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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: "Can do the test on …" 189 comments · Page 3 of 8
then explain how we are literally the most successful group in the west especially in the US? Also tell that to Kash Patel, Vivek Ramaswamy and the numerous Indian CEOs all over America. Indians in …
then explain how we are literally the most successful group in the west especially in the US? Also tell that to Kash Patel, Vivek Ramaswamy and the numerous Indian CEOs all over America. Indians in the UK USA Australia according to govt stats themselves have the highest income per capita, tax contribution per capita lowest crime rate and highest education levels (in the USA it is measured by standardized test scores like avg SAT scores and % of population with college degrees). This is a proven fact based on the figures no other community/demographic is as law abidding and successful as Indians in every single western country. Indians are CEOs of major tech firms like microsoft google adobe ibm etc yet you won't mention that cause it goes against your agenda. The most successful demographic in the west (US UK Canada) are Indians. Highest income per capita, highest education levels and lowest cmre rates. When Indians move into a neighborhood property prices rise. This isn't creating chaos as this kid claims as Indians assimilate pay taxes have extremely low crmre rates and also the highest tax and income contribution per capita. Instead of making videos constantly deriding Indians why don't you point out the fact street harrassers across western europe targeting women are almost all Muslims from Afghanistan, Pakistan etc. Most pdfile groomong gongs in the UK are comprised of pakistani abdools. They have been operating in every town and city since the 60s. This youtuber probably doesn't even know who Tommy Robinson is
Identity Attack0.061130337
Insult0.04852104
Profanity0.025907494
Threat0.008712323
Severe Toxicity0.0037956238
Low Tox 0.112850055 Constructive 0.726 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
This is what gets me, I’m an immigrant. I came from a place where we speak a broken dialect of English. As part of my processing, I had to demonstrate my ability to speak the …
This is what gets me, I’m an immigrant. I came from a place where we speak a broken dialect of English. As part of my processing, I had to demonstrate my ability to speak the queen’s english. To work, the expectation is you’re able to communicate effectively with whoever you’re interfacing. These folks come here, make zero attempt to improve or learn English or French - the national languages. They go home after the day is done, revert to their native tongue. How would you ever perfect something like a language without some degree practice and immersion? And they do this with their generations. The 1st and sometimes 2nd generation kids will speak their native tongue first, before learning English or French. It’s like the language they should speak to effectively work and live in Canada is an accessory. The govt at all levels encourage this by having driving tests and forms in other languages. And don’t get me started on the pockets - Brampton for example. The politicians kowtow to the voters and give in to them having huge temples, and nonstandard shopping complexes. It’s a running joke how many Indians will be living in the same house, renting from other Indians collecting money under the table in completely unsanctioned and illegal rental scenarios. Companies set up by Indians, to service Indians. So they don’t even care to present as Canadian business with English / French. I’m in the midst of charting my family’s exit from Canada. It’s become something entirely unrecognizable. Where those who know how to game the system get ahead, those of us who play the rules - stay behind. I’ve worked my way up to being upper middle class. I’m about done paying for Indian “students” who later claim to be refugees. Who are now claiming to be in gay relationships, to support their refugee cases. It’s all a joke.
Identity Attack0.06431354
Insult0.035443626
Profanity0.026317406
Threat0.0073789097
Severe Toxicity0.0031089783
Low Tox 0.11161 Constructive 0.681 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
We need English competency tests immigrants (and possibly a French as well). Many immigrants speak broken basic English and have difficulty with even intermediate English skills. If I wanted to move to Italy, I should …
We need English competency tests immigrants (and possibly a French as well). Many immigrants speak broken basic English and have difficulty with even intermediate English skills. If I wanted to move to Italy, I should be able to speak a certain standard of Italian.
Identity Attack0.10221587
Insult0.029273475
Profanity0.014566627
Threat0.0069905366
Severe Toxicity0.0025177002
Low Tox 0.1104733 Constructive 0.582
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl …
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl with IELTS comes to Canada, then calls her husband here. Many of these are nothing more than contract marriages, where once the boy arrives, they go their separate ways. This is blatant abuse of the system and has created a wave of people entering Canada without even basic English skills. IRCC needs to wake up and fix this. Students on study or work visas must not be allowed to bring their spouses. If someone wants to come, let them take an English test themselves and prove they’re qualified. Study permits should only be issued for genuine university students, not random private colleges being used as back doors into the country. On top of that, no work permits should be given while on a study visa. Employers who hire students illegally on cash as cheap labour should face strict penalties, heavy fines, and blacklisting. Until these loopholes are closed, Canada’s immigration system will continue to be exploited and lose credibility. IRCC, this is not immigration — this is fraud facilitated by weak laws.
Identity Attack0.05089863
Insult0.045007613
Profanity0.015147334
Threat0.0071070488
Severe Toxicity0.0025558472
Low Tox 0.1104733 Constructive 0.664 Policy_Critique
Oct 4, 2025 IRCC Names India in Study …
It’s a problem here in Canada. They aren’t heading to the USA basically all of them stay cause it’s just easy. Nobody would have a problem if they made an effort to assimilate and some …
It’s a problem here in Canada. They aren’t heading to the USA basically all of them stay cause it’s just easy. Nobody would have a problem if they made an effort to assimilate and some do but the ones who don’t ruin the image for the rest of them. Other obvious problem is we’ve let in too many people in in general like more people have come than living units have been built making many problems just right there and then and it’s not really the people who immigrates fault it’s the government. I know restricting imagination and making the test to get in harder so they actually have to know something about Canadas history and our culture and realistically we need to apply more pressure on the expectation that immigrants eventually assimilate.
Identity Attack0.055673428
Insult0.03588435
Profanity0.020578653
Threat0.0075083673
Severe Toxicity0.0030326843
Low Tox 0.10696511 Constructive 0.619 Policy_Critique
Jan 28, 2026 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...
My Indian friend told me all he got to do to get a driving license back home was to register for the school. Without even doing the driving test lol....
My Indian friend told me all he got to do to get a driving license back home was to register for the school. Without even doing the driving test lol....
Identity Attack0.053399716
Insult0.022770792
Profanity0.03339528
Threat0.007935578
Severe Toxicity0.00289917
Low Tox 0.09655223 Constructive 0.518 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
there is a simple solution. create a federal or provincial standardize test equivalent to what they should have. if they didn't pass, don't issue the visa. i have studied indian students. almost 99% them would …
there is a simple solution. create a federal or provincial standardize test equivalent to what they should have. if they didn't pass, don't issue the visa. i have studied indian students. almost 99% them would not be able to come. trust me
Identity Attack0.068465814
Insult0.019483518
Profanity0.015454767
Threat0.008168601
Severe Toxicity0.00207901
Low Tox 0.09351514 Moderate Con 0.496
Oct 1, 2025 1 likes IRCC Names India in Study …
These stories don't pass the sniff test. I don't believe the liberals are deporting anyone.
These stories don't pass the sniff test. I don't believe the liberals are deporting anyone.
Identity Attack0.028016793
Insult0.027605021
Profanity0.01579636
Threat0.007935578
Severe Toxicity0.0016498566
Low Tox 0.08795626 Low Con 0.288
Dec 29, 2025 1 likes Deportations From Canada at Their …
If we we're smarter as a species, immgration would be strict with assimilation tests to make sure you actually assimilate to where you're moving. Every country shouldnbe soverign and presurving the culture. Deportation if you …
If we we're smarter as a species, immgration would be strict with assimilation tests to make sure you actually assimilate to where you're moving. Every country shouldnbe soverign and presurving the culture. Deportation if you cant assimilate to the country you move to.
Identity Attack0.040745795
Insult0.017549826
Profanity0.01627459
Threat0.010395273
Severe Toxicity0.0021457672
Low Tox 0.08716487 Moderate Con 0.494 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
One mistake; improper or little to no vetting. Language, criminal records and body language to an extent. I would go as far as introducing a lie detector test.
One mistake; improper or little to no vetting. Language, criminal records and body language to an extent. I would go as far as introducing a lie detector test.
Identity Attack0.0023401144
Insult0.033460364
Profanity0.012277958
Threat0.0073789097
Severe Toxicity0.0012779236
Low Tox 0.081625134 Moderate Con 0.328
Aug 24, 2025 19 likes Why Canadians Are Turning Against …
Can I take a candian citizenship test outside canada
Can I take a candian citizenship test outside canada
Identity Attack0.062039822
Insult0.01648093
Profanity0.016479544
Threat0.0074436385
Severe Toxicity0.0023269653
Low Tox 0.08004235 Low Con 0.296 Question
Aug 6, 2025 Canadian Citizenship Test 2025 – …
I lived in Canada for 11 years, 2008 - 2019, went to university and worked in Toronto. I come from an upper-middle class family in China, went to a top university in Canada, landed good …
I lived in Canada for 11 years, 2008 - 2019, went to university and worked in Toronto. I come from an upper-middle class family in China, went to a top university in Canada, landed good jobs and I speak English like a native. I got my PR in 2015 and I remember the painful uphill battle I had to go through just get that. All the bureaucracy, redtape, unnecessarily rigid rules, high cost and long wait I received from CIC/IRCC felt like a humiliation to me. Every document was scrutinized and every step had obstacle that fealt unreasonable (my TOEFL examiner ask me why I had to do the language test required by CIC, and I had to visit a notary to validate my Chinese national ID card). It felt uneasy but I understood that these were the rules that everyone had to go through, and moving and integrating into a new society was never meant to be easy. I went back to Canada in 2021 and 2024, and it was evident that the country I once called home had gone down the hill. The streets were screaming crime, unemployment, inflation, drug and filth, it's total social rot. As someone who went through the whole immigration process (and many of my friends who went through the same have left Canada for good, like myself), I attribute much of this to failed immigration policy. I cannot help but feel confused, angry, betrayed and humiliated when I look at the recent immigration policies of Canada and their results, and compare with what I had to go through. The feeling sums up to: Canada penalizes the hard-working and law-abiding people, and rewards the undeserved and the cheaters. Example: when the US creates wars in the Middle East, why does CANADA bear the cost of bringing in refugees? I never regretted moving back to China and East Asia, and I feel bad for those who still truly think of Canada as home, as I am one myself. When the leadership of a country deviates from pragmatism, reason and common sense, and instead embraces idealogies, hypocrisy and political optics, this is what happens. The prices are paid by everyone, immigrant or not. For this, Trudeau deserves a court trial for his incompetence and dereliction of duty; and the people of Canada need some honest and serious retrospection. I will share some words of wisdom by the late Lee Kwan Yew: “Whoever governs Singapore (LKY was the PM and founding father of Singapore) must have that iron in him. Or give it up. This is not a game of cards, this is your life and mine. I've spent a whole lifetime building this and as long as I'm in charge, nobody is going to knock it down.” I hope the clownish weakling politicians in Canada (and, in much of the western world nowadays) can be enlightened a little bit.
Identity Attack0.01465176
Insult0.03158728
Profanity0.018187506
Threat0.0072235605
Severe Toxicity0.0019073486
Low Tox 0.07371122 Constructive 0.819
Oct 8, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
And Brampton is known as the capital of truck licenses without the proper test. The TV show Marketplace exposed that situation a few years ago. I'm new to Canada, but one thing about people from …
And Brampton is known as the capital of truck licenses without the proper test. The TV show Marketplace exposed that situation a few years ago. I'm new to Canada, but one thing about people from India is that if they have the opportunity to skip or cheat on a test, they take it. I know this firsthand. Another important fact is the population of India; they are around 1,300 millons people, but only 1% of those people can collapse the immigration system of a country, in this case, Canada. And Canada allowed it. Last but not least, I don't know if deodorant is forbidden in India, but they smell really bad.
Identity Attack0.036105253
Insult0.027730936
Profanity0.015693882
Threat0.0076507707
Severe Toxicity0.0019073486
Low Tox 0.07054565 Constructive 0.679
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
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 – …
Thanks to this video I got 20/20 on my Citizenship Test.
Thanks to this video I got 20/20 on my Citizenship Test.
Identity Attack0.011321344
Insult0.013288911
Profanity0.023311393
Threat0.009592636
Severe Toxicity0.0030136108
Low Tox 0.051068526 Moderate Con 0.442
Aug 21, 2025 15 likes Canadian Citizenship Test 2025 – …
Thank to this video I pass my citizenship test.
Thank to this video I pass my citizenship test.
Identity Attack0.010655383
Insult0.01302291
Profanity0.02167175
Threat0.009644418
Severe Toxicity0.002937317
Low Tox 0.049584184 Moderate Con 0.457 Personal_Narrative
Jan 6, 2026 1 likes Canadian Citizenship Test 2025 – …
Canada’s government needs to check also about issuing the driver license. because i’ve heard that you can pay now to pass the driving test even all this people doesn’t know the rules or even following …
Canada’s government needs to check also about issuing the driver license. because i’ve heard that you can pay now to pass the driving test even all this people doesn’t know the rules or even following all the signs on the road. I’ve never seen so much car accident and too much car on the road. Why it is easy for them now to get a license. We need to remember driving in other country is not the same here. Also even your credit score is bad, even your salary is not good the car company gives you a car easily with hight interest. Thats also need to be check
Identity Attack0.007806548
Insult0.027218282
Profanity0.013131939
Threat0.0071588317
Severe Toxicity0.0016307831
Low Tox 0.049336795 Constructive 0.614 Policy_Critique
Sep 30, 2025 2 likes IRCC Names India in Study …
immigration office should have an english language proficiency test. If anyone does not score 90/100, then visas shouldn't be granted.
immigration office should have an english language proficiency test. If anyone does not score 90/100, then visas shouldn't be granted.
Identity Attack0.025806036
Insult0.014580919
Profanity0.011782649
Threat0.0069516995
Severe Toxicity0.0011205673
Low Tox 0.049336795 Low Con 0.282 Policy_Critique
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
I have test in June Should just study from this video??
I have test in June Should just study from this video??
Identity Attack0.007954539
Insult0.0129089095
Profanity0.02249157
Threat0.009566744
Severe Toxicity0.0027656555
Low Tox 0.046120718 Moderate Con 0.381 Question
May 12, 2025 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 – …
this vedio is so much helpful to prepare the citizenship test I clear my test today
this vedio is so much helpful to prepare the citizenship test I clear my test today
Identity Attack0.011025362
Insult0.012224905
Profanity0.021056883
Threat0.0100069
Severe Toxicity0.0027656555
Low Tox 0.044636376 Constructive 0.527
Sep 19, 2025 4 likes Canadian Citizenship Test 2025 – …
Passed the test in first go watched this video twice 20 out of 20 thanks for making this video
Passed the test in first go watched this video twice 20 out of 20 thanks for making this video
Identity Attack0.007843546
Insult0.0140109155
Profanity0.025497584
Threat0.011405042
Severe Toxicity0.0036621094
Low Tox 0.044388983 Moderate Con 0.492
Aug 17, 2025 3 likes Canadian Citizenship Test 2025 – …
I had my test yesterday i got 17/20 my result unofficial but my questions were different than this video
I had my test yesterday i got 17/20 my result unofficial but my questions were different than this video
Identity Attack0.0065486208
Insult0.011920903
Profanity0.02522431
Threat0.009256045
Severe Toxicity0.0026130676
Low Tox 0.041915078 Moderate Con 0.487
Jun 28, 2025 1 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 – …

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.