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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 #}

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Active: "Why is this guy still …" 38 comments · Page 2 of 2
On 5:20 the lady says I came 50 years ago, and she barely speaks English. How is it possible? Simple people worldwide have to tear their buts up to get high scores in CELPIP, IELTS, …
On 5:20 the lady says I came 50 years ago, and she barely speaks English. How is it possible? Simple people worldwide have to tear their buts up to get high scores in CELPIP, IELTS, getting 10-11 out of 12, and still not enoughj points for application. But how the people like the ones on the video (guy on 4th minute) and the lady on the 5th minute) infiltrated into Canada? Pure abuse
Identity Attack0.04925346
Insult0.11464815
Profanity0.09260304
Threat0.010110466
Severe Toxicity0.0077819824
Low Tox 0.23812068 Constructive 0.516
Oct 17, 2025 Inside Canada's Indian Metropolis (Brampton)
As a Brampton raised kid, I lived there from 97' till about 2023, I'm caribbean and we have a large indian/muslim/hindu population too on our island. (Trinidad) and the issue with Brampton is: Indian people …
As a Brampton raised kid, I lived there from 97' till about 2023, I'm caribbean and we have a large indian/muslim/hindu population too on our island. (Trinidad) and the issue with Brampton is: Indian people will gladly intergrade, but Canadian borns won't welcome it. Walk with me- I'll use food for an example. Every other grocery store is middle eastern/asian/african in Brampton and its becomes harder finding more western style food. I love international food, I cook it often but if you're used to burgers and pizza and only know how to make spaghetti it feels like a 'take over' These people want what they want and even though all these places are free for you to also enjoy they don't like it cause it's too 'foreign' to them. It doesn't mean there isnt still a No Frills or a Walmart or Metro, but because the african and halal store are closer and more frequent it seems like more of a convenience to others and not to you. When people say we're multi-cultural, they mean 'yeah he's brown or black but he keeps it to himself' They aren't going to go to that Sikh temple giving free food, and only go to the church at the beginning even though they're welcome to both. It's the same for Diwali and other things, white people dont care to be interested in those things, and just wonder why they get to have it at all. I do agree with that indian lady at the beginning though, with lax immigration you come in feeling like you don't need to do anything to assimilate. They're doing themselves a disservice by only helping themselves. I hate stereotypes being perpetuated onto people but like that Pakistani guy said too, you live in a bubble and you don't pay attention to that. You can go days without speaking english to someone. You can't immigrate somewhere and shut out everyone already there. I get you may not feel welcome by the white people like the ones in the beginning and so you dont mess with them, and its easy not to. But there needs to be openness with helping everyone benefit from multi-culturalism and not just some of us. There are issues with immigrants not wanting to go outside their bubble and for canadians not to want to either, It'll be hard to (with the current issues we're facing as a country) to actually blend together more.
Identity Attack0.25140062
Insult0.061101943
Profanity0.02392626
Threat0.008181547
Severe Toxicity0.0060272217
Low Tox 0.1883923 Constructive 0.849
Oct 4, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
Bike guy was spitting FACTS! It’s not racist to want to preserve your culture. Free speech is still alive in canada. UK needs to take note
Bike guy was spitting FACTS! It’s not racist to want to preserve your culture. Free speech is still alive in canada. UK needs to take note
Identity Attack0.054763943
Insult0.06372428
Profanity0.021466793
Threat0.008246276
Severe Toxicity0.0037574768
Low Tox 0.15545623 Moderate Con 0.464 Identity_Assertion
Feb 15, 2026 1 likes Inside Canada's Indian Invasion...
Crazy seeing this guy go to Brampton lol. I haven't been back in a long time and I miss it. It's a great place regardless of who lives there. Obviously it has become a haven …
Crazy seeing this guy go to Brampton lol. I haven't been back in a long time and I miss it. It's a great place regardless of who lives there. Obviously it has become a haven for immigration which has lowered things quite a bit. But it's still nice. Just don't ask about the insurance rates. I don't miss that.
Identity Attack0.022791367
Insult0.071433455
Profanity0.04065997
Threat0.006589218
Severe Toxicity0.0028419495
Low Tox 0.15435068 Constructive 0.731 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
2:48 😂😂😂😂 this guy Edit: I'm from Southern Africa, still found dude hella funny 😁😂
2:48 😂😂😂😂 this guy Edit: I'm from Southern Africa, still found dude hella funny 😁😂
Identity Attack0.07012023
Insult0.032248367
Profanity0.07047026
Threat0.011638066
Severe Toxicity0.007858276
Low Tox 0.15213956 Moderate Con 0.5 Humor_Satire
Feb 17, 2026 Inside Canada's Indian Invasion...
Don't worry guys. There's still 1.4billion of them that can come over from India.
Don't worry guys. There's still 1.4billion of them that can come over from India.
Identity Attack0.10815793
Insult0.028061481
Profanity0.026317406
Threat0.016120117
Severe Toxicity0.0049209595
Low Tox 0.14429577 Low Con 0.276 Fear_Threat
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
As an Indian living in India, I’d say it was your country’s government’s problem and mistake, similar to what the UK is doing now. Aside from government or policies, Indians immigrating to Canada is something …
As an Indian living in India, I’d say it was your country’s government’s problem and mistake, similar to what the UK is doing now. Aside from government or policies, Indians immigrating to Canada is something that dates back to the British era, when Britain sent a group of Indians, specifically Sikhs, for security or labor work in Canada. This started the trend of Sikhs (turban-wearing ones) moving there. In modern times, the West was richer in terms of education and infra compared to Asia, which attracted many normal students and families immigrants also. Canada and America were built by immigrants, but now things are saturated, which I understand, and that’s where the resentment comes from. The majority Sikh state ( punjab) in India is still behind in development and job wise cooperation, and the historical pattern from the British era of moving to Canada for a better life has become a norm for many young people there. The close, collaborative nature of Sikhs—like a cousin in Canada inviting another cousin from India to come over, open a shop, work together, or share housing—is another reason many don’t hesitate to immigrate. These are some of the reasons behind mass immigration from India. Now, with saturation, the resentment toward immigration has grown. India itself faces issues with immigrants who live off our taxes, take rights meant for native children, and abuse policies, laws, or the environment. At least Canada has better-off immigrants—educated and contributing to the economy. While some may depend on taxes, most are hardworking and self-sufficient; otherwise, Canada’s economy would have collapsed by now. In end i can understand the hatred but you guys should stop this yourselves - not hunting them but prevent more.
Identity Attack0.11280017
Insult0.047935467
Profanity0.017504321
Threat0.0074048014
Severe Toxicity0.0031280518
Low Tox 0.13041082 Constructive 0.817 Comparative_Framing
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
As a Canadian born citizen and somebody who lives only about 30 minutes from Brampton I can truly say that no Canadian is racist we're not anti-immigration anti-immigration that's not what this is the issue …
As a Canadian born citizen and somebody who lives only about 30 minutes from Brampton I can truly say that no Canadian is racist we're not anti-immigration anti-immigration that's not what this is the issue that Canadians currently have is that the people who come here from other countries don't adapt to our way of life and learn our culture and our values and that doesn't mean that you have to stop practicing your values or your religion all Canadians are asking for is respect for how we live in this country end the other biggest thing to that is to me extremely disrespectful if you've been here for more than three years you should be able to speak English like a Canadian and everything should be able to understand you and if you can't do that then that is just flat out disrespectful and rude because if I came to your country and after 3 years I still didn't speak your language or spoke it very poorly you would think the same thing you'd find it extremely rude so do any immigrants reading this understand we have no issue with you guys being here just adopt to our way of life our way of life and learn how to speak English
Identity Attack0.10221587
Insult0.0573046
Profanity0.021535112
Threat0.007793174
Severe Toxicity0.004386902
Low Tox 0.11912931 Constructive 0.812 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Where I'm from, we have a decent size Indian population. But we get a lot of the tech guys or doctors and stuff. They're nice for the most part, but some act like they're better …
Where I'm from, we have a decent size Indian population. But we get a lot of the tech guys or doctors and stuff. They're nice for the most part, but some act like they're better than everybody. I think it's possibly remnants of living with a caste system, even though it was supposedly banned I think it's still a big part of their culture.
Identity Attack0.10815793
Insult0.030595649
Profanity0.050429728
Threat0.009307829
Severe Toxicity0.0045204163
Low Tox 0.11336674 Constructive 0.67 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Not against newcomers! I ve been in Quebec since 22 years now myself ; I am a Canadian citizen since 15 years now of course ; But it’s confusing… Why was Quebec still receiving more …
Not against newcomers! I ve been in Quebec since 22 years now myself ; I am a Canadian citizen since 15 years now of course ; But it’s confusing… Why was Quebec still receiving more immigrants in such program when even thousands of locals were and are struggling to find jobs? For the last 6 years I made a career in Private security ; I became an officer Liutenant at least I tried ; but now a days I don’t even have a job in security anymore ; too many immigrants applying for the same job / and frankly they do not care if the remuneration is only 21$ an hour / so officers can’t afford to work for less than 27$ ; because they have 6 years experience and more : it’s logical / however , comes an Arabic guy ; who quit the job he came here to do under the program , now he is looking for his first job out here in the real market ( does 80 hours training to get a BSP ) the guy had a college degree or university on something else ; and magically he becomes an officer with no experience for $24 dollars an hour And any security company accepts him 🤷‍♂️ Conclusion : true experienced security professionals officers who built their careers from the bottom all the way up Don’t have a job anymore Remember , officers aren’t unionized 🤷‍♂️
Identity Attack0.0775651
Insult0.04032305
Profanity0.016172111
Threat0.006861079
Severe Toxicity0.0030136108
Low Tox 0.112850055 Constructive 0.794
Dec 10, 2025 Quebec Ends Economic Immigration Program …
My husband rented to a chinese guy for a while. After he moved out we were still getting mail for this guy……he had at least 5 different names he was using regarding bills, etc. How …
My husband rented to a chinese guy for a while. After he moved out we were still getting mail for this guy……he had at least 5 different names he was using regarding bills, etc. How do you trace these people?
Identity Attack0.028016793
Insult0.012338906
Profanity0.01490822
Threat0.0072365063
Severe Toxicity0.0012874603
Low Tox 0.03781283 Constructive 0.672
Oct 3, 2025 IRCC Names India in Study …
Still you guys love them
Still you guys love them
Identity Attack0.00984143
Insult0.0142009165
Profanity0.023311393
Threat0.008712323
Severe Toxicity0.0023937225
Low Tox 0.03781283 Low Con 0.285 Identity_Assertion
Oct 1, 2025 IRCC Names India in Study …
I am an electrical engineer who speaks fluent English and passable French, no health problems, 10 years of work experience, and I still havent gotten PR. How do these guys get PR?
I am an electrical engineer who speaks fluent English and passable French, no health problems, 10 years of work experience, and I still havent gotten PR. How do these guys get PR?
Identity Attack0.0059936526
Insult0.0096028885
Profanity0.01265371
Threat0.006822242
Severe Toxicity0.00089645386
Low Tox 0.019980038 Constructive 0.558 Question
Jan 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.