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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: "A lot of this is …" 580 comments · Page 12 of 24
I’m a recent Indian immigrant and I’ve lived in Singapore, Malaysia, the USA, and now Canada. I’ll admit that a lot of what’s said here is true: there are far too many cases where Indians …
I’m a recent Indian immigrant and I’ve lived in Singapore, Malaysia, the USA, and now Canada. I’ll admit that a lot of what’s said here is true: there are far too many cases where Indians abroad show a lack of civic sense, break rules, or behave in ways that don’t respect the host country.  Personally, my family and I have always assimilated wherever we’ve lived, respecting local customs, following rules, and contributing positively to the community and I hate it when immigrants don't assimilate into the local culture and reside in their own enclaves, I mean what was the point of emigrating then?? I truly value the peace and order these countries offer, and I want to give that back. Every community has good and bad examples. The responsibility is on us as immigrants to lead by example, integrate genuinely, and show that we can be respectful, responsible citizens. That’s how perceptions change for the better. It sucks that a whole racial group can be disliked because of some bad apples — and in our case, unfortunately, there are quite a few.
Identity Attack0.26833034
Insult0.0817555
Profanity0.08064143
Threat0.0100069
Severe Toxicity0.0075912476
Low Tox 0.22980402 Constructive 0.876
Sep 19, 2025 21 likes Inside Canada's Indian Metropolis (Brampton)
Lot of bogus asylum seekers. It’s a great program but it’s being abused by thousands of economic migrants
Lot of bogus asylum seekers. It’s a great program but it’s being abused by thousands of economic migrants
Identity Attack0.19495805
Insult0.08030447
Profanity0.027683776
Threat0.009048914
Severe Toxicity0.0049972534
Low Tox 0.22177623 Moderate Con 0.45 Policy_Critique
Dec 29, 2025 Deportations From Canada at Their …
Lot of people....the original citizens feel the burn since the world around them is changing. It's natural that they harbor these ill feelings. Most of them are ill informed and have these racist views. It's …
Lot of people....the original citizens feel the burn since the world around them is changing. It's natural that they harbor these ill feelings. Most of them are ill informed and have these racist views. It's true for every immigrant community that emigrated from Europe as well. You have Irish immigrant towns, little Italy's, China towns, little India's, polish neighborhoods in Chicago etc ...these kind of neighborhoods are all over north America (USA & Canada). This is natural. Assimilation happens in 1 or 2 generations. Economic expansion and fulfilling social security benefits for the older generation needs population growth and a new younger workforce. This is achieved thru immigration of skilled labor force of all kinds. Population dynamics and demographics keep changing all the time and it has happened thru out human history. Now we are living in an interconnected and inter dependent world. It's better to adapt to change and move on and retain your loyalty to the country they migrated to and contribute positively to their economy and try to assimilate as much as possible and be aware of the sensitivities. This new immigration is from Asia and they are of different ethnicities and cultural background unlike european immigration that happened earlier. So some backlash to these new people's is to be expected and there will be lot of scapegoating and stereotypical epithets that will employed to demonize the new immigrant groups. We all have to adjust assimilate and move on in this great circle of life.
Identity Attack0.18705739
Insult0.08582769
Profanity0.027410502
Threat0.012440704
Severe Toxicity0.0062179565
Low Tox 0.2191003 Constructive 0.732 Comparative_Framing
Dec 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Same here in Surrey Canada.. it’s flooded. A lot of corruption going on for these people coming here as fake students.. rumour over 30k a year coming to Canada with fake documents from air India …
Same here in Surrey Canada.. it’s flooded. A lot of corruption going on for these people coming here as fake students.. rumour over 30k a year coming to Canada with fake documents from air India airlines
Identity Attack0.09741807
Insult0.15698463
Profanity0.0166845
Threat0.0071199946
Severe Toxicity0.003566742
Low Tox 0.2191003 Moderate Con 0.435 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
See I'm conflicted now actually. So you're saying these Indian communities are providing free resources at large scales for food and hospitality that aren't being taken advantage of by the homeless and impoverished white population? …
See I'm conflicted now actually. So you're saying these Indian communities are providing free resources at large scales for food and hospitality that aren't being taken advantage of by the homeless and impoverished white population? I'm not sure where the problem starts here.. because to be quite honest the rest of the country isn't necessiraly like this. Places like Hamilton and Toronto are incredibly mixed, where I'm not sure there is a minority, and places such as Welland, st Catherine's, Niagara, Langley, are still largely white. At what point do we look at people who are choosing to live on the streets and do drugs and say they are not taking advantage of the resources and opportunities being provided to them? And Brampton has been this way, to be honest, for 20 years. At what point do we accept that this is now Brampton, and that the country offers a lot of diversity for those who would choose to not live in it.
Identity Attack0.26155844
Insult0.06858205
Profanity0.036401358
Threat0.0082074385
Severe Toxicity0.005836487
Low Tox 0.21508642 Constructive 0.819
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
One striking aspect highlighted by this video is the "community" part of this. White Canadians people have turned away on community in favor of individualism, everybody for themselves, meritocracy "look-how-expensive-my-car-is" kind of mentality. This collectively …
One striking aspect highlighted by this video is the "community" part of this. White Canadians people have turned away on community in favor of individualism, everybody for themselves, meritocracy "look-how-expensive-my-car-is" kind of mentality. This collectively makes everybody poorer and weaker, whereas these Indian communities seem a lot more tightly-knit and willing to help each other.
Identity Attack0.26155844
Insult0.06921569
Profanity0.019895468
Threat0.0069646453
Severe Toxicity0.004673004
Low Tox 0.21241048 Constructive 0.697
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
its not an invasion. go look at india at the situation they are in. the living conditions are horrible there, and when people look at countries, the go to big countries for jobs. ofc theres …
its not an invasion. go look at india at the situation they are in. the living conditions are horrible there, and when people look at countries, the go to big countries for jobs. ofc theres going to be a lot. not an invasion, just people trying to have a better life, and everyone hating on them for it.
Identity Attack0.19495805
Insult0.06442356
Profanity0.05543986
Threat0.010705971
Severe Toxicity0.00579834
Low Tox 0.21241048 Moderate Con 0.478 Economic_Argument
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
I don't see an invasion but a small town that has a lot of Punjabi migrants that are fleeing the persecution and discrimination but bring money and skills not driving skills and the majority do …
I don't see an invasion but a small town that has a lot of Punjabi migrants that are fleeing the persecution and discrimination but bring money and skills not driving skills and the majority do not want to go to US except that have family there. But the county could issue stricter rules for drivers. The town was less hectic before but having economic uncertainty. The punjabis are not known to be criminals nor lazy people not wanting to live with handy overs from the government. They are family, community and business oriented. Many other punjabis in Central Canada since long a go. They prefer Canada to US most of the times.
Identity Attack0.18546575
Insult0.12702756
Profanity0.030890211
Threat0.009074804
Severe Toxicity0.005607605
Low Tox 0.21241048 Constructive 0.772 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
The problem is that Canada didn't just take immigrants from India, they took in criminals in the name of "asylum". In certain parts of India, there used to be small-scale separatist movements, back in 1970s …
The problem is that Canada didn't just take immigrants from India, they took in criminals in the name of "asylum". In certain parts of India, there used to be small-scale separatist movements, back in 1970s and 1980s. Senior Trudeau saw this as an opportunity to vent his frustration for India's not signing of NPT . So the guy kept giving "asylum" to the violent separatists, to "teach India a lesson" (Yeahh... sure) Gradually, it became so that once you have gained enough rep in organised crime, drug trade, so that it's difficult for you to stay under the radar in India, running from law enforcement, you would run to Canada, UK or Australia, and ask for asylum, with whatever reason. And those countries, in their stupid sense of righteousness, would accept it without any background checks. Now, yes, it's a trouble for us (good job), because most of the gang leaders are hiding away in these countries, running their operations remotely. Indian officials are only able to nab the low-level gang members. But it also means that these countries now ALSO have the worst criminals in their cities. And once they settle down, they will do what they know best .... crimes. And gradually they become a problem for their host countries, as well as other Indians in these countries. (Whenever Khalistanis do any parade, they force other Indian families to put up their yellow flags on their homes, to make it look like they have massive support) It's not good for anyone, but these countries have put themselves in a position from which they have no idea how to extricate themselves. Sure, you may blame Indians. But we were literally asking you to send those criminals back, and you refused to do so. Now they are your problem. If they create problems for us, then maybe, they will drop de** in some parking lot. But apart from that, most of their activities are going to be Canada's problem to deal with. They are already turning the streets of Canada into a drug paradise, hurting the young people of both local and Indian origins. Such a waste of life and potential.
Identity Attack0.17303948
Insult0.12159709
Profanity0.023789622
Threat0.01101667
Severe Toxicity0.005493164
Low Tox 0.21107252 Constructive 0.659
Sep 19, 2025 8 likes Inside Canada's Indian Metropolis (Brampton)
You know, I am an immigrant myself but I have always have had a beef how other immigrants act all entitled. Immigrating is like going to live in another people's house, you have to respect …
You know, I am an immigrant myself but I have always have had a beef how other immigrants act all entitled. Immigrating is like going to live in another people's house, you have to respect the rules of that house. I hate people trying to change the rules to their convenience. I know a lot of immigrants just living off the system, I work 2 jobs and the day I was laid off I refused to collect EI out of self respect, why because I knew I could find another job. But many is like they are looking forward to get laid off or fired to collect government benefits. I couldn't believe that the police and military actually modified their customs to allow Indians to wear turbant. I applaud the people that requested in Ontario to do not wear any religious stuff, because people is only Canadian when is convenient, when not they are Muslims, Indians, etc. that's total BS you are Canadian? act like one, be one all the time; if not go back wherever you came from don't bring more problems to a place that already has more than enough
Identity Attack0.16587129
Insult0.07840354
Profanity0.08225787
Threat0.009411395
Severe Toxicity0.0065994263
Low Tox 0.21107252 Constructive 0.715 Personal_Narrative
Sep 9, 2025 Why Canadians Are Turning Against …
brother get all back on the bus and go back please Canada would be a lot better off
brother get all back on the bus and go back please Canada would be a lot better off
Identity Attack0.051808115
Insult0.0820023
Profanity0.01893901
Threat0.020091362
Severe Toxicity0.0074768066
Low Tox 0.21107252 Moderate Con 0.343 Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The women in green at 6 min, is the real migration Indian. The new lot just take, take & take.. and I’m a London, UK born Indian .
The women in green at 6 min, is the real migration Indian. The new lot just take, take & take.. and I’m a London, UK born Indian .
Identity Attack0.25817248
Insult0.06634661
Profanity0.02795705
Threat0.009592636
Severe Toxicity0.008430481
Low Tox 0.20839658 Moderate Con 0.491 Identity_Assertion
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
You should’ve blurred some of these guys’s face lol they’re right about a lot but they might lose it all for being honest.
You should’ve blurred some of these guys’s face lol they’re right about a lot but they might lose it all for being honest.
Identity Attack0.011247349
Insult0.06512285
Profanity0.06946823
Threat0.06939816
Severe Toxicity0.0073623657
Low Tox 0.20705862 Moderate Con 0.338
Jan 27, 2026 5 likes Inside Canada's Indian Invasion...
They want to live in Canada so bad but their own countries are better in a lot of ways
They want to live in Canada so bad but their own countries are better in a lot of ways
Identity Attack0.20878418
Insult0.06617179
Profanity0.021330157
Threat0.0067186756
Severe Toxicity0.0049209595
Low Tox 0.2043827 Low Con 0.272 Comparative_Framing
Jan 19, 2026 2.9 million Canadian temporary visas …
I get a lot of mail for my job. Over the past year, all of the delivery guys in my area (Nova Scotia) have slowly been swapped for Indian men. I try to interact with …
I get a lot of mail for my job. Over the past year, all of the delivery guys in my area (Nova Scotia) have slowly been swapped for Indian men. I try to interact with them on friendly terms as I did with all of the folks that used to deliver my packages. They generally completely disregard me, don't look at me, don't smile, act completely aloof and cold, throw the package on my deck, sit in their truck on their phone for 10-15 minutes, and then rip out (generally driving over my grass) and speed down the road texting all the while. It is a drastic, drastic change we are being forced to swallow. I'm sure CBC would call me alt-right just for daring to ponder that fact, but it is the reality of the situation. Gas on the flames of a housing/ inflation crisis. It is absolute unchecked insanity.
Identity Attack0.18313584
Insult0.082866095
Profanity0.12727508
Threat0.03373172
Severe Toxicity0.011367798
Low Tox 0.2043827 Constructive 0.687
Nov 16, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I visited Brampton, it's a beautiful city, but there is a lot of trash on the ground, even on the grounds of beautiful properties. Sorry, but is this the equivalent of having flowers on your …
I visited Brampton, it's a beautiful city, but there is a lot of trash on the ground, even on the grounds of beautiful properties. Sorry, but is this the equivalent of having flowers on your land, for some ?
Identity Attack0.011025362
Insult0.16337912
Profanity0.027410502
Threat0.0058998563
Severe Toxicity0.0026893616
Low Tox 0.2028889 Constructive 0.733 Identity_Assertion
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
You should do some more videos in Canada dude! Lots to choose from. You’re intense for getting smuggled 😂
You should do some more videos in Canada dude! Lots to choose from. You’re intense for getting smuggled 😂
Identity Attack0.031980325
Insult0.071433455
Profanity0.057443913
Threat0.02682521
Severe Toxicity0.006942749
Low Tox 0.20265625 Moderate Con 0.392 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
I know a lot of Idians here in Buffalo, NY and many of them go to Canada. University of Buffalo is full of TONS for foreigners! Btw - we have the best chicken wings, should …
I know a lot of Idians here in Buffalo, NY and many of them go to Canada. University of Buffalo is full of TONS for foreigners! Btw - we have the best chicken wings, should pop on over bro!
Identity Attack0.18546575
Insult0.06953252
Profanity0.024882717
Threat0.009437286
Severe Toxicity0.0065231323
Low Tox 0.20242359 Constructive 0.753 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
seeing a lot of franchises only hiring Indians, I thought canada was supposed to have balanced work forces.
seeing a lot of franchises only hiring Indians, I thought canada was supposed to have balanced work forces.
Identity Attack0.27662867
Insult0.057890166
Profanity0.017367685
Threat0.0071070488
Severe Toxicity0.004310608
Low Tox 0.20242359 Moderate Con 0.313 Economic_Argument
Feb 15, 2026 Inside Canada's Indian Invasion...
2 of my kids attend Conestoga College...from a parent's POV - there is a lot of abuse/fraud of this system at this College
2 of my kids attend Conestoga College...from a parent's POV - there is a lot of abuse/fraud of this system at this College
Identity Attack0.019977676
Insult0.11464815
Profanity0.02474608
Threat0.007327127
Severe Toxicity0.003376007
Low Tox 0.20172562 Constructive 0.536
Oct 6, 2025 IRCC Names India in Study …
Before these people call others ‘migrants,’ they should remember that the only real migrants in Canada were the European settlers who arrived centuries ago and violently seized Indigenous lands. Indigenous nations :: Cree, Haudenosaunee, Mi’kmaq, …
Before these people call others ‘migrants,’ they should remember that the only real migrants in Canada were the European settlers who arrived centuries ago and violently seized Indigenous lands. Indigenous nations :: Cree, Haudenosaunee, Mi’kmaq, Inuit, Métis, and many more.. had lived here for thousands of years before Canada even existed. Colonization brought disease, massacres, land theft, and the cultural genocide of residential schools, where countless Indigenous children suffered and died. The Canada these people now claim as their own was built on stolen land and Indigenous blood. And now, the same system they built.... one that preaches democracy, equality, and freedom is biting them back, as people from every corner of the world, including those with darker skin, come to settle, contribute, and rightfully share in what they once stole. History has a way of balancing itself and this time, justice looks a lot more diverse...
Identity Attack0.14661247
Insult0.08831572
Profanity0.016616182
Threat0.012337137
Severe Toxicity0.005760193
Low Tox 0.20126031 Constructive 0.676 Moral_Argument
Oct 27, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
I see in the comments section there are a lot of people claiming racism and sexism about the video. How is asking questions to people that live in these places any of that? I mean …
I see in the comments section there are a lot of people claiming racism and sexism about the video. How is asking questions to people that live in these places any of that? I mean judging off of the poor English used in the comments I kinda get who it is
Identity Attack0.10221587
Insult0.06529768
Profanity0.06195303
Threat0.008556974
Severe Toxicity0.0052261353
Low Tox 0.20126031 Constructive 0.625 Meta_Commentary
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
They are too many migrants in Canada, thats a fact. A lot if illegals as well.
They are too many migrants in Canada, thats a fact. A lot if illegals as well.
Identity Attack0.22063516
Insult0.06652143
Profanity0.013985921
Threat0.006304411
Severe Toxicity0.0039100647
Low Tox 0.20102765 Moderate Con 0.395 Fear_Threat
Feb 12, 2026 1 likes Canada's tighter immigration policy divides …
I work for an Indians and he said he won't hire another Indian so that says a lot.
I work for an Indians and he said he won't hire another Indian so that says a lot.
Identity Attack0.2700233
Insult0.046764325
Profanity0.03765389
Threat0.009696201
Severe Toxicity0.0060272217
Low Tox 0.200795 Constructive 0.543 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Try here in times road..north york... lots of aliens..and in mississauga
Try here in times road..north york... lots of aliens..and in mississauga
Identity Attack0.11163961
Insult0.075868964
Profanity0.021056883
Threat0.008582866
Severe Toxicity0.004043579
Low Tox 0.200795 Moderate Con 0.394
Dec 24, 2025 Deportations From Canada at Their …

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.