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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
LIES LIES and DAMNED LIES. Govt trying to control public opinion, insane
LIES LIES and DAMNED LIES. Govt trying to control public opinion, insane
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.041003603
Insult0.5423875
Profanity0.47435758
Threat0.014048163
Severe Toxicity0.06101104
Moderate 0.6289369 Low Con 0.117 Insult
Dec 29, 2018 How much do refugees and …
The indians are very dirty back home and think they can be as dirty in canada which is wrong. Indians need to stop making other places as dirty as their home.
The indians are very dirty back home and think they can be as dirty in canada which is wrong. Indians need to stop making other places as dirty as their home.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6320481
Insult0.5543018
Profanity0.19278693
Threat0.009178371
Severe Toxicity0.104393706
Moderate 0.6289369 Moderate Con 0.32 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Welcome to Canada - a country where government charges crazy money/has insane requirements for immigrants who come from civilized countries and contribute to the society, while letting unlimited access for people who don’t add much …
Welcome to Canada - a country where government charges crazy money/has insane requirements for immigrants who come from civilized countries and contribute to the society, while letting unlimited access for people who don’t add much value or diversity to the economy or culture. Thanks to all dumbass liberals voting for this bs
Inside Canada's Indian Invasion... · 15: Cluster #14
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.65231085
Profanity0.36230123
Threat0.008466354
Severe Toxicity0.02420936
Moderate 0.6289369 Moderate Con 0.328 Insult Policy_Critique
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
Stop taking people from india, they are nothing but pure scammers!!!
Stop taking people from india, they are nothing but pure scammers!!!
IRCC Names India in Study Permit Fraud | … · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.5707127
Insult0.5739874
Profanity0.2882351
Threat0.025271246
Severe Toxicity0.16960317
Moderate 0.6289369 Low Con 0.213 Identity Attack Insult Unverified_Claim
Sep 27, 2025 1 likes IRCC Names India in Study …
Pedophile race is calling Indians dirty and his racism shown with an uplifting music.. thats western world for you..
Pedophile race is calling Indians dirty and his racism shown with an uplifting music.. thats western world for you..
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.58743036
Insult0.5130944
Profanity0.36230123
Threat0.09776353
Severe Toxicity0.23224114
Moderate 0.6289369 Low Con 0.122 Identity Attack Insult Unverified_Claim
Feb 28, 2026 2 likes Inside Canada's Indian Invasion...
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...
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...
Canada is the most liberal, woke, weak pathetic country in the west and how they voted in this election just truly shows that
Canada is the most liberal, woke, weak pathetic country in the west and how they voted in this election just truly shows that
How Canada broke its immigration system · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.48915586
Insult0.6308392
Profanity0.16403814
Threat0.007521313
Severe Toxicity0.023076924
Moderate 0.62702215 Low Con 0.187 Insult
Jun 22, 2025 1 likes How Canada broke its immigration …
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...
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...
I am from really close to where this video was made. And every time I go to Brampton, someone almost fucking hits me.
I am from really close to where this video was made. And every time I go to Brampton, someone almost fucking hits me.
Inside Canada's Indian Invasion... · 224: Cluster #223
Close reading → Discourse → Video sentiment →
Identity Attack0.09410924
Insult0.24928534
Profanity0.70864636
Threat0.06658544
Severe Toxicity0.16960317
Moderate 0.62702215 Moderate Con 0.461 Personal_Narrative
Jan 27, 2026 27 likes Inside Canada's Indian Invasion...
It’s known all around the world 🌎 They’ve figured out the loopholes and send all the money to there families abroad. It’s made easy for all of them.. while pissing in our ears about how …
It’s known all around the world 🌎 They’ve figured out the loopholes and send all the money to there families abroad. It’s made easy for all of them.. while pissing in our ears about how united inclusive blabla we Canadians are and sucking us dry🤨
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.31015682
Insult0.5072643
Profanity0.46460027
Threat0.012130005
Severe Toxicity0.16960317
Moderate 0.62702215 Moderate Con 0.363 Insult
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
The PIG on the bike should learn about his ancestors and what they did to Canada when he talks about DIRTY
The PIG on the bike should learn about his ancestors and what they did to Canada when he talks about DIRTY
Inside Canada's Indian Invasion... · 68: Cluster #67
Close reading → Discourse → Video sentiment →
Identity Attack0.08583717
Insult0.67254376
Profanity0.16264248
Threat0.008712323
Severe Toxicity0.02406851
Moderate 0.62702215 Low Con 0.271 Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Enough of these clowns messing up CANADA.
Enough of these clowns messing up CANADA.
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.06929302
Insult0.6798578
Profanity0.11911256
Threat0.009023022
Severe Toxicity0.016577384
Moderate 0.62702215 Low Con 0.17 Insult Identity_Assertion
Feb 18, 2026 Canadian immigration officers investigating hundreds …
🚩🚩🇮🇱🇮🇱🇮🇱🚩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...
Canada's mass immigration system has never worked. Importing tens of millions of poor unskilled useless foreigners is a stupid economic strategy. Canada's Standard of Living and Productivity has been in steep decline for 50 yrs. …
Canada's mass immigration system has never worked. Importing tens of millions of poor unskilled useless foreigners is a stupid economic strategy. Canada's Standard of Living and Productivity has been in steep decline for 50 yrs. Social chaos and racism continues to increase.
How Canada broke its immigration system · 33: Cluster #32
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.6370372
Profanity0.20916378
Threat0.013217449
Severe Toxicity0.023199933
Moderate 0.62702215 Moderate Con 0.383 Insult
Jun 22, 2025 2 likes How Canada broke its immigration …
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)
Yup, and now we are cool with racism. We are done with low iq trash
Yup, and now we are cool with racism. We are done with low iq trash
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.38208112
Insult0.5935568
Profanity0.31043148
Threat0.012854968
Severe Toxicity0.02406851
Moderate 0.62702215 Low Con 0.205 Insult Fear_Threat
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
guy at 5:00 is an absolute buffoon, why did you even keep him in the video 😭
guy at 5:00 is an absolute buffoon, why did you even keep him in the video 😭
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.051808115
Insult0.56997263
Profanity0.2847897
Threat0.014911477
Severe Toxicity0.02420936
Moderate 0.62702215 Low Con 0.286 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
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...
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)
The man with the neon jacket..!!! He is like w Africas were tested Below Intelligence Level (who did?) And why they bring people with disabilities to my country knowing they won't be working for my …
The man with the neon jacket..!!! He is like w Africas were tested Below Intelligence Level (who did?) And why they bring people with disabilities to my country knowing they won't be working for my country's well-being like a SLAVE!? 😒 The Colonial mindset still continues..There will always be people like him..💀 I am not defending Indians but without the immigration you won't survive sir! You in your Christmas pyjamas won't get any presents if they don't work for your dirty work stu*id!!
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.6306599
Profanity0.36230123
Threat0.04686524
Severe Toxicity0.22513679
Moderate 0.62702215 Moderate Con 0.481 Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians have no problem cheating and frauding thus just deport them all. Filipino's, Mexicans and Thailand people are much more honest and hard working. Enough with tolerating this crap because you are afraid of being …
Indians have no problem cheating and frauding thus just deport them all. Filipino's, Mexicans and Thailand people are much more honest and hard working. Enough with tolerating this crap because you are afraid of being called racist. So done with white guilt and the race card. Morals are morals and crimes are crimes.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.56445944
Insult0.5678696
Profanity0.44613865
Threat0.06820184
Severe Toxicity0.16960317
Moderate 0.62702215 Moderate Con 0.372 Identity Attack Insult Unverified_Claim
Oct 6, 2025 IRCC Names India in Study …
id kill myself immediately if i had to live there
id kill myself immediately if i had to live there
Inside Canada's Indian Metropolis (Brampton) · 57: Cluster #56
Close reading → Video sentiment →
Identity Attack0.06249457
Insult0.07967083
Profanity0.29168049
Threat0.6615786
Severe Toxicity0.23223428
Moderate 0.62702215 Moderate Con 0.304 Threat
Sep 22, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
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.