US and Europe. Africa have some of the best economic, medical and law students.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.06476828
Insult0.7090544
Profanity0.17520344
Threat0.00933372
Severe Toxicity0.023076924
Moderate 0.6426206 Constructive 0.515 Insult Moral_Argument
Feb 14, 2026 Inside Canada's Indian Invasion...
Khalistanis are Pakistanis you half as intelligent twit!
Khalistanis are Pakistanis you half as intelligent twit!
Inside Canada's Indian Invasion... · 130: Cluster #129
Close reading → Discourse → Video sentiment →
Identity Attack0.53446084
Insult0.65231085
Profanity0.44475567
Threat0.05042134
Severe Toxicity0.35220072
Moderate 0.6426206 Low Con 0.093 Identity Attack Insult Identity_Assertion
Feb 9, 2026 Inside Canada's Indian Invasion...
That’s why we should have spread them out. If you give them an enclave they’re not gonna assimilate. God I fucking hate trudeau.
That’s why we should have spread them out. If you give them an enclave they’re not gonna assimilate. God I fucking hate trudeau.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.2795294
Insult0.48627716
Profanity0.6242122
Threat0.050744623
Severe Toxicity0.15443328
Moderate 0.6426206 Low Con 0.274
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Oh shit, I can just tell what this comment section is gonna be. Not even scrolled down to the comments yet, I wonder if I'll be right?
Oh shit, I can just tell what this comment section is gonna be. Not even scrolled down to the comments yet, I wonder if I'll be right?
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.014551271
Insult0.24928534
Profanity0.776286
Threat0.009540852
Severe Toxicity0.048457388
Moderate 0.6426206 Moderate Con 0.304
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
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.