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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 would a Punjabi would …" 19 comments
Bitches be saying that people in India being surprressed , these khalistanins are brainwashed and should be imprisoned for life for ever advocating as indians or referencing themselves as indians ! 99% of people there …
Bitches be saying that people in India being surprressed , these khalistanins are brainwashed and should be imprisoned for life for ever advocating as indians or referencing themselves as indians ! 99% of people there in Brampton are less literate than 99% of the people I've met here in India North to South. (P.S khalistanins are brainwashed terrorists like many Pakistani , even bloody pakistani are better off tf (never would've said it but these people are embarassment) !- From a true indian and a punjabi.
Identity Attack0.6649212
Insult0.67735565
Profanity0.64080805
Threat0.34839883
Severe Toxicity0.45895407
Toxic 0.7761081 Moderate Con 0.498 Identity Attack Insult Identity_Assertion
Feb 10, 2026 Inside Canada's Indian Invasion...
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh …
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh no no Indians can't be in the government even though they have been living in the Brampton and GTA area for generations they are overlooked as real citizens but now that things have changed social media pages and channels like this have been for the past 3-4 years spreading propaganda about Indians ruining Canada or some stupid shit like that. This video is just highlighting how easy it is to make this divisive content. This is in similar lines to those Instagram reel pages that post every little mistake Indian people do and get recorded and shamed for it online. Other races do the same shit but those pages only post about Indians. Target a specific group, even though all races have people like that. Racism needs a target race, it's like a hate group that's now festering online. I don't see these racists outside, but I know they are there silently judging me sitting in a public place. As for the amount of Immigrants, complain to your government. Actually try to make a change instead of being racist and divisive. This is not a solution, in fact it's the opposite of an actual solution that would work. All I see is Indian people especially in Brampton are hard workers that work 10+ hour shifts for minimum pay living paycheck to paycheck, and they are getting exploited by the companies that are Canadian but no one wants to talk about that, let's just complain about an ethnic group instead. Damn schizos.
Identity Attack0.48915586
Insult0.47787863
Profanity0.4001375
Threat0.06658544
Severe Toxicity0.16960317
Moderate 0.47173777 Constructive 0.706
Oct 4, 2025 16 likes Inside Canada's Indian Metropolis (Brampton)
As a indian I would just like to say that there are many reasons they are immigrating 1. They want to show off in front of their Indian relatives 2. They have a VERY BIG …
As a indian I would just like to say that there are many reasons they are immigrating 1. They want to show off in front of their Indian relatives 2. They have a VERY BIG inferiority complex thinking that Canada is some sort of heaven 3. To make some money and improve their quality of life(because if u don't study well here the quality of ur life decreases) As an Indian I just pity the people who must've lived there wherever indians go they treat it like sh*t I live in delhi it is not THAT bad as u might think for a matter of fact india is improving every day but still people like these are such douchebags And not being racist 99% of them are either Punjabis or gujaratis
Identity Attack0.44690517
Insult0.42167732
Profanity0.42102736
Threat0.015429466
Severe Toxicity0.049354076
Moderate 0.4574824 Constructive 0.617 Personal_Narrative
Feb 1, 2026 Inside Canada's Indian Metropolis (Brampton)
Canada's liberal governments thought that these Punjabi Khalistanis, who kill Hindus and carry out terrorist activities in India, would blackmail India by giving them shelter. But this claim backfired.
Canada's liberal governments thought that these Punjabi Khalistanis, who kill Hindus and carry out terrorist activities in India, would blackmail India by giving them shelter. But this claim backfired.
Identity Attack0.48915586
Insult0.27558193
Profanity0.06746418
Threat0.34804323
Severe Toxicity0.023076924
Moderate 0.4014846 Moderate Con 0.363 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
When I went to Niagara college it was 90% Indian exchange students. I saw punjabis pimping out girls in the school bar and constantly selling hard drugs in the open. I saw Indians drag women …
When I went to Niagara college it was 90% Indian exchange students. I saw punjabis pimping out girls in the school bar and constantly selling hard drugs in the open. I saw Indians drag women bye their hair through the hallways and force themselves onto them in private study rooms, while their friends guarded the exit to the room. Multiple times i had to stand up for women and almost get physical with them. One pulled a knife out on my in the hallway when I told him to get off a girl that obviously didn't want it. Me and my friend rented a house beside the college and we would have occasional partys. They would show up the party and push hard drugs onto my friends. One was flashing around a hand gun and acting like a wanna be gangster. They would steal things and leave their trash everywhere. I finally had enough and said no more Indians at my house.
Identity Attack0.46028158
Insult0.33998606
Profanity0.2661772
Threat0.2836219
Severe Toxicity0.035007052
Moderate 0.39842087 Constructive 0.648
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Why would a Punjabi would accept to cross a white American into the US?
Why would a Punjabi would accept to cross a white American into the US?
Identity Attack0.46028158
Insult0.16875735
Profanity0.119731516
Threat0.051391184
Severe Toxicity0.023076924
Moderate 0.38601747 Low Con 0.225 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
As an indian, I feel sad to see that this is Canada, nobody would want anyone's country to change like this. pls deport most of them, they can't even speak English. Only allow highly educated, …
As an indian, I feel sad to see that this is Canada, nobody would want anyone's country to change like this. pls deport most of them, they can't even speak English. Only allow highly educated, skilled people; race doesn't matter, even that nurse guy should be deported. Don't allow any indian asylum seekers because India is poor, not as bad as a war-ridden country only allow doctors, engineers, and scientists, and businessmen with a master's degree, and don't allow Punjabi guys, they are less educated and quite erratic. Please check if they have any criminal history, and this applies to all immigrants who are not from Europe or Southeast Asia, etc You guys don't need indian truckers and janitors. pls don't be racist. Remember, 15% of all Canadian doctors are indian
Identity Attack0.46028158
Insult0.30326313
Profanity0.075792134
Threat0.046541955
Severe Toxicity0.023076924
Moderate 0.3827457 Constructive 0.616
Oct 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Trust me canadians Ban the hindu aggression first hand Or you lot will end like their minority who are looked down and an enforced beef ban in the name of democracy. Next thing you know, …
Trust me canadians Ban the hindu aggression first hand Or you lot will end like their minority who are looked down and an enforced beef ban in the name of democracy. Next thing you know, you would berated in your own country, ask the muslims and Christians the suffering they go through because of the majority. The punjabi population you see there is predominantly Hindu too not sikh. They have been trained to say they are from Punjab to take attention away from Hindus
Identity Attack0.45610145
Insult0.17858955
Profanity0.037904397
Threat0.043955702
Severe Toxicity0.015544481
Moderate 0.36095104 Moderate Con 0.46 Fear_Threat
Feb 28, 2026 7 likes Inside Canada's Indian Invasion...
Just so we are clear, bro I just moved to Brampton myself. I am a Canadian born citizen, but also Hindu Punjabi but i recently got baptized into Christianity. However, I wanted to state that …
Just so we are clear, bro I just moved to Brampton myself. I am a Canadian born citizen, but also Hindu Punjabi but i recently got baptized into Christianity. However, I wanted to state that the poo eating is only in one part of India more or less which you already went to and The rest of India does not condone the eating of deh poo poo. Thank you and yes their are a lot of dirty ppl also unfortunately. Facts are facts. A lot of us dont like being clean for some reason. A shower a day would be nice. Some Deodorant also would be great cuz the purchasing of deodorant seems to be quite low over here. Wish i ran into you man i would have enjoyed talking to u. Big fan.
Identity Attack0.28034934
Insult0.34314156
Profanity0.16496858
Threat0.008272167
Severe Toxicity0.01502803
Moderate 0.34328604 Constructive 0.818 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
11:56 as a punjabi the cultural shock was insane the people were asking to put the cloth on that guys head but if it were in my city they would have resorted to violance or …
11:56 as a punjabi the cultural shock was insane the people were asking to put the cloth on that guys head but if it were in my city they would have resorted to violance or wouldnt have let me in gurduwara in the first place unless i had pag on
Identity Attack0.17536941
Insult0.110259406
Profanity0.15812257
Threat0.1733226
Severe Toxicity0.02116089
Moderate 0.32289913 Constructive 0.592 Personal_Narrative
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
Your supposed human trafficker is not Punjabi… and what human trafficker would let you to go to Pizza Pizza alone mate??
Your supposed human trafficker is not Punjabi… and what human trafficker would let you to go to Pizza Pizza alone mate??
Identity Attack0.14875233
Insult0.15840563
Profanity0.03990845
Threat0.010472948
Severe Toxicity0.009651184
Low Tox 0.2667042 Moderate Con 0.318 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
Indian here, our government have been requesting Canadian government to sent these Punjabis back home. They’re not even sending back dangerous people and allowed to “seek asylum” against jail time in India. I have no …
Indian here, our government have been requesting Canadian government to sent these Punjabis back home. They’re not even sending back dangerous people and allowed to “seek asylum” against jail time in India. I have no idea why Canadian government would allow this to happen to their own country.
Identity Attack0.28883415
Insult0.0836065
Profanity0.016821137
Threat0.010110466
Severe Toxicity0.007171631
Low Tox 0.25462922 Constructive 0.602
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at 2:50 was purhaps the most honest 'white' guy you will meet. The fact is Indians didn't take over, the upper class just decided to move north to Bolton or more west to the Halton area. Over time enough Indians replaced them to basically take over important roles like police officers and political positions. Eventually just like East Asians have Markham and parts of Scarborough, the south Asians had a high enough population for Brampton to be considered their home turf. Eventually though it was the student visas that drove Canadians crazy. Millions of students in record time and I believe there was an additional 4 million who came on temporary work visas during covid, eventually Canadians got annoyed. Personally I don't see any problem with it as long as we keep building apartments and homes for the new immigrants to rent and live it doesn't bother me. I would like to see three times more immigration especially from Europe as this country is super underpopulated and we need people to open factories and build companies that will strengthen Canada as a whole and employ our own not just send money back to their countries. So its not an invasion we just need come to a place of understanding and learn to work together. I will finish with the one negative; there truly is a massive lack of assimilation and this may prove to be more of a problem than we realize but I won't go into it. Stay strong my Punjabi friends 👳🏿
Identity Attack0.293411
Insult0.123407245
Profanity0.06596114
Threat0.012285355
Severe Toxicity0.009613037
Low Tox 0.25462922 Constructive 0.875 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Most of those "Indians" would tell you they aren't Indian but rather Punjabi (the latter being their ethnicity, whereas Indian was their former nationality).
Most of those "Indians" would tell you they aren't Indian but rather Punjabi (the latter being their ethnicity, whereas Indian was their former nationality).
Identity Attack0.28034934
Insult0.06459839
Profanity0.03915693
Threat0.00814271
Severe Toxicity0.0065231323
Low Tox 0.2043827 Moderate Con 0.395
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I’m a second gen Indian in Canada born in USA. It’s become so us vs them between locals and immigrants, that Im caught in the middle, I belong no where and everywhere. There’s no room …
I’m a second gen Indian in Canada born in USA. It’s become so us vs them between locals and immigrants, that Im caught in the middle, I belong no where and everywhere. There’s no room for my voice, because I’m no different then any Canadian or American in how I act but nothing separates me from Punjab and Kashmir other than accident of birth and one generation. My English is NE United States, my French Québécois, my Hindi Dehli,Punjabi Jalandar, Urdu Lahori, and Turkish Ankara. I speak six languages and I’m fluent in none, I’m from three countries yet none of them want me. It would be great if more of these types of investigations included our voices, as we’re neither here nor there yet caught in the middle of all of this.
Identity Attack0.18903255
Insult0.082619295
Profanity0.030138692
Threat0.009126588
Severe Toxicity0.008964539
Low Tox 0.1996317 Constructive 0.806 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
TFW completely destroyed the Canadian job market. Canadian companies would rather use the program than hire local Canadian workers or young workers who are looking for there first job opportunity and gain experience. I respect …
TFW completely destroyed the Canadian job market. Canadian companies would rather use the program than hire local Canadian workers or young workers who are looking for there first job opportunity and gain experience. I respect immigrants who come to Canada, contribute to the community and economy and are willing to leave their culture in the past and adapt to our culture and language. I don’t respect immigrants who refuse to adapt to our language and culture. You’re in Canada, it’s either English and French, stop speaking Punjabi everywhere because we all can’t stand it, especially in businesses. Canada has a major immigration problem at this point. It’s not racist when it’s true. The truth is on film and everyone sees it. Canadians deserve better than what is happening right now. All we want is opportunities and opportunities to buy homes and have families. But the Canadian government would rather bend over to the Punjabi’s. What a disgrace!!
Identity Attack0.07508347
Insult0.04910661
Profanity0.014293353
Threat0.007870848
Severe Toxicity0.002784729
Low Tox 0.121732734 Constructive 0.654 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Its was nice country when we landed in 2008 now most students doesnt even know english with IELTS 8 and they talk in pure Punjabi They are basically farmers and sold their land and did …
Its was nice country when we landed in 2008 now most students doesnt even know english with IELTS 8 and they talk in pure Punjabi They are basically farmers and sold their land and did make false and fake credentials.I can challenge if fhey are taken IELTS here in Canada their score would be 2 Alhamdulillah we came from a Cosmopolitan citt on POINTS and worked hard in Middle East in Medical facilities.
Identity Attack0.036105253
Insult0.0623257
Profanity0.0137468055
Threat0.006168481
Severe Toxicity0.0021076202
Low Tox 0.11336674 Constructive 0.659 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My …
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My home was in brampton for a long time and I have personally seen the safety gone down, my family used to come back from trips with our garage open and everything would be completely fine. The long term sikhs and indians came and actually contributing positively and that can be seen with how good canada was pre 2020. Immigration too an extent was good, but mass immigration was never a good idea. In 2018-2019 the old time punjabi community was heavily against so many students coming in, so much so people that were indian had "no students" signs when renting their basements. It's sad to see people that came here running things so badly and ruining the effort and contributions made by many(I even face the consqeunces of things I have never done). Remeber don't be afraid to call out people for their bullshit, but also dont bash innocent people. Now many ppl came to canada and have done good like sikhs having the highest donors of blood, plasma, and platelets. We also giveway a lot in charity and food. A good news is Canada is cracking down on these bad people and quickly, and many good people who came are returning back home. I have seen a lot of videos online, but please remember algorithms and pushed media make things seem worse than they actually are. My message is I'm sorry for how these people are acting, my recent trip to Canada(brampton) I saw better quality service and more white folk too. Stay safe and god bless!
Identity Attack0.039456755
Insult0.022448512
Profanity0.027000591
Threat0.008181547
Severe Toxicity0.0032043457
Low Tox 0.06421452 Constructive 0.862 Personal_Narrative
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Sikh’s and Punjabis are good people, I know many. Respectful, hardworking, friendly, and often speak excellent English. I would gladly welcome more into my community
Sikh’s and Punjabis are good people, I know many. Respectful, hardworking, friendly, and often speak excellent English. I would gladly welcome more into my community
Identity Attack0.021786476
Insult0.010894896
Profanity0.021125201
Threat0.008841781
Severe Toxicity0.0025177002
Low Tox 0.031331215 Constructive 0.697 Solidarity
Jan 29, 2026 1 likes 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.