Skip to content
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

click to expand

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.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "Indians Invasion" 129 comments · Page 5 of 6
We need a video on the indian problem in texas, abbott gets way too much credit when he's basically facilitating a full blown invasion, pretty soon texas will be like this.
We need a video on the indian problem in texas, abbott gets way too much credit when he's basically facilitating a full blown invasion, pretty soon texas will be like this.
Identity Attack0.32184324
Insult0.10294484
Profanity0.06044999
Threat0.03649433
Severe Toxicity0.013866014
Low Tox 0.29039988 Moderate Con 0.377
Jan 27, 2026 Inside Canada's Indian Invasion...
My dad grew up in Brampton, it was a blue collar biker town. Hell's Angels ran it. Now it's Browntown aka Bramladesh I grew up in Milton just down Steeles Rd. There was an HA …
My dad grew up in Brampton, it was a blue collar biker town. Hell's Angels ran it. Now it's Browntown aka Bramladesh I grew up in Milton just down Steeles Rd. There was an HA clubhouse until it got fire bombed when i was a kid. Plaid and Mullets is what i grew up in... Now its mostly Indian. They've pretty much connected through growth.... *cough cough ....Indian invasion. Going to my hometown is like a different place all together, when i left the was only 1 Indian takeout and it was expensive. Brownchode told me because he was the only 1 unless you wanted to drive to Brampton, he laughed. Now when i go back all the places i used to know are all Indian. From grocery to take out our dine in. It's actually gross to see the complete takeover, thanks federal govt and the pos liberals
Identity Attack0.33675182
Insult0.110259406
Profanity0.20262444
Threat0.03787563
Severe Toxicity0.02167734
Low Tox 0.2855005 Constructive 0.626 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This isn't immigration and assimilation. This is invasion. I think if you come to Canada, you are no longer a Sikh, Muslim, Indian etc. You're Canadian. There shouldn't be sub-cultures inside Canada. We shouldn't see …
This isn't immigration and assimilation. This is invasion. I think if you come to Canada, you are no longer a Sikh, Muslim, Indian etc. You're Canadian. There shouldn't be sub-cultures inside Canada. We shouldn't see people's skin color. If anything, we are MORE obsessed with skin color than we were in the 90s.
Identity Attack0.37730414
Insult0.07840354
Profanity0.021125201
Threat0.008323951
Severe Toxicity0.010986328
Low Tox 0.2854699 Constructive 0.555
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Should check out the Indian invasion on the trucking industry while you're here lol
Should check out the Indian invasion on the trucking industry while you're here lol
Identity Attack0.2831485
Insult0.0811385
Profanity0.07708528
Threat0.014566151
Severe Toxicity0.013607788
Low Tox 0.2853768 Low Con 0.272 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Indian invasion in Australia aswell turning it to Bollywood
Indian invasion in Australia aswell turning it to Bollywood
Identity Attack0.29951343
Insult0.0820023
Profanity0.08775374
Threat0.026479885
Severe Toxicity0.01735206
Low Tox 0.28087774 Low Con 0.168 Fear_Threat
Feb 11, 2026 Inside Canada's Indian Invasion...
It's funny how history changes British did this more than 100yrs. Invasion to India. Indians hated that, suffered and fought for freedom It's reverse now. Indians are taking over western countries
It's funny how history changes British did this more than 100yrs. Invasion to India. Indians hated that, suffered and fought for freedom It's reverse now. Indians are taking over western countries
Identity Attack0.33352965
Insult0.0813853
Profanity0.06395709
Threat0.01238892
Severe Toxicity0.009613037
Low Tox 0.28087774 Constructive 0.548 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Metropolis (Brampton)
The, 'CULTURAL ARROGANCE', of the, we can do anything we want culture. We can have as many gangs as we want, we can have as many guns as we want, we can do as many …
The, 'CULTURAL ARROGANCE', of the, we can do anything we want culture. We can have as many gangs as we want, we can have as many guns as we want, we can do as many shootings as we want, we can drive as dangerously as we want, we can do as many extortion attempt shootings as we want, we can operate our dumptrucks/oversize vehicles as recklessly as want, we can hit as many overpasses as we want, we dont have to have customer service skills, nor be able to communicate so you understand us, and on and on! "Immigration without Assimilation is an Invasion." Indians are the number one threat to our society and our safety! You say, 'Racist', I say, 'Realist.'
Identity Attack0.028886627
Insult0.15911613
Profanity0.049928714
Threat0.20938614
Severe Toxicity0.01322045
Low Tox 0.27975297 Moderate Con 0.378 Fear_Threat
Feb 9, 2026 1 likes Inside Canada's Indian Invasion...
You are a pretty good influencer you know how to get engagement but the thing that you might miss is that you also plant seeds of racism in people's brain, I get your idea about …
You are a pretty good influencer you know how to get engagement but the thing that you might miss is that you also plant seeds of racism in people's brain, I get your idea about the illigal immigrants and I totally agree that all the illigal immigrants should not only be deported but should also be punished strictly and I get it that it's frustrating that people are not following the rules or people are doing bad stuff there but the thing is not only the content but also the intent behind the making and releasing this video, you could have mentioned illigal immigration but you choose to use words like Indian invasion and giving a name to a specific event would cause racism and hate towards the community as well as for the country, The way you showed the clips of specific people showing middle finger in cars I can show a tons of videos of native candains doing the same thing but then it's morally wrong because everyone's not same, same way just check out there's a lot of people who does bad things in public who are the citizens of Canada and who are doing bad stuff, imagine I make a video saying that "The stupid canadians who doesn't follow rules" that video will also show partial truth of some Canadians doing stupid things but associating Canada's name would spread racism against them which is wrong, same way you could've made a video on illigal immigrants who came from india but you choose to get more engagement by using racist terms and things which will make people think that all indians are same, in conclusion I just want to say that in america the highest earners are American-indians and I really thank us government for giving opportunities to them but they not only worked hard for those opportunities but they also worked more then the Americans to get to the top, if the America would have a better person to be the ceo of Google then sundar pichai must have been in india but since he's the best he's at the top same way every american-indian or legal immigrants not only worked hard to get there but also worked more to reach where they are, YOU HATE US, CAUSE YOU AIN'T US. (If you have talent skills and passion come to India and try to become ceo of Reliance industries or TATA group and if you really manage to do it I will not only say sorry but I will myself get all the Indians out of Canada) ✌️♌
Identity Attack0.27991617
Insult0.16337912
Profanity0.07514556
Threat0.058826666
Severe Toxicity0.014382465
Low Tox 0.27525392 Constructive 0.818 Moral_Argument
Feb 5, 2026 2 likes Inside Canada's Indian Invasion...
Go take a look at Indian Illinois invasion
Go take a look at Indian Illinois invasion
Identity Attack0.2831485
Insult0.06354945
Profanity0.059447967
Threat0.014738814
Severe Toxicity0.011978149
Low Tox 0.26293078 Low Con 0.213 Comparative_Framing
Feb 4, 2026 Inside Canada's Indian Invasion...
Why are you only targeting the Indian community?? How about the Chinese invasion in Markham?? The whole city of Markham is only Chinese
Why are you only targeting the Indian community?? How about the Chinese invasion in Markham?? The whole city of Markham is only Chinese
Identity Attack0.29035977
Insult0.06407392
Profanity0.027410502
Threat0.013372798
Severe Toxicity0.0076293945
Low Tox 0.2553839 Low Con 0.271 Identity_Assertion
Jan 28, 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...
They are taking OUR jobs. We aren’t “Canada” anymore, we are New Canindia. I honestly might move in the middle of nowhere just to get away from the invasion. I bet you there’s more Indians …
They are taking OUR jobs. We aren’t “Canada” anymore, we are New Canindia. I honestly might move in the middle of nowhere just to get away from the invasion. I bet you there’s more Indians in Canada than Canadians. I miss Canada.
Identity Attack0.28034934
Insult0.0810151
Profanity0.02119352
Threat0.009644418
Severe Toxicity0.009155273
Low Tox 0.25462922 Moderate Con 0.479 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Canada no longer feels the same as a result of the Indian invasion, even if the “upper class” immigrants are coming here. I now even see Bollywood ads at my local mall. Now local fast …
Canada no longer feels the same as a result of the Indian invasion, even if the “upper class” immigrants are coming here. I now even see Bollywood ads at my local mall. Now local fast food chains are offering “masala” options, for obvious demographic reasons
Identity Attack0.29798782
Insult0.07396803
Profanity0.016821137
Threat0.0072365063
Severe Toxicity0.006752014
Low Tox 0.25462922 Moderate Con 0.464
Jan 27, 2026 Inside Canada's Indian Invasion...
As Trump said “It’s not because you invaded a land 500 years ago that you are entitled to own it”! Indian invasion is total legit. No one wants to go to Canada anyway. They are …
As Trump said “It’s not because you invaded a land 500 years ago that you are entitled to own it”! Indian invasion is total legit. No one wants to go to Canada anyway. They are lucky to get anyone willing to living there anyway.
Identity Attack0.28034934
Insult0.06953252
Profanity0.017572641
Threat0.00899713
Severe Toxicity0.008468628
Low Tox 0.2524482 Moderate Con 0.324 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Inside Canada’s Indian Invasion- Bro, you’re about 40 years too late, lol.
Inside Canada’s Indian Invasion- Bro, you’re about 40 years too late, lol.
Identity Attack0.23922618
Insult0.08508729
Profanity0.023379711
Threat0.008103873
Severe Toxicity0.007247925
Low Tox 0.24924077 Low Con 0.231 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
I'm also Indian and I also live in Brampton, Ontario, CA and I can agree that the Canada's Indian Invasion is WILD. Also, a location you visited is called Trinity Common Mall and I visit …
I'm also Indian and I also live in Brampton, Ontario, CA and I can agree that the Canada's Indian Invasion is WILD. Also, a location you visited is called Trinity Common Mall and I visit there almost every week, it's right next to my house haha. I have also visited some of the locations you have visited in this video. Aside from that, this video was great in explaining the invasion and I'm glad you stepped up to inform the situation. Also, that's my brother sitting on the left by himself at 9:26
Identity Attack0.27778897
Insult0.0836065
Profanity0.07805514
Threat0.012026439
Severe Toxicity0.013672344
Low Tox 0.24603334 Constructive 0.872 Personal_Narrative
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
I have an Indian friend who I'm sure is a Sikh (has the turban. Never asked though). He's also very much a proud Canadian, so I can just picture him being mad about the Indian …
I have an Indian friend who I'm sure is a Sikh (has the turban. Never asked though). He's also very much a proud Canadian, so I can just picture him being mad about the Indian invasion the most.
Identity Attack0.29035977
Insult0.06858205
Profanity0.03239325
Threat0.009385503
Severe Toxicity0.0064468384
Low Tox 0.24442963 Constructive 0.647 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
There's Indian people everywhere, I don't think it's an invasion, there is just a lot of them. They have to live somewhere.
There's Indian people everywhere, I don't think it's an invasion, there is just a lot of them. They have to live somewhere.
Identity Attack0.28034934
Insult0.062150877
Profanity0.051181246
Threat0.010887212
Severe Toxicity0.008888245
Low Tox 0.23198941 Constructive 0.515
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Canadian citizen, our government is giving them way too much. They are changing the rules and laws to cater towards the Indian Invasion. While real Canadian citizens are left in the dark.
As a Canadian citizen, our government is giving them way too much. They are changing the rules and laws to cater towards the Indian Invasion. While real Canadian citizens are left in the dark.
Identity Attack0.23391083
Insult0.07840354
Profanity0.017162729
Threat0.0078449575
Severe Toxicity0.0051498413
Low Tox 0.22579013 Moderate Con 0.454 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
It wasn't long ago when simply talking about the Indian invasion in Canada would get you silenced. Thanks Tyler!
It wasn't long ago when simply talking about the Indian invasion in Canada would get you silenced. Thanks Tyler!
Identity Attack0.23922618
Insult0.06858205
Profanity0.01620627
Threat0.008789998
Severe Toxicity0.0052261353
Low Tox 0.22177623 Moderate Con 0.49 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Indian invasion?
Indian invasion?
Identity Attack0.24462871
Insult0.04207976
Profanity0.04892669
Threat0.0130621
Severe Toxicity0.009384155
Low Tox 0.20973456 Low Con 0.299 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
My town got the invasion in the past couple of years, 90% of my business is now done with Indians. Tim's, fast food, deliveries, Walmart, CDN Tire, etc. Young people can't get a start in …
My town got the invasion in the past couple of years, 90% of my business is now done with Indians. Tim's, fast food, deliveries, Walmart, CDN Tire, etc. Young people can't get a start in the job market because the govt subsidizes their wages with our taxes.
Identity Attack0.25986546
Insult0.054376744
Profanity0.016821137
Threat0.00704232
Severe Toxicity0.005264282
Low Tox 0.20219094 Constructive 0.604 Economic_Argument
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Why do you call it an Indian invasion?
Why do you call it an Indian invasion?
Identity Attack0.24293575
Insult0.045593183
Profanity0.056441884
Threat0.009411395
Severe Toxicity0.007133484
Low Tox 0.20219094 Low Con 0.226 Question
Jan 28, 2026 Inside Canada's Indian Invasion...
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two …
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two provinces/states - Punjab and Gujarat. From Punjab - Most of the population who migrates to Canada are villagers. They are notoriously famous in Punjab cities as well for creating trouble. They have no civic sense, always getting involved in illegal stuff, some use drugs, no etiquettes, poor hygiene and very arrogant sometimes. Another thing, Canadian government over the years stopped taking in-person interviews and got lenient with rules for gaining a visa especially for students which doesn't make sense and one should be catious so of what kind of people they are letting in their country. This leads to letting in a bunch of wrong people who are already a troublemaker in Punjab and then represents a bad of side of Indians. A side note - Every Indian province is very very different and not all people are same in India. It's definitely a shit situation which shows Canadian government definitely needed a better way to handle immigration. A lot of international students has been exploited by the system as well if you get to know from there point of view as well. Seeing the thumbnail and title of this video shows what kind of a person Tyler is. Without a proper research and understanding, he just made a video to appease people who hates on Indians. Title says Invasion, is he for real? I see way more Chinese immigrants here in Canada than any other nationality. Punjabi Indians are to be blamed as for creating a bad picture for themselves but hating on whole country without knowing them feels prejudiced. I hope whoever is reading to really open their eyes and understands that this is a government failure for not having strict rules and regulations. Indians have been immigrating to Canada for more than 100 years but you see them as a problem now due to last 8 years of bad decisions. Last thing, you see more Indians in Tim Hortons and mock them, is that a bad thing on loving and supporting a Canadian brand? Definitely poor english speaking employees is a problem, but that is a management issue. You don't like it, have a word with the Manager if they don't act on it, then I guess they don't really care for your opinion. Its on you now whether you want your coffee or better english 😂
Identity Attack0.17536941
Insult0.08831572
Profanity0.022423252
Threat0.008789998
Severe Toxicity0.0049591064
Low Tox 0.20009702 Constructive 0.774 Policy_Critique
Feb 20, 2026 Inside Canada's Indian Invasion...
As a Indian I feel it's not good thing Canada belongs to local canadians not immigrants who migrated years ago this is how invasion looks like if not stopped this people will keep increasing some …
As a Indian I feel it's not good thing Canada belongs to local canadians not immigrants who migrated years ago this is how invasion looks like if not stopped this people will keep increasing some of this people even take double status from India and Canada giving them political rights is most dangerous hope your Canadian government wakes up from deep sleep
Identity Attack0.17536941
Insult0.06984934
Profanity0.0157622
Threat0.010188141
Severe Toxicity0.00541687
Low Tox 0.19870108 Constructive 0.598
Sep 22, 2025 1 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.