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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: "I think Tyler is a …" 21 comments
You know Tyler I've watched some of your videos and I found them very educational. I have watched some other creators who have called you racist. This particular video is fucking racist!! I'm sure you …
You know Tyler I've watched some of your videos and I found them very educational. I have watched some other creators who have called you racist. This particular video is fucking racist!! I'm sure you think this is "real journalism" it really isn't! How the world is today you fit perfectly into it. Pathetic!!!
Identity Attack0.37152436
Insult0.65865606
Profanity0.57236236
Threat0.025616571
Severe Toxicity0.35368225
Toxic 0.8115627 Constructive 0.641 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Trafficker is not only bad in english but also has low iq, with your voice (Tylers) clearly says your are American, he is total dumb not thinking its a trap. Lol, Canadian punjabi's lol
Trafficker is not only bad in english but also has low iq, with your voice (Tylers) clearly says your are American, he is total dumb not thinking its a trap. Lol, Canadian punjabi's lol
Identity Attack0.43896464
Insult0.6798578
Profanity0.24818924
Threat0.010239923
Severe Toxicity0.02514347
Moderate 0.6588125 Low Con 0.209 Insult Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
I think tyler broke when indians started throwing poop at him
I think tyler broke when indians started throwing poop at him
Identity Attack0.44690517
Insult0.4302003
Profanity0.4819111
Threat0.11616269
Severe Toxicity0.16960317
Moderate 0.6027529 Low Con 0.282
Jan 27, 2026 Inside Canada's Indian Invasion...
THANK YOU TYLER OLIVEIRA FOR MAKING THIS VIDEO!!! Bravo! We true Canadians have been saying this for years, and people think we're exaggerating about our Indian (and Muslim) invasion! Most Canadians are exactly like the …
THANK YOU TYLER OLIVEIRA FOR MAKING THIS VIDEO!!! Bravo! We true Canadians have been saying this for years, and people think we're exaggerating about our Indian (and Muslim) invasion! Most Canadians are exactly like the "bike guy," we're tired of mass immigration of these people who....ALL.....VOTE.....LIBERAL. This is how clowns like Justine Trudeau got into power. Immigrants keep voting for the "open border Liberals. DEPORT THEM ALL.
Identity Attack0.4911651
Insult0.5723624
Profanity0.10240069
Threat0.11922921
Severe Toxicity0.023974609
Moderate 0.5721988 Constructive 0.556 Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Jews, Indians Muslims, Africans, all people Tyler likes to say are bad people and do stories on... what about the white people?.... i think I've realized Tyler might be racist?
Jews, Indians Muslims, Africans, all people Tyler likes to say are bad people and do stories on... what about the white people?.... i think I've realized Tyler might be racist?
Identity Attack0.4931391
Insult0.3388922
Profanity0.096482486
Threat0.010239923
Severe Toxicity0.01896597
Moderate 0.43720075 Moderate Con 0.471 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Poo Jab O_O lol the music made laugh it just made me think of rat and cow poop even more like it's there main dish they eat with curry spices to bless them Lol Tyler …
Poo Jab O_O lol the music made laugh it just made me think of rat and cow poop even more like it's there main dish they eat with curry spices to bless them Lol Tyler so cute
Identity Attack0.060220852
Insult0.26957804
Profanity0.33453682
Threat0.014220826
Severe Toxicity0.03680043
Moderate 0.4269174 Moderate Con 0.462 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
I used to not be able to stand this guy. I was a little upset with the whitteker inbred videos, but this guy's content is good. I like what he is doing. I think Tyler …
I used to not be able to stand this guy. I was a little upset with the whitteker inbred videos, but this guy's content is good. I like what he is doing. I think Tyler can get a lot more done than that stupid Nick Shirley who had that old man Dave figure everything out so he could swoop in and take all the credit for it. Dave ended Walz not Shirley.
Identity Attack0.04177703
Insult0.44464502
Profanity0.29209393
Threat0.012130005
Severe Toxicity0.016900165
Moderate 0.4014846 Constructive 0.617 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Honestly as an Indian (tamil-nadu) I genuinely don't think anything Tyler does is racist. I am an international student in canada doing hons finance and doing my cfa this sem. do I think all indians …
Honestly as an Indian (tamil-nadu) I genuinely don't think anything Tyler does is racist. I am an international student in canada doing hons finance and doing my cfa this sem. do I think all indians are bad.. no not at all, but the ones that push their religion on others are most definetly bad and lack at civic sense. Punjabis get a lot of hate cuz 70% of them faked their student visas and got here, same goes for any tamil and indian or any country YOU CANNOT DO SOMETHING ILLEGALY THEN DEMAND TO BE TREATED THE SAME AS A LEGAL CIVILLIAN. and then there are people with no civic sense. it is wild
Identity Attack0.4482637
Insult0.35849577
Profanity0.14490221
Threat0.01508414
Severe Toxicity0.023076924
Moderate 0.3977292 Constructive 0.751 Personal_Narrative
Mar 2, 2026 1 likes Inside Canada's Indian Invasion...
After watching some of these invasion videos lowkey very curious of what Tyler thinks of Black Americans not African immigrants but just African Americans
After watching some of these invasion videos lowkey very curious of what Tyler thinks of Black Americans not African immigrants but just African Americans
Identity Attack0.4453683
Insult0.16780703
Profanity0.1184936
Threat0.011223801
Severe Toxicity0.01896597
Moderate 0.36095104 Moderate Con 0.443 Question
Feb 28, 2026 Inside Canada's Indian Invasion...
A good part of me doesn't like this video and thinks tyler just capitalizes off what people want to hear. There's so many nice brown people why do we have to divide ourselves idk man.
A good part of me doesn't like this video and thinks tyler just capitalizes off what people want to hear. There's so many nice brown people why do we have to divide ourselves idk man.
Identity Attack0.33352965
Insult0.08212569
Profanity0.12220735
Threat0.013579931
Severe Toxicity0.013672344
Moderate 0.3234372 Constructive 0.642 Policy_Critique
Feb 5, 2026 12 likes Inside Canada's Indian Invasion...
"Let's see how many white people work here" . Tyler..you Americans are a land made of immigrants. You guys been mixed from the very beginning, what does it matter to you that others want to …
"Let's see how many white people work here" . Tyler..you Americans are a land made of immigrants. You guys been mixed from the very beginning, what does it matter to you that others want to go to America too? Why does the colour of their skin matter to you? Do you really believe that all your ancestors who came to America from different countries didn’t bring their culture with them? And don’t you think that all these different cultures shaped America into what it is today? I am not American, and I would never leave my country for America. As an outsider, it feels strange to watch Americans portray other people—who want to immigrate to the country just like your own ancestors did—as inferior. In my eyes, you are exactly the same, no one is better than the other. It surprises me that a country like America shows hostility toward others who, just like them, are immigrants. And then you go to a other country with that very same mindset. No matter if Canada or America, remember that your not a native, so why judge people so hard, for trying to do the same thing like you did. You are not a native either.
Identity Attack0.36702603
Insult0.16195811
Profanity0.05243378
Threat0.008919456
Severe Toxicity0.012833111
Moderate 0.31963667 Constructive 0.763 Moral_Argument
Feb 8, 2026 Inside Canada's Indian Invasion...
I was just thinking how this was the first video in awhile where Tyler or video man wasn't put in danger and then Tyler goes AND PUTS HIMSELF IN DANGER
I was just thinking how this was the first video in awhile where Tyler or video man wasn't put in danger and then Tyler goes AND PUTS HIMSELF IN DANGER
Identity Attack0.01139534
Insult0.03665562
Profanity0.08225787
Threat0.079364374
Severe Toxicity0.01393057
Low Tox 0.27412915 Moderate Con 0.471 Meta_Commentary
Feb 5, 2026 Inside Canada's Indian Invasion...
Yo Tyler, I know you won’t read this and doubt you remember me. Went to the same high school in Modesto and you knew a few of my friends too. You’ve fallen so far since …
Yo Tyler, I know you won’t read this and doubt you remember me. Went to the same high school in Modesto and you knew a few of my friends too. You’ve fallen so far since those days. How far down you’ll climb for content is sad. Modesto don’t love you like that. Those around you gassing you up, telling you you’re special and you make a difference are lying to you. Find Christ, find a purpose, hit the gym, do something productive. But do something else mad, it’s just sad. You’ve aligned yourself with people who have devious, self serving intentions. Think harder man
Identity Attack0.017867407
Insult0.18107465
Profanity0.07740857
Threat0.010239923
Severe Toxicity0.0075149536
Low Tox 0.25462922 Constructive 0.55 Personal_Narrative
Feb 4, 2026 2 likes Inside Canada's Indian Invasion...
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two …
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two provinces/states - Punjab and Gujarat. From Punjab - Most of the population who migrates to Canada are villagers. They are notoriously famous in Punjab cities as well for creating trouble. They have no civic sense, always getting involved in illegal stuff, some use drugs, no etiquettes, poor hygiene and very arrogant sometimes. Another thing, Canadian government over the years stopped taking in-person interviews and got lenient with rules for gaining a visa especially for students which doesn't make sense and one should be catious so of what kind of people they are letting in their country. This leads to letting in a bunch of wrong people who are already a troublemaker in Punjab and then represents a bad of side of Indians. A side note - Every Indian province is very very different and not all people are same in India. It's definitely a shit situation which shows Canadian government definitely needed a better way to handle immigration. A lot of international students has been exploited by the system as well if you get to know from there point of view as well. Seeing the thumbnail and title of this video shows what kind of a person Tyler is. Without a proper research and understanding, he just made a video to appease people who hates on Indians. Title says Invasion, is he for real? I see way more Chinese immigrants here in Canada than any other nationality. Punjabi Indians are to be blamed as for creating a bad picture for themselves but hating on whole country without knowing them feels prejudiced. I hope whoever is reading to really open their eyes and understands that this is a government failure for not having strict rules and regulations. Indians have been immigrating to Canada for more than 100 years but you see them as a problem now due to last 8 years of bad decisions. Last thing, you see more Indians in Tim Hortons and mock them, is that a bad thing on loving and supporting a Canadian brand? Definitely poor english speaking employees is a problem, but that is a management issue. You don't like it, have a word with the Manager if they don't act on it, then I guess they don't really care for your opinion. Its on you now whether you want your coffee or better english 😂
Identity Attack0.17536941
Insult0.08831572
Profanity0.022423252
Threat0.008789998
Severe Toxicity0.0049591064
Low Tox 0.20009702 Constructive 0.774 Policy_Critique
Feb 20, 2026 Inside Canada's Indian Invasion...
Tyler, I’m really hoping you see this post. I have such a ground breaking idea for a video, that only you could probably accomplish. After watching so much of this epstein content over the last …
Tyler, I’m really hoping you see this post. I have such a ground breaking idea for a video, that only you could probably accomplish. After watching so much of this epstein content over the last week I’ve came to a conclusion that is safe, legal and would probably be the biggest videos in history if done. Around the island is international waters. What do you think is around that island? If you see this comment just reply and I’ll give you the idea for free, I just want these horrible people brought to justice WITH PROOF!!! Thanks bud, hopefully you see this.
Identity Attack0.008213525
Insult0.1505596
Profanity0.062454045
Threat0.010705971
Severe Toxicity0.004386902
Low Tox 0.19986437 Constructive 0.641 Meta_Commentary
Feb 7, 2026 Inside Canada's Indian Invasion...
thank you tyler for covering this topic i live in canada ottawa. living here is a nightmare now thinking about moving to a more nationalist country
thank you tyler for covering this topic i live in canada ottawa. living here is a nightmare now thinking about moving to a more nationalist country
Identity Attack0.10221587
Insult0.0638991
Profanity0.018187506
Threat0.00789674
Severe Toxicity0.0035858154
Low Tox 0.16851899 Constructive 0.542 Personal_Narrative
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
I think Tyler is a reasonable person. The more he learns about Indians the more he will like them especially as cultural differences soften.
I think Tyler is a reasonable person. The more he learns about Indians the more he will like them especially as cultural differences soften.
Identity Attack0.10221587
Insult0.023866551
Profanity0.022628209
Threat0.0077025536
Severe Toxicity0.0033950806
Low Tox 0.102192536 Constructive 0.548 Solidarity
Jan 28, 2026 Inside Canada's Indian Invasion...
Next, I think Tyler should document himself getting smuggled across the southern US/Mexico border and actually go all the way with it. Bonus if he starts even further south and crosses more borders especially Mexico's …
Next, I think Tyler should document himself getting smuggled across the southern US/Mexico border and actually go all the way with it. Bonus if he starts even further south and crosses more borders especially Mexico's southern border
Identity Attack0.0543092
Insult0.023093075
Profanity0.016001316
Threat0.010576514
Severe Toxicity0.0024604797
Low Tox 0.09958932 Moderate Con 0.436 Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
I'm glad Tyler is more or less neutral in his findings. It's true, many Indian's have come to Canada and I'm sure many do wish for a better life. Canadians understand this, but the methods …
I'm glad Tyler is more or less neutral in his findings. It's true, many Indian's have come to Canada and I'm sure many do wish for a better life. Canadians understand this, but the methods the government of Canada is doing to push the numbers too high and too quickly is what's surprising to many. It's the accountability of the government that should be under scrutiny. If immigration was moderate and consistent, the social issues would not be as rampant, but social media loves stir the pot. This is also happening while Canada's housing infrastructure is crumbling, healthcare is deteriorating and general cost of living in Canada has skyrocketed and priced many Canadians out of simple living and enjoyment. Do you think Canadians today are as happy or well off as Canadians even 5 years ago? Do the results reflect that of other countries besides Canada?
Identity Attack0.049989145
Insult0.032138187
Profanity0.017914234
Threat0.007145886
Severe Toxicity0.0020599365
Low Tox 0.09568449 Constructive 0.863 Policy_Critique
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Tyler I appreciate your on the ground journalism. I know rage baiting gets the views etc.. in these times, it would be nice for you to release a video relating to unity and love though. …
Tyler I appreciate your on the ground journalism. I know rage baiting gets the views etc.. in these times, it would be nice for you to release a video relating to unity and love though. With your audience I think it could be very impactful. You have a voice you can use for good as well. Just a thought ❤
Identity Attack0.0043657473
Insult0.011578901
Profanity0.015659723
Threat0.0074824756
Severe Toxicity0.0010585785
Low Tox 0.02249265 Constructive 0.789 Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Tyler - Do something original for once - great production but c'mon think of something new not just what everyone else has already done.
Tyler - Do something original for once - great production but c'mon think of something new not just what everyone else has already done.
Identity Attack0.0020811295
Insult0.010628895
Profanity0.01261955
Threat0.0063950317
Severe Toxicity0.00074386597
Low Tox 0.01834645 Moderate Con 0.434 Meta_Commentary
Jan 29, 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.