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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: "i like the guy on …" 257 comments · Page 9 of 11
The guy in bike sound like trump lol
The guy in bike sound like trump lol
Identity Attack0.010655383
Insult0.06953252
Profanity0.027683776
Threat0.007935578
Severe Toxicity0.0030708313
Low Tox 0.15324512 Low Con 0.205 Humor_Satire
Feb 28, 2026 Inside Canada's Indian Invasion...
5:40 What an absolutely based guy. Brilliant you need much more people like him with a brain and able to tell the truth. Also none of the city worker that wouldn't tell you the truth …
5:40 What an absolutely based guy. Brilliant you need much more people like him with a brain and able to tell the truth. Also none of the city worker that wouldn't tell you the truth because she works for the city. That tells you a lot about the city dosent it.
Identity Attack0.0020256327
Insult0.0810151
Profanity0.014054239
Threat0.006155535
Severe Toxicity0.0014877319
Low Tox 0.15324512 Constructive 0.612 Policy_Critique
Feb 8, 2026 4 likes Inside Canada's Indian Invasion...
I like that guy with a bicycle lol Speaks like how all Canadians think
I like that guy with a bicycle lol Speaks like how all Canadians think
Identity Attack0.10221587
Insult0.039737478
Profanity0.02385794
Threat0.008634649
Severe Toxicity0.0048828125
Low Tox 0.15213956 Moderate Con 0.341 Humor_Satire
Feb 16, 2026 1 likes Inside Canada's Indian Invasion...
That guy has 2 bikelocks. Looks like the netherlands
That guy has 2 bikelocks. Looks like the netherlands
Identity Attack0.056582913
Insult0.045007613
Profanity0.052934792
Threat0.009100696
Severe Toxicity0.005302429
Low Tox 0.15103401 Low Con 0.248 Meta_Commentary
Jan 27, 2026 5 likes Inside Canada's Indian Invasion...
Though I disagree with the immigration, the old guy in the Sikh temple is actually right about what he's preaching. Not to mention the Sikhs are known to be what Indians should be like. These …
Though I disagree with the immigration, the old guy in the Sikh temple is actually right about what he's preaching. Not to mention the Sikhs are known to be what Indians should be like. These people feed the homeless out of their own expense, actually help their communities and improve the quality of life because they are progressive with their views regardless what your race is. If only every Indians are like the SIkhs.
Identity Attack0.17536941
Insult0.030816011
Profanity0.019553876
Threat0.008065036
Severe Toxicity0.00459671
Low Tox 0.14082454 Constructive 0.805
Nov 17, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
This is immegration and not colonization like European did - Brits, French, Portuguese, Spanish, Italians, Germans etc. Why complain guys, how much did your ancestors assimilate, paid taxes to colonies. Atleast, immigrants are trying to …
This is immegration and not colonization like European did - Brits, French, Portuguese, Spanish, Italians, Germans etc. Why complain guys, how much did your ancestors assimilate, paid taxes to colonies. Atleast, immigrants are trying to adopt language and culture. They are chosen by a process. Have some balance, before pointing fingers.
Identity Attack0.06567776
Insult0.036325075
Profanity0.013610168
Threat0.008181547
Severe Toxicity0.002412796
Low Tox 0.13214645 Constructive 0.544
Nov 4, 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)
4:00 this guy feels like the most self aware and serious person I've seen on screen in my life
4:00 this guy feels like the most self aware and serious person I've seen on screen in my life
Identity Attack0.010655383
Insult0.036325075
Profanity0.04366605
Threat0.009981008
Severe Toxicity0.0052261353
Low Tox 0.13041082 Moderate Con 0.396 Meta_Commentary
Mar 1, 2026 Inside Canada's Indian Invasion...
That guy talking about Islam video, is at least 10 years old. I watched that when I immigrated to another country. So this report is far behind of times. Just like Canada my country is …
That guy talking about Islam video, is at least 10 years old. I watched that when I immigrated to another country. So this report is far behind of times. Just like Canada my country is getting bashed for non action, questioning or awareness. Canadian govt had been informed time and again about the criminals they are importing but they did not care. Unfortunately the media covered up and independent sources like this forum did not exist at the time.
Identity Attack0.099899694
Insult0.047349896
Profanity0.013780965
Threat0.007262398
Severe Toxicity0.0027656555
Low Tox 0.1269396 Constructive 0.699
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
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...
Im a Canadian and honestly I've NEVER had a problem finding a job, I don't even have my highschool... I think it has to do with *which* jobs they are applying for. I get that …
Im a Canadian and honestly I've NEVER had a problem finding a job, I don't even have my highschool... I think it has to do with *which* jobs they are applying for. I get that theres an "immigration" problem, the refusal to adapt and assimilate feels like a slap in the face especially when the same few will talk I'll of the same system they benefit from. HOWEVER I don't think it's good to lump all of these problems together and dump collective blame on immigrants. For 1, all this immigration and policies have happened under a liberal government and y'all voted then in, AGAIN. - clearly you're not THAT desperate for change. 2nd. Are the ones saying they can't find work willing to work in trades? General laborers making $25-$30+++ No experience required. Tradespeople are glad to teach people willing to work hard and learn.. What about warehouse work? Apply to your 5 closest warehouses, I guarantee youll get in 1.. ALSO the government IS willing to help Canadians get little certifications like forklift, smartserve, CPR.. Career colleges can help with training (e.g - computer) as well as soft skills. So yeah, I wonder if it's people being just as picky as they were when Canada wasn't in the economical shitter it is in rn? Maybe Im far luckier or fortunate than most? Maybe expectations are too high? Maybe some stubbornly refuse assistance they are entitled to? Im not sure, but I do sympathize/empathize with you guys, I hope you all can "get through". I pray we can find solutions to this insane cost of living / broken housing market / price gouging / tiny group of business owners having a complete market control and a monopoly on everything thing we need to survive - without competition, limitations or government regulation🫩. Stay strong Canada! 💙Don't let the hate consume you!❤️ 🇨🇦We will overcome🇨🇦
Identity Attack0.09410924
Insult0.04383647
Profanity0.04867618
Threat0.009799767
Severe Toxicity0.004501343
Low Tox 0.11429678 Constructive 0.869 Personal_Narrative
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
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...
I saw it first hand in my workplace. A major delivery company (not Amazon). Used to be mostly Canadians, until about 2 years ago. The majority are now young Indian guys who speak their own …
I saw it first hand in my workplace. A major delivery company (not Amazon). Used to be mostly Canadians, until about 2 years ago. The majority are now young Indian guys who speak their own language amongst themselves. Even the new manager speaks Hindi. Work conditions have worsened because these people are willing to do much more for low wages. They drive erratically and treat the country like their playground to make money. This is the future of Canada.
Identity Attack0.09576365
Insult0.04032305
Profanity0.011628932
Threat0.006427396
Severe Toxicity0.0023555756
Low Tox 0.11316007 Constructive 0.654
Sep 22, 2025 1,585 likes Inside Canada's Indian Metropolis (Brampton)
I know a non Indian guy, he speaks and acts like an Indian when he interacts with them. He's not mocking them, he's just got an ability to mirror them. It's fascinating to watch.
I know a non Indian guy, he speaks and acts like an Indian when he interacts with them. He's not mocking them, he's just got an ability to mirror them. It's fascinating to watch.
Identity Attack0.1035157
Insult0.032028005
Profanity0.05243378
Threat0.008945347
Severe Toxicity0.0036811829
Low Tox 0.11316007 Constructive 0.667 Personal_Narrative
Oct 24, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I wish all the East Indians were like this guy.....
I wish all the East Indians were like this guy.....
Identity Attack0.1007269
Insult0.029273475
Profanity0.022559889
Threat0.008336896
Severe Toxicity0.0038337708
Low Tox 0.112850055 Moderate Con 0.445
Aug 27, 2025 Why Canadians Are Turning Against …
I'm an African and i like the guy on the bike😂
I'm an African and i like the guy on the bike😂
Identity Attack0.06613251
Insult0.024511116
Profanity0.050930742
Threat0.015429466
Severe Toxicity0.0062942505
Low Tox 0.112643376 Moderate Con 0.48 Solidarity
Feb 4, 2026 1 likes Inside Canada's Indian Invasion...
Guy on the bike is like every rw guy on Twitter
Guy on the bike is like every rw guy on Twitter
Identity Attack0.021585498
Insult0.045007613
Profanity0.035900343
Threat0.00866054
Severe Toxicity0.0035858154
Low Tox 0.112436704 Low Con 0.237 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
If a community feels like they are the minority among the people they live with, they wouldn't dare themselves to go against the majority. Now, could you guys do the same interview in the UK …
If a community feels like they are the minority among the people they live with, they wouldn't dare themselves to go against the majority. Now, could you guys do the same interview in the UK as well?. Just watch the film "Slumdog Millionaire".
Identity Attack0.026609946
Insult0.055547886
Profanity0.022013342
Threat0.007068211
Severe Toxicity0.0019836426
Low Tox 0.112436704 Moderate Con 0.473
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Uh in a Gurudwara anybody can come and have a lunch for free so what's wrong with that on the other hand there's so many churches in india too and other things like shrines monestries …
Uh in a Gurudwara anybody can come and have a lunch for free so what's wrong with that on the other hand there's so many churches in india too and other things like shrines monestries and all what's wrong with that i am not a believer guy but those who believe they always need a place to feel like there's god or something like that i don't know how that work
Identity Attack0.068465814
Insult0.031146556
Profanity0.029186781
Threat0.0074954215
Severe Toxicity0.0034713745
Low Tox 0.11212669 Constructive 0.664 Moral_Argument
Feb 23, 2026 Inside Canada's Indian Invasion...
My girlfriend lives in Brampton, it’s a really nice city and I’ve always felt welcome there as a white guy dating a Punjabi woman. Theres a lot of cities like this surrounding the GTA, Richmond …
My girlfriend lives in Brampton, it’s a really nice city and I’ve always felt welcome there as a white guy dating a Punjabi woman. Theres a lot of cities like this surrounding the GTA, Richmond Hill with Iranians, Markham with Chinese, Etobicoke with Ukrainians. Brampton has Punjabis. Brampton is probably the most successful out of all of them, prosperous, growing rapidly and it has a low crime rate.
Identity Attack0.10293542
Insult0.023608726
Profanity0.029186781
Threat0.008815889
Severe Toxicity0.0039100647
Low Tox 0.11150667 Constructive 0.744 Personal_Narrative
Oct 26, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I like that guy in the orange vest, spoke no lies!
I like that guy in the orange vest, spoke no lies!
Identity Attack0.008694496
Insult0.042665333
Profanity0.025907494
Threat0.0074048014
Severe Toxicity0.0024032593
Low Tox 0.10956833 Moderate Con 0.396 Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Guys remember... the vast majority of woke and left will say they're all for diversity/mass-multiculturalism is great all while NOT living in areas exactly like this.
Guys remember... the vast majority of woke and left will say they're all for diversity/mass-multiculturalism is great all while NOT living in areas exactly like this.
Identity Attack0.06929302
Insult0.0279513
Profanity0.019280603
Threat0.007197669
Severe Toxicity0.002746582
Low Tox 0.10870059 Moderate Con 0.489 Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I had a Polish neighbour in Victoria who echoed the same comments as the Polish guy at 8:00. During 2021 she became terrified that communism has come to Canada, seeing the exact same dynamics of …
I had a Polish neighbour in Victoria who echoed the same comments as the Polish guy at 8:00. During 2021 she became terrified that communism has come to Canada, seeing the exact same dynamics of tyranny being imposed during the covid scamdemic. In 2022 I escaped Canada with my family. We sold our home, I quit my career, and escaped the tyrannical travel bans against people like us. A couple months later our Polish neighbours sold their beautiful seaside home and escaped as well.
Identity Attack0.06567776
Insult0.032248367
Profanity0.012995303
Threat0.008427517
Severe Toxicity0.0026512146
Low Tox 0.10826672 Constructive 0.704 Personal_Narrative
Sep 19, 2025 14 likes Inside Canada's Indian Metropolis (Brampton)
So many india people here ask the guy if he feels like home... and he said no.... that says it all
So many india people here ask the guy if he feels like home... and he said no.... that says it all
Identity Attack0.07673789
Insult0.023479814
Profanity0.02836696
Threat0.008336896
Severe Toxicity0.003376007
Low Tox 0.10826672 Moderate Con 0.453 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
I'd buy that guy on the bike a case of beer. It's so sad seeing guys like him who are so aware, who are obviously capable, having to live such poor lives. But this is …
I'd buy that guy on the bike a case of beer. It's so sad seeing guys like him who are so aware, who are obviously capable, having to live such poor lives. But this is Canada, where two people making the average income will never own a home and spend more than half their income on basics. That guy probably makes 50k a year. But is riding a bicycle in winter.
Identity Attack0.014953227
Insult0.060927123
Profanity0.012380436
Threat0.006874025
Severe Toxicity0.0021076202
Low Tox 0.10783285 Constructive 0.666 Economic_Argument
Jan 28, 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.