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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: "All your videos are so …" 1,144 comments · Page 17 of 46
This video is very sugar-coated - it's kinda bad, ngl I feel like my city lost its tradition and fell further to poverty, and it's so so so hard to get employed
This video is very sugar-coated - it's kinda bad, ngl I feel like my city lost its tradition and fell further to poverty, and it's so so so hard to get employed
Identity Attack0.030433474
Insult0.0836065
Profanity0.14930901
Threat0.0097738765
Severe Toxicity0.014898917
Moderate 0.3250515 Constructive 0.628 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Another absolute banger video this is real journalism
Another absolute banger video this is real journalism
Identity Attack0.025404079
Insult0.15556364
Profanity0.15635987
Threat0.020609349
Severe Toxicity0.016060932
Moderate 0.3245134 Moderate Con 0.35
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
A good part of me doesn't like this video and thinks tyler just capitalizes off what people want to hear. There's so many nice brown people why do we have to divide ourselves idk man.
A good part of me doesn't like this video and thinks tyler just capitalizes off what people want to hear. There's so many nice brown people why do we have to divide ourselves idk man.
Identity Attack0.33352965
Insult0.08212569
Profanity0.12220735
Threat0.013579931
Severe Toxicity0.013672344
Moderate 0.3234372 Constructive 0.642 Policy_Critique
Feb 5, 2026 12 likes Inside Canada's Indian Invasion...
say what you want about indians, -at least they work, -don't take government money to live on welfare for their 10+ kids, -buy out all the houses and sell it for cheap to a specific …
say what you want about indians, -at least they work, -don't take government money to live on welfare for their 10+ kids, -buy out all the houses and sell it for cheap to a specific group of people, and in the intro alone had actual honest opinions from indian people about what's going on then in the 2 jew videos combined
Identity Attack0.37222284
Insult0.10148193
Profanity0.10611444
Threat0.014911477
Severe Toxicity0.017739398
Moderate 0.3234372 Moderate Con 0.385 Identity_Assertion
Feb 24, 2026 2 likes Inside Canada's Indian Invasion...
The man that you featured early in this video, the one in the brown coat and hi-viz vest... why didn't you blur out his face? Surely, you know that his life can be ruined for …
The man that you featured early in this video, the one in the brown coat and hi-viz vest... why didn't you blur out his face? Surely, you know that his life can be ruined for the things that you've shown him saying.
Identity Attack0.023595277
Insult0.10294484
Profanity0.068967216
Threat0.13734594
Severe Toxicity0.0127685545
Moderate 0.32289913 Moderate Con 0.49 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Instead of making these videos go make some videos exploring your best friend epsteins island
Instead of making these videos go make some videos exploring your best friend epsteins island
Identity Attack0.031980325
Insult0.083112895
Profanity0.10240069
Threat0.06863153
Severe Toxicity0.021290002
Moderate 0.32289913 Low Con 0.224 Meta_Commentary
Feb 11, 2026 8 likes Inside Canada's Indian Invasion...
Lets put together a collection of videos to spread more division -that helps. 🙄 You hate it so much? Go ahead, find a better country. It's channels like this that feed into the hate just …
Lets put together a collection of videos to spread more division -that helps. 🙄 You hate it so much? Go ahead, find a better country. It's channels like this that feed into the hate just to get views.
Identity Attack0.10221587
Insult0.1342682
Profanity0.12096943
Threat0.021300001
Severe Toxicity0.012359619
Moderate 0.32289913 Moderate Con 0.305
Aug 26, 2025 Why Canadians Are Turning Against …
But yet, PC's were up 32 points at the start of the year and all it took was Trump to become US President for our nation of numb-nuts to decide to vote Liberal again. So …
But yet, PC's were up 32 points at the start of the year and all it took was Trump to become US President for our nation of numb-nuts to decide to vote Liberal again. So here we are, another four years and none of this will change and if there is a crisis, it will only deepen. If you voted Liberal and you're watching this video, YOU are the reason you're upset.
Identity Attack0.04048799
Insult0.3388922
Profanity0.06044999
Threat0.008285114
Severe Toxicity0.0063705444
Moderate 0.32236105 Moderate Con 0.375
Sep 2, 2025 2 likes Why Canadians Are Turning Against …
Excellent video Just saying on here this its scary cus its exactly like this n one is thought to be as RAC!ST
Excellent video Just saying on here this its scary cus its exactly like this n one is thought to be as RAC!ST
Identity Attack0.13591312
Insult0.12702756
Profanity0.19278693
Threat0.016292779
Severe Toxicity0.020257099
Moderate 0.32236105 Constructive 0.545 Fear_Threat
Aug 29, 2025 Why Canadians Are Turning Against …
Do a video about how different ethnic groups and races feel about white Americans & Europeans ? In regards to colonization and stolen artifacts whitewashing history etc India 🇮🇳 Hawaiians black Americans, Mexican Hispanic Latinos, …
Do a video about how different ethnic groups and races feel about white Americans & Europeans ? In regards to colonization and stolen artifacts whitewashing history etc India 🇮🇳 Hawaiians black Americans, Mexican Hispanic Latinos, Cubans Caribbeans etc
Identity Attack0.39207554
Insult0.12883772
Profanity0.027820412
Threat0.0086087575
Severe Toxicity0.0118255615
Moderate 0.32182294 Moderate Con 0.453
Jan 27, 2026 Inside Canada's Indian Invasion...
The video editing is super cheap, looks like a bunch of random kaleidoscoped AI shots. The story also seems fake.
The video editing is super cheap, looks like a bunch of random kaleidoscoped AI shots. The story also seems fake.
Identity Attack0.018872296
Insult0.16780703
Profanity0.13256322
Threat0.011638066
Severe Toxicity0.01083374
Moderate 0.32128486 Low Con 0.124 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I used to like your videos until it became obvious you became a mouthpiece for the far right
I used to like your videos until it became obvious you became a mouthpiece for the far right
Identity Attack0.04151922
Insult0.24493282
Profanity0.12158839
Threat0.00933372
Severe Toxicity0.010757446
Moderate 0.32020867 Low Con 0.29 Meta_Commentary
Feb 20, 2026 1 likes Inside Canada's Indian Invasion...
Dude on the bike is genuinely racist and he accurately illustrates how majority of the population in Canada, America, and Europe think and believe. There is much racialization and generalization going on in the video.
Dude on the bike is genuinely racist and he accurately illustrates how majority of the population in Canada, America, and Europe think and believe. There is much racialization and generalization going on in the video.
Identity Attack0.25140062
Insult0.2469859
Profanity0.024199532
Threat0.007353018
Severe Toxicity0.008087158
Moderate 0.32020867 Constructive 0.567 Meta_Commentary
Feb 19, 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...
These kind of videos are great for teaching white people what colonialism was like
These kind of videos are great for teaching white people what colonialism was like
Identity Attack0.36702603
Insult0.07333439
Profanity0.1067334
Threat0.018019408
Severe Toxicity0.015544481
Moderate 0.31825066 Moderate Con 0.411 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Racism toward Indians is getting way too normalized online. This video isn’t ‘comedy’ or ‘criticism’—it’s lazy stereotyping. Indo-Canadians contribute massively to Canada in healthcare, tech, small businesses, trucking, education, and more. If your whole ‘content’ …
Racism toward Indians is getting way too normalized online. This video isn’t ‘comedy’ or ‘criticism’—it’s lazy stereotyping. Indo-Canadians contribute massively to Canada in healthcare, tech, small businesses, trucking, education, and more. If your whole ‘content’ is punching down on an immigrant community, that says more about you than us
Identity Attack0.36733335
Insult0.16266862
Profanity0.033144772
Threat0.012078222
Severe Toxicity0.009498596
Moderate 0.31686464 Constructive 0.569 Moral_Argument
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
This video is going down, the slop people don't want to be exposed
This video is going down, the slop people don't want to be exposed
Identity Attack0.04925346
Insult0.09563028
Profanity0.14842765
Threat0.04363242
Severe Toxicity0.015802706
Moderate 0.31686464 Low Con 0.173 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
i hope this video blows up so that the world can see how out of control things are.
i hope this video blows up so that the world can see how out of control things are.
Identity Attack0.031980325
Insult0.042665333
Profanity0.14402086
Threat0.3423812
Severe Toxicity0.021290002
Moderate 0.31547862 Moderate Con 0.333 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
@TylerOliveira I love you man, but this video is a fail. Do you want to know why? ...CAUSE YOU DIDN'T BRING GLOVES FOR YOUR HANDS VS THE TEMPERATURE IN CANADA!!! Jokes aside: great video!
@TylerOliveira I love you man, but this video is a fail. Do you want to know why? ...CAUSE YOU DIDN'T BRING GLOVES FOR YOUR HANDS VS THE TEMPERATURE IN CANADA!!! Jokes aside: great video!
Identity Attack0.021987455
Insult0.16337912
Profanity0.051932767
Threat0.009903334
Severe Toxicity0.01322045
Moderate 0.31547862 Moderate Con 0.485 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Great video, thank you. All true! Subscribed :D We CAN survive and thrive without Indians, we did so for centuries building this country. My family has been here since 1680, this country was made and …
Great video, thank you. All true! Subscribed :D We CAN survive and thrive without Indians, we did so for centuries building this country. My family has been here since 1680, this country was made and became great on its own with only European settlers, then opening to others it was GREAT prior to 2015 and Trudeau.
Identity Attack0.39207554
Insult0.09563028
Profanity0.02385794
Threat0.011094344
Severe Toxicity0.017674843
Moderate 0.31132057 Constructive 0.783 Identity_Assertion
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
“It’s strange how these videos often show one group giving speeches and another making videos, but the blame keeps getting pushed onto brown immigrants. Why are we being singled out? Canada’s struggles are about wages, …
“It’s strange how these videos often show one group giving speeches and another making videos, but the blame keeps getting pushed onto brown immigrants. Why are we being singled out? Canada’s struggles are about wages, housing, and fairness—not about race. We should stop ganging up on each other and start working together for solutions.” Very weird this is the second video. It’s a trending targeting brown people stop it.
Identity Attack0.38185352
Insult0.08459369
Profanity0.03389629
Threat0.010913103
Severe Toxicity0.008163452
Moderate 0.30993456 Constructive 0.714
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
This video is misleading with much information..What many do not know and even homeowners..that their Property Taxes do go for the schooling and HUD assisstance is shared with illegals...just like visas that are overstayed..On the …
This video is misleading with much information..What many do not know and even homeowners..that their Property Taxes do go for the schooling and HUD assisstance is shared with illegals...just like visas that are overstayed..On the surface we are taught there is not corruption in the system..BS ..Sanctuary cities and much more BS negates this whole video..this sounds like Obama Rhetoric not Trump...Remember the system is still corrupt and California Governors have been Jesuit controlled for decades..
Identity Attack0.10221587
Insult0.24928534
Profanity0.11168506
Threat0.008259222
Severe Toxicity0.011444092
Moderate 0.30993456 Constructive 0.681
Jan 29, 2019 How much do refugees and …
NOOOO SARRRR NOT ANOTHER VIDEO ABOUT INDIA SARRRRR!!!!!
NOOOO SARRRR NOT ANOTHER VIDEO ABOUT INDIA SARRRRR!!!!!
Identity Attack0.16159154
Insult0.06442356
Profanity0.08452088
Threat0.018537397
Severe Toxicity0.020515325
Moderate 0.30993456 Low Con 0.273 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Honestly, the only problem I see here…. is Tyler. The dude is constantly “investigating” people of color and exposing their “wrongdoings”. Why aren’t there videos of him exposing white people taking over Bali, Mexico City, …
Honestly, the only problem I see here…. is Tyler. The dude is constantly “investigating” people of color and exposing their “wrongdoings”. Why aren’t there videos of him exposing white people taking over Bali, Mexico City, Costa Rica and the issues it causes for the locals who cant afford their rent anymore? Why not investigate what really happened to our food prices when the tariffs were implemented? Or how corporate profits are at all time highs when the middle class is struggling. Or maybe expose the real data behind the ICE arrests and how 70%+ of those being captured/deported have never committed a crime in the US… His videos re-enforce a narrative that is incredibly toxic and dangerous for the United States and world as a whole. Let me set this straight, immigration isn’t inherently a bad thing, people of color aren’t the only ones that do wrong things, do your own independent research and stop watching this guys videos.
Identity Attack0.32184324
Insult0.17486192
Profanity0.035148825
Threat0.009618527
Severe Toxicity0.008964539
Moderate 0.30854854 Constructive 0.681 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Most of them are South Asians but they are Canadians, not indians. Just like you are caucassian and Canadian, white people also originally didnt exist in this land. This video screams racism. Almost all of …
Most of them are South Asians but they are Canadians, not indians. Just like you are caucassian and Canadian, white people also originally didnt exist in this land. This video screams racism. Almost all of the people you see are legal immigrants , the government gives half a million PRs every year.
Identity Attack0.3802808
Insult0.11616662
Profanity0.022013342
Threat0.006686311
Severe Toxicity0.008049011
Moderate 0.30716252 Constructive 0.517
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)

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.