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Canadian Immigration Dashboard [ CID ]
Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# 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.

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Active: "Watched this once and I …" 374 comments · Page 8 of 15
Wondering if watching this on my SkyTrain commute might get me lynched. I'm the only blonde in the car.
Wondering if watching this on my SkyTrain commute might get me lynched. I'm the only blonde in the car.
Identity Attack0.10235514
Insult0.035443626
Profanity0.08807703
Threat0.21332647
Severe Toxicity0.01322045
Low Tox 0.2524482 Moderate Con 0.46 Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
The damage is done. Liberals ruined this country and let us down. They are just importing their voters. In 10 years they’ve been in power they created tones of new citizens to vote for them. …
The damage is done. Liberals ruined this country and let us down. They are just importing their voters. In 10 years they’ve been in power they created tones of new citizens to vote for them. I’m a first generation immigrant. The selection process for us was extremely hard. We were well educated professionals with university degrees, healthy (checked), had to provide funds allowing us to live for at least 6 months without any support from welfare organizations, no OHIP for 3 months. Why has this system been changed? How do all these people without education, money or skills coming here? Why our country is flooded with illegal immigrants? I love Canada dearly. It’s my home now. I’m a proud Canadian. And I’m very sed to watch my country decline like that. Shame on you Liberals.
Identity Attack0.10221587
Insult0.16788013
Profanity0.029050145
Threat0.010550622
Severe Toxicity0.005569458
Low Tox 0.25084448 Constructive 0.678 Personal_Narrative
Sep 14, 2025 1 likes Why Canadians Are Turning Against …
YouTube saying I watched this already so I don’t see the truth is crazy
YouTube saying I watched this already so I don’t see the truth is crazy
Identity Attack0.013144426
Insult0.09270445
Profanity0.114160895
Threat0.009178371
Severe Toxicity0.005493164
Low Tox 0.25084448 Moderate Con 0.351 Meta_Commentary
Feb 3, 2026 13 likes Inside Canada's Indian Invasion...
Why is it that every leftist who VEHEMENTHLY hates this guy cant watch a minute of his videos? You are overwhelmingly fair in the face of evil.
Why is it that every leftist who VEHEMENTHLY hates this guy cant watch a minute of his videos? You are overwhelmingly fair in the face of evil.
Identity Attack0.05089863
Insult0.13607834
Profanity0.026590679
Threat0.008259222
Severe Toxicity0.004119873
Low Tox 0.24603334 Moderate Con 0.38 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Bogus claims and cheating the system in the government coz mostly are Indians descent in the offices especially in the country Canada. Better watch the government employees around the country and provinces.
Bogus claims and cheating the system in the government coz mostly are Indians descent in the offices especially in the country Canada. Better watch the government employees around the country and provinces.
Identity Attack0.2463217
Insult0.08558089
Profanity0.017436003
Threat0.0070164283
Severe Toxicity0.0044059753
Low Tox 0.23667802 Moderate Con 0.425 Unverified_Claim
Dec 15, 2025 1 likes IRCC Names India in Study …
Thank you for posting this i watch all your stuff and im a student in brampton and no one will hire me in bramtpon because im white. Also the school system in the last couple …
Thank you for posting this i watch all your stuff and im a student in brampton and no one will hire me in bramtpon because im white. Also the school system in the last couple years has gone down hill, half of my teachers don't speak english or know how to teach
Identity Attack0.26325142
Insult0.054376744
Profanity0.068967216
Threat0.008556974
Severe Toxicity0.007247925
Low Tox 0.23379272 Constructive 0.707 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I can't watch this while trying to eat in peace. 🤢🤢🤢🤮
I can't watch this while trying to eat in peace. 🤢🤢🤢🤮
Identity Attack0.006178642
Insult0.025026767
Profanity0.09292633
Threat0.012285355
Severe Toxicity0.010757446
Low Tox 0.23090743 Moderate Con 0.412
Jan 27, 2026 Inside Canada's Indian Invasion...
I can't tell if half of these comments are watching the same video as me. I understand there are issues with Canada's current immigration policies and certainly, purely by numbers, there are a lot of …
I can't tell if half of these comments are watching the same video as me. I understand there are issues with Canada's current immigration policies and certainly, purely by numbers, there are a lot of immigrants moving to Canada, but I'm genuinely convinced the people in the comments watched the first half of the video and then turned it off. So many weird comments, ranging from "they're bad drivers!" to "I moved away from Brampton because of this problem" (what problem?? Indian people??). In the second half of the video, all three of the religious buildings they entered had extremely kind-hearted people, with free food for ANYONE to enjoy. Again I understand things aren't perfect, but it would seem a lot of people are using "immigration policies are allowing immigrants in too fast" to justify their hatred of Indian people.
Identity Attack0.20878418
Insult0.08831572
Profanity0.053435806
Threat0.0076119336
Severe Toxicity0.0060653687
Low Tox 0.22980402 Constructive 0.81 Meta_Commentary
Sep 20, 2025 57 likes Inside Canada's Indian Metropolis (Brampton)
They don't have data. Video caption on screen is absolutely misguiding. The video caption mentioned 79000 as a figure and then the captions was mentioning Indians. If you watch the video, then we realised that …
They don't have data. Video caption on screen is absolutely misguiding. The video caption mentioned 79000 as a figure and then the captions was mentioning Indians. If you watch the video, then we realised that they don't have the actual DATA. This makes video absolutely misleading because those who just read caption will accuse INDIANs.
Identity Attack0.26663736
Insult0.061801232
Profanity0.02795705
Threat0.0103175985
Severe Toxicity0.005340576
Low Tox 0.21776234 Constructive 0.511
Sep 29, 2025 IRCC Names India in Study …
They are making $80,000/year kicking back watching tv or whatever, enjoying “The great Canadian 3 year vacation “ paid for by the hosting “country” While I’m fighting HOMELESSNESS for being overqualified in a market that …
They are making $80,000/year kicking back watching tv or whatever, enjoying “The great Canadian 3 year vacation “ paid for by the hosting “country” While I’m fighting HOMELESSNESS for being overqualified in a market that only what’s $5 workers through a SHAM LMiA system that has no eyes, or teeth
Identity Attack0.027815815
Insult0.12702756
Profanity0.022628209
Threat0.012906751
Severe Toxicity0.0050735474
Low Tox 0.21508642 Moderate Con 0.319 Economic_Argument
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
I’m in the UK and I got arrested for watching the bike guy 😂😂😂😂
I’m in the UK and I got arrested for watching the bike guy 😂😂😂😂
Identity Attack0.055673428
Insult0.031146556
Profanity0.07385241
Threat0.04524883
Severe Toxicity0.0077056885
Low Tox 0.2043827 Moderate Con 0.413
Jan 27, 2026 10,445 likes Inside Canada's Indian Invasion...
It’s funny as a US citizen watching Canada and its citizens say the same exact things but here in the USA it’s racism or hate.
It’s funny as a US citizen watching Canada and its citizens say the same exact things but here in the USA it’s racism or hate.
Identity Attack0.1714862
Insult0.07016616
Profanity0.015591404
Threat0.007327127
Severe Toxicity0.003929138
Low Tox 0.20265625 Moderate Con 0.411
Dec 28, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
It’s sad being a born Canadian and watching the land I love turn into an income battleground. Nobody wants to hire someone with the thought of training. They want people with experience but won’t give …
It’s sad being a born Canadian and watching the land I love turn into an income battleground. Nobody wants to hire someone with the thought of training. They want people with experience but won’t give the experience to those who lived here and need it. They’d rather hire someone from somewhere else that has experience and then fails to follow through as the born and raised person given the opportunity would. The amount I’ve seen white people fight to work and work fighting to keep their job burning themselves out when they’re easily replaceable by someone for a fraction of the cost and needing 3 people in their place since most immigrants are extremely lazy, especially after getting the pr. I’ve watched so many eastern Indians start to work full time. Hardly do anything until they get their card then drop off the map of actual work being done only to move to Ontario. Meanwhile I apply to countless jobs and don’t get one call back in 2 years with experience. Don’t even get me started on housing..
Identity Attack0.21668483
Insult0.06652143
Profanity0.025770858
Threat0.0083886795
Severe Toxicity0.0051498413
Low Tox 0.20195828 Constructive 0.643 Personal_Narrative
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
Tyler, I’m really hoping you see this post. I have such a ground breaking idea for a video, that only you could probably accomplish. After watching so much of this epstein content over the last …
Tyler, I’m really hoping you see this post. I have such a ground breaking idea for a video, that only you could probably accomplish. After watching so much of this epstein content over the last week I’ve came to a conclusion that is safe, legal and would probably be the biggest videos in history if done. Around the island is international waters. What do you think is around that island? If you see this comment just reply and I’ll give you the idea for free, I just want these horrible people brought to justice WITH PROOF!!! Thanks bud, hopefully you see this.
Identity Attack0.008213525
Insult0.1505596
Profanity0.062454045
Threat0.010705971
Severe Toxicity0.004386902
Low Tox 0.19986437 Constructive 0.641 Meta_Commentary
Feb 7, 2026 Inside Canada's Indian Invasion...
I have watched this video and i just want to say that indian people from Hindu and sikh or any other community except muslims will respect canadian culture and rules of Canadian govt. They are …
I have watched this video and i just want to say that indian people from Hindu and sikh or any other community except muslims will respect canadian culture and rules of Canadian govt. They are hardworking. I also request people from the community as mentioned above, please respect the nation and their culture and don't try to make Canada to India.
Identity Attack0.27682206
Insult0.04910661
Profanity0.019485557
Threat0.0070164283
Severe Toxicity0.004196167
Low Tox 0.19939905 Constructive 0.747 Identity_Assertion
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Assuming that the issues discussed in these sessions are important to Canadians and that the Liberal government is all for transparency, why are the MPs seeking information/answers on behalf Canadians so limited in time to …
Assuming that the issues discussed in these sessions are important to Canadians and that the Liberal government is all for transparency, why are the MPs seeking information/answers on behalf Canadians so limited in time to ask questions? I have watched many of these sessions and the interviewees always appear unprepared, or ignorant of how their departments function, or give evasive replies.
Identity Attack0.0102854045
Insult0.1669316
Profanity0.014634945
Threat0.0059548756
Severe Toxicity0.0015258789
Low Tox 0.19870108 Constructive 0.628
Sep 30, 2025 IRCC Names India in Study …
I watch a lot of Hindi films. Years ago the criminals would flee to Dubai, but now the films always mention Canada as the place to flee for the criminals. Life imitating art or the …
I watch a lot of Hindi films. Years ago the criminals would flee to Dubai, but now the films always mention Canada as the place to flee for the criminals. Life imitating art or the other way around?
Identity Attack0.10221587
Insult0.09563028
Profanity0.015591404
Threat0.008582866
Severe Toxicity0.0031089783
Low Tox 0.19599396 Moderate Con 0.423 Comparative_Framing
Feb 19, 2026 Canadian immigration officers investigating hundreds …
All these advocates of immigrants do not like immigrants in their country...Just ask those talking about love and exclusivity how they treat people of other castes and landless people in their country. This love inclusivity …
All these advocates of immigrants do not like immigrants in their country...Just ask those talking about love and exclusivity how they treat people of other castes and landless people in their country. This love inclusivity is all a facade. Want to watch reality see Dhadak 2 from bollywood or Shyam Benegal's movie.
Identity Attack0.17070955
Insult0.070799805
Profanity0.019280603
Threat0.00756015
Severe Toxicity0.004673004
Low Tox 0.19314334 Constructive 0.536
Oct 14, 2025 Inside Canada's Indian Metropolis (Brampton)
And they all ignore Canadians and judge them and assume we’re privileged when we’re the opppsite we’re watching our homes being invaded
And they all ignore Canadians and judge them and assume we’re privileged when we’re the opppsite we’re watching our homes being invaded
Identity Attack0.12556632
Insult0.06529768
Profanity0.01535229
Threat0.011741633
Severe Toxicity0.0040626526
Low Tox 0.19124292 Moderate Con 0.34 Fear_Threat
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
This is the most biased Canadian propaganda I've ever heard. I was standing in line at city hall in Calgary (paying my past due power bill which I can barely afford, even though I make …
This is the most biased Canadian propaganda I've ever heard. I was standing in line at city hall in Calgary (paying my past due power bill which I can barely afford, even though I make 40k a year.) and watched a flood of immigrants in front of me claiming their 100% free bus passes. Apparently, you need an authorisation letter from welfare to claim your free bus pass, yet, none of them seemed to have documentation that matched their id. One guy picked up six free bus passes with a stack of letters that didn't match his name, or, even surname, at all. The cashiers seemed like they had just given up and handed over the bus passes saying, "next time make sure the person named in the letter is here to pick it up in their free pass person." <sigh>
Identity Attack0.10221587
Insult0.07998765
Profanity0.019280603
Threat0.00756015
Severe Toxicity0.004043579
Low Tox 0.18269104 Constructive 0.613
Oct 13, 2018 How much do refugees and …
The human trafic was crazy and intense to watch. 😅
The human trafic was crazy and intense to watch. 😅
Identity Attack0.0073625734
Insult0.077136256
Profanity0.04867618
Threat0.010239923
Severe Toxicity0.0039100647
Low Tox 0.18269104 Moderate Con 0.425 Meta_Commentary
Feb 26, 2026 Inside Canada's Indian Invasion...
I felt sikh after watching this video
I felt sikh after watching this video
Identity Attack0.06385879
Insult0.032138187
Profanity0.0715894
Threat0.012751401
Severe Toxicity0.007896423
Low Tox 0.17718399 Moderate Con 0.412 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Too many generalizations in the comments section....they, them, we, all, Indians, students, etc.. Use that energy and go to your MPs and complain and make change. Stop spreading hate and definitely don't go out after …
Too many generalizations in the comments section....they, them, we, all, Indians, students, etc.. Use that energy and go to your MPs and complain and make change. Stop spreading hate and definitely don't go out after watching social media and act out that hate.
Identity Attack0.078392304
Insult0.06921569
Profanity0.017026093
Threat0.007961469
Severe Toxicity0.002822876
Low Tox 0.17545098 Constructive 0.628 Call_To_Action
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Not sure these people want to FAFO with Canadians The whole Geneva Convention was written because no one was watching the Canadians. 😂😂😂😂😂
Not sure these people want to FAFO with Canadians The whole Geneva Convention was written because no one was watching the Canadians. 😂😂😂😂😂
Identity Attack0.10221587
Insult0.061451588
Profanity0.038655918
Threat0.008466354
Severe Toxicity0.0052261353
Low Tox 0.17198499 Low Con 0.109 Personal_Narrative
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
Even though people watching this video here have vegetative mindset have to say canada is land of immigrants and this problem is never gonna end it will just shape a new country be ready fir …
Even though people watching this video here have vegetative mindset have to say canada is land of immigrants and this problem is never gonna end it will just shape a new country be ready fir it
Identity Attack0.12735364
Insult0.061626412
Profanity0.014805742
Threat0.007301235
Severe Toxicity0.003643036
Low Tox 0.17111848 Low Con 0.206 Comparative_Framing
Feb 27, 2026 Inside Canada's Indian Invasion...

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.