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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: "They call themselves PUNJABI and …" 21 comments
4:43 These punjabis are the most racist humans on the planet. They identify themselves as white here in India and maybe in America they change their colors to brown or more like middle eastern ( …
4:43 These punjabis are the most racist humans on the planet. They identify themselves as white here in India and maybe in America they change their colors to brown or more like middle eastern ( MENA ). They calm their ass over to a white nation. But in their own home nation they call themselves as white like...
Identity Attack0.6458014
Insult0.5678696
Profanity0.5365423
Threat0.13616586
Severe Toxicity0.35368225
Moderate 0.6863638 Low Con 0.296 Identity Attack Insult Identity_Assertion
Feb 15, 2026 1 likes Inside Canada's Indian Invasion...
Seriously? If need to ask for immigrants opinion on this issue, it only means 1 thing. Canada's leaders are stupid and lack general knowledge about Asians. Especially Muslims from the Middle East, Pakistan, Bangladesh, Africa …
Seriously? If need to ask for immigrants opinion on this issue, it only means 1 thing. Canada's leaders are stupid and lack general knowledge about Asians. Especially Muslims from the Middle East, Pakistan, Bangladesh, Africa and Punjabis from India who have become society's nuisance. So don't group them as Indians. Hindus are never a problem. Learn to identify the different ethnicity. Yes go ahead and call me a racist. But the fact is the problem persists.
Identity Attack0.56711763
Insult0.6675394
Profanity0.22622968
Threat0.011042561
Severe Toxicity0.03321367
Moderate 0.6491204 Constructive 0.501 Identity Attack Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
We not gona give indian punjab to these khalistaniss. They choose canda as a shelter and say shitt about India from Canada. 90% immigrants in Canada area punjabi or sikhs. They DONNT even call themself …
We not gona give indian punjab to these khalistaniss. They choose canda as a shelter and say shitt about India from Canada. 90% immigrants in Canada area punjabi or sikhs. They DONNT even call themself indian.
Identity Attack0.6007182
Insult0.5423875
Profanity0.5318404
Threat0.02682521
Severe Toxicity0.19149859
Moderate 0.6407703 Moderate Con 0.302 Identity Attack Insult Identity_Assertion
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
These punjabi khalasthani mfs do human trafficking. When they get in trouble the call themselves Indian, coward mfs
These punjabi khalasthani mfs do human trafficking. When they get in trouble the call themselves Indian, coward mfs
Identity Attack0.6007182
Insult0.6336687
Profanity0.4681068
Threat0.34804323
Severe Toxicity0.50703704
Moderate 0.62136006 Low Con 0.142 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
The Truth is: "PEOPLE ARE HYPOCRITE". People have double standards. People live in cognitive dissonance. "I came from Portugal or Poland but I don't like the new immigrants" isn't this funny. Canada has a short …
The Truth is: "PEOPLE ARE HYPOCRITE". People have double standards. People live in cognitive dissonance. "I came from Portugal or Poland but I don't like the new immigrants" isn't this funny. Canada has a short history, it was founded a couple of centuries ago, in that sense, every Canadian was an immigrant at some point. For them, the white people, the problem is not immigration, but the brown people. "We hindus don't say Christianity or islam is bad" liar......here in india majority of hindus hate muslims to their core, hindus don't like sikhs, they dont like Christians, hindus don't even like fellow hindus, that are so-called lower caste. And here in punjab some portion of punjabis are furious about the migration of workers, labourers that come from UP & Bihar provinces. In their mind, the migration is an existential threat to the punjabi identity and community. But those hypocrites don't think like that when they move to abroad.
Identity Attack0.46028158
Insult0.56997263
Profanity0.1067334
Threat0.00899713
Severe Toxicity0.023076924
Moderate 0.53579444 Constructive 0.545 Insult
Oct 10, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
This video is aimed and targeted to profile and promote racial hatred. Canada is an immigrant country with diverse ethnic cultures. There are more than 500 mosques and a lot of synagogues, ukrainian churches as …
This video is aimed and targeted to profile and promote racial hatred. Canada is an immigrant country with diverse ethnic cultures. There are more than 500 mosques and a lot of synagogues, ukrainian churches as well. I cannot believe people are choosing to ignore the fact that a guy spews hatred towards black and brown people. It’s the governments job to take care of the mess they made, you don’t go calling a country’s citizens “they eat poop” white dude. Yes there can be shady people, just like some white shady dudes in LA and NYC. Let’s not forget Peter’s videos on the appalachians of the white lowlifes. A sikh cultural centre is NOT a temple. punjabis are not hindus. If you are taking documentaries atleast take it right, not biased.
Identity Attack0.44690517
Insult0.42367843
Profanity0.29209393
Threat0.020609349
Severe Toxicity0.023317307
Moderate 0.44002727 Constructive 0.534
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Punjabis take offence when they are called indians and demand a separate country. But they are called Indians as soon as all of their crimes, their illegal immigration scams and their only hiring other punjabi …
Punjabis take offence when they are called indians and demand a separate country. But they are called Indians as soon as all of their crimes, their illegal immigration scams and their only hiring other punjabi students scams or their diploma mill scams are being discussed. then it is "Indian Invasion" even though 95% of them are Punjabis
Identity Attack0.5135796
Insult0.4196762
Profanity0.22602804
Threat0.06939816
Severe Toxicity0.07542343
Moderate 0.4394682 Moderate Con 0.419 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I mean, I'm an Indian and I am not offended by this video. But, who's suppressing Punjabis in india? Why are they lying? What's the purpose of dividing your own nation? They can't even call …
I mean, I'm an Indian and I am not offended by this video. But, who's suppressing Punjabis in india? Why are they lying? What's the purpose of dividing your own nation? They can't even call cannada their home country and not even india. Shameful.
Identity Attack0.3825363
Insult0.37960073
Profanity0.058445938
Threat0.010395273
Severe Toxicity0.014898917
Moderate 0.3977292 Constructive 0.633 Personal_Narrative
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Punjabi's don't eat cow, poop or worship animals. These arent the call center type of browns. There's a bed bunch in every race or nationality. + Props to Tyler exposing this
Punjabi's don't eat cow, poop or worship animals. These arent the call center type of browns. There's a bed bunch in every race or nationality. + Props to Tyler exposing this
Identity Attack0.35948995
Insult0.24767025
Profanity0.29209393
Threat0.02440793
Severe Toxicity0.023645958
Moderate 0.38601747 Constructive 0.575 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
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 …
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...
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as …
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as well as image of all Indians. Also, If you want khalistan, why they are not protesting in where their land belongs(so called), why in Canada or Usa? There are 70% of the people are living in canada is punjabi. They have ruined the image of our whole country. We are peace loving people and follow rules but just because of these people, we fell into the same group. Fun fact: why brampton and surrey have bad reputation and increased crime rates because punjabi people live there. Thats heart wrenching. The other aspect is the Canadian government doing nothing to curb thia types of people instead of that these people do crime, get arrested, claim asylum, get free food for 1 year and become the resident of the Canada. I am really frustated and both the goverment and these khalistan entity. Go to hell man.
Identity Attack0.36702603
Insult0.20668297
Profanity0.07870171
Threat0.018364733
Severe Toxicity0.017158391
Moderate 0.3057765 Constructive 0.635 Personal_Narrative
Feb 25, 2026 Inside Canada's Indian Invasion...
I agree. Canadians are not getting jobs. All Canadians of every color. The govt is responsible for this epidemic. Cdn born students cannot get a job at any fast food joints. They are occupied by …
I agree. Canadians are not getting jobs. All Canadians of every color. The govt is responsible for this epidemic. Cdn born students cannot get a job at any fast food joints. They are occupied by fake students . Chalo, fresco, no frills, real cdn superstore , Costco, Amazon etc are only hiring Sikh punjabis. This is called discrimination against the Cdn citizens of ever colour. Our standard of living is down. Send these so-called student back. Not forgetting the refugees who are collecting free housing, free money for clothing shelter. We did not vote for these million of refugees to come to our country with all their hate for Canadians and our way of life. Close the borders. Especially Roxham in Quebec. Criminals, terrorist are entering Canada without being vetted. Home owners should have the right to defend themselves against home invasion.
Identity Attack0.31307843
Insult0.20201176
Profanity0.027273865
Threat0.010265815
Severe Toxicity0.01159668
Moderate 0.30502358 Constructive 0.679 Unverified_Claim
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Im from northeast india...in this region we have the system call inner line permit where it restricts others indian from immigrating to this region within india itself...so just get your act together canadians...we had to …
Im from northeast india...in this region we have the system call inner line permit where it restricts others indian from immigrating to this region within india itself...so just get your act together canadians...we had to bear the brunt of communal attacks,and so many violent death against punjabis and bengalis
Identity Attack0.36702603
Insult0.07301756
Profanity0.026727317
Threat0.14327845
Severe Toxicity0.01302678
Low Tox 0.2922276 Constructive 0.666 Comparative_Framing
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
They call themselves PUNJABI and not Indians, then why are you dragging Indians in this. Canadian government allowed them, so PUNJABI SIKHS are your issue and not India's, they're a very small minority in india …
They call themselves PUNJABI and not Indians, then why are you dragging Indians in this. Canadian government allowed them, so PUNJABI SIKHS are your issue and not India's, they're a very small minority in india and they don't even represent Indians.
Identity Attack0.37082586
Insult0.08410009
Profanity0.01982715
Threat0.008841781
Severe Toxicity0.0076675415
Low Tox 0.2763787 Moderate Con 0.364 Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
They are all Punjabis and they don't want to call them as an Indian so don't blame India.
They are all Punjabis and they don't want to call them as an Indian so don't blame India.
Identity Attack0.36702603
Insult0.08533409
Profanity0.0741757
Threat0.0091524795
Severe Toxicity0.0104522705
Low Tox 0.27236435 Moderate Con 0.414 Identity_Assertion
Oct 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Please don't say indian I feel ashamed, the so called invaders are from punjab which is the north part of india who speaks Hindi. We are from south most tip of india :kerala we don't …
Please don't say indian I feel ashamed, the so called invaders are from punjab which is the north part of india who speaks Hindi. We are from south most tip of india :kerala we don't invade any country we blend with other country's culture. And we speak "malayalam" as our language. India does consist of 28 completely different states and 22 plus different languages. Everyone is different in their culture and language spoken and the food itself. And I am also sad I came to canada from kerala to get a foreign exposure but sadly I saw more punjabis, gujaratis and many hindi language speaking north indians more than canadians😢. We keralites get the racism not from canadians but from these so called Punjabis and gujaratis the hindi speaking people. Its awful
Identity Attack0.27701542
Insult0.15343215
Profanity0.054437835
Threat0.008945347
Severe Toxicity0.009117126
Low Tox 0.26104406 Constructive 0.794 Personal_Narrative
Feb 24, 2026 Inside Canada's Indian Invasion...
They're all Punjabis. 👳‍♂️ Brampton is called Mini Punjab, not Mini India.
They're all Punjabis. 👳‍♂️ Brampton is called Mini Punjab, not Mini India.
Identity Attack0.17459276
Insult0.06285016
Profanity0.040158957
Threat0.0072882893
Severe Toxicity0.0059127808
Low Tox 0.15600902 Moderate Con 0.382 Identity_Assertion
Oct 14, 2025 Inside Canada's Indian Metropolis (Brampton)
Most of Indians who call themselves Punjabi don't even wanna acknowledge that Punjab is not a country but a state that belongs to India. So why don't you just say Punjab India? Only Punjab.
Most of Indians who call themselves Punjabi don't even wanna acknowledge that Punjab is not a country but a state that belongs to India. So why don't you just say Punjab India? Only Punjab.
Identity Attack0.13377325
Insult0.035443626
Profanity0.02030538
Threat0.00713294
Severe Toxicity0.0038337708
Low Tox 0.13388206 Moderate Con 0.304 Identity_Assertion
Feb 27, 2026 Inside Canada's Indian Invasion...
Canada's Immigration Crisis: Prioritizing National Interests Over Uncontrolled Influx from India The Government of Canada must immediately pause all new immigration from India until systemic abuses are fixed. This is not xenophobia—it is evidence-based policy …
Canada's Immigration Crisis: Prioritizing National Interests Over Uncontrolled Influx from India The Government of Canada must immediately pause all new immigration from India until systemic abuses are fixed. This is not xenophobia—it is evidence-based policy to protect Canadian jobs, housing, healthcare, and social cohesion from documented exploitation. 1. Failure to Assimilate: Parallel Societies Indian newcomers are building insulated communities rather than integrating: Enrolling children in private ethnic schools that teach Punjabi/Gujarati/Hindi first, Canadian history second. Erecting religious/cultural statues (e.g., Sikh soldiers, Hindu deities) that symbolize India, not Canada. Hiring almost exclusively within their networks—creating ethnic enclaves in Brampton, Surrey, and Abbotsford. Result: Two-tier citizenship where one group opts out of shared Canadian identity. 2. Systematic Fraud & Loophole Exploitation IRCC data shows India as the #1 source of immigration fraud: Diploma mills: Over 100 Punjab-based “colleges” exist solely to sell student visas. Graduates demand PR after 6–12 months of attendance. Staffing note: Many of these fake schools hire only Indian instructors and administrators. Chain migration: One student sponsors parents → parents sponsor siblings → endless loop. Elderly parents (65+) arrive with zero tax history yet access free healthcare and OAS/GIS top-ups. Driver’s license fraud: Punjabi-language road tests in India allegedly purchased for $500–$1,000; new arrivals cause chaos on GTA roads. Leadership capture: IRCC Regional Director – Harpreet Kochhar Deputy Minister (Citizenship) – Pemi Gill Director of Fraud Detection – Aiesha Zafar → 79,000+ “lost” Indian files (2024 Auditor General report). Demand their removal for incompetence and conflict of interest. 3. Healthcare & Professional Capture: Profit-Driven Abuse Indian-trained professionals now dominate key sectors and prioritize their own community: Veterinarians & physicians: Order excessive tests (MRIs, blood panels, ultrasounds) on healthy pets/patients to inflate billings. Ontario Veterinary College audits (2023) show Indian-owned clinics average 3.2× more procedures per visit than Canadian peers. Hospital wait-list manipulation: Indian-descended administrators in GTA hospitals (e.g., Brampton Civic, William Osler) fast-track Indian patients via “family referrals,” pushing Canadians to 12–18 month delays for knee/hip replacements. Pharmacy chains: Indian-owned Shoppers Drug Mart franchises in Peel Region refuse to hire non-Indian pharmacists; staff counsel Indian patients to stockpile free meds under Trillium Drug Program. Result: Canadians pay taxes for a system that now serves insiders first. 4. Housing & Resource Monopoly Real-estate bidding rings: Indian investor groups (often 8–12 families pooling funds) outbid Canadian first-time buyers by 20–40 % in Brampton, Mississauga, and Surrey. CMHC data (2024): 62 % of multiple-offer wins in these cities involve Indian surnames. Illegal basement suites: 40,000+ unpermitted units in Peel Region—90 %+ rented exclusively to Indian students/newcomers, bypassing fire codes and municipal taxes. Food-bank abuse: Brampton food banks report 75 % of users are Indian international students with $60 k tuition-paid status—yet eligible for free groceries while Canadian seniors are turned away. 5. Unsustainable Strain on Resources Birth rates: Indian-Canadian fertility ~2.8 vs national 1.4 (StatsCan 2023). Strategic demographic expansion drains schools, maternity wards, and child-tax benefits. Job displacement: Nepotism in trucking, security, and hospitality pushes Canadian-born workers aside. Example: Tim Hortons franchises in Peel Region—90 % Indian staff, zero ads on Indeed. Welfare despite employment: PGWP holders earn $18–22/hr in cash-heavy roles yet qualify for GST/HST credits and Ontario Trillium Benefit. 6. Imported Crime & Work Ethic Issues Gang violence: Brampton/Surrey now rival Toronto for Indo-Canadian gang shootings (Peel Police 2024). Fraud rings: $2 B+ in CESTB/CEBA scams traced to Punjab call centres. Workplace corners-cutting: Health Canada inspections cite Indian-owned pharmacies for fake prescriptions; MTO flags Indian-heavy trucking firms for log-book fraud. Immediate Policy Demands 180-day moratorium on all Indian visas (study, work, visitor). Close 150+ diploma mills; revoke licences of agents in Punjab/Chandigarh. End parental sponsorship for anyone over 55 with <10 years Canadian tax residency. Mandate public-school enrollment for all PR children; no public funding for ethnic private schools. Fire & replace Kochhar, Gill, Zafar—appoint independent auditors. PR points overhaul: Minimum 5 years continuous skilled work + CLB 9 English + clean police record. Healthcare audit: Cap billing per patient; random audits of Indian-owned clinics/hospitals. Housing registry: Ban cash offers >10 % above asking; require proof of 5-year Canadian income for multiple-property purchases. Canadians citizens who contributed and work hard to built this country must be prioritize. Full stop! The evidence is public, parliamentary, and police-reported. Ignore the “racism” label—protect the country before these Indians takeover completely takes over Canada.
Identity Attack0.10699738
Insult0.037980765
Profanity0.014225035
Threat0.008272167
Severe Toxicity0.0035095215
Low Tox 0.12520397 Constructive 0.581
Oct 29, 2025 Why Canadians Are Turning Against …
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...

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.