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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 #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "We are about to hit …" 97 comments · Page 1 of 4
Man ive been waiting for someone to hit up brampton. Shit hole of canada
Man ive been waiting for someone to hit up brampton. Shit hole of canada
Identity Attack0.44690517
Insult0.5678696
Profanity0.7466957
Threat0.49142194
Severe Toxicity0.3525603
Toxic 0.82048255 Low Con 0.272 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Stupid guy "there's they don't have focus, other things distracting them" like that's a valid reason. Excusing homicidal sociopathic behavior. Everyone giggling - would you find it funny if you got hit and paralyzed by …
Stupid guy "there's they don't have focus, other things distracting them" like that's a valid reason. Excusing homicidal sociopathic behavior. Everyone giggling - would you find it funny if you got hit and paralyzed by this thug psycho driving?
Identity Attack0.038425524
Insult0.8012121
Profanity0.34536663
Threat0.44235477
Severe Toxicity0.16960317
Toxic 0.8115627 Moderate Con 0.368 Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
I’d fucking slap them if they hit my nice car 😊
I’d fucking slap them if they hit my nice car 😊
Identity Attack0.072601855
Insult0.3406697
Profanity0.6919765
Threat0.5940531
Severe Toxicity0.35368225
Toxic 0.7761081 Moderate Con 0.404 Threat Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Yes! As a 3rd generation Canadian, I’m so fed up with immigrants! I want them out! My country has gone to crap. I feel like a foreigner in my own country. Illegals need to go. …
Yes! As a 3rd generation Canadian, I’m so fed up with immigrants! I want them out! My country has gone to crap. I feel like a foreigner in my own country. Illegals need to go. I’m so sick of them taking all the jobs, committing crimes and getting free handouts. The lady speaking in this video hits it on the head.
Identity Attack0.54996765
Insult0.5678696
Profanity0.46460027
Threat0.13582869
Severe Toxicity0.16960317
Moderate 0.64447093 Constructive 0.636 Identity Attack Insult
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
“They just have low intelligence.” Honestly, ONE OF US CANADIANS HAS TO FUCKING SAY IT. These liabilities literally leeching through every fibre of Ontario. It’s disgusting. I was also hit by a drunk driver, who …
“They just have low intelligence.” Honestly, ONE OF US CANADIANS HAS TO FUCKING SAY IT. These liabilities literally leeching through every fibre of Ontario. It’s disgusting. I was also hit by a drunk driver, who was an immigrant. They’re great drivers… 🫠🫠 Well enough to ruin my life.
Identity Attack0.46028158
Insult0.5678696
Profanity0.5013569
Threat0.09929679
Severe Toxicity0.16960317
Moderate 0.6426206 Constructive 0.512 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Get them the f out good bye dont let the door hit u
Get them the f out good bye dont let the door hit u
Identity Attack0.0048296256
Insult0.012415205
Profanity0.003204786
Threat0.47651652
Severe Toxicity0.00013304499
Moderate 0.63217795
Apr 18, 2025 1 likes
I am from really close to where this video was made. And every time I go to Brampton, someone almost fucking hits me.
I am from really close to where this video was made. And every time I go to Brampton, someone almost fucking hits me.
Identity Attack0.09410924
Insult0.24928534
Profanity0.70864636
Threat0.06658544
Severe Toxicity0.16960317
Moderate 0.62702215 Moderate Con 0.461 Personal_Narrative
Jan 27, 2026 27 likes Inside Canada's Indian Invasion...
Shitting on immigrants when the economy takes a hit, it’s as old as the rosetta stone unfortunately.
Shitting on immigrants when the economy takes a hit, it’s as old as the rosetta stone unfortunately.
Identity Attack0.43896464
Insult0.4378843
Profanity0.6001929
Threat0.030969119
Severe Toxicity0.08332442
Moderate 0.6027529 Low Con 0.246 Moral_Argument
Nov 24, 2025 Quebec Ends Economic Immigration Program …
I will bet my left nut that the Liberal Gov will suppress the crap out of this Video and it won't hit your Average view count...
I will bet my left nut that the Liberal Gov will suppress the crap out of this Video and it won't hit your Average view count...
Identity Attack0.10221587
Insult0.47787863
Profanity0.4596479
Threat0.046541955
Severe Toxicity0.06225512
Moderate 0.5885171 Low Con 0.274 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
The country they lived in was a s*** hole, so now they are doing the same to Brampton....the guy hit the nail on the head "these people don't work"...
The country they lived in was a s*** hole, so now they are doing the same to Brampton....the guy hit the nail on the head "these people don't work"...
Identity Attack0.19495805
Insult0.4810288
Profanity0.48510036
Threat0.011327368
Severe Toxicity0.02514347
Moderate 0.5532103 Moderate Con 0.436
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians are terriable drivers, one hit me last year and somehow had a lot of money to hire a lawyer to make 0% his fault.
Indians are terriable drivers, one hit me last year and somehow had a lot of money to hire a lawyer to make 0% his fault.
Identity Attack0.55044734
Insult0.44464502
Profanity0.24438259
Threat0.029069828
Severe Toxicity0.03590374
Moderate 0.51980776 Moderate Con 0.399 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Unlike her, my/others concern is that it doesn't ramp up and a 'don't let the door hit you in the ass on your way out' clause for temp foreign workers should be added to that …
Unlike her, my/others concern is that it doesn't ramp up and a 'don't let the door hit you in the ass on your way out' clause for temp foreign workers should be added to that bill. 80 million though, apparently they're sending them back in 1st class.
Identity Attack0.12440576
Insult0.40189892
Profanity0.47435758
Threat0.12076248
Severe Toxicity0.02373986
Moderate 0.51980776 Constructive 0.695
Dec 28, 2025 Deportations From Canada at Their …
Why are international students being told they might be able to stay?!?????!? You're a scumbag Mr. Immigration lawyer! After they graduate and leave, they can apply like everyone else and get in line. Their time …
Why are international students being told they might be able to stay?!?????!? You're a scumbag Mr. Immigration lawyer! After they graduate and leave, they can apply like everyone else and get in line. Their time as a student should not count for anything. Why are we fasttracking bringing grandparents of new Canadians or PR's? They don't pay taxes and put extra burden on healthcare and CPP. PR's should not be able to bring other extended family members at all. Canada's immigration system hit the breaking point 10 years ago when that failed part-time high school drama teacher took the wrecking ball to it.
Identity Attack0.20483385
Insult0.5678696
Profanity0.2395431
Threat0.009903334
Severe Toxicity0.023076924
Moderate 0.51869136 Moderate Con 0.451 Insult Policy_Critique
Jan 19, 2026 32 likes Why Canada’s immigration system has …
Unfortunatley this plague is also hitting Romania. We have 130k combined Nepalis, Sri Lankers, Bengalis and Indians. People from the indian subcontient are like a biological weapons sent to destory the white world.
Unfortunatley this plague is also hitting Romania. We have 130k combined Nepalis, Sri Lankers, Bengalis and Indians. People from the indian subcontient are like a biological weapons sent to destory the white world.
Identity Attack0.57150364
Insult0.42743355
Profanity0.2637234
Threat0.17964768
Severe Toxicity0.16760159
Moderate 0.50789946 Moderate Con 0.441 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Our government absolutely hates us. Just wants taxes. Canadians are weak ,Divided, and don’t care anymore. I’m hoping for a direct asteroid hit or some one nukes us. I give up.
Our government absolutely hates us. Just wants taxes. Canadians are weak ,Divided, and don’t care anymore. I’m hoping for a direct asteroid hit or some one nukes us. I give up.
Identity Attack0.4139151
Insult0.4125297
Profanity0.15635987
Threat0.5195707
Severe Toxicity0.059217658
Moderate 0.5024724 Moderate Con 0.392 Threat Fear_Threat
Sep 9, 2025 Why Canadians Are Turning Against …
You just got to hit them with a stick. 😅
You just got to hit them with a stick. 😅
Identity Attack0.02238941
Insult0.06512285
Profanity0.1765991
Threat0.5940531
Severe Toxicity0.072789766
Moderate 0.4850187 Low Con 0.265 Threat Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
So the guy from India at 9:50 is talking *hit.
So the guy from India at 9:50 is talking *hit.
Identity Attack0.27171627
Insult0.3388922
Profanity0.47435758
Threat0.063675895
Severe Toxicity0.0394905
Moderate 0.4826145 Low Con 0.297
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I use to live in a beautiful little neighborhood. Then the Somolians moved here . I swear they let the worst criminals immigrate here . They are thieves they fight and then run and hide …
I use to live in a beautiful little neighborhood. Then the Somolians moved here . I swear they let the worst criminals immigrate here . They are thieves they fight and then run and hide from the police in the Mosque. The Immam refused to let the police in to arrest them . Then we were hit by a load of Roma Gypsy's. They are absolute animals . No home was safe from they're breaking in . They break into cars , trucks and steal whatever isn't nailed down . Now tell me why I should be nice to these people and not be racist ?????😮😮😮😮😮😮😮
Identity Attack0.55011386
Insult0.47384647
Profanity0.30161268
Threat0.16383497
Severe Toxicity0.16960317
Moderate 0.48021027 Constructive 0.521 Identity Attack Unverified_Claim
Aug 31, 2025 1 likes Why Canadians Are Turning Against …
The truth about why the driving sucks. The government has hired a bunch on Indian immigrants to run our version of the “dmv” and they issue other Indians full licenses without ever doing the written …
The truth about why the driving sucks. The government has hired a bunch on Indian immigrants to run our version of the “dmv” and they issue other Indians full licenses without ever doing the written driving test or practical driving test. So they get real licenses without ever being tested or having to practice with a full licensed driver for 9 month to a year before getting their G2 which is the middle license after a G2 and 5 years you then do another driving test and get you G license (specific to Ontario). They just walk in pay and leave with a G license. The other corrupt part of this is the licenses issuers have a quota of fails to hit every day and because they pass all the Indians they fail the white kids and adults to meet their quota. We actively avoid getting our licenses at heavily Indian populated areas to avoid being failed solely because we are white and they need to meet their quota. This is becoming increasingly more difficult as the government continues to bring in an unsustainable number of Indian immigrants
Identity Attack0.40713623
Insult0.45135358
Profanity0.36230123
Threat0.011638066
Severe Toxicity0.023880709
Moderate 0.46716887 Constructive 0.521
Jan 27, 2026 Inside Canada's Indian Invasion...
HAHA WHITES YOU GET WHAT YOU SOW NOW FEEL IT .... KARMA HITS BACK😂 TASTE OF YOUR OWN MEDICINE
HAHA WHITES YOU GET WHAT YOU SOW NOW FEEL IT .... KARMA HITS BACK😂 TASTE OF YOUR OWN MEDICINE
Identity Attack0.4931391
Insult0.3493834
Profanity0.17241211
Threat0.050744623
Severe Toxicity0.02453801
Moderate 0.46716887 Low Con 0.19 Humor_Satire
Oct 7, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
My townhouse neighbors are Indian. I can't even open a window without my living space and sense of smell getting assaulted by onions and garlic and a strong mix of Indian spices every day, multiple …
My townhouse neighbors are Indian. I can't even open a window without my living space and sense of smell getting assaulted by onions and garlic and a strong mix of Indian spices every day, multiple times a day. Worst yet, the stench sometimes hits between 2-4AM!!! WHO TF COOKS ONIONS AT 4AM?!!!!
Identity Attack0.44690517
Insult0.26957804
Profanity0.41031027
Threat0.019228047
Severe Toxicity0.03680043
Moderate 0.45751464 Constructive 0.63 Fear_Threat
Sep 21, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
Many racist, Islamophobic people Being indian myself i don't like, I was hit read ended Jan 2026 Should stop now too much people who don't deserve to be here Had few accident all not at …
Many racist, Islamophobic people Being indian myself i don't like, I was hit read ended Jan 2026 Should stop now too much people who don't deserve to be here Had few accident all not at fault and hit by indian drivers only
Identity Attack0.48990932
Insult0.38852
Profanity0.124631
Threat0.1284288
Severe Toxicity0.02430326
Moderate 0.45751464 Constructive 0.587 Personal_Narrative
Mar 1, 2026 Inside Canada's Indian Invasion...
Indian people openly give ads.. Hiring only Indians and the govt has shut their eyes.... Meanwhile young white ppl suffer.. Time to hit the streets
Indian people openly give ads.. Hiring only Indians and the govt has shut their eyes.... Meanwhile young white ppl suffer.. Time to hit the streets
Identity Attack0.5075293
Insult0.25205973
Profanity0.14930901
Threat0.34876925
Severe Toxicity0.024960563
Moderate 0.45549932 Moderate Con 0.327 Identity Attack
Sep 20, 2025 8 likes Inside Canada's Indian Metropolis (Brampton)
The Liberals are brilliant thieves. They’ve managed to pull off over a decade of self-funded corruption. They use taxpayer money to buy media, influence institutions, and protect themselves from accountability. Canadians are literally paying for …
The Liberals are brilliant thieves. They’ve managed to pull off over a decade of self-funded corruption. They use taxpayer money to buy media, influence institutions, and protect themselves from accountability. Canadians are literally paying for their own political manipulation. Liberals = the most corrupt government in Canadian history (33 listed below and counting): Green Slush Fund (SDTC) – $1B+ in questionable clean-tech grants SNC-Lavalin Affair – Political interference in criminal prosecution ArriveCAN App – ~$60M for a basic travel app WE Charity Scandal – ~$912M contract to connected insiders Phoenix Pay System – $3.5B+ and still failing McKinsey Consulting Contracts – $500M+ outsourced policy work Foreign Interference Scandal – Intelligence warnings ignored Organized Crime & B.C. Money Laundering – Triad-linked casino and real estate laundering Fentanyl & Opioid Crisis – Border failures and weak enforcement Aga Khan Vacation Ethics Breach – Illegal luxury trip Randy Boissonnault Scandal – Business ties and lobbying questions Investing in Canada Plan – ~$92B in poorly tracked infrastructure spending PMO / Telford Staff Scandals – Obstruction and document withholding Bill Morneau Controversies – WE ties, pension conflicts Paul Chiang Controversy – Foreign interference allegations Unlawful Emergencies Act Use (Trucker Convoy) – Bank accounts frozen, later ruled illegal Firearms Buyback Fiasco – Projected $2B–$6B and counting Mark Carney / Brookfield Conflicts – Offshore tax structures, revolving-door politics Chrystia Freeland Ukraine Funding Controversy – Oversight concerns Baylis Medical Ventilator Contract – ~$237M contract awarded to a firm owned by a former Liberal MP for COVID-19 equipment. Mary Ng Ethics Breach – Multiple government contracts directed to a close personal friend and media personality. Dominic LeBlanc Ethics Breach – Awarding a lucrative Arctic surf clam license to a company linked to his wife’s family. NSICOP "Traitor" MP Allegations – National intelligence reports of sitting MPs "wittingly" collaborating with foreign hostile states. Admiral Mark Norman Prosecution – A failed $50M legal battle involving alleged political interference in a naval procurement contract. Han Dong Controversy – Resignation from caucus following allegations of CCP involvement in his nomination and conduct. Governor General Expense Scandals – ~$1.3M in luxury travel, high-end catering, and secretive villa renovations under Payette and Simon. PBO Carbon Tax Gag Order – Government blocking the Budget Officer from releasing internal data showing the tax’s true economic hit. GC Strategies $250M Windfall – Total federal contracts awarded to the two-person ArriveCAN firm since 2015 across multiple departments. Public Health Agency (PHAC) Missing Data – Intentional destruction of emails and documents related to the Winnipeg Lab security breach. Sustainable Development Technology Canada (SDTC) RCMP Probe – Formal criminal investigation into 186 cases of alleged conflicts and $390M in funding. "The Other Randy" Business Scandal – Investigation into text messages suggesting a Cabinet Minister remained active in private business. COVID-19 Quarantine Hotel Fiasco – Billions spent on mandatory hotel stays marked by reports of safety failures and lack of oversight. Parliamentary Witness Coaching Scandal – $263,000 in taxpayer funds spent to "coach" government employees and witnesses on how to spin answers at committee. Etc Etc The Liberal performance review: rushed programs, no transparency, friends get paid, costs explode, and no one is held accountable. Over a decade, this government has burned through $100B+ in waste, failed programs, insider contracts, and ethics breaches—with zero consequences—all on the backs of taxpayers while they get rich.
Identity Attack0.37879246
Insult0.4747285
Profanity0.21024476
Threat0.018364733
Severe Toxicity0.023076924
Moderate 0.45396814 Moderate Con 0.497 Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
That white guy just hit African that much?
That white guy just hit African that much?
Identity Attack0.50917345
Insult0.24287975
Profanity0.21564959
Threat0.34889272
Severe Toxicity0.02411546
Moderate 0.44933176 Low Con 0.263 Identity Attack Meta_Commentary
Jan 27, 2026 1 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.