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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 #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "The comments on this video …" 48 comments · Page 2 of 2
At the end, why are you asking "why?" You have super delicious food, you have a growing economy feeding the national GDP, you have super nice people. Also, if immigrants don't "integrate" then you get …
At the end, why are you asking "why?" You have super delicious food, you have a growing economy feeding the national GDP, you have super nice people. Also, if immigrants don't "integrate" then you get to enjoy a diversity of culture instead of it being white washed down to hamburgers and soggy, bland fries. Seriously, I don't understand any of the xenophobia in the comments- or the video here! Some of y'all sound like the MAGA that we have such a problem with here in the USA.
Identity Attack0.28034934
Insult0.0838533
Profanity0.026180768
Threat0.0073918556
Severe Toxicity0.006942749
Low Tox 0.25462922 Constructive 0.753 Moral_Argument
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I watched a video on CBC channel, they have the comments closed so they can massively shill for the invaders who flooded Canada, to stay in Canada. I was never in the large group of …
I watched a video on CBC channel, they have the comments closed so they can massively shill for the invaders who flooded Canada, to stay in Canada. I was never in the large group of people asking for CBC to be defunded, now I'll pray for it everyday. CBC is a highly anti Canadians television.
Identity Attack0.24462871
Insult0.123407245
Profanity0.016889455
Threat0.009540852
Severe Toxicity0.005607605
Low Tox 0.25462922 Constructive 0.516 Fear_Threat
Jan 16, 2026 2.9 million Canadian temporary visas …
Indians have been in Canada for a very long time. Many came from Punjabi closer to colonial times. The racism in the comments is inexcusable. People of all different backgrounds commit crimes , public nuisances, …
Indians have been in Canada for a very long time. Many came from Punjabi closer to colonial times. The racism in the comments is inexcusable. People of all different backgrounds commit crimes , public nuisances, etc. and the complaining of dominating every industry? I’m not sure what angle that is. Maybe the other groups should do better at dominating industries or advocate for businesses to hire other Canadians (equal opportunity employment). And the whole “ cow poop video” Tyler posted is one village in India ; which of course makes Indians collectively look bad and gives way for many of you in the comments to continually perpetuate this idea that Indians are sub-human. And Tyler, word of advice, if you’re going to show parts of the Indian community and Hinduism religion in Canada — at least learn to pronounce words correctly so you don’t sound like a complete idiot.
Identity Attack0.21075934
Insult0.16124763
Profanity0.05268429
Threat0.009359611
Severe Toxicity0.0077819824
Low Tox 0.25462922 Constructive 0.677 Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I'm a Canadian, I was born here, who knows what generation Canadian I am - my ancestors were here long before Canada was a country, later they fought for the British (one naughty son fought …
I'm a Canadian, I was born here, who knows what generation Canadian I am - my ancestors were here long before Canada was a country, later they fought for the British (one naughty son fought for the "rebels" americans and was in jail for 5 years), the monarchy granted them 100 acres in the Niagara region which was farmed by a line of my family until the 1980s when the last of that direct line sold which is tragic. blah blah - Canadian. ANYWAY - I love other people, other cultures, every immigrant that spoke in this video I welcome with open arms, would befriend, share a meal with etc. I grew up working with many people from Pakistan and India who were escaping really scary situations, worked their butts off to be part of this country, learn the language, save for a home - live a safe and happy life. Whether you're a first or 50th generation Canadian - you come here and you adapt to our wonderful way - you're a freaking Canadian. That's not happening right now. Like the video said, it's a math problem. One of my largest concerns is that now all these wonderful Canadians who have been here for a long ass time, worked their butts off to be part of the family will now be subject to violence, harassment and racist comments because this population bomb has misrepresented their intentions entirely.
Identity Attack0.14233272
Insult0.16551061
Profanity0.05017922
Threat0.008401625
Severe Toxicity0.007896423
Low Tox 0.24924077 Constructive 0.806 Solidarity
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
Sad to see the racist comments both in the video as well as in the comments. There is no doubt that Canada took too many immigrants in the past 5-7 years. The reasons are many …
Sad to see the racist comments both in the video as well as in the comments. There is no doubt that Canada took too many immigrants in the past 5-7 years. The reasons are many - and the blame goes on both the provincial conservatives and federal liberals. The tuition freeze in Ontario caused colleges and universities to treat foreign students as an ATM to balance their budgets. Foreign enrollments skyrocketed, especially in colleges, with students paying top dollar for dubious degrees with no job prospects. This put strains on the job market, and the housing/rental market. As an educated Indian-American who now lives in Canada, it pains me to see my fellow countrymen dominating Uber, Uber Eats, Bicycle food delivery and Tim Hortons. No one uproots everything in their home country and comes all the way for this. Most of these people are here legally and they work really hard. A last word - leaving aside the Khalistan issue that has caused a wedge between Hindus and Sikhs - the Indian diaspora, especially the Sikh, are amazing in the amount of charitable work that they do. Their concept of seva is unmatched. No one goes hungry when there is a Gurdwara around, as there is always free nutritious food. Same is true for temples. Even a young poor Steve Jobs ate at Iskcon temples. Last point - while some of Canada's problems are because of excessive immigration, Canada would be nothing without immigrants. The population would decline, with a native fertility rate of under 1.4, and entitlement programs would be in deep trouble.
Identity Attack0.14019285
Insult0.123407245
Profanity0.016752819
Threat0.007586042
Severe Toxicity0.004787445
Low Tox 0.23090743 Constructive 0.813
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I can't tell if half of these comments are watching the same video as me. I understand there are issues with Canada's current immigration policies and certainly, purely by numbers, there are a lot of …
I can't tell if half of these comments are watching the same video as me. I understand there are issues with Canada's current immigration policies and certainly, purely by numbers, there are a lot of immigrants moving to Canada, but I'm genuinely convinced the people in the comments watched the first half of the video and then turned it off. So many weird comments, ranging from "they're bad drivers!" to "I moved away from Brampton because of this problem" (what problem?? Indian people??). In the second half of the video, all three of the religious buildings they entered had extremely kind-hearted people, with free food for ANYONE to enjoy. Again I understand things aren't perfect, but it would seem a lot of people are using "immigration policies are allowing immigrants in too fast" to justify their hatred of Indian people.
Identity Attack0.20878418
Insult0.08831572
Profanity0.053435806
Threat0.0076119336
Severe Toxicity0.0060653687
Low Tox 0.22980402 Constructive 0.81 Meta_Commentary
Sep 20, 2025 57 likes Inside Canada's Indian Metropolis (Brampton)
I see in the comments section there are a lot of people claiming racism and sexism about the video. How is asking questions to people that live in these places any of that? I mean …
I see in the comments section there are a lot of people claiming racism and sexism about the video. How is asking questions to people that live in these places any of that? I mean judging off of the poor English used in the comments I kinda get who it is
Identity Attack0.10221587
Insult0.06529768
Profanity0.06195303
Threat0.008556974
Severe Toxicity0.0052261353
Low Tox 0.20126031 Constructive 0.625 Meta_Commentary
Jan 29, 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...
I am so happy people are starting to speak up. Sadly, I am changing. I am becoming angry. Angry at immigrants and the system. Am I becoming racist? Or just so lost at how things …
I am so happy people are starting to speak up. Sadly, I am changing. I am becoming angry. Angry at immigrants and the system. Am I becoming racist? Or just so lost at how things seem so wrong. My main upset is for my teen son. Turned 16 after Christmas. So excited about looking for a part-time job, earning some money, getting experiences and (unbeknownst to him ) expanding his social circle. This excitement came from me. LIke all us Canadians who remember our first part-time jobs (mine was at a McDonalds), I regaled my son in stories of that first part-time job. How much I learned from it, and the so many benefits it would have for me as I got older. He listened, and couldn't wait to turn 16. Also, like most parents, I raised him on the benefits of working hard in school, getting good grades, learning, getting involved, etc. Do these things son, and you will have a good future. He listened. Honours student all his life. Played on school teams. Performed in talent shows, Volunteered his time, etc., etc. Not a bad resume for a first time teen seeking a job. It is now heading into September. He has applied at all the traditional teen job hotspots, (all the fast food joints, grocery stores, drug stores, etc). Dozens of resumes, online and in-person applications. Not a single response. Then I walk into the local Burger King. Not a single Caucasian, Black, Hispanic, Indigenous, or Far Eastern employee. All East Indian (or Pakistani). Suddenly I am really noticing this trend everywhere, especially in the franchise fast food industry; especially upsetting when I even see it in a Harvey's (even more Canadian than Timmies). It's either East Indians or Arabs. I don't know for how long I have been hearing about diversity and fair hiring practices (which I have always supported); but to see this trend makes me furious. Are the owners of these franchise exempt from fair hiring practices? Are they not taught we are a diverse country? This is wrong. I want to finish with two sad situations which we should all be concerned about. When my eldest was looking for part-time work after the pandemic, he walked into a Mr. Submarine. He asked if he could leave his resume or fill out an application. The Arab cashier told him in broken English they were not hiring. As he was walking out, a young Arab man walked in. He approached the same cashier and asked for an application. She gave him one. WTF. My last comment, is the most concerning of all. My 16 year old, who works so hard at school, and at everything he does, recently commented, after yet another non-reply after handing out a slew of resumes, "Dad... what's the use of working so hard if I can't even get a job at McDonalds." I wonder how many other Canadian teens are feeling the same way. Not just white teens. Black, Hispanic, Indigenous and East Asian teens. Seems the broken English East Indian and Arab teens and young adults aren't asking themselves that. How long until my son thinks I am just spewing BS about this hard work thing? This is not about racism. This is about fair hiring practices, especially in more and more franchises; however, I do find myself listening to more and more of these videos, and find myself developing sucb negative feelings towards these two cultures. This is not Canadian. To be thinking this way, especially, is not Canadian. What do we do? Speak up, and we are racist. Stay quiet, and our teen kids move into adulthood without job experience, money put away, or just having a life experience that any of us over 30 (no matter our race) experienced. Something has to change; but I haven't a clue how to do that.
Identity Attack0.15303208
Insult0.07808672
Profanity0.027273865
Threat0.008531082
Severe Toxicity0.00541687
Low Tox 0.19789438 Constructive 0.837 Personal_Narrative
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
It's really funny that this whole video is about how we should be worry about how many deportations are happening but actually if you read the comments everyone's like it's not enough we should deport …
It's really funny that this whole video is about how we should be worry about how many deportations are happening but actually if you read the comments everyone's like it's not enough we should deport more is I find it hilarious
Identity Attack0.07591068
Insult0.029934563
Profanity0.045419596
Threat0.021645326
Severe Toxicity0.00667572
Low Tox 0.17458448 Constructive 0.548 Meta_Commentary
Dec 30, 2025 1 likes Deportations From Canada at Their …
You have to realize how rigged the system is for example. Take a look at the liberal MP from Mississauga Malton. He only hires staff from India. He primarily deals with PR card issues as …
You have to realize how rigged the system is for example. Take a look at the liberal MP from Mississauga Malton. He only hires staff from India. He primarily deals with PR card issues as per his 5 star Google reviews. Anytime he makes a video talking about liberal propaganda. He has to turn off commenting section of the video due to the backlash. This is what happens when you elect foreign born MPs
Identity Attack0.07591068
Insult0.06826523
Profanity0.01887069
Threat0.0066798385
Severe Toxicity0.0024223328
Low Tox 0.15158679 Constructive 0.579 Identity_Assertion
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Am I the only one that skipped the video and jumped into the comments?
Am I the only one that skipped the video and jumped into the comments?
Identity Attack0.008879486
Insult0.018838953
Profanity0.032142747
Threat0.042662576
Severe Toxicity0.0048065186
Low Tox 0.11419344 Moderate Con 0.362
Oct 13, 2025 Inside Canada's Indian Metropolis (Brampton)
love watching your videos, I am Canadian and live in the suburbs of Toronto. I was born in 1962. My first Indian experience came in a small high school 1976-1980 the school had a small …
love watching your videos, I am Canadian and live in the suburbs of Toronto. I was born in 1962. My first Indian experience came in a small high school 1976-1980 the school had a small Punjabi student population, the students for the most part were not hassled nor did they hassel back. My next and biggest Indian experience was a job from 1984-1991 I worked for an Indian family and got to see a portion of Toronto's Indian population. Culturally there were big differences however I enjoyed my experience working with them. My point being you say in your video 'sudden indian.' this is 2026 and I have been experiencing as have Canadians, the Punjabi culture for over 46 years so this is not a sudden or new occurance. And lastly as far as cultures from other countries go, having Hindu's or even Sihk's as neighbors is far better than other ethnic possibilities, so I do not have any issue with Punjabi Canadians! Anyhow continue your video just wanted to add my comment as I am living in Canada with Indians and want to express my opinion.
Identity Attack0.042292643
Insult0.020063626
Profanity0.021603432
Threat0.008311004
Severe Toxicity0.002632141
Low Tox 0.05378982 Constructive 0.888 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
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 – …
Random, but a comment I saw on a video about Tradeau and Katy Perry being official was: "They are perfect for each, because she thinks she went to space and he thinks he saved Canada." …
Random, but a comment I saw on a video about Tradeau and Katy Perry being official was: "They are perfect for each, because she thinks she went to space and he thinks he saved Canada." 🤣😂
Identity Attack0.003921773
Insult0.018581128
Profanity0.013302735
Threat0.0061814263
Severe Toxicity0.0009918213
Low Tox 0.036634352 Moderate Con 0.5 Humor_Satire
Oct 17, 2025 77 likes Inside Canada's Indian Metropolis (Brampton)
I think my comment could have been deleted so back at it again - great video per usual!
I think my comment could have been deleted so back at it again - great video per usual!
Identity Attack0.004236255
Insult0.012946909
Profanity0.018187506
Threat0.009618527
Severe Toxicity0.0021648407
Low Tox 0.034984488 Constructive 0.514 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
From the comments it seems that no one actually watched the whole video...
From the comments it seems that no one actually watched the whole video...
Identity Attack0.0030708222
Insult0.011578901
Profanity0.014088398
Threat0.007029374
Severe Toxicity0.00096321106
Low Tox 0.028031485 Low Con 0.218 Meta_Commentary
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Lots of these commenters don't seem to have watched the video...
Lots of these commenters don't seem to have watched the video...
Identity Attack0.0026823445
Insult0.012490907
Profanity0.0113385795
Threat0.0064015044
Severe Toxicity0.00071525574
Low Tox 0.026499467 Low Con 0.241
Oct 25, 2017 6 likes How much do refugees and …
I am in talks with an immigration lawyer for help in getting in and eventually citizenship. This video is an amazing resource. Thank you for making it. I will have to comment again when I …
I am in talks with an immigration lawyer for help in getting in and eventually citizenship. This video is an amazing resource. Thank you for making it. I will have to comment again when I take the test. ❤
Identity Attack0.012641981
Insult0.009678889
Profanity0.01627459
Threat0.008065036
Severe Toxicity0.0015068054
Low Tox 0.025792383 Constructive 0.685 Personal_Narrative
Jun 12, 2025 5 likes Canadian Citizenship Test 2025 – …
I have so much to say, but the first thing that comes to mind is ‘wow, a CBC video where they didn’t block the comments section’
I have so much to say, but the first thing that comes to mind is ‘wow, a CBC video where they didn’t block the comments section’
Identity Attack0.0036997858
Insult0.010894896
Profanity0.013302735
Threat0.007262398
Severe Toxicity0.0010967255
Low Tox 0.023671126 Moderate Con 0.39
Nov 14, 2018 How much do refugees and …
Special thanks to everyone who made comments to strengthen the credibility of this collection of questions. Indeed they are of immense help. Just passed 19/20 solely by playing this video 3x and on 2x speed. …
Special thanks to everyone who made comments to strengthen the credibility of this collection of questions. Indeed they are of immense help. Just passed 19/20 solely by playing this video 3x and on 2x speed. Best of luck everyone 🍁
Identity Attack0.0058826595
Insult0.00971689
Profanity0.018597418
Threat0.009178371
Severe Toxicity0.001783371
Low Tox 0.021549871 Constructive 0.647 Meta_Commentary
Dec 18, 2025 7 likes Canadian Citizenship Test 2025 – …
It's pretty obvious that most of the commenters here didn't actually watch the video.
It's pretty obvious that most of the commenters here didn't actually watch the video.
Identity Attack0.0027378413
Insult0.010590895
Profanity0.011816809
Threat0.0064144502
Severe Toxicity0.0007200241
Low Tox 0.020607091 Low Con 0.246
Oct 25, 2017 7 likes How much do refugees and …
Just took the test, got 19/20 (July 2025). This video was of great help. Read the study once and watched this once video from start till end, and I was all set. Thanks for sharing …
Just took the test, got 19/20 (July 2025). This video was of great help. Read the study once and watched this once video from start till end, and I was all set. Thanks for sharing this video. Also, thanks to everyone for the comments because your testimonies help give credibility.
Identity Attack0.0047727237
Insult0.008557882
Profanity0.015591404
Threat0.008738215
Severe Toxicity0.0014400482
Low Tox 0.016712861 Constructive 0.703 Personal_Narrative
Jul 16, 2025 21 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.