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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: "This is an apology to …" 16 comments
Oh, Tyler Oliveira—you sniveling, camera-clutching clown from the States, desperately chasing clicks by dunking on India like it's your ticket to relevance. You slither into our sacred festivals, twist them into your racist freak shows, …
Oh, Tyler Oliveira—you sniveling, camera-clutching clown from the States, desperately chasing clicks by dunking on India like it's your ticket to relevance. You slither into our sacred festivals, twist them into your racist freak shows, and call it "content"? That Gorehabba video where you mocked an ancient Karnataka ritual as the "sh***iest experience" of your life? Pathetic. You got roasted so hard by millions of Indians that you cried uncle, doxxed and threatened, begging for mercy while scrapping your whole "documentary." Then you pivot to whining about "Canada's Indian Invasion," painting hardworking Indians as some horde overwhelming your precious borders—only for YouTube to smack it down before you reuploaded your bile. Newsflash, you bottom-feeding provocateur: India's not your punchline. We're the eternal empire that's outlasted losers like you for millennia. Time to school your ignorant ass on why you should've stayed in your mom's basement—India, the unstoppable tiger that could crush your entire "career" without noticing. Let's start with the obvious: scale, you microscopic meme. India's a juggernaut with 1.45 billion souls, a population exploding with talent and tenacity, projected to dominate the world demo while your declining West scrambles for immigrants to wipe its ass. We're bigger than your wildest fever dreams—3.287 million square kilometers of epic diversity, from Himalayan fortresses to tech hubs that power the globe. You? A solo YouTuber with a few million subs, hiding behind a mic, peddling poop jokes because real journalism's too hard. Your "exposés" on cow dung rituals or urine therapy? Cherry-picked trash from one village, ignoring that India's the cradle of civilization— inventors of zero, yoga, and chess when your ancestors were grunting in caves. You sensationalize our extremes to feed your racist fanbase, but guess what? We own the narrative now; your videos get mass-reported and buried because 1.5 billion of us don't play. Economy? You love ranting about H-1B visas and Indians "invading" jobs—cry harder, Tyler. India's GDP is blasting past $4 trillion, eyeing $10 trillion by 2030, with 7% growth that laps your stagnant economy. We're the world's startup unicorn factory, with giants like Reliance and Tata that could buy your channel for chump change. Indian CEOs run Google, Microsoft, and half of Silicon Valley—your tech overlords are us, bro. And those "invasions" you fear? We're the brains keeping Canada and the US afloat; without Indian talent, your countries would crumble into irrelevance. Your anti-Indian rants on visas? Just salty jealousy from a guy whose "content" relies on AI-generated slop and hate bait. Keep mocking; we'll keep innovating and out-earning you. Power? Don't make me laugh. India's military is a nuclear-armed beast: $80+ billion budget, 1.4 million troops, hypersonic missiles, and carriers that could sail circles around your non-existent army. We're ranked top 4 globally in firepower, staring down real threats while you play pretend journalist in safe suburbs. You "fight" with a camera; we'd "eat you up" with one viral backlash—remember how we turned your life into "a living hell" with reports and threats? That's just a taste; cross us again, and your channel's toast. But we're merciful giants—unlike you, we don't need to stoop to your level. Our people? Unbreakable legends. A mosaic of 2,000+ ethnic groups, 22 languages, and faiths that birthed Buddhism, Hinduism, and the world's largest democracy. Bollywood crushes your Hollywood knockoffs; our cuisine, from biryani to butter chicken, rules global menus while you gag on sensationalized "poop" stories. We've conquered empires—the Mughals, British—and risen stronger, while you're just another white dude profiting off exoticism. Racist? Check your mirror; your videos drip with disdain for "third-world" vibes, but India's soft power—cricket, curry, tech—owns the planet. You called our festival "humanity's extinction" risk? Nah, that's your career after we expose your bigotry. So, Tyler, tuck your tail and run. Apologize for your propaganda, delete your trash, and stick to interviewing rednecks. India's not your playground; we're the big daddy that broke you once and can do it again. Stay scared, clown. Jai Hind!
Identity Attack0.44690517
Insult0.67254376
Profanity0.4177144
Threat0.10542984
Severe Toxicity0.34942797
Moderate 0.64447093 Constructive 0.512 Insult Meta_Commentary
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
As a Floridian, I apologize for this hateful nonsense. I don’t blame you at all for not coming down here. If I could, I would spend all year in Canada.
As a Floridian, I apologize for this hateful nonsense. I don’t blame you at all for not coming down here. If I could, I would spend all year in Canada.
Identity Attack0.0017237385
Insult0.38795334
Profanity0.00048769277
Threat0.00014774644
Severe Toxicity0.0000046496625
Moderate 0.5124914
Dec 9, 2025
Well, I'll put it this way like I said for many, many, many years, while over 20 years, I already bought this s*** between what Trudeau did, and now, what, you know, art Kearney is …
Well, I'll put it this way like I said for many, many, many years, while over 20 years, I already bought this s*** between what Trudeau did, and now, what, you know, art Kearney is doing that piece of s***. He is turning Canada into a European nation. You watch once joined the European Union and then the richer get richer, there'll be no oil class, the poor be poor and guess what, when you look at the European Union, they are all about one ruled government. One world order wake up this whole entire immigration thing is a f****** joke. From my aunt's opinion and yes, that normally filters on. So it doesn't exactly say all the swear words, my apologies, but no born and raised canadian, and this is a d*** joke, they want to turn around and keep on pushing us and pushing us well.Maybe soon enough, they're real canadian people push back car needed, begets, sent back to the us and a box everybody else who came here.There's no want to fall at our rules.Arborgulations are way of culture.Get the f*** back, where'd ever held country?You came from him because guess what time is ticking tiktok?Tiktok, revenge, you can a snap, and when we do all you immigrants, carney, evernels fit in or f*** off
Identity Attack0.1508922
Insult0.44464502
Profanity0.45190978
Threat0.020954676
Severe Toxicity0.0394905
Moderate 0.46982017 Constructive 0.645 Call_To_Action
Sep 7, 2025 1 likes Why Canadians Are Turning Against …
And all thanks to Trudeau! 👏👏👏 Btw any apologies for the illegal use of the emergency measure act? Anything? 🤷‍♂️ Anything from the dirtbag liberal MPs who are still in cabinet? 🖕
And all thanks to Trudeau! 👏👏👏 Btw any apologies for the illegal use of the emergency measure act? Anything? 🤷‍♂️ Anything from the dirtbag liberal MPs who are still in cabinet? 🖕
Identity Attack0.04435511
Insult0.48675314
Profanity0.22562476
Threat0.00713294
Severe Toxicity0.016577384
Moderate 0.44393396 Low Con 0.256 Policy_Critique
Feb 19, 2026 Canadian immigration officers investigating hundreds …
I’m a Canadian Jamaican and I don’t recognize the country. The people coming in lately are hostile to the place they seek support from. It’s ridiculous and bazaar. I’m seeing so many places for rent …
I’m a Canadian Jamaican and I don’t recognize the country. The people coming in lately are hostile to the place they seek support from. It’s ridiculous and bazaar. I’m seeing so many places for rent stipulating that they outright prefer or are seeking Indian. I’m not white but I’m tempted to post an ad for place to rent and say it’s for for white tenants just to behold what happens. I mean we have never witnessed such conduct in Canada until these #&? ckers popped up. Even the prior immigrants are stunned. I’ve been working since 78 and now a senior but when I try to get help for housing I’m offered a night only shelter with mental and drug abusers to go try sleep in or the sidewalk or countless apologies. If I could put apologies in the bank, I would be rich While the former Marriott 2minutes up the street is home to all kinds of refugees. Don’t get injured, get any older or anything like that and unable to work in this country now as you’re much better off passing away.
Identity Attack0.4139151
Insult0.45758462
Profanity0.2882351
Threat0.017846745
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.643
Sep 8, 2025 Why Canadians Are Turning Against …
I'M AN ASIAN IMMIGRANT WHO IS TOTALLY EMBARRASSED AND ASHAMED OF THESE NEW MASSIVE ASIAN IMMIGRANTS THAT BRING SHAME AND EMBARRASSMENT TO THIS WONDERFUL AND GIVING COUNTRY, AND TO HARD-WORKING, LAW-ABIDING IMMIGRANTS OF YESTER-YEARS. CANADA …
I'M AN ASIAN IMMIGRANT WHO IS TOTALLY EMBARRASSED AND ASHAMED OF THESE NEW MASSIVE ASIAN IMMIGRANTS THAT BRING SHAME AND EMBARRASSMENT TO THIS WONDERFUL AND GIVING COUNTRY, AND TO HARD-WORKING, LAW-ABIDING IMMIGRANTS OF YESTER-YEARS. CANADA OUGHT TO REASSESS ITS PROTOCOLS & STANDARDS REQUIREMENTS SURROUNDING IMMIGRATION. I WOULD START BARRING ANYONE WITH CRIMINAL RECORDS - NO EXCEPTIONS, WHILE DEPORTING THOSE WHO COMMITTED CRIME IN THIS COUNTRY ! I PERSONALLY APOLOGIZE TO ALL CANADIAN CITIZENS AT LARGE FOR THESE UNDESIRABLE IMMIGRANTS.
Identity Attack0.46028158
Insult0.37960073
Profanity0.06646215
Threat0.025616571
Severe Toxicity0.023076924
Moderate 0.41910073 Constructive 0.515 Personal_Narrative
Aug 26, 2025 Why Canadians Are Turning Against …
For all the Indians reading comments here We are hated because of these: - Abandoning shopping carts in walmart/supermarket parking lot, or dragging the carts to the place where you live and throwing it by …
For all the Indians reading comments here We are hated because of these: - Abandoning shopping carts in walmart/supermarket parking lot, or dragging the carts to the place where you live and throwing it by the roadside - Zooming past two way/four way stop signal - Unnecessarily accelerating and revving cars while driving through a residential area. Trust me ITS NOT "COOL" - Playing Punjabi gangster rap music at full volume, or talking loudly on phone when using public transport - Talking loudly with friends in places where we are expected to talk softly: Hospitals, museums, art gallery government/visa office, Medical centers/clinic - Stretching yours legs over the opposite empty seat while travelling in bus or train. Crowding the Handicap ramp to access GO train because it makes it easier to board the train (WTF!). - Suddenly switching lanes and turning into streets without using the indicator. - Opening the car door in full swing and leaving a dent/scratch on the next car at parking lots. Not so much as a courtesy to leave a sorry note. - Stealthily walking the dog at night and not picking up after dog - Throwing the car's garbage towards the direction of the dustbin when driving past a bus stop in residential area. - No basic etiquette and manners of wishing, thanking or apologizing. Did you know you are supposed to greet/wish the bus driver when you board a bus? - Refusing to speak in English while in Indian populated city. - Brampton, even worse - trying to fake an accent when you suck at grammar - Partying loudly through the night with no regards to neighbors - Culture dumping - deliberately bursting crackers when the city has banned it, making agni kund in backyard without taking safety precautions, its a fire hazard for houses built of wood, loudly playing mantras/bhajans early morning when you are living in a Condo/apartment - Not caring to shovel snow off footpath - Not showering after you've cooked at home and smelling like curry in the office. Guys Please be better!
Identity Attack0.44690517
Insult0.33154017
Profanity0.25458565
Threat0.09316374
Severe Toxicity0.02449106
Moderate 0.41690505 Constructive 0.614 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Deport them, I say this with no apology !!.
Deport them, I say this with no apology !!.
Identity Attack0.2795294
Insult0.107333586
Profanity0.04742365
Threat0.22120713
Severe Toxicity0.018707745
Moderate 0.36867723 Moderate Con 0.325
Sep 10, 2025 Why Canadians Are Turning Against …
Thousand of Apologies 😉 who is that Half Monkey Half human statue ? 😉
Thousand of Apologies 😉 who is that Half Monkey Half human statue ? 😉
Identity Attack0.033269364
Insult0.3493834
Profanity0.11911256
Threat0.0082074385
Severe Toxicity0.012283325
Moderate 0.36095104 Moderate Con 0.38 Humor_Satire
Feb 6, 2026 Inside Canada's Indian Invasion...
this video was very unresolved message buddy. i am sorry if my words sound stupid or weird, my apologies. as an indian who live in india, yes the scarcity related to jobs and financial scrutiny …
this video was very unresolved message buddy. i am sorry if my words sound stupid or weird, my apologies. as an indian who live in india, yes the scarcity related to jobs and financial scrutiny is real but i wouldn't dare leave my country. there are ways to live happily here i am sure for some it might not be as such and they chose to live abroad that's their decision i have nothing to say there. but you have to also understand India houses 1.47 billion population. 1 out of 300 people are able to get in canada but since the size pool is bigger that tries for it the number sky rocket as well. i have no remarks against india not against the canadian who have lived there for generations. in my eyes they both are right and it's government that should do something about it. i can totally understand the perspective of white canadians if all they see is a chruch that was turned into a hindu temple.
Identity Attack0.15303208
Insult0.23237456
Profanity0.2453505
Threat0.02181799
Severe Toxicity0.017416617
Moderate 0.3302291 Constructive 0.82
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I am shocked to hear this from a CBC reporter saying IMMIGRANTS get money from the government!! Where on earth did you get this ,outrageous information!! People who apply to come to Canada as legal …
I am shocked to hear this from a CBC reporter saying IMMIGRANTS get money from the government!! Where on earth did you get this ,outrageous information!! People who apply to come to Canada as legal immigrants , have to go through a strict points system.that can take years . Plus medical and security checks. They have to speak English or French , be educated and most of all have a skill ,trade or profession that Canada needs!as Canada does not have enough highly skilled workers. Like IT professionals, doctors ,engineers, nurses etc. They have to have a job offer .etc etc .They have to have the means to support themselves and their family . It is appalling to hear this nonsense and misinformation. Secondly when talking about refugees the ones who come across the border with no documentation, come on their own and do not fall in the 3 categories you mention? How outrageous are you to say the ones coming in illegally across the border are 1 privately sponsored, 2 government sponsored 3 or mix of both! This sort of wrong , I’ll informed information from CBC Reporter like you that causes racism, you should be ashamed-of yourself to do this outrageous, misleading and wrong information.CBC should apologize and remove this misinformation.
Identity Attack0.11047905
Insult0.09855611
Profanity0.13432594
Threat0.0074048014
Severe Toxicity0.008087158
Low Tox 0.24282593 Constructive 0.636
Jun 14, 2024 How much do refugees and …
I apologize I should have waited two mins more. Kuddos Brian Lilley sharing your fathers medical horror story. What is Canada going to do?
I apologize I should have waited two mins more. Kuddos Brian Lilley sharing your fathers medical horror story. What is Canada going to do?
Identity Attack0.012842959
Insult0.03710241
Profanity0.012585391
Threat0.007301235
Severe Toxicity0.0021648407
Low Tox 0.0969861 Constructive 0.669 Personal_Narrative
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
I'll be waiting for your apologies slandering me and my 100k+ Canadian ICE salary
I'll be waiting for your apologies slandering me and my 100k+ Canadian ICE salary
Identity Attack0.0052906936
Insult0.03312982
Profanity0.01309778
Threat0.008220384
Severe Toxicity0.0018310547
Low Tox 0.09611836 Moderate Con 0.359
Jan 20, 2026 2.9 million Canadian temporary visas …
Wow these are the realist Canadians Ive ever seen! I apologize Canada for all the mean stuff I said in the past.
Wow these are the realist Canadians Ive ever seen! I apologize Canada for all the mean stuff I said in the past.
Identity Attack0.04435511
Insult0.030485468
Profanity0.011099464
Threat0.0062267366
Severe Toxicity0.0019264221
Low Tox 0.09033044 Constructive 0.597
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm a born and raised Canadian, as well as my husband. Even before our country was completely taken over, employment was hard to come by because of the fw's. 8 years ago, my husband had …
I'm a born and raised Canadian, as well as my husband. Even before our country was completely taken over, employment was hard to come by because of the fw's. 8 years ago, my husband had enough with trying to find a job, he stopped counting at over 450 resumes that were ignored, so he decided that we should start our own company, a small delivery company that 2 years later, we added a safe ride service to (driving drunk people home in their own vehicle). I was the manager of a little pizza place, which was run by immigrants, but good ones. I was hired because my husband approached them about doing deliveries, and they wanted to meet me. I had no idea I was going for an interview but they begged me to work for them, their reason; although they could speak English, they weren't fluent in it, so they wanted an English speaking employee who could easily understand the customer's. Within days, I was promoted to manager, and I loved my job and all of them. They treated everyone with such kindness and generosity. I found out just how much support they got from our government, when I broke down one day because I couldn't afford my prescription. My boss was so confused because he and his family got free prescriptions, dental, eye care, etc and they thought everyone got that. My boss paid for my prescription and actually apologized to me for how our own government treated us. He also showed me that they get $2,500 every 2 weeks, funding to start or buy businesses, but if they don't hire other fw's or immigrants, that funding changes to a grant and they have to pay it back. They are given money for housing, and vehicles. He was pushed out of that business by his 2 partners, and the partner's promised him I would keep my job. That was a complete lie. They stopped putting me on the schedule, claiming financial problems (bs), but hired not one but two new full time immigrant employees. I lost it and quit. Our town isn't that big, and word spread fast, especially when everyone found out that I was still owed over $2,000, which I will never see because no government agency will help me. Their business is actually struggling now and I love that for them. As for my husband and I's business, it's going strong but I came unglued when we recieved a letter from the government "suggesting" that we hire immigrants. I wrote back, telling them in no uncertain terms would that ever happen, and it will be a cold day in hell when one of us steps back so one of the government's favored people can take that money from us because we are the only 2 employees and we're not sacrificing a damn thing for someone who already gets everything.
Identity Attack0.015355183
Insult0.034341812
Profanity0.01893901
Threat0.007353018
Severe Toxicity0.002193451
Low Tox 0.07687678 Constructive 0.825
Sep 2, 2025 Why Canadians Are Turning Against …
I am supportive of immigration, but I believe there should be a cap of no more than 1-2.5% annually. A significant number of migrants moving to Canada from the same region or country could cause …
I am supportive of immigration, but I believe there should be a cap of no more than 1-2.5% annually. A significant number of migrants moving to Canada from the same region or country could cause issues, as this can lead to the formation of "mini-bubble" societies within Canada. These groups may sometimes become the dominant demographic and undermine the existing communities that have contributed to building Canada for decades. We cannot expect new immigrants to seamlessly merge into Canadian society. This is a major oversight by Canada’s Immigration Department. Digital applications from foreign nations may play a role in this phenomenon. There should also be regulations concerning how many new immigrants can be brought in by family members. For instance, one new citizen can legally bring both of their parents and their spouse, which is fair. However, there have been cases where this process is repeated multiple times within ten years, leading to a 1:15 ratio, where one person can bring in six to eight relatives. If there is a labor shortage in essential fields, Canada can offer long-term residency to those who continue to work in those sectors, such as caretakers. However, the pathway to citizenship could be lengthened or require a higher standard. For instance, the requirements could extend from X years of living in Canada to X+5 years, as well as passing a basic Canadian citizenship test, either written or verbal. While an increase of five years may seem unfair or lengthy, it is essential. A newborn child from a Canadian family requires 18 years to gain voting rights in elections, whereas new immigrants—especially those who come for study for four to six years—can potentially gain both citizenship and voting rights sooner if they meet the previous administration's standard. Children under the age of 18 can gain citizenship in as little as X-4 years, regardless of their full integration into Canadian society. This loophole is sometimes abused and provides preferential treatment that favors this process over existing Canadian. In my opinion, it would be fairer to calculate the duration of "living in Canada" based on the number of years they have paid "income taxes" in Canada. This is important because many individuals with multiple passports pay taxes elsewhere while benefiting from Canadian healthcare and other services. The investment in home buying as a pathway to citizenship has contributed to the housing crisis, resulting in numerous empty homes in various regions. While it may offer short-term economic benefits that some politicians favor, it is detrimental to Canada as a whole. If buying a house is the only requirement for citizenship, wouldn't a large portion of the global population be eligible for U.S. citizenship just by investing in U.S. businesses or stocks? This perspective may seem illogical when looking at it from outside the box. Apologies for being a bit wordy; I had much more to say. Nonetheless, I also support temporary residency for up to 6-9 months for those who have been evacuated due to war, natural disasters, or similar circumstances. Special exceptions can be granted for families with members working in critical fields that merit such considerations (high-end industry).
Identity Attack0.000069526875
Insult0.00010191088
Profanity0.000024604129
Threat0.0000227671
Severe Toxicity0.000003976266
Low Tox 0.00024560353 Policy_Critique
Apr 15, 2025 11 likes

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.