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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 176 of 1230
The problem of Indian people is the gases and bad smell. thanks God
The problem of Indian people is the gases and bad smell. thanks God
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.40189892
Profanity0.22105443
Threat0.13397428
Severe Toxicity0.18844056
Moderate 0.5140397 Moderate Con 0.361 Identity Attack Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Stop india people coming
Stop india people coming
Inside Canada's Indian Invasion... · 77: Cluster #76
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.25998658
Profanity0.1811049
Threat0.13329996
Severe Toxicity0.10702737
Moderate 0.5140397 Moderate Con 0.305 Identity Attack Call_To_Action
Jan 29, 2026 Inside Canada's Indian Invasion...
Canadian politicians opened these private university. They opened offices in India marketing to youth that take admission in college and get work permit afterwards. Some stupid forced their parents to sell family land to pay …
Canadian politicians opened these private university. They opened offices in India marketing to youth that take admission in college and get work permit afterwards. Some stupid forced their parents to sell family land to pay for canadian degree and now canada deny work permit. Also prosecute those politicians and university owners who did this legalized human trafficking.
Canada's tighter immigration policy divides the country • … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.109318495
Insult0.5739874
Profanity0.1654338
Threat0.018710058
Severe Toxicity0.017868511
Moderate 0.5140397 Moderate Con 0.361 Insult Policy_Critique
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
"TAQIYAH & TAQIYYA" Muslims ☪️ are the enemy within our country fooling Western Woke Liberals that Muslims are the VICTIMS! its written so in their Playbook the QURAN! To take over Politics & make North …
"TAQIYAH & TAQIYYA" Muslims ☪️ are the enemy within our country fooling Western Woke Liberals that Muslims are the VICTIMS! its written so in their Playbook the QURAN! To take over Politics & make North America Sharia Law!
Inside Canada's Indian Invasion... · 21: Cluster #20
Close reading → Discourse → Video sentiment →
Identity Attack0.56445944
Insult0.4339631
Profanity0.19524631
Threat0.091630474
Severe Toxicity0.19761463
Moderate 0.5140397 Low Con 0.212 Identity Attack Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
My wife's family is from Canada. When we go visit family and take our son to the parks, there are tons of Indian kids that don't even speak English being watched by old Indian men …
My wife's family is from Canada. When we go visit family and take our son to the parks, there are tons of Indian kids that don't even speak English being watched by old Indian men who do no parenting and also speak no English. You can't argue with them or it's a "hate crime." Local Canadians live in fear of the government protecting these worthless people.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4774257
Insult0.53014356
Profanity0.07999486
Threat0.012078222
Severe Toxicity0.023076924
Moderate 0.5140397 Constructive 0.608 Insult Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
KENNY IS A POS TRAITOR
KENNY IS A POS TRAITOR
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.09328204
Insult0.5678696
Profanity0.2659699
Threat0.010058682
Severe Toxicity0.023076924
Moderate 0.5140397 Low Con 0.131 Insult Policy_Critique
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
If they can take your job it’s on you bruhhh )))) don’t be a loser with all the advantages we get in US and Canada
If they can take your job it’s on you bruhhh )))) don’t be a loser with all the advantages we get in US and Canada
Inside Canada's Indian Invasion... · 71: Cluster #70
Close reading → Discourse → Video sentiment →
Identity Attack0.022188433
Insult0.5739874
Profanity0.10425757
Threat0.007081157
Severe Toxicity0.010681152
Moderate 0.5140397 Low Con 0.199 Insult Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I hatte the Guy on the Bike everything He watches on Video He believes IT fack you And pls dont hatte on me ITS what i think
I hatte the Guy on the Bike everything He watches on Video He believes IT fack you And pls dont hatte on me ITS what i think
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.073429056
Insult0.37052566
Profanity0.44133487
Threat0.13582869
Severe Toxicity0.16960317
Moderate 0.5140397 Moderate Con 0.39 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
WHAT A SHAME,BECAUSE OF THEIR FRAUD,HOW MANY CANADIAN FAMILIES,STUDENTS,YOUTHS,ADULTS LOST THEIR JOB,LOST THEIR HOMES. MS.ZAFAR IS LYING LYING,LYING,HOW CAN A LARGE NUMBER OF INDIAN STUDENTS CAN DISAPPEAR,THEY THINK,BY SAYING" DISAPPEARED, THE STUDENTS AND THEIR STATUS …
WHAT A SHAME,BECAUSE OF THEIR FRAUD,HOW MANY CANADIAN FAMILIES,STUDENTS,YOUTHS,ADULTS LOST THEIR JOB,LOST THEIR HOMES. MS.ZAFAR IS LYING LYING,LYING,HOW CAN A LARGE NUMBER OF INDIAN STUDENTS CAN DISAPPEAR,THEY THINK,BY SAYING" DISAPPEARED, THE STUDENTS AND THEIR STATUS WILL BE PORTECTED. 100% THEY MADE LOTS OF MONEY FROM THESE STUDENTS AND LET THEM DISAPPEAR. SHAME THEY SHOULD BE REMOVED FROM IRCC. THEY ARE INCOMPETENT AND GENETICALLY FRAUD. REMOVE,REMOVE,THEY BELONG IN THE PRISON,IF THEY ARE NOT HONEST AND DONT TRY TO TRACK THOSE DISAPPEARED STUDENT. THEY SHOULD BE SENT TO PRISON.THEY KNEW IT,THEY HAVE THEIR PHONE AND THEIR ADDRESS. WHAT A SHAME. WE CANADIANS DONT WANT FRAUD,CROOKED PEOPLE WORKING IN IRCC. SHAME,DISGUSTING,WHAT AN EMBARRASSMENT.
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.27991617
Insult0.54471385
Profanity0.10425757
Threat0.18597278
Severe Toxicity0.043077253
Moderate 0.5140397 Moderate Con 0.373 Insult
Oct 10, 2025 1 likes IRCC Names India in Study …
This guy is projecting his own low intelligence. I see he never reads books 📚 but rely on white supremacists agenda. This is coming from a neanderthal descendants. 🙃
This guy is projecting his own low intelligence. I see he never reads books 📚 but rely on white supremacists agenda. This is coming from a neanderthal descendants. 🙃
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.48675314
Profanity0.18909787
Threat0.014911477
Severe Toxicity0.023927659
Moderate 0.5140397 Low Con 0.187 Meta_Commentary
Feb 27, 2026 Inside Canada's Indian Invasion...
Wait & see when the "White" Citizens stop cleaning up after these people... It will become like their homelands. FILTH EVERYWHERE.
Wait & see when the "White" Citizens stop cleaning up after these people... It will become like their homelands. FILTH EVERYWHERE.
Inside Canada's Indian Invasion... · 55: Cluster #54
Close reading → Discourse → Video sentiment →
Identity Attack0.5504064
Insult0.46327567
Profanity0.17987521
Threat0.025098583
Severe Toxicity0.024678862
Moderate 0.5140397 Low Con 0.165 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
No more Indians. They are not becoming Canadian. They are effectively colonizers.
No more Indians. They are not becoming Canadian. They are effectively colonizers.
Why Canadians Are Turning Against Immigrants. · 124: Cluster #123
Close reading → Video sentiment →
Identity Attack0.6007182
Insult0.38406035
Profanity0.085167445
Threat0.024580594
Severe Toxicity0.043077253
Moderate 0.5140397 Low Con 0.163 Identity Attack
Sep 7, 2025 Why Canadians Are Turning Against …
As a truck driver these people are the very worst drivers and they stink up the truck stops
As a truck driver these people are the very worst drivers and they stink up the truck stops
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.06613251
Insult0.5130944
Profanity0.2453505
Threat0.010887212
Severe Toxicity0.022452017
Moderate 0.5140397 Moderate Con 0.386 Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
You guys wanna blame the immigrants but why dont you blame canadian born citizens that dont give a rats ass about getting a job? Its not the immigrants fault all those homeless people are white …
You guys wanna blame the immigrants but why dont you blame canadian born citizens that dont give a rats ass about getting a job? Its not the immigrants fault all those homeless people are white Canadians. They didnt make them homeless why are you rilling up the Canadians and giving them a bad impression of brampton and not give the counter argument? Seems very facetious.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.48915586
Insult0.5072643
Profanity0.40558428
Threat0.020091362
Severe Toxicity0.051147457
Moderate 0.5140397 Constructive 0.52 Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
We are going to start sending the blacks from America to Canada!! Haha
We are going to start sending the blacks from America to Canada!! Haha
Why Canadians Are Turning Against Immigrants. · 87: Cluster #86
Close reading → Video sentiment →
Identity Attack0.5983441
Insult0.34101152
Profanity0.19770569
Threat0.08089764
Severe Toxicity0.037697118
Moderate 0.5140397 Low Con 0.201 Identity Attack
Sep 15, 2025 Why Canadians Are Turning Against …
As a Floridian, I apologize for this hateful nonsense. I don’t blame you at all for not coming down here. If I could, I would spend all year in Canada.
As a Floridian, I apologize for this hateful nonsense. I don’t blame you at all for not coming down here. If I could, I would spend all year in Canada.
· 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.0017237385
Insult0.38795334
Profanity0.00048769277
Threat0.00014774644
Severe Toxicity0.0000046496625
Moderate 0.5124914
Dec 9, 2025
At least these immigrants are not killing you like White people did.
At least these immigrants are not killing you like White people did.
Inside Canada's Indian Metropolis (Brampton) · 11: Cluster #10
Close reading → Discourse → Video sentiment →
Identity Attack0.5707127
Insult0.26957804
Profanity0.17055123
Threat0.44531298
Severe Toxicity0.040387187
Moderate 0.509388 Moderate Con 0.314 Identity Attack Moral_Argument
Oct 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Canada 🇨🇦 has gone to 💩. No longer the best country in the world not even close. Sad. The Uber story is so true and if you think the guy driving the 18 wheeler has …
Canada 🇨🇦 has gone to 💩. No longer the best country in the world not even close. Sad. The Uber story is so true and if you think the guy driving the 18 wheeler has a legitimate license or training think again. Totally corrupt.
Inside Canada's Indian Metropolis (Brampton) · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.37655997
Insult0.5177041
Profanity0.20700185
Threat0.009230154
Severe Toxicity0.023076924
Moderate 0.509388 Moderate Con 0.381 Insult
Sep 21, 2025 25 likes Inside Canada's Indian Metropolis (Brampton)
The Pakistani guy telling about immigration is funny , these pakistanis turned london into hell...most indians come in country are educated and progressive while offcourse few black sheeps are there but most of them develop …
The Pakistani guy telling about immigration is funny , these pakistanis turned london into hell...most indians come in country are educated and progressive while offcourse few black sheeps are there but most of them develop the country they live in and are not problematic like other countries people 😅.....
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.44126466
Profanity0.33453682
Threat0.036839653
Severe Toxicity0.16960317
Moderate 0.509388 Constructive 0.577 Identity Attack Identity_Assertion
Nov 12, 2025 Inside Canada's Indian Metropolis (Brampton)
WHY DO WE EVEN NEED IMMIGRANTS ANYMORE? Every government for the past 50 years has ignored WHY our birthrates are declining. Every government in the past 50 years has ignored the cultural destruction occurring because …
WHY DO WE EVEN NEED IMMIGRANTS ANYMORE? Every government for the past 50 years has ignored WHY our birthrates are declining. Every government in the past 50 years has ignored the cultural destruction occurring because they flood us with people from 3rd world 💩 holes rather than white European Christians with shared values, heritage, & ethics. Immigrants are not only of ZERO VALUE today, but are permanently destroying everything that made us a united, cohesive, safe, democratic, free society.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5502601
Insult0.47384647
Profanity0.2801717
Threat0.039947584
Severe Toxicity0.16960317
Moderate 0.509388 Low Con 0.271 Identity Attack Fear_Threat
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
I love the non Muslim Indian people. They are a great addition to our society unlike nasty middle eastern and African Muslims. The liberal party is massively moving the people in that are uneducated and …
I love the non Muslim Indian people. They are a great addition to our society unlike nasty middle eastern and African Muslims. The liberal party is massively moving the people in that are uneducated and can't assimilate so they will get on welfare and have their permanent vote
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5948528
Insult0.47384647
Profanity0.22429734
Threat0.012130005
Severe Toxicity0.06101104
Moderate 0.509388 Constructive 0.62 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Canada becomes the "NEW MODER SLAVERY" thank you to the liberal government, does protect corporations and enslave the workers!! This is not Canada anymore, it is New India! Yes Indians do not want to integrate …
Canada becomes the "NEW MODER SLAVERY" thank you to the liberal government, does protect corporations and enslave the workers!! This is not Canada anymore, it is New India! Yes Indians do not want to integrate in Canada, just want to integrate India in Canada! 👎🖕👎
Why Canadians Are Turning Against Immigrants. · 124: Cluster #123
Close reading → Discourse → Video sentiment →
Identity Attack0.5498214
Insult0.46173862
Profanity0.11168506
Threat0.011456826
Severe Toxicity0.024631912
Moderate 0.509388 Low Con 0.29 Identity Attack Fear_Threat
Aug 30, 2025 Why Canadians Are Turning Against …
I am saying this as an Indian, this is truly disgusting! This is not immigration, this is an invasion of another country.
I am saying this as an Indian, this is truly disgusting! This is not immigration, this is an invasion of another country.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5039629
Insult0.4378843
Profanity0.22622968
Threat0.011172019
Severe Toxicity0.02444411
Moderate 0.509388 Moderate Con 0.469 Identity Attack
Sep 19, 2025 29 likes Inside Canada's Indian Metropolis (Brampton)
Problema de consciencia en Respeto Orden Organización Educacion. No Respetan Las Normas de Canadá 🇨🇦en Problema de este país primero son tus costumbre y después eres canadiense.. No seas sucio mantén el orden come con …
Problema de consciencia en Respeto Orden Organización Educacion. No Respetan Las Normas de Canadá 🇨🇦en Problema de este país primero son tus costumbre y después eres canadiense.. No seas sucio mantén el orden come con la boca cerrada báñate los olores son muy feos
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.27991617
Insult0.56997263
Profanity0.22562476
Threat0.013010317
Severe Toxicity0.12546301
Moderate 0.509388 Low Con 0.236 Insult Moral_Argument
Feb 28, 2026 Inside Canada's Indian Invasion...
What a bunch of liars! I have lived in Canada for 25 years now and have seen Brampton grow infront of me. Brampton was place where no one wanted to go, that is why property …
What a bunch of liars! I have lived in Canada for 25 years now and have seen Brampton grow infront of me. Brampton was place where no one wanted to go, that is why property were dirt cheap. Immigrants coming from poorer countries like India settled there because of cheaper property. Brampton today is what it is, because of settler from these countries. It was never multi cultural, in fact 90% Brampton land were empty 20 years ago.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.18313584
Insult0.5739874
Profanity0.07191269
Threat0.0074565844
Severe Toxicity0.013866014
Moderate 0.509388 Constructive 0.667 Insult
Sep 19, 2025 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.