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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: "Thank you very much, my …" 103 comments · Page 2 of 5
"Thank God we're being invaded by Punjabis because it could be so much worse" Such a Canadian reaction. I work with a ton of Sikhs, most of them are decent, and they're smart enough to …
"Thank God we're being invaded by Punjabis because it could be so much worse" Such a Canadian reaction. I work with a ton of Sikhs, most of them are decent, and they're smart enough to know they don't want to be here, most of them want to go back to Punjab but our government gives them so much opportunity to exploit Canada that they can't resist it.
Identity Attack0.30103904
Insult0.082866095
Profanity0.021945024
Threat0.012026439
Severe Toxicity0.008277893
Low Tox 0.2553839 Constructive 0.625 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Tyler, I’m really hoping you see this post. I have such a ground breaking idea for a video, that only you could probably accomplish. After watching so much of this epstein content over the last …
Tyler, I’m really hoping you see this post. I have such a ground breaking idea for a video, that only you could probably accomplish. After watching so much of this epstein content over the last week I’ve came to a conclusion that is safe, legal and would probably be the biggest videos in history if done. Around the island is international waters. What do you think is around that island? If you see this comment just reply and I’ll give you the idea for free, I just want these horrible people brought to justice WITH PROOF!!! Thanks bud, hopefully you see this.
Identity Attack0.008213525
Insult0.1505596
Profanity0.062454045
Threat0.010705971
Severe Toxicity0.004386902
Low Tox 0.19986437 Constructive 0.641 Meta_Commentary
Feb 7, 2026 Inside Canada's Indian Invasion...
THANK YOU!!! The invasion is just too much
THANK YOU!!! The invasion is just too much
Identity Attack0.054763943
Insult0.034672357
Profanity0.04065997
Threat0.013631714
Severe Toxicity0.009307861
Low Tox 0.1798404 Moderate Con 0.357 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
LOOOL 9:41 - If its easier to live in India why do you come to Canada? To make it harder for others that work and pay taxes? Thank you so much
LOOOL 9:41 - If its easier to live in India why do you come to Canada? To make it harder for others that work and pay taxes? Thank you so much
Identity Attack0.10221587
Insult0.04383647
Profanity0.024199532
Threat0.0066086366
Severe Toxicity0.0051498413
Low Tox 0.1587729 Moderate Con 0.388
Oct 5, 2025 15 likes Inside Canada's Indian Metropolis (Brampton)
Thank you for showcasing this city. Brampton has long been the armpit of Peel Region, and the cause of many of the rest of our issues. The new entitled migrants that come here spill out …
Thank you for showcasing this city. Brampton has long been the armpit of Peel Region, and the cause of many of the rest of our issues. The new entitled migrants that come here spill out into other areas of the GTA (Greater Toronto Area) spreading the crime and loitering, and essentially "taking over" certain places and causing massive issues. Our Car insurance rates in Peel are insanely high, primarily because of Brampton also being a part of Peel, and the high accident and theft rates coming out of that city. We have a massive issue here in Canada with unchecked mass immigration, and we don't see do be doing anything about removing the people who have overstayed their welcome, aswell as an issue with letting the new population move only to the same already developed places, overpopulating those areas that never had the infrastructure to support those numbers of people. Especially the households that are housing more families than just their own, the people who arent citizens that are clogging up our healthcare systems, all the jobs taken up by the Temporary Foreign Worker Program, the lack of openings in universities and colleges because of international students. Its unbelievable how much they take advantage of the system.
Identity Attack0.06658725
Insult0.06921569
Profanity0.015967157
Threat0.008440462
Severe Toxicity0.004005432
Low Tox 0.15213956 Constructive 0.789 Policy_Critique
Sep 23, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Thank you lord, for all these people speaking up. I am a proud Canadian woman. And I love people and animals.😊. I see my own country changing drastically and it's not for the good. I …
Thank you lord, for all these people speaking up. I am a proud Canadian woman. And I love people and animals.😊. I see my own country changing drastically and it's not for the good. I see alot of hatred from people who are not from my beautiful country. I don't know why they have so much hate for people from Canada, I am not saying everyone from a different country are like that but just from what I witnessed. If you have so much hatred than why are you here? This is a beautiful country no need for hatred. Please respect one another and stop the hate, just be happy you are in a country that has alot of opportunity to be free and live happily. 😊❤.
Identity Attack0.06749674
Insult0.054376744
Profanity0.02344803
Threat0.00756015
Severe Toxicity0.0032234192
Low Tox 0.121732734 Constructive 0.808
Aug 31, 2025 75 likes Why Canadians Are Turning Against …
TYLER!!! Thank you so much for showing what so many Canadians feel. These are not the immigrants I grew up with.
TYLER!!! Thank you so much for showing what so many Canadians feel. These are not the immigrants I grew up with.
Identity Attack0.10221587
Insult0.03335018
Profanity0.011236101
Threat0.006045496
Severe Toxicity0.002193451
Low Tox 0.11357342 Constructive 0.622
Jan 27, 2026 Inside Canada's Indian Invasion...
Dear everyone, Culture is a constantly changing phenomenon. If you had visited Canada 500 years ago, you would have seen Indigenous tribes living on this land with their own cultural values. Two hundred years ago, …
Dear everyone, Culture is a constantly changing phenomenon. If you had visited Canada 500 years ago, you would have seen Indigenous tribes living on this land with their own cultural values. Two hundred years ago, European culture became more prominent, but it was still a very different place from what we see today. Family values were strong, and who your family was often determined much of your future. Now, Canadian culture is changing once again. The arrival of Indian immigrants will inevitably influence Canadian culture, whether people like it or not. Some may try to resist—perhaps through a kind of “Trumpism”—but that will only provide temporary comfort. In the long run, Canadian culture will continue to evolve with the influx of newcomers. Today it is Indians; in the coming decades, it may be another nationality. The key point is to embrace change—and perhaps change ourselves in the process. For example, the rise in homelessness is tied more to social and economic issues than to immigration. Family structures among white Canadians are becoming less central in people’s lives, and religion is also losing influence. Parenting values are often shaped by fleeting psychology trends and “helicopter parenting,” leaving many children without the strong foundation they need. Perhaps there is something to learn from Indian immigrants about building families, fostering strong connections, and strengthening community ties. Thank you.
Identity Attack0.10221587
Insult0.031697463
Profanity0.015693882
Threat0.007314181
Severe Toxicity0.0031280518
Low Tox 0.11140333 Constructive 0.718 Moral_Argument
Sep 19, 2025 8 likes Inside Canada's Indian Metropolis (Brampton)
If elections were honest if they were we canadians rooted ones at that queen put my family here in canada after the wars grandfather fought and won both wars to give me what I had …
If elections were honest if they were we canadians rooted ones at that queen put my family here in canada after the wars grandfather fought and won both wars to give me what I had and now immigrants have taken that over government and people today wouldn't exist with out my grandfather . Politions dont know what war is... or how it reflects all candians still today . A lession to all politions get back to work . And have some respect . For people who got uou to where you are today . Far to much time off running with a counrty and a hammer as yhe leader makes me puke every day . Say thank you carney for life u have be ayse of my grandfather. Thanks for staying and being humble and rooted . Your not . Stop giving Canadian money away this is the out come carney and trudeau twisted brothers. made this mess .
Identity Attack0.03636306
Insult0.054962315
Profanity0.017162729
Threat0.0076766624
Severe Toxicity0.0024795532
Low Tox 0.11098998 Constructive 0.639 Identity_Assertion
Aug 27, 2025 Why Canadians Are Turning Against …
Thank you posting about this, our country is being ruined. It’s not just Brampton. And there is something much greater at play, that us peasants will never understand nor know.
Thank you posting about this, our country is being ruined. It’s not just Brampton. And there is something much greater at play, that us peasants will never understand nor know.
Identity Attack0.0059936526
Insult0.04090862
Profanity0.013576009
Threat0.007314181
Severe Toxicity0.0016498566
Low Tox 0.11067997 Constructive 0.501 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Thank u so much for covering this so many Canadians just cope with the fact that our country is become india 2.0🇮🇳
Thank u so much for covering this so many Canadians just cope with the fact that our country is become india 2.0🇮🇳
Identity Attack0.07094744
Insult0.033680726
Profanity0.014190876
Threat0.006912862
Severe Toxicity0.0030517578
Low Tox 0.10783285 Moderate Con 0.491 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I live in Brampton. And all I can say is thanks for visiting and spreading the word on this problem. I was born in Brampton, and my mother tells me about how much it's changed. …
I live in Brampton. And all I can say is thanks for visiting and spreading the word on this problem. I was born in Brampton, and my mother tells me about how much it's changed. Many of my friends and family friends have moved to other neighborhoods POST mosques being put up near their homes. And let's not talk about employment and foreign "students". I was lucky to get a job last summer at a family owned small business Ice Cream store right after high school. We even got a review saying we weren't diverse enough despite us being a group of White, East Asian and Black employees lol. And many people say if your not Indian and your getting your drivers test, you go out of Brampton to do the test because you'll likely get discriminated by who is running the test. It's absolutely absurd. It sounds like tin foil hat sh*t, but if you live here like me everything comes full circle. But ofc there are good ones, but they are typically the westernized ones, who have assimilated, they play or watch hockey and have developed a Canadian accent. But the majority haven't assimilated, they are likely first generation, and they do things like stuff 15+ people in one suburban home. And just small things like staring at you in public (idk why their community stares you down), they spit on sidewalks, and they use some crazy a$$ spices when they cook. The smell carries over for blocks and you know your in deep Brampton territory when your driving and that smell of spicy curry hits you and you gotta roll up them windows lol. It's a nasty smell. This mass migration is a huge issue and needs awareness.
Identity Attack0.06476828
Insult0.033460364
Profanity0.03690237
Threat0.008077981
Severe Toxicity0.0038528442
Low Tox 0.10696511 Constructive 0.818 Personal_Narrative
Jan 27, 2026 8 likes Inside Canada's Indian Invasion...
Thank you so much Tyler! I've been watching you and some others for quite some time. I'm actually here right now on business and have been noticing a bunch of crazy stuff. Keep up the …
Thank you so much Tyler! I've been watching you and some others for quite some time. I'm actually here right now on business and have been noticing a bunch of crazy stuff. Keep up the good work. Thank you so much for showcasing just one of the things going on here in Canada.
Identity Attack0.004920715
Insult0.06337463
Profanity0.020442016
Threat0.0058998563
Severe Toxicity0.0012159348
Low Tox 0.10566349 Constructive 0.692 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Wow what a beautiful commercial once again trying to project the refugees at the expense of the Canadian tax payer ... how much to make this CBC ? What ever just add it to the …
Wow what a beautiful commercial once again trying to project the refugees at the expense of the Canadian tax payer ... how much to make this CBC ? What ever just add it to the crushing debt we will pay for years to come thanks Liberals!!
Identity Attack0.029402243
Insult0.033570543
Profanity0.011902207
Threat0.007081157
Severe Toxicity0.0019454956
Low Tox 0.1013248 Moderate Con 0.313
Nov 6, 2018 How much do refugees and …
Thank you all for speaking common sense . I miss Laurie’s comments but I get it .he is nearly as old as me I think ! Trouble is the voting liberals aren’t watching this . …
Thank you all for speaking common sense . I miss Laurie’s comments but I get it .he is nearly as old as me I think ! Trouble is the voting liberals aren’t watching this . On that note the current liberal party is not really liberal and the old voters don’t realize the Conservative Party is much closer to center than the liberals and the liberal left are smart enough to keep them voting . IF A LIBERAL FROM 1960 SHOWED UP IN 2025 HE'D BE CONSIDERED A CONSERVATIVE IF A LIBERAL FROM 2025 SHOWED UP IN 1960 HE'D BE CONSIDERED A DANGEROUS LUNATIC
Identity Attack0.016159095
Insult0.045007613
Profanity0.017162729
Threat0.0070552654
Severe Toxicity0.0020313263
Low Tox 0.09611836 Constructive 0.682 Comparative_Framing
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Strange this test isnt in Hindi, loooool. Thank you so much. This's very helpful.
Strange this test isnt in Hindi, loooool. Thank you so much. This's very helpful.
Identity Attack0.023595277
Insult0.01929015
Profanity0.049177196
Threat0.008712323
Severe Toxicity0.0031852722
Low Tox 0.06381883 Constructive 0.511 Humor_Satire
Jun 30, 2025 1 likes Canadian Citizenship Test 2025 – …
I prepared for exam by watching this video only and i never read the book. I scored 19/20. Thank you so much whoever created this video.
I prepared for exam by watching this video only and i never read the book. I scored 19/20. Thank you so much whoever created this video.
Identity Attack0.0071035884
Insult0.01617693
Profanity0.023106437
Threat0.009955117
Severe Toxicity0.0030136108
Low Tox 0.059232414 Constructive 0.539
Jul 6, 2025 3 likes Canadian Citizenship Test 2025 – …
Omg you came here! Thanks so much for covering this. I was shoveling snow all day and didn’t see a single punjab with a shovel in their hand
Omg you came here! Thanks so much for covering this. I was shoveling snow all day and didn’t see a single punjab with a shovel in their hand
Identity Attack0.023796257
Insult0.019934712
Profanity0.028913507
Threat0.009696201
Severe Toxicity0.0031471252
Low Tox 0.055521555 Constructive 0.532 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
The dynamics in this video are playing out in many places, however, we've never come across a city that has seen as much drastic change as Brampton: Its population has doubled from 400,000 to 800,000 …
The dynamics in this video are playing out in many places, however, we've never come across a city that has seen as much drastic change as Brampton: Its population has doubled from 400,000 to 800,000 in just the last 20 years. We tried to cover this topic, respecting both the long-time Brampton residents, many of whom are angry about the changes to their city, and the Indian community, which was extremely welcoming of us. Thank you all for watching. Also, we're on our way to the UK and are looking for story recs in England and Scotland.
Identity Attack0.024600167
Insult0.018258847
Profanity0.024951037
Threat0.010887212
Severe Toxicity0.0028800964
Low Tox 0.050326355 Constructive 0.796
Sep 18, 2025 774 likes Inside Canada's Indian Metropolis (Brampton)
This video helped me. I got 19 over 20. Thank you so much
This video helped me. I got 19 over 20. Thank you so much
Identity Attack0.011543332
Insult0.013820915
Profanity0.029050145
Threat0.01508414
Severe Toxicity0.004310608
Low Tox 0.049831573 Constructive 0.546
Dec 4, 2025 3 likes Canadian Citizenship Test 2025 – …
just passed the test right now, and the very first thing I wanted to do—before even telling my family—was to leave this comment. I watched the video only once, from the beginning up to question …
just passed the test right now, and the very first thing I wanted to do—before even telling my family—was to leave this comment. I watched the video only once, from the beginning up to question 215. One time only—yes, one time only. Then I took the test, and on my first attempt I passed with 15 correct answers out of 20. I honestly can’t believe it. I didn’t realize how much I knew until I was sitting there answering the questions. About 50% of them came directly from the first 215 questions in the video. I am truly, deeply grateful to everyone who worked on this video. It’s not just good—it’s amazing. After nine years of struggle with this citizenship journey, I finally feel like I can breathe… like I can fly a little. Thank you all, from the bottom of my heart. 🤍
Identity Attack0.0037922803
Insult0.020256994
Profanity0.021603432
Threat0.007573096
Severe Toxicity0.0016975403
Low Tox 0.044636376 Constructive 0.713 Personal_Narrative
Jan 25, 2026 4 likes Canadian Citizenship Test 2025 – …
Thank you so much for this video I got 19/20 first attempt
Thank you so much for this video I got 19/20 first attempt
Identity Attack0.009471451
Insult0.012832909
Profanity0.028230323
Threat0.012233571
Severe Toxicity0.0038146973
Low Tox 0.043399423 Constructive 0.502
Dec 9, 2025 5 likes Canadian Citizenship Test 2025 – …
Thank you very much for the video I get 17/20 for my test
Thank you very much for the video I get 17/20 for my test
Identity Attack0.008583503
Insult0.012490907
Profanity0.026044132
Threat0.012026439
Severe Toxicity0.0037193298
Low Tox 0.04067813 Moderate Con 0.475 Meta_Commentary
Feb 12, 2026 1 likes Canadian Citizenship Test 2025 – …
Thank you so much for this video. I just passed the test with 17/20. Few questions are out of this video. And some are tricky. I did some other mock tests as well like Richmond …
Thank you so much for this video. I just passed the test with 17/20. Few questions are out of this video. And some are tricky. I did some other mock tests as well like Richmond Library, studied the map and etc. Some I remember are: 1. What is the common term for someone elected in Federal elections? A. Riding Winner B. Member of Parliament C. Senate D. Federal Executive. 2. Which of the following represents being Canadian and expresses national identity? A. Symbols like Maple leaf B. Equality C. Unity D. Human Right Commission 3. Jury duty consists of partial jurors and past jurors (in similar meaning) True or False. 4. French and English are: A. Fighting rebellion in 1800s B. French joined hands with Americans to fight against English C. Lived together for 300 years D. All of the above 5. Got a basic question about suffrage movement 6. What are prairie provinces? Saskatchewan, Alberta, Manitoba (SAM) 7. I got a question about provinces from west to east on Canada map. Please look and memorize the provinces locations. 8. Got a question about Peace Arch in Blaine 9. Question about Peace Tower like what was built after first world War. 10. Question about Aboriginals. Ans: First Nations, Metis and Inuits 11. Branches of Parliament Ans: Sovereign, House of commons and Senate 12. Courts do: Ans: Settle disputes These all what I remember. I am not sure which ones I got wrong. Might be in the first 5 I posted here. Test is not difficult but it is better to go through this video multiple times and do some other mock tests as well, in my opinion. Thank you and All the Best 😊
Identity Attack0.010729378
Insult0.017227544
Profanity0.015010698
Threat0.006647474
Severe Toxicity0.0014209747
Low Tox 0.032863233 Constructive 0.818 Personal_Narrative
Feb 10, 2026 21 likes Canadian Citizenship Test 2025 – …
I scored 17 outta 20 on my first attempt by just watching this video and without reading the whole book, thank you very much whoever created this video, kudos to you 👏
I scored 17 outta 20 on my first attempt by just watching this video and without reading the whole book, thank you very much whoever created this video, kudos to you 👏
Identity Attack0.005919657
Insult0.011198899
Profanity0.020920247
Threat0.009955117
Severe Toxicity0.0024604797
Low Tox 0.031684756 Constructive 0.563
Jan 9, 2026 6 likes Canadian Citizenship Test 2025 – …

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.