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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: 0.5 – 1 4,704 comments · Page 106 of 189
I live in cape Breton Island in canwda and I can remember renting a 3 bedroom house for 500 a mont now a one bedroom apartment is 800 a month, u can't find houses/apartments anymore …
I live in cape Breton Island in canwda and I can remember renting a 3 bedroom house for 500 a mont now a one bedroom apartment is 800 a month, u can't find houses/apartments anymore because of all the foreign peopl they brought in. Trying to get a job is also retarded because they higher the foreign people first because the government pays so much of their salary , I just wish they'd all go back the fuck from where they came from easy as that
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.48627716
Profanity0.61633086
Threat0.042662576
Severe Toxicity0.18538254
Moderate 0.6289369 Constructive 0.625 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Who cares how many white people work at tim Hortons, how many white people are on welfare is the question 🤔 so God damn lazy and always complaining. Finally you are the minority lol how …
Who cares how many white people work at tim Hortons, how many white people are on welfare is the question 🤔 so God damn lazy and always complaining. Finally you are the minority lol how does it feel ?????
Inside Canada's Indian Invasion... · 20: Cluster #19
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5130944
Profanity0.5013569
Threat0.013321015
Severe Toxicity0.16960317
Moderate 0.6289369 Moderate Con 0.311 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Hell yeah! It's nice to see Tyler cover this BS! We need more people to be aware of just how out of hand the immigrant crisis is in Canada! I miss being able to get …
Hell yeah! It's nice to see Tyler cover this BS! We need more people to be aware of just how out of hand the immigrant crisis is in Canada! I miss being able to get a f*cking job!
Inside Canada's Indian Invasion... · 72: Cluster #71
Close reading → Discourse → Video sentiment →
Identity Attack0.18158256
Insult0.4339631
Profanity0.6919765
Threat0.0103175985
Severe Toxicity0.12282934
Moderate 0.6289369 Constructive 0.691 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
most white people don’t work in tim hortons. It’s shit pay and food since americans bought it.
most white people don’t work in tim hortons. It’s shit pay and food since americans bought it.
Inside Canada's Indian Invasion... · 20: Cluster #19
Close reading → Discourse → Video sentiment →
Identity Attack0.47178617
Insult0.43296707
Profanity0.64460015
Threat0.009204263
Severe Toxicity0.05742428
Moderate 0.6289369 Low Con 0.21 Economic_Argument
Jan 30, 2026 1 likes Inside Canada's Indian Invasion...
The upper class eat more poop actually
The upper class eat more poop actually
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.23163283
Insult0.42881694
Profanity0.49576873
Threat0.019228047
Severe Toxicity0.12809667
Moderate 0.6289369 Low Con 0.167 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
All trash punjabis are in Canada , as an Indian I can easily see that
All trash punjabis are in Canada , as an Indian I can easily see that
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6220118
Insult0.56997263
Profanity0.33453682
Threat0.010705971
Severe Toxicity0.1762085
Moderate 0.6289369 Moderate Con 0.301 Identity Attack Insult Identity_Assertion
Feb 6, 2026 Inside Canada's Indian Invasion...
Ik people want to migrate there but your greatest country is ran by pedofiles
Ik people want to migrate there but your greatest country is ran by pedofiles
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57554024
Insult0.5739874
Profanity0.39409557
Threat0.02371728
Severe Toxicity0.45895407
Moderate 0.62702215 Low Con 0.258 Identity Attack Insult Unverified_Claim
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
12:07 is Sidhu dumb enough to not realize a white guy speaking perfect english isnt actually trying to immigrate?
12:07 is Sidhu dumb enough to not realize a white guy speaking perfect english isnt actually trying to immigrate?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.58196646
Profanity0.36230123
Threat0.011922873
Severe Toxicity0.027833538
Moderate 0.62702215 Low Con 0.222 Identity Attack Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Whites are NOT the natives in Canada, North America is naturally going to be a hot mix of peoples. Remember, Europeans are the INVADERS. That retard on the bike needs to go back to school.
Whites are NOT the natives in Canada, North America is naturally going to be a hot mix of peoples. Remember, Europeans are the INVADERS. That retard on the bike needs to go back to school.
Inside Canada's Indian Invasion... · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.5698139
Insult0.6261769
Profanity0.36230123
Threat0.023889944
Severe Toxicity0.16960317
Moderate 0.62702215 Low Con 0.25 Identity Attack Insult Identity_Assertion
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
Indians are more annoying than even the jews due to numbers. Ugh.
Indians are more annoying than even the jews due to numbers. Ugh.
Inside Canada's Indian Invasion... · 25: Cluster #24
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.48313886
Profanity0.29209393
Threat0.013113883
Severe Toxicity0.16960317
Moderate 0.62702215 Low Con 0.241 Identity Attack Identity_Assertion
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Haters...pretty pathetic. But I guess they are appealing to their base....
Haters...pretty pathetic. But I guess they are appealing to their base....
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.023595277
Insult0.6675394
Profanity0.16822512
Threat0.008893564
Severe Toxicity0.01502803
Moderate 0.62702215 Low Con 0.202 Insult Meta_Commentary
Feb 23, 2026 4 likes 'We do know that there's …
what you mean no taxes thats total bullshit that the problem they dont respect anything but themselves
what you mean no taxes thats total bullshit that the problem they dont respect anything but themselves
Inside Canada's Indian Metropolis (Brampton) · 38: Cluster #37
Close reading → Discourse → Video sentiment →
Identity Attack0.01565665
Insult0.46327567
Profanity0.6069483
Threat0.010032792
Severe Toxicity0.02514347
Moderate 0.62702215 Low Con 0.255 Unverified_Claim
Oct 30, 2025 Inside Canada's Indian Metropolis (Brampton)
Fu#&&k you
Fu#&&k you
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.030175667
Insult0.5130944
Profanity0.5188411
Threat0.027688526
Severe Toxicity0.16960317
Moderate 0.62702215 Moderate Con 0.323 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Thank you for making this video bro this crap has come too far
Thank you for making this video bro this crap has come too far
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.059311368
Insult0.42567953
Profanity0.54024357
Threat0.01187109
Severe Toxicity0.029626917
Moderate 0.62702215 Moderate Con 0.392 Call_To_Action
Jan 29, 2026 Inside Canada's Indian Invasion...
If the white folks just have sex for fun no babies. If they sell there houses and move out once they get an Indian neighbour .. whose fault is it.. breed breed have lots of …
If the white folks just have sex for fun no babies. If they sell there houses and move out once they get an Indian neighbour .. whose fault is it.. breed breed have lots of white babies.. or you'll keep getting envious angry and die miserable.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.48228607
Profanity0.39409557
Threat0.34804323
Severe Toxicity0.22207877
Moderate 0.62702215 Low Con 0.263 Identity Attack Fear_Threat
Oct 15, 2025 Inside Canada's Indian Metropolis (Brampton)
Your government relies on cheap labor, they purposely exploit immigrants but somehow its all the immigrants fault. You people are nuts. 😊
Your government relies on cheap labor, they purposely exploit immigrants but somehow its all the immigrants fault. You people are nuts. 😊
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.39207554
Insult0.65231085
Profanity0.2268346
Threat0.009256045
Severe Toxicity0.023076924
Moderate 0.62702215 Low Con 0.261 Insult Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
i hate the guy who called indians poop eaters in india
i hate the guy who called indians poop eaters in india
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.48228607
Profanity0.43669638
Threat0.022335978
Severe Toxicity0.16496792
Moderate 0.62702215 Low Con 0.273 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
Chill out biggots. You all got to be having a shit load of babies that grow up with all sorts of skills that can limit immigration....It's not gonna happen so immigration will continue.
Chill out biggots. You all got to be having a shit load of babies that grow up with all sorts of skills that can limit immigration....It's not gonna happen so immigration will continue.
Inside Canada's Indian Invasion... · 11: Cluster #10
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.5678696
Profanity0.541926
Threat0.03165977
Severe Toxicity0.14916596
Moderate 0.62702215 Low Con 0.169 Insult Humor_Satire
Feb 12, 2026 2 likes Inside Canada's Indian Invasion...
Import street shitters not a very sensible thing now is it
Import street shitters not a very sensible thing now is it
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.16373143
Insult0.4986907
Profanity0.6321197
Threat0.011120236
Severe Toxicity0.072789766
Moderate 0.62702215 Low Con 0.15 Unverified_Claim
Feb 12, 2026 Inside Canada's Indian Invasion...
Khalistanis are terrorists read the punjab history
Khalistanis are terrorists read the punjab history
Inside Canada's Indian Invasion... · 130: Cluster #129
Close reading → Discourse → Video sentiment →
Identity Attack0.65625757
Insult0.5588244
Profanity0.33453682
Threat0.2330281
Severe Toxicity0.44787344
Moderate 0.62702215 Low Con 0.145 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
I was told in the past that “ Canadian are well educated” but the guy with the bike is unfortunate. He said it himself “ Only poor white trash like us left over”
I was told in the past that “ Canadian are well educated” but the guy with the bike is unfortunate. He said it himself “ Only poor white trash like us left over”
Inside Canada's Indian Invasion... · 68: Cluster #67
Close reading → Discourse → Video sentiment →
Identity Attack0.60238177
Insult0.6051471
Profanity0.2453505
Threat0.009023022
Severe Toxicity0.032316983
Moderate 0.62702215 Moderate Con 0.497 Identity Attack Insult Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
That woman crying is pathetic she needs to get angry not depressed.
That woman crying is pathetic she needs to get angry not depressed.
Why Canadians Are Turning Against Immigrants. · 41: Cluster #40
Close reading → Video sentiment →
Identity Attack0.18002926
Insult0.64537907
Profanity0.26641908
Threat0.019573374
Severe Toxicity0.023076924
Moderate 0.62702215 Low Con 0.236 Insult
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
🚩🚩🇮🇱🇮🇱🇮🇱🚩Hinduism is One of the Most Racist Religion to many of the Hindus also discriminate people based on birth, while Judaism is Most Racist for Non Jews
🚩🚩🇮🇱🇮🇱🇮🇱🚩Hinduism is One of the Most Racist Religion to many of the Hindus also discriminate people based on birth, while Judaism is Most Racist for Non Jews
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6649212
Insult0.44802538
Profanity0.22713706
Threat0.046541955
Severe Toxicity0.34950548
Moderate 0.62702215 Moderate Con 0.333 Identity Attack
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Glad Indians are ruining white countries, these p3does deserve much worse 😂
Glad Indians are ruining white countries, these p3does deserve much worse 😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.4596616
Profanity0.3496935
Threat0.34804323
Severe Toxicity0.23224458
Moderate 0.62702215 Low Con 0.166 Identity Attack Identity_Assertion
Feb 9, 2026 Inside Canada's Indian Invasion...
Buddy on the bike is stupid but funny at the same time 😂😂
Buddy on the bike is stupid but funny at the same time 😂😂
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.025404079
Insult0.5935568
Profanity0.4098025
Threat0.01119791
Severe Toxicity0.023076924
Moderate 0.62702215 Moderate Con 0.372 Insult Humor_Satire
Feb 16, 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.