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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 40 of 1230
Go to any big chain store and theres only indians no matter the town. Canada sucks
Go to any big chain store and theres only indians no matter the town. Canada sucks
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.64537907
Profanity0.5188411
Threat0.009074804
Severe Toxicity0.20984669
Toxic 0.78855824 Low Con 0.265 Identity Attack Insult Fear_Threat
Feb 28, 2026 Inside Canada's Indian Invasion...
And then Canada voted the Liberals back into power again. Next level stupid.
And then Canada voted the Liberals back into power again. Next level stupid.
How Canada broke its immigration system · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.16801116
Insult0.7922567
Profanity0.28938356
Threat0.008311004
Severe Toxicity0.023076924
Toxic 0.78855824 Low Con 0.136 Insult Call_To_Action
Jun 16, 2025 How Canada broke its immigration …
Answer the questions and stop dicking around
Answer the questions and stop dicking around
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.028628819
Insult0.48313886
Profanity0.70864636
Threat0.012958534
Severe Toxicity0.16960317
Toxic 0.78855824 Low Con 0.216
Oct 20, 2025 IRCC Names India in Study …
ЭТИ ублюдки срут там где жрут!
ЭТИ ублюдки срут там где жрут!
Inside Canada's Indian Invasion... · 217: Cluster #216
Close reading → Discourse → Video sentiment →
Identity Attack0.21668483
Insult0.7775208
Profanity0.64080805
Threat0.06820184
Severe Toxicity0.51028454
Toxic 0.78855824 Low Con 0.133 Insult Fear_Threat
Feb 14, 2026 Inside Canada's Indian Invasion...
What a joke this country is! Being taken advantage of by a shit hole 3rd world country and run by incompetence I know where all these missing F***ers are, Tim Hortons
What a joke this country is! Being taken advantage of by a shit hole 3rd world country and run by incompetence I know where all these missing F***ers are, Tim Hortons
IRCC Names India in Study Permit Fraud | … · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.4482637
Insult0.6798578
Profanity0.70384485
Threat0.018882722
Severe Toxicity0.35166132
Toxic 0.78855824 Low Con 0.296 Insult
Oct 7, 2025 IRCC Names India in Study …
i didnt know white ppl have iq to flim video, bloody dumb retards btw your pale body is way bright for my eyes,
i didnt know white ppl have iq to flim video, bloody dumb retards btw your pale body is way bright for my eyes,
Inside Canada's Indian Invasion... · 54: Cluster #53
Close reading → Discourse → Video sentiment →
Identity Attack0.65625757
Insult0.6798578
Profanity0.5188411
Threat0.09623027
Severe Toxicity0.39194742
Toxic 0.78855824 Low Con 0.194 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Lol it's like saying all white people are scumbag racists, colonizers, baby eaters and pedophiles like epstein😂😂😂
Lol it's like saying all white people are scumbag racists, colonizers, baby eaters and pedophiles like epstein😂😂😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6682205
Insult0.69164425
Profanity0.5013569
Threat0.056240413
Severe Toxicity0.35368225
Toxic 0.78855824 Low Con 0.201 Identity Attack Insult Humor_Satire
Feb 23, 2026 2 likes Inside Canada's Indian Invasion...
Canadians are SICK & TIRED of Indians. Where is the RCMP ? They should arrest that piece of crap human trafficker.
Canadians are SICK & TIRED of Indians. Where is the RCMP ? They should arrest that piece of crap human trafficker.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.54996765
Insult0.75027496
Profanity0.46460027
Threat0.13464862
Severe Toxicity0.23225316
Toxic 0.78855824 Low Con 0.276 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
“The guy with the bike was so honest” fucking hell?!?!? Saying Africans have an average iq <70/rape is part of their culture is genuinely retarded and spewing racist bs. Idk what honesty that is
“The guy with the bike was so honest” fucking hell?!?!? Saying Africans have an average iq <70/rape is part of their culture is genuinely retarded and spewing racist bs. Idk what honesty that is
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.61794597
Profanity0.70864636
Threat0.28890648
Severe Toxicity0.45895407
Toxic 0.78855824 Moderate Con 0.323 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Blows your mind how stupid, incompetent, and dumb our bureaucrats are that hold the well being of Canada in their hands. They all have to be fired cause they know nothing of what they are …
Blows your mind how stupid, incompetent, and dumb our bureaucrats are that hold the well being of Canada in their hands. They all have to be fired cause they know nothing of what they are responsible for!! In
IRCC Names India in Study Permit Fraud | … · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.09659086
Insult0.8082062
Profanity0.29053202
Threat0.06626215
Severe Toxicity0.02604016
Toxic 0.78855824 Low Con 0.25 Insult
Sep 29, 2025 IRCC Names India in Study …
Stupid Canadian visa agency woke up now 😂😂😂😂😂
Stupid Canadian visa agency woke up now 😂😂😂😂😂
IRCC Names India in Study Permit Fraud | … · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.7492263
Profanity0.33453682
Threat0.008440462
Severe Toxicity0.07542343
Toxic 0.78855824 Low Con 0.197 Identity Attack Insult
Sep 29, 2025 IRCC Names India in Study …
The Lieberals system is to greet anyone no questions asked as long as you remember who to vote for . Pure corruption, all immigration ministers, the Lieberals have put in that portfolio have failed . …
The Lieberals system is to greet anyone no questions asked as long as you remember who to vote for . Pure corruption, all immigration ministers, the Lieberals have put in that portfolio have failed . Then they fail upwards. You are a racist if you question any immigrant . Pure bullshit.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.40255263
Insult0.6798578
Profanity0.70384485
Threat0.011974656
Severe Toxicity0.18538254
Toxic 0.78855824 Low Con 0.249 Insult Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Canada REALLY needs to return to two official religions again. Christian and Jewish. Ban Islam and no tax free for other religions. Indians won't hire Canadians and they take over our business'. They smell and …
Canada REALLY needs to return to two official religions again. Christian and Jewish. Ban Islam and no tax free for other religions. Indians won't hire Canadians and they take over our business'. They smell and are HORRIBLE because they cut corners everywhere and are super cheap. They've turned Tim Hortons into shit holes. A&W is crap. These people are dirty and disgusting. To all business owners. NEVER hire Indian. They will ruin your business.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.7063701
Insult0.72868866
Profanity0.5188411
Threat0.10236332
Severe Toxicity0.35368225
Toxic 0.78855824 Moderate Con 0.494 Identity Attack Insult Fear_Threat
Feb 6, 2026 Inside Canada's Indian Invasion...
Press x to shit on Maple Leaf
Press x to shit on Maple Leaf
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.036105253
Insult0.40243408
Profanity0.8255558
Threat0.012906751
Severe Toxicity0.16960317
Toxic 0.78855824 Low Con 0.223 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
Hahaa indian immigrant HQ! 😂 i am an immigrant from india, and i have not seen such idiots back home. I want to go back to india. You have invited lowest of lows!! It is …
Hahaa indian immigrant HQ! 😂 i am an immigrant from india, and i have not seen such idiots back home. I want to go back to india. You have invited lowest of lows!! It is frustrating for people like me. Forget shitty immigrants, what opportunities exist!?? Zero! Crap economy. God please help me and get me out of here!! All my money is invested in this dead economy..
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.67735565
Profanity0.58072567
Threat0.04363242
Severe Toxicity0.35368225
Toxic 0.78855824 Moderate Con 0.474 Identity Attack Insult Personal_Narrative
Feb 9, 2026 Inside Canada's Indian Invasion...
This whole video is bullshit. We needed the workers. They were on temporary for work permits those permits all expire this year… Where have we been the last two years complaining about it. Now the …
This whole video is bullshit. We needed the workers. They were on temporary for work permits those permits all expire this year… Where have we been the last two years complaining about it. Now the issues going to be fixed… Wow, a little late to the party aren’t you?😂😂😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.061130337
Insult0.46625584
Profanity0.64657205
Threat0.029933142
Severe Toxicity0.34993178
Toxic 0.78855824 Moderate Con 0.467 Policy_Critique
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
deport these disgusting pajeets back to their shithole india
deport these disgusting pajeets back to their shithole india
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6990888
Insult0.7090544
Profanity0.6750904
Threat0.34804323
Severe Toxicity0.52891463
Toxic 0.78711975 Low Con 0.077 Identity Attack Insult Identity_Assertion
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Indian Hindus are so disgusting
Indian Hindus are so disgusting
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.76079035
Insult0.65129566
Profanity0.39409557
Threat0.035113025
Severe Toxicity0.35368225
Toxic 0.78711975 Low Con 0.25 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Go fly a kite assholes your all tools of the wef agenda, furthermore nothing happens because of stupidity or "naivete " it's all planned down to the last IOTA.
Go fly a kite assholes your all tools of the wef agenda, furthermore nothing happens because of stupidity or "naivete " it's all planned down to the last IOTA.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.7497506
Profanity0.5381406
Threat0.056563694
Severe Toxicity0.21902075
Toxic 0.78711975 Low Con 0.171 Insult Unverified_Claim
Feb 18, 2026 LILLEY UNLEASHED: The fall of …
They bring all that caste bullshit and sectarianism with them. Canada is a mess.
They bring all that caste bullshit and sectarianism with them. Canada is a mess.
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.50917345
Insult0.6308392
Profanity0.70864636
Threat0.012181788
Severe Toxicity0.2281948
Toxic 0.78711975 Low Con 0.245 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
The sensor can see the knives😅, yeah, the sensors can see the cell phone.These guys aren't supposed to have with them either , right.🙄😮‍💨!!!! This shit, Two hundred dollars for that b******* , room!!!! The …
The sensor can see the knives😅, yeah, the sensors can see the cell phone.These guys aren't supposed to have with them either , right.🙄😮‍💨!!!! This shit, Two hundred dollars for that b******* , room!!!! The back and forth to see this is how dudes wind up , either completely trafficked or just cut up and sold for organs!!!!! Hes freaking out. He's obliviously in the nice safe house I've ever f****** seen.That's better than a lot of american children's foster homes!!!!😮 i'm starting to think all of this is f****** fake. But the real answer is very sad. As to why the government is allowing all this s*** to happen under their nose. This is APART OF THE, NEW WORLD ORDERS, BIG PLAN THATS BEEN GOING ON. TO DESTABILIZE THE WEST , SOOO LATER, THEY CAN CLAIM THAT DEMOCRACY IN CAPITALISM WAS A COMPLETE FAILURE.!!!!! WHEN THE TRUTH IS , IT WAS THE ONE PERCENTAGE THAT CACOMPLEY DESIGNED THE FAILURES. 😢
Inside Canada's Indian Invasion... · 79: Cluster #78
Close reading → Discourse → Video sentiment →
Identity Attack0.22935481
Insult0.5270482
Profanity0.67055607
Threat0.34804323
Severe Toxicity0.45895407
Toxic 0.78711975 Constructive 0.505 Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Brother it's hard to turn around others thinking but some things are very true on internet like this poop shit. They even have colleges that research on poop shit. 😂 And then top it off …
Brother it's hard to turn around others thinking but some things are very true on internet like this poop shit. They even have colleges that research on poop shit. 😂 And then top it off they have like 10 different religion.😂
Inside Canada's Indian Invasion... · 52: Cluster #51
Close reading → Discourse → Video sentiment →
Identity Attack0.41975367
Insult0.5101222
Profanity0.7673477
Threat0.012440704
Severe Toxicity0.3529199
Toxic 0.78711975 Moderate Con 0.356 Insult Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Lmao the white guy admits to being white trash😂😂
Lmao the white guy admits to being white trash😂😂
Inside Canada's Indian Invasion... · 397: Cluster #396
Close reading → Discourse → Video sentiment →
Identity Attack0.6928741
Insult0.66500133
Profanity0.42990944
Threat0.014048163
Severe Toxicity0.34966052
Toxic 0.78711975 Low Con 0.191 Identity Attack Insult Humor_Satire
Feb 14, 2026 Inside Canada's Indian Invasion...
Biggest shit hole in Canada is Brampton
Biggest shit hole in Canada is Brampton
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.38185352
Insult0.53014356
Profanity0.764141
Threat0.010472948
Severe Toxicity0.23223771
Toxic 0.78711975 Low Con 0.193 Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Metropolis (Brampton)
Yo fellow indians! I just unsubscribed i bet you do that too for him being such a pussss
Yo fellow indians! I just unsubscribed i bet you do that too for him being such a pussss
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.6308392
Profanity0.596623
Threat0.018537397
Severe Toxicity0.34962174
Toxic 0.78711975 Moderate Con 0.355 Insult Identity_Assertion
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.