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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: "Everything in this video is …" 33 comments · Page 2 of 2
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My …
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My home was in brampton for a long time and I have personally seen the safety gone down, my family used to come back from trips with our garage open and everything would be completely fine. The long term sikhs and indians came and actually contributing positively and that can be seen with how good canada was pre 2020. Immigration too an extent was good, but mass immigration was never a good idea. In 2018-2019 the old time punjabi community was heavily against so many students coming in, so much so people that were indian had "no students" signs when renting their basements. It's sad to see people that came here running things so badly and ruining the effort and contributions made by many(I even face the consqeunces of things I have never done). Remeber don't be afraid to call out people for their bullshit, but also dont bash innocent people. Now many ppl came to canada and have done good like sikhs having the highest donors of blood, plasma, and platelets. We also giveway a lot in charity and food. A good news is Canada is cracking down on these bad people and quickly, and many good people who came are returning back home. I have seen a lot of videos online, but please remember algorithms and pushed media make things seem worse than they actually are. My message is I'm sorry for how these people are acting, my recent trip to Canada(brampton) I saw better quality service and more white folk too. Stay safe and god bless!
Identity Attack0.039456755
Insult0.022448512
Profanity0.027000591
Threat0.008181547
Severe Toxicity0.0032043457
Low Tox 0.06421452 Constructive 0.862 Personal_Narrative
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
In this video, people make statements about government programs that are not true, but the filmmakers do not investigate the veracity of these statements. Because I knew that some of the statements are false, I …
In this video, people make statements about government programs that are not true, but the filmmakers do not investigate the veracity of these statements. Because I knew that some of the statements are false, I started to question the truth behind everything that was said. Eventually I stopped watching, because this isn’t a documentary, it’s just people filming other people while they share their personal opinions.
Identity Attack0.008620501
Insult0.020643732
Profanity0.024131214
Threat0.008401625
Severe Toxicity0.0018882751
Low Tox 0.061444655 Moderate Con 0.488 Meta_Commentary
Oct 5, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I mean this is original from us based account but bro covers everything than his country I ts saw two videos in us
I mean this is original from us based account but bro covers everything than his country I ts saw two videos in us
Identity Attack0.019877186
Insult0.016100928
Profanity0.030389199
Threat0.009126588
Severe Toxicity0.0030708313
Low Tox 0.058490243 Moderate Con 0.462 Meta_Commentary
Feb 18, 2026 Inside Canada's Indian Invasion...
I have such mixed feelings watching this video and the following is just my opinion. I am an immigrant from India too and I love my country's values and culture but I also realize its …
I have such mixed feelings watching this video and the following is just my opinion. I am an immigrant from India too and I love my country's values and culture but I also realize its drawbacks. When I came here, my immediate instinct was not to change everything to how it was back home...It was rather to learn the culture and values of Canada too (which I know is in and itself a mixture of multiple cultures). If you are reading this my fellow Indians, It is truly my most humble request to remember that you don't have have to quit your culture, but that does not mean that you make no effort or take part in involving yourself in other cultures or mock them. You have the chance to better a country that has offered YOU a better life. Please don't ruin things for other immigrants or Canadians. We are resilient, and we can choose the best of both worlds.
Identity Attack0.035331827
Insult0.020837102
Profanity0.018324144
Threat0.0071070488
Severe Toxicity0.0020980835
Low Tox 0.05354243 Constructive 0.863 Personal_Narrative
Nov 1, 2025 78 likes Inside Canada's Indian Metropolis (Brampton)
Sometimes I don’t understand why people create content online that highlights specific communities or cultures in ways that can reinforce stereotypes. Just because someone belongs to a certain background doesn’t mean they represent everything shown …
Sometimes I don’t understand why people create content online that highlights specific communities or cultures in ways that can reinforce stereotypes. Just because someone belongs to a certain background doesn’t mean they represent everything shown on social media. Content like this can make others form generalized opinions, which can feel unfair and frustrating for individuals who don’t relate to those portrayals. The internet gives everyone a platform, but with that comes responsibility. Before creating content about communities, it’s important to remember that cultures are diverse and complex, and no single video can define them. At the end of the day, being respectful and human should come first. Which ethnicity you belong to , I can find 1000 flaws in your ethnicity. Just be humans . YouTube gives you leverage to talk shit. @TylerOliveira
Identity Attack0.008509507
Insult0.018710041
Profanity0.023106437
Threat0.0076507707
Severe Toxicity0.0015544891
Low Tox 0.04166769 Constructive 0.815 Moral_Argument
Feb 21, 2026 Inside Canada's Indian Invasion...
Passed the test on May 4. This video covered everything. Huge thanks!❤❤❤
Passed the test on May 4. This video covered everything. Huge thanks!❤❤❤
Identity Attack0.0057346676
Insult0.009165886
Profanity0.017162729
Threat0.008893564
Severe Toxicity0.002002716
Low Tox 0.02048268 Constructive 0.525 Meta_Commentary
May 4, 2025 15 likes Canadian Citizenship Test 2025 – …
Thank you so much I passed my test today i listened to this video multiple times and it helped me understand everything clearly.Really helpful🎉.
Thank you so much I passed my test today i listened to this video multiple times and it helped me understand everything clearly.Really helpful🎉.
Identity Attack0.0053276913
Insult0.009203887
Profanity0.01887069
Threat0.009178371
Severe Toxicity0.0019550323
Low Tox 0.019477395 Constructive 0.558
Jan 3, 2026 2 likes Canadian Citizenship Test 2025 – …
Agree with everything you said but TBH you were safe there. That was a nice hostel. Nicer than 75% that I’ve seen. Great video, as always!
Agree with everything you said but TBH you were safe there. That was a nice hostel. Nicer than 75% that I’ve seen. Great video, as always!
Identity Attack0.0035517942
Insult0.009108886
Profanity0.015864678
Threat0.0072365063
Severe Toxicity0.0013065338
Low Tox 0.016210219 Constructive 0.673 Meta_Commentary
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.