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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 206 of 1230
they literally are like pests, always claiming how proud indians they are. But why not stay in your country if you are proud of it. How they are getting in all countries is absolutely intolerable …
they literally are like pests, always claiming how proud indians they are. But why not stay in your country if you are proud of it. How they are getting in all countries is absolutely intolerable there must be a limit for them!
Inside Canada's Indian Invasion... · 58: Cluster #57
Close reading → Discourse → Video sentiment →
Identity Attack0.50515765
Insult0.47384647
Profanity0.22703624
Threat0.034422375
Severe Toxicity0.043077253
Moderate 0.47886392 Moderate Con 0.386 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
the bike man hates africans cause they're not his slaves anymore...
the bike man hates africans cause they're not his slaves anymore...
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.336253
Profanity0.22542313
Threat0.029069828
Severe Toxicity0.02411546
Moderate 0.47886392 Low Con 0.229 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
At least they dont stab you in broad daylight like muslims do in the europe .... not to mention thousands of kids being graped ...
At least they dont stab you in broad daylight like muslims do in the europe .... not to mention thousands of kids being graped ...
Inside Canada's Indian Metropolis (Brampton) · 21: Cluster #20
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.27969417
Profanity0.19155724
Threat0.5058262
Severe Toxicity0.09385906
Moderate 0.47886392 Low Con 0.296 Identity Attack Threat
Oct 29, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
indian gonna destroy where they go😂
indian gonna destroy where they go😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.24928534
Profanity0.196476
Threat0.43656045
Severe Toxicity0.16233426
Moderate 0.47886392 Low Con 0.24 Identity Attack Fear_Threat
Feb 4, 2026 Inside Canada's Indian Invasion...
WATCH OUT CANADA!!!!! Just think of this once beautiful country going to the dogs…just like what most Indians escaped from… a 3rd world country and all that European’s (whites) built is falling apart, government controlled …
WATCH OUT CANADA!!!!! Just think of this once beautiful country going to the dogs…just like what most Indians escaped from… a 3rd world country and all that European’s (whites) built is falling apart, government controlled by Indians, businesses controlled by Indians, housing run by Indians, garbage in the streets, poop on the beaches, Indian music (not music to my ears) blasting everywhere, especially in the parks, unclean public toilets, unclean motels etc etc.. YEP…just what a once beautiful country deserves!
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5075293
Insult0.46327567
Profanity0.16682947
Threat0.013528148
Severe Toxicity0.043077253
Moderate 0.47886392 Moderate Con 0.362 Identity Attack Fear_Threat
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
Its crazy my first trip out of my own country was basically a trip to a cleaner India, ridiculous 😂
Its crazy my first trip out of my own country was basically a trip to a cleaner India, ridiculous 😂
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.38230872
Insult0.4378843
Profanity0.29209393
Threat0.011456826
Severe Toxicity0.023076924
Moderate 0.47886392 Moderate Con 0.349 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
@9:40 this ridiculous sponser gives Honey vibes. It begs the literal exact question that Markiplier asked about Honey years before the scandal was revealed.
@9:40 this ridiculous sponser gives Honey vibes. It begs the literal exact question that Markiplier asked about Honey years before the scandal was revealed.
Inside Canada's Indian Invasion... · 32: Cluster #31
Close reading → Discourse → Video sentiment →
Identity Attack0.00984143
Insult0.5332045
Profanity0.110447146
Threat0.007327127
Severe Toxicity0.010223389
Moderate 0.47886392 Moderate Con 0.307 Insult Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
Thank you Canada for taking the trash out of every country
Thank you Canada for taking the trash out of every country
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.39677486
Insult0.48484445
Profanity0.11539881
Threat0.007197669
Severe Toxicity0.019482423
Moderate 0.47886392 Moderate Con 0.333 Identity_Assertion
Oct 21, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
White people also invade Canada and the USA they aren't a native population there. go back to Europe 🗡️🗡️
White people also invade Canada and the USA they aren't a native population there. go back to Europe 🗡️🗡️
Inside Canada's Indian Invasion... · 143: Cluster #142
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.3388922
Profanity0.13873272
Threat0.019746035
Severe Toxicity0.02439716
Moderate 0.47886392 Low Con 0.203 Identity Attack Identity_Assertion
Feb 7, 2026 3 likes Inside Canada's Indian Invasion...
deport india and israel
deport india and israel
IRCC Names India in Study Permit Fraud | … · 77: Cluster #76
Close reading → Video sentiment →
Identity Attack0.5548181
Insult0.17858955
Profanity0.16171204
Threat0.23696843
Severe Toxicity0.034110364
Moderate 0.47886392 Low Con 0.237 Identity Attack
Oct 1, 2025 IRCC Names India in Study …
Knock down that ugly statue its hideous looking
Knock down that ugly statue its hideous looking
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.04564415
Insult0.40975618
Profanity0.2761231
Threat0.2836219
Severe Toxicity0.02425631
Moderate 0.47886392 Low Con 0.23 Meta_Commentary
Sep 10, 2025 Why Canadians Are Turning Against …
4:06 That claim is ignorant and racist. No group in India eats poop. Some Indians living abroad feel "embarrassed" and wrongly blame “lower class” people. In reality, using cow dung or urine as “holy” is …
4:06 That claim is ignorant and racist. No group in India eats poop. Some Indians living abroad feel "embarrassed" and wrongly blame “lower class” people. In reality, using cow dung or urine as “holy” is a fringe belief by upper class people only, not followed by 99.9% Indians and not part of normal daily life. Anyone who actually does such things is doing a rare, attention-seeking stunt, not practicing Indian culture. Using extreme and rare examples to judge a whole country or class shows ignorance, not superiority.
Inside Canada's Indian Invasion... · 52: Cluster #51
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.4555076
Profanity0.357228
Threat0.035458352
Severe Toxicity0.059217658
Moderate 0.47886392 Moderate Con 0.472 Moral_Argument
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
Yeap. Be thankful you are being flooded by Indians and not Africans or Muslims.
Yeap. Be thankful you are being flooded by Indians and not Africans or Muslims.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57957685
Insult0.3393024
Profanity0.14754629
Threat0.033386398
Severe Toxicity0.026936848
Moderate 0.47886392 Low Con 0.152 Identity Attack Fear_Threat
Feb 22, 2026 Inside Canada's Indian Invasion...
7:13, nah I think its just India's terrible driving culture
7:13, nah I think its just India's terrible driving culture
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.36798462
Profanity0.21564959
Threat0.0138755
Severe Toxicity0.02453801
Moderate 0.47886392 Moderate Con 0.314 Identity Attack Comparative_Framing
Feb 11, 2026 Inside Canada's Indian Invasion...
Indians are displacing the white people!!!
Indians are displacing the white people!!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.25404143
Profanity0.17241211
Threat0.10696311
Severe Toxicity0.02425631
Moderate 0.47886392 Low Con 0.216 Identity Attack Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
a slow form of ethnic cleansing by jews
a slow form of ethnic cleansing by jews
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.24928534
Profanity0.2317999
Threat0.3077799
Severe Toxicity0.1597006
Moderate 0.47886392 Low Con 0.205 Identity Attack Unverified_Claim
Sep 18, 2025 Inside Canada's Indian Metropolis (Brampton)
It is no longer a cry of racism. India and Indians are culprits. This is the tip of iceberg. I believe it is underestimation . Not 79,000. The question is how to remove them
It is no longer a cry of racism. India and Indians are culprits. This is the tip of iceberg. I believe it is underestimation . Not 79,000. The question is how to remove them
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5504064
Insult0.40243408
Profanity0.17055123
Threat0.34804323
Severe Toxicity0.10702737
Moderate 0.47886392 Moderate Con 0.431 Identity Attack Identity_Assertion
Sep 27, 2025 1 likes IRCC Names India in Study …
You people deserve this and what's coming next. I've been telling for over 5 years what needs to be done to stop all of this, bit you refuse to do it. You believe it's going …
You people deserve this and what's coming next. I've been telling for over 5 years what needs to be done to stop all of this, bit you refuse to do it. You believe it's going to get done by 'peacefully protesting' lol. The first thing EVERYONE should be doing is STOP PAYING F*CKING TAXES! The second thing, is to organize into large groups and start dealing with politicians, cops, judges, etc the way they need to be dealt with! Grown adults acting like children!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.04512853
Insult0.40698266
Profanity0.4756165
Threat0.032005094
Severe Toxicity0.02458496
Moderate 0.47886392 Moderate Con 0.445
Aug 25, 2025 Why Canadians Are Turning Against …
That ending was creepy as hell
That ending was creepy as hell
Inside Canada's Indian Invasion... · 309: Cluster #308
Close reading → Discourse → Video sentiment →
Identity Attack0.01555616
Insult0.25602314
Profanity0.44431314
Threat0.01940071
Severe Toxicity0.023974609
Moderate 0.47886392 Moderate Con 0.309 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
DISGUSTING WHAT THE FEDERAL LIBERAL GOVERNMENT HAS DONE TO CANADIANS WITH IMMIGRANTS…..
DISGUSTING WHAT THE FEDERAL LIBERAL GOVERNMENT HAS DONE TO CANADIANS WITH IMMIGRANTS…..
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.3817989
Insult0.5015486
Profanity0.05243378
Threat0.0074565844
Severe Toxicity0.017610285
Moderate 0.47886392 Low Con 0.201 Insult Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
HELL YEAH LETS GO WE WILL COLONIZE THE WHOLE WORLD 🇮🇳🇮🇳🇮🇳🇮🇳🇮🇳🇮🇳🔥🔥🔥🔥🔥🔥🫡🫡🫡🫡🫡🫡🫡🫡
HELL YEAH LETS GO WE WILL COLONIZE THE WHOLE WORLD 🇮🇳🇮🇳🇮🇳🇮🇳🇮🇳🇮🇳🔥🔥🔥🔥🔥🔥🫡🫡🫡🫡🫡🫡🫡🫡
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.24928534
Profanity0.4044591
Threat0.29834318
Severe Toxicity0.3476075
Moderate 0.47886392 Low Con 0.279 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I am speaking as an Indian. The whole world has become a circus today only because of Pakistani Mujits, Bangladeshi Kanglus, foreign Racists, and some Hindu exetremists and Muslim exetremists Anyway, I am very entertained.😂
I am speaking as an Indian. The whole world has become a circus today only because of Pakistani Mujits, Bangladeshi Kanglus, foreign Racists, and some Hindu exetremists and Muslim exetremists Anyway, I am very entertained.😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.4378843
Profanity0.2687007
Threat0.1115629
Severe Toxicity0.16960317
Moderate 0.47886392 Moderate Con 0.376 Identity Attack Humor_Satire
Feb 26, 2026 Inside Canada's Indian Invasion...
Why every indian that works at a quick mart like 7 11 are they always on the phone the entire shift. They have a headset or headphone with a mic. The 711 neqr me i …
Why every indian that works at a quick mart like 7 11 are they always on the phone the entire shift. They have a headset or headphone with a mic. The 711 neqr me i stop by to grab zyn hes never not been on the phone and is rude af, does not talk to you. They act like your interupting them lol. Who tf are they talking too?
Inside Canada's Indian Invasion... · 20: Cluster #19
Close reading → Video sentiment →
Identity Attack0.4139151
Insult0.36709076
Profanity0.40670946
Threat0.021990653
Severe Toxicity0.06101104
Moderate 0.47886392 Moderate Con 0.492
Jan 27, 2026 Inside Canada's Indian Invasion...
As someone from uk- at least they're not muslims. You guy have the lesser evil
As someone from uk- at least they're not muslims. You guy have the lesser evil
Inside Canada's Indian Metropolis (Brampton) · 21: Cluster #20
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.36798462
Profanity0.16450337
Threat0.016465442
Severe Toxicity0.023692908
Moderate 0.47886392 Moderate Con 0.427 Identity Attack Identity_Assertion
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
So how then, did one man erase all the good. And dont say he was an idiot because some big people in government made this happen. Who bought our government. We know the current government …
So how then, did one man erase all the good. And dont say he was an idiot because some big people in government made this happen. Who bought our government. We know the current government certainly has ten times that money But they will use our money our pensions to bury this once great country
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 40: Cluster #39
Close reading → Discourse → Video sentiment →
Identity Attack0.02721288
Insult0.5208188
Profanity0.27747265
Threat0.009877442
Severe Toxicity0.014705247
Moderate 0.47886392 Moderate Con 0.394 Insult Unverified_Claim
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
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.