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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: "My friend had a crazy …" 6 comments
13:25 OMG WTFFF! Bro I LITERALLY live 7 min walk from there, I went to the school literally behind you 😭 went to that temple with school and my ret. friend SPAT on one of …
13:25 OMG WTFFF! Bro I LITERALLY live 7 min walk from there, I went to the school literally behind you 😭 went to that temple with school and my ret. friend SPAT on one of the statues 💀 Crazy that you were in my neighbourhood Hahahah (I’m turkish not indian), I could have given you some more insight Hahaha
Identity Attack0.22935481
Insult0.2817503
Profanity0.39409557
Threat0.04098356
Severe Toxicity0.16960317
Moderate 0.50759226 Constructive 0.615 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I will always stand with people who condemn indian fatigue No doubt,it's effects are making all crazy That's doesn't mean white are so good They are racist too But many of them are really good …
I will always stand with people who condemn indian fatigue No doubt,it's effects are making all crazy That's doesn't mean white are so good They are racist too But many of them are really good The white people Nice, friendly outside And other nationalities Irrespective of color and country We need such good people Who help others,show mercy If not don't cause problems to others
Identity Attack0.2823795
Insult0.15236975
Profanity0.114160895
Threat0.014048163
Severe Toxicity0.013285006
Low Tox 0.27750343 Constructive 0.776
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at 2:50 was purhaps the most honest 'white' guy you will meet. The fact is Indians didn't take over, the upper class just decided to move north to Bolton or more west to the Halton area. Over time enough Indians replaced them to basically take over important roles like police officers and political positions. Eventually just like East Asians have Markham and parts of Scarborough, the south Asians had a high enough population for Brampton to be considered their home turf. Eventually though it was the student visas that drove Canadians crazy. Millions of students in record time and I believe there was an additional 4 million who came on temporary work visas during covid, eventually Canadians got annoyed. Personally I don't see any problem with it as long as we keep building apartments and homes for the new immigrants to rent and live it doesn't bother me. I would like to see three times more immigration especially from Europe as this country is super underpopulated and we need people to open factories and build companies that will strengthen Canada as a whole and employ our own not just send money back to their countries. So its not an invasion we just need come to a place of understanding and learn to work together. I will finish with the one negative; there truly is a massive lack of assimilation and this may prove to be more of a problem than we realize but I won't go into it. Stay strong my Punjabi friends 👳🏿
Identity Attack0.293411
Insult0.123407245
Profanity0.06596114
Threat0.012285355
Severe Toxicity0.009613037
Low Tox 0.25462922 Constructive 0.875 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
I’m pretty sure we all miss the friendly Smiles people know you they waved you. They make sure you’re OK as they talk to you but now it’s rudeness everybody looking at their phones or …
I’m pretty sure we all miss the friendly Smiles people know you they waved you. They make sure you’re OK as they talk to you but now it’s rudeness everybody looking at their phones or texting nobody uses manners is very rare. I gotta thank you just for opening the door. We miss the true values of being happy technologies ruining us all this other stuff going on especially in mass migrations oh my God, you try to be nice. Sometimes you can’t hold it inside. We don’t feel like this ever but now we’re getting overrun by immigrants and the US president’s crazy trying to do tariffs well tell you Canadians are fed up now you just made us mad and you wonder why World War I in World War II were so effective with the Canadiens now you’re gonna find out how we fight back we’re gonna double tactics this time
Identity Attack0.053854458
Insult0.06407392
Profanity0.08355101
Threat0.009281937
Severe Toxicity0.006752014
Low Tox 0.15435068 Constructive 0.71 Fear_Threat
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
My friend had a crazy incident a year ago. When due to very strict rules, he lost his pgwp and became visitor status. He had to use hospital services and he called them and asked …
My friend had a crazy incident a year ago. When due to very strict rules, he lost his pgwp and became visitor status. He had to use hospital services and he called them and asked them why the bill was so high. He was given remarks on the phone by a lady that “Oh we citizens pay taxes and thats how healthcare is usually free”. I mean he was here from last 6 years and was called that like he did not pay taxes. Idk why being rude to person without knowing what thier status was before. I think people are really fed up with anyone who says they are either visior, on pgwp or TFW in general. Sorry to say but, no one should just burst on others and say oh I paid taxes or its free for citizens only.
Identity Attack0.009101473
Insult0.07333439
Profanity0.08096472
Threat0.008013252
Severe Toxicity0.003604889
Low Tox 0.15435068 Constructive 0.794 Personal_Narrative
Aug 24, 2025 5 likes Why Canadians Are Turning Against …
I live in Brampton. And all I can say is thanks for visiting and spreading the word on this problem. I was born in Brampton, and my mother tells me about how much it's changed. …
I live in Brampton. And all I can say is thanks for visiting and spreading the word on this problem. I was born in Brampton, and my mother tells me about how much it's changed. Many of my friends and family friends have moved to other neighborhoods POST mosques being put up near their homes. And let's not talk about employment and foreign "students". I was lucky to get a job last summer at a family owned small business Ice Cream store right after high school. We even got a review saying we weren't diverse enough despite us being a group of White, East Asian and Black employees lol. And many people say if your not Indian and your getting your drivers test, you go out of Brampton to do the test because you'll likely get discriminated by who is running the test. It's absolutely absurd. It sounds like tin foil hat sh*t, but if you live here like me everything comes full circle. But ofc there are good ones, but they are typically the westernized ones, who have assimilated, they play or watch hockey and have developed a Canadian accent. But the majority haven't assimilated, they are likely first generation, and they do things like stuff 15+ people in one suburban home. And just small things like staring at you in public (idk why their community stares you down), they spit on sidewalks, and they use some crazy a$$ spices when they cook. The smell carries over for blocks and you know your in deep Brampton territory when your driving and that smell of spicy curry hits you and you gotta roll up them windows lol. It's a nasty smell. This mass migration is a huge issue and needs awareness.
Identity Attack0.06476828
Insult0.033460364
Profanity0.03690237
Threat0.008077981
Severe Toxicity0.0038528442
Low Tox 0.10696511 Constructive 0.818 Personal_Narrative
Jan 27, 2026 8 likes 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.