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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: "Now that this is exposed. …" 87 comments · Page 3 of 4
Please come do a video in Frisco, TX - where the real Indian takeover is happening. We need help exposing it!! Please!!
Please come do a video in Frisco, TX - where the real Indian takeover is happening. We need help exposing it!! Please!!
Identity Attack0.25478655
Insult0.0573046
Profanity0.056441884
Threat0.051391184
Severe Toxicity0.0125103295
Low Tox 0.24442963 Moderate Con 0.478 Call_To_Action
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
These smugglers promote their business openly on social media exposing their clients and themselves, still no actions are taken against them so far.
These smugglers promote their business openly on social media exposing their clients and themselves, still no actions are taken against them so far.
Identity Attack0.019274252
Insult0.1662211
Profanity0.023311393
Threat0.010265815
Severe Toxicity0.0041389465
Low Tox 0.22712809 Low Con 0.293 Policy_Critique
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
For someone who presents himself as a “journalist,” this is a deeply dishonest piece of work. The framing is not subtle: loaded titles, racial counting, selective locations, and deliberately uneven questioning all push the same …
For someone who presents himself as a “journalist,” this is a deeply dishonest piece of work. The framing is not subtle: loaded titles, racial counting, selective locations, and deliberately uneven questioning all push the same conclusion. Immigrants are interrogated about their presence and legality, while others are invited to pass judgment on them. When racial stereotypes are voiced, you don’t challenge them — you laugh. That’s not an accident, and it’s not neutral. You clearly understand that housing shortages, sanitation issues, and infrastructure strain are the result of policy failures and poor planning. Yet you repeatedly avoid those causes because blaming systems doesn’t generate clicks the way racial implication does. Reducing complex, structural problems to identity isn’t investigative — it’s lazy, cynical, and intellectually shallow. When a city worker gives a grounded response that doesn’t fit the narrative you’re pushing, it’s brushed aside. When visuals can be used to imply blame, they’re highlighted. That pattern makes the “just asking questions” defense ring hollow. This isn’t exposing truth — it’s manufacturing outrage and calling it journalism. With your reach, that’s not just irresponsible, it’s embarrassing. You're not a journalist but just a racist. That's all
Identity Attack0.1064171
Insult0.123407245
Profanity0.022354934
Threat0.007961469
Severe Toxicity0.004272461
Low Tox 0.22043827 Constructive 0.527 Policy_Critique
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
A good friend of mine lives in Northeast Calgary and I drove to her house right before Nick Shirley exposed all of the fraud in Minnesota. I'm only bringing that up so you understand where …
A good friend of mine lives in Northeast Calgary and I drove to her house right before Nick Shirley exposed all of the fraud in Minnesota. I'm only bringing that up so you understand where I'm coming from when I say this. I wasn't influenced by him finding these fraudulent daycares because this was prior to that. When I went to her house I had to Google maps it. Everybody in Calgary knows the Northeast is all Indian. As a matter of fact I counted how many people I saw that weren't Indian when I was there cuz I thought it was funny. I saw two white people and one Asian in the whole quarter of the city. When I got to her house I said to her why do you have so many businesses around your house it doesn't even make sense and then I showed her the Google maps and there had to be seven or eight daycares a trucking company and a bricklaying company and a drywall company. All of these businesses that don't have signs because I went and looked. These people are doing the same fraud here. This is what's killing our country. Our money is worthless because of them and they are taking all of the homes so homes are unaffordable for Canadians. On top of that they get into management and jobs and only hire their people and don't hire Canadians. We are under attack. It doesn't have to be somebody storming our beaches to attack us. Our country is under attack and we're in denial.
Identity Attack0.17381613
Insult0.100019015
Profanity0.05017922
Threat0.008841781
Severe Toxicity0.0063323975
Low Tox 0.20839658 Constructive 0.826 Fear_Threat
Feb 18, 2026 2 likes LILLEY UNLEASHED: The fall of …
Going to need a part 2 exposing fake colleges
Going to need a part 2 exposing fake colleges
Identity Attack0.06704199
Insult0.07935401
Profanity0.04266402
Threat0.010291707
Severe Toxicity0.004119873
Low Tox 0.20572066 Low Con 0.192 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm from canada, buddy, and you are hitting it on the coffin brother Good job on exposing this BS .People need to hear everything and see it
I'm from canada, buddy, and you are hitting it on the coffin brother Good job on exposing this BS .People need to hear everything and see it
Identity Attack0.026207991
Insult0.0838533
Profanity0.11292298
Threat0.016120117
Severe Toxicity0.0076675415
Low Tox 0.20572066 Constructive 0.594
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I really appreciate that you did this video to try and shine some light on what's happening in Canada. However, this was such a missed opportunity. There was never any questions about why millions of …
I really appreciate that you did this video to try and shine some light on what's happening in Canada. However, this was such a missed opportunity. There was never any questions about why millions of indians have been allowed in the country in record numbers. There is so much fraud in the government with their diploma mills, drug trafficking and employment scams. This video could have been so much bigger and exposed the corruption in the Canadian government. This is not what Canadians want
Identity Attack0.16373143
Insult0.09563028
Profanity0.017436003
Threat0.007301235
Severe Toxicity0.004425049
Low Tox 0.2028889 Constructive 0.698 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As a British Canadian living in the UK, I feel I'm stuck between a rock and a hard place, because both countries are being destroyed by liberal governments & mass immigration. 😮 Good video, exposing …
As a British Canadian living in the UK, I feel I'm stuck between a rock and a hard place, because both countries are being destroyed by liberal governments & mass immigration. 😮 Good video, exposing the truth.
Identity Attack0.10221587
Insult0.06424874
Profanity0.016616182
Threat0.011456826
Severe Toxicity0.004234314
Low Tox 0.17718399 Constructive 0.712 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
it was about 5 years ago i had some 'car scene buddies' with nothing better to do so apparently they took up the hobby (for the summer) of calling out pan handlers in canada saskatoon …
it was about 5 years ago i had some 'car scene buddies' with nothing better to do so apparently they took up the hobby (for the summer) of calling out pan handlers in canada saskatoon sk. the lady they exposed wore (whatever nationality) robes , a visible minority. they observed you exiting a new bmx suv (male driver). once they called her out she moved to another location where they recognized and exposed her again. diversity is not our strength, liberals saying "we're all immigrants" is ignorant. my ancestors and all those who came before, came to canada with nothing. no federal financial assistance, no housing, no hand outs. just sent west to undeveloped and unpopulated lands. the pioneers that came and built canada to what it is today lived in poverty in extreme conditions and worked themselves to the bone to provide for their families and build and settle canada. these new 'invaders' are not the same as the pioneers who built and shaped canada
Identity Attack0.09824528
Insult0.08484049
Profanity0.024472807
Threat0.008453408
Severe Toxicity0.0039482117
Low Tox 0.17631748 Constructive 0.646 Identity_Assertion
Dec 20, 2025 Why Canadians Are Turning Against …
Americans have been in shock over the last few weeks after all the Somalian corruption that has been exposed in Minnesota, Brampton is Canada's version of the Minnesota case except it's so much worse, the …
Americans have been in shock over the last few weeks after all the Somalian corruption that has been exposed in Minnesota, Brampton is Canada's version of the Minnesota case except it's so much worse, the corruption in Brandon is in its own league and i highly suggest anyone who's interested to do some of your own research, most of this stuff is hidden in plain sight yet the government doesn't react or do a single thing about it, and in some cases they are literally part of the corruption. The downfall of canada enabled by its greedy corrupted politicians will be studied by future generations and i'm glad that history will not be kind to them.
Identity Attack0.06567776
Insult0.08212569
Profanity0.021945024
Threat0.008466354
Severe Toxicity0.003604889
Low Tox 0.16158698 Constructive 0.536
Jan 27, 2026 Inside Canada's Indian Invasion...
Thanks Tyler for exposing this BS. God bless!
Thanks Tyler for exposing this BS. God bless!
Identity Attack0.00673361
Insult0.06774519
Profanity0.14666493
Threat0.0072882893
Severe Toxicity0.005607605
Low Tox 0.16043124 Moderate Con 0.418 Solidarity
Jan 29, 2026 9 likes Inside Canada's Indian Invasion...
You need to do one exposing fraud in Canada. I’m sure it’s huge
You need to do one exposing fraud in Canada. I’m sure it’s huge
Identity Attack0.053399716
Insult0.06599696
Profanity0.016547862
Threat0.009126588
Severe Toxicity0.0032806396
Low Tox 0.15766735 Moderate Con 0.355 Call_To_Action
Feb 28, 2026 Inside Canada's Indian Invasion...
We need some independent journalist exposing the LMIA scams aswell
We need some independent journalist exposing the LMIA scams aswell
Identity Attack0.0102854045
Insult0.061976057
Profanity0.03339528
Threat0.008466354
Severe Toxicity0.0025177002
Low Tox 0.123468354 Low Con 0.256
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler, thank you for doing more to expose the horrendous immigration and related fraud activities throughout the country more than any of the major news networks. Truly, the American and Canadian media complex is probably …
Tyler, thank you for doing more to expose the horrendous immigration and related fraud activities throughout the country more than any of the major news networks. Truly, the American and Canadian media complex is probably more involved in covering up these activities than anything.
Identity Attack0.043839492
Insult0.0638991
Profanity0.011458136
Threat0.006647474
Severe Toxicity0.0022125244
Low Tox 0.12086493 Moderate Con 0.477
Jan 27, 2026 Inside Canada's Indian Invasion...
Thank you, Tyler, for exposing what the evil, lying media won't. You are truly and HERO. Keep up the great work. We love you. ❤🤍💙
Thank you, Tyler, for exposing what the evil, lying media won't. You are truly and HERO. Keep up the great work. We love you. ❤🤍💙
Identity Attack0.0060676485
Insult0.07365121
Profanity0.016479544
Threat0.005935457
Severe Toxicity0.0015449524
Low Tox 0.12086493 Constructive 0.555 Solidarity
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Need more exposing of the juices 🧃🧃🧃
Need more exposing of the juices 🧃🧃🧃
Identity Attack0.006992595
Insult0.025542418
Profanity0.05168226
Threat0.011612174
Severe Toxicity0.005645752
Low Tox 0.11479026 Low Con 0.279 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
finally exposing canada
finally exposing canada
Identity Attack0.06431354
Insult0.025800243
Profanity0.017026093
Threat0.055917133
Severe Toxicity0.005455017
Low Tox 0.11336674 Low Con 0.274 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Compared to all the things you have exposed in the past couple of videos, the Indians seem like the nicest of the lot.
Compared to all the things you have exposed in the past couple of videos, the Indians seem like the nicest of the lot.
Identity Attack0.10221587
Insult0.029383656
Profanity0.043165036
Threat0.00933372
Severe Toxicity0.0049972534
Low Tox 0.113263406 Moderate Con 0.396 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
yet another absolutely legendary vid! but BRO BE SAFE!!!! lots and lots of peril u put urself into. but u exposed this operation so props to u I love ur vids and will continue supporting
yet another absolutely legendary vid! but BRO BE SAFE!!!! lots and lots of peril u put urself into. but u exposed this operation so props to u I love ur vids and will continue supporting
Identity Attack0.00828752
Insult0.025155678
Profanity0.030389199
Threat0.018019408
Severe Toxicity0.0064468384
Low Tox 0.11192002 Constructive 0.586 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Up here in Sault Ste Marie Ontario it's gotten out of hand it's absolutely a joke that our government puts these people above us Canadians..so happy to see Tyler expose BRAMPTON.
Up here in Sault Ste Marie Ontario it's gotten out of hand it's absolutely a joke that our government puts these people above us Canadians..so happy to see Tyler expose BRAMPTON.
Identity Attack0.025203101
Insult0.060927123
Profanity0.013883443
Threat0.0076119336
Severe Toxicity0.0022220612
Low Tox 0.11192002 Constructive 0.52 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Buddy on the bike spike truthfully. Thanks for coming to Canada and exposing how we're being invaded. I don't know about this human smuggling exposure, you should prob be safer than this for content!
Buddy on the bike spike truthfully. Thanks for coming to Canada and exposing how we're being invaded. I don't know about this human smuggling exposure, you should prob be safer than this for content!
Identity Attack0.037909906
Insult0.036325075
Profanity0.012687869
Threat0.008168601
Severe Toxicity0.002784729
Low Tox 0.1104733 Constructive 0.738 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
I just watched Tucker’s interview with the man that made the documentary “Replacing Europe” and it was very eye opening! Even if you are not a fan, I encourage you to watch. This is happening …
I just watched Tucker’s interview with the man that made the documentary “Replacing Europe” and it was very eye opening! Even if you are not a fan, I encourage you to watch. This is happening all over!! Apparently, many places in Europe can’t even build a military because they don’t have anyone to actually fight for Europe due to them all being migrants. Lots of other interesting things I didn’t know. Honestly, it’s kind of heartbreaking to see such beautiful places changed so drastically and becoming so dangerous for everyone. Nothing against the good people, but unfortunately it is not the majority. So much corruption exposed and it goes all the way to the top in every government involved! 💔💔💔
Identity Attack0.057492398
Insult0.034562174
Profanity0.034146797
Threat0.009877442
Severe Toxicity0.004005432
Low Tox 0.11036996 Constructive 0.758
Jan 27, 2026 Inside Canada's Indian Invasion...
YESSSS THANK YOU FOR EXPOSING
YESSSS THANK YOU FOR EXPOSING
Identity Attack0.0071035884
Insult0.02373764
Profanity0.032894265
Threat0.009799767
Severe Toxicity0.004825592
Low Tox 0.09915545 Moderate Con 0.354 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
And Brampton is known as the capital of truck licenses without the proper test. The TV show Marketplace exposed that situation a few years ago. I'm new to Canada, but one thing about people from …
And Brampton is known as the capital of truck licenses without the proper test. The TV show Marketplace exposed that situation a few years ago. I'm new to Canada, but one thing about people from India is that if they have the opportunity to skip or cheat on a test, they take it. I know this firsthand. Another important fact is the population of India; they are around 1,300 millons people, but only 1% of those people can collapse the immigration system of a country, in this case, Canada. And Canada allowed it. Last but not least, I don't know if deodorant is forbidden in India, but they smell really bad.
Identity Attack0.036105253
Insult0.027730936
Profanity0.015693882
Threat0.0076507707
Severe Toxicity0.0019073486
Low Tox 0.07054565 Constructive 0.679
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
You know the left ain't going to be happy with you exposing this stuff! 😂
You know the left ain't going to be happy with you exposing this stuff! 😂
Identity Attack0.007917541
Insult0.023608726
Profanity0.01535229
Threat0.007883795
Severe Toxicity0.0015068054
Low Tox 0.06579731 Low Con 0.221 Humor_Satire
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.