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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 135 of 1230
Islam is a threat to the world, not Hinduism.
Islam is a threat to the world, not Hinduism.
Inside Canada's Indian Invasion... · 25: Cluster #24
Close reading → Discourse → Video sentiment →
Identity Attack0.6413409
Insult0.37846634
Profanity0.19770569
Threat0.100830056
Severe Toxicity0.16960317
Moderate 0.5779532 Low Con 0.214 Identity Attack Fear_Threat
Feb 11, 2026 1 likes Inside Canada's Indian Invasion...
10:03 hey Tyler, your sponsor is a scam, and is probably stealing peoples data to sell.
10:03 hey Tyler, your sponsor is a scam, and is probably stealing peoples data to sell.
Inside Canada's Indian Invasion... · 32: Cluster #31
Close reading → Discourse → Video sentiment →
Identity Attack0.050671257
Insult0.5130944
Profanity0.22429734
Threat0.016120117
Severe Toxicity0.023106033
Moderate 0.5779532 Moderate Con 0.313 Insult Call_To_Action
Jan 27, 2026 8 likes Inside Canada's Indian Invasion...
Wtf bro u just travelled across the border and stayed a night over there only for some drugs and all this is on instructions from that peddler you are buying from scary man
Wtf bro u just travelled across the border and stayed a night over there only for some drugs and all this is on instructions from that peddler you are buying from scary man
Inside Canada's Indian Invasion... · 40: Cluster #39
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.4302003
Profanity0.47001255
Threat0.024235269
Severe Toxicity0.16496792
Moderate 0.5779532 Moderate Con 0.314 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
indians have ruined Canada. I don't understand Canada's fascination with these dirty things
indians have ruined Canada. I don't understand Canada's fascination with these dirty things
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.6220118
Insult0.46173862
Profanity0.20808282
Threat0.014220826
Severe Toxicity0.038593806
Moderate 0.5779532 Low Con 0.294 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
bruh who the hell wants to go to the usa from canada right now lmao
bruh who the hell wants to go to the usa from canada right now lmao
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.15517195
Insult0.2817503
Profanity0.5013569
Threat0.012285355
Severe Toxicity0.1465323
Moderate 0.5779532 Low Con 0.23 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
This is coming from CBC she’s full of 💩
This is coming from CBC she’s full of 💩
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.06929302
Insult0.563347
Profanity0.38413823
Threat0.008712323
Severe Toxicity0.024819711
Moderate 0.5779532 Low Con 0.197 Insult Meta_Commentary
Apr 4, 2025 How much do refugees and …
White genocide, plain and simple.
White genocide, plain and simple.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.58354634
Insult0.26395
Profanity0.25184435
Threat0.49142194
Severe Toxicity0.2322566
Moderate 0.5779532 Low Con 0.139 Identity Attack Unverified_Claim
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Horrible!!! Why the hell are canadians re-electing the liberals all the time??? Do we want to disappear?
Horrible!!! Why the hell are canadians re-electing the liberals all the time??? Do we want to disappear?
Inside Canada's Indian Metropolis (Brampton) · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.36803186
Insult0.46173862
Profanity0.43554106
Threat0.04880493
Severe Toxicity0.059217658
Moderate 0.5779532 Low Con 0.239 Fear_Threat
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
79,000!??Thats a crazy amount of illegal immigrants! How can she be so calm??? I went Trios college, the worst college ever, and the "students " are so rude and loud and only live partying, its …
79,000!??Thats a crazy amount of illegal immigrants! How can she be so calm??? I went Trios college, the worst college ever, and the "students " are so rude and loud and only live partying, its a disgrace!
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.50515604
Insult0.5678696
Profanity0.14313951
Threat0.011586283
Severe Toxicity0.02383376
Moderate 0.5779532 Constructive 0.562 Identity Attack Insult
Oct 7, 2025 IRCC Names India in Study …
the corrupt liberals have been calling Canadians names such as racist, with all kinds of phobias for 15 years, stand up Canada against this silly name calling and ignore it
the corrupt liberals have been calling Canadians names such as racist, with all kinds of phobias for 15 years, stand up Canada against this silly name calling and ignore it
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 26: Cluster #25
Close reading → Discourse → Video sentiment →
Identity Attack0.29798782
Insult0.6306599
Profanity0.12551236
Threat0.009178371
Severe Toxicity0.021031776
Moderate 0.5779532 Low Con 0.251 Insult Policy_Critique
Feb 26, 2026 2 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Its the Indians which fked this country up
Its the Indians which fked this country up
Why Canadians Are Turning Against Immigrants. · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.5707127
Insult0.4534306
Profanity0.46460027
Threat0.019573374
Severe Toxicity0.23125283
Moderate 0.5779532 Low Con 0.236 Identity Attack Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
they all look similar so they use somebody elsese lisence holy fk
they all look similar so they use somebody elsese lisence holy fk
Inside Canada's Indian Metropolis (Brampton) · 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.055673428
Insult0.36365277
Profanity0.57236236
Threat0.010654188
Severe Toxicity0.16960317
Moderate 0.5779532 Low Con 0.159
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada needs this shit business to run its paralel economy. The govt knew from the begining itself that all their documents are fraud. if they had the money to study in canada., they would have …
Canada needs this shit business to run its paralel economy. The govt knew from the begining itself that all their documents are fraud. if they had the money to study in canada., they would have gone to USA. not come to canada.
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.28034934
Insult0.47384647
Profanity0.5365423
Threat0.010887212
Severe Toxicity0.026936848
Moderate 0.5779532 Low Con 0.095
Sep 30, 2025 IRCC Names India in Study …
Hate low skilled Indian immigrants that get jobs before Canadian born people
Hate low skilled Indian immigrants that get jobs before Canadian born people
Inside Canada's Indian Invasion... · 179: Cluster #178
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.42167732
Profanity0.17926037
Threat0.044925548
Severe Toxicity0.0912254
Moderate 0.5779532 Low Con 0.299 Identity Attack Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
im from canada its descusting and and hate 99% of them
im from canada its descusting and and hate 99% of them
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55011386
Insult0.47787863
Profanity0.24727546
Threat0.02682521
Severe Toxicity0.024678862
Moderate 0.5779532 Moderate Con 0.334 Identity Attack Fear_Threat
Feb 4, 2026 Inside Canada's Indian Invasion...
You’re a racist
You’re a racist
Inside Canada's Indian Invasion... · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.36942887
Insult0.5239335
Profanity0.26624632
Threat0.010369381
Severe Toxicity0.028730227
Moderate 0.5779532 Low Con 0.277 Insult Meta_Commentary
Feb 12, 2026 9 likes Inside Canada's Indian Invasion...
Really Vashi? WTF up! Do you inconclusive proof? Anybody with half a brain knows what's going on.
Really Vashi? WTF up! Do you inconclusive proof? Anybody with half a brain knows what's going on.
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.022188433
Insult0.5130944
Profanity0.4662011
Threat0.013217449
Severe Toxicity0.024725812
Moderate 0.5779532 Low Con 0.164 Insult Meta_Commentary
Feb 24, 2026 35 likes 'We do know that there's …
Yea it's bad here and it's everywhere. Sad state of my home country. Not good people either, give me the Asians, Russians, Chinese. Please. No more Indians.
Yea it's bad here and it's everywhere. Sad state of my home country. Not good people either, give me the Asians, Russians, Chinese. Please. No more Indians.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.39297962
Profanity0.18909787
Threat0.05430072
Severe Toxicity0.16960317
Moderate 0.5779532 Moderate Con 0.441 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
5:36 Man this guy is so racist. Even the racist guy doesn't have much bad to say.
5:36 Man this guy is so racist. Even the racist guy doesn't have much bad to say.
Inside Canada's Indian Invasion... · 46: Cluster #45
Close reading → Discourse → Video sentiment →
Identity Attack0.3802808
Insult0.4596616
Profanity0.2347036
Threat0.025271246
Severe Toxicity0.03590374
Moderate 0.5779532 Low Con 0.255 Moral_Argument
Feb 26, 2026 2 likes Inside Canada's Indian Invasion...
Canada is done, dirty fakers are everywhere
Canada is done, dirty fakers are everywhere
Inside Canada's Indian Metropolis (Brampton) · 89: Cluster #88
Close reading → Discourse → Video sentiment →
Identity Attack0.35299334
Insult0.6149945
Profanity0.18417911
Threat0.0076637166
Severe Toxicity0.023076924
Moderate 0.5779532 Low Con 0.205 Insult Fear_Threat
Sep 21, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Indians overwhelming Canada with fake diplomas and IDs. Kick them out.
Indians overwhelming Canada with fake diplomas and IDs. Kick them out.
Canada's tighter immigration policy divides the country • … · 41: Cluster #40
Close reading → Discourse → Video sentiment →
Identity Attack0.5913144
Insult0.40243408
Profanity0.17101645
Threat0.53875744
Severe Toxicity0.16960317
Moderate 0.5779532 Low Con 0.116 Identity Attack Threat Unverified_Claim
Feb 12, 2026 1 likes Canada's tighter immigration policy divides …
Simple straight forward questions. Nothing but the usual dumb non answers from the liberals.
Simple straight forward questions. Nothing but the usual dumb non answers from the liberals.
IRCC Names India in Study Permit Fraud | … · 23: Cluster #22
Close reading → Discourse → Video sentiment →
Identity Attack0.105836816
Insult0.6308392
Profanity0.18663849
Threat0.007573096
Severe Toxicity0.014447021
Moderate 0.5779532 Low Con 0.126 Insult Policy_Critique
Nov 3, 2025 IRCC Names India in Study …
Bro on the bike doesn’t give a fck 😂 he wants all the smoke
Bro on the bike doesn’t give a fck 😂 he wants all the smoke
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.022791367
Insult0.26957804
Profanity0.5643384
Threat0.027688526
Severe Toxicity0.1465323
Moderate 0.5779532 Low Con 0.227 Humor_Satire
Jan 27, 2026 1,120 likes Inside Canada's Indian Invasion...
Your people poop in their pants every day because of the shootings I wonder how it feels to live inside a Fortnite battle royale 😂
Your people poop in their pants every day because of the shootings I wonder how it feels to live inside a Fortnite battle royale 😂
Inside Canada's Indian Invasion... · 219: Cluster #218
Close reading → Discourse → Video sentiment →
Identity Attack0.099899694
Insult0.3393024
Profanity0.39842105
Threat0.071698055
Severe Toxicity0.16960317
Moderate 0.5779532 Low Con 0.231 Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
As long as they are Hindus and not Muslim... Hinduism is literally thee most peaceful religion on this planet and Islam is thee most violent
As long as they are Hindus and not Muslim... Hinduism is literally thee most peaceful religion on this planet and Islam is thee most violent
Inside Canada's Indian Invasion... · 25: Cluster #24
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.38406035
Profanity0.2263305
Threat0.13363713
Severe Toxicity0.16960317
Moderate 0.5779532 Low Con 0.27 Identity Attack 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.