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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: "Thanks for sharing" 16 comments
This video is well done and truthful. I just seen a video headline that read Punjabi rapper video “beating up white people” in Canada. Now that hurts. Thank you for sharing.
This video is well done and truthful. I just seen a video headline that read Punjabi rapper video “beating up white people” in Canada. Now that hurts. Thank you for sharing.
Identity Attack0.3817989
Insult0.0817555
Profanity0.044668075
Threat0.2836219
Severe Toxicity0.017416617
Moderate 0.3260917 Constructive 0.702
Aug 26, 2025 Why Canadians Are Turning Against …
Very well done video & Thank YOU for showcasing the point of view from "real Canadians". As an immigrant who came to this country & fell in love with its culture 40 years ago, it's …
Very well done video & Thank YOU for showcasing the point of view from "real Canadians". As an immigrant who came to this country & fell in love with its culture 40 years ago, it's appalling to see how our beautiful first world country is quickly becoming a gutter. The newcomers these days are the privileged ones. All of us need to speak up, especially those of us immigrants who retain our original accents &/ non-white because our white fellow Canadians are accused of being racist whenever they do (though many could learn to be more eloquent. ie. go back to your country does NOT help)! I see it as my Canadian duty to remind "misbehaving" newcomers the reason they left their country in the first place. ie. You chose Canada for a better life, so why try to change it into the one you left? ie. Help me understand your logic? Why not leave your hate & war at the border; just like normal folks won't bring stinky garbage into their new homes. Life is challenging enough when you uprooted to a new country (especially our unforgiving cold Winter). So, just focus on the positive things in your new country & leave all your miseries behind... ie. Learn to adapt & enjoy your new country. Canada is a great country because of the love & effort of those before you, so now you are the beneficiary. Join the legacy by enhancing this beautiful country & its culture, so you can pass on this century old legacy for later newcomers to enjoy, like you do now. What dignity do you have & what kind of life lessons to your children by bullying your culture & religion into Canada at the expense of other Canadians? This will fracture Canada if everyone does that. Do you want this country to become so fractured & terrible that your descendants have to leave for a better country, like you did? Is that what your religion teaches you? Does it state it's perfectly fine to satisfy all your whims & wishes at the expense of others? Are you striving for Canadians to think badly of your race/culture? Are you being a good ambassador to your race/community/culture/religion? Canadians are so friendly & helpful, if you need help, just ask, please don't demand. Learn the language & it's ok to speak broken/pigeon English with gestures to communicate. No one expects you to be an English scholar; you gain respect for trying. Apply some basic Canadians manners, which goes a long way... Please & Thank You, Smile doesn't cost you anything, besides it's good exercise for your facial muscles. I worked my entire career with the public, I very seldom encounter negative feedback when I do the above. If they get nasty, I tell them that's definitely not the Canadian way to make friends & wish them Good Luck! I also make a point in telling the wealthy ones "Tax Avoidance is legal (I'm more than happy to show them), but Tax Evasion is not! Then reminding them....Canada will be bankrupt eventually if everyone don't pay their fair share of taxes. ie. You may not suffer, but your children/grandchildren will. Worst Case scenario, you didn't get the necessary medical care when you most needed it!!! We should lobby for a mandatory course that all newcomers have to take & PASS a test about Canadian culture & expectations. If they fail, no citizenship for sure! But that would be another hornets nest because our parliament will debate over definition of "Canadian Culture" for decades. Welcome to Canada!😂
Identity Attack0.29798782
Insult0.1669316
Profanity0.028776871
Threat0.008039144
Severe Toxicity0.008392334
Low Tox 0.28547668 Constructive 0.831
Sep 12, 2025 Why Canadians Are Turning Against …
Journalism is very important for sure, but empathy is even more important. People from 1st world countries will never understand how is it to live on a place that was colonized by the 1st world …
Journalism is very important for sure, but empathy is even more important. People from 1st world countries will never understand how is it to live on a place that was colonized by the 1st world countries, can only guess about it. Thanks for sharing, I am thankful to have the opportunity to see closer whats happening, you took lots of risks, hopefully nobody will get hurt. Pray for every God you can, without faith we are only animals eating, sleeping, mating and defending ourselves, pretending to be better than someone else. Peace
Identity Attack0.04048799
Insult0.06512285
Profanity0.025360947
Threat0.009359611
Severe Toxicity0.003643036
Low Tox 0.123468354 Constructive 0.756 Moral_Argument
Feb 7, 2026 Inside Canada's Indian Invasion...
THANK YOU for making this video i am sharing.
THANK YOU for making this video i am sharing.
Identity Attack0.009286462
Insult0.011160898
Profanity0.026317406
Threat0.011741633
Severe Toxicity0.004005432
Low Tox 0.03192045 Constructive 0.507 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Just wanna say, cause I don't think its said enough, I commend the journalistic integrity that you started out with and maintain throughout your work. Thank you for your commitment to hearing many sides of …
Just wanna say, cause I don't think its said enough, I commend the journalistic integrity that you started out with and maintain throughout your work. Thank you for your commitment to hearing many sides of the story. My brother is a journalist in NYC and he also amplifies voices that are so often drowned out by louder, flashier ones. As a Canadian, who was born in South Africa, but have grown up in BC since elementary school, I feel incredibly grateful for the opportunity this country has given my family. We all work hard to build on the values shared in this nation. I love learning about aspects of Canada that I am unfamiliar with, but ultimately help shape its identity. 🙏
Identity Attack0.0076585566
Insult0.01819439
Profanity0.014771583
Threat0.006686311
Severe Toxicity0.0011396408
Low Tox 0.03109552 Constructive 0.882 Solidarity
Oct 8, 2025 21 likes Inside Canada's Indian Metropolis (Brampton)
It’s time for Indian 🇮🇳 !!! Thank you for sharing!! Brampton is a little India-town in Canada 🇨🇦!! India has many population the first country in the world with too much people!!! Time for India …
It’s time for Indian 🇮🇳 !!! Thank you for sharing!! Brampton is a little India-town in Canada 🇨🇦!! India has many population the first country in the world with too much people!!! Time for India 🇮🇳😁😁👍🏽
Identity Attack0.021585498
Insult0.010476895
Profanity0.013849284
Threat0.008531082
Severe Toxicity0.0022602081
Low Tox 0.030859824 Constructive 0.626
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Very useful video. thank you for sharing. Just reviewed this video once and passed the exam.
Very useful video. thank you for sharing. Just reviewed this video once and passed the exam.
Identity Attack0.0065856185
Insult0.010894896
Profanity0.020510335
Threat0.010654188
Severe Toxicity0.002298355
Low Tox 0.026499467 Constructive 0.508 Solidarity
Jan 11, 2026 2 likes Canadian Citizenship Test 2025 – …
Thanks for sharing this video! Got 18/20 today..May 24,2025 waiting for official result
Thanks for sharing this video! Got 18/20 today..May 24,2025 waiting for official result
Identity Attack0.0071405866
Insult0.009070885
Profanity0.019143965
Threat0.010757755
Severe Toxicity0.0025558472
Low Tox 0.026499467 Moderate Con 0.49
May 25, 2025 4 likes Canadian Citizenship Test 2025 – …
Do you link to this pdf or can you share ? It’s for people who cannot watch 2hrs. Thanks
Do you link to this pdf or can you share ? It’s for people who cannot watch 2hrs. Thanks
Identity Attack0.0038477771
Insult0.009488888
Profanity0.01354185
Threat0.0074436385
Severe Toxicity0.000910759
Low Tox 0.0201057 Moderate Con 0.45 Question
Sep 14, 2025 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 – …
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 – …
As a Canadian thank you for sharing this
As a Canadian thank you for sharing this
Identity Attack0.006770608
Insult0.007474876
Profanity0.012722028
Threat0.0072365063
Severe Toxicity0.0010251999
Low Tox 0.011937759 Constructive 0.516 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Thanks for sharing
Thanks for sharing
Identity Attack0.0029413297
Insult0.007018873
Profanity0.013712646
Threat0.007624879
Severe Toxicity0.0011348724
Low Tox 0.009675868 Moderate Con 0.461 Meta_Commentary
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
Thanks for sharing this.. I came here 17 years ago, and my kids grew here, and we faced the same challenges.
Thanks for sharing this.. I came here 17 years ago, and my kids grew here, and we faced the same challenges.
Identity Attack0.0032003147
Insult0.0067908717
Profanity0.011099464
Threat0.006647474
Severe Toxicity0.00066280365
Low Tox 0.009110395 Constructive 0.709 Personal_Narrative
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
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 – …
Thank you for sharing how we all feel!
Thank you for sharing how we all feel!
Identity Attack0.0023216156
Insult0.006667371
Profanity0.011936366
Threat0.006848133
Severe Toxicity0.0007677078
Low Tox 0.007979449 Constructive 0.569 Solidarity
Jan 28, 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.