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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
Active: Tox: 0.7 – 1 1,756 comments · Page 67 of 71
If Muslims take over Canada.... Won't it become a shit hole country?! I think so. Whites have no culture? Too funny.
If Muslims take over Canada.... Won't it become a shit hole country?! I think so. Whites have no culture? Too funny.
Why Canadians Are Turning Against Immigrants. · 20: Cluster #19
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.58196646
Profanity0.57488567
Threat0.04098356
Severe Toxicity0.23224458
Toxic 0.718943 Low Con 0.251 Identity Attack Insult Fear_Threat
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
White people have LOADS of culture and history. The assholes saying that need a few hundred history lessons
White people have LOADS of culture and history. The assholes saying that need a few hundred history lessons
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.6306599
Profanity0.64657205
Threat0.01238892
Severe Toxicity0.16960317
Toxic 0.718943 Low Con 0.263 Identity Attack Insult Identity_Assertion
Aug 29, 2025 Why Canadians Are Turning Against …
Too conservative?! Too liberal dude, it's the left doing this shit not the Conservatives.
Too conservative?! Too liberal dude, it's the left doing this shit not the Conservatives.
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.24150419
Insult0.5130944
Profanity0.7092837
Threat0.010654188
Severe Toxicity0.045767322
Toxic 0.718943 Low Con 0.179 Insult
Sep 1, 2025 1 likes Why Canadians Are Turning Against …
yo that shit has to be so stressful props to you man 👏👏👏
yo that shit has to be so stressful props to you man 👏👏👏
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.026007013
Insult0.31740165
Profanity0.764141
Threat0.013372798
Severe Toxicity0.16960317
Toxic 0.718943 Moderate Con 0.496 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
these womens are nasty
these womens are nasty
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5680164
Insult0.6407567
Profanity0.38413823
Threat0.01101667
Severe Toxicity0.15443328
Toxic 0.718943 Moderate Con 0.361 Identity Attack Insult
Sep 29, 2025 IRCC Names India in Study …
We have indi.ans workers in tim hortons in canada here. They have offered 30k 17 year old canadian girls to marry for PR. These aninals are pigs
We have indi.ans workers in tim hortons in canada here. They have offered 30k 17 year old canadian girls to marry for PR. These aninals are pigs
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.53446084
Insult0.71120167
Profanity0.3351773
Threat0.013165667
Severe Toxicity0.16960317
Toxic 0.718943 Moderate Con 0.351 Identity Attack Insult Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
8:51 your god monkey ? Cow ? Poopshet 💩 animal become god ? Wt ffff
8:51 your god monkey ? Cow ? Poopshet 💩 animal become god ? Wt ffff
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.24801466
Insult0.5130944
Profanity0.5013569
Threat0.055270568
Severe Toxicity0.35515398
Toxic 0.718943 Low Con 0.144 Insult Unverified_Claim
Feb 21, 2026 2 likes Inside Canada's Indian Invasion...
india very dirty country, bad people,
india very dirty country, bad people,
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.5739874
Profanity0.36230123
Threat0.04132889
Severe Toxicity0.34927294
Toxic 0.718943 Moderate Con 0.309 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
bruh you are crazy. what if you got kidnaped
bruh you are crazy. what if you got kidnaped
Inside Canada's Indian Invasion... · 150: Cluster #149
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.6099415
Profanity0.40878695
Threat0.5225358
Severe Toxicity0.26766825
Toxic 0.718943 Low Con 0.242 Insult Threat Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
No fckn way you were here!!!!
No fckn way you were here!!!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0233943
Insult0.36798462
Profanity0.7785769
Threat0.010369381
Severe Toxicity0.23223943
Toxic 0.718943 Low Con 0.286 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
Bro said all Africans are dumb and couldn't even work at McDonald's. Come on now lol
Bro said all Africans are dumb and couldn't even work at McDonald's. Come on now lol
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.6682205
Insult0.6407567
Profanity0.40185395
Threat0.013702838
Severe Toxicity0.16960317
Toxic 0.718943 Low Con 0.251 Identity Attack Insult Unverified_Claim
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
I rent out rooms here in Kitchener, there was a huge massive invasion of East indians coming here to Conestoga college. They tell me they are using the visa program just to get into Canada, …
I rent out rooms here in Kitchener, there was a huge massive invasion of East indians coming here to Conestoga college. They tell me they are using the visa program just to get into Canada, then bring their whole family. They don't even care about the schooling. They say " blame Trudeau" "We are taking advantage of the stupidity"
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.71120167
Profanity0.29168049
Threat0.009929225
Severe Toxicity0.023076924
Toxic 0.718943 Constructive 0.519 Insult Unverified_Claim
Oct 9, 2025 IRCC Names India in Study …
2.8 million stinky indians need to go home.
2.8 million stinky indians need to go home.
2.9 million Canadian temporary visas expire in 2025-2026 · 22: Cluster #21
Close reading → Video sentiment →
Identity Attack0.7028837
Insult0.57787937
Profanity0.33954415
Threat0.061736204
Severe Toxicity0.34942797
Toxic 0.718943 Low Con 0.084 Identity Attack Insult
Jan 17, 2026 2.9 million Canadian temporary visas …
GET EM OUT OF HERE !!! BOTH INDIANS AND AFRICANS!!!!!!!!!!! AMERICA AND CANADA!!!!!!!!!!!!
GET EM OUT OF HERE !!! BOTH INDIANS AND AFRICANS!!!!!!!!!!! AMERICA AND CANADA!!!!!!!!!!!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.71678543
Insult0.4339631
Profanity0.20592089
Threat0.13549154
Severe Toxicity0.35184112
Toxic 0.718943 Low Con 0.249 Identity Attack Call_To_Action
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
WTF, no praying o the damn street!
WTF, no praying o the damn street!
Why Canadians Are Turning Against Immigrants. · 98: Cluster #97
Close reading → Video sentiment →
Identity Attack0.031722516
Insult0.3470427
Profanity0.776286
Threat0.015256803
Severe Toxicity0.16960317
Toxic 0.718943 Low Con 0.267
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
I call this the poverty pimp industry, its main purpose is to privide a bunch of govt hacks with a good well paying govt job. Why do we need more immigrants or govt hacks? Google …
I call this the poverty pimp industry, its main purpose is to privide a bunch of govt hacks with a good well paying govt job. Why do we need more immigrants or govt hacks? Google poverty pimp industry to understand this better. Canada has become an ecofacsist,socialist basket case govern by the village idiots.
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.27991617
Insult0.7492263
Profanity0.33023968
Threat0.009230154
Severe Toxicity0.023411209
Toxic 0.718943 Low Con 0.205 Insult Policy_Critique
Jan 23, 2026 Thousands of refugees allowed into …
guy on the bike has no goddamn clue what he’s talking about just like every racist
guy on the bike has no goddamn clue what he’s talking about just like every racist
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.3817989
Insult0.5497792
Profanity0.6321197
Threat0.013631714
Severe Toxicity0.16960317
Toxic 0.718943 Low Con 0.167 Insult Meta_Commentary
Feb 9, 2026 1 likes Inside Canada's Indian Invasion...
U called brampton is a metropolis? LOL~! it just a stupid town lol
U called brampton is a metropolis? LOL~! it just a stupid town lol
Inside Canada's Indian Metropolis (Brampton) · 152: Cluster #151
Close reading → Discourse → Video sentiment →
Identity Attack0.11512129
Insult0.6798578
Profanity0.36230123
Threat0.008505191
Severe Toxicity0.023082556
Toxic 0.718943 Low Con 0.232 Insult Humor_Satire
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Bro they are the WORST TRUCK DRIVERS! THE INDIANS ARABS AND AFRICANS ARE TERRIFYING TO DRIVE AROUND!
Bro they are the WORST TRUCK DRIVERS! THE INDIANS ARABS AND AFRICANS ARE TERRIFYING TO DRIVE AROUND!
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.6728028
Insult0.54471385
Profanity0.27342406
Threat0.039256934
Severe Toxicity0.2847981
Toxic 0.718943 Moderate Con 0.314 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Indian fkn invasion is right, get them outa here
Indian fkn invasion is right, get them outa here
Inside Canada's Indian Invasion... · 138: Cluster #137
Close reading → Video sentiment →
Identity Attack0.6637263
Insult0.5270482
Profanity0.57488567
Threat0.2566701
Severe Toxicity0.44787344
Toxic 0.718943 Low Con 0.201 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
5:38 100% that guy is telling the truth that so many morons are to blind to see or care 😢
5:38 100% that guy is telling the truth that so many morons are to blind to see or care 😢
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.27759558
Insult0.6149945
Profanity0.44366163
Threat0.017846745
Severe Toxicity0.16960317
Toxic 0.718943 Moderate Con 0.314 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
This is utter bullshit. If it bothers you, move south. You'll feel right at home there.
This is utter bullshit. If it bothers you, move south. You'll feel right at home there.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.035331827
Insult0.42167732
Profanity0.7466957
Threat0.010188141
Severe Toxicity0.101760045
Toxic 0.718943 Moderate Con 0.38
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
@5:00 that Gentleman— is just telling the Truth -The Blacks+ the Muslims, are the worse—
@5:00 that Gentleman— is just telling the Truth -The Blacks+ the Muslims, are the worse—
Inside Canada's Indian Invasion... · 21: Cluster #20
Close reading → Discourse → Video sentiment →
Identity Attack0.7895903
Insult0.5332045
Profanity0.2882351
Threat0.039256934
Severe Toxicity0.23225832
Toxic 0.718943 Low Con 0.272 Identity Attack Insult Identity_Assertion
Feb 9, 2026 1 likes Inside Canada's Indian Invasion...
Deport them all I watched a little kid take a shit at Wasaga Beach and then bury it
Deport them all I watched a little kid take a shit at Wasaga Beach and then bury it
Inside Canada's Indian Invasion... · 45: Cluster #44
Close reading → Discourse → Video sentiment →
Identity Attack0.24970764
Insult0.47273466
Profanity0.64657205
Threat0.34804323
Severe Toxicity0.16960317
Toxic 0.718943 Low Con 0.297 Call_To_Action
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
We should trap them all and send them all back to your dumb countries for good and black ball them forever with no possibility to come back here ;)
We should trap them all and send them all back to your dumb countries for good and black ball them forever with no possibility to come back here ;)
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6728028
Insult0.6149945
Profanity0.42185885
Threat0.44942492
Severe Toxicity0.349738
Toxic 0.718943 Low Con 0.175 Identity Attack Insult Fear_Threat
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.