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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 228 of 1230
Christians white people, a minority in Canada 😢😢😢😢😢😢
Christians white people, a minority in Canada 😢😢😢😢😢😢
Inside Canada's Indian Metropolis (Brampton) · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.24928534
Profanity0.07643871
Threat0.012751401
Severe Toxicity0.023223408
Moderate 0.45757914 Moderate Con 0.308 Identity Attack Identity_Assertion
Oct 14, 2025 Inside Canada's Indian Metropolis (Brampton)
Muslims are better than Indians more welcoming and don't have a Zionists mentality.
Muslims are better than Indians more welcoming and don't have a Zionists mentality.
Inside Canada's Indian Invasion... · 25: Cluster #24
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.3388922
Profanity0.16078159
Threat0.012026439
Severe Toxicity0.02378681
Moderate 0.45757914 Moderate Con 0.325 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I don't think Indians can live in freezing country.
I don't think Indians can live in freezing country.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.30326313
Profanity0.15938593
Threat0.025271246
Severe Toxicity0.0394905
Moderate 0.45757914 Moderate Con 0.39 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
😂😂😂 wtf did he say about Africans
😂😂😂 wtf did he say about Africans
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.37082586
Insult0.23704576
Profanity0.44431314
Threat0.011120236
Severe Toxicity0.024960563
Moderate 0.45757914 Low Con 0.274 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
it's white génocide
it's white génocide
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.50515765
Insult0.16989174
Profanity0.22592722
Threat0.2566701
Severe Toxicity0.043077253
Moderate 0.45757914 Low Con 0.243 Identity Attack Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Assimilate or GTFO !!!
Assimilate or GTFO !!!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.035074018
Insult0.37846634
Profanity0.39409557
Threat0.04718852
Severe Toxicity0.035007052
Moderate 0.45757914 Low Con 0.156
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
Lmao putting up a picture of someone’s god to just share them . The real problem is Islam ☪️ where the guy was planning to blow up a Jewish synagogue. Try stopping em first
Lmao putting up a picture of someone’s god to just share them . The real problem is Islam ☪️ where the guy was planning to blow up a Jewish synagogue. Try stopping em first
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.49584505
Insult0.23704576
Profanity0.26098207
Threat0.34804323
Severe Toxicity0.048457388
Moderate 0.45757914 Low Con 0.264 Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
Lol why not also make video on illegal people and drug trafficking from your ancestors country Brazil 😂. Also they start following international visitors from the airport and scam/loot them on the way!
Lol why not also make video on illegal people and drug trafficking from your ancestors country Brazil 😂. Also they start following international visitors from the airport and scam/loot them on the way!
Inside Canada's Indian Invasion... · 40: Cluster #39
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.35016364
Profanity0.15195307
Threat0.13464862
Severe Toxicity0.024350211
Moderate 0.45757914 Low Con 0.282 Unverified_Claim
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
The country is disgusting
The country is disgusting
Inside Canada's Indian Invasion... · 57: Cluster #56
Close reading → Discourse → Video sentiment →
Identity Attack0.2781757
Insult0.46476576
Profanity0.2298641
Threat0.009178371
Severe Toxicity0.019998873
Moderate 0.45757914 Low Con 0.3 Fear_Threat
Feb 5, 2026 Inside Canada's Indian Invasion...
Not all Indian are the sane.
Not all Indian are the sane.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.55011386
Insult0.36798462
Profanity0.15195307
Threat0.02371728
Severe Toxicity0.02444411
Moderate 0.45757914 Low Con 0.258 Identity Attack
Dec 9, 2025 Inside Canada's Indian Metropolis (Brampton)
This guy is dvmb 😂 5:15
This guy is dvmb 😂 5:15
Inside Canada's Indian Invasion... · 18: Cluster #17
Close reading → Discourse → Video sentiment →
Identity Attack0.051353373
Insult0.4302003
Profanity0.3827387
Threat0.013113883
Severe Toxicity0.023927659
Moderate 0.4575469 Low Con 0.16 Meta_Commentary
Jan 27, 2026 19 likes Inside Canada's Indian Invasion...
I bet that City stinks to high heaven , that stinking curry smell and lack of baths
I bet that City stinks to high heaven , that stinking curry smell and lack of baths
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.06431354
Insult0.4339631
Profanity0.26593533
Threat0.008582866
Severe Toxicity0.023076924
Moderate 0.4575469 Low Con 0.288 Fear_Threat
Feb 23, 2026 Inside Canada's Indian Invasion...
What a surprise. Expecting voluntary compliance from known criminals is not just naive, it is negligent and foolish. These federal authorities are the leaders of this nation so God give us strength. Provincial boundaries are …
What a surprise. Expecting voluntary compliance from known criminals is not just naive, it is negligent and foolish. These federal authorities are the leaders of this nation so God give us strength. Provincial boundaries are good for more than just managing trade.
Canadian immigration officers investigating hundreds identified by extortion … · 125: Cluster #124
Close reading → Discourse → Video sentiment →
Identity Attack0.015958117
Insult0.5130944
Profanity0.08904689
Threat0.007741391
Severe Toxicity0.009307861
Moderate 0.4575469 Moderate Con 0.445 Insult Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Indians are Amazing, wait for the islamic Invasion
Indians are Amazing, wait for the islamic Invasion
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.24767025
Profanity0.16031636
Threat0.13498579
Severe Toxicity0.07805709
Moderate 0.4575469 Low Con 0.198 Identity Attack Fear_Threat
Feb 14, 2026 2 likes Inside Canada's Indian Invasion...
Love to see racists crying😂😂😂
Love to see racists crying😂😂😂
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.40255263
Insult0.32211447
Profanity0.2124067
Threat0.06432246
Severe Toxicity0.023692908
Moderate 0.4575469 Low Con 0.244
Nov 21, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
If you don’t vote Liberal, you’re racist……I think the Liberals have cried wolf too many times. It’s long past they need to be gone.
If you don’t vote Liberal, you’re racist……I think the Liberals have cried wolf too many times. It’s long past they need to be gone.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.36598656
Insult0.47384647
Profanity0.07047026
Threat0.02924249
Severe Toxicity0.019095084
Moderate 0.4575469 Moderate Con 0.304 Identity_Assertion
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Khalistani group within Sikh population. Affiliated with terror groups and trans-national mafia.
Khalistani group within Sikh population. Affiliated with terror groups and trans-national mafia.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.50515765
Insult0.4339631
Profanity0.18049006
Threat0.13582869
Severe Toxicity0.11756202
Moderate 0.4575469 Low Con 0.192 Identity Attack
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Illegal should be deported right away My goodness ruining everything
Illegal should be deported right away My goodness ruining everything
IRCC Names India in Study Permit Fraud | … · 45: Cluster #44
Close reading → Video sentiment →
Identity Attack0.5108175
Insult0.29383746
Profanity0.12286829
Threat0.18281023
Severe Toxicity0.024350211
Moderate 0.4575469 Low Con 0.27 Identity Attack
Sep 30, 2025 IRCC Names India in Study …
She’s not even smart enough to pretend she’s not.
She’s not even smart enough to pretend she’s not.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.026609946
Insult0.5101222
Profanity0.11911256
Threat0.01052473
Severe Toxicity0.013543231
Moderate 0.4575469 Low Con 0.188 Insult Humor_Satire
Feb 27, 2026 19 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
I thought the Philippines people was bad because most of them are extremly rude but after the indian influx i gladley accept the Philippines people lol
I thought the Philippines people was bad because most of them are extremly rude but after the indian influx i gladley accept the Philippines people lol
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.50917345
Insult0.40243408
Profanity0.22673377
Threat0.012285355
Severe Toxicity0.023364257
Moderate 0.4575469 Moderate Con 0.395 Identity Attack Identity_Assertion
Feb 18, 2026 1 likes Inside Canada's Indian Invasion...
The guy on the bike was just a virulent racist 😂
The guy on the bike was just a virulent racist 😂
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.3072352
Insult0.43450394
Profanity0.17334256
Threat0.012285355
Severe Toxicity0.023076924
Moderate 0.4575469 Low Con 0.246 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
sikhs dont eat cow poo like the hindus do.
sikhs dont eat cow poo like the hindus do.
Inside Canada's Indian Invasion... · 52: Cluster #51
Close reading → Discourse → Video sentiment →
Identity Attack0.5108175
Insult0.40243408
Profanity0.29209393
Threat0.013476364
Severe Toxicity0.037697118
Moderate 0.4575469 Low Con 0.187 Identity Attack Unverified_Claim
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Canada was built on stolen money from Panjab used to kill natives
Canada was built on stolen money from Panjab used to kill natives
Inside Canada's Indian Metropolis (Brampton) · 273: Cluster #272
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.26957804
Profanity0.10425757
Threat0.44185185
Severe Toxicity0.024631912
Moderate 0.4575469 Low Con 0.221 Moral_Argument
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I am indian and the Canadian government must deport them! It's not diversity it's just indian only, where are the white people 😢
I am indian and the Canadian government must deport them! It's not diversity it's just indian only, where are the white people 😢
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.25998658
Profanity0.09961538
Threat0.05236103
Severe Toxicity0.023076924
Moderate 0.4575469 Moderate Con 0.457 Identity Attack Identity_Assertion
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Can you do it same with black Canadians/Chinese Canadians 😂 ohoooo it will be racist right ?
Can you do it same with black Canadians/Chinese Canadians 😂 ohoooo it will be racist right ?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.54151535
Insult0.26957804
Profanity0.079025
Threat0.01254427
Severe Toxicity0.023076924
Moderate 0.4575469 Low Con 0.226 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes 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.