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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 55 of 189
I am going to buy American and boycott Shawarmas now 🤣 Seriously, Toronto is a complete shithole
I am going to buy American and boycott Shawarmas now 🤣 Seriously, Toronto is a complete shithole
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.6051471
Profanity0.6983885
Threat0.032695748
Severe Toxicity0.20678867
Toxic 0.75208336 Moderate Con 0.323 Insult
Aug 28, 2025 2 likes Why Canadians Are Turning Against …
GO HOME YOU STINKY JOB THIEVES!! You all are making our country a dirty mess we no longer want you here
GO HOME YOU STINKY JOB THIEVES!! You all are making our country a dirty mess we no longer want you here
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.3857254
Insult0.71551245
Profanity0.32658687
Threat0.03235042
Severe Toxicity0.23224287
Toxic 0.75208336 Low Con 0.234 Insult Fear_Threat
Feb 7, 2026 Inside Canada's Indian Invasion...
Blame the stupid Liberal Party. They opened immigration so that someday when they become citizens they will vote for the Liberal Party.
Blame the stupid Liberal Party. They opened immigration so that someday when they become citizens they will vote for the Liberal Party.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.36702603
Insult0.7497506
Profanity0.3424554
Threat0.01086132
Severe Toxicity0.023364257
Toxic 0.75208336 Low Con 0.208 Insult
Aug 27, 2025 Why Canadians Are Turning Against …
REMOVE ALL WOMEN FROM GOVERNMENT AND THIS GARBAGE ENDS
REMOVE ALL WOMEN FROM GOVERNMENT AND THIS GARBAGE ENDS
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6458014
Insult0.6051471
Profanity0.36602396
Threat0.44942492
Severe Toxicity0.26766825
Toxic 0.75208336 Low Con 0.085 Identity Attack Insult
Oct 1, 2025 1 likes IRCC Names India in Study …
INDIA = POO...and they can't stand even their own poo..that's why they run from India to make new POO to others....I don't know how that goes..I didn't say it it's that caucasoid ......5:47 😂how we …
INDIA = POO...and they can't stand even their own poo..that's why they run from India to make new POO to others....I don't know how that goes..I didn't say it it's that caucasoid ......5:47 😂how we in Africa we have down syndrome according to this caucasoid....mmmmmm ..hh whatever...he said all Africa are just terrible people mmmmm
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.5935568
Profanity0.41194582
Threat0.05430072
Severe Toxicity0.45510182
Toxic 0.75208336 Moderate Con 0.325 Identity Attack Insult Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
Why fix your country when you can just move to Canada and get free shit.
Why fix your country when you can just move to Canada and get free shit.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.31307843
Insult0.48627716
Profanity0.73341435
Threat0.008764107
Severe Toxicity0.16960317
Toxic 0.75208336 Low Con 0.199 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Anyone that says yeah it’s not so bad I like Indian food just remember they wipe their asses with their bare hands and then make your food with no gloves they are fuckin gross with …
Anyone that says yeah it’s not so bad I like Indian food just remember they wipe their asses with their bare hands and then make your food with no gloves they are fuckin gross with food not to mention they want us to be like them rather than coming here to be like us
Inside Canada's Indian Invasion... · 93: Cluster #92
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.48627716
Profanity0.6643082
Threat0.08703069
Severe Toxicity0.35368225
Toxic 0.75208336 Moderate Con 0.379
Jan 27, 2026 Inside Canada's Indian Invasion...
Biggest shithole in the country. Made worst by the mass importation of filth
Biggest shithole in the country. Made worst by the mass importation of filth
Inside Canada's Indian Metropolis (Brampton) · 57: Cluster #56
Close reading → Video sentiment →
Identity Attack0.2308735
Insult0.5678696
Profanity0.66456485
Threat0.012596053
Severe Toxicity0.2322463
Toxic 0.75208336 Low Con 0.125 Insult
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
None of the person had correct infomation. 99% of them are dumb
None of the person had correct infomation. 99% of them are dumb
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.059311368
Insult0.7762574
Profanity0.41503602
Threat0.010058682
Severe Toxicity0.023076924
Toxic 0.75208336 Low Con 0.189 Insult
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
Shit we got hella Indians in Salinas ca but they speak Spanish n own the liquor stores or 7/11 lol the Asians even speak Spanish
Shit we got hella Indians in Salinas ca but they speak Spanish n own the liquor stores or 7/11 lol the Asians even speak Spanish
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.47384647
Profanity0.6672561
Threat0.0287245
Severe Toxicity0.34977677
Toxic 0.75208336 Moderate Con 0.347 Identity Attack Identity_Assertion
Feb 9, 2026 Inside Canada's Indian Invasion...
Bike guy is mocking other ethnicities' intelligence, while not realizing the irony of saying generalized racist shit on camera..
Bike guy is mocking other ethnicities' intelligence, while not realizing the irony of saying generalized racist shit on camera..
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.38200524
Insult0.5739874
Profanity0.70864636
Threat0.013372798
Severe Toxicity0.16960317
Toxic 0.75208336 Low Con 0.208 Insult Moral_Argument
Feb 4, 2026 5 likes Inside Canada's Indian Invasion...
I swear as an African Canadian born here I would want any other race in mass other than village idiots from India.
I swear as an African Canadian born here I would want any other race in mass other than village idiots from India.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6220118
Insult0.7218519
Profanity0.41436642
Threat0.0347677
Severe Toxicity0.16960317
Toxic 0.75208336 Moderate Con 0.322 Identity Attack Insult
Sep 20, 2025 15 likes Inside Canada's Indian Metropolis (Brampton)
dude honestly I was nervous as fuck watching this video and the danger you put yourself in all for a story... you have balls my friend. stay safe.
dude honestly I was nervous as fuck watching this video and the danger you put yourself in all for a story... you have balls my friend. stay safe.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.04925346
Insult0.40243408
Profanity0.70864636
Threat0.044925548
Severe Toxicity0.2322463
Toxic 0.75208336 Constructive 0.568 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
India is the problem Garbage
India is the problem Garbage
IRCC Names India in Study Permit Fraud | … · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.7115778
Insult0.6308392
Profanity0.39207047
Threat0.029587816
Severe Toxicity0.35368225
Toxic 0.75208336 Low Con 0.181 Identity Attack Insult Identity_Assertion
Nov 12, 2025 IRCC Names India in Study …
Putting those digusting Indian idols in Canada is disgusting, disrespectful and disgraceful. They are bringing the curse to Canada.
Putting those digusting Indian idols in Canada is disgusting, disrespectful and disgraceful. They are bringing the curse to Canada.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6637263
Insult0.68668073
Profanity0.33141375
Threat0.03165977
Severe Toxicity0.23223428
Toxic 0.75208336 Low Con 0.294 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Sick and tired of this country. Damn you, Trudeau!!!
Sick and tired of this country. Damn you, Trudeau!!!
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.14019285
Insult0.6677319
Profanity0.55356324
Threat0.039602257
Severe Toxicity0.16960317
Toxic 0.7510937 Moderate Con 0.324 Insult
Oct 13, 2025 Inside Canada's Indian Metropolis (Brampton)
am I trippin or that fat ass bike man said sub Sahara africa have IQ under 70.
am I trippin or that fat ass bike man said sub Sahara africa have IQ under 70.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5075293
Insult0.6308392
Profanity0.5865656
Threat0.044602267
Severe Toxicity0.30763787
Toxic 0.7510937 Low Con 0.247 Identity Attack Insult Meta_Commentary
Feb 13, 2026 Inside Canada's Indian Invasion...
the dumb low I Q white guy is why white peoples are getting replaced. he probably gets welfare all of his life.
the dumb low I Q white guy is why white peoples are getting replaced. he probably gets welfare all of his life.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.7090544
Profanity0.36230123
Threat0.022853967
Severe Toxicity0.16960317
Toxic 0.7510937 Low Con 0.261 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
5:30 this dumb who ride cycle,said black people have low iq😂 but obama was president back then in usa ..what about that 😂 and king george what about that.. so in india we have that …
5:30 this dumb who ride cycle,said black people have low iq😂 but obama was president back then in usa ..what about that 😂 and king george what about that.. so in india we have that kinda people who say this things like thay bcuz they dont not inteligent enough and illitrate
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.5124616
Insult0.6675394
Profanity0.39409557
Threat0.037530303
Severe Toxicity0.1762085
Toxic 0.7510937 Low Con 0.297 Identity Attack Insult Moral_Argument
Feb 13, 2026 1 likes Inside Canada's Indian Invasion...
Canada has now turned into every shittly country it invited people from.
Canada has now turned into every shittly country it invited people from.
Inside Canada's Indian Metropolis (Brampton) · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.50125694
Insult0.6099415
Profanity0.65961236
Threat0.010447056
Severe Toxicity0.19455661
Toxic 0.7510937 Low Con 0.163 Identity Attack Insult
Nov 29, 2025 Inside Canada's Indian Metropolis (Brampton)
NORTH AMERICA AND EUROPE IS DOOMED. SO MUCH INJUSTICE AROUND THE WORLD. EVERYTHING AROUND THE WORLD HAS GONE TO BULLSHIT. ITS GOING YO GET WORSE. MEDIEVAL TIMES ARE HERE.
NORTH AMERICA AND EUROPE IS DOOMED. SO MUCH INJUSTICE AROUND THE WORLD. EVERYTHING AROUND THE WORLD HAS GONE TO BULLSHIT. ITS GOING YO GET WORSE. MEDIEVAL TIMES ARE HERE.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.28034934
Insult0.46625584
Profanity0.70864636
Threat0.028379176
Severe Toxicity0.26195827
Toxic 0.7510937 Low Con 0.196
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
You Canadians belittled us Quebecois and cried in our ears how fantastic your multiculturalism is. Now you will drown in your bullshit😂. Rest in peace Canada
You Canadians belittled us Quebecois and cried in our ears how fantastic your multiculturalism is. Now you will drown in your bullshit😂. Rest in peace Canada
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5075293
Insult0.6120431
Profanity0.6321197
Threat0.4326697
Severe Toxicity0.29050803
Toxic 0.7510937 Low Con 0.282 Identity Attack Insult
Oct 8, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
"I came from India" No shit bro
"I came from India" No shit bro
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2964622
Insult0.34203702
Profanity0.8326356
Threat0.009126588
Severe Toxicity0.16960317
Toxic 0.7510937 Moderate Con 0.361 Humor_Satire
Nov 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Bhenchoads; IRS SCAMMERS
Bhenchoads; IRS SCAMMERS
Inside Canada's Indian Invasion... · 32: Cluster #31
Close reading → Discourse → Video sentiment →
Identity Attack0.41222036
Insult0.6798578
Profanity0.7888968
Threat0.14169718
Severe Toxicity0.61260825
Toxic 0.7510937 Low Con 0.128 Insult Advertisement_Spam
Jan 27, 2026 Inside Canada's Indian Invasion...
OK —> YOU CROOKED POLITICIANS HAVE FK’D UP OUR COUNTRY WITH MASS MUSLIM MIGRATION - WE ARE AWARE OF YOUR PATHETIC RACIAL COMMENTS - NOW DEPORT BEFORE PROTESTING TURNS INTO FULL WAR !!
OK —> YOU CROOKED POLITICIANS HAVE FK’D UP OUR COUNTRY WITH MASS MUSLIM MIGRATION - WE ARE AWARE OF YOUR PATHETIC RACIAL COMMENTS - NOW DEPORT BEFORE PROTESTING TURNS INTO FULL WAR !!
Why Canadians Are Turning Against Immigrants. · 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.57554024
Insult0.6798578
Profanity0.36302176
Threat0.108496375
Severe Toxicity0.26766825
Toxic 0.7510937 Low Con 0.289 Identity Attack Insult Fear_Threat
Aug 26, 2025 Why Canadians Are Turning Against …
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.