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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 #}

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Active: "To be honest Indians are …" 77 comments · Page 2 of 4
Let's just be honest. Bringing loads of Africans into a country is intended to destroy it. Indians assimilate well & are typically polite & willing to work...the opposite of Africans.
Let's just be honest. Bringing loads of Africans into a country is intended to destroy it. Indians assimilate well & are typically polite & willing to work...the opposite of Africans.
Identity Attack0.53446084
Insult0.2659317
Profanity0.098067984
Threat0.035803676
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.384 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
I love how honest they are. They hate other indians lol
I love how honest they are. They hate other indians lol
Identity Attack0.48990932
Insult0.24928534
Profanity0.20808282
Threat0.014911477
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.396 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
honestly bro I'd rather have illegal immigrants rather than legal indians
honestly bro I'd rather have illegal immigrants rather than legal indians
Identity Attack0.5108175
Insult0.23237456
Profanity0.11911256
Threat0.01254427
Severe Toxicity0.023076924
Moderate 0.42349213 Moderate Con 0.338 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Funny ! How this guy is calling it as a " INVASION " when all of these indian people entered canada legally and assimilated into canadian culture . I reguard this vlog as an disgusting …
Funny ! How this guy is calling it as a " INVASION " when all of these indian people entered canada legally and assimilated into canadian culture . I reguard this vlog as an disgusting attempt to smear and tarnish the reputation of Good honest and hard working south asians .
Identity Attack0.4482637
Insult0.39743927
Profanity0.07708528
Threat0.00933372
Severe Toxicity0.018449519
Moderate 0.41910073 Constructive 0.573 Moral_Argument
Jan 27, 2026 1 likes 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...
This is insane...I'm indian and I'll be honest illegal immegration is soo annoying and literally ruins the name of the whole country....hopefully people get educated and act smarter
This is insane...I'm indian and I'll be honest illegal immegration is soo annoying and literally ruins the name of the whole country....hopefully people get educated and act smarter
Identity Attack0.3780483
Insult0.24928534
Profanity0.14578357
Threat0.011275585
Severe Toxicity0.02167734
Moderate 0.3827457 Constructive 0.58 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Honestly as a Pakistani I had to leave Brampton there were just so many Indians which don't respect the culture one bit. We need o do something before they destroy this country.
Honestly as a Pakistani I had to leave Brampton there were just so many Indians which don't respect the culture one bit. We need o do something before they destroy this country.
Identity Attack0.44690517
Insult0.24287975
Profanity0.11354194
Threat0.13566011
Severe Toxicity0.022839356
Moderate 0.37751234 Constructive 0.597 Identity_Assertion
Oct 24, 2025 Inside Canada's Indian Metropolis (Brampton)
The Indians honestly seem like pleasant people. Yeah, they are huge in number and mass migrate, but seems like the whites are just hating for no reason
The Indians honestly seem like pleasant people. Yeah, they are huge in number and mass migrate, but seems like the whites are just hating for no reason
Identity Attack0.46028158
Insult0.18728738
Profanity0.18294942
Threat0.011223801
Severe Toxicity0.021806452
Moderate 0.37751234 Moderate Con 0.397 Identity_Assertion
Feb 1, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
Honestly, if yt Canadians weren't so racist, Indians would'nt have had the opportunity to take over. But as soon as they see Indians or other non whites moving into the neighborhood, they pick up and …
Honestly, if yt Canadians weren't so racist, Indians would'nt have had the opportunity to take over. But as soon as they see Indians or other non whites moving into the neighborhood, they pick up and leave. This created space for the Indians to come in and occupy. Now, the Indians have bought up all the businesses and houses from where the yts have flee. Now the yt people see the Indians thriving and giving jobs to their own kind, discriminating just like the yt people do, and this makes the yt people upset. Two very arrogant, egotistical, and entitled kinds of people.
Identity Attack0.44690517
Insult0.27969417
Profanity0.08064143
Threat0.011120236
Severe Toxicity0.017158391
Moderate 0.37751234 Constructive 0.542 Identity_Assertion
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
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...
I honestly don’t know what the bike guy has against all Africans 😂he left how the Indians have taken over his county and focused on Africans 😂 I respect the hate😂 As a Nigerian African, …
I honestly don’t know what the bike guy has against all Africans 😂he left how the Indians have taken over his county and focused on Africans 😂 I respect the hate😂 As a Nigerian African, I also hate when people don’t assimilate into the country they are opportune to be part.
Identity Attack0.38445538
Insult0.16480011
Profanity0.14049543
Threat0.016120117
Severe Toxicity0.021806452
Moderate 0.37458646 Constructive 0.63 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
It’s funny how so many Indians in that town are tired of seeing other Indians 😂. It’s a good sign honestly. Shows that many of them come to live with white people as opposed to …
It’s funny how so many Indians in that town are tired of seeing other Indians 😂. It’s a good sign honestly. Shows that many of them come to live with white people as opposed to making it like their home country
Identity Attack0.3908055
Insult0.1342682
Profanity0.11663672
Threat0.011172019
Severe Toxicity0.016577384
Moderate 0.33421695 Moderate Con 0.472 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
bro to be honest with u as an Indian most of them even don't know what is civic sense , if u go to Delhi u see more horrible roads and worst bad driving peoples …
bro to be honest with u as an Indian most of them even don't know what is civic sense , if u go to Delhi u see more horrible roads and worst bad driving peoples and also they export that culture across the globe.
Identity Attack0.36733335
Insult0.2679134
Profanity0.10735235
Threat0.023371955
Severe Toxicity0.019095084
Moderate 0.3281604 Constructive 0.504 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
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...
It honestly doesn't seem that bad , all this hate just seems to stem from uncalled racism towards Indians. They seem pretty chill.
It honestly doesn't seem that bad , all this hate just seems to stem from uncalled racism towards Indians. They seem pretty chill.
Identity Attack0.37012735
Insult0.08582769
Profanity0.10116278
Threat0.014048163
Severe Toxicity0.014447021
Moderate 0.30993456 Moderate Con 0.492 Solidarity
Oct 9, 2025 23 likes Inside Canada's Indian Metropolis (Brampton)
Thats my home town and most people move away. Its honestly abusive and sad, its happening in every city surrounding brampton. Within a decade growing up i was the only non indian or middle eastern …
Thats my home town and most people move away. Its honestly abusive and sad, its happening in every city surrounding brampton. Within a decade growing up i was the only non indian or middle eastern in my classes in school. To the point where u cant get a job cant rent a place because they cater to their own race. Allot are decent people but when your told u have to speak hindi to get a job. Its discriminatory and biased. They're racist towards anyone from a diffrent race period, i watched the city fall into an ethnoburb and i refuse to feel like a minority in my own home town.
Identity Attack0.33060804
Insult0.17486192
Profanity0.1184936
Threat0.01254427
Severe Toxicity0.014640691
Moderate 0.30716252 Constructive 0.702 Personal_Narrative
Mar 1, 2026 Inside Canada's Indian Invasion...
Dang Bike dude kept it REAL mucho respect for his honest take rather than stepping around the subject. Also the favoritism Indians give to there people regardless of if there qualified is insane
Dang Bike dude kept it REAL mucho respect for his honest take rather than stepping around the subject. Also the favoritism Indians give to there people regardless of if there qualified is insane
Identity Attack0.25478655
Insult0.24928534
Profanity0.12991914
Threat0.009722093
Severe Toxicity0.009689331
Moderate 0.30319387 Constructive 0.593 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
As an Indian I am completely ashamed of the way Indians are representing our country outside and honestly I understand the point of view from the Canadians ,when u migrate to another country you are …
As an Indian I am completely ashamed of the way Indians are representing our country outside and honestly I understand the point of view from the Canadians ,when u migrate to another country you are supposed to adjust to their culture and their principles but unfortunately these people have turned it into a mini india there which simantaneously affects a lot of Indians who live outside as well because they have to deal with stereotypical and racial comments.I am completely against the way they celebrate our festivals outside its a nuisance to both the countries.
Identity Attack0.36702603
Insult0.16802633
Profanity0.058946952
Threat0.0091524795
Severe Toxicity0.01159668
Low Tox 0.28674445 Constructive 0.784 Identity_Assertion
Dec 21, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I’d prefer Indians over a lot of other immigrants honestly. They actually contribute and most of them try to assimilate
I’d prefer Indians over a lot of other immigrants honestly. They actually contribute and most of them try to assimilate
Identity Attack0.36873037
Insult0.0811385
Profanity0.059948977
Threat0.0086087575
Severe Toxicity0.01159668
Low Tox 0.2854903 Moderate Con 0.451 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
As a white Canadian in a skilled trade who has lost 100's of thousands in work to lower bids from East Indians it honestly makes me wanna apply for M.A.I.D I worked for four years …
As a white Canadian in a skilled trade who has lost 100's of thousands in work to lower bids from East Indians it honestly makes me wanna apply for M.A.I.D I worked for four years In a apprenticeship to get my redseal these guys come work for three months at the union's an they leave start their own company it's only 150$ for a business license in Canada and than they cut my throat a job worth 80 a sheet for hang tape an paint they come an bid at 15$ a sheet! HOW CAN WE COMPETE? Anyways I just wanted to comment because I may legit just give up an self delete here rather soon :( I'm 26 btw been in the trades since 15
Identity Attack0.27759558
Insult0.15627414
Profanity0.084844165
Threat0.01254427
Severe Toxicity0.01393057
Low Tox 0.2854699 Constructive 0.71 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I honestly love talking to the Indian dudes in my town but it does have me wondering like will there be more Indian folk here one day then white folk? Like it’s kinda scary in …
I honestly love talking to the Indian dudes in my town but it does have me wondering like will there be more Indian folk here one day then white folk? Like it’s kinda scary in a way
Identity Attack0.34000012
Insult0.06984934
Profanity0.10797132
Threat0.011638066
Severe Toxicity0.01121521
Low Tox 0.27975297 Moderate Con 0.461 Fear_Threat
Feb 6, 2026 1 likes Inside Canada's Indian Invasion...
15:58 Yeah should be happy its Indians honestly. And I cant fualt that community for not having homless, they probably take care of their own. But is at fualt for this, is the level in …
15:58 Yeah should be happy its Indians honestly. And I cant fualt that community for not having homless, they probably take care of their own. But is at fualt for this, is the level in which the people coming sometimes do know the fruad going on through the government and seem to tihnk they are entitled. But not their fualt at the end of the day.. And the only thing I would be angry about is, one if I was already living there and there wasnt some vote to let it happen. And in that case, if there was, then its really on the community for not saying no. But no, the trouble is when we hear and they pay no taxes, but this 3 times disabled dude whos worked 20 years already and paid, doesnt get any help. Yeah, thats appearantly here in America and Canada. Is their a reason our governments cannot do this proper and with class?
Identity Attack0.28034934
Insult0.10148193
Profanity0.16078159
Threat0.031314444
Severe Toxicity0.014511578
Low Tox 0.27525392 Constructive 0.832 Policy_Critique
Dec 27, 2025 Inside Canada's Indian Metropolis (Brampton)
I honestly feel bad for Canadians. What the Indians are doing to Canada is basically what the British did to India decades, maybe even centuries ago. I hope you guys get through this. I know …
I honestly feel bad for Canadians. What the Indians are doing to Canada is basically what the British did to India decades, maybe even centuries ago. I hope you guys get through this. I know you didn't ask for it.
Identity Attack0.316
Insult0.07523532
Profanity0.023994578
Threat0.010628296
Severe Toxicity0.0075912476
Low Tox 0.26293078 Constructive 0.598 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Not Canada per se, but baised on my coworkers even the Indians have Indian fatigue now. Especially with the older skilled Indians workers who have aasemulated into the country and came here the honest way. …
Not Canada per se, but baised on my coworkers even the Indians have Indian fatigue now. Especially with the older skilled Indians workers who have aasemulated into the country and came here the honest way. They're always complaining how it's now so easy to get into the country, with relaxed polices and poor vetting and how these newer influxes do not like to assemulate into their new country, and bring their bad practices over here. And annoyed why are importing non skilled workers when locals are struggling for jobs, describing why we do not need more Uber drivers and mc donalds workers. They're were telling me there's recently been a large influx buying their degrees for like $10k and getting here on skilled visas without thorough checks. because of relaxed policies as a result of our majority of young skilled citizens here leaving the country in record numbers since COVID.
Identity Attack0.28034934
Insult0.16751462
Profanity0.052183274
Threat0.009981008
Severe Toxicity0.009651184
Low Tox 0.26293078 Constructive 0.772
Jan 27, 2026 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.