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: "This is the same guy …" 1,684 comments · Page 47 of 68
As an Indian living in India, I’d say it was your country’s government’s problem and mistake, similar to what the UK is doing now. Aside from government or policies, Indians immigrating to Canada is something …
As an Indian living in India, I’d say it was your country’s government’s problem and mistake, similar to what the UK is doing now. Aside from government or policies, Indians immigrating to Canada is something that dates back to the British era, when Britain sent a group of Indians, specifically Sikhs, for security or labor work in Canada. This started the trend of Sikhs (turban-wearing ones) moving there. In modern times, the West was richer in terms of education and infra compared to Asia, which attracted many normal students and families immigrants also. Canada and America were built by immigrants, but now things are saturated, which I understand, and that’s where the resentment comes from. The majority Sikh state ( punjab) in India is still behind in development and job wise cooperation, and the historical pattern from the British era of moving to Canada for a better life has become a norm for many young people there. The close, collaborative nature of Sikhs—like a cousin in Canada inviting another cousin from India to come over, open a shop, work together, or share housing—is another reason many don’t hesitate to immigrate. These are some of the reasons behind mass immigration from India. Now, with saturation, the resentment toward immigration has grown. India itself faces issues with immigrants who live off our taxes, take rights meant for native children, and abuse policies, laws, or the environment. At least Canada has better-off immigrants—educated and contributing to the economy. While some may depend on taxes, most are hardworking and self-sufficient; otherwise, Canada’s economy would have collapsed by now. In end i can understand the hatred but you guys should stop this yourselves - not hunting them but prevent more.
Identity Attack0.11280017
Insult0.047935467
Profanity0.017504321
Threat0.0074048014
Severe Toxicity0.0031280518
Low Tox 0.13041082 Constructive 0.817 Comparative_Framing
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
4:00 this guy feels like the most self aware and serious person I've seen on screen in my life
4:00 this guy feels like the most self aware and serious person I've seen on screen in my life
Identity Attack0.010655383
Insult0.036325075
Profanity0.04366605
Threat0.009981008
Severe Toxicity0.0052261353
Low Tox 0.13041082 Moderate Con 0.396 Meta_Commentary
Mar 1, 2026 Inside Canada's Indian Invasion...
The Trini guy was pretty funny tho 💀
The Trini guy was pretty funny tho 💀
Identity Attack0.011099357
Insult0.032689095
Profanity0.11477985
Threat0.009307829
Severe Toxicity0.0064086914
Low Tox 0.12867521 Moderate Con 0.315 Meta_Commentary
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
I’m Muslim Indian African, but I agree with the bike guy
I’m Muslim Indian African, but I agree with the bike guy
Identity Attack0.11047905
Insult0.03312982
Profanity0.049427703
Threat0.010913103
Severe Toxicity0.005760193
Low Tox 0.12867521 Constructive 0.56 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m not even Indian or part of any of the people he mentioned but that guys with the bike deserves how he is only owning a bike instead of a car
I’m not even Indian or part of any of the people he mentioned but that guys with the bike deserves how he is only owning a bike instead of a car
Identity Attack0.06249457
Insult0.045007613
Profanity0.025497584
Threat0.008323951
Severe Toxicity0.0037002563
Low Tox 0.12867521 Constructive 0.506 Moral_Argument
Feb 3, 2026 Inside Canada's Indian Invasion...
Guy on the bike should be on a sitcom
Guy on the bike should be on a sitcom
Identity Attack0.011765319
Insult0.03522326
Profanity0.03615085
Threat0.012854968
Severe Toxicity0.004463196
Low Tox 0.12867521 Low Con 0.201 Humor_Satire
Feb 11, 2026 5 likes Inside Canada's Indian Invasion...
Ya...Mr mandate. I won't bring in mandates...brings in mandates. Talks to Independence people rudely. Kenny can take a hike, to put it mildly. Insider establishment uniparty guy.
Ya...Mr mandate. I won't bring in mandates...brings in mandates. Talks to Independence people rudely. Kenny can take a hike, to put it mildly. Insider establishment uniparty guy.
Identity Attack0.008361516
Insult0.06687108
Profanity0.016411226
Threat0.0097738765
Severe Toxicity0.0019836426
Low Tox 0.1269396 Moderate Con 0.362
Feb 17, 2026 3 likes LILLEY UNLEASHED: The fall of …
That guy talking about Islam video, is at least 10 years old. I watched that when I immigrated to another country. So this report is far behind of times. Just like Canada my country is …
That guy talking about Islam video, is at least 10 years old. I watched that when I immigrated to another country. So this report is far behind of times. Just like Canada my country is getting bashed for non action, questioning or awareness. Canadian govt had been informed time and again about the criminals they are importing but they did not care. Unfortunately the media covered up and independent sources like this forum did not exist at the time.
Identity Attack0.099899694
Insult0.047349896
Profanity0.013780965
Threat0.007262398
Severe Toxicity0.0027656555
Low Tox 0.1269396 Constructive 0.699
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Guy on the bike is so real lmao
Guy on the bike is so real lmao
Identity Attack0.009915425
Insult0.031146556
Profanity0.096805766
Threat0.011586283
Severe Toxicity0.0076675415
Low Tox 0.1269396 Moderate Con 0.325 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Next time try not to talk to only homeless Canadians 8:34 the guy says they don't work and also say they work for Indian on cash so that guy himself can't decide do they work …
Next time try not to talk to only homeless Canadians 8:34 the guy says they don't work and also say they work for Indian on cash so that guy himself can't decide do they work or not. You should try talking to others who are born canadians as everyone knows people can't live without work and indians work too making the community to grow and expand and more rich, so better go in everyone's shoes before saying anything about them.
Identity Attack0.10221587
Insult0.036325075
Profanity0.012243799
Threat0.006440342
Severe Toxicity0.0022411346
Low Tox 0.12520397 Constructive 0.668
Nov 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Hahaha I know the guy that gave you the finger from the grey honda civic. 😂😂😂😂
Hahaha I know the guy that gave you the finger from the grey honda civic. 😂😂😂😂
Identity Attack0.006881601
Insult0.034672357
Profanity0.032894265
Threat0.010835429
Severe Toxicity0.0044441223
Low Tox 0.123468354 Moderate Con 0.415 Humor_Satire
Jan 27, 2026 27 likes Inside Canada's Indian Invasion...
To the guy at the 20 minute mark who claims to be a first generation even though he came here from somewhere else means his kids will be first generation not him, he is probably …
To the guy at the 20 minute mark who claims to be a first generation even though he came here from somewhere else means his kids will be first generation not him, he is probably from Punjab and will always be Punjabi
Identity Attack0.09741807
Insult0.04149419
Profanity0.025634222
Threat0.007935578
Severe Toxicity0.004272461
Low Tox 0.12260055 Constructive 0.518 Identity_Assertion
Aug 27, 2025 Why Canadians Are Turning Against …
why punjabi put our meitei names put singh instead of meitei/meetei. we meitei are punjabi or meitei and what is the religion of meitei whether micah's idolatory or hindu(vaisnavism) clarify it properly punjabi guys
why punjabi put our meitei names put singh instead of meitei/meetei. we meitei are punjabi or meitei and what is the religion of meitei whether micah's idolatory or hindu(vaisnavism) clarify it properly punjabi guys
Identity Attack0.105256535
Insult0.045007613
Profanity0.03915693
Threat0.009799767
Severe Toxicity0.005874634
Low Tox 0.12260055 Moderate Con 0.453
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
"We don't have them" -Guy who works in an office and profits from both legal and illegal immigrants
"We don't have them" -Guy who works in an office and profits from both legal and illegal immigrants
Identity Attack0.10221587
Insult0.033239998
Profanity0.012551232
Threat0.0062526283
Severe Toxicity0.0021076202
Low Tox 0.12260055 Moderate Con 0.309 Policy_Critique
Jan 20, 2026 1 likes Why Canada’s immigration system has …
The Indian guy said India and Canadá are very similar 😂😂😂😂😂😂
The Indian guy said India and Canadá are very similar 😂😂😂😂😂😂
Identity Attack0.10221587
Insult0.0279513
Profanity0.026727317
Threat0.007068211
Severe Toxicity0.004081726
Low Tox 0.12086493 Low Con 0.259
Oct 8, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Dont blame the little guy trying to make a better life for himself..blame the globalist schemers..private equities..hedge fund groups that are the source of this problem.
Dont blame the little guy trying to make a better life for himself..blame the globalist schemers..private equities..hedge fund groups that are the source of this problem.
Identity Attack0.01274247
Insult0.06794841
Profanity0.016547862
Threat0.007637825
Severe Toxicity0.0020503998
Low Tox 0.12086493 Moderate Con 0.337 Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I love this! Guys, let's be uncensored yet not rude.
I love this! Guys, let's be uncensored yet not rude.
Identity Attack0.010655383
Insult0.0350029
Profanity0.046171114
Threat0.011638066
Severe Toxicity0.0032615662
Low Tox 0.119997114 Constructive 0.532
Jan 27, 2026 Inside Canada's Indian Invasion...
Guy on the bike😂 no but fr our governments are failing us
Guy on the bike😂 no but fr our governments are failing us
Identity Attack0.013043936
Insult0.04442204
Profanity0.035900343
Threat0.00866054
Severe Toxicity0.0028038025
Low Tox 0.11912931 Low Con 0.297 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Canadian born citizen and somebody who lives only about 30 minutes from Brampton I can truly say that no Canadian is racist we're not anti-immigration anti-immigration that's not what this is the issue …
As a Canadian born citizen and somebody who lives only about 30 minutes from Brampton I can truly say that no Canadian is racist we're not anti-immigration anti-immigration that's not what this is the issue that Canadians currently have is that the people who come here from other countries don't adapt to our way of life and learn our culture and our values and that doesn't mean that you have to stop practicing your values or your religion all Canadians are asking for is respect for how we live in this country end the other biggest thing to that is to me extremely disrespectful if you've been here for more than three years you should be able to speak English like a Canadian and everything should be able to understand you and if you can't do that then that is just flat out disrespectful and rude because if I came to your country and after 3 years I still didn't speak your language or spoke it very poorly you would think the same thing you'd find it extremely rude so do any immigrants reading this understand we have no issue with you guys being here just adopt to our way of life our way of life and learn how to speak English
Identity Attack0.10221587
Insult0.0573046
Profanity0.021535112
Threat0.007793174
Severe Toxicity0.004386902
Low Tox 0.11912931 Constructive 0.812 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I’d buy this guy a beer lol 4:45
I’d buy this guy a beer lol 4:45
Identity Attack0.010729378
Insult0.030265106
Profanity0.06145202
Threat0.012854968
Severe Toxicity0.0062561035
Low Tox 0.1182615 Moderate Con 0.401 Meta_Commentary
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
Work vest guy saying the truths I can't even say in public in the US without everyone screaming at me.
Work vest guy saying the truths I can't even say in public in the US without everyone screaming at me.
Identity Attack0.015757138
Insult0.05086332
Profanity0.024199532
Threat0.009359611
Severe Toxicity0.0024604797
Low Tox 0.11652588 Moderate Con 0.458
Jan 27, 2026 Inside Canada's Indian Invasion...
Guy on the bike spitting facts!...
Guy on the bike spitting facts!...
Identity Attack0.0030153254
Insult0.0623257
Profanity0.020783609
Threat0.009955117
Severe Toxicity0.0028419495
Low Tox 0.11652588 Moderate Con 0.341
Jan 27, 2026 Inside Canada's Indian Invasion...
the biker guy funny ...just plain speaking his mind
the biker guy funny ...just plain speaking his mind
Identity Attack0.0050687063
Insult0.06564732
Profanity0.020920247
Threat0.007586042
Severe Toxicity0.0023841858
Low Tox 0.11479026 Moderate Con 0.409 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
Based cyclist guy was spitting non stop facts.
Based cyclist guy was spitting non stop facts.
Identity Attack0.004347248
Insult0.06285016
Profanity0.020578653
Threat0.0086087575
Severe Toxicity0.002336502
Low Tox 0.11450345 Moderate Con 0.34 Meta_Commentary
Feb 10, 2026 Inside Canada's Indian Invasion...
Im a Canadian and honestly I've NEVER had a problem finding a job, I don't even have my highschool... I think it has to do with *which* jobs they are applying for. I get that …
Im a Canadian and honestly I've NEVER had a problem finding a job, I don't even have my highschool... I think it has to do with *which* jobs they are applying for. I get that theres an "immigration" problem, the refusal to adapt and assimilate feels like a slap in the face especially when the same few will talk I'll of the same system they benefit from. HOWEVER I don't think it's good to lump all of these problems together and dump collective blame on immigrants. For 1, all this immigration and policies have happened under a liberal government and y'all voted then in, AGAIN. - clearly you're not THAT desperate for change. 2nd. Are the ones saying they can't find work willing to work in trades? General laborers making $25-$30+++ No experience required. Tradespeople are glad to teach people willing to work hard and learn.. What about warehouse work? Apply to your 5 closest warehouses, I guarantee youll get in 1.. ALSO the government IS willing to help Canadians get little certifications like forklift, smartserve, CPR.. Career colleges can help with training (e.g - computer) as well as soft skills. So yeah, I wonder if it's people being just as picky as they were when Canada wasn't in the economical shitter it is in rn? Maybe Im far luckier or fortunate than most? Maybe expectations are too high? Maybe some stubbornly refuse assistance they are entitled to? Im not sure, but I do sympathize/empathize with you guys, I hope you all can "get through". I pray we can find solutions to this insane cost of living / broken housing market / price gouging / tiny group of business owners having a complete market control and a monopoly on everything thing we need to survive - without competition, limitations or government regulation🫩. Stay strong Canada! 💙Don't let the hate consume you!❤️ 🇨🇦We will overcome🇨🇦
Identity Attack0.09410924
Insult0.04383647
Profanity0.04867618
Threat0.009799767
Severe Toxicity0.004501343
Low Tox 0.11429678 Constructive 0.869 Personal_Narrative
Sep 10, 2025 1 likes Why Canadians Are Turning Against …

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.