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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: "Can you make a video …" 181 comments · Page 4 of 8
omg! This video just ruined my day! I mean the content of this video just make me so upset! Why Canada changed so much? I just dont understand! I came here 10 years ago and …
omg! This video just ruined my day! I mean the content of this video just make me so upset! Why Canada changed so much? I just dont understand! I came here 10 years ago and I understand 10 years is long enough to change a lot of things but this much change is just not acceptable for me! Canadian people don't even dare to complain about Indian people in public because of the race issue! I worked in Brampton 4 years but I never go back there in last 5 years!
Identity Attack0.27875587
Insult0.14512913
Profanity0.07191269
Threat0.009618527
Severe Toxicity0.014576134
Moderate 0.3375374 Constructive 0.689 Personal_Narrative
Dec 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Andrew Callahan would’ve edited this video to make it seem like the Indians are amazing citizens and just got lost in the woods and ended up in America.
Andrew Callahan would’ve edited this video to make it seem like the Indians are amazing citizens and just got lost in the woods and ended up in America.
Identity Attack0.37082586
Insult0.16124763
Profanity0.10735235
Threat0.07399795
Severe Toxicity0.020257099
Moderate 0.3367073 Low Con 0.244 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
why always african are no 1 in making these videos, canadian people concern i can understand, but these people have some different agenda
why always african are no 1 in making these videos, canadian people concern i can understand, but these people have some different agenda
Identity Attack0.38238457
Insult0.100019015
Profanity0.052934792
Threat0.008764107
Severe Toxicity0.013866014
Moderate 0.3308965 Moderate Con 0.316 Unverified_Claim
Aug 25, 2025 Why Canadians Are Turning Against …
“As a brown Canadian, I know exactly what racism feels like — I’ve lived it for 40 years. The truth is, some people simply can’t accept brown immigrants, even though we work the hardest and …
“As a brown Canadian, I know exactly what racism feels like — I’ve lived it for 40 years. The truth is, some people simply can’t accept brown immigrants, even though we work the hardest and often for the lowest pay. Yes, one percent may cause trouble, but that exists in every community. What’s really unfair is how brown immigrants are singled out, while no one makes videos when Indian students are dying or struggling. We’re not monkeys — we’re human beings, we’ve worked for decades building this country, often in silence and underpaid. Stop the racism. Canada is stronger when we live together, not when we tear each other down.”
Identity Attack0.3817989
Insult0.21836096
Profanity0.089370176
Threat0.019918699
Severe Toxicity0.014059683
Moderate 0.3286776 Constructive 0.735 Personal_Narrative
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
God bless you for making these videos. All white countries are being ethnically replaced. Why are we the only country who needs to have diversity and multiculturalism?!?
God bless you for making these videos. All white countries are being ethnically replaced. Why are we the only country who needs to have diversity and multiculturalism?!?
Identity Attack0.381025
Insult0.07491849
Profanity0.087430455
Threat0.026997874
Severe Toxicity0.018836858
Moderate 0.3286776 Constructive 0.572 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Instead of making these videos go make some videos exploring your best friend epsteins island
Instead of making these videos go make some videos exploring your best friend epsteins island
Identity Attack0.031980325
Insult0.083112895
Profanity0.10240069
Threat0.06863153
Severe Toxicity0.021290002
Moderate 0.32289913 Low Con 0.224 Meta_Commentary
Feb 11, 2026 8 likes Inside Canada's Indian Invasion...
“It’s strange how these videos often show one group giving speeches and another making videos, but the blame keeps getting pushed onto brown immigrants. Why are we being singled out? Canada’s struggles are about wages, …
“It’s strange how these videos often show one group giving speeches and another making videos, but the blame keeps getting pushed onto brown immigrants. Why are we being singled out? Canada’s struggles are about wages, housing, and fairness—not about race. We should stop ganging up on each other and start working together for solutions.” Very weird this is the second video. It’s a trending targeting brown people stop it.
Identity Attack0.38185352
Insult0.08459369
Profanity0.03389629
Threat0.010913103
Severe Toxicity0.008163452
Moderate 0.30993456 Constructive 0.714
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
You made many videos against India and its culture okay I appreciate it but now make videos about the good things in India and its culture? You won't I guess because you wouldn't get the …
You made many videos against India and its culture okay I appreciate it but now make videos about the good things in India and its culture? You won't I guess because you wouldn't get the reach that you get while showing the badbside of our country and its people
Identity Attack0.22458547
Insult0.0836065
Profanity0.08419759
Threat0.015602129
Severe Toxicity0.011520386
Low Tox 0.28674445 Constructive 0.533 Policy_Critique
Feb 4, 2026 3 likes Inside Canada's Indian Invasion...
I've watched maybe 5 of his videos and most everything Tyler does is in bad faith in my view. He makes a minimum effort to present himself as an impartial journalist just asking questions, but …
I've watched maybe 5 of his videos and most everything Tyler does is in bad faith in my view. He makes a minimum effort to present himself as an impartial journalist just asking questions, but clearly wants to tell predefined stories that smear immigrants and minorities, painting them as an existential threat white Americans and American values. That's what sells, that's the grift.
Identity Attack0.28034934
Insult0.13969865
Profanity0.032643758
Threat0.017846745
Severe Toxicity0.0077056885
Low Tox 0.2854937 Constructive 0.605 Meta_Commentary
Jan 27, 2026 6 likes Inside Canada's Indian Invasion...
Very well done video & Thank YOU for showcasing the point of view from "real Canadians". As an immigrant who came to this country & fell in love with its culture 40 years ago, it's …
Very well done video & Thank YOU for showcasing the point of view from "real Canadians". As an immigrant who came to this country & fell in love with its culture 40 years ago, it's appalling to see how our beautiful first world country is quickly becoming a gutter. The newcomers these days are the privileged ones. All of us need to speak up, especially those of us immigrants who retain our original accents &/ non-white because our white fellow Canadians are accused of being racist whenever they do (though many could learn to be more eloquent. ie. go back to your country does NOT help)! I see it as my Canadian duty to remind "misbehaving" newcomers the reason they left their country in the first place. ie. You chose Canada for a better life, so why try to change it into the one you left? ie. Help me understand your logic? Why not leave your hate & war at the border; just like normal folks won't bring stinky garbage into their new homes. Life is challenging enough when you uprooted to a new country (especially our unforgiving cold Winter). So, just focus on the positive things in your new country & leave all your miseries behind... ie. Learn to adapt & enjoy your new country. Canada is a great country because of the love & effort of those before you, so now you are the beneficiary. Join the legacy by enhancing this beautiful country & its culture, so you can pass on this century old legacy for later newcomers to enjoy, like you do now. What dignity do you have & what kind of life lessons to your children by bullying your culture & religion into Canada at the expense of other Canadians? This will fracture Canada if everyone does that. Do you want this country to become so fractured & terrible that your descendants have to leave for a better country, like you did? Is that what your religion teaches you? Does it state it's perfectly fine to satisfy all your whims & wishes at the expense of others? Are you striving for Canadians to think badly of your race/culture? Are you being a good ambassador to your race/community/culture/religion? Canadians are so friendly & helpful, if you need help, just ask, please don't demand. Learn the language & it's ok to speak broken/pigeon English with gestures to communicate. No one expects you to be an English scholar; you gain respect for trying. Apply some basic Canadians manners, which goes a long way... Please & Thank You, Smile doesn't cost you anything, besides it's good exercise for your facial muscles. I worked my entire career with the public, I very seldom encounter negative feedback when I do the above. If they get nasty, I tell them that's definitely not the Canadian way to make friends & wish them Good Luck! I also make a point in telling the wealthy ones "Tax Avoidance is legal (I'm more than happy to show them), but Tax Evasion is not! Then reminding them....Canada will be bankrupt eventually if everyone don't pay their fair share of taxes. ie. You may not suffer, but your children/grandchildren will. Worst Case scenario, you didn't get the necessary medical care when you most needed it!!! We should lobby for a mandatory course that all newcomers have to take & PASS a test about Canadian culture & expectations. If they fail, no citizenship for sure! But that would be another hornets nest because our parliament will debate over definition of "Canadian Culture" for decades. Welcome to Canada!😂
Identity Attack0.29798782
Insult0.1669316
Profanity0.028776871
Threat0.008039144
Severe Toxicity0.008392334
Low Tox 0.28547668 Constructive 0.831
Sep 12, 2025 Why Canadians Are Turning Against …
4:57 Of course Indian migrants contribute way more than African or Muslim migrants this goes without saying. That explains how we are literally the most successful group in the west. Indians in the UK USA …
4:57 Of course Indian migrants contribute way more than African or Muslim migrants this goes without saying. That explains how we are literally the most successful group in the west. Indians in the UK USA Australia according to govt stats themselves have the highest income per capita, tax contribution per capita lowest crime rate and highest education levels (in the USA it is measured by standardized test scores like avg SAT scores and % of population with college degrees). This is a proven fact based on the figures no other community/demographic is as law abidding and successful as Indians in every single western country. Indians are CEOs of major tech firms like microsoft google adobe ibm etc yet you won't mention that cause it goes against your agenda. The most successful demographic in the west (US UK Canada) are Indians. Highest income per capita, highest education levels and lowest cmre rates. When Indians move into a neighborhood property prices rise. This isn't creating chaos as this kid claims as Indians assimilate pay taxes have extremely low crmre rates and also the highest tax and income contribution per capita. Instead of making videos constantly deriding Indians why don't you point out the fact street harrassers across western europe targeting women are almost all Muslims from Afghanistan, Pakistan etc. Most pdfile groomong gongs in the UK are comprised of pakistani abdools. They have been operating in every town and city since the 60s. This youtuber probably doesn't even know who Tommy Robinson is
Identity Attack0.32476485
Insult0.0836065
Profanity0.10301965
Threat0.013702838
Severe Toxicity0.015221698
Low Tox 0.2854733 Constructive 0.744 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
MY GOAT TYLER OLIVEIRA MAKING A VIDEO ON MY COUNTRY CANADA ? WOW THIS WAS NOT ON MY 2026 BINGO CARD
MY GOAT TYLER OLIVEIRA MAKING A VIDEO ON MY COUNTRY CANADA ? WOW THIS WAS NOT ON MY 2026 BINGO CARD
Identity Attack0.04280826
Insult0.11978693
Profanity0.15019037
Threat0.011638066
Severe Toxicity0.015609037
Low Tox 0.28087774 Moderate Con 0.36 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
You are a pretty good influencer you know how to get engagement but the thing that you might miss is that you also plant seeds of racism in people's brain, I get your idea about …
You are a pretty good influencer you know how to get engagement but the thing that you might miss is that you also plant seeds of racism in people's brain, I get your idea about the illigal immigrants and I totally agree that all the illigal immigrants should not only be deported but should also be punished strictly and I get it that it's frustrating that people are not following the rules or people are doing bad stuff there but the thing is not only the content but also the intent behind the making and releasing this video, you could have mentioned illigal immigration but you choose to use words like Indian invasion and giving a name to a specific event would cause racism and hate towards the community as well as for the country, The way you showed the clips of specific people showing middle finger in cars I can show a tons of videos of native candains doing the same thing but then it's morally wrong because everyone's not same, same way just check out there's a lot of people who does bad things in public who are the citizens of Canada and who are doing bad stuff, imagine I make a video saying that "The stupid canadians who doesn't follow rules" that video will also show partial truth of some Canadians doing stupid things but associating Canada's name would spread racism against them which is wrong, same way you could've made a video on illigal immigrants who came from india but you choose to get more engagement by using racist terms and things which will make people think that all indians are same, in conclusion I just want to say that in america the highest earners are American-indians and I really thank us government for giving opportunities to them but they not only worked hard for those opportunities but they also worked more then the Americans to get to the top, if the America would have a better person to be the ceo of Google then sundar pichai must have been in india but since he's the best he's at the top same way every american-indian or legal immigrants not only worked hard to get there but also worked more to reach where they are, YOU HATE US, CAUSE YOU AIN'T US. (If you have talent skills and passion come to India and try to become ceo of Reliance industries or TATA group and if you really manage to do it I will not only say sorry but I will myself get all the Indians out of Canada) ✌️♌
Identity Attack0.27991617
Insult0.16337912
Profanity0.07514556
Threat0.058826666
Severe Toxicity0.014382465
Low Tox 0.27525392 Constructive 0.818 Moral_Argument
Feb 5, 2026 2 likes Inside Canada's Indian Invasion...
12:23 heres the thing this Jamaican man making this video is Canadian as far as im concerned. Why because he cares about Canada and our values
12:23 heres the thing this Jamaican man making this video is Canadian as far as im concerned. Why because he cares about Canada and our values
Identity Attack0.24970764
Insult0.07555214
Profanity0.06044999
Threat0.009696201
Severe Toxicity0.010986328
Low Tox 0.27412915 Constructive 0.544
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
It’s very interesting because Indians seem to be more thick skinned than Canadians in general, so even white ppl’s reservations or microaggressions don’t register to them and they just keep expanding on positivity. I’ve met …
It’s very interesting because Indians seem to be more thick skinned than Canadians in general, so even white ppl’s reservations or microaggressions don’t register to them and they just keep expanding on positivity. I’ve met many Indian people in Canada and it almost seems like they’re so positive and community minded that they think it’s small minded to be stingy about sharing space, which can clash with the general reserved nature of Canadians but also make you feel embarrassed in a way about being judgmental. You even see it in this video with the white guy asking judgey questions to Indians but he gets showered with food and hospitality from the Indians. No matter how you fight it you kind of get overpowered by their positivity…
Identity Attack0.316
Insult0.15485314
Profanity0.062454045
Threat0.008815889
Severe Toxicity0.008468628
Low Tox 0.27412915 Constructive 0.76 Moral_Argument
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
You know it's bad when Tyler makes a video on it
You know it's bad when Tyler makes a video on it
Identity Attack0.018972786
Insult0.06477321
Profanity0.09389619
Threat0.011042561
Severe Toxicity0.007896423
Low Tox 0.27412915 Low Con 0.173 Meta_Commentary
Jan 28, 2026 15 likes Inside Canada's Indian Invasion...
AS AN INDIAN THANKS FOR MAKING THIS VIDEO . I AS A INDAIN REQUEST you my brother Canadian's to stop the illegal smuggling thing. India is not actually filled with these kind of people. there …
AS AN INDIAN THANKS FOR MAKING THIS VIDEO . I AS A INDAIN REQUEST you my brother Canadian's to stop the illegal smuggling thing. India is not actually filled with these kind of people. there are poor and rich here both suffer with this country. but the rich understand and are are very well educated to understand the locals and support their country. but idk what's wrong with Canada that they leave the north Indian's ( basically 90% people of this part of region are not very friendly and are very badly educated about things only the top 10% of this region really understand things and even they suffer with this and the allegations some of them for just being the same religion ) and because of them the other people of India who were going to America/Canada for better meant of the country they go to , get with this and get rejected. its just my opinion and the things I have seen going around me.
Identity Attack0.2781757
Insult0.08831572
Profanity0.077731855
Threat0.012440704
Severe Toxicity0.014188796
Low Tox 0.2667042 Constructive 0.774 Personal_Narrative
Feb 18, 2026 Inside Canada's Indian Invasion...
Cant wait for saji saarma to make another video on you calling you a waycist.
Cant wait for saji saarma to make another video on you calling you a waycist.
Identity Attack0.04435511
Insult0.13607834
Profanity0.08419759
Threat0.04098356
Severe Toxicity0.009841919
Low Tox 0.2667042 Low Con 0.151 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Indians took visa, kindly make video on how Europeans colonised American continent.
Indians took visa, kindly make video on how Europeans colonised American continent.
Identity Attack0.28034934
Insult0.0638991
Profanity0.06044999
Threat0.01750142
Severe Toxicity0.01083374
Low Tox 0.2553839 Low Con 0.216 Comparative_Framing
Feb 14, 2026 27 likes Inside Canada's Indian Invasion...
Indians have been in Canada for a very long time. Many came from Punjabi closer to colonial times. The racism in the comments is inexcusable. People of all different backgrounds commit crimes , public nuisances, …
Indians have been in Canada for a very long time. Many came from Punjabi closer to colonial times. The racism in the comments is inexcusable. People of all different backgrounds commit crimes , public nuisances, etc. and the complaining of dominating every industry? I’m not sure what angle that is. Maybe the other groups should do better at dominating industries or advocate for businesses to hire other Canadians (equal opportunity employment). And the whole “ cow poop video” Tyler posted is one village in India ; which of course makes Indians collectively look bad and gives way for many of you in the comments to continually perpetuate this idea that Indians are sub-human. And Tyler, word of advice, if you’re going to show parts of the Indian community and Hinduism religion in Canada — at least learn to pronounce words correctly so you don’t sound like a complete idiot.
Identity Attack0.21075934
Insult0.16124763
Profanity0.05268429
Threat0.009359611
Severe Toxicity0.0077819824
Low Tox 0.25462922 Constructive 0.677 Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
No deodorant were harmed in the making of this video
No deodorant were harmed in the making of this video
Identity Attack0.017766917
Insult0.062150877
Profanity0.089370176
Threat0.01052473
Severe Toxicity0.010070801
Low Tox 0.25462922 Low Con 0.234 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
This video is too close to home I am getting so enraged. Please make em leave
This video is too close to home I am getting so enraged. Please make em leave
Identity Attack0.01857083
Insult0.042665333
Profanity0.07385241
Threat0.05042134
Severe Toxicity0.01083374
Low Tox 0.25462922 Moderate Con 0.45 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Thanks for making making this video they need to be stopped before it’s too late
Thanks for making making this video they need to be stopped before it’s too late
Identity Attack0.020178653
Insult0.045007613
Profanity0.06345607
Threat0.058826666
Severe Toxicity0.011749268
Low Tox 0.25462922 Moderate Con 0.322 Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Amazing how there has been this massive, coordinated effort to seemingly destroy the West via absurd levels of unchecked immigration from non-western countries, completely destroying the native demographics It's literally erasing what makes the West …
Amazing how there has been this massive, coordinated effort to seemingly destroy the West via absurd levels of unchecked immigration from non-western countries, completely destroying the native demographics It's literally erasing what makes the West great, now every day there's a new video about how it's a gigantic negative for the west, destroying social services, increasing violent and non-violent crime rates to unseen levels It's really surreal and honestly it scares me, and it breaks my heart
Identity Attack0.14661247
Insult0.16480011
Profanity0.058445938
Threat0.025616571
Severe Toxicity0.009994507
Low Tox 0.25462922 Constructive 0.593 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Videos like these would be nicer if you did research/fact-checked people's statements. I know the purpose is to get the POV of the general populace, but it sucks hearing at the end of the video …
Videos like these would be nicer if you did research/fact-checked people's statements. I know the purpose is to get the POV of the general populace, but it sucks hearing at the end of the video "Well, idk why" when you could improve the quality of the video by supporting or rejecting claims people make. Also, asking more balanced questions instead of biased ones is another way you can improve. For example, no difficult questions or claims against the anti-immigration Canadians were given - they were basically just asked "why do you think this?" On the other hand, the pro-immigration migrants were given questions regarding claims made by the anti-immigrant Canadians - which again was never fact checked by your team. It's difficult and feels like a waste of time when we're just hearing testimony - as important as each individual's story is - but without any critical thinking or research applied.
Identity Attack0.05612817
Insult0.16883044
Profanity0.21348765
Threat0.007689608
Severe Toxicity0.008735657
Low Tox 0.25462922 Constructive 0.833
Oct 6, 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.