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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: "What's WILD to me is …" 78 comments · Page 2 of 4
Honestly as an Indian (tamil-nadu) I genuinely don't think anything Tyler does is racist. I am an international student in canada doing hons finance and doing my cfa this sem. do I think all indians …
Honestly as an Indian (tamil-nadu) I genuinely don't think anything Tyler does is racist. I am an international student in canada doing hons finance and doing my cfa this sem. do I think all indians are bad.. no not at all, but the ones that push their religion on others are most definetly bad and lack at civic sense. Punjabis get a lot of hate cuz 70% of them faked their student visas and got here, same goes for any tamil and indian or any country YOU CANNOT DO SOMETHING ILLEGALY THEN DEMAND TO BE TREATED THE SAME AS A LEGAL CIVILLIAN. and then there are people with no civic sense. it is wild
Identity Attack0.4482637
Insult0.35849577
Profanity0.14490221
Threat0.01508414
Severe Toxicity0.023076924
Moderate 0.3977292 Constructive 0.751 Personal_Narrative
Mar 2, 2026 1 likes Inside Canada's Indian Invasion...
I can't believe you went into the safe house. You're a wild man.
I can't believe you went into the safe house. You're a wild man.
Identity Attack0.020178653
Insult0.4339631
Profanity0.0887236
Threat0.008556974
Severe Toxicity0.011520386
Moderate 0.39669925 Moderate Con 0.444
Jan 27, 2026 Inside Canada's Indian Invasion...
east indians are everywhere dude in canada like 4 years ago going back decades tims was all old ladies like normal canadian ladies not east indian men and now its wild bad
east indians are everywhere dude in canada like 4 years ago going back decades tims was all old ladies like normal canadian ladies not east indian men and now its wild bad
Identity Attack0.46028158
Insult0.2735258
Profanity0.075792134
Threat0.008582866
Severe Toxicity0.01935331
Moderate 0.37955463 Low Con 0.299 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
east indians are everywhere dude in canada like 4 years ago going back decades tims was all old ladies like normal canadian ladies not east indian men and now its wild bad
east indians are everywhere dude in canada like 4 years ago going back decades tims was all old ladies like normal canadian ladies not east indian men and now its wild bad
Identity Attack0.458714
Insult0.27146968
Profanity0.07482228
Threat0.008492245
Severe Toxicity0.01896597
Moderate 0.37795907 Low Con 0.299 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Wild wild country 2.5. The only difference is this isn't Antelope. Hanuman wouldn't go outside his homeland to "monkey" around as a god without a human influence. To consume half a whole city. Not honoring …
Wild wild country 2.5. The only difference is this isn't Antelope. Hanuman wouldn't go outside his homeland to "monkey" around as a god without a human influence. To consume half a whole city. Not honoring life is a shame. Worshipping life somewhere else outside is a show of fear of death. Real Hanuman people would not manipulate other people from another country let alone thier own. But it's not like it's American, we know what happened in Antelope and Canadian people have to deal with it now. Some "people" make this mistake by confusing religion with money.
Identity Attack0.3908055
Insult0.3493834
Profanity0.14225815
Threat0.02855184
Severe Toxicity0.023076924
Moderate 0.37751234 Moderate Con 0.498 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
The driving part was funny, that is legit India, Vietnam, China, Pakistan and MOST of Central and North Africa..i know i've lived in these areas...its wild Google or serach up how to cross the road …
The driving part was funny, that is legit India, Vietnam, China, Pakistan and MOST of Central and North Africa..i know i've lived in these areas...its wild Google or serach up how to cross the road in VIetnam and its 1000's of videos of the chaos, its not normal, its not a system its just low IQ as the white dude said
Identity Attack0.39773783
Insult0.24928534
Profanity0.18356428
Threat0.02181799
Severe Toxicity0.020902663
Moderate 0.37751234 Constructive 0.57
Jan 27, 2026 Inside Canada's Indian Invasion...
Wild how Canada also has a HUGE influx of Russians and Ukrainians but we don't hear about it because they come here; work, pay taxes and live honestly. Meanwhile you import the Middle East and …
Wild how Canada also has a HUGE influx of Russians and Ukrainians but we don't hear about it because they come here; work, pay taxes and live honestly. Meanwhile you import the Middle East and they want to bring the Middle East to Canada. Leave the Sihks and Muslims in the Middle East, they are not civil or educated enough for the Western way of life.
Identity Attack0.44690517
Insult0.21368977
Profanity0.022696527
Threat0.009074804
Severe Toxicity0.014705247
Moderate 0.36095104 Moderate Con 0.411 Comparative_Framing
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Canada is COOKED! crime, extortion, fake students on a visa working full time jobs, fake asylum claims, temporary foreigner worker program, "Diploma Mill" colleges, Poaching wild life. And ask the Canadians who grew up in …
Canada is COOKED! crime, extortion, fake students on a visa working full time jobs, fake asylum claims, temporary foreigner worker program, "Diploma Mill" colleges, Poaching wild life. And ask the Canadians who grew up in Canada what it is like trying to find a job, If your last name isn't Singh or Patel good luck to you. Why is it that The Liberal government is letting in over 50% of the immigrants from India compared to the other nations? This is how you get cultural dominance. Immigrants who came to Canada before 2015 really wanted to become Canadian. Now everyone is coming at a fast rate, no one gives a F.
Identity Attack0.36702603
Insult0.27146968
Profanity0.043165036
Threat0.010990778
Severe Toxicity0.017803956
Moderate 0.36095104 Constructive 0.527 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Caste politics are alive and well in Canada, scammers, fake truckers, extremism, etc... and the community still has the audacity to pretend that the issue is merely backcountry euros that are showing their rcst saltine …
Caste politics are alive and well in Canada, scammers, fake truckers, extremism, etc... and the community still has the audacity to pretend that the issue is merely backcountry euros that are showing their rcst saltine attitude and judging them. The amount of adharm bleeding out of India, and yet y'all throw a Kurta on and pretend otherwise... Its honestly wild.
Identity Attack0.25309357
Insult0.3470427
Profanity0.05393682
Threat0.010757755
Severe Toxicity0.011138916
Moderate 0.34757367 Moderate Con 0.419 Identity_Assertion
Mar 1, 2026 1 likes Inside Canada's Indian Invasion...
Brampton punjabis are crying on reddit about this video showing the truth. Absolutely wild. 😂😂😂
Brampton punjabis are crying on reddit about this video showing the truth. Absolutely wild. 😂😂😂
Identity Attack0.35948995
Insult0.25800487
Profanity0.19401662
Threat0.013424582
Severe Toxicity0.023076924
Moderate 0.3389984 Low Con 0.167 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
Brown fatigue is at all time high. People are pissed off even in the most liberal towns like Victoria. People have had enough. It wild but keep going we only got the nick name wild …
Brown fatigue is at all time high. People are pissed off even in the most liberal towns like Victoria. People have had enough. It wild but keep going we only got the nick name wild colonials by being nice and understanding ?
Identity Attack0.29188538
Insult0.25404143
Profanity0.2188925
Threat0.0091524795
Severe Toxicity0.015996376
Moderate 0.33836752 Constructive 0.61 Fear_Threat
Jul 28, 2025 How Canada broke its immigration …
Saying "Native Canadians" and referring to White people is wild
Saying "Native Canadians" and referring to White people is wild
Identity Attack0.38246045
Insult0.16795322
Profanity0.05393682
Threat0.0086087575
Severe Toxicity0.010375977
Moderate 0.3375374 Low Con 0.295 Identity_Assertion
Feb 10, 2026 2 likes Inside Canada's Indian Invasion...
Now why would you blow up homie’s human smuggling business? 😂😂😂 Immigrants saying they are tired of other immigrants who moved to the new country they are in is kinda wild lol.
Now why would you blow up homie’s human smuggling business? 😂😂😂 Immigrants saying they are tired of other immigrants who moved to the new country they are in is kinda wild lol.
Identity Attack0.32476485
Insult0.20901857
Profanity0.072882555
Threat0.021127338
Severe Toxicity0.013285006
Moderate 0.3302291 Moderate Con 0.32 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
This is bad journalism. The amount of blatant racism and unchecked misinformation in the first 2 minutes is WILD.
This is bad journalism. The amount of blatant racism and unchecked misinformation in the first 2 minutes is WILD.
Identity Attack0.06476828
Insult0.25800487
Profanity0.023584666
Threat0.0076507707
Severe Toxicity0.0064468384
Moderate 0.3250515 Low Con 0.173
Sep 19, 2025 9 likes Inside Canada's Indian Metropolis (Brampton)
That's wild people are advertising human smuggling on social medias, are the government thinking this must a scam thats why they havent lifted a figner yet lol
That's wild people are advertising human smuggling on social medias, are the government thinking this must a scam thats why they havent lifted a figner yet lol
Identity Attack0.050216515
Insult0.24928534
Profanity0.13256322
Threat0.023199292
Severe Toxicity0.012207031
Moderate 0.32289913 Low Con 0.293 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints …
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints a very bad perspective for all the genuinely hardworking citizens and residents of Indian origins, why not show that side of them too? There’s obviously actual students who come to study and provide for the community while also maintaining their own culture? What’s wrong with that? Besides, what is a Canadian culture if not a mix of immigrants from all around the world? Are white people also not just immigrants to this country or did they magically spawn in this place? They’ve committed ATROCITIES (not just in Canada), yet have the audacity to act like they’re the cleanest ones in the land. While I do agree some Indians do not improve the reputation, most are really kind, helpful and honest people. Perhaps treat everyone like humans for a change instead of using the bad ones as a benchmark. PS, cutting to the ugly streets when someone mentions Punjab is probably the cheapest attention grab, obviously there’s bad streets, ugly roads, gross people everywhere but so are beautiful ones, lovely countryside views, beautiful mountains and most of all, very hardworking and respectful people as well. Your view of Punjab is just NOT the same as the one of the people in the video who view their motherland as a beautiful place. You can portray every place in the world in that light with the wrong perspective, be it New York, Paris, Barcelona, Cairo, Sydney, Rio, London, etc, but it must be nice to get a few more looks at the expense of demeaning others.
Identity Attack0.13591312
Insult0.2817503
Profanity0.10178173
Threat0.009747985
Severe Toxicity0.009994507
Moderate 0.32020867 Constructive 0.821
Jan 27, 2026 Inside Canada's Indian Invasion...
lIving in the GTA and not expecting immigrants is wild.
lIving in the GTA and not expecting immigrants is wild.
Identity Attack0.31307843
Insult0.17858955
Profanity0.044668075
Threat0.009359611
Severe Toxicity0.008659363
Moderate 0.31547862 Moderate Con 0.335
Oct 4, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
At least the Indians are working. I watched that Hasidic Jew interview Tyler just did and that was wild how no one worked.
At least the Indians are working. I watched that Hasidic Jew interview Tyler just did and that was wild how no one worked.
Identity Attack0.36702603
Insult0.10148193
Profanity0.11292298
Threat0.01101667
Severe Toxicity0.013414118
Low Tox 0.29771072 Moderate Con 0.389 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I live in brampton, and it is actually wild. Every single business has been bought and turned indian. Go to Walmart, im.the only white guy. I have nothing against indian. I would feel the same …
I live in brampton, and it is actually wild. Every single business has been bought and turned indian. Go to Walmart, im.the only white guy. I have nothing against indian. I would feel the same if it was any race , including white people. There should be diversity it should just be equal. They let way to many people into canada way to easy
Identity Attack0.34000012
Insult0.06774519
Profanity0.05268429
Threat0.009592636
Severe Toxicity0.009918213
Low Tox 0.27750343 Constructive 0.591 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
They arrested the smugglers, wild
They arrested the smugglers, wild
Identity Attack0.057492398
Insult0.123407245
Profanity0.11477985
Threat0.053330876
Severe Toxicity0.010986328
Low Tox 0.2553839 Moderate Con 0.301 Meta_Commentary
Feb 20, 2026 Inside Canada's Indian Invasion...
You’re wild for crossing the border Andrew Callaghan just got arrested for doing the same thing like a less than a year ago
You’re wild for crossing the border Andrew Callaghan just got arrested for doing the same thing like a less than a year ago
Identity Attack0.020681098
Insult0.15556364
Profanity0.066963166
Threat0.012440704
Severe Toxicity0.0073242188
Low Tox 0.25462922 Moderate Con 0.303 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm also Indian and I also live in Brampton, Ontario, CA and I can agree that the Canada's Indian Invasion is WILD. Also, a location you visited is called Trinity Common Mall and I visit …
I'm also Indian and I also live in Brampton, Ontario, CA and I can agree that the Canada's Indian Invasion is WILD. Also, a location you visited is called Trinity Common Mall and I visit there almost every week, it's right next to my house haha. I have also visited some of the locations you have visited in this video. Aside from that, this video was great in explaining the invasion and I'm glad you stepped up to inform the situation. Also, that's my brother sitting on the left by himself at 9:26
Identity Attack0.27778897
Insult0.0836065
Profanity0.07805514
Threat0.012026439
Severe Toxicity0.013672344
Low Tox 0.24603334 Constructive 0.872 Personal_Narrative
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
Our local governments literally tell you to your face and they wanna replace you and I’m not even talking about just white people. I’m talking about native citizens of United States Canada, UK Germany, etc. …
Our local governments literally tell you to your face and they wanna replace you and I’m not even talking about just white people. I’m talking about native citizens of United States Canada, UK Germany, etc. etc. they wanna have this whole destabilization of the voting blocks so that the government can literally run wild do whatever they want. It’s funny how the “great replacement“ is said to be “deboned“ online yeah it’s literally happening right in front of our faces and our government leaders across the world are just openly saying it even in America. It’s either massive legal immigration from the left or massive H1B visa immigration from the right they literally tell you right to your face that you are either “too lazy“ or “too stupid“ to do some of these jobs meanwhile, there are millions of smart citizens who are not only ready to work, but can do the jobs that the H1B visa people and the illegal immigrants do way better especially because most of the H1B jobs are literally working at a fucking gas station and anything the illegal immigrants are doing especially jobs in construction and labor. American citizens and Canadian citizens do a way better quality job. Never believe the PSYOP of immigrants being “way better workers“ that’s literally just just a flyable objectively untrue. A wise man once said if someone is willing to cheap out on labor, then they are willing to cheap out on the job.
Identity Attack0.21075934
Insult0.08484049
Profanity0.07611542
Threat0.012492486
Severe Toxicity0.008735657
Low Tox 0.24282593 Constructive 0.644 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The guy on the bike is wild
The guy on the bike is wild
Identity Attack0.023796257
Insult0.11172232
Profanity0.09518933
Threat0.0130621
Severe Toxicity0.0075531006
Low Tox 0.23523538 Moderate Con 0.33 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
at 12:13 driver holding a drink lol 🤣you shure your not from Brampton ? more jobs since the great economic world wide downfall back in the 2000`s ? pardon the pun, thats the problem i …
at 12:13 driver holding a drink lol 🤣you shure your not from Brampton ? more jobs since the great economic world wide downfall back in the 2000`s ? pardon the pun, thats the problem i dont see indians causing acidents i see other ethencities driving wild from increased traffic but theres a sign near Toronto ``all roads lead to Bramton inst it a fact the roads in canada are all conected to brampton . but every ethenicity throughout the years has run brampton look at populations from the past its a brampton thing, only drivers have issues with are intiled people the wealthy in brampton drive way too fast ! not any others its simple people got to drive slower thats all especialy morning traffic they go nuts. the people born in canada are being too agressive as they drive thats what i have seen ! new drivers are making too many mistakes and experienced drivers are driving any ways they want thats the issues ! Cool video dude .....
Identity Attack0.10699738
Insult0.10148193
Profanity0.043415543
Threat0.009696201
Severe Toxicity0.008354187
Low Tox 0.23415339 Constructive 0.692 Comparative_Framing
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.