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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: "It was so bad for …" 741 comments · Page 15 of 30
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...
Fir a chinees lady to say that there are bad drivers says somthing😅
Fir a chinees lady to say that there are bad drivers says somthing😅
Identity Attack0.316
Insult0.15982662
Profanity0.089370176
Threat0.009023022
Severe Toxicity0.009918213
Moderate 0.31963667 Low Con 0.231 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Here is a aggressively neutral take as a Canadian elementary school teacher in an area with an extremely high Indian population (around half our school is ethnically Indian). It is also my own opinion, and …
Here is a aggressively neutral take as a Canadian elementary school teacher in an area with an extremely high Indian population (around half our school is ethnically Indian). It is also my own opinion, and some opinions on the internet suck: The good: Cultural integration IS possible (the Indian families are more into hockey than the white families where I live), tons of cross-cultural friendships, beautiful blend of cultural celebrations, top achievers are almost always second-generation immigrants, kids are growing up to love their parents' culture while also loving Canada's, many fantastic families who engage their children well and raise them very respectfully, religious temples that will feed an amazing meal to ANYBODY who walks into them (as long as you cover your hair), low rates of family trauma (drugs, abuse, divorce, etc.), families that take care of their elders The rough: Not all families are interested in being Canadian (some families just send their kids to Indian speaking private schools, live in Indian areas, and only seem to practice Indian ways of life - what's even the point?), many Indian families retreated into their home-lives during Covid which removed their children from integration opportunities, a very small percentage of the families are absolutely TERRIBLE at parenting and treat their sons and daughters with different levels of respect, multi-family households pay a single property tax which makes the contribution per taxpayer much smaller (while social benefits are equal to anybody else), some crime such as extortion and gang activity has been imported into the country, some individuals' disregard for rules and laws (setting fireworks on Diwali in the middle of a dry, grassy field is just plain stupid), some Indian communities seem to vote blindly for their own ilk during local elections without any regard for policy or experience, LMIA immigration program has been corrupted by the nepotism of bad actors and the greed of large corporations (wages can be federally subsidized which makes it cheaper to hire immigrants than the 16 year old down the street). Many of these families were simply making good choices for their own family, so don't blame the people themselves for this - blame the government that allowed it to fester unsustainably. I'll continue to stick up for the majority of these beautiful families though - haters be darned! Watching these kids grow up gives me some hope for humanity!
Identity Attack0.2964622
Insult0.21368977
Profanity0.25915453
Threat0.008272167
Severe Toxicity0.01644827
Moderate 0.31825066 Constructive 0.786 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Australia is just as bad especially in Melbourne. We even have Indian lobby groups that are strongly influencing our immigration policy.
Australia is just as bad especially in Melbourne. We even have Indian lobby groups that are strongly influencing our immigration policy.
Identity Attack0.33352965
Insult0.16883044
Profanity0.049928714
Threat0.008116818
Severe Toxicity0.00869751
Moderate 0.31686464 Moderate Con 0.486
Jan 27, 2026 Inside Canada's Indian Invasion...
So tell me what do we do... as a true canadian i see this every day new immigrants that dont have any respect for anyone that cant be canadian that flood are streets with hate …
So tell me what do we do... as a true canadian i see this every day new immigrants that dont have any respect for anyone that cant be canadian that flood are streets with hate and burn are canadian flag. Im embarrassed to be a canadian what a bad thing that is .....WE NEED CHANGE and we need it now so tell me what do I have to do what do we have to do to stop this madness
Identity Attack0.27914262
Insult0.21602537
Profanity0.026454043
Threat0.0347677
Severe Toxicity0.014317908
Moderate 0.31686464 Constructive 0.524 Identity_Assertion
Aug 27, 2025 Why Canadians Are Turning Against …
To begin .... stop Refugees from India, Africa, Haiti, Pakistan, and many other countries. Scrutinize them properly, select legit refugees, right now, a lot of bogus claims have been entered, for god forsaken reasons, highest …
To begin .... stop Refugees from India, Africa, Haiti, Pakistan, and many other countries. Scrutinize them properly, select legit refugees, right now, a lot of bogus claims have been entered, for god forsaken reasons, highest refugee claims are from Africans countries and south America and Islamist countries. You gotta scrutiny these people, find out if there is legitimacy, find out if there is a value in accepting their claim, find out if they have skills or they are just entering for free loads! my point is , Good Immigrations is Welcome.....Bad Immigration is NOT !
Identity Attack0.3817989
Insult0.16195811
Profanity0.0715894
Threat0.02924249
Severe Toxicity0.017739398
Moderate 0.3140926 Constructive 0.627
Nov 21, 2025 Thousands of refugees allowed into …
Come to Aussie mate, just as bad here.
Come to Aussie mate, just as bad here.
Identity Attack0.28034934
Insult0.17237684
Profanity0.070942834
Threat0.009799767
Severe Toxicity0.008468628
Moderate 0.3140926 Moderate Con 0.387 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
Hindus are not the threat. They start businesses, build safe communities (not ghettos) Great food and beautiful women. The Hindus in U.S. pay $ billions in income tax a year. Most are MAGA. Hard working …
Hindus are not the threat. They start businesses, build safe communities (not ghettos) Great food and beautiful women. The Hindus in U.S. pay $ billions in income tax a year. Most are MAGA. Hard working High IQ folk. Not All non-white breeds are bad. Hindus are Tan Indo Asian not Congolese.
Identity Attack0.3817989
Insult0.16758773
Profanity0.08419759
Threat0.010680079
Severe Toxicity0.014059683
Moderate 0.3140926 Constructive 0.552 Identity_Assertion
Feb 6, 2026 1 likes Inside Canada's Indian Invasion...
Oh man, as soon I saw the title and the thumbnail, I just knew the comments were going to be insane 😂 As much as Canada is lauded as a nice and welcoming country, it's …
Oh man, as soon I saw the title and the thumbnail, I just knew the comments were going to be insane 😂 As much as Canada is lauded as a nice and welcoming country, it's open season when it comes to Indians. I work in a typical corporate environment, where all conversations are filtered through a layer of professionalism, and just the other day my director made a joke about how he's glad we don't have Indians on our team. Everyone laughed and we moved on as if it was a completely normal thing to say about an ethnic group. You know it's bad when both the conservative boomers and the liberal millenials/gen Z all agree we have too many Indians.
Identity Attack0.34324843
Insult0.2435641
Profanity0.0961592
Threat0.010369381
Severe Toxicity0.013414118
Moderate 0.3127066 Constructive 0.709
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
0:50 yes & no. ClydeDoSomething had someone on to explain Gov user Fraud to get tax money the “immigrants” got to stay It got so bad most started leaving back to India XD
0:50 yes & no. ClydeDoSomething had someone on to explain Gov user Fraud to get tax money the “immigrants” got to stay It got so bad most started leaving back to India XD
Identity Attack0.2831485
Insult0.13607834
Profanity0.0864606
Threat0.010576514
Severe Toxicity0.013478675
Moderate 0.31132057 Moderate Con 0.492 Unverified_Claim
Jan 28, 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)
Wrong Horhay! That’s not bad governance. That’s good governance. If you don’t like it get the f out! You are not a part of the solution if you can’t see the obvious future outcome of …
Wrong Horhay! That’s not bad governance. That’s good governance. If you don’t like it get the f out! You are not a part of the solution if you can’t see the obvious future outcome of your idea of bad governance.
Identity Attack0.005512681
Insult0.24171697
Profanity0.25275812
Threat0.011430934
Severe Toxicity0.010528564
Moderate 0.30993456 Low Con 0.247
Dec 4, 2025 Quebec Ends Economic Immigration Program …
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...
why you only talking with people who don't speak English properly, stop showing all bad stuff and eating the views on Indians.
why you only talking with people who don't speak English properly, stop showing all bad stuff and eating the views on Indians.
Identity Attack0.28034934
Insult0.16195811
Profanity0.06345607
Threat0.010395273
Severe Toxicity0.00869751
Moderate 0.3057765 Low Con 0.3 Meta_Commentary
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as …
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as well as image of all Indians. Also, If you want khalistan, why they are not protesting in where their land belongs(so called), why in Canada or Usa? There are 70% of the people are living in canada is punjabi. They have ruined the image of our whole country. We are peace loving people and follow rules but just because of these people, we fell into the same group. Fun fact: why brampton and surrey have bad reputation and increased crime rates because punjabi people live there. Thats heart wrenching. The other aspect is the Canadian government doing nothing to curb thia types of people instead of that these people do crime, get arrested, claim asylum, get free food for 1 year and become the resident of the Canada. I am really frustated and both the goverment and these khalistan entity. Go to hell man.
Identity Attack0.36702603
Insult0.20668297
Profanity0.07870171
Threat0.018364733
Severe Toxicity0.017158391
Moderate 0.3057765 Constructive 0.635 Personal_Narrative
Feb 25, 2026 Inside Canada's Indian Invasion...
a few years back Brampton had a mayoral election and one of the people running was this guy John Sprovieri and he received and email complaining that a white man should not even be running …
a few years back Brampton had a mayoral election and one of the people running was this guy John Sprovieri and he received and email complaining that a white man should not even be running because white people no longer have any business planning Bramptons future. He replied saying that people of all backgrounds want to come because of what white people built" he was sanctioned by the government for that comment and he was touted as a racist from then on. No comment was made about the indian woman who said white people shouldn't be allowed in the government in a Canadian city anymore. Last time I was in Brampton I was told to go back to my own country because I asked a group of indians who were playing indian music from concert volume speakers in a residential area at 1 am to turn it off. I don't think you captured a small fraction of how bad it is in Brampton.
Identity Attack0.3758158
Insult0.16853803
Profanity0.058445938
Threat0.013165667
Severe Toxicity0.0104522705
Moderate 0.3057765 Constructive 0.707 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm an Indian not from Punjab, this looks bad. To any Indian and Punjab Gov officials seeing this please take action, these people are ruining India's reputation. And to Canadians, Khalistani's are considered terrorists in …
I'm an Indian not from Punjab, this looks bad. To any Indian and Punjab Gov officials seeing this please take action, these people are ruining India's reputation. And to Canadians, Khalistani's are considered terrorists in my country most of them fled the country and I can see where they are now. Indian Gov officials have warned the Canadian Officials about this, they don't seem to care. I won't be surprised if they want Brampton to be declared a separate Khalistani country in the future.
Identity Attack0.36942887
Insult0.16875735
Profanity0.02303812
Threat0.013269233
Severe Toxicity0.011520386
Moderate 0.30539915 Constructive 0.704 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
I feel bad for the Indians who came over in the 70's 80s and 90s, the ones coming over now are giving them such a bad name.
I feel bad for the Indians who came over in the 70's 80s and 90s, the ones coming over now are giving them such a bad name.
Identity Attack0.36702603
Insult0.15414265
Profanity0.07708528
Threat0.014738814
Severe Toxicity0.01121521
Moderate 0.30527395 Constructive 0.555 Identity_Assertion
Oct 28, 2025 Inside Canada's Indian Metropolis (Brampton)
We need to take care of our own first. I am tempted by the threat of sharia law to be against Muslim people, although I realize that most are not bad but the radicals and …
We need to take care of our own first. I am tempted by the threat of sharia law to be against Muslim people, although I realize that most are not bad but the radicals and their rate of reproducing scares me. We are losing Canada not just to trump but to the new immigrants. What should we do?
Identity Attack0.3817989
Insult0.08508729
Profanity0.020032106
Threat0.014566151
Severe Toxicity0.00869751
Moderate 0.3048984 Constructive 0.721 Fear_Threat
Aug 28, 2025 Why Canadians Are Turning Against …
Just a small word here. Khalistan sikh are not Indian Sikh. They are people who are wanted for various crimes even in India. They have criminal records and India has been requesting Canadian government to …
Just a small word here. Khalistan sikh are not Indian Sikh. They are people who are wanted for various crimes even in India. They have criminal records and India has been requesting Canadian government to deport some of these people to undergo trial in India but Trudeau govt under jagmeet Singh did not agree and so you have crimes happening in Canada but the bad name goes to India. As far as this oppression against minority is concerned all sikhs in India are free to do as they wish in their own land. They have a democratically elected leader and sikhs in India are very happy. Others in India love them and respect them a lot so much so that manmohan Singh became the prime minister of India with zero opposition to his leadership. Abdul kalam who is also a muslim became the president of India. This oppression story is fake. That is one of the ways for this khalistan punjabi apply for refugee status inside Canada. It’s a Canadian loophole they misuse and the worst part is even the govt knows that. They just won’t do anything about it.
Identity Attack0.37292135
Insult0.19967617
Profanity0.031641733
Threat0.017156094
Severe Toxicity0.01302678
Moderate 0.3048984 Constructive 0.674 Unverified_Claim
Feb 19, 2026 1 likes Inside Canada's Indian Invasion...
If they didn't bring their culture of being rude, obnoxious and disregard Canadian laws and etiquette maybe it wouldn't be so bad, but they also mass imported them to give companies cheap labor so they've …
If they didn't bring their culture of being rude, obnoxious and disregard Canadian laws and etiquette maybe it wouldn't be so bad, but they also mass imported them to give companies cheap labor so they've taken a tonne of opportunity from Canadians, reduced the quality of our education system making domestic Canadians unlikely to get any employment and the students also exploit the system to work. They all need a place to live and many are exploiting the government for benefits on top of driving up housing prices because of the scarcity they're actively causing.
Identity Attack0.10409598
Insult0.30326313
Profanity0.026863953
Threat0.007948523
Severe Toxicity0.0074386597
Moderate 0.3048984 Constructive 0.649 Economic_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
Not saying whether good or bad, but have you noticed the influx of Indian doctors? Shows US is very sick and doesn’t have enough doctors. Even nurses can become “doctors” with 10 year experience. Just …
Not saying whether good or bad, but have you noticed the influx of Indian doctors? Shows US is very sick and doesn’t have enough doctors. Even nurses can become “doctors” with 10 year experience. Just need masters degree. AZ
Identity Attack0.29798782
Insult0.24424846
Profanity0.032894265
Threat0.007793174
Severe Toxicity0.008926392
Moderate 0.3048984 Moderate Con 0.461 Unverified_Claim
Feb 28, 2026 Inside Canada's Indian Invasion...
I live in toronto, and its bad really bad
I live in toronto, and its bad really bad
Identity Attack0.19100772
Insult0.1342682
Profanity0.09518933
Threat0.0101363575
Severe Toxicity0.009269714
Moderate 0.30464804 Moderate Con 0.423 Personal_Narrative
Jan 28, 2026 6 likes Inside Canada's Indian Invasion...
I'm a filipino PR. I used to work at Subway. My white canadian manager was nice and hiring whoever is qualified, even young students. Sadly, he was transferred and got replaced by a indian manager. …
I'm a filipino PR. I used to work at Subway. My white canadian manager was nice and hiring whoever is qualified, even young students. Sadly, he was transferred and got replaced by a indian manager. Now he only hires indian. My fellow co-workers who were indians as well are mad at him. Not all indians are bad, but others are really abusing the system. I left that place. Best decision.
Identity Attack0.3817989
Insult0.14331897
Profanity0.04792466
Threat0.008815889
Severe Toxicity0.00919342
Moderate 0.30464804 Constructive 0.728
Oct 19, 2025 IRCC Names India in Study …
I live in Brampton it's bad, at least I live in the southern part where it's not quite as infested, but it's still bad. We used to play spot the white guy driving up the …
I live in Brampton it's bad, at least I live in the southern part where it's not quite as infested, but it's still bad. We used to play spot the white guy driving up the 410, and that was like 15 years ago.
Identity Attack0.32768643
Insult0.15485314
Profanity0.09292633
Threat0.014048163
Severe Toxicity0.013091337
Moderate 0.30464804 Constructive 0.653 Fear_Threat
Jan 28, 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.