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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.

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Active: "Watched this once and I …" 374 comments · Page 12 of 15
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)
We colonial you wait and watch.
We colonial you wait and watch.
Identity Attack0.00899048
Insult0.018452216
Profanity0.017231047
Threat0.008789998
Severe Toxicity0.002117157
Low Tox 0.049831573 Low Con 0.225
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
The dude on the bike is brutally honest. Hope he watches his back at all times.
The dude on the bike is brutally honest. Hope he watches his back at all times.
Identity Attack0.0026083488
Insult0.019032324
Profanity0.01887069
Threat0.013424582
Severe Toxicity0.0020885468
Low Tox 0.049336795 Moderate Con 0.47 Fear_Threat
Jan 27, 2026 16 likes Inside Canada's Indian Invasion...
YOOOOO IM FROM BRAMPTON. 20 YEARS HERE. CANT WAIT TO WATCH THIS!!!!
YOOOOO IM FROM BRAMPTON. 20 YEARS HERE. CANT WAIT TO WATCH THIS!!!!
Identity Attack0.007547563
Insult0.014124917
Profanity0.020442016
Threat0.009281937
Severe Toxicity0.0031852722
Low Tox 0.04760506 Moderate Con 0.414
Jan 27, 2026 Inside Canada's Indian Invasion...
Thanks a lot for this video, I watched only this video 3 times and took my exam today, Got 20/20 🫶
Thanks a lot for this video, I watched only this video 3 times and took my exam today, Got 20/20 🫶
Identity Attack0.006955597
Insult0.012642908
Profanity0.03239325
Threat0.010913103
Severe Toxicity0.003414154
Low Tox 0.0466155 Constructive 0.565 Meta_Commentary
Jan 6, 2026 2 likes Canadian Citizenship Test 2025 – …
Great video! Just study this before the exam and you’ll definitely crack it. I just cleared mine with 18/20—big thanks to the creator! I watched the video 3–4 times at 2x speed
Great video! Just study this before the exam and you’ll definitely crack it. I just cleared mine with 18/20—big thanks to the creator! I watched the video 3–4 times at 2x speed
Identity Attack0.0066596144
Insult0.013668913
Profanity0.034397304
Threat0.012233571
Severe Toxicity0.0032997131
Low Tox 0.046368107 Constructive 0.586
Sep 25, 2025 3 likes Canadian Citizenship Test 2025 – …
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 – …
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 – …
Gonna watch this while eating breakfast tomorrow 😊
Gonna watch this while eating breakfast tomorrow 😊
Identity Attack0.00569767
Insult0.0116169015
Profanity0.027410502
Threat0.013476364
Severe Toxicity0.004043579
Low Tox 0.044636376 Moderate Con 0.408 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
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 – …
after watching this i am probably on the watchlist of the verfassungsschutz
after watching this i am probably on the watchlist of the verfassungsschutz
Identity Attack0.0063266335
Insult0.014504919
Profanity0.016547862
Threat0.008492245
Severe Toxicity0.0017929077
Low Tox 0.044141594 Low Con 0.243 Humor_Satire
Feb 3, 2026 Inside Canada's Indian Invasion...
I'm a immigrant, came here without any English, but learned the language. I was born in Brazil and I watch more Hockey then soccer. I always do the best I can to be integrated within …
I'm a immigrant, came here without any English, but learned the language. I was born in Brazil and I watch more Hockey then soccer. I always do the best I can to be integrated within society, helping and doing the best I can so anywhere I go and tell them where I live to represent the county and show them how respectful we are!I feel sad watching people trying to change the culture instead of adapting to Canada's Culture. I'm not a person that get's angry easily but I find really hard not to feel displeased with the lack of respect to the County and it's culture. Just my two cents
Identity Attack0.019877186
Insult0.020063626
Profanity0.015728042
Threat0.006861079
Severe Toxicity0.001411438
Low Tox 0.0438942 Constructive 0.858
Aug 27, 2025 Why Canadians Are Turning Against …
I want to go to canada next summer but i am rethinking now after watching these videos,,i think its better to stay in JAMAICA
I want to go to canada next summer but i am rethinking now after watching these videos,,i think its better to stay in JAMAICA
Identity Attack0.02238941
Insult0.015340924
Profanity0.014190876
Threat0.0077672824
Severe Toxicity0.002374649
Low Tox 0.04315203 Moderate Con 0.432
Dec 13, 2025 1 likes Why Canadians Are Turning Against …
Watched this once and I passed!!! 17/20 😩 thank you Jesus!!!
Watched this once and I passed!!! 17/20 😩 thank you Jesus!!!
Identity Attack0.009212466
Insult0.011692902
Profanity0.026044132
Threat0.009437286
Severe Toxicity0.0037384033
Low Tox 0.042657252 Moderate Con 0.487 Personal_Narrative
Jul 11, 2025 2 likes Canadian Citizenship Test 2025 – …
Very depressing to watch in real time.
Very depressing to watch in real time.
Identity Attack0.00258985
Insult0.017012933
Profanity0.013371054
Threat0.0067251488
Severe Toxicity0.0011205673
Low Tox 0.040183347 Moderate Con 0.344 Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Ohhh ! Michelle--so nice to see you moving on up. Been watching from your early days-- Always thought you were being pushed aside.. I do believe that trend is over.. All the best !
Ohhh ! Michelle--so nice to see you moving on up. Been watching from your early days-- Always thought you were being pushed aside.. I do believe that trend is over.. All the best !
Identity Attack0.0018313939
Insult0.021417208
Profanity0.010792031
Threat0.0072882893
Severe Toxicity0.0009918213
Low Tox 0.039935954 Constructive 0.671 Solidarity
Sep 29, 2025 IRCC Names India in Study …
19/20. Just watched this video on 2.5x twice before taking the test. You guys are awesome.
19/20. Just watched this video on 2.5x twice before taking the test. You guys are awesome.
Identity Attack0.009360458
Insult0.012794908
Profanity0.026590679
Threat0.011715741
Severe Toxicity0.0032615662
Low Tox 0.03969839 Constructive 0.518
Nov 30, 2025 7 likes Canadian Citizenship Test 2025 – …
i gave test today and got 18/20 because of this video ,i watched it 3 times full 414 questions and did exam in just 12 minutes so i wanna thanks to this creater who uploaded …
i gave test today and got 18/20 because of this video ,i watched it 3 times full 414 questions and did exam in just 12 minutes so i wanna thanks to this creater who uploaded this for everyone 🎉🎉🎉i didn’t read anything just this video ❤
Identity Attack0.0073995716
Insult0.011122898
Profanity0.026863953
Threat0.011249693
Severe Toxicity0.003604889
Low Tox 0.039462693 Constructive 0.537
Nov 28, 2025 28 likes Canadian Citizenship Test 2025 – …
🇨🇦🇨🇦**MUST WATCH VIDEO**🇨🇦🇨🇦 I saw this video once at 1.5x I just passed Exam. Got 19/20 November 11/2025 Thanks for this Video. 🎉🎉🎉 🇨🇦
🇨🇦🇨🇦**MUST WATCH VIDEO**🇨🇦🇨🇦 I saw this video once at 1.5x I just passed Exam. Got 19/20 November 11/2025 Thanks for this Video. 🎉🎉🎉 🇨🇦
Identity Attack0.010433395
Insult0.011882903
Profanity0.024814399
Threat0.011353259
Severe Toxicity0.0040626526
Low Tox 0.039462693 Constructive 0.564 Meta_Commentary
Nov 12, 2025 4 likes Canadian Citizenship Test 2025 – …
Actually they can drive. Americans cant. Because we have to use signals & street lights etc. Instead of instinct & actually watching the road & in turn actually driving correctly.
Actually they can drive. Americans cant. Because we have to use signals & street lights etc. Instead of instinct & actually watching the road & in turn actually driving correctly.
Identity Attack0.018269362
Insult0.016784932
Profanity0.011150704
Threat0.006149062
Severe Toxicity0.0010108948
Low Tox 0.039226998 Low Con 0.25 Humor_Satire
Feb 5, 2026 Inside Canada's Indian Invasion...
I would watch it, they might have cameras in that safe house
I would watch it, they might have cameras in that safe house
Identity Attack0.0055496786
Insult0.010894896
Profanity0.01893901
Threat0.013631714
Severe Toxicity0.0024986267
Low Tox 0.038048524 Low Con 0.25 Humor_Satire
Feb 9, 2026 Inside Canada's Indian Invasion...
Watching this as a Canadian is so heartbreaking...
Watching this as a Canadian is so heartbreaking...
Identity Attack0.023595277
Insult0.013478912
Profanity0.010587076
Threat0.0074048014
Severe Toxicity0.0015163422
Low Tox 0.03781283 Moderate Con 0.441 Moral_Argument
Jan 29, 2026 80 likes Inside Canada's Indian Invasion...
Minutes in and it's hard to watch
Minutes in and it's hard to watch
Identity Attack0.0046247323
Insult0.012072904
Profanity0.021125201
Threat0.010602405
Severe Toxicity0.0023174286
Low Tox 0.03781283 Low Con 0.273
Jan 27, 2026 Inside Canada's Indian Invasion...
Huge huge thanks to the creator of the video. I just watched the whole video once, did few mock tests and passed exam Most of the questions were from the video
Huge huge thanks to the creator of the video. I just watched the whole video once, did few mock tests and passed exam Most of the questions were from the video
Identity Attack0.009286462
Insult0.014580919
Profanity0.031140719
Threat0.009696201
Severe Toxicity0.0025558472
Low Tox 0.037577134 Constructive 0.573 Solidarity
Feb 8, 2026 3 likes Canadian Citizenship Test 2025 – …
the guy on the bike kept me watching this video. I love him.
the guy on the bike kept me watching this video. I love him.
Identity Attack0.007806548
Insult0.012946909
Profanity0.022218296
Threat0.01086132
Severe Toxicity0.0030326843
Low Tox 0.03734144 Moderate Con 0.464
Jan 27, 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.