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: "Oh, if you could only …" 11 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...
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am …
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am specifically talking about the youtuber here. This dude goes to India, to a remote village which people dont even know of, makes a video on "poop throwing festival in India" as his Title and then says Oh hey I havent said anything racist, umm well you havent (even if I ignore the word play you do) but you had several other topics that you could have covered in "India" and you exactly knew what was gonna happen when you would upload this video but you anyways did, so yes you are a racist, a smart one. And for the people saying "Indians are so proud of India but they don't want to live there", I mean people making this kinda comment can't even wrap their head around the fact that 1.5 B people are from India. So even a small fraction of that population would contribute towards a large migration, so no "Indians are so proud of India but they don't want to live there" is absolute bullshit. Now does that mean its a perfect country? Absolute Not and Neither is the country Developed, we are a developing economy and we have a long way to go. We have our own issue in this country and we are dealing with it. As for as people living in your countries are concerned, I would ask you to be as objective as possible in situation rather than being stereotypical. If you see a person doing bad thing, call them out, it doesnt matter whether they are "Indian" or otherwise.
Identity Attack0.44690517
Insult0.48228607
Profanity0.4131548
Threat0.063675895
Severe Toxicity0.20067264
Moderate 0.56269526 Constructive 0.714
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Oh I'll say it....SEND THEM HOME!!!! They have ZERO interest in integrating into our society and into Canada. They want to take Canada over and make another India with their own religion and beliefs. They …
Oh I'll say it....SEND THEM HOME!!!! They have ZERO interest in integrating into our society and into Canada. They want to take Canada over and make another India with their own religion and beliefs. They don't respect our rules, they commit crimes, they litter and use our beaches as their bathrooms. They dump in our green spaces, abuse our food banks, take all our jobs, housing and healthcare. They set up scam companies to give truck licences to East Indians and then send them down the road to kill our citizens. Omg I could go on and on. They look down on us in OUR COUNTRY!!!! Absolutely ridiculous. We need to protest like the UK is protesting or Carney will do NOTHING!!!!😡😡😡😡
Identity Attack0.5051593
Insult0.4339631
Profanity0.13608865
Threat0.067232
Severe Toxicity0.040387187
Moderate 0.47119883 Constructive 0.558 Identity Attack Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Most uneducated journalist 💔💔 Isn't it funny how majority of the screen time is given to the whites? He could've asked any Indian that looks like they've grown up here so they could actually communicate …
Most uneducated journalist 💔💔 Isn't it funny how majority of the screen time is given to the whites? He could've asked any Indian that looks like they've grown up here so they could actually communicate clearly and give a voice for their community but no, he goes for the fresh immigrants that barely know english to interview. Just look at the picture he's trying to paint 😂 Oh and that border hopping scheme? There's malicious people in EVERY culture/religion, acting like whites and blacks don't do the same shit. You can't show this negative narrative on this community by focusing on the worst. No one likes to talk about the Sikhs that feed SO MANY homeless people in downtown toronto every year. I bet you didn't know every gurdwara feeds anyone anytime. I can speak for the Sikhs i've seen first hand how they are for the community. wtvr pays the bills ig 🥀🥀
Identity Attack0.45610145
Insult0.4339631
Profanity0.16775991
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.45243698 Constructive 0.747 Policy_Critique
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Canada is spiralling into 3rd world. No housing, health care nor new infrastrutures despite 5 more millions added. Oligarchs cooked up the 100Million initiative so they could make trillions from housing, grocery, and crimes. Letting …
Canada is spiralling into 3rd world. No housing, health care nor new infrastrutures despite 5 more millions added. Oligarchs cooked up the 100Million initiative so they could make trillions from housing, grocery, and crimes. Letting in millions of international students whom many have little intention to study while quick to seek asylum. They are more like indentured labourers ripe to be exploited by their very own. Which country welcomes refugees and illegal immigrants with open arms, treating them far better than seniors who toiled for decades. Only in Canada! Oh Indicanada!
Identity Attack0.11744241
Insult0.11464815
Profanity0.020032106
Threat0.009281937
Severe Toxicity0.0060653687
Low Tox 0.21241048 Moderate Con 0.441 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
3:02 I think 90% of what this dude said is so horribly off the mark but even I have to agree with this. If immigrants could successfully assimilate before, why not now? I remember in …
3:02 I think 90% of what this dude said is so horribly off the mark but even I have to agree with this. If immigrants could successfully assimilate before, why not now? I remember in the 2010s hearing about immigrants/refugees not assimilating in Europe and constantly just thought "well why don't they just do immigration with strong assimilation like we do here in Canada?", and now we had 4 years of sloppy immigration give or take, unfortunate. At least the straight up policies that led to this influx of poorly managed immigration is removed, but the same leaders and cabinet members and the like of the liberal government are present. Oh and did I mention they keep privatizing things, throwing money at mining industries without any seeing of the benefit to working Canadians realistically, and planning to build a pipeline by like 2035 towards east Asia which will likely be majority renewable energy by then, without actually trying to address the issues now present from the 4 years of sloppy immigration policy?
Identity Attack0.10221587
Insult0.08508729
Profanity0.05543986
Threat0.008246276
Severe Toxicity0.0051498413
Low Tox 0.1996317 Constructive 0.765 Policy_Critique
Dec 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Here's my life in canada. denied work. Denied education. both grandmothers, and grandfathers and before that mothers and fathers, defended and fought in the great wars, not by choice proxy and came to canada post …
Here's my life in canada. denied work. Denied education. both grandmothers, and grandfathers and before that mothers and fathers, defended and fought in the great wars, not by choice proxy and came to canada post ww1 to get away from euro trouble, only for second great war, and most were against forced to join because of direct proxy or relatives being killed. Applied to walmart - denied work applied ot im hortons - denied work applied ot schoos, isntitutions , trade shops, and more, denied work.. When you income is below hte poverty line, and you spending large amounts of time seekngi for a job or working but denied life and work at the same time. It becomes fairly strange. Denied education. Was sekeing ot be a general practioner, but I was cosntnaly called racist by black peopel that jsut arrived rrehsly. then there was CBC and asian gang relatiosn nad hte abuseo f minoirity acts. Then there was the nativism of evil colonizer. Then feminims eivl white male. THiese were being disturbuted or taught at courses by force. I stated I am just here for data. Since udner the acts of law which gives freedom, we are not ot be subjected to non facts, or idleaogical belief systems to be forcibly lived by only law to reality. So the neutrality of law is broken to a blief set of wrong doing. I sought ot sue only for my tuition back ot apply to another instiute as denied, menaing I scaped nickles nad diem nsa ultiamtely could not afford or recieve a lawyers aid or help. earnign so little and hte canada has the data. I am never offered charity or help.. its always cults importing token blakc random person or speaking about jews or natives that need something and htey clealry own a lot... WHihc is weird. So... I am the offspring of women and men that build foundations of canada and institutes. I am an only male descdent. I am unamrried, u=no family. We don't seek ot breed like wild animals ot have like khan line. We odn't follow trending or mediated lies. Poeple accuseyou of somethign you look it up and you knwo their full of hsit. I have not once broke any laws of canada, but the church groups certianyl push hard ot change laws so they can kill peopel with the statemonopoly of violence perverting law. That aside.. From computer works to psyhcolgoy, to flying planes to geological and nuclear studying to life... So earning less then teh poverty line not by choice, but because society deems it more improtant ot .. as I was told once, Hire their friends, but hten they lie beucase they trend ot hire foiregners or the toke nblakc card mantra that as going on... Mean while perosns head on a bus is chopped off and they are out in a few months... I was denied work to places liek ecole, canem. plethora of commerical and private plumbing companies... I came ot be an actionable person to have an income make a family, do I not get those freedoms. I also udner law I can refuse any merchant item that includes all and any nuetoxins or mandates via nuremburg code and other laws... My rights in covid and other groups have violated my so called lawful rights as a citizens. Keep in mind post great war my grandfather taught at UofA and fought against state corruption and tyranny. also from descendent tree of lords, but most titles were given up or forcibly removed, and so living people went off into most aristiocratic works which was study of nature and applicaiton of systems and works and selling. Natural in peace you build tolenace, resistance and epxloration and cumilate money, but money has no value. you can have 2k people sift hte saharaha deseert a reletively void place of mostly quartz. out of that 286 million cubic feet of sand, not evne silt sand. You cna get 1 million tonnes of gold... Not evne troy ounces... So the stupidity and cruelty ofsoicety is the denial of life in others that seem to choose spectacle and destructive tendencies that they are told to do and hten reinforce it. But logicallly. we are onyl told to od natural needs of society. not all the other lies... ALl I see .. my kindness wains its naturally in me I suppose. but huamsn are capable of killing other humans when put into a means ot defend the self... So the convicing werid liars of capitalism... but hten commit ot capital abuse, IE lawless extension of it. To then communism that is against osiclaism if you read engles and marxs on their hatred and stating social nature of not modern. whatever that means. Communism is against ownership.. I have been judged, as a christian or relgiious... which is werid... because I chose not to drink alcohal... chose not to go to strip clubs or ever purchase a female. these are our daughtersand I expect actionable works and fucntion ot hte future, not epxloitation and deviation of values to a subset. I have written 5 milion words on youtube, trying ot therapy myself in a place I am denied so much... They offer power or glory through their means of contorls sex, a mark of acitonable means, like metla shit coin work... Nothing of ever truth or educaiton. So yo uget a collectivism of cruelty. If I knew humans werethis savage I suppose I should of had avarice drive in me, but I don't I only seek truth. and acitonable means of relation... what I get is . Your not normal. becuase i don't trend ot naartion of mediated arts and socila engineering nad werid soft method of reid psyhcolgoy. I like law.. I liek roman history.... I dislike judiac law and emsianic law.. although I have simlair values... its liek writing a book thought. we can all write about a blue sky, but both authors are not telling or in teh same story.... oh yeha I was denied banking / having a bank accoutn for two years. One can see it was freedom of my choice, but I was threatened while lareayd poor by the RBC employee chan guy... stating he cna charge me endless nsf, chages well and above nad beyond that ammount. I cam in and aruged hwile he yelled at me... and my concer was when will it stop 20k ? ? dollars. the ammout nto be charged was 120.. and you charged me 450 in services fees, NSF fees. so rightfully so.. so instead of being accpeted or able to operate or work in the system I am denied life. Denied miltiary employee ment. .. applied several times.... denied work since it reuiqres suddenly all these extra certificates whihc used ot be jsut exist and hten can operate in it.. but stupid migrants need ot prove they can.. So I think huh, my grandfather aiding italy.. my other one aiding philipines in advances...
Identity Attack0.10221587
Insult0.06889887
Profanity0.024951037
Threat0.025961896
Severe Toxicity0.007133484
Low Tox 0.17718399 Constructive 0.663
Oct 30, 2025 IRCC Names India in Study …
. . . and yet Canadian kids with a 4.0 could't get into SFU, UBC? 'OH, we only accept the best'?
. . . and yet Canadian kids with a 4.0 could't get into SFU, UBC? 'OH, we only accept the best'?
Identity Attack0.055673428
Insult0.04207976
Profanity0.03239325
Threat0.0070034824
Severe Toxicity0.0037193298
Low Tox 0.11912931 Moderate Con 0.329
Sep 29, 2025 IRCC Names India in Study …
I'm pretty much exactly where that lady in the car is at. Enough to make rent, pay my monthly cell phone bill, and internet, but the rest? Not enough for food, no emergency funds if …
I'm pretty much exactly where that lady in the car is at. Enough to make rent, pay my monthly cell phone bill, and internet, but the rest? Not enough for food, no emergency funds if something breaks or needs replacing, etc. Can't even save and put money away. I sat down and balanced my budget, looking at what I could keep or toss. Figured out what to do for cheapening food costs as much as I could (without doing food bank), and the most I can afford for rent is $700 a month. That's basically a room in someone's house. That's it. As an Adult, I'm disgusted it's come to this. But what angers me MOST of all, is the Landlord's I gotta argue with. Surrey, BC used to be the cheap end of Vancouver. The welfare type housing, and low-income area. Then we had this huge book of Middle Eastern people come flying in at top speed, steam roll the community and make it theirs. They bought up all the cheap housing, ripped it down even though it was not that bad of a house, then built these custom 5-6 room mini mansions. The standards for the area skyrocketed, and the cost of their mortgage is likely also sky high because of what they built... So what do they do? Rent the rooms, force people 2 to a room with no privacy, and if you WANT a private room? Nearly $1000. Oh... And let's not forget the discrimination issues. If you're not going to temple or Gudwara, forget it. If you aren't pure vegetarian, forget it. And because all the other renters are "brown" and under 30yrs old, Adults are considered unwelcome. If you have a disability and don't work, you're automatically labelled a drug user (which isn't always truth). Even if you offer proof of income, and resources or phone numbers to call, they won't bother. Too much work. This sh*t needs to stop. I look in other cities near by, and it's happening in ALL OF THEM. I cant even relocate to get away from this crap. I'm done. I have no car to live out of, so that's not an option. I'm not a drug user, never will be but and all the shelters are now "low barrier". Screw that. So now what? Go back to work with a broken lower back?? Desk job search when I should be recovering and resting? Like, the suggestions are welcome, but be realistic. I'm in constant pain on heavy duty drugs to get by right now. No spouce. No parents or friends to leech off of. I feel utterly abandoned by our government.
Identity Attack0.004180758
Insult0.029714199
Profanity0.024951037
Threat0.006763986
Severe Toxicity0.0019836426
Low Tox 0.06579731 Constructive 0.775 Personal_Narrative
Aug 25, 2025 10 likes Why Canadians Are Turning Against …
From what I heard coming from other source .Also when I see them at food banks taking home more than $150.00 in groceries from just 1 food bank they goto 9 amonth .their cell phones …
From what I heard coming from other source .Also when I see them at food banks taking home more than $150.00 in groceries from just 1 food bank they goto 9 amonth .their cell phones are top of the line .Clothes and shoes brand name only .Gold jewllery ladys purses $300.00 and up .And they all have cars from 40 thousand and up . One place i never see them is value village .How do they do iit ?I had 2 kids and on welfare a few years back and I had a hard time trying to get some things that we badly needed and could not afford and things were a lot cheaper .The most I ever spent at no frills been on assistance was $75.00 for the whole month .6 years ago and no cell phone gold. or cars .So how these people do it ?oh and by the way I go ti no frills once a week .Those same refugees are there every thursday spending $500.00. on goceries and none of them work .Some time neighbours talk and thats how things are know .Our government is a big lier .We the tax payers are paying for all of these Once a refugee of this country one canot be sent back or deported so if this refugee never finds a job you the tax payer and I will pay for his or her assistance and maybe for a life time .like in the case of gypsies refugees they are all on assistance go to all the food banks rob the community of their belongins their cars items from stores donations in front of churches and stores they dress the best also spend hundreds of dollars on food they shop for clothes at the mall and we the tax payer brake our backs 6 days a week 10 hours a day like me and I cant afford even half of what these people can .So even if they become criminals we have to support them .Some refugee law and rights should be changed to ensure that tax payers are not been taking advantage of .
Identity Attack0.00932346
Insult0.027841117
Profanity0.025907494
Threat0.006647474
Severe Toxicity0.0019931793
Low Tox 0.063423134 Constructive 0.726
Jun 16, 2018 3 likes How much do refugees and …
Oh no, we're being treated exactly like how we treated the native americans. How could this happen?!
Oh no, we're being treated exactly like how we treated the native americans. How could this happen?!
Identity Attack0.033011556
Insult0.01625293
Profanity0.014259194
Threat0.0069516995
Severe Toxicity0.001783371
Low Tox 0.056263726 Moderate Con 0.38 Moral_Argument
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)

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.