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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: "These are Punjabis who are …" 343 comments · Page 6 of 14
As a Canadian born, brown resident of Brampton, it truly sucks to see the Canadian culture we all love be completed obliterated by large scale, unchecked immigration from India specifically. In the gym, grocery store …
As a Canadian born, brown resident of Brampton, it truly sucks to see the Canadian culture we all love be completed obliterated by large scale, unchecked immigration from India specifically. In the gym, grocery store and most other common spaces, people speak Punjabi, not English. Truly horrible what happened to what was once such an awesome country and the worst part of it is, nobody, no policy maker will ever face justice for the cultural destruction they have caused. Sometimes though, I think, maybe Canada and Canadians dug their own grave. They/we voted in Liberal leadership time and time and time again, even when we saw our country being destroyed, in front of our very eyes.
Identity Attack0.36702603
Insult0.34237885
Profanity0.26098207
Threat0.01101667
Severe Toxicity0.021031776
Moderate 0.37694603 Constructive 0.712 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Most Punjabi people are connected with bad activities in Brampton and Surrey. And those both places are the most worst places of Canada.
Most Punjabi people are connected with bad activities in Brampton and Surrey. And those both places are the most worst places of Canada.
Identity Attack0.42615733
Insult0.26957804
Profanity0.030389199
Threat0.007922632
Severe Toxicity0.012833111
Moderate 0.37576625 Moderate Con 0.405 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Yep we are screwed big time, here in Moncton New Brunswick we only used to have a small number of Immigrants usually a mix of francophone students and refugees properly vetted by immigration. Jobs were …
Yep we are screwed big time, here in Moncton New Brunswick we only used to have a small number of Immigrants usually a mix of francophone students and refugees properly vetted by immigration. Jobs were available for everyone, a small example is the taxi cab drivers who were usually a mix of older semi retired Canadians, Sudanese and Syrian refugees who communicated well and tried to adapt to their new home, Canada. COVID hit and we started seeing Punjabi’s coming in unprecedented numbers, they say as students, from Brampton Ontario?Overnight all Walmart, Taxi/Truck Driving jobs, Tim Hortons, McDonalds were Punjabi jobs who do we blame? Rents are high, jobs once available are unavailable life has become hard where do we run same people voted again for the same government that has destroyed us 😢😢😢.
Identity Attack0.27662867
Insult0.28791866
Profanity0.33453682
Threat0.010550622
Severe Toxicity0.023076924
Moderate 0.36867723 Constructive 0.792
Jun 18, 2025 33 likes How Canada broke its immigration …
This is what Ive been waiting for, B town baby. I am an indian and am not at all proud of people leaving their own country to go be treated like dogs in other countries. …
This is what Ive been waiting for, B town baby. I am an indian and am not at all proud of people leaving their own country to go be treated like dogs in other countries. All the punjabis and sindhis want to go to canada. Thx for making the vid. I will share with my ex classmates who work at gas stations lol.
Identity Attack0.38185352
Insult0.27558193
Profanity0.13785136
Threat0.026479885
Severe Toxicity0.02296847
Moderate 0.3666224 Constructive 0.634
Jan 27, 2026 Inside Canada's Indian Invasion...
Punjabis are NOT Indians. Sikhs' homeland is Khalistan (Punjab)
Punjabis are NOT Indians. Sikhs' homeland is Khalistan (Punjab)
Identity Attack0.44690517
Insult0.34237885
Profanity0.16450337
Threat0.035458352
Severe Toxicity0.14126498
Moderate 0.3666224 Low Con 0.21 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
i am an indian who has never left his country and it makes me sad that my countrymen are ruining other countries as well. if you can't speak english, you have no right to stay …
i am an indian who has never left his country and it makes me sad that my countrymen are ruining other countries as well. if you can't speak english, you have no right to stay there, as simple as that, and it is strange how Canada is ruined by Punjabis, sikh terrorists in particular, as you can see all these are Punjabi sikh families, yet the hate is given to Indians and specifically to Hindus. I am not defending HINDUS here; there have been incidents where HINDUS have done things worthy of backlash, and they should be deported as well for their absolute religious stupidity, but why target only a specific religion and not the one that has done much worse, like literally being involved in criminal activities and notorious for it not only in Canada but in India as well? Exploited every policy and turned a Canadian city into its own home state city, and then felt proud of it in Indian podcasts: "yeah, Brampton feels like Punjab only."🤡 says a glorified ignorant Punjabi singer.
Identity Attack0.44690517
Insult0.26957804
Profanity0.0715894
Threat0.02181799
Severe Toxicity0.01986976
Moderate 0.3666224 Constructive 0.64
Nov 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Punjabi womens are hard workers and polite. Punjabi mens harass women in public pools and parks cannot behave in a strip club, in fact they only seem to behave well when they are married.
Punjabi womens are hard workers and polite. Punjabi mens harass women in public pools and parks cannot behave in a strip club, in fact they only seem to behave well when they are married.
Identity Attack0.44690517
Insult0.24835461
Profanity0.119731516
Threat0.036839653
Severe Toxicity0.02167734
Moderate 0.36456755 Constructive 0.563 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
In high school a Punjabi borrowed his brothers car and one day he was speeding and did a head on collision killing a mother and the daughter was pregnant
In high school a Punjabi borrowed his brothers car and one day he was speeding and did a head on collision killing a mother and the daughter was pregnant
Identity Attack0.2854555
Insult0.16551061
Profanity0.17101645
Threat0.43915427
Severe Toxicity0.02373986
Moderate 0.36095104 Moderate Con 0.496 Personal_Narrative
Feb 10, 2026 Inside Canada's Indian Invasion...
As an American, I am ignorant about Canada and its immigration policy, and so wonder how much stated in this video are lies due to racism, and how much is true? For example, the Indians …
As an American, I am ignorant about Canada and its immigration policy, and so wonder how much stated in this video are lies due to racism, and how much is true? For example, the Indians who come to the US are vetted, are educated, and work hard. Since the 90s, most of the Indians who come to the US are not Punjabi Sikhs, nor are they Muslim. Punjabis came earlier, but since the tech boom, most who come are Hindus usually from Southern India. About 20% are also Christian. These Hindu and Christian Indians from Southern India are model minorities. Think of these kids who do well in the Spelling Bee. No crime, no trash, just educated hard working folks. Especially here where I am in San Jose, CA. So are these Canadians lying, or are the type of Indians who go to Canada worse? Those with fake diploomas or Sikhs claiming refugee status due to their religion and not being safe in Hindu India? Something is amiss bc how can these Indian immigrants be so different? If Canada is not vettung their immigrants why not? I also know that a coworker of mine who is from Southern India, his niece recently secured a visa to Canada and she is a Radiation Oncologist, an occupation Canada is in need of. So assumed lie the US, Canada is letting in needed skilled workers.
Identity Attack0.37361985
Insult0.3126888
Profanity0.06395709
Threat0.0076507707
Severe Toxicity0.0127685545
Moderate 0.36095104 Constructive 0.813
Jan 3, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
Welcome to the new state of Canjabia, the Maritime provinces are now flooded with these Indian Punjabi’s, they’ve taken over most low level jobs, housing prices have skyrocketed just like you’ll see 3-4 drivers in …
Welcome to the new state of Canjabia, the Maritime provinces are now flooded with these Indian Punjabi’s, they’ve taken over most low level jobs, housing prices have skyrocketed just like you’ll see 3-4 drivers in one truck , its double in a house/apartment 8-10. Caledonia industrial park has a notorious company Safex known for hiring Punjabi drivers, among a few. How Canada hasn’t formed a Punjabi foreign military brigade is mind boggling maybe P.P needs to ask clowney in parliament 😂😂 on a serious note it’s an invasion, domination by these fake TFW 💯 came as students but have no transcripts to show they studied and graduated. Canada is F’kd . Pardon my language!!!!
Identity Attack0.27340925
Insult0.37506318
Profanity0.054938845
Threat0.009722093
Severe Toxicity0.009536743
Moderate 0.36095104 Constructive 0.562
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada traded their guns for punjabis 😂😢
Canada traded their guns for punjabis 😂😢
Identity Attack0.3958119
Insult0.17734702
Profanity0.07708528
Threat0.09009721
Severe Toxicity0.021548226
Moderate 0.36095104 Low Con 0.159 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Those who say they are punjabi ya they are not Indian 🍌 lassi
Those who say they are punjabi ya they are not Indian 🍌 lassi
Identity Attack0.37082586
Insult0.34203702
Profanity0.23083201
Threat0.04201601
Severe Toxicity0.024866661
Moderate 0.36095104 Low Con 0.192
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
Amazing content brother!! 💯🇺🇸👍🏽🎯🧊🧊👶🏽 Quik question, when you talk to these Indian dudes why do you start to talk as if your Punjabi and have a bad English accent like they do ..?? 🤣😭😂 very …
Amazing content brother!! 💯🇺🇸👍🏽🎯🧊🧊👶🏽 Quik question, when you talk to these Indian dudes why do you start to talk as if your Punjabi and have a bad English accent like they do ..?? 🤣😭😂 very confusing broski-🤦🏽🤷🏽😁
Identity Attack0.3072352
Insult0.2435641
Profanity0.114160895
Threat0.011715741
Severe Toxicity0.019095084
Moderate 0.36043653 Moderate Con 0.403 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
They are from Punjab not India...😅😅 Punjabis are being suppressed 😅😅...they are all over India and most of the Hindus consider them protectors of religion.. what nonsense..
They are from Punjab not India...😅😅 Punjabis are being suppressed 😅😅...they are all over India and most of the Hindus consider them protectors of religion.. what nonsense..
Identity Attack0.37655997
Insult0.3416952
Profanity0.17520344
Threat0.035803676
Severe Toxicity0.023076924
Moderate 0.36043653 Moderate Con 0.492 Identity_Assertion
Feb 4, 2026 1 likes Inside Canada's Indian Invasion...
Canada needs to diversify its immigration pool. Most immigrants being Punjabis is not okay
Canada needs to diversify its immigration pool. Most immigrants being Punjabis is not okay
Identity Attack0.44690517
Insult0.18107465
Profanity0.04667213
Threat0.009074804
Severe Toxicity0.014382465
Moderate 0.35186127 Low Con 0.283 Policy_Critique
Feb 14, 2026 Canada's tighter immigration policy divides …
I by no means am racist, I'm First Nations & I've pretty much had it. India is not our #1 culture here in Canada, I hate calling a store & the person on the other …
I by no means am racist, I'm First Nations & I've pretty much had it. India is not our #1 culture here in Canada, I hate calling a store & the person on the other end can not speak english, it's the most frustrating thing. My g/f daughter applied @ a tim Horton's & get this one, do you speak Punjabi-honest to god - enough. Subway, 7-11's, gas stations, Value Village etc. everywhere you turn. They can be rude no not all but again if I have to ask you 3 times the same question because I do not understand your answer - we have a problem. Y'all we have a problem & then they want to barter about prices if they are buying - they want the cheapest price. Like I say mine is the language barrier & being rude because I don't understand you
Identity Attack0.36702603
Insult0.24928534
Profanity0.13168186
Threat0.013010317
Severe Toxicity0.020386212
Moderate 0.34328604 Constructive 0.813
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
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...
Why is it that 90% of these people are Punjabi Sikhs? Canada has been supporting Sikh seperatists to fund the cause back in India. Even other Indians dont like this. Youre letting the wrong people …
Why is it that 90% of these people are Punjabi Sikhs? Canada has been supporting Sikh seperatists to fund the cause back in India. Even other Indians dont like this. Youre letting the wrong people in who want Khalistan. Theyre the ones who did the air india bombings, theyre the ones who assassinated an Indian female prime minister. Instead of having other Indian ethnicities, youre choosing a more extreme one who wont integrate fully. Most dont even know English., unlike other Indians.
Identity Attack0.4139151
Insult0.19225755
Profanity0.031391226
Threat0.060119797
Severe Toxicity0.016125489
Moderate 0.3389984 Constructive 0.516 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Canada sells citizenship like groceries To the lady saying I’m Canadian no you’re not Every single Indian stick to their own racial group Black people stick together with their own racial group Whites also stick …
Canada sells citizenship like groceries To the lady saying I’m Canadian no you’re not Every single Indian stick to their own racial group Black people stick together with their own racial group Whites also stick together with their fellow whites So there’s no nationalism in this country Even though you have Canadian citizenship you will only help someone who has same skin colour like you Indian business will only hire Indians , Indian homeowners will only rent out their own Indian people Indians even force other foreigners to speak their language Hindi or punjabi if they want to live with them India itself is very racist country , few years ago group of Nigerians were arrested and handcuffed like criminals they treat black people like criminals
Identity Attack0.3895355
Insult0.23237456
Profanity0.039407436
Threat0.009566744
Severe Toxicity0.014640691
Moderate 0.3389984 Constructive 0.607 Policy_Critique
Sep 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
SO MANY PUNJABIS, IT BECAME MINI PAKISTAN
SO MANY PUNJABIS, IT BECAME MINI PAKISTAN
Identity Attack0.38318536
Insult0.3388922
Profanity0.16636424
Threat0.06432246
Severe Toxicity0.104393706
Moderate 0.3389984 Low Con 0.21 Identity_Assertion
Oct 11, 2025 Inside Canada's Indian Metropolis (Brampton)
They don't want to talk about the stalking, harassment and sexual assaults against women. Even our news is covering for them, a punjabi sikh man literally threatened some girl with a replica gun and when …
They don't want to talk about the stalking, harassment and sexual assaults against women. Even our news is covering for them, a punjabi sikh man literally threatened some girl with a replica gun and when he got arrested, his bag had 3 bundles of rope, 2 carving knives, and 2 rolls of duck tape. Make sure people learn the actual truth, this surface level journalism always leaves these questions unanswered. I will tell you the answer, and it is a Yes!
Identity Attack0.28034934
Insult0.16795322
Profanity0.073529124
Threat0.13815513
Severe Toxicity0.015931819
Moderate 0.3389984 Constructive 0.668 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Brampton punjabis are crying on reddit about this video showing the truth. Absolutely wild. 😂😂😂
Brampton punjabis are crying on reddit about this video showing the truth. Absolutely wild. 😂😂😂
Identity Attack0.35948995
Insult0.25800487
Profanity0.19401662
Threat0.013424582
Severe Toxicity0.023076924
Moderate 0.3389984 Low Con 0.167 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
Jst tell your family members overseas to change their names to SINGH and BHUPINDER and you can come to canada im so ashamed to be a Canadian,in the 90’s and early 2000’s how hard it …
Jst tell your family members overseas to change their names to SINGH and BHUPINDER and you can come to canada im so ashamed to be a Canadian,in the 90’s and early 2000’s how hard it was to come into this lovely country but now Indians with all these fake abandoned mall colleges and truck driving schools bring everyone from Mumbai and Punjabi province
Identity Attack0.3817989
Insult0.2679134
Profanity0.02973333
Threat0.008686432
Severe Toxicity0.015802706
Moderate 0.3389984 Moderate Con 0.448
Sep 30, 2025 1 likes IRCC Names India in Study …
I don't know what these khalistani people want first they have came into Canada illegally for their better life and when they manage to live a good life they claimed that they want khalistan .what …
I don't know what these khalistani people want first they have came into Canada illegally for their better life and when they manage to live a good life they claimed that they want khalistan .what Do they think a piece of game . Punjabis have separate state , their own chief minister, own parlament and they have everything of there own . Why do not any punjabi in India ask for khalistani bcz no one want it . Sikhs in canada are doing illegal things and operating via terrorist organisations called khalistan who spread hate against India .
Identity Attack0.39207554
Insult0.24928534
Profanity0.06044999
Threat0.016120117
Severe Toxicity0.016900165
Moderate 0.3389984 Constructive 0.53 Identity_Assertion
Jan 29, 2026 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.