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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: "Tyler can only do so …" 535 comments · Page 9 of 22
omfg an indian one now?? you are on an all time CHAD endeavor. we as Americans love you so much Tyler. keep it up bro. if u need security hmu. id love to help
omfg an indian one now?? you are on an all time CHAD endeavor. we as Americans love you so much Tyler. keep it up bro. if u need security hmu. id love to help
Identity Attack0.27759558
Insult0.16195811
Profanity0.32299677
Threat0.01698343
Severe Toxicity0.023076924
Moderate 0.3302291 Constructive 0.519 Solidarity
Jan 28, 2026 Inside Canada's Indian Invasion...
Good one Tyler hater. Keep hating for views.
Good one Tyler hater. Keep hating for views.
Identity Attack0.038425524
Insult0.24767025
Profanity0.027547138
Threat0.011249693
Severe Toxicity0.0074386597
Moderate 0.3260917 Low Con 0.257 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler - was onto something but missed a HUGE story by not diving in deep enough. The Indian invasion in Canada makes the Minnesota Somalian insanity look like small potatoes. I’d be more than happy …
Tyler - was onto something but missed a HUGE story by not diving in deep enough. The Indian invasion in Canada makes the Minnesota Somalian insanity look like small potatoes. I’d be more than happy to be interviewed by Tyler.
Identity Attack0.2869935
Insult0.28997475
Profanity0.025497584
Threat0.008220384
Severe Toxicity0.0090789795
Moderate 0.3245134 Constructive 0.601
Jan 27, 2026 Inside Canada's Indian Invasion...
TYLER PLEASE COME TO KETCHUM IDAHO!!! SO SO SO MANY ILLEGAL mostly from Peru AND the billionaires legit have play dates around fall!!!
TYLER PLEASE COME TO KETCHUM IDAHO!!! SO SO SO MANY ILLEGAL mostly from Peru AND the billionaires legit have play dates around fall!!!
Identity Attack0.36702603
Insult0.16053712
Profanity0.02433617
Threat0.008893564
Severe Toxicity0.011672974
Moderate 0.32397532 Moderate Con 0.306 Advertisement_Spam
Jan 27, 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...
the whole vid tyler looks so cold 🤣🤣
the whole vid tyler looks so cold 🤣🤣
Identity Attack0.020882076
Insult0.06669625
Profanity0.196476
Threat0.025789235
Severe Toxicity0.01986976
Moderate 0.32074678 Moderate Con 0.319 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints …
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints a very bad perspective for all the genuinely hardworking citizens and residents of Indian origins, why not show that side of them too? There’s obviously actual students who come to study and provide for the community while also maintaining their own culture? What’s wrong with that? Besides, what is a Canadian culture if not a mix of immigrants from all around the world? Are white people also not just immigrants to this country or did they magically spawn in this place? They’ve committed ATROCITIES (not just in Canada), yet have the audacity to act like they’re the cleanest ones in the land. While I do agree some Indians do not improve the reputation, most are really kind, helpful and honest people. Perhaps treat everyone like humans for a change instead of using the bad ones as a benchmark. PS, cutting to the ugly streets when someone mentions Punjab is probably the cheapest attention grab, obviously there’s bad streets, ugly roads, gross people everywhere but so are beautiful ones, lovely countryside views, beautiful mountains and most of all, very hardworking and respectful people as well. Your view of Punjab is just NOT the same as the one of the people in the video who view their motherland as a beautiful place. You can portray every place in the world in that light with the wrong perspective, be it New York, Paris, Barcelona, Cairo, Sydney, Rio, London, etc, but it must be nice to get a few more looks at the expense of demeaning others.
Identity Attack0.13591312
Insult0.2817503
Profanity0.10178173
Threat0.009747985
Severe Toxicity0.009994507
Moderate 0.32020867 Constructive 0.821
Jan 27, 2026 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...
Gotta be the first YouTuber to willingly put himself into a human smuggling operation just for the content. Props Tyler.
Gotta be the first YouTuber to willingly put himself into a human smuggling operation just for the content. Props Tyler.
Identity Attack0.027011903
Insult0.12702756
Profanity0.094219476
Threat0.13815513
Severe Toxicity0.014898917
Moderate 0.3127066 Moderate Con 0.428 Meta_Commentary
Jan 28, 2026 451 likes Inside Canada's Indian Invasion...
Honestly, the only problem I see here…. is Tyler. The dude is constantly “investigating” people of color and exposing their “wrongdoings”. Why aren’t there videos of him exposing white people taking over Bali, Mexico City, …
Honestly, the only problem I see here…. is Tyler. The dude is constantly “investigating” people of color and exposing their “wrongdoings”. Why aren’t there videos of him exposing white people taking over Bali, Mexico City, Costa Rica and the issues it causes for the locals who cant afford their rent anymore? Why not investigate what really happened to our food prices when the tariffs were implemented? Or how corporate profits are at all time highs when the middle class is struggling. Or maybe expose the real data behind the ICE arrests and how 70%+ of those being captured/deported have never committed a crime in the US… His videos re-enforce a narrative that is incredibly toxic and dangerous for the United States and world as a whole. Let me set this straight, immigration isn’t inherently a bad thing, people of color aren’t the only ones that do wrong things, do your own independent research and stop watching this guys videos.
Identity Attack0.32184324
Insult0.17486192
Profanity0.035148825
Threat0.009618527
Severe Toxicity0.008964539
Moderate 0.30854854 Constructive 0.681 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler needs to cover the Chinese invasion in Richmond, BC next. The driving in Richmond is worse than Brampton.
Tyler needs to cover the Chinese invasion in Richmond, BC next. The driving in Richmond is worse than Brampton.
Identity Attack0.28622448
Insult0.18355975
Profanity0.022559889
Threat0.010162249
Severe Toxicity0.00793457
Moderate 0.30527395 Low Con 0.21
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I love how Tyler interviews EVERYONE, even Indian-Canadians. And even THEY agree this whole thing upsets them. They don't WANT India's BS there.
I love how Tyler interviews EVERYONE, even Indian-Canadians. And even THEY agree this whole thing upsets them. They don't WANT India's BS there.
Identity Attack0.33060804
Insult0.16883044
Profanity0.1612468
Threat0.008362788
Severe Toxicity0.011749268
Moderate 0.30527395 Constructive 0.664 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Why not interview the policy makers instead of poor people who are just pawns spending their entire life saving 😅😅. Tyler, you are just collecting cheap views bro. Every video of yours. You might be …
Why not interview the policy makers instead of poor people who are just pawns spending their entire life saving 😅😅. Tyler, you are just collecting cheap views bro. Every video of yours. You might be the next Nas Daily soon.
Identity Attack0.019575719
Insult0.26395
Profanity0.04892669
Threat0.0076507707
Severe Toxicity0.0064468384
Moderate 0.30514878 Low Con 0.253 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Tyler sitting all cramped up in the car has me dying.
Tyler sitting all cramped up in the car has me dying.
Identity Attack0.009101473
Insult0.06921569
Profanity0.114160895
Threat0.28031203
Severe Toxicity0.012283325
Moderate 0.30502358 Moderate Con 0.383 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Hi Tyler . In Germany they have spots.( there Arabia typ ) don't have to go, to the place. But in the US they give them a Dame hole town.😂 Nuts. Also the Ghana Town. …
Hi Tyler . In Germany they have spots.( there Arabia typ ) don't have to go, to the place. But in the US they give them a Dame hole town.😂 Nuts. Also the Ghana Town. Greetings from Munich
Identity Attack0.28034934
Insult0.16751462
Profanity0.2263305
Threat0.020782012
Severe Toxicity0.020386212
Moderate 0.30502358 Moderate Con 0.494 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
the orange vest guy was Tylers greatest wet dream come true lol
the orange vest guy was Tylers greatest wet dream come true lol
Identity Attack0.025404079
Insult0.110259406
Profanity0.16822512
Threat0.010472948
Severe Toxicity0.013543231
Moderate 0.3048984 Low Con 0.275 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Oh Tyler, based off of your last 3 uploads it looks like you're trying to get into that UFC White House card or something. Goes from calling attention to the homeless people for years that …
Oh Tyler, based off of your last 3 uploads it looks like you're trying to get into that UFC White House card or something. Goes from calling attention to the homeless people for years that are literal immigrants to putting them in your crosshairs and making them a target. Crazy work for the bag lil bro.
Identity Attack0.06613251
Insult0.26957804
Profanity0.03615085
Threat0.008531082
Severe Toxicity0.005264282
Moderate 0.30319387 Moderate Con 0.356 Meta_Commentary
Feb 26, 2026 2 likes Inside Canada's Indian Invasion...
ur weird Tyler
ur weird Tyler
Identity Attack0.012240025
Insult0.30326313
Profanity0.096805766
Threat0.0063367756
Severe Toxicity0.0062561035
Moderate 0.30136615 Moderate Con 0.394 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Isn't it funny how every little keyboard warrior here bashes indians, without pointing out the guy at 2:00 also speaking out against this. I've been saying this for ages, its simply indians from a couple …
Isn't it funny how every little keyboard warrior here bashes indians, without pointing out the guy at 2:00 also speaking out against this. I've been saying this for ages, its simply indians from a couple states in india flooding the place - yet you aren't willing to talk about the actual issue. You're full of it Tyler.
Identity Attack0.29035977
Insult0.16773392
Profanity0.03389629
Threat0.024753258
Severe Toxicity0.008888245
Moderate 0.30136615 Moderate Con 0.492 Meta_Commentary
Jan 28, 2026 4 likes Inside Canada's Indian Invasion...
W Tyler you investigated it like i've been posting like crazy to do....I hope theres a part 2 on this indian problem in Canada
W Tyler you investigated it like i've been posting like crazy to do....I hope theres a part 2 on this indian problem in Canada
Identity Attack0.12735364
Insult0.26957804
Profanity0.043415543
Threat0.007948523
Severe Toxicity0.005722046
Low Tox 0.29771072 Constructive 0.575 Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
Yooo that’s my hometown! Crazy Tyler is covering here and yea it’s only gets crazier each year, grew up there for 12 years and I’m 17 now, when I go there to visit family even …
Yooo that’s my hometown! Crazy Tyler is covering here and yea it’s only gets crazier each year, grew up there for 12 years and I’m 17 now, when I go there to visit family even now I can always tell it only worsens
Identity Attack0.015757138
Insult0.24928534
Profanity0.11601777
Threat0.008077981
Severe Toxicity0.007972717
Low Tox 0.29771072 Constructive 0.559 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
At least the Indians are working. I watched that Hasidic Jew interview Tyler just did and that was wild how no one worked.
At least the Indians are working. I watched that Hasidic Jew interview Tyler just did and that was wild how no one worked.
Identity Attack0.36702603
Insult0.10148193
Profanity0.11292298
Threat0.01101667
Severe Toxicity0.013414118
Low Tox 0.29771072 Moderate Con 0.389 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
HEY TYLER IF YOU WANNA VISIT INDIA CHOOSE NORTHEAST INDIA WHICH IS ONE OF THE BEAUTIFUL PLACES ON EARTH YOU CHECKOUT ON INTERNET AND CLEANEST PART OF INDIA TOO NORTHEAST INDIA CONSIST STATES> 1>MEGHALAYA 2>ASSAM …
HEY TYLER IF YOU WANNA VISIT INDIA CHOOSE NORTHEAST INDIA WHICH IS ONE OF THE BEAUTIFUL PLACES ON EARTH YOU CHECKOUT ON INTERNET AND CLEANEST PART OF INDIA TOO NORTHEAST INDIA CONSIST STATES> 1>MEGHALAYA 2>ASSAM 3>ARUNACHAL PRADESH 4>NAGALAND 5>MANIPUR 6>MIZORAM 7>SIKKIM THESE ARE THE NORTHEAST STATES YOU CAN CHECKOUT THESE PLACE ON INTERNET TOO THESE ARE THE MOST SAFE AS WELL AS HOSPITABLE STATES OF INDIA FOR FOREIGNERS AND IF YOU SEE THESE PLACE YOU PROBABLY SAY THIS IS HEAVEN ON EARTH😇😇
Identity Attack0.25986546
Insult0.08508729
Profanity0.14225815
Threat0.02855184
Severe Toxicity0.023076924
Low Tox 0.29405528 Constructive 0.538 Advertisement_Spam
Feb 19, 2026 1 likes Inside Canada's Indian Invasion...
Tyler becoming a white nationalist
Tyler becoming a white nationalist
Identity Attack0.2964622
Insult0.07460167
Profanity0.07611542
Threat0.013010317
Severe Toxicity0.012703998
Low Tox 0.2922276 Low Con 0.164 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Bruh the comment section is filled with racist people not minding india's population and seeing the not so big size of the country and still criticizing it for its poor infrastructure or people. The people …
Bruh the comment section is filled with racist people not minding india's population and seeing the not so big size of the country and still criticizing it for its poor infrastructure or people. The people also forgot how rich India was before united kingdoms invasion and how the British empire stole all the valuable resources from India like gold and used it for the development of London. So pls I am respectful don't be racist towards other countries. All are equal made by god just separated by borders of countries but live in the same soil which is our earth. It's also a fact that the people who have enough money or are rich in India live a good life where the infrastructure is good the people are good like the system in upper castes. Whereas the poor people are the ones which have to suffer as generally they are low castes and don't get jobs offered in India as they face caste discrimination and so they get involved in illegal activities like scam call centres and robbery to get some money. The foreigners only see the bad side of India and the bad people who are poor and have to earn something for their family to survive. So pls I know that the things these are doing are illegal or bad but still don't blame whole India for it as those people are very poor have nothing to eat and so they get lured by strangers into doing these things. I can easily say tyler is racist because it's just bad things about India that he shows like the photo of punjab he shows like a random street in punjab a person is driving in motorcycle and there is garbage all around and not showing the golden temple or beautiful places there. I know the people should point out the mistakes of a country like dirty places there but like all the images shown of the country are dirty and not a single picture is good about it even though there are many. That clearly racist and the motive is clearly here to disrespect the countrys image
Identity Attack0.25478655
Insult0.18604483
Profanity0.056441884
Threat0.00933372
Severe Toxicity0.010223389
Low Tox 0.2922276 Constructive 0.76 Moral_Argument
Feb 3, 2026 4 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.