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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

click to expand

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.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "This video is really helpful. …" 17 comments
Couple of things to say!! 1. Thank you for putting this video as people and pupil in India and Canada will know the current status of the country. And Govt also lowered the percentage of …
Couple of things to say!! 1. Thank you for putting this video as people and pupil in India and Canada will know the current status of the country. And Govt also lowered the percentage of offering the student visa. 2. I really don’t give a shit about your content Idk what’s exactly the problem with you, your life, or your parents that raised you in a way that you just complain about things. Your every video is either about drug capital / murder capital or invasion of blah blah country in blah blah city. 3. Let me simplify for you Indian didn’t just show up here over night it’s your governments who is fuckin greedy these people pay 3-4x amount of tuition fees and each and every student pay 20k ( formerly 10k) as GIC which is invested in your govt bonds and resturn of these shits is not even 1%. 4. There are flaws in each and every community and everywhere. When govt just getting people here blindly students, refugees and what not then it is nothing but obvious that people will not have jobs and no jobs mean yes crime! 5. Better to question your fuckin greedy GOVERNMENT, but you can’t bcs you also don’t give a damn you just wanna post these shit and get the comments from anti Indian people which is kinda cool now a days online but who cares they built their businesses and what not. You just can hate Indians they are everywhere ! Well it’s fine too when you can’t defeat only thing you can do is hate 6. They really don’t need any recommendations from the community of people whose young boys are busy in finding either they are gay or cats or what and their girls are busy selling their nasty pictures online. And their old males are busy in tailgating with their shity Ford F150 and the old females with their nth bf and pregnant with ,even they don’t know, with whom. 7. They are respectful and helping to work on low wages ( idk why). As you mentioned the Tim will you quit spreading hate and working at that place I’ll get you a job! 8. It’s much better rather than hating have good government who will offer visa to really the qualified ones not to just random white refugees with their 19 people family and feeding them! 8. You know what is more fucked up the muslims everywhere begging while they get help from UN as welfare. And even worst your people in Downtown high on even your JC don’t know. 9. There are real reasons to worry! Don’t create that doesn’t even exist! 10. If someone from across the world with not good English speaking and minimal education come here and take over your nation then you are right crying is the only option left bcs your lazy ass didn’t wanna do anything so, now you are crying and posting online
Identity Attack0.27682206
Insult0.48228607
Profanity0.41570562
Threat0.07093142
Severe Toxicity0.16960317
Moderate 0.5532103 Constructive 0.673 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
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...
What invasion? We all came here legally with passports and valid visas. WE work jobs, help our community, isnt that canadian enough? The temples and gurudwaras of Brapmton literally offer free food and drinks to …
What invasion? We all came here legally with passports and valid visas. WE work jobs, help our community, isnt that canadian enough? The temples and gurudwaras of Brapmton literally offer free food and drinks to anyone and everyone, regardless of their race, sexuality, gender. We're not like the mexicans of the usa where we come here illegally.WE COME HERELEGALLY, do legal jobs, and live peacefully. Do we have our fair share of problems? Yeah, sure. But that really doesnt overcome all the good that we do not only brampton but canada as a whole. If you wanna blame anyone, blame your government for letting in so many people, not us, we are simply ppl who are seeking a better life. Im a 18 year indian canadian teenager and im sorrounded by other indian canadian teenagers as well and we're all here to do good to the country and city, we're planning on becoming lawyers engineers, doctors, etc, yet yall think that we're here to destroy the country that we ourselves keep close to our heart. this video is racist, and nothing else.
Identity Attack0.36598656
Insult0.1640896
Profanity0.04065997
Threat0.00814271
Severe Toxicity0.012833111
Moderate 0.30452284 Constructive 0.791 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I watched this video twice, and got 18/20 in first attempt, without reading guide, really helpful video!
I watched this video twice, and got 18/20 in first attempt, without reading guide, really helpful video!
Identity Attack0.008102531
Insult0.013402912
Profanity0.026454043
Threat0.012026439
Severe Toxicity0.0032424927
Low Tox 0.045625936 Constructive 0.501 Meta_Commentary
Sep 15, 2025 4 likes Canadian Citizenship Test 2025 – …
Thank you so much for this video...... I took the test today and i got 17 out of 20 by watching just this video for once, nothing else so its really helpful
Thank you so much for this video...... I took the test today and i got 17 out of 20 by watching just this video for once, nothing else so its really helpful
Identity Attack0.00880549
Insult0.011046898
Profanity0.02392626
Threat0.011612174
Severe Toxicity0.0029754639
Low Tox 0.030270588 Constructive 0.593 Meta_Commentary
Feb 6, 2026 1 likes Canadian Citizenship Test 2025 – …
Just completed mine — got 19 correct! A few tips: this video helps a lot, but I recommend going through the study guide at least once before watching this video. Also, an app called Citizenship …
Just completed mine — got 19 correct! A few tips: this video helps a lot, but I recommend going through the study guide at least once before watching this video. Also, an app called Citizenship was really useful as well. Good luck to everyone. It's easy don't be over stress.
Identity Attack0.0054756827
Insult0.012186904
Profanity0.017436003
Threat0.009204263
Severe Toxicity0.0016021729
Low Tox 0.028502874 Constructive 0.738
Jul 23, 2025 12 likes Canadian Citizenship Test 2025 – …
This video is really helpful. I finally pass my test today after watching it for twice and thank you so much 😍
This video is really helpful. I finally pass my test today after watching it for twice and thank you so much 😍
Identity Attack0.007843546
Insult0.010248893
Profanity0.027000591
Threat0.010783645
Severe Toxicity0.0027656555
Low Tox 0.026970858 Constructive 0.541 Meta_Commentary
Jul 17, 2025 3 likes Canadian Citizenship Test 2025 – …
Thank you so much for this video! It really helped me, and I was able to score 19/20 on my citizenship exam..
Thank you so much for this video! It really helped me, and I was able to score 19/20 on my citizenship exam..
Identity Attack0.00847251
Insult0.009526889
Profanity0.019758832
Threat0.009566744
Severe Toxicity0.0020599365
Low Tox 0.024731753 Constructive 0.591
Aug 19, 2025 1 likes Canadian Citizenship Test 2025 – …
Thank you so much! I give test today i got 17/20! Its really helpful! I just go through this video 2,3 times which helps me alot!
Thank you so much! I give test today i got 17/20! Its really helpful! I just go through this video 2,3 times which helps me alot!
Identity Attack0.0066596144
Insult0.009678889
Profanity0.02208166
Threat0.010239923
Severe Toxicity0.002412796
Low Tox 0.02402467 Constructive 0.597 Meta_Commentary
Dec 21, 2025 4 likes Canadian Citizenship Test 2025 – …
Watched the video twice went over the study guide once and did free practice test from any site i could find. I Scored 20/20 thank you! The video really helped.
Watched the video twice went over the study guide once and did free practice test from any site i could find. I Scored 20/20 thank you! The video really helped.
Identity Attack0.006622616
Insult0.00979289
Profanity0.02023706
Threat0.009618527
Severe Toxicity0.0020599365
Low Tox 0.022964042 Constructive 0.608
Aug 20, 2025 3 likes Canadian Citizenship Test 2025 – …
This is an amazing video, thank you so much for creating and sharing it! It was really helpful in studying for the test!
This is an amazing video, thank you so much for creating and sharing it! It was really helpful in studying for the test!
Identity Attack0.0068076057
Insult0.009032886
Profanity0.021125201
Threat0.010369381
Severe Toxicity0.0023651123
Low Tox 0.0201057 Constructive 0.57
Apr 17, 2025 16 likes Canadian Citizenship Test 2025 – …
I attempted to try the test after watching this video once, and after my first test; I passed! This video is amazing, thank you for making this—it really helped. I’m so grateful. 🎉
I attempted to try the test after watching this video once, and after my first test; I passed! This video is amazing, thank you for making this—it really helped. I’m so grateful. 🎉
Identity Attack0.0054756827
Insult0.008519882
Profanity0.017572641
Threat0.009540852
Severe Toxicity0.00166893
Low Tox 0.01646154 Constructive 0.602 Meta_Commentary
Sep 9, 2025 3 likes Canadian Citizenship Test 2025 – …
Just wanted to say thanks for making this video! 😊 It really helped me prepare and I passed my Canadian citizenship test 18 out of 20 today! 🙌 Appreciate your effort in sharing this info. …
Just wanted to say thanks for making this video! 😊 It really helped me prepare and I passed my Canadian citizenship test 18 out of 20 today! 🙌 Appreciate your effort in sharing this info. 👍
Identity Attack0.0042917514
Insult0.0066293706
Profanity0.010552917
Threat0.0065827454
Severe Toxicity0.00071048737
Low Tox 0.008482091 Constructive 0.678
Jan 12, 2026 2 likes Canadian Citizenship Test 2025 – …
To the people that compiled these questions, thank you!! 👏🏻👏🏻I just took the test and got 20/20. I watched this video multiple times and it really helped me know so many details I missed out …
To the people that compiled these questions, thank you!! 👏🏻👏🏻I just took the test and got 20/20. I watched this video multiple times and it really helped me know so many details I missed out when reading discover Canada. If you’re in doubt, don’t be. This is an excellent resource that can get you to pass the test in one sitting!
Identity Attack0.0017666477
Insult0.0068098716
Profanity0.00993805
Threat0.006162008
Severe Toxicity0.00046730042
Low Tox 0.007602467 Constructive 0.685 Solidarity
Dec 27, 2025 11 likes Canadian Citizenship Test 2025 – …
I wrote my citizenship test 20/20 today. While the questions in the actual test were not the same as this video, this video helped me to review and prepare with confidence. I read the discover …
I wrote my citizenship test 20/20 today. While the questions in the actual test were not the same as this video, this video helped me to review and prepare with confidence. I read the discover Canada guide cover to cover thrice and went over this quiz twice. What really helped is that this quiz refers you to the exact line and the page of the handbook which helped a lot in preparation. Good luck everyone!
Identity Attack0.0022846176
Insult0.00648687
Profanity0.010108846
Threat0.006375613
Severe Toxicity0.00057935715
Low Tox 0.006942749 Constructive 0.743 Personal_Narrative
Mar 1, 2026 1 likes Canadian Citizenship Test 2025 – …
Thank you so much to the person who made this!I passed my citizenship test with a score of 19 out of 20! I read the Discover Canada book twice and watched this video three times …
Thank you so much to the person who made this!I passed my citizenship test with a score of 19 out of 20! I read the Discover Canada book twice and watched this video three times ,it really helped me prepare.August 6, 2025 Thanks again!
Identity Attack0.0023493639
Insult0.0064488696
Profanity0.009630617
Threat0.006485652
Severe Toxicity0.0005865097
Low Tox 0.0068799187 Constructive 0.678 Personal_Narrative
Aug 7, 2025 7 likes Canadian Citizenship Test 2025 – …
Thank you for the video. I just took my test Jan 19/2026 got 19/20 on my first attempt. I read 2 chapters of discover Canada, found it was hard to follow and watched this video …
Thank you for the video. I just took my test Jan 19/2026 got 19/20 on my first attempt. I read 2 chapters of discover Canada, found it was hard to follow and watched this video 3 times instead. I took notes and read all the explanation with each questions. Wrote down the events according to timeline really helped. This video gave me a really solid foundation, but still had maybe 4-5 questions that wasn’t part of these questions.
Identity Attack0.0022846176
Insult0.006353869
Profanity0.010108846
Threat0.0063238298
Severe Toxicity0.00054597855
Low Tox 0.0060631246 Constructive 0.698
Jan 20, 2026 2 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.