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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 205 of 1230
Tyler found the most racist Canadian that exists
Tyler found the most racist Canadian that exists
Inside Canada's Indian Invasion... · 56: Cluster #55
Close reading → Video sentiment →
Identity Attack0.48915586
Insult0.4339631
Profanity0.094219476
Threat0.009126588
Severe Toxicity0.023076924
Moderate 0.47886392 Low Con 0.261
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It could be worse could have muslim immigrants.
It could be worse could have muslim immigrants.
Inside Canada's Indian Invasion... · 21: Cluster #20
Close reading → Discourse → Video sentiment →
Identity Attack0.57957685
Insult0.24928534
Profanity0.12639372
Threat0.023889944
Severe Toxicity0.023082556
Moderate 0.47886392 Low Con 0.293 Identity Attack Identity_Assertion
Jan 27, 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...
Brampton is actual hell on earth
Brampton is actual hell on earth
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.4125297
Profanity0.40558428
Threat0.019228047
Severe Toxicity0.02402156
Moderate 0.47886392 Low Con 0.256
Sep 23, 2025 13 likes Inside Canada's Indian Metropolis (Brampton)
my family has been in a Canada for over 200 years, we feel like we woke up in a different country, were considering leaving i never wanted to live in india and never will, we …
my family has been in a Canada for over 200 years, we feel like we woke up in a different country, were considering leaving i never wanted to live in india and never will, we are second class citizens in our country and its sad, I hate what Canada has become I hate liberals, and i hate immigration
How Canada broke its immigration system · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.36798462
Profanity0.119731516
Threat0.013321015
Severe Toxicity0.023076924
Moderate 0.47886392 Constructive 0.569 Identity Attack Identity_Assertion
Aug 3, 2025 How Canada broke its immigration …
Absolutely disgusting.
Absolutely disgusting.
Inside Canada's Indian Metropolis (Brampton) · 341: Cluster #340
Close reading → Video sentiment →
Identity Attack0.014149316
Insult0.4986907
Profanity0.16496858
Threat0.008466354
Severe Toxicity0.013866014
Moderate 0.47886392 Moderate Con 0.329
Dec 30, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
All the ranting I see in comments is not to complain about immigration, it's to complain about brown immigrants. Seems like they're ok with European, UK, Irish, Aussie, Kiwis, etc who are white but not …
All the ranting I see in comments is not to complain about immigration, it's to complain about brown immigrants. Seems like they're ok with European, UK, Irish, Aussie, Kiwis, etc who are white but not with people of colour. Hypocrisy at the highest
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5108175
Insult0.4596616
Profanity0.1067334
Threat0.008556974
Severe Toxicity0.020257099
Moderate 0.47886392 Constructive 0.559 Identity Attack Moral_Argument
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
As a Canadian, I speak for the ones that are too scared to, we are SICK of these immigrants taking over OUR country. They need to GOOOOO
As a Canadian, I speak for the ones that are too scared to, we are SICK of these immigrants taking over OUR country. They need to GOOOOO
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.45758462
Profanity0.07482228
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.47886392 Moderate Con 0.456 Identity Attack Identity_Assertion
Aug 28, 2025 Why Canadians Are Turning Against …
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...
so sick of these invaders
so sick of these invaders
Inside Canada's Indian Invasion... · 67: Cluster #66
Close reading → Discourse → Video sentiment →
Identity Attack0.3895355
Insult0.46476576
Profanity0.2347036
Threat0.032695748
Severe Toxicity0.023364257
Moderate 0.47886392 Moderate Con 0.338 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Trudeau sold the country and now he is rich and off duty enjoying having screwed every real canadian
Trudeau sold the country and now he is rich and off duty enjoying having screwed every real canadian
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.27778897
Insult0.47384647
Profanity0.33258784
Threat0.033386398
Severe Toxicity0.023106033
Moderate 0.47886392 Low Con 0.273 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
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...
9:32 bruh tyler is really doing Fkn Survey ads🤦🏽‍♂️
9:32 bruh tyler is really doing Fkn Survey ads🤦🏽‍♂️
Inside Canada's Indian Invasion... · 29: Cluster #28
Close reading → Discourse → Video sentiment →
Identity Attack0.027614836
Insult0.25602314
Profanity0.46460027
Threat0.011042561
Severe Toxicity0.03680043
Moderate 0.47886392 Low Con 0.288 Meta_Commentary
Jan 27, 2026 5 likes Inside Canada's Indian Invasion...
Im not racist aslong as the dark skins stay on their side of the world
Im not racist aslong as the dark skins stay on their side of the world
Inside Canada's Indian Invasion... · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.27969417
Profanity0.22105443
Threat0.053007595
Severe Toxicity0.059217658
Moderate 0.47886392 Moderate Con 0.313 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
The indian is paying more taxes than the native Canadians😂 the indians are more successful than the native canadians ao technically canada usa run by indians brains... So yeah all unemployed canadians hate Indians and …
The indian is paying more taxes than the native Canadians😂 the indians are more successful than the native canadians ao technically canada usa run by indians brains... So yeah all unemployed canadians hate Indians and racist just bcz indians are more rich then native canadians 😂😂😂...
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.38406035
Profanity0.057443913
Threat0.009566744
Severe Toxicity0.023076924
Moderate 0.47886392 Low Con 0.235 Identity Attack Economic_Argument
Feb 6, 2026 1 likes Inside Canada's Indian Invasion...
Brampton the Canadian sewer 💩
Brampton the Canadian sewer 💩
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.36873037
Insult0.50440645
Profanity0.27882218
Threat0.009696201
Severe Toxicity0.024631912
Moderate 0.47886392 Low Con 0.175 Insult Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
thats below down syndrome lmfaoooo
thats below down syndrome lmfaoooo
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2831485
Insult0.37279442
Profanity0.29984993
Threat0.010680079
Severe Toxicity0.05473421
Moderate 0.47886392 Low Con 0.234 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
LET IT BURN
LET IT BURN
Why Canadians Are Turning Against Immigrants. · 55: Cluster #54
Close reading → Video sentiment →
Identity Attack0.034300596
Insult0.076819435
Profanity0.20808282
Threat0.53875744
Severe Toxicity0.15443328
Moderate 0.47886392 Low Con 0.286 Threat
Sep 8, 2025 Why Canadians Are Turning Against …
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...
Immigration in Canada declined in the last quarter. All the conservative MAGA Maples preaching Trumps hate agenda are sick.
Immigration in Canada declined in the last quarter. All the conservative MAGA Maples preaching Trumps hate agenda are sick.
2.9 million Canadian temporary visas expire in 2025-2026 · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.18235919
Insult0.53014356
Profanity0.049928714
Threat0.008453408
Severe Toxicity0.0126394415
Moderate 0.47886392 Low Con 0.213 Insult
Jan 15, 2026 2.9 million Canadian temporary visas …
No its lile the somali fraud. Policitcans use the Indians as pawns to laubder and funnel money. And they need the scam to get rich and the indians are happy to be the pawns they …
No its lile the somali fraud. Policitcans use the Indians as pawns to laubder and funnel money. And they need the scam to get rich and the indians are happy to be the pawns they get wealthy oarticipating
Inside Canada's Indian Invasion... · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.50515765
Insult0.47384647
Profanity0.26607355
Threat0.036149003
Severe Toxicity0.044870634
Moderate 0.47886392 Moderate Con 0.353 Identity Attack Unverified_Claim
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...
Canada is sooo extremely racist that if the religion in Brampton becomes 5%, people erupt into haters. Meanwhile in BC, less than 2% is borderline tolerable … the whole image of Canada is a fraud.
Canada is sooo extremely racist that if the religion in Brampton becomes 5%, people erupt into haters. Meanwhile in BC, less than 2% is borderline tolerable … the whole image of Canada is a fraud.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46614665
Insult0.47384647
Profanity0.056441884
Threat0.007857903
Severe Toxicity0.021419114
Moderate 0.47886392 Moderate Con 0.376 Moral_Argument
Jan 27, 2026 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)
Trudeau traitor
Trudeau traitor
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.04641757
Insult0.58196646
Profanity0.18909787
Threat0.008634649
Severe Toxicity0.02167734
Moderate 0.47886392 Moderate Con 0.317 Insult
Feb 7, 2020 1 likes How much do refugees and …
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.