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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 132 of 1230
That’s why you study hard. Get a good education so you can always white flight away from this garbage till the end of times !
That’s why you study hard. Get a good education so you can always white flight away from this garbage till the end of times !
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.56997263
Profanity0.30690086
Threat0.011327368
Severe Toxicity0.023505108
Moderate 0.5885171 Low Con 0.238 Insult Identity_Assertion
Feb 7, 2026 Inside Canada's Indian Invasion...
Trop cave le gros blanc bête a vélo qui insultant tout un continent
Trop cave le gros blanc bête a vélo qui insultant tout un continent
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.67254376
Profanity0.27072498
Threat0.018710058
Severe Toxicity0.35368225
Moderate 0.5885171 Low Con 0.19 Insult Identity_Assertion
Mar 2, 2026 Inside Canada's Indian Invasion...
That Muslim man sure seemed racist!!!
That Muslim man sure seemed racist!!!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.58743036
Insult0.46476576
Profanity0.19032755
Threat0.014911477
Severe Toxicity0.042180564
Moderate 0.5885171 Low Con 0.241 Identity Attack Identity_Assertion
Aug 27, 2025 Why Canadians Are Turning Against …
Canada’s done. There is no way to come back from this . Inept politicians and inept immigrants have assured us our destiny. We are the new third world
Canada’s done. There is no way to come back from this . Inept politicians and inept immigrants have assured us our destiny. We are the new third world
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.45610145
Insult0.62169385
Profanity0.07934829
Threat0.008285114
Severe Toxicity0.023076924
Moderate 0.5885171 Low Con 0.17 Insult
Aug 26, 2025 Why Canadians Are Turning Against …
Sick of these entitled immigrants that think countries owe them something. Get lost!
Sick of these entitled immigrants that think countries owe them something. Get lost!
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.50515604
Insult0.5423875
Profanity0.15283443
Threat0.16699752
Severe Toxicity0.043077253
Moderate 0.5885171 Low Con 0.177 Identity Attack Insult
Nov 27, 2025 1 likes Quebec Ends Economic Immigration Program …
This is so dumb. They even said that the replacement rate is the lowest it's ever been. Canada is reliant on immigration.
This is so dumb. They even said that the replacement rate is the lowest it's ever been. Canada is reliant on immigration.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.06158508
Insult0.61794597
Profanity0.26638454
Threat0.008440462
Severe Toxicity0.020644438
Moderate 0.5885171 Moderate Con 0.375 Insult
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Most of the comment are racist but let's take those white supremacist to muslim ghettos
Most of the comment are racist but let's take those white supremacist to muslim ghettos
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6106996
Insult0.45135358
Profanity0.26735115
Threat0.05753354
Severe Toxicity0.09385906
Moderate 0.5885171 Low Con 0.204 Identity Attack Moral_Argument
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
Its taking over everywhere now. The small northern cities too. Traffic is fucked and every store is managed by an Indian now. Even when I worked in gov the last 8 jobs were to foreign …
Its taking over everywhere now. The small northern cities too. Traffic is fucked and every store is managed by an Indian now. Even when I worked in gov the last 8 jobs were to foreign born.... No wonder everyone's leaving to go to the US
Inside Canada's Indian Invasion... · 20: Cluster #19
Close reading → Discourse → Video sentiment →
Identity Attack0.5039629
Insult0.40243408
Profanity0.5711371
Threat0.012130005
Severe Toxicity0.16960317
Moderate 0.5885171 Constructive 0.59 Identity Attack Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
But people were mad at Trudeau for reducing student visas 😂 ridiculous
But people were mad at Trudeau for reducing student visas 😂 ridiculous
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.01465176
Insult0.6308392
Profanity0.16078159
Threat0.008414571
Severe Toxicity0.012574885
Moderate 0.5885171 Low Con 0.269 Insult Humor_Satire
Oct 21, 2025 IRCC Names India in Study …
Gosh I hate Indian accent so much
Gosh I hate Indian accent so much
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.28586254
Profanity0.31402156
Threat0.01508414
Severe Toxicity0.104393706
Moderate 0.5885171 Moderate Con 0.372 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
0:17 upper class are the ones that actually eat poop.😂 Other's avoid it.
0:17 upper class are the ones that actually eat poop.😂 Other's avoid it.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.19495805
Insult0.40243408
Profanity0.44431314
Threat0.018882722
Severe Toxicity0.06101104
Moderate 0.5885171 Low Con 0.224 Humor_Satire
Feb 27, 2026 Inside Canada's Indian Invasion...
20 YEARS AGO I WENT TO CARIBANA FROM NYC MET A GIRL IN TORONTO AND WENT TO BRAMPTON SO PEACEFUL AND NICE ! WHAT THE FUCK HAPPEN ?
20 YEARS AGO I WENT TO CARIBANA FROM NYC MET A GIRL IN TORONTO AND WENT TO BRAMPTON SO PEACEFUL AND NICE ! WHAT THE FUCK HAPPEN ?
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.026810925
Insult0.191015
Profanity0.67055607
Threat0.009747985
Severe Toxicity0.104393706
Moderate 0.5885171 Moderate Con 0.441 Fear_Threat
Oct 17, 2025 Inside Canada's Indian Metropolis (Brampton)
RASCIST no more this word is way over used. Im 69 and the stupid RASCIST card means absolutely nothing. And no i don't hate no humans, but enough is enough
RASCIST no more this word is way over used. Im 69 and the stupid RASCIST card means absolutely nothing. And no i don't hate no humans, but enough is enough
Why Canadians Are Turning Against Immigrants. · 7: Cluster #6
Close reading → Video sentiment →
Identity Attack0.30103904
Insult0.5130944
Profanity0.40558428
Threat0.02181799
Severe Toxicity0.0394905
Moderate 0.5885171 Moderate Con 0.421 Insult
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
So many racist comments from non native white Canadian 🐖 who are acting like they are inuits the original natives of the land!! Furthermore being British born and watching from England I can tell you …
So many racist comments from non native white Canadian 🐖 who are acting like they are inuits the original natives of the land!! Furthermore being British born and watching from England I can tell you one Damm thing, not one of these Indians are on governments benefits, they are working their socks off unlike others from a certain religion such as the recent Minnesota problem. Furthermore how many own a house there as compared to what you people call a Canadian white person, it will be interesting to know the facts. And no the heavens didn’t open up on them with gold coins raining on their heads 😂. Here in London you get the same occasional problem where non educated white people start to moan and can’t tell the difference between an Indian person or Pakistani, by the way Indians own the most homes in London have a think why!! They actually go out and work and want to achieve something In life!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.54471385
Profanity0.39409557
Threat0.013528148
Severe Toxicity0.16960317
Moderate 0.5885171 Constructive 0.635 Identity Attack Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
RCMP, JTF-2 100% aren't gonna do shit about the very easy conspiracy or whatever case on Sidhu and his buddies
RCMP, JTF-2 100% aren't gonna do shit about the very easy conspiracy or whatever case on Sidhu and his buddies
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.06249457
Insult0.37846634
Profanity0.596623
Threat0.023026628
Severe Toxicity0.043077253
Moderate 0.5885171 Low Con 0.124 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
The same garbage "leadership " of the past 12 years. Too little too late. Many of our services, trucking industry, "security" services and many other industries, are taken by illegal migrants. Gire Canadians and see …
The same garbage "leadership " of the past 12 years. Too little too late. Many of our services, trucking industry, "security" services and many other industries, are taken by illegal migrants. Gire Canadians and see how the illegal leave.
Canada’s new rules in 2026 · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.37730414
Insult0.61794597
Profanity0.15459715
Threat0.010110466
Severe Toxicity0.023076924
Moderate 0.5885171 Moderate Con 0.5 Insult Policy_Critique
Jan 12, 2026 Canada’s new rules in 2026
YouTube poop
YouTube poop
· 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.002908882
Insult0.4835253
Profanity0.006611427
Threat0.00044460833
Severe Toxicity0.0000144356145
Moderate 0.585035 Meta_Commentary
Apr 16, 2025
I hate every culture has a under 18 it’s gross
I hate every culture has a under 18 it’s gross
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.49584505
Insult0.37506318
Profanity0.3366329
Threat0.023026628
Severe Toxicity0.06011435
Moderate 0.584095 Moderate Con 0.335 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Dear Indian people you're racist for preventing a crippled Canadian born Indian from getting a job!
Dear Indian people you're racist for preventing a crippled Canadian born Indian from getting a job!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.58354634
Insult0.5130944
Profanity0.17055123
Threat0.01187109
Severe Toxicity0.048457388
Moderate 0.584095 Moderate Con 0.301 Identity Attack Insult Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
GET OUT!!!!!!!!!!! IM SICK OF THEM ALL
GET OUT!!!!!!!!!!! IM SICK OF THEM ALL
Inside Canada's Indian Metropolis (Brampton) · 33: Cluster #32
Close reading → Discourse → Video sentiment →
Identity Attack0.07921951
Insult0.4302003
Profanity0.2337357
Threat0.13448004
Severe Toxicity0.052940834
Moderate 0.584095 Low Con 0.257 Fear_Threat
Sep 21, 2025 24 likes Inside Canada's Indian Metropolis (Brampton)
Can you see the problem? a bunch of weak woke women.
Can you see the problem? a bunch of weak woke women.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.4911651
Insult0.58196646
Profanity0.21997347
Threat0.008686432
Severe Toxicity0.023076924
Moderate 0.584095 Low Con 0.216 Insult
Sep 27, 2025 5 likes IRCC Names India in Study …
I like some of the indians but honestly they are taking all our jobs now. It's not just east coast, It's the same here out west where I am. Send em the hell back dude
I like some of the indians but honestly they are taking all our jobs now. It's not just east coast, It's the same here out west where I am. Send em the hell back dude
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.53446084
Insult0.47273466
Profanity0.44431314
Threat0.1575099
Severe Toxicity0.16960317
Moderate 0.584095 Constructive 0.55 Identity Attack Economic_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
Muslim is a religion that prays in front of someone behind and kiss a black box and pretend to make love to it seriously not a religion all about control nothing else and they don …
Muslim is a religion that prays in front of someone behind and kiss a black box and pretend to make love to it seriously not a religion all about control nothing else and they don t want a mad canadians but they pushing us and our gouvernement did this on purpice because for them we are lab rat time to breack the cage canadians
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5548181
Insult0.5130944
Profanity0.26628086
Threat0.13431145
Severe Toxicity0.16960317
Moderate 0.584095 Moderate Con 0.382 Identity Attack Insult
Aug 25, 2025 Why Canadians Are Turning Against …
IMMIGRATION IS ALSONTO BLAME?? I HAVE NEVER SEEN A COUNTRY, AN INTERNATIONAL STUDENTS , STUDENT VISA CAN BRING THE WHOLE FUCKING FAMILY SUCH AS HUSBAND, CHIKSFEN, MOTHER TO VISIT , ARE ALLOWED TO CANADA TO …
IMMIGRATION IS ALSONTO BLAME?? I HAVE NEVER SEEN A COUNTRY, AN INTERNATIONAL STUDENTS , STUDENT VISA CAN BRING THE WHOLE FUCKING FAMILY SUCH AS HUSBAND, CHIKSFEN, MOTHER TO VISIT , ARE ALLOWED TO CANADA TO STAY HERE?? OH MY GOD, STUDENT VISA, IS A STUDENT VISA, YOU ARE HERE TO STUDY STUDYBSTUDY STUDY, GET THAT CLEAR ON.MIND, STUDY, , , YOU FINISH , GO HOME, GO HOME, GET CERTIFICATE OR DIPLOMA GO HOME,,,,, THE AMOUNT OF MONEY YOU HAD BEEN WORKING AS A STUDENT VISA STUDENT VISA THAT IMMIGRATION CANADA ALLOWED YOU, WHICH IS I THINK, ITS RIDICULOUS, THEY SHOULD NOT ALLOWED TO WORK IN A STUDENT -VISA, THEY CHOOSE CANADA TO STUDY , THEY SHOULD HAVE MONEY TO PAY FOR THEIR APARTMENT, FOOD ( NOT USING FOODBANK), PAY FOR.HEALTHA CARE(.INSTEAD USING UNIVERSAL HEALTH CARE) AND REST OF THEIR FAMILY THEY BROUGHT) ,,,, AS THE WORD ITSELF, STUDENT- VISA, BRING YOUR OWN MONEY, DO NOT USE CANADA AS A PIGGY BANK TO EARN MORE , YOU ARE NOT ALLOWED THAT
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.3817989
Insult0.47357693
Profanity0.4989438
Threat0.025443908
Severe Toxicity0.27908814
Moderate 0.584095 Moderate Con 0.399
Oct 17, 2025 IRCC Names India in Study …
Why do Canadians continue to vote for the same liberal disastrous government? We needed a change many years ago, but Canadians are deaf, dumb and blind! Our government is actively working 'against' citizens and not …
Why do Canadians continue to vote for the same liberal disastrous government? We needed a change many years ago, but Canadians are deaf, dumb and blind! Our government is actively working 'against' citizens and not 'for' citizens. They have an agenda to replace citizens with these new immigrants who will work for much lower wages. It is all about giving jobs to migrants and for the elite to get richer.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.45348886
Insult0.6306599
Profanity0.12286829
Threat0.009256045
Severe Toxicity0.023076924
Moderate 0.584095 Moderate Con 0.478 Insult Policy_Critique
Aug 28, 2025 2 likes 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.