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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 130 of 189
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...
Canada is so screwed 😭 I would like to visit Canada some day but the "kangz" and "saars" are turning Canada into their home countries
Canada is so screwed 😭 I would like to visit Canada some day but the "kangz" and "saars" are turning Canada into their home countries
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5208188
Profanity0.40670946
Threat0.010084574
Severe Toxicity0.16960317
Moderate 0.5885171 Moderate Con 0.46 Identity Attack Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Fun how Canada if against these fraudes 79k person But when Lebanon decided to kick the 2.5Millions Syrians in Lebanon 4.5 M lebanese who. Has no papers only 300k have legal papers no rights and …
Fun how Canada if against these fraudes 79k person But when Lebanon decided to kick the 2.5Millions Syrians in Lebanon 4.5 M lebanese who. Has no papers only 300k have legal papers no rights and even confirmed by the UNHCR , and that we have no data for their criminal record and they create lot of crimes and when its in their advantage all one them goes for holidays in Syria " while its supposed to be dangerous" Canada opposed on returning them . Hahah stupid government I think I will support these fraudulent indian lol * nah I dont support them * but you need to be fair , you dont wanna take those Syrians no country wanted them and you dont want Lebanon to return them
IRCC Names India in Study Permit Fraud | … · 89: Cluster #88
Close reading → Video sentiment →
Identity Attack0.32476485
Insult0.6308392
Profanity0.22562476
Threat0.0824309
Severe Toxicity0.023076924
Moderate 0.5885171 Constructive 0.55 Insult
Sep 29, 2025 IRCC Names India in Study …
INDIA AND CANADA =POOPED INVASION .....GO INDIA PLEASE
INDIA AND CANADA =POOPED INVASION .....GO INDIA PLEASE
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.58354634
Insult0.5130944
Profanity0.2761231
Threat0.02855184
Severe Toxicity0.2281948
Moderate 0.5885171 Low Con 0.205 Identity Attack Insult Fear_Threat
Feb 17, 2026 Inside Canada's Indian Invasion...
Well, atleast both men and women work and pay taxes, in comparison to the small hats that are only praying. They literally have 10-20 kids, only women work allegedly and are extremely racist against all …
Well, atleast both men and women work and pay taxes, in comparison to the small hats that are only praying. They literally have 10-20 kids, only women work allegedly and are extremely racist against all other races. All while living on others cost, free food, free homes and no worries in life. Literally the parasites of the world.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.62169385
Profanity0.21564959
Threat0.010369381
Severe Toxicity0.023076924
Moderate 0.5885171 Moderate Con 0.378 Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
All of these fake colleges that Canada is letting Indians and other immigrants in are absolutely ridiculous. A ridiculous amount of uneducated immigrants from a several countries are coming in as fake students and fake …
All of these fake colleges that Canada is letting Indians and other immigrants in are absolutely ridiculous. A ridiculous amount of uneducated immigrants from a several countries are coming in as fake students and fake asylum claims and Canadians have to suffer as a consequence. These people also take loans and cash out on credit, take cash and run back to their country. The rest of Canadians are left holding the bill. F this libtard government we live in.
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.58196646
Profanity0.2761231
Threat0.01101667
Severe Toxicity0.02449106
Moderate 0.5885171 Moderate Con 0.408 Insult
Sep 30, 2025 IRCC Names India in Study …
These are like Fake Jews in New York and very sneaky
These are like Fake Jews in New York and very sneaky
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.48484445
Profanity0.34536663
Threat0.038220957
Severe Toxicity0.16960317
Moderate 0.5885171 Low Con 0.174 Identity Attack Unverified_Claim
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
Please stop calling them indians. They are khalistanis supported by pakistan. Retards spoiling the reputation of a country as well as sikh faith
Please stop calling them indians. They are khalistanis supported by pakistan. Retards spoiling the reputation of a country as well as sikh faith
Inside Canada's Indian Invasion... · 22: Cluster #21
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.54471385
Profanity0.39842105
Threat0.038911607
Severe Toxicity0.17926651
Moderate 0.5885171 Low Con 0.24 Identity Attack Insult Identity_Assertion
Feb 15, 2026 Inside Canada's Indian Invasion...
Bro Becareful with indian people. The majority are full of drama, scammer and fraud, dirty smell body Nasty, and also thier english accent is very annoying to hear sorry to say. The whole world now …
Bro Becareful with indian people. The majority are full of drama, scammer and fraud, dirty smell body Nasty, and also thier english accent is very annoying to hear sorry to say. The whole world now know whats going on in their drama. Many of them now kick them out, before getting so late. They are really very dangerous.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.5678696
Profanity0.357228
Threat0.17964768
Severe Toxicity0.20067264
Moderate 0.5885171 Constructive 0.511 Identity Attack Insult Unverified_Claim
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Canada MP’s are Hindu Indians, UK MP’s are Pakistan and Bangladesh are distroying Christian countries, kick out Hindu people from Christian countries only solution.✍🏻😎🇮🇱🇺🇸🇬🇧
Canada MP’s are Hindu Indians, UK MP’s are Pakistan and Bangladesh are distroying Christian countries, kick out Hindu people from Christian countries only solution.✍🏻😎🇮🇱🇺🇸🇬🇧
Inside Canada's Indian Invasion... · 336: Cluster #335
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.5130944
Profanity0.2661081
Threat0.5195707
Severe Toxicity0.45895407
Moderate 0.5885171 Moderate Con 0.339 Identity Attack Insult Threat Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
GET RID OF DIAB BLINKEY SEND HER PACKING CLEARLY INCOMPETENT
GET RID OF DIAB BLINKEY SEND HER PACKING CLEARLY INCOMPETENT
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.044612918
Insult0.56997263
Profanity0.23857519
Threat0.17016006
Severe Toxicity0.06225512
Moderate 0.5885171 Low Con 0.084 Insult Call_To_Action
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
8:26 🙄we cant afford babies if we are forced to pay for their brady bunch THATS OUR MONEY THATS OUR TAXES PAYING INVADERS TO GER PREGNANT FOR A LIVING 🤔 WE PAID FOR RGEM TO …
8:26 🙄we cant afford babies if we are forced to pay for their brady bunch THATS OUR MONEY THATS OUR TAXES PAYING INVADERS TO GER PREGNANT FOR A LIVING 🤔 WE PAID FOR RGEM TO BACKSTAB US 🧐 ASIAN 10:33 ONLY PAY ASIANS TO PUSH US OUT OF MY HOOD AND NY COUNTRY😢😢😢
Why Canadians Are Turning Against Immigrants. · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.37960073
Profanity0.2564132
Threat0.34804323
Severe Toxicity0.2847981
Moderate 0.5885171 Low Con 0.29 Identity Attack Economic_Argument
Aug 27, 2025 Why Canadians Are Turning Against …
Canada..America..Australia seems like NOBODYS land.Coz if anybody was to claim it...I mean just bare with them.Immigration is same shit different times.The Natives would have complained if they were to be interviewed when the white people …
Canada..America..Australia seems like NOBODYS land.Coz if anybody was to claim it...I mean just bare with them.Immigration is same shit different times.The Natives would have complained if they were to be interviewed when the white people arrived and changed stuff too.
Inside Canada's Indian Invasion... · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.50917345
Insult0.46327567
Profanity0.541926
Threat0.012285355
Severe Toxicity0.09912638
Moderate 0.5885171 Constructive 0.502 Identity Attack Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
As an Indian living in India this was so embarrassing. I didn't know Canada was this fucked..like I always heard some racism faced by Indians from the Canadian ppl now I understand why. I mean …
As an Indian living in India this was so embarrassing. I didn't know Canada was this fucked..like I always heard some racism faced by Indians from the Canadian ppl now I understand why. I mean imagine this happened to India, prolly Indians would react the same or even worst than that. And on top of that, some Khalistani terrorists are set free in Canada.
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.5203519
Insult0.48313886
Profanity0.5318404
Threat0.025443908
Severe Toxicity0.16960317
Moderate 0.5885171 Constructive 0.589 Identity Attack Personal_Narrative
Feb 11, 2026 Inside Canada's Indian Invasion...
I’m not racist, but I don’t go to Singh Hortons anymore. Not gonna spend money to get a coffee made poorly and tastes like ass. They do this on purpose, so that they don’t ever …
I’m not racist, but I don’t go to Singh Hortons anymore. Not gonna spend money to get a coffee made poorly and tastes like ass. They do this on purpose, so that they don’t ever get busy.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.4534306
Profanity0.5013569
Threat0.01119791
Severe Toxicity0.02444411
Moderate 0.5885171 Moderate Con 0.415 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
fk its entertaining watching this mofo say all the things "youre not supposed to" in a progressive society.
fk its entertaining watching this mofo say all the things "youre not supposed to" in a progressive society.
Inside Canada's Indian Invasion... · 121: Cluster #120
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.4710501
Profanity0.5724795
Threat0.014566151
Severe Toxicity0.16960317
Moderate 0.5885171 Low Con 0.218 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians are idols worshipers ind they bring their idols to Canada and the blessings of Canada land is corrupted by their idols Chadians are too fools to figure out this most East Indians no soluson …
Indians are idols worshipers ind they bring their idols to Canada and the blessings of Canada land is corrupted by their idols Chadians are too fools to figure out this most East Indians no soluson look at them in their eyes 👀 they only after money and too greedy people go look at the history most world countries kicked them out from their country weak up Canada 🇨🇦 it’s almost to late know I will feel it soon already 😮
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.6099415
Profanity0.18663849
Threat0.0347677
Severe Toxicity0.052044146
Moderate 0.5885171 Low Con 0.298 Identity Attack Insult Unverified_Claim
Aug 28, 2025 Why Canadians Are Turning Against …
Build a wall on Canada und mexico step up now useless countries 💪🎄🇬🇷🇧🇻🇨🇭🇺🇦🇱🇺🇫🇷🇦🇺🇧🇪🇨🇳🇩🇪🇧🇷🇺🇲
Build a wall on Canada und mexico step up now useless countries 💪🎄🇬🇷🇧🇻🇨🇭🇺🇦🇱🇺🇫🇷🇦🇺🇧🇪🇨🇳🇩🇪🇧🇷🇺🇲
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.5948528
Insult0.5332045
Profanity0.11354194
Threat0.038220957
Severe Toxicity0.1597006
Moderate 0.5885171 Low Con 0.199 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
My sister got scammed from one of those diploma mills. These people need to go I have no sympathy for these dirty nasty people
My sister got scammed from one of those diploma mills. These people need to go I have no sympathy for these dirty nasty people
Inside Canada's Indian Invasion... · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.6109131
Profanity0.35094926
Threat0.026479885
Severe Toxicity0.02453801
Moderate 0.5885171 Moderate Con 0.41 Insult Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Going good trever demonise Indians for no fkin reason
Going good trever demonise Indians for no fkin reason
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5504064
Insult0.4339631
Profanity0.5188411
Threat0.14169718
Severe Toxicity0.23224801
Moderate 0.5885171 Low Con 0.226 Identity Attack Identity_Assertion
Feb 5, 2026 Inside Canada's Indian Invasion...
lets see if Mark Carney has the balls to kick them out of the country when their time is up
lets see if Mark Carney has the balls to kick them out of the country when their time is up
2.9 million Canadian temporary visas expire in 2025-2026 · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.40243408
Profanity0.44366163
Threat0.49483058
Severe Toxicity0.05025077
Moderate 0.5885171 Low Con 0.178
Jan 15, 2026 44 likes 2.9 million Canadian temporary visas …
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...
FREELOADERS, CON-MEN AND SCAMMERS....looking for a free ride on the white man's dime....
FREELOADERS, CON-MEN AND SCAMMERS....looking for a free ride on the white man's dime....
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.50125694
Insult0.56997263
Profanity0.19155724
Threat0.029069828
Severe Toxicity0.038593806
Moderate 0.5885171 Low Con 0.222 Identity Attack Insult Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It's time to get rid of these clowns. They use every thing but don't contribute any thing.
It's time to get rid of these clowns. They use every thing but don't contribute any thing.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.018269362
Insult0.6336687
Profanity0.11911256
Threat0.2836219
Severe Toxicity0.021031776
Moderate 0.5885171 Low Con 0.211 Insult Policy_Critique
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
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.