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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: "Title of this video should …" 16 comments
man go fuck yourself, your content is so skewed and low quality, this video is so evidently trying to frame Indian immigration as negative especially from the title alone, "Inside Canada's Indian Invasion" fuck right …
man go fuck yourself, your content is so skewed and low quality, this video is so evidently trying to frame Indian immigration as negative especially from the title alone, "Inside Canada's Indian Invasion" fuck right off, we have enough problems and don't need an ignorant American fueling the fire
Identity Attack0.5548181
Insult0.7657292
Profanity0.8855216
Threat0.13853464
Severe Toxicity0.61260825
Toxic 0.96426713 Moderate Con 0.32 Identity Attack Insult Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Video is titled wrong. Canada is tired of Muslim immigrants. They are intolerant n imperialist
Video is titled wrong. Canada is tired of Muslim immigrants. They are intolerant n imperialist
Identity Attack0.6458014
Insult0.5015486
Profanity0.0838743
Threat0.009411395
Severe Toxicity0.031420294
Moderate 0.5972042 Moderate Con 0.318 Identity Attack Insult Identity_Assertion
Dec 25, 2025 Why Canadians Are Turning Against …
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am …
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am specifically talking about the youtuber here. This dude goes to India, to a remote village which people dont even know of, makes a video on "poop throwing festival in India" as his Title and then says Oh hey I havent said anything racist, umm well you havent (even if I ignore the word play you do) but you had several other topics that you could have covered in "India" and you exactly knew what was gonna happen when you would upload this video but you anyways did, so yes you are a racist, a smart one. And for the people saying "Indians are so proud of India but they don't want to live there", I mean people making this kinda comment can't even wrap their head around the fact that 1.5 B people are from India. So even a small fraction of that population would contribute towards a large migration, so no "Indians are so proud of India but they don't want to live there" is absolute bullshit. Now does that mean its a perfect country? Absolute Not and Neither is the country Developed, we are a developing economy and we have a long way to go. We have our own issue in this country and we are dealing with it. As for as people living in your countries are concerned, I would ask you to be as objective as possible in situation rather than being stereotypical. If you see a person doing bad thing, call them out, it doesnt matter whether they are "Indian" or otherwise.
Identity Attack0.44690517
Insult0.48228607
Profanity0.4131548
Threat0.063675895
Severe Toxicity0.20067264
Moderate 0.56269526 Constructive 0.714
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This video should be titled exposing racists, especially fatty on his scooter
This video should be titled exposing racists, especially fatty on his scooter
Identity Attack0.44690517
Insult0.46923602
Profanity0.26555094
Threat0.047835086
Severe Toxicity0.042180564
Moderate 0.53579444 Low Con 0.198 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This is what is knows as soft racism, what people like ishowspeed is doing showing sides of Africa that no one have seen and they are also people. The these just show people like "I …
This is what is knows as soft racism, what people like ishowspeed is doing showing sides of Africa that no one have seen and they are also people. The these just show people like "I hate everyone from Africa like Africa is only Sudan or Somalia... Or Indians eat poop how bizzar is that... There are bad but not everyone is bad... This guy prove everytime I see this video I don't like his videos.... But not all videos are bad. And ofc these illegal stuff is bad, as this title have India I am sure this video will get heat.... cuz everyone hate hardworking people Edit - I also like this guy cuz he is equally racist to everyone... showing the real stuff
Identity Attack0.46028158
Insult0.40243408
Profanity0.34391102
Threat0.054624002
Severe Toxicity0.16960317
Moderate 0.509388 Constructive 0.743
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
as if Indians don't face enough racism already, here comes the blatantly racist titled video and probably even more more racist undertones and rhetoric
as if Indians don't face enough racism already, here comes the blatantly racist titled video and probably even more more racist undertones and rhetoric
Identity Attack0.46028158
Insult0.28586254
Profanity0.13697
Threat0.020436687
Severe Toxicity0.023076924
Moderate 0.4398409 Low Con 0.182 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
You're lucky that at the time when Indians' turn came you've access to the internet 3.0 and can make/post disillusioing videos like this one, otherwise it should ideally be first things first. Some 200 years …
You're lucky that at the time when Indians' turn came you've access to the internet 3.0 and can make/post disillusioing videos like this one, otherwise it should ideally be first things first. Some 200 years ago, when Canada was being formed what would the title be????Inside Canada's European Invasion...😆😆. Why just Canada? Over two-third of the world would be sending you curses as you didn't let a single place alone out of your eagle grade eyes and claws(but only if there was youtube back then). Now you are sulking and whining when others give you a taste of your medicine. Learn to deal with it!!! Europeans never brought a civilization of peace and tranquility to this country either, atleast Indians bring some colors,dynamism,entrepreneurship and hard work which aids its economy.
Identity Attack0.31015682
Insult0.40243408
Profanity0.26735115
Threat0.03856628
Severe Toxicity0.023076924
Moderate 0.4014846 Moderate Con 0.472 Moral_Argument
Feb 9, 2026 Inside Canada's Indian Invasion...
All I saw in this video Bike guy hates African because they are not good People are find with indians Indians are helping in economic growth like any other canadian There is active terrorist group …
All I saw in this video Bike guy hates African because they are not good People are find with indians Indians are helping in economic growth like any other canadian There is active terrorist group "Khalistan" And you did illegal things without canada police permission Then why is video title like that?? Just ask Indian Punjabi how they feel about india... Punjab is jwel of india
Identity Attack0.46050715
Insult0.32211447
Profanity0.064458095
Threat0.0138755
Severe Toxicity0.023076924
Moderate 0.4014846 Constructive 0.529 Policy_Critique
Feb 3, 2026 4 likes Inside Canada's Indian Invasion...
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two …
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two provinces/states - Punjab and Gujarat. From Punjab - Most of the population who migrates to Canada are villagers. They are notoriously famous in Punjab cities as well for creating trouble. They have no civic sense, always getting involved in illegal stuff, some use drugs, no etiquettes, poor hygiene and very arrogant sometimes. Another thing, Canadian government over the years stopped taking in-person interviews and got lenient with rules for gaining a visa especially for students which doesn't make sense and one should be catious so of what kind of people they are letting in their country. This leads to letting in a bunch of wrong people who are already a troublemaker in Punjab and then represents a bad of side of Indians. A side note - Every Indian province is very very different and not all people are same in India. It's definitely a shit situation which shows Canadian government definitely needed a better way to handle immigration. A lot of international students has been exploited by the system as well if you get to know from there point of view as well. Seeing the thumbnail and title of this video shows what kind of a person Tyler is. Without a proper research and understanding, he just made a video to appease people who hates on Indians. Title says Invasion, is he for real? I see way more Chinese immigrants here in Canada than any other nationality. Punjabi Indians are to be blamed as for creating a bad picture for themselves but hating on whole country without knowing them feels prejudiced. I hope whoever is reading to really open their eyes and understands that this is a government failure for not having strict rules and regulations. Indians have been immigrating to Canada for more than 100 years but you see them as a problem now due to last 8 years of bad decisions. Last thing, you see more Indians in Tim Hortons and mock them, is that a bad thing on loving and supporting a Canadian brand? Definitely poor english speaking employees is a problem, but that is a management issue. You don't like it, have a word with the Manager if they don't act on it, then I guess they don't really care for your opinion. Its on you now whether you want your coffee or better english 😂
Identity Attack0.17536941
Insult0.08831572
Profanity0.022423252
Threat0.008789998
Severe Toxicity0.0049591064
Low Tox 0.20009702 Constructive 0.774 Policy_Critique
Feb 20, 2026 Inside Canada's Indian Invasion...
Title of this video should be "How Mass Immigration Broke Canada".
Title of this video should be "How Mass Immigration Broke Canada".
Identity Attack0.06613251
Insult0.02264188
Profanity0.0128245065
Threat0.010188141
Severe Toxicity0.0027275085
Low Tox 0.11150667 Low Con 0.181 Policy_Critique
Jun 20, 2025 7 likes How Canada broke its immigration …
Substitute Canada for Australia in the title of this video
Substitute Canada for Australia in the title of this video
Identity Attack0.050671257
Insult0.01767874
Profanity0.015386449
Threat0.009048914
Severe Toxicity0.002937317
Low Tox 0.07291982 Low Con 0.185 Comparative_Framing
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Everyone said they are good but the title of the video doesn’t says so
Everyone said they are good but the title of the video doesn’t says so
Identity Attack0.009101473
Insult0.014390918
Profanity0.022901481
Threat0.008026198
Severe Toxicity0.0021743774
Low Tox 0.044388983 Low Con 0.261 Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I'm from Buffalo and knew this was a Brampton video just based on the title
I'm from Buffalo and knew this was a Brampton video just based on the title
Identity Attack0.014551271
Insult0.013820915
Profanity0.027000591
Threat0.010239923
Severe Toxicity0.002861023
Low Tox 0.043399423 Moderate Con 0.463 Meta_Commentary
Oct 7, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
A golden video that I was about to miss. The title could have been a little better
A golden video that I was about to miss. The title could have been a little better
Identity Attack0.0068076057
Insult0.012262905
Profanity0.022969801
Threat0.010032792
Severe Toxicity0.002746582
Low Tox 0.036162965 Moderate Con 0.402 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Based on the video title I assume the previous policy of open border wasn't dividing the country and all people just accepted that?
Based on the video title I assume the previous policy of open border wasn't dividing the country and all people just accepted that?
Identity Attack0.0063266335
Insult0.008633883
Profanity0.013063621
Threat0.0072365063
Severe Toxicity0.00094890594
Low Tox 0.019980038 Moderate Con 0.431 Question
Feb 11, 2026 5 likes Canada's tighter immigration policy divides …
As a Canadian I knew it was Brampton just from the title of the video Edit: when the video was first uploaded it didn't have Brampton in the title.
As a Canadian I knew it was Brampton just from the title of the video Edit: when the video was first uploaded it didn't have Brampton in the title.
Identity Attack0.007917541
Insult0.008709883
Profanity0.013780965
Threat0.0073789097
Severe Toxicity0.001001358
Low Tox 0.01822079 Moderate Con 0.466
Sep 18, 2025 5,006 likes 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.