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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: "Indian videos now only 🤣 …" 216 comments · Page 5 of 9
Finally covering the invasion of illegal indians who come here on "student visas" and never leave. ( saying this before i see the video lets see if you noticed )
Finally covering the invasion of illegal indians who come here on "student visas" and never leave. ( saying this before i see the video lets see if you noticed )
Identity Attack0.44690517
Insult0.1823172
Profanity0.07126612
Threat0.012958534
Severe Toxicity0.017287504
Moderate 0.3722269 Moderate Con 0.312 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Good think they are Indian. If it was any of our neighbours you will not even dare to shoot video over there like Luton, England
Good think they are Indian. If it was any of our neighbours you will not even dare to shoot video over there like Luton, England
Identity Attack0.38318536
Insult0.11172232
Profanity0.14842765
Threat0.2836219
Severe Toxicity0.023076924
Moderate 0.3625127 Low Con 0.206 Comparative_Framing
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
As an American, I am ignorant about Canada and its immigration policy, and so wonder how much stated in this video are lies due to racism, and how much is true? For example, the Indians …
As an American, I am ignorant about Canada and its immigration policy, and so wonder how much stated in this video are lies due to racism, and how much is true? For example, the Indians who come to the US are vetted, are educated, and work hard. Since the 90s, most of the Indians who come to the US are not Punjabi Sikhs, nor are they Muslim. Punjabis came earlier, but since the tech boom, most who come are Hindus usually from Southern India. About 20% are also Christian. These Hindu and Christian Indians from Southern India are model minorities. Think of these kids who do well in the Spelling Bee. No crime, no trash, just educated hard working folks. Especially here where I am in San Jose, CA. So are these Canadians lying, or are the type of Indians who go to Canada worse? Those with fake diploomas or Sikhs claiming refugee status due to their religion and not being safe in Hindu India? Something is amiss bc how can these Indian immigrants be so different? If Canada is not vettung their immigrants why not? I also know that a coworker of mine who is from Southern India, his niece recently secured a visa to Canada and she is a Radiation Oncologist, an occupation Canada is in need of. So assumed lie the US, Canada is letting in needed skilled workers.
Identity Attack0.37361985
Insult0.3126888
Profanity0.06395709
Threat0.0076507707
Severe Toxicity0.0127685545
Moderate 0.36095104 Constructive 0.813
Jan 3, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
The effects on trucking that widespread Indian mass immigration could fill a whole video and that Polish guy only touched on the license sharing lol
The effects on trucking that widespread Indian mass immigration could fill a whole video and that Polish guy only touched on the license sharing lol
Identity Attack0.37953663
Insult0.16551061
Profanity0.17008601
Threat0.046218675
Severe Toxicity0.023076924
Moderate 0.36095104 Low Con 0.26 Unverified_Claim
Jan 14, 2026 Inside Canada's Indian Metropolis (Brampton)
Good timing on the video with all the news of fraud from Tim Hortons Indian workers looking for whites to marry them for 20 k now to stay here
Good timing on the video with all the news of fraud from Tim Hortons Indian workers looking for whites to marry them for 20 k now to stay here
Identity Attack0.3817989
Insult0.16758773
Profanity0.11539881
Threat0.023544617
Severe Toxicity0.017029278
Moderate 0.36095104 Moderate Con 0.397
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
My only problem with immigrants is that when you are in another country, you should conform to that country not try to make it a replica of your former country. Many don't even want to …
My only problem with immigrants is that when you are in another country, you should conform to that country not try to make it a replica of your former country. Many don't even want to learn the language. Anyway from the video, the number of unemployed Canadians are not because of the Indians, they just don't want to work hard to earn a living, they want handouts. Most look like homeless druggies, don't blame others for what you did to yourself. If you are unhappy where you are, Canada is a big place go somewhere else and start over.
Identity Attack0.38176915
Insult0.3388922
Profanity0.05543986
Threat0.008323951
Severe Toxicity0.014511578
Moderate 0.36043653 Constructive 0.588
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
Guys can I make one thing clear… stop calling them “Indians” most of them are “khalistani” operates out of canada for a war against India and separative movements. They want to break India. So how …
Guys can I make one thing clear… stop calling them “Indians” most of them are “khalistani” operates out of canada for a war against India and separative movements. They want to break India. So how can you call them Indian? If you don’t make these types of videos. I’m sorry to say but canada will change into punjab. But next time make sure you call them by who they are “khalistani” and as an Indian pressure your government to send them back!
Identity Attack0.42615733
Insult0.18977246
Profanity0.040409464
Threat0.038220957
Severe Toxicity0.018836858
Moderate 0.35186127 Moderate Con 0.495 Unverified_Claim
Aug 26, 2025 Why Canadians Are Turning Against …
Well well well if you watch this video i think you don't know you tube ceo is indian. All white canadian is European and canada is the land of native Americans. Why all European and …
Well well well if you watch this video i think you don't know you tube ceo is indian. All white canadian is European and canada is the land of native Americans. Why all European and Indian not back their country!
Identity Attack0.40255263
Insult0.14512913
Profanity0.04667213
Threat0.010705971
Severe Toxicity0.01502803
Moderate 0.34757367 Moderate Con 0.391 Identity_Assertion
Feb 14, 2026 Inside Canada's Indian Invasion...
i once made a comment on a Facebook video about not seeing canadian culture in canada anymore , then over 100 muslim and indian people jumped in accusing me of "white wanabe" ,"betrayal to my …
i once made a comment on a Facebook video about not seeing canadian culture in canada anymore , then over 100 muslim and indian people jumped in accusing me of "white wanabe" ,"betrayal to my ancestors ", then they reported my fb to the point fb had to deactivate my account for good
Identity Attack0.44690517
Insult0.16766082
Profanity0.07320584
Threat0.012440704
Severe Toxicity0.015415368
Moderate 0.34328604 Moderate Con 0.499
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
I'm so glad you did this video. Racist will be the first response. Yet, as Canadians we know that our Race is the minority and young white people refuse to work. It is also very …
I'm so glad you did this video. Racist will be the first response. Yet, as Canadians we know that our Race is the minority and young white people refuse to work. It is also very hard when every single store; walmart; Fast food is all India. Other races will not be hired, so all we see are India taking over every taxi and every single job. They can tolerate having all their family live in one house, as they buy multiple homes. These homes are left empty, until enough house are bought to take over a lane or an entire neighbourhood. They are not hostile; extremely friendly, yet not as concerned about wearing hair net or beard net or gloves when preparing food. (We are told most are friendly but to be mindful of those that wear their head wrap. (Timmins Ontario has been taken over) ... According to 2021 Census data from Statistics Canada, there were approximately 765 people of South Asian descent living in the Timmins census agglomeration. Recent estimates and community reports suggest this number has continued to grow through 2026, primarily driven by international students and economic immigration. Population Estimates and Demographics Indian Immigrants: As of the 2021 Census, 115 residents in Timmins were specifically listed as having India as their place of birth, a significant increase from 55 in 2016. South Asian Population: The broader "South Asian" visible minority group—which predominantly includes people of Indian heritage—numbered 765 in 2021, representing 1.9% of the total population. This was a sharp rise from only 165 people in 2016. International Students: A significant portion of the Indian community consists of students at Northern College. Reports indicate that since 2017, the college has enrolled nearly 2,000 international students, with approximately 96% originating from India. Recent Growth Trends (2022–2026) While the official 2026 Census data is not yet available, current local indicators point to a sustained increase in the Indian community: Rebounding Population: Mayor Michelle Boileau noted in 2024 that Timmins' population has reached its highest levels in over a decade due to immigration and industry opportunities. Newcomers: Since 2021, over 700 newcomers have arrived in Timmins through programs like the Rural and Northern Immigration Pilot (RNIP). Cultural Infrastructure: The growth of the community led to the establishment of the city's first Sikh temple to serve the expanding Sikh and Indian resident base. Note that "North American Indian" refers specifically to Indigenous First Nations people, of which there were approximately 2,640 in Timmins as of 2021. This is distinct from the population of people with origins in the country of India.
Identity Attack0.3817989
Insult0.19967617
Profanity0.048425674
Threat0.013321015
Severe Toxicity0.014705247
Moderate 0.3389984 Constructive 0.844
Jan 27, 2026 Inside Canada's Indian Invasion...
Just saying these videos are probably made to turn people against Indians and shift focus from muslims and Jews just pure propaganda Indians are peaceful and also the highest earning ethnicity in pretty much all …
Just saying these videos are probably made to turn people against Indians and shift focus from muslims and Jews just pure propaganda Indians are peaceful and also the highest earning ethnicity in pretty much all big white countries they just wanna turn people against because there’s a growth in their people
Identity Attack0.3817989
Insult0.083359696
Profanity0.12220735
Threat0.019573374
Severe Toxicity0.019095084
Moderate 0.3389984 Moderate Con 0.358 Unverified_Claim
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
None are indian as homeless because indian save and they dont do drugs and even if they do drugs they fix themself this is pure raceism...sadly i have to report this video...also indian do pay …
None are indian as homeless because indian save and they dont do drugs and even if they do drugs they fix themself this is pure raceism...sadly i have to report this video...also indian do pay tax...i agree that there are people comeing who dont know english and the quality has gone down but its wrong to say no indian in homeless shelter and we dont pay tax....
Identity Attack0.36598656
Insult0.16766082
Profanity0.052183274
Threat0.010783645
Severe Toxicity0.015931819
Moderate 0.33836752 Constructive 0.654
Oct 8, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
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...
I am Indian from India. AND I DONT FIND YOUR VIDEO RACIST. PLEASE USE THIS VIDEO TO EDUCATE FELLOW CANADIANS TO WAKE UP AND TAKE THIER COUNTRY BACK
I am Indian from India. AND I DONT FIND YOUR VIDEO RACIST. PLEASE USE THIS VIDEO TO EDUCATE FELLOW CANADIANS TO WAKE UP AND TAKE THIER COUNTRY BACK
Identity Attack0.28034934
Insult0.15343215
Profanity0.06195303
Threat0.013579931
Severe Toxicity0.017868511
Moderate 0.3317266 Constructive 0.532 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
this video was very unresolved message buddy. i am sorry if my words sound stupid or weird, my apologies. as an indian who live in india, yes the scarcity related to jobs and financial scrutiny …
this video was very unresolved message buddy. i am sorry if my words sound stupid or weird, my apologies. as an indian who live in india, yes the scarcity related to jobs and financial scrutiny is real but i wouldn't dare leave my country. there are ways to live happily here i am sure for some it might not be as such and they chose to live abroad that's their decision i have nothing to say there. but you have to also understand India houses 1.47 billion population. 1 out of 300 people are able to get in canada but since the size pool is bigger that tries for it the number sky rocket as well. i have no remarks against india not against the canadian who have lived there for generations. in my eyes they both are right and it's government that should do something about it. i can totally understand the perspective of white canadians if all they see is a chruch that was turned into a hindu temple.
Identity Attack0.15303208
Insult0.23237456
Profanity0.2453505
Threat0.02181799
Severe Toxicity0.017416617
Moderate 0.3302291 Constructive 0.82
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
“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 …
The content of this video reflects clear racial bias and discrimination against the Indian diaspora.
The content of this video reflects clear racial bias and discrimination against the Indian diaspora.
Identity Attack0.36702603
Insult0.09270445
Profanity0.077731855
Threat0.012596053
Severe Toxicity0.013414118
Moderate 0.3250515 Low Con 0.279
Oct 29, 2025 Inside Canada's Indian Metropolis (Brampton)
Don't call yourself a journalist, and this video is not a pure journalism. You are just finding the bad things about Indians.
Don't call yourself a journalist, and this video is not a pure journalism. You are just finding the bad things about Indians.
Identity Attack0.31015682
Insult0.11978693
Profanity0.07449899
Threat0.009411395
Severe Toxicity0.010223389
Moderate 0.3250515 Moderate Con 0.332 Meta_Commentary
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...
Racism toward Indians is getting way too normalized online. This video isn’t ‘comedy’ or ‘criticism’—it’s lazy stereotyping. Indo-Canadians contribute massively to Canada in healthcare, tech, small businesses, trucking, education, and more. If your whole ‘content’ …
Racism toward Indians is getting way too normalized online. This video isn’t ‘comedy’ or ‘criticism’—it’s lazy stereotyping. Indo-Canadians contribute massively to Canada in healthcare, tech, small businesses, trucking, education, and more. If your whole ‘content’ is punching down on an immigrant community, that says more about you than us
Identity Attack0.36733335
Insult0.16266862
Profanity0.033144772
Threat0.012078222
Severe Toxicity0.009498596
Moderate 0.31686464 Constructive 0.569 Moral_Argument
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
Great video, thank you. All true! Subscribed :D We CAN survive and thrive without Indians, we did so for centuries building this country. My family has been here since 1680, this country was made and …
Great video, thank you. All true! Subscribed :D We CAN survive and thrive without Indians, we did so for centuries building this country. My family has been here since 1680, this country was made and became great on its own with only European settlers, then opening to others it was GREAT prior to 2015 and Trudeau.
Identity Attack0.39207554
Insult0.09563028
Profanity0.02385794
Threat0.011094344
Severe Toxicity0.017674843
Moderate 0.31132057 Constructive 0.783 Identity_Assertion
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
Most of them are South Asians but they are Canadians, not indians. Just like you are caucassian and Canadian, white people also originally didnt exist in this land. This video screams racism. Almost all of …
Most of them are South Asians but they are Canadians, not indians. Just like you are caucassian and Canadian, white people also originally didnt exist in this land. This video screams racism. Almost all of the people you see are legal immigrants , the government gives half a million PRs every year.
Identity Attack0.3802808
Insult0.11616662
Profanity0.022013342
Threat0.006686311
Severe Toxicity0.008049011
Moderate 0.30716252 Constructive 0.517
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
This video is diverting attention from the real issue. Why does it start by showing Muslims praying? What does that have to do with the problem? Let’s look at facts: how many Muslims live in …
This video is diverting attention from the real issue. Why does it start by showing Muslims praying? What does that have to do with the problem? Let’s look at facts: how many Muslims live in Canada compared to the Indian population? Muslims are not a country and not a single culture. There are European Muslims, North African Muslims, Asian Muslims, Arab Muslims, and Black Muslims. Does it harm anyone if Muslims practice their religion peacefully? This type of framing only fuels unnecessary hate and division
Identity Attack0.3817989
Insult0.12521741
Profanity0.033144772
Threat0.009955117
Severe Toxicity0.009498596
Moderate 0.30502358 Constructive 0.577
Aug 26, 2025 Why Canadians Are Turning Against …

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.