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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: "This is how a world …" 1,032 comments · Page 20 of 42
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...
These ppl worship pagan gods they think their holy people smh the most idol worshippers in the world.
These ppl worship pagan gods they think their holy people smh the most idol worshippers in the world.
Identity Attack0.28034934
Insult0.16809943
Profanity0.15195307
Threat0.009385503
Severe Toxicity0.014898917
Moderate 0.32020867 Low Con 0.152 Fear_Threat
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
If you want diversity, bring people from all over the world. If you want Indians, bring Indians from all over India. Then where are the Northeast Indians? Where are the Bengalis? Where are the South …
If you want diversity, bring people from all over the world. If you want Indians, bring Indians from all over India. Then where are the Northeast Indians? Where are the Bengalis? Where are the South Indians? Where are even the North Indians? You bring only Punjabis; you exclusively bring rural, uneducated Punjabis, who aren't even 1% of the Indian population, for vote bank purposes. Then you complain about Indians. Whose fault is that?
Identity Attack0.37879246
Insult0.16853803
Profanity0.034146797
Threat0.009851551
Severe Toxicity0.01322045
Moderate 0.31963667 Moderate Con 0.436
Nov 28, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
As an Indian, i don't want Canada or any other place in the world to turn into another India...
As an Indian, i don't want Canada or any other place in the world to turn into another India...
Identity Attack0.4006267
Insult0.082866095
Profanity0.02385794
Threat0.00899713
Severe Toxicity0.012435913
Moderate 0.31963667 Constructive 0.515 Fear_Threat
Feb 5, 2026 Inside Canada's Indian Invasion...
lol no fatso these are not the upper class Indians. These are farmers and other lower-class people that escape India and go to Canada. The upper-class Indians are either in India or in the US …
lol no fatso these are not the upper class Indians. These are farmers and other lower-class people that escape India and go to Canada. The upper-class Indians are either in India or in the US because that's where they go with their college degrees to make money. But Canada is very lucky to even have these people. What most people around the world do not understand is that without immigration, countries like Canada have negative population growth, and their economies would collapse. There would not be anybody to work in Tim Hortons or any service positions at anywhere near reasonable prices. Indians do not try to actively change the local culture like Muslims do which our fatso also noted and they do not go on welfare. All of them add to the economy. Which Fatso I'm sure is also doing just like them as he delivers Uber Eats or whatever it is to them as they do the more complicated work. Let's just hope the bike doesn't give in before the next delivery. The Indians need their curry delivered.
Identity Attack0.29798782
Insult0.24767025
Profanity0.08807703
Threat0.008259222
Severe Toxicity0.0125103295
Moderate 0.31825066 Constructive 0.768 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
never clicked so fast as a Canadian. let this be a warning to the rest of the world if you let browns in.
never clicked so fast as a Canadian. let this be a warning to the rest of the world if you let browns in.
Identity Attack0.36702603
Insult0.16831873
Profanity0.032142747
Threat0.016465442
Severe Toxicity0.010604858
Moderate 0.31686464 Moderate Con 0.328 Identity_Assertion
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
i hope this video blows up so that the world can see how out of control things are.
i hope this video blows up so that the world can see how out of control things are.
Identity Attack0.031980325
Insult0.042665333
Profanity0.14402086
Threat0.3423812
Severe Toxicity0.021290002
Moderate 0.31547862 Moderate Con 0.333 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
If y'all read that banned book by mustache man you will come to realize we are 10-15 years away from a world war, only this time the Indians are in place of the Jews, that's …
If y'all read that banned book by mustache man you will come to realize we are 10-15 years away from a world war, only this time the Indians are in place of the Jews, that's not a threat nor do I want that to happen, but if you pay attention to the signs we are at the point where mustache man went to Vienna and saw what he saw. What comes next is a vote for mustache man's 2.0, in 5-10 years, then a movement to expel the Indians, then comes the countries to go to war with over the expulsion, it's going to be 6 million all over again, but that's history... Which no one wants to look at.
Identity Attack0.36702603
Insult0.1662211
Profanity0.11230402
Threat0.108496375
Severe Toxicity0.017674843
Moderate 0.3140926 Moderate Con 0.49 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The government of Canada allowed these Indians to come to Canada in excessive large numbers. They abuse every system of Canada, change the culture of Canada, buy out all businesses in Canada, and employ only …
The government of Canada allowed these Indians to come to Canada in excessive large numbers. They abuse every system of Canada, change the culture of Canada, buy out all businesses in Canada, and employ only their own Indians. They don't drive for licenses, they own the depot, and they don't need credits for loans at the banks because they own the banks. They fight out and make it difficult for all other ethnic groups in Canada. Justin Trudeau seems to have allowed 90% of Indians to immigrate to Canada and 10% of other ethnic backgrounds combined. Trudeau has caused the Canadian culture to be transformed into Indian culture. Canada is no longer Canada. it's become India, and it's extremely unfair to all other ethnic groups. Their agenda is for Canada to be 100% Indians. Canada is in BIG TROUBLE. The Indians are in every organizations and industries, including Immigration, buying out all the franchises, businesses and are the ones fighting against all other ethnic cultured groups, making the system more difficult for other nations to migrate to Canada. Even crime has increased. Canadians need to wake up before Canada totally disappears. The Indians are messing up the Canadian economy. The majority of Indians are here through false documents and don't even speak proper English or even understand the language. Canada is in TROUBLE. They are highly Discriminative. Only making sure Canada only employs Indians in all sectors, not Blacks, not Whites, not Chinese or other Ethnic groups, but only Indians themselves. It seems the Indians are seeking to totally take over Canada and become a world power. This is my view and that of many true concerned Canadian citizens and professionals who care about this country, Canada. The culture has changed and become DISCRIMINATIVE. These Indians are Extremely Extremely RACIST
Identity Attack0.3817989
Insult0.16890354
Profanity0.026863953
Threat0.010576514
Severe Toxicity0.012359619
Moderate 0.3140926 Constructive 0.517 Fear_Threat
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
Keep exposing them. This is probably a global NWO psi-op to make the USA a third world nation. EXPOSE them!
Keep exposing them. This is probably a global NWO psi-op to make the USA a third world nation. EXPOSE them!
Identity Attack0.12556632
Insult0.16751462
Profanity0.05393682
Threat0.13815513
Severe Toxicity0.014447021
Moderate 0.31132057 Low Con 0.132 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
😑Housing crisis - they are a BIG reason for this. >>> Mortgage fraud - Watch the CDC report. They flooded Canada, try to snatch up all the houses through fraud and to rent out as …
😑Housing crisis - they are a BIG reason for this. >>> Mortgage fraud - Watch the CDC report. They flooded Canada, try to snatch up all the houses through fraud and to rent out as rooming houses. This reduces available properties, and prices skyrocket. When you have tens of THOUSANDS of people in ONE community doing this, why are you scratching your head that there's a housing crisis? Canada flung open the door to people from the scam capital of the world, and now when Canadian kids are polled, they're saying they're giving up on buying a house! Disaster. Now, to fix the problem, you have to reduce their numbers to reduce demand, but reducing demand reduces home prices, so what about all those people who bought at inflated prices? Many homeowners are losing their shirts. So now, to fix the problem, Canadians are enduring GENERATIONAL financial damage, that will take decades to fix, and some people may never recover from it. I'm not against immigrants, but this particular group has devastated Canada with their greed and corruption.
Identity Attack0.12208464
Insult0.24424846
Profanity0.070942834
Threat0.010447056
Severe Toxicity0.011672974
Moderate 0.31132057 Constructive 0.65 Economic_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
The Liberal Party of Canada must think that it will have millions of new supporters by flooding Canada with all these unskilled 'immigrants' from Third-world dictatorships.
The Liberal Party of Canada must think that it will have millions of new supporters by flooding Canada with all these unskilled 'immigrants' from Third-world dictatorships.
Identity Attack0.2839175
Insult0.2469859
Profanity0.019280603
Threat0.010757755
Severe Toxicity0.008468628
Moderate 0.31132057 Low Con 0.166 Unverified_Claim
Jul 2, 2025 2 likes How Canada broke its immigration …
Problem is not with Indians anywhere in the world. But people are still not awre where the real danger is ☪️😂
Problem is not with Indians anywhere in the world. But people are still not awre where the real danger is ☪️😂
Identity Attack0.34649673
Insult0.082619295
Profanity0.10549548
Threat0.026479885
Severe Toxicity0.017481172
Moderate 0.30993456 Low Con 0.295
Nov 23, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
They turned their own country into a slum now they'll do it to the rest of the world... They are everywhere in Ireland come over on student visas then buy houses while there are record …
They turned their own country into a slum now they'll do it to the rest of the world... They are everywhere in Ireland come over on student visas then buy houses while there are record numbers of homeless families and kids without homes ... 😢
Identity Attack0.29035977
Insult0.17858955
Profanity0.032142747
Threat0.0077154995
Severe Toxicity0.010299683
Moderate 0.30993456 Moderate Con 0.485
Nov 18, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
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...
4:34 - this is because Indias economy is booming and they're shifting their wealth to the new world a.k.a. colonizing. And a huge part of making that work is the whiteguilt liberal narrative that anyone …
4:34 - this is because Indias economy is booming and they're shifting their wealth to the new world a.k.a. colonizing. And a huge part of making that work is the whiteguilt liberal narrative that anyone Not White must be a refugee from the war torn wastelands. It's actually Western/Canadian chauvinism making that very racist misunderstanding of the situation. These are not the huddled masses seeking a better life these are the exploiters who got rich off the labor of other Indians back in india and then bailed on India to be SUV drivers who cant drive here.
Identity Attack0.35948995
Insult0.19967617
Profanity0.04366605
Threat0.010990778
Severe Toxicity0.010986328
Moderate 0.30854854 Moderate Con 0.487 Unverified_Claim
Sep 29, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Canindia the newest third world country
Canindia the newest third world country
Identity Attack0.33675182
Insult0.16053712
Profanity0.08355101
Threat0.013372798
Severe Toxicity0.019482423
Moderate 0.30854854 Low Con 0.183
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
Brampton has 52% indian people, and there are a lot of other cities where white people are the minority, makes canaduh the largest 3rd world country on the planet
Brampton has 52% indian people, and there are a lot of other cities where white people are the minority, makes canaduh the largest 3rd world country on the planet
Identity Attack0.38176915
Insult0.086852804
Profanity0.038906425
Threat0.0076507707
Severe Toxicity0.00957489
Moderate 0.30539915 Moderate Con 0.305
Sep 27, 2025 2 likes Why Canadians Are Turning Against …
Indian immigration should be taken a serious consideration all over the world. These frauds can go upto any limit.
Indian immigration should be taken a serious consideration all over the world. These frauds can go upto any limit.
Identity Attack0.3072352
Insult0.16839184
Profanity0.0741757
Threat0.01086132
Severe Toxicity0.011138916
Moderate 0.30539915 Low Con 0.252
Oct 4, 2025 1 likes IRCC Names India in Study …
The more chaos you have the more the government benefits, and politicians are not looking after the peoples best interest they’re looking at they’re looking after their own bloodlines best interest, and enriching themselves in …
The more chaos you have the more the government benefits, and politicians are not looking after the peoples best interest they’re looking at they’re looking after their own bloodlines best interest, and enriching themselves in building their own family wealth with our money instead of actually being a public servant. That is the problem. This is why you need a big revolution around the world to kill off all these people that have their bloodline in the system for a very long time and these politicians are not anyone new. These are all from the same bloodline that are still in the system, just look at the United States almost 90% of everyone in politics in our country is a former slave owner‘s bloodline. How did that happen for 250 years they’ve been in the same position that needs to change these people need to be killed off. They need to be gone down.
Identity Attack0.1064171
Insult0.16766082
Profanity0.09001675
Threat0.34804323
Severe Toxicity0.018126737
Moderate 0.30527395 Moderate Con 0.419 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadistan is the New Canada's Third World Reality.
Canadistan is the New Canada's Third World Reality.
Identity Attack0.34649673
Insult0.16839184
Profanity0.017572641
Threat0.007948523
Severe Toxicity0.01302678
Moderate 0.30514878 Low Con 0.119 Fear_Threat
Feb 8, 2026 2 likes Inside Canada's Indian Invasion...
You you bring in the third world you become the third world.
You you bring in the third world you become the third world.
Identity Attack0.22707681
Insult0.1342682
Profanity0.034397304
Threat0.010809537
Severe Toxicity0.012833111
Moderate 0.30514878 Low Con 0.13 Fear_Threat
Feb 18, 2026 LILLEY UNLEASHED: The fall of …
The next hail in Calgary that damagea cars and people's houses will in some way shape or form be an indians fault. So you lot are the developed country, you have the systems in place. …
The next hail in Calgary that damagea cars and people's houses will in some way shape or form be an indians fault. So you lot are the developed country, you have the systems in place. You lot claim no corruption and the superior moral ground yet a villager from a 3rd world country is able to scam your system. Only Canadians can support this logic.
Identity Attack0.33060804
Insult0.18107465
Profanity0.022628209
Threat0.010938995
Severe Toxicity0.0090408325
Moderate 0.30502358 Moderate Con 0.333 Identity_Assertion
Sep 29, 2025 IRCC Names India in Study …
Thanks to all the politicians around the world who have destroyed the west
Thanks to all the politicians around the world who have destroyed the west
Identity Attack0.1808059
Insult0.10440776
Profanity0.07514556
Threat0.063999176
Severe Toxicity0.0090408325
Moderate 0.3048984 Low Con 0.293 Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Brother brother brother all was good till you got to us Panjabi's please read the history same people you were being chased by in Paris and Minnesota we crushed them in battles protected other religions …
Brother brother brother all was good till you got to us Panjabi's please read the history same people you were being chased by in Paris and Minnesota we crushed them in battles protected other religions and are serving the USA in all armed forces I hope you do your research and you will see not one single Punjabi anywhere in the world begging on a street corner our religion is based on 3 main things do hard work make a honest living and then share your earnings with the needy maybe you gotta see the world's biggest community kitchen to find out how generous my people and religion is 100k people eat free at Sri Darbar Sahib.
Identity Attack0.28034934
Insult0.14874944
Profanity0.110447146
Threat0.1338057
Severe Toxicity0.023076924
Moderate 0.3048984 Constructive 0.76 Identity_Assertion
Jan 27, 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.