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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

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Active: "This video is very honest …" 23 comments
dude honestly I was nervous as fuck watching this video and the danger you put yourself in all for a story... you have balls my friend. stay safe.
dude honestly I was nervous as fuck watching this video and the danger you put yourself in all for a story... you have balls my friend. stay safe.
Identity Attack0.04925346
Insult0.40243408
Profanity0.70864636
Threat0.044925548
Severe Toxicity0.2322463
Toxic 0.75208336 Constructive 0.568 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
After watching this video, and then reading the comments i think I know what the problem is, its RACISM, people just dont like seeing so many people of different color, ofcourse mass immigration will bring …
After watching this video, and then reading the comments i think I know what the problem is, its RACISM, people just dont like seeing so many people of different color, ofcourse mass immigration will bring a lot of people, in this case it was Indians/pakistanis/bangladeshis, and its true out of so many immigrants some will choose wrong things to do(there are bad fishes in every pond), but isnt it true for everyone, even white people do the same shit, but the issue here which is concerning to everybody why a different race is here, the feel like its no more like canada used to be cuz brown people are here, but they forget white people also immigrated at one point of time to these lands. And also is nobody seeing the second part of the video where these people have temples giving out free food to so so many people. In my honest opinion, this rant of people is just glorified wrapper of RACISM which people dont wanna say out loud.
Identity Attack0.5051593
Insult0.40698266
Profanity0.4894185
Threat0.04718852
Severe Toxicity0.16960317
Moderate 0.5532103 Constructive 0.668 Identity Attack
Sep 22, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Thank you for making this video it’s getting insane how many immigrants our coming its honestly ruining the country
Thank you for making this video it’s getting insane how many immigrants our coming its honestly ruining the country
Identity Attack0.46028158
Insult0.37619758
Profanity0.18909787
Threat0.039256934
Severe Toxicity0.027833538
Moderate 0.5140397 Moderate Con 0.482 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's …
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's funny how foreigners mostly w8tes will travel to India and purposely go to the worst places to travel (old delhi, varanasi, Calcutta) which is common knowledge not only amongst Indians themselves but amongst travelers globally, just so they can make negative videos for sensation and views and then assume the entire country looks like that. When the fact of the matter is India has beautiful beaches, resorts in the south (kerela goa etc ie tourist areas) beautiful mountains and snowy areas in the north like Shimla, Risikesh in states like himachal pradesh and uttarkhand, theres ther north east which has arunachal pradesh etc. Yet despite common knowledge amongst those who travel to India these vloggers choose to avoid such places for the former just for content and to make videos such as this. Channels like Chris Lewis, Alfonso and Jessica, Daily Max, Van Boys, GallivanterDom, Dunney Travels are much more honest and unbiased with their vlogs on India showing both the good and bad side of the country. Both the beautiful luxurious sides as well as the slums and poverty. Unlike vloggers like this who only show the negative sides of India for the sake of views, content and engagement farming. Positive videos on India never go as viral as the negative ones. The algorithm always pushes negativity over positivity
Identity Attack0.37655997
Insult0.44126466
Profanity0.29209393
Threat0.0347677
Severe Toxicity0.052940834
Moderate 0.47473195 Constructive 0.728 Policy_Critique
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
0:58 really rude what you said there about sikhs don’t get me wrong a lot of what you seen this video is pretty true but from my experience and so many others the only Indians …
0:58 really rude what you said there about sikhs don’t get me wrong a lot of what you seen this video is pretty true but from my experience and so many others the only Indians I really respect are sikhs there honestly some of the nicest and most charismatic people I know if there’s anyone who doesn’t deserves the hate it them
Identity Attack0.2964622
Insult0.16758773
Profanity0.14930901
Threat0.032695748
Severe Toxicity0.02116089
Moderate 0.37576625 Constructive 0.725 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Honestly I'm here for Tyler's racist inclined comments and videos. He don't really 'say it' but he shows it and you can see it in his eyes lmao. His videos are important and it's just …
Honestly I'm here for Tyler's racist inclined comments and videos. He don't really 'say it' but he shows it and you can see it in his eyes lmao. His videos are important and it's just funny to see him try to hide his feelings. hahah
Identity Attack0.17070955
Insult0.24561718
Profanity0.15371579
Threat0.013321015
Severe Toxicity0.018126737
Moderate 0.3625127 Constructive 0.642 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I dont have a problem with brown people coming and honestly a lot of the men in this video are pretty wise and accepting of everyone its just that they are taking all the jobs …
I dont have a problem with brown people coming and honestly a lot of the men in this video are pretty wise and accepting of everyone its just that they are taking all the jobs and when they become managers and so on they only hire other brown workers its to the point every store in my home town of Scarborough even greek food places are run by brown ppl.
Identity Attack0.40447855
Insult0.14512913
Profanity0.12096943
Threat0.011094344
Severe Toxicity0.016641939
Moderate 0.3389984 Constructive 0.711 Economic_Argument
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
say what you want about indians, -at least they work, -don't take government money to live on welfare for their 10+ kids, -buy out all the houses and sell it for cheap to a specific …
say what you want about indians, -at least they work, -don't take government money to live on welfare for their 10+ kids, -buy out all the houses and sell it for cheap to a specific group of people, and in the intro alone had actual honest opinions from indian people about what's going on then in the 2 jew videos combined
Identity Attack0.37222284
Insult0.10148193
Profanity0.10611444
Threat0.014911477
Severe Toxicity0.017739398
Moderate 0.3234372 Moderate Con 0.385 Identity_Assertion
Feb 24, 2026 2 likes 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...
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...
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...
Who really wants to work? Especially on Mondays and Fridays! Honestly, I'd prefer to collect unemployment, live in my mom's basement, smoke weed, play video games, and complain about all the hardworking Indian folks. It …
Who really wants to work? Especially on Mondays and Fridays! Honestly, I'd prefer to collect unemployment, live in my mom's basement, smoke weed, play video games, and complain about all the hardworking Indian folks. It just seems easier than putting in the hustle. I don't understand what the problem is. If someone wants to work, we should let them. Clearly, we have different priorities. We only get one life—just enjoy it and keep complaining about all the Indian people actually doing the work. We need someone to hate and complain about so we can hide our laziness. Honestly, if they leave, we’ll have to go to work, and I don’t think that's going to be easy. So, I'll say thanks to the foreigners who are actually working and paying taxes so we can collect our welfare checks.
Identity Attack0.23239216
Insult0.08484049
Profanity0.064458095
Threat0.012596053
Severe Toxicity0.008773804
Low Tox 0.2396185 Constructive 0.586 Humor_Satire
Aug 29, 2025 Why Canadians Are Turning Against …
let’s be honest, if tyler is making a video about this.. that means we are not crazy and there is very much a problem and I feel very bad for Canada. Honestly, as an American …
let’s be honest, if tyler is making a video about this.. that means we are not crazy and there is very much a problem and I feel very bad for Canada. Honestly, as an American I would not tolerate this infestation in my country. Like I literally would not tolerate it and I would do something about it to make sure this doesn’t happen.
Identity Attack0.057492398
Insult0.11978693
Profanity0.07934829
Threat0.010291707
Severe Toxicity0.0061416626
Low Tox 0.23523538 Constructive 0.582
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Thank you for this honest to the point video. 0 jobs and homes for our Canada born people. Seniors need help not the immigrants.
Thank you for this honest to the point video. 0 jobs and homes for our Canada born people. Seniors need help not the immigrants.
Identity Attack0.22935481
Insult0.076819435
Profanity0.012687869
Threat0.0075083673
Severe Toxicity0.0048446655
Low Tox 0.21642438 Constructive 0.648
Sep 7, 2025 1 likes Why Canadians Are Turning Against …
Sikhs are the most kindhearted people ever, honestly this video doesn’t do them justice.
Sikhs are the most kindhearted people ever, honestly this video doesn’t do them justice.
Identity Attack0.084182754
Insult0.03070583
Profanity0.03840541
Threat0.011715741
Severe Toxicity0.0052261353
Low Tox 0.15490346 Constructive 0.508 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
14:25 The fellow speaking here says the government isn't being honest about how the country is changing. That's simply not true: the goverment has acknowledged the problem, and that immigration has happened too fast. To …
14:25 The fellow speaking here says the government isn't being honest about how the country is changing. That's simply not true: the goverment has acknowledged the problem, and that immigration has happened too fast. To make matters worse, this fellow then makes a dishonest claim himself. The 817,000 arrivals during the first three months of 2025, that he claims is not immigration, but a population bomb. He's not telling you that this figure is not reflective of people seeking to remain in Canada permanently. The figure includes student visas, work permit holders including work permit extensions: many of these people will benefit Canada and then go back to their countries. If you look at the FAR more relevant figures for actual population growth, they show that the population will grow MUCH more slowly in 2025 than it did in 2024. I'm disappointed that the person who made this video did not see fit to provide real context to all this anti-immigrant sentiment. Inflating the problem is dangerous. The economic hurt is real, but throwing into the mix completely misleading figures about how fast the population is growing only serves to weaponize the pain being felt from the economy, against immigrants. We can't have a lucid conversation about the problem and the solutions, if the medium is this non-existent standard for fact-checking. Channel owner, please do better.
Identity Attack0.019274252
Insult0.059061307
Profanity0.017845914
Threat0.0084793
Severe Toxicity0.0024795532
Low Tox 0.11202335 Constructive 0.773 Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …
I want to say thank you for doing this video and being honest...as a Canadian I'm feeling quite sick know that my daughter probably won't even be able to get a part time job to …
I want to say thank you for doing this video and being honest...as a Canadian I'm feeling quite sick know that my daughter probably won't even be able to get a part time job to save money for school since I can't afford it on my own. So if it's hard to get a job now why keep bringing people here. Obviously we would have enough jobs since there are so many people looking for jobs...sorry it's all boggling my mind.
Identity Attack0.030175667
Insult0.039444692
Profanity0.015557245
Threat0.0063367756
Severe Toxicity0.0018119812
Low Tox 0.10653123 Constructive 0.813 Personal_Narrative
Aug 25, 2025 Why Canadians Are Turning Against …
This video is very honest and open review against crypt government of India
This video is very honest and open review against crypt government of India
Identity Attack0.050671257
Insult0.02373764
Profanity0.031641733
Threat0.012803185
Severe Toxicity0.0035476685
Low Tox 0.09872158 Moderate Con 0.309 Meta_Commentary
Feb 10, 2026 Inside Canada's Indian Invasion...
I do enjoy the content Tyler makes but honestly some videos need to be reconsidered. I could sit here and say a whole of negative and bad things about this but I won't. maybe Tyler …
I do enjoy the content Tyler makes but honestly some videos need to be reconsidered. I could sit here and say a whole of negative and bad things about this but I won't. maybe Tyler will take some of the money he makes off this video and use that to better the state of India so that people won't need to seek a better quality of life.
Identity Attack0.02439919
Insult0.023995465
Profanity0.030138692
Threat0.010369381
Severe Toxicity0.002822876
Low Tox 0.08479069 Constructive 0.704 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Honestly it's so depressing i don't even wan't to watch the video. Reason alot of the people i know have moved out of big cities.
Honestly it's so depressing i don't even wan't to watch the video. Reason alot of the people i know have moved out of big cities.
Identity Attack0.007547563
Insult0.018258847
Profanity0.02167175
Threat0.008272167
Severe Toxicity0.001821518
Low Tox 0.063423134 Constructive 0.518 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
just passed the test right now, and the very first thing I wanted to do—before even telling my family—was to leave this comment. I watched the video only once, from the beginning up to question …
just passed the test right now, and the very first thing I wanted to do—before even telling my family—was to leave this comment. I watched the video only once, from the beginning up to question 215. One time only—yes, one time only. Then I took the test, and on my first attempt I passed with 15 correct answers out of 20. I honestly can’t believe it. I didn’t realize how much I knew until I was sitting there answering the questions. About 50% of them came directly from the first 215 questions in the video. I am truly, deeply grateful to everyone who worked on this video. It’s not just good—it’s amazing. After nine years of struggle with this citizenship journey, I finally feel like I can breathe… like I can fly a little. Thank you all, from the bottom of my heart. 🤍
Identity Attack0.0037922803
Insult0.020256994
Profanity0.021603432
Threat0.007573096
Severe Toxicity0.0016975403
Low Tox 0.044636376 Constructive 0.713 Personal_Narrative
Jan 25, 2026 4 likes Canadian Citizenship Test 2025 – …
I just took the test. 19/20 This video was a great help! I watched it twice and read the guide four times. Plus taking lots of mock tests online. Honestly, I was over prepared! The …
I just took the test. 19/20 This video was a great help! I watched it twice and read the guide four times. Plus taking lots of mock tests online. Honestly, I was over prepared! The questions in the actual test were quite easy!
Identity Attack0.0068446035
Insult0.012034904
Profanity0.024541125
Threat0.009074804
Severe Toxicity0.0019550323
Low Tox 0.03015274 Constructive 0.662 Personal_Narrative
Jul 5, 2025 25 likes Canadian Citizenship Test 2025 – …
The video was super helpful! 🙏 I passed the citizenship test — the questions were easy, and I had practiced a lot of tests. Honestly, I didn’t read the book at all. Huge thanks to …
The video was super helpful! 🙏 I passed the citizenship test — the questions were easy, and I had practiced a lot of tests. Honestly, I didn’t read the book at all. Huge thanks to the person who made this video! 💐 If anyone has questions, I’m happy to help 😊
Identity Attack0.005253696
Insult0.00808288
Profanity0.015967157
Threat0.008582866
Severe Toxicity0.0013828278
Low Tox 0.015330595 Constructive 0.666 Personal_Narrative
Jul 11, 2025 3 likes Canadian Citizenship Test 2025 – …

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.