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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: "Correction: it's not an Indian …" 15 comments
Interesting bro, white people are so amazing puritanical saints and look at Indians dirty, brown shit eating, i am sure Indians must be filling the correction facilities in Canada and you aren't some opportunist, cashing …
Interesting bro, white people are so amazing puritanical saints and look at Indians dirty, brown shit eating, i am sure Indians must be filling the correction facilities in Canada and you aren't some opportunist, cashing in on the Indian or immigrant hate
Identity Attack0.6458014
Insult0.6099415
Profanity0.570067
Threat0.032005094
Severe Toxicity0.34950548
Moderate 0.6852916 Low Con 0.263 Identity Attack Insult Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
Tyler, how dare you laugh at that white man's Indophobic lies (that Indians eat their own poop)? And then you expect us to subscribe?? Shame on you. When you laugh along with obnoxious racists, instead …
Tyler, how dare you laugh at that white man's Indophobic lies (that Indians eat their own poop)? And then you expect us to subscribe?? Shame on you. When you laugh along with obnoxious racists, instead of correcting them, you become complicit in their racism.
Identity Attack0.57150364
Insult0.6370372
Profanity0.37503055
Threat0.017156094
Severe Toxicity0.17315048
Moderate 0.6744087 Moderate Con 0.378 Identity Attack Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Treasonous. Flooding your country with who knows what, just to be politically correct and put Canadians out of the job market. Scum. All these companies putting Canadians out of a job to bring in their …
Treasonous. Flooding your country with who knows what, just to be politically correct and put Canadians out of the job market. Scum. All these companies putting Canadians out of a job to bring in their low cost east indians should be boycotted.
Identity Attack0.46028158
Insult0.64537907
Profanity0.26631543
Threat0.032005094
Severe Toxicity0.030523606
Moderate 0.6308517 Moderate Con 0.332 Insult Economic_Argument
Sep 30, 2025 1 likes IRCC Names India in Study …
Bike guy 100% correct, Muslims and Africans from Africa are the problem, Indians are chill af and don’t force their religion on you
Bike guy 100% correct, Muslims and Africans from Africa are the problem, Indians are chill af and don’t force their religion on you
Identity Attack0.6007182
Insult0.40698266
Profanity0.21132572
Threat0.037530303
Severe Toxicity0.16960317
Moderate 0.51980776 Moderate Con 0.42 Identity Attack Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Dude on the bike is 100% correct. This is how we all feel. Indians need to gtfo
Dude on the bike is 100% correct. This is how we all feel. Indians need to gtfo
Identity Attack0.5135796
Insult0.4378843
Profanity0.40878695
Threat0.06658544
Severe Toxicity0.16960317
Moderate 0.50759226 Moderate Con 0.47 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Correction: it's not an Indian invasion, it's an Indian INFESTATION 💩🤢🤮 And what does one do when faced with a disgusting infestation? One gets a good and reputable exterminator. If anyone knows of the right …
Correction: it's not an Indian invasion, it's an Indian INFESTATION 💩🤢🤮 And what does one do when faced with a disgusting infestation? One gets a good and reputable exterminator. If anyone knows of the right "exterminator" for the job, please, please, please, put him/her to work. A good clean up is required here and it's been required for much too long.
Identity Attack0.49032792
Insult0.4534306
Profanity0.29053202
Threat0.34804323
Severe Toxicity0.23225145
Moderate 0.50503236 Moderate Con 0.496 Fear_Threat
Feb 9, 2026 2 likes Inside Canada's Indian Invasion...
the polish dude is 100% correct. indians try to blame their govt for how messy india is, how corrupt... but then we see how they act in canada, the messes they bring and dont clean …
the polish dude is 100% correct. indians try to blame their govt for how messy india is, how corrupt... but then we see how they act in canada, the messes they bring and dont clean up... how they are corrupt people sometimes, how they try to cut corners and do things illegally... i watched it in my own workplace, how our indian sikh boss was so racist to his fellow indians, because they had patel name from gujarat and were 'lower cast' than the bossman who had sikh last name and was an 'engineer'. but this man just wanted to cut costs and try to cheat things, now this workplace is closed down. this is my experience all my life with indians. :(
Identity Attack0.44690517
Insult0.40243408
Profanity0.1067334
Threat0.015429466
Severe Toxicity0.021548226
Moderate 0.39842087 Constructive 0.711 Personal_Narrative
Nov 4, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The immigrant voices (those who were vetted appropriately and who came to become Canadian citizens, with respect for the culture of Canada) are powerful and impactful and bear so much weight. Thank you for speaking …
The immigrant voices (those who were vetted appropriately and who came to become Canadian citizens, with respect for the culture of Canada) are powerful and impactful and bear so much weight. Thank you for speaking out, brothers and sisters. You are correct, I am not upset with immigrants per se, but am frustrated with how leaky and inept the government has been with their slack policies. I have been in public parks and watched as non-English speaking immigrants leave their trash littering a park! Where they do not respect personal space. I want to live with people who are interested in being Canadian and respect the cultural values and norms of Canadian citizens, NOT those who plan to come in and take over. Come on, guy who said Muslims are going to take over Canada. How well received do you thing that will be?! I have Muslim and Indian friends and they are not like this idiot.
Identity Attack0.2808415
Insult0.40243408
Profanity0.07482228
Threat0.0077154995
Severe Toxicity0.011444092
Moderate 0.37694603 Constructive 0.852 Policy_Critique
Sep 7, 2025 1 likes Why Canadians Are Turning Against …
The actions of few spoiled Indians affect the entire Decent Indian community and India. Canada is in need of labour force due to less population and India has more population but insuffient jobs to engage …
The actions of few spoiled Indians affect the entire Decent Indian community and India. Canada is in need of labour force due to less population and India has more population but insuffient jobs to engage people. If this scenario is reversed Indians would be complaining like canadians do. So the problem is not one way, just becos reducing immigrants does not solve the issue. people have to see things past nationality or physical identity into the statistics. even though canada has professionals of their own there are people who work with dedication and who work without interest, or recent generation being attracted to digital life instead of understanding that college degrees in mainstream subjects are what earns them job and also they have to show dedication and hardwork along with smart work, comply by the work place rules and so on... this goes to all invariable of who they are. all these started changing and now people instead of trying to correct these small changes that lead to these large issues of cost of living and low wages, have now started to pit against live people and their race, nationality or culture. There are good and bad people eveyrwhere, people cant justify the actions of drug addicts roaming the streets and that has increased a lot now, people acting violently against others just becos they dont have what the other has, and so on. but instead of addressing the high amount of actions that are happening around our own country, it has become easy to put blame on each other. I am not justfying the actions of these bad indians who has done these stuff. but we have to see the other side of it before making this a International Issue. Yes, few Indians are bad but not the entire community. Canada has its own needs that needs a lot of hands and support. So, only if we change our perspective beyond the emotional BS we exhibit, we can address the real issue with real solutions. BTW becoz of these things private companies are the one profitting not the Govt.
Identity Attack0.2839175
Insult0.15982662
Profanity0.023584666
Threat0.0084793
Severe Toxicity0.0075531006
Low Tox 0.26293078 Constructive 0.768
Aug 25, 2025 Why Canadians Are Turning Against …
Indians have been in Canada for a very long time. Many came from Punjabi closer to colonial times. The racism in the comments is inexcusable. People of all different backgrounds commit crimes , public nuisances, …
Indians have been in Canada for a very long time. Many came from Punjabi closer to colonial times. The racism in the comments is inexcusable. People of all different backgrounds commit crimes , public nuisances, etc. and the complaining of dominating every industry? I’m not sure what angle that is. Maybe the other groups should do better at dominating industries or advocate for businesses to hire other Canadians (equal opportunity employment). And the whole “ cow poop video” Tyler posted is one village in India ; which of course makes Indians collectively look bad and gives way for many of you in the comments to continually perpetuate this idea that Indians are sub-human. And Tyler, word of advice, if you’re going to show parts of the Indian community and Hinduism religion in Canada — at least learn to pronounce words correctly so you don’t sound like a complete idiot.
Identity Attack0.21075934
Insult0.16124763
Profanity0.05268429
Threat0.009359611
Severe Toxicity0.0077819824
Low Tox 0.25462922 Constructive 0.677 Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
8:55 Mister 🇵🇱 Poland is correct. The hygiene issue is a major issue. Indians don’t regard personal space and that’s reflects in the urban layouts back home. I think it’s overconfidence more than anything. Not …
8:55 Mister 🇵🇱 Poland is correct. The hygiene issue is a major issue. Indians don’t regard personal space and that’s reflects in the urban layouts back home. I think it’s overconfidence more than anything. Not that they cannot afford a dollar worth of deo, or even fragrant laundry softener. It’s a cultural thing to ask “ been sometime you guys got married, so when will your wife deliver a baby. “
Identity Attack0.12208464
Insult0.036325075
Profanity0.027137227
Threat0.008582866
Severe Toxicity0.0049591064
Low Tox 0.15269235 Constructive 0.724 Comparative_Framing
Oct 5, 2025 8 likes Inside Canada's Indian Metropolis (Brampton)
Message to Indians: Go support those homeless and people in need shown here so that there perspective corrects
Message to Indians: Go support those homeless and people in need shown here so that there perspective corrects
Identity Attack0.10815793
Insult0.029383656
Profanity0.026317406
Threat0.009722093
Severe Toxicity0.0051498413
Low Tox 0.1373533 Moderate Con 0.372 Call_To_Action
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
When government leaders focus on population and economic growth that's usually is a sign that they aren't balancing the budget correctly. They're trying to increase tax revenue without increasing taxes. I'd look closer at government …
When government leaders focus on population and economic growth that's usually is a sign that they aren't balancing the budget correctly. They're trying to increase tax revenue without increasing taxes. I'd look closer at government corruption. Overpopulation destroys the environment. Canada is one of the few places on earth that still has an environment. Russia and Australia are the other ones. Russia's strategy is to look sort of like an ogre and it's too cold. Australia's strategy is to look like they harbor too many dangerous animals and the land is too arid. Canada's strategy is to keep higher taxes than the USA and it's too cold. People tend to gravitate toward lower tax and warmer places. Fewer people is better, it doesn't matter what their race is. I did notice the Indians he talked to were patriotic to their adoptive country, that's a good sign. Host nations like when the new people assimilate.
Identity Attack0.022590388
Insult0.06459839
Profanity0.020783609
Threat0.007819066
Severe Toxicity0.0024032593
Low Tox 0.112953395 Constructive 0.711
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
I found it telling that Michelle confidently quoted the wrong number (79,000) and, when Aiesha corrected her with the accurate figure (47,000), she immediately switched gears to “Where are they?” rather than owning the mistake. …
I found it telling that Michelle confidently quoted the wrong number (79,000) and, when Aiesha corrected her with the accurate figure (47,000), she immediately switched gears to “Where are they?” rather than owning the mistake. That dodge makes me question her judgment. It feels like she’s leaning into fear‑mongering language that easily panics people who aren’t paying attention to nuance — which, sadly, describes most of this comment section. Also, did you see the reply to the Filipino student who voiced frustration? “You guys make up some of the most cleanest restaurants I’ve ever been to.” That kind of response speaks to a lack of respect for international students. To many in the Canadian workforce, international students and migrants are treated as disposable labor — steered toward low‑ and middle‑income jobs. Yes, fraud should be dealt with, but it’s lazy and unfair to claim that all Indians or international students come here through fraud. If that logic ruled, we’d have to start deporting every non‑Indigenous person — which ignores the whole reality of colonization.
Identity Attack0.0052166977
Insult0.0573046
Profanity0.016035475
Threat0.0066798385
Severe Toxicity0.0014972687
Low Tox 0.104361884 Constructive 0.804 Policy_Critique
Oct 9, 2025 IRCC Names India in Study …
@8:38 maybe THIS explains some of the indian drivers driving the speed limit exactly to the correct digit
@8:38 maybe THIS explains some of the indian drivers driving the speed limit exactly to the correct digit
Identity Attack0.053399716
Insult0.020063626
Profanity0.018324144
Threat0.0068416605
Severe Toxicity0.0019931793
Low Tox 0.07212844 Low Con 0.281
Nov 28, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)

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.