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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 #}

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Active: "I just drove through Canada …" 11 comments
Since PM MODI of INDIA is now HUGGING King Jong Un, Putin, and China Leaders............... At the Summit of Anti Western Nations.... They are all East Indians who need to be shut out?! Their Mother …
Since PM MODI of INDIA is now HUGGING King Jong Un, Putin, and China Leaders............... At the Summit of Anti Western Nations.... They are all East Indians who need to be shut out?! Their Mother Country Seeks Menace to Canada. Otherwise MODI wouldn't treat Canada like Shit. They laugh at us. Cut them off. Show Modi were not your dumping ground. HOW WILL CHINA, RUSSIA Like it when India in their "Partnership" should ASK For their Indians to go in DROVES to Russia, China.................... HAH!!!!!!!!!!!!!!! NO WAY. Canada SHUT IT DOWN. INDIANS dont Respect US. Their home Country conspires and SHOOTS canadian CITIZENS and Then SNUBS US. MAKE YOUR OWN COUNTRY. DO BETTER SCAMMERS!!!!!!!!!!
Identity Attack0.55044734
Insult0.5935568
Profanity0.4662011
Threat0.34804323
Severe Toxicity0.35515398
Moderate 0.6744087 Low Con 0.279 Identity Attack Insult Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I WISH They would ALL take off to the U.S. Im sick of it. It's NOT RACISM, IT'S NUMBERS! There are FAR TOO MANY. They DON'T RESPECT OUR COUNTRY! THEY TREAT US LIKE SHIT. THEY …
I WISH They would ALL take off to the U.S. Im sick of it. It's NOT RACISM, IT'S NUMBERS! There are FAR TOO MANY. They DON'T RESPECT OUR COUNTRY! THEY TREAT US LIKE SHIT. THEY ONLY HIRE THEIR OWN! THEY DROVE UP THE RENTAL MARKET Cuz we DON'T HAVE THE ROOM For them, & they make it impossible to find a place. They're RUDE, ENTITLED & THE WORST THING THAT'S HAPPENED TO CANADA IN MY ENTIRE 47 YRS! Im TIRED OF BEING NICE & Keeping my mouth shut. We basically let them walk right in & take over. If it ain't them, it's the Africans & Muslims. The guy on the bike being interviewed is 100000% RIGHT! And WHO THE FU*K Gives them DRIVERS LICENCES? They drive like they're still in INDIA! Why TF COME here if they're ONLY GONNA MAKE IT Like INDIA? STAY IN INDIA IF u DON'T ASSIMILATE!
Identity Attack0.40351558
Insult0.6099415
Profanity0.4662011
Threat0.06658544
Severe Toxicity0.23224974
Moderate 0.6611249 Constructive 0.544 Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Whenever you come back to Canada and you wanna see something crazy I am your guy Drove down in town from out of town with one of a kind hay wagon/home shop with $40,000 of …
Whenever you come back to Canada and you wanna see something crazy I am your guy Drove down in town from out of town with one of a kind hay wagon/home shop with $40,000 of tool in it lol In only one month got 31 breaking enter attempt 14 people threaten me with guns and crossbow lol But they’re all pussy scared of me 😂 I don’t blame them being scared they seen I was not afraid of bullet Thinking about setting them up with camera to show the world those stupid crackhead Still got videos and picture of them trying My life was a movie. and tell the police pull me over And rob 10k in front of my face with six witness
Identity Attack0.28034934
Insult0.5723624
Profanity0.46460027
Threat0.2836219
Severe Toxicity0.18232453
Moderate 0.5921536 Moderate Con 0.445 Insult Personal_Narrative
Feb 5, 2026 Inside Canada's Indian Invasion...
WHY WOULD JUSTIN TRUDEAU ALLOW DEVIL WORSHIPPERS INTO THIS GREAT NATION BY THE DROVES. HIS GOAL WAS TO DESTROY CANADA AND HE HAS SUCCEEDED IN THIS GOAL
WHY WOULD JUSTIN TRUDEAU ALLOW DEVIL WORSHIPPERS INTO THIS GREAT NATION BY THE DROVES. HIS GOAL WAS TO DESTROY CANADA AND HE HAS SUCCEEDED IN THIS GOAL
Identity Attack0.1232452
Insult0.42367843
Profanity0.12286829
Threat0.09776353
Severe Toxicity0.023076924
Moderate 0.4269174 Low Con 0.225 Unverified_Claim
Sep 19, 2025 20 likes Inside Canada's Indian Metropolis (Brampton)
The Europeans drove the Natives out now the Europeans are being displaced by Indians in Canada
The Europeans drove the Natives out now the Europeans are being displaced by Indians in Canada
Identity Attack0.38215697
Insult0.12702756
Profanity0.037904397
Threat0.011922873
Severe Toxicity0.0126394415
Moderate 0.31963667 Low Con 0.22
Sep 24, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
When my family went over the border from Washington State, it’s one of the first things I’ve noticed. I almost got hit in Vancouver Canada and he just drove off like it was nothing. There’s …
When my family went over the border from Washington State, it’s one of the first things I’ve noticed. I almost got hit in Vancouver Canada and he just drove off like it was nothing. There’s a lot of Arabs too.
Identity Attack0.37655997
Insult0.09416737
Profanity0.091633186
Threat0.061089642
Severe Toxicity0.015673593
Low Tox 0.29405528 Constructive 0.558 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
Yeah as a Canadian who lives in the Greater Toronto Area, I can appreciate how immigration as a concept is good. But Canada is at a point now where a large influx of immigrants are …
Yeah as a Canadian who lives in the Greater Toronto Area, I can appreciate how immigration as a concept is good. But Canada is at a point now where a large influx of immigrants are shocking our economy and dropping our quality of life. And the majority of these immigrants come from one country. No hate to India, as a half Indian myself, but when you bring these people over in droves, they feel it unnecessary to assimilate as they all coalesce with each other - where they feel comfortable. So you have the majority of them who don't speak our language, who don't carry our values, and don't feel that any of it is required. And it makes you feel, as a Canadian like you're being taken over. We want a lower immigration rate, and we want a greater spread of people from across the world. I don't want Canada to become India.
Identity Attack0.24970764
Insult0.08582769
Profanity0.029050145
Threat0.008686432
Severe Toxicity0.00705719
Low Tox 0.22579013 Constructive 0.843
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I'll break down the ending for those who didn't get it: -they took him and drove him miles and miles without getting any of the cash. big red flag, they have 0 reason to trust …
I'll break down the ending for those who didn't get it: -they took him and drove him miles and miles without getting any of the cash. big red flag, they have 0 reason to trust Olivera. these kinda migrants are poor -there was disagreement b/w grunt and boss about fleecing him for a few extra bucks; boss SHOULD NOT care if his cargo has a few more or less dollars if he's getting a flat rate. Massive red flag, as this indicates he plans to receive more/different than agreed and/or that this has been an issue before -Told him that American !ce is patrolling Canada's territory, some hour from the US (lol), and that's why they need to go to some random rathole, when they haven't even committed a crime yet -blatantly lying to him again to take his weapons n phone. They aren't broadcasting xrays thru the entire northern forest. IDK what they have if anything, but definitely not metal detectors lol Yeah, Olivera got out in the nick of time. He was 100% going to get cooked when bossman showed up at the dumping ground. The blade was a small price to pay even though it looked pretty nice lol. Appreciate what you do but maybe this one was a little too risky eh. PS: W bikeman and RIP (Canada does NOT have free speech)
Identity Attack0.094936445
Insult0.12521741
Profanity0.03615085
Threat0.010032792
Severe Toxicity0.005531311
Low Tox 0.20265625 Constructive 0.715 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
I just drove through Canada last September and didn’t see a single employee that wasn’t Indian. But they were all nice 🤷🏻‍♀️
I just drove through Canada last September and didn’t see a single employee that wasn’t Indian. But they were all nice 🤷🏻‍♀️
Identity Attack0.2127345
Insult0.0314771
Profanity0.018665737
Threat0.0065568537
Severe Toxicity0.0037002563
Low Tox 0.15711457 Constructive 0.51 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Break down from a Canadian who moved to the US. Basically, Indians moved to Brampton because it was a cheaper area, yet close enough to Toronto. Immigrants drove taxi or drove truck usually were paid …
Break down from a Canadian who moved to the US. Basically, Indians moved to Brampton because it was a cheaper area, yet close enough to Toronto. Immigrants drove taxi or drove truck usually were paid in cash, leading to tax evaluation. So they were able to save more... They were able to buy a bigger house for cheaper basically. New immigrants move to Brampton probably cause it easier. They don't need to assimilate as much as they sued to. They can speak their own language, not have to learn another, etc. You can actually see certain immigrant groups take to certain cities for the reasons above. Vaughn is Italian, Etobicoke was multi cultural, now Somalian(last I visited), sauga is Arab, etc The universities are a big scam, and the govt is part of it. They don't care cause they get money.... People create these fake colleges and bring in students. Students have "online" classes and so they don't actually go in . In Canada ur allowed to work 20 hours as a student, but all work more under the table. And yes. As a Punjabi, there is too many Indians. It was too many when I left. Worse now.. don't even like visiting Canada anymore unless I go to Barrie or something.
Identity Attack0.08500996
Insult0.033239998
Profanity0.016342908
Threat0.0069516995
Severe Toxicity0.0026893616
Low Tox 0.11036996 Constructive 0.761 Personal_Narrative
Jan 27, 2026 1 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.