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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: "Coming from a guy that …" 109 comments · Page 3 of 5
8:37 did he just say Kerala?? Does he thinks Sikhs come from Kerala?? This guy is so blinded for views that he completely ignores how wrong he is on so many levels.
8:37 did he just say Kerala?? Does he thinks Sikhs come from Kerala?? This guy is so blinded for views that he completely ignores how wrong he is on so many levels.
Identity Attack0.13591312
Insult0.29855028
Profanity0.10116278
Threat0.012078222
Severe Toxicity0.013736901
Moderate 0.37576625 Moderate Con 0.379 Policy_Critique
Feb 26, 2026 1 likes Inside Canada's Indian Invasion...
@9:50 Indian guy: Acctuly India is better for us White guy: Why did you come Indian guy: For better future xDDDDDD
@9:50 Indian guy: Acctuly India is better for us White guy: Why did you come Indian guy: For better future xDDDDDD
Identity Attack0.38246045
Insult0.09416737
Profanity0.1352073
Threat0.030278467
Severe Toxicity0.023076924
Moderate 0.36095104 Moderate Con 0.336 Humor_Satire
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
What problem do you have with Indians living there? You guys are from Europe yourself. White people, and people from all over the world are coming to Canada because Canada was a vacant lot. It's …
What problem do you have with Indians living there? You guys are from Europe yourself. White people, and people from all over the world are coming to Canada because Canada was a vacant lot. It's not anyone's land. There are no native inhabitants there. Understand?😮😮😮😮😮😮😮
Identity Attack0.38215697
Insult0.12521741
Profanity0.035148825
Threat0.007068211
Severe Toxicity0.011672974
Moderate 0.3389984 Moderate Con 0.378 Moral_Argument
Mar 3, 2026 1 likes Inside Canada's Indian Invasion...
Canadian born and raised in a small northern town Facts- they ruin the trucking industry, the dump truck industry, they run all the restaurant chains (want a taco, a red dot Indian will make it …
Canadian born and raised in a small northern town Facts- they ruin the trucking industry, the dump truck industry, they run all the restaurant chains (want a taco, a red dot Indian will make it for you) my daughter got hired at Tim's ( cpl years back) the ONLY reason she got a second interview is because her first name can be easy Indian or Irish. They were calling her up she's standing there they couldn't understand how a white girl got hired. It's not ok. Even the non extreme ones do sympathize with extremist acts of terror on Christians. 70% have admitted this. When you listen to the news, 99% of the crimes - violent, assault, home invasions, women set ablaze on the subway... EVERY NAME IS NOT CANADIAN!!! sorry if you break the law , federal violent crimes or fraud GET THE F.O 5 years ago 1 store was bought by that group of people.... Within a year they were everywhere, and how they get to buy homes or business? Cuz they cheat the system. Living 20 in an apartment, running transports 24/7 letting unlicensed family members drive while they rest they cut open the seat to poop out the bottom while still clocking Kilometers while the Canadian guy follows rules. They undercut job prices safety is absent. We are getting outnumbered when we have paid into the system out whole lives. They come here get a welfare check get housing get all the cra benefits they never paid a dime into. It's bullshit we aren't happy and they gotta go Educational purposes only Entertainment purposes only
Identity Attack0.38176915
Insult0.24630153
Profanity0.08775374
Threat0.011249693
Severe Toxicity0.015286255
Moderate 0.33504707 Constructive 0.668
Jan 27, 2026 Inside Canada's Indian Invasion...
To Canadian people, the community that most interested in coming to Canada is Punjabi Sikh, why?-> ISI of Pakistan with CIA radicalized most of them back in 1970 against GOI. They rebels( khalistani ) disguised …
To Canadian people, the community that most interested in coming to Canada is Punjabi Sikh, why?-> ISI of Pakistan with CIA radicalized most of them back in 1970 against GOI. They rebels( khalistani ) disguised themselves as Holy warriors ironically their actions were against Sikh Principles. Long story short Indian Republic went to war with them, smashed their butts . Most of them started taking refuge in UK and Canada. Your Govt tried to fish in troubled waters in India. Back to present, these guys got rich due to better job opportunities. This attracted their relatives to shift as well. This started to take a form of movement in Punjab, India to go settle in Canada. Canadian govt supported this, I don't why they wanted that. Now these guys rally your streets, don't obey rules. Guess what, Canadian Govt is protecting them from Indian Govt. Destroying relationship with Indian Govt just for them.
Identity Attack0.26325142
Insult0.24903896
Profanity0.22612886
Threat0.051067904
Severe Toxicity0.017610285
Moderate 0.31132057 Constructive 0.645 Unverified_Claim
Sep 28, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
You guys can’t respect Canada and have the same values like Canada, wanting to change our wonderful country then please do Canadian a favor and go back to your country. I hate to see how …
You guys can’t respect Canada and have the same values like Canada, wanting to change our wonderful country then please do Canadian a favor and go back to your country. I hate to see how our lovely country is going down hill because of the mistakes of our government not screening the immigrants coming to this country. We’re sick and tired of the mess this has done to our country. My son is almost 40, born in Canada and is facing the sane dilemma as our fellow Canadians. We must do some reform with our immigration.
Identity Attack0.27991617
Insult0.24928534
Profanity0.035649836
Threat0.009747985
Severe Toxicity0.011367798
Moderate 0.31132057 Constructive 0.597 Identity_Assertion
Sep 15, 2025 Why Canadians Are Turning Against …
When did Canada become so unwelcoming? They are students that want a better life. Let them stay, this isn't who we are as Canadians. We all are immigrants legal or illegal. Come on guys shame...
When did Canada become so unwelcoming? They are students that want a better life. Let them stay, this isn't who we are as Canadians. We all are immigrants legal or illegal. Come on guys shame...
Identity Attack0.2854555
Insult0.24171697
Profanity0.022354934
Threat0.007301235
Severe Toxicity0.0076293945
Moderate 0.30993456 Constructive 0.594
Oct 1, 2025 IRCC Names India in Study …
This guy never even been to India. He doesn't appreciate it the other way. Sophisticated British dude because he's a farmer man that had to come all the way to nowhere to exist
This guy never even been to India. He doesn't appreciate it the other way. Sophisticated British dude because he's a farmer man that had to come all the way to nowhere to exist
Identity Attack0.18235919
Insult0.24767025
Profanity0.08710717
Threat0.009437286
Severe Toxicity0.011062622
Moderate 0.30716252 Moderate Con 0.394 Meta_Commentary
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
a few years back Brampton had a mayoral election and one of the people running was this guy John Sprovieri and he received and email complaining that a white man should not even be running …
a few years back Brampton had a mayoral election and one of the people running was this guy John Sprovieri and he received and email complaining that a white man should not even be running because white people no longer have any business planning Bramptons future. He replied saying that people of all backgrounds want to come because of what white people built" he was sanctioned by the government for that comment and he was touted as a racist from then on. No comment was made about the indian woman who said white people shouldn't be allowed in the government in a Canadian city anymore. Last time I was in Brampton I was told to go back to my own country because I asked a group of indians who were playing indian music from concert volume speakers in a residential area at 1 am to turn it off. I don't think you captured a small fraction of how bad it is in Brampton.
Identity Attack0.3758158
Insult0.16853803
Profanity0.058445938
Threat0.013165667
Severe Toxicity0.0104522705
Moderate 0.3057765 Constructive 0.707 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
the orange vest guy was Tylers greatest wet dream come true lol
the orange vest guy was Tylers greatest wet dream come true lol
Identity Attack0.025404079
Insult0.110259406
Profanity0.16822512
Threat0.010472948
Severe Toxicity0.013543231
Moderate 0.3048984 Low Con 0.275 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Tbh its alot more saturated than you would think, I live in B.C and do alot of uber deliveries, 2400 alone last year. Id say 70% of the people in houses, and some really nice …
Tbh its alot more saturated than you would think, I live in B.C and do alot of uber deliveries, 2400 alone last year. Id say 70% of the people in houses, and some really nice houses are Indian. Also most fast food restaurants are run by indian managers and staff, I was in a KFC the other day that had 1 younger white male at the counter, and 5 punjab behind the counter. The workers were all yelling at eachother about orders in their language and the white guy looked so confused. English is the first language in Canada so it should be learned especially when it comes to a business context, does our government care tho? Nope.
Identity Attack0.36702603
Insult0.15485314
Profanity0.18786818
Threat0.013631714
Severe Toxicity0.017997624
Moderate 0.30427247 Constructive 0.753 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
At the end of the day, I don’t think people should be projecting their anger at immigrants and the only reason they should project their anger immigrant is if they’re bringing a nuisance and not …
At the end of the day, I don’t think people should be projecting their anger at immigrants and the only reason they should project their anger immigrant is if they’re bringing a nuisance and not follow the lawBut for being in Canada, that’s the government’s fault. The government kind of screwed everybody here, the immigrants, and the citizens of this country.. by bringing so many people into Canada these guys are also struggling. I almost think I wonder if there was some kind of like an underpayment that government officials got from these universities because a lot of of the people that come to the country as students they have to take some kind of a course and pay twice or three times as much as Canadian do.
Identity Attack0.22458547
Insult0.24835461
Profanity0.2258264
Threat0.011638066
Severe Toxicity0.013091337
Moderate 0.30319387 Constructive 0.683 Moral_Argument
Aug 27, 2025 Why Canadians Are Turning Against …
I knew an indian guy from work who was convinced he was subject to racism bc he and 4 OTHER men from india went to a park at around 9pm and a lady yelled at …
I knew an indian guy from work who was convinced he was subject to racism bc he and 4 OTHER men from india went to a park at around 9pm and a lady yelled at them to shut up. ME: She prob just wanted silence my gawd. Loud speaker phones, no sense of respect for the park....like come on. Give the lady some peace. its so disrespectful... I dont recall growing up being so annoyed with noise pollution. Even speaker phones on trains WTH
Identity Attack0.27759558
Insult0.16817254
Profanity0.11354194
Threat0.011042561
Severe Toxicity0.011291504
Low Tox 0.29039988 Constructive 0.683
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
As a white Canadian in a skilled trade who has lost 100's of thousands in work to lower bids from East Indians it honestly makes me wanna apply for M.A.I.D I worked for four years …
As a white Canadian in a skilled trade who has lost 100's of thousands in work to lower bids from East Indians it honestly makes me wanna apply for M.A.I.D I worked for four years In a apprenticeship to get my redseal these guys come work for three months at the union's an they leave start their own company it's only 150$ for a business license in Canada and than they cut my throat a job worth 80 a sheet for hang tape an paint they come an bid at 15$ a sheet! HOW CAN WE COMPETE? Anyways I just wanted to comment because I may legit just give up an self delete here rather soon :( I'm 26 btw been in the trades since 15
Identity Attack0.27759558
Insult0.15627414
Profanity0.084844165
Threat0.01254427
Severe Toxicity0.01393057
Low Tox 0.2854699 Constructive 0.71 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Guys this is beyond blaming Indians. You all need to look at the people enabling all this. They have an agenda to digitize IDs. Indians are actually being used, and yes they are gladly coming …
Guys this is beyond blaming Indians. You all need to look at the people enabling all this. They have an agenda to digitize IDs. Indians are actually being used, and yes they are gladly coming to Canada, but this is all a part But this is all on purpose by our very own Liberal governments. Liberal is the key word. The people who defy God.
Identity Attack0.32184324
Insult0.10148193
Profanity0.027410502
Threat0.008634649
Severe Toxicity0.006942749
Low Tox 0.2853768 Moderate Con 0.48
Oct 17, 2025 Inside Canada's Indian Metropolis (Brampton)
It’s crazy that the FBI will come to your door for post on social media because they flagged certain words, but these guys can post legit crimes and get away with it 😤😤😤🤬
It’s crazy that the FBI will come to your door for post on social media because they flagged certain words, but these guys can post legit crimes and get away with it 😤😤😤🤬
Identity Attack0.011469335
Insult0.18604483
Profanity0.08128801
Threat0.011638066
Severe Toxicity0.006713867
Low Tox 0.28425202 Low Con 0.259 Policy_Critique
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
I was called a Nazi because I suggested the same thing: the more people you have the less resources you have for everyone to go around. I was called a Nazi for saying that. I …
I was called a Nazi because I suggested the same thing: the more people you have the less resources you have for everyone to go around. I was called a Nazi for saying that. I wasn’t being a Nazi. I was being a mom. Any woman knows this. When you’re single, you can have a whole pie to yourself. You get married, you make a pie and you’ve got well maybe a couple of days worth of food. Add a child everybody eats comfortably but only for one night add a second child somebody’s gotta give up. You know what I mean like it’s just plain math Mathematics so I guess I’m too far left for the right and I’m too far right for the left, I guess. Although I’m not an immigrant, I am a person with disabilities and just recently when we lost the so-called Trudeau tax I wondered why I wasn’t getting it. Then on a Canadian conservative source I heard we weren’t getting it anymore and I was upset. Disgruntled person wrote in the comments section and I quote get over yourself. I think MAID could help you. That didn’t come from a left-wing source as many right wing folks will say that it’s the left who wants to euthanize disabled people. That came from someone from a right leaning source. So writer left nobody wants to pay for anyone to have a free ride, even if the ride isn’t really free. I live on $800 a month and I am much too disabled to work and I don’t have family. In addition, I’ve been told I’m not eligible for rent gear to income, but it’s not like I’m going to get well. Anyway, it seems people don’t like to put out for others and I get it because the folks at the top are always happy to see the little guys tear each other apart. None of our politicians have ever voluntarily Given up a pay cut to support those who can’t work any longer or who never could. That would be the pro life thing to do. They’re always voting themselves big raises.
Identity Attack0.23011416
Insult0.1087965
Profanity0.17566866
Threat0.016810767
Severe Toxicity0.01986976
Low Tox 0.28425202 Constructive 0.804 Personal_Narrative
Aug 31, 2025 Why Canadians Are Turning Against …
This is a great mini doc that takes time to hear out all sides. It's interesting how white immigrants see themselves on a higher tier, the Polish guy was saying Indian immigrants all get hotels- …
This is a great mini doc that takes time to hear out all sides. It's interesting how white immigrants see themselves on a higher tier, the Polish guy was saying Indian immigrants all get hotels- totally untrue! If you compare how the anti-immigrant ppl are speaking vs the immigrants you can see which side the hatred is coming from. I like when the Sikh temple leader tells him we see eachother as the same, we are all human- this strongly counters the thoughts ppl have on Indians clinging to their own. Ofc not all think like him
Identity Attack0.31307843
Insult0.113185234
Profanity0.08128801
Threat0.013269233
Severe Toxicity0.010375977
Low Tox 0.27525392 Constructive 0.831
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
I read the comments first before watching the video, and the negativity was strong. So I watched the video expecting to hear the Indians sounding terrible and entitled, and instead it's obvious they're just like …
I read the comments first before watching the video, and the negativity was strong. So I watched the video expecting to hear the Indians sounding terrible and entitled, and instead it's obvious they're just like every other group of immigrants who ever came before them, including those from Europe. The guy at 9:35 got lots of negative comments, but it's clear that he's the typical inspirational immigrant story, coming here, studying and working hard, and eventually achieving his degree, which brings him a better life in a prosperous country, the exact same thing Europeans came to Ellis Island for 100 years ago. And they also created Irish, Italian, Greek, etc. enclaves withing major cities. Also they say Brampton only had 18,000 people 50 years ago, and are upset that now it has 750,000, and all the growth has been from Indians. So then what's the problem? They didn't even displace anyone, they just moved to an area that was previously a small town on the outskirts of Toronto, and is now a major suburb. That growth of suburbs has happened over the last 50 years in every city in North America, from both domestic and immigrant people choosing to settle there. Did you expect a town that close to Toronto to experience zero growth over 50 years?!! While every other suburban area on the continent grows? If so, then you clearly aren't the brightest bulb.
Identity Attack0.2854555
Insult0.1505596
Profanity0.09389619
Threat0.012181788
Severe Toxicity0.012054443
Low Tox 0.27412915 Constructive 0.817
Oct 5, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
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 have become a burden on the average Canadian tax payers. The 1 guy India was better but yet they come here lmfao
Most have become a burden on the average Canadian tax payers. The 1 guy India was better but yet they come here lmfao
Identity Attack0.18546575
Insult0.12702756
Profanity0.07191269
Threat0.008893564
Severe Toxicity0.008125305
Low Tox 0.25462922 Low Con 0.265 Economic_Argument
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
As a brown guy who is born and raised here, not every brown person is Indian. There are Guyanese, Trinidadians, Sri Lankans, Bengali, Nepali etc people that are in no way related, linguistically, culturally or …
As a brown guy who is born and raised here, not every brown person is Indian. There are Guyanese, Trinidadians, Sri Lankans, Bengali, Nepali etc people that are in no way related, linguistically, culturally or religiously to people from Punjab that have been here decades and respect the land, the culture and learn English. The majority of the mass migration as of late has come from one state in India. Many are good people, but many try to make Canada the home they left. Too bad the rest of us south asians and west indians are painted with this broad brush.
Identity Attack0.29188538
Insult0.07967083
Profanity0.035900343
Threat0.008401625
Severe Toxicity0.006904602
Low Tox 0.25084448 Constructive 0.762 Personal_Narrative
Feb 24, 2026 Inside Canada's Indian Invasion...
Lined up in Indian supermarket my turn come up was completely ignored they served an Indian guy behind me 😂
Lined up in Indian supermarket my turn come up was completely ignored they served an Indian guy behind me 😂
Identity Attack0.23922618
Insult0.06669625
Profanity0.0887236
Threat0.017674083
Severe Toxicity0.010223389
Low Tox 0.24924077 Moderate Con 0.488 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Canada has lost itself allowing all this mass immigration to happen. I can assure you that there are millions of expired visas and fraudulent visas that the government claims to be checking on...but canadians know …
Canada has lost itself allowing all this mass immigration to happen. I can assure you that there are millions of expired visas and fraudulent visas that the government claims to be checking on...but canadians know that's a lie. So many don't want to learn english, assimilate to Canadian cultures and their entitlement is next level. They think they are above the law. If they love their culture so much and don't want to change...don't come to a better country like Canada just to make our country shit. The first guy speaking truth, even knows it's too much and out of control. And I can assure you all these so called doctors and engineers and so forth aren't the majority of immigrants coming in - being an amazon driver, working at Tim's or a gas station isn't a special skill set. And the smuggler guy - yeah those are exactly the type of people we want in our countries...they are shady, dangerous and break law as like it's a proper day job.
Identity Attack0.1808059
Insult0.1469393
Profanity0.02030538
Threat0.008013252
Severe Toxicity0.0063323975
Low Tox 0.2412222 Constructive 0.593 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Homeless guy at the beginning saying they do not pay taxes is peak Trailer Park Boys. He knows how to spell ODSP for sure. Not saying mass immigration is a good thing but being lectured …
Homeless guy at the beginning saying they do not pay taxes is peak Trailer Park Boys. He knows how to spell ODSP for sure. Not saying mass immigration is a good thing but being lectured from white 4th generation welfare recipients is probably not where the message should come from.
Identity Attack0.2463217
Insult0.0810151
Profanity0.01846078
Threat0.007353018
Severe Toxicity0.00541687
Low Tox 0.23812068 Moderate Con 0.407 Humor_Satire
Sep 19, 2025 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.