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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: "you should do a video …" 1,144 comments · Page 21 of 46
Indians have been in Canada for a very long time. Many came from Punjabi closer to colonial times. The racism in the comments is inexcusable. People of all different backgrounds commit crimes , public nuisances, …
Indians have been in Canada for a very long time. Many came from Punjabi closer to colonial times. The racism in the comments is inexcusable. People of all different backgrounds commit crimes , public nuisances, etc. and the complaining of dominating every industry? I’m not sure what angle that is. Maybe the other groups should do better at dominating industries or advocate for businesses to hire other Canadians (equal opportunity employment). And the whole “ cow poop video” Tyler posted is one village in India ; which of course makes Indians collectively look bad and gives way for many of you in the comments to continually perpetuate this idea that Indians are sub-human. And Tyler, word of advice, if you’re going to show parts of the Indian community and Hinduism religion in Canada — at least learn to pronounce words correctly so you don’t sound like a complete idiot.
Identity Attack0.21075934
Insult0.16124763
Profanity0.05268429
Threat0.009359611
Severe Toxicity0.0077819824
Low Tox 0.25462922 Constructive 0.677 Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Where can I find this woman I’d like to post her video.
Where can I find this woman I’d like to post her video.
Identity Attack0.04151922
Insult0.03511308
Profanity0.14225815
Threat0.12382901
Severe Toxicity0.017610285
Low Tox 0.25462922 Moderate Con 0.431 Meta_Commentary
Sep 15, 2025 1 likes Why Canadians Are Turning Against …
Everything in this video is flee information and fear monger ing
Everything in this video is flee information and fear monger ing
Identity Attack0.02439919
Insult0.061976057
Profanity0.07191269
Threat0.012492486
Severe Toxicity0.010223389
Low Tox 0.25462922 Low Con 0.11 Policy_Critique
Feb 5, 2026 Inside Canada's Indian Invasion...
At the end, why are you asking "why?" You have super delicious food, you have a growing economy feeding the national GDP, you have super nice people. Also, if immigrants don't "integrate" then you get …
At the end, why are you asking "why?" You have super delicious food, you have a growing economy feeding the national GDP, you have super nice people. Also, if immigrants don't "integrate" then you get to enjoy a diversity of culture instead of it being white washed down to hamburgers and soggy, bland fries. Seriously, I don't understand any of the xenophobia in the comments- or the video here! Some of y'all sound like the MAGA that we have such a problem with here in the USA.
Identity Attack0.28034934
Insult0.0838533
Profanity0.026180768
Threat0.0073918556
Severe Toxicity0.006942749
Low Tox 0.25462922 Constructive 0.753 Moral_Argument
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I live here and having seen your Somali and Hasidic Jew videos at least I'm grateful that the Indians seem to be a lot nicer
I live here and having seen your Somali and Hasidic Jew videos at least I'm grateful that the Indians seem to be a lot nicer
Identity Attack0.28034934
Insult0.07396803
Profanity0.09389619
Threat0.011612174
Severe Toxicity0.016319158
Low Tox 0.2540519 Constructive 0.618 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
I have loved your channel for a while now, but i really do not like how you allowed the racist man in the safety vest to be in this video. I recognize Canada has huge …
I have loved your channel for a while now, but i really do not like how you allowed the racist man in the safety vest to be in this video. I recognize Canada has huge problems with excess immigration and we can't meet the demands we are insinuating we can meet to potential immigrants. I also recognize that there is a a huge problem with Indian students being lured here under false pretences and this issue needs to be exposed. However, I don't think you should have given an openly racist person a platform to share their views and you laughed when they said obviously racist things. He said "I'm as racist as the next person" and you laughed. Sorry but what?! He is normalizing his racism and you are playing along. Just pick a different person to interview. He said "better indians than muslims, africans, etc....." Canada hasn't been around that long relative to other places. This guy came from immigrants like 1-2 generations ago. You probably got a lot of footage to choose from. Why him?
Identity Attack0.20680901
Insult0.16758773
Profanity0.027410502
Threat0.008815889
Severe Toxicity0.0059127808
Low Tox 0.2524482 Constructive 0.805 Moral_Argument
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
Look up a video about an indian street. Try to guess what happens when those drivers try to drive on civilized land. They will make it uncivilized. Deadly. For you. And your kids.. sorry, cats …
Look up a video about an indian street. Try to guess what happens when those drivers try to drive on civilized land. They will make it uncivilized. Deadly. For you. And your kids.. sorry, cats and dogs, I guess.
Identity Attack0.1232452
Insult0.06652143
Profanity0.024267852
Threat0.13815513
Severe Toxicity0.0119018555
Low Tox 0.24924077 Low Con 0.245 Fear_Threat
Feb 7, 2026 Inside Canada's Indian Invasion...
the difference is not the color of the skin, the difference is cultural.. when people move to any country and refuse to assimilate and adopt the ways of the host country.. instead they bring their …
the difference is not the color of the skin, the difference is cultural.. when people move to any country and refuse to assimilate and adopt the ways of the host country.. instead they bring their own rules and the way they did things from the country of origin. if they throw trash in the streets where they use to live they throw trash in the streets in the host country.. and again as I said on another video of yours, we use to have a sustainable model that took in high value people (most of the time) now with the liberals they have brought in everyone including criminals, those who refuse to speak English, those who want to keep the way of life they had elsewhere, uneducated, and going to fake schools that are only there to get people here on student visas. their culture is one of scams, racism, do we have good east Indians? yes 100% I have met many that I love, but over these past few years the ones who have taken over.. no.. they do not have any respect for us or even those East Indians that have been here for generations.
Identity Attack0.15731181
Insult0.107333586
Profanity0.09324962
Threat0.008841781
Severe Toxicity0.009841919
Low Tox 0.24924077 Constructive 0.705
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm a Canadian, I was born here, who knows what generation Canadian I am - my ancestors were here long before Canada was a country, later they fought for the British (one naughty son fought …
I'm a Canadian, I was born here, who knows what generation Canadian I am - my ancestors were here long before Canada was a country, later they fought for the British (one naughty son fought for the "rebels" americans and was in jail for 5 years), the monarchy granted them 100 acres in the Niagara region which was farmed by a line of my family until the 1980s when the last of that direct line sold which is tragic. blah blah - Canadian. ANYWAY - I love other people, other cultures, every immigrant that spoke in this video I welcome with open arms, would befriend, share a meal with etc. I grew up working with many people from Pakistan and India who were escaping really scary situations, worked their butts off to be part of this country, learn the language, save for a home - live a safe and happy life. Whether you're a first or 50th generation Canadian - you come here and you adapt to our wonderful way - you're a freaking Canadian. That's not happening right now. Like the video said, it's a math problem. One of my largest concerns is that now all these wonderful Canadians who have been here for a long ass time, worked their butts off to be part of the family will now be subject to violence, harassment and racist comments because this population bomb has misrepresented their intentions entirely.
Identity Attack0.14233272
Insult0.16551061
Profanity0.05017922
Threat0.008401625
Severe Toxicity0.007896423
Low Tox 0.24924077 Constructive 0.806 Solidarity
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
I hope the next video is about LMIA (Indianscam)
I hope the next video is about LMIA (Indianscam)
Identity Attack0.16587129
Insult0.06739554
Profanity0.12903778
Threat0.030969119
Severe Toxicity0.014447021
Low Tox 0.24763705 Moderate Con 0.307
Jan 27, 2026 30 likes Inside Canada's Indian Invasion...
No one educated would think America is the greatest country in the world. but great video eh! welcome to candahar.
No one educated would think America is the greatest country in the world. but great video eh! welcome to candahar.
Identity Attack0.09080041
Insult0.10148193
Profanity0.035649836
Threat0.009256045
Severe Toxicity0.007019043
Low Tox 0.24603334 Moderate Con 0.362 Comparative_Framing
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
This video was very, very depressing because it is 100 percent accurate.
This video was very, very depressing because it is 100 percent accurate.
Identity Attack0.012842959
Insult0.056719027
Profanity0.07514556
Threat0.009100696
Severe Toxicity0.0074768066
Low Tox 0.24603334 Moderate Con 0.431
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
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...
Why is it that every leftist who VEHEMENTHLY hates this guy cant watch a minute of his videos? You are overwhelmingly fair in the face of evil.
Why is it that every leftist who VEHEMENTHLY hates this guy cant watch a minute of his videos? You are overwhelmingly fair in the face of evil.
Identity Attack0.05089863
Insult0.13607834
Profanity0.026590679
Threat0.008259222
Severe Toxicity0.004119873
Low Tox 0.24603334 Moderate Con 0.38 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Friendlier people than your last video in a New York town
Friendlier people than your last video in a New York town
Identity Attack0.03223813
Insult0.071750276
Profanity0.05393682
Threat0.013476364
Severe Toxicity0.009651184
Low Tox 0.24442963 Moderate Con 0.376 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
I don’t think Sidhu is going to like this video 😬
I don’t think Sidhu is going to like this video 😬
Identity Attack0.04693319
Insult0.070799805
Profanity0.05393682
Threat0.012596053
Severe Toxicity0.008354187
Low Tox 0.24282593 Moderate Con 0.307 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
These videos are wrong man.
These videos are wrong man.
Identity Attack0.017867407
Insult0.05203446
Profanity0.07676199
Threat0.009877442
Severe Toxicity0.0066375732
Low Tox 0.2412222 Low Con 0.234 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
A man of Portugese origin (who were not even considered as White as the WASPS and Northern-Central Europeans till 9.11) is calling white Canadians "native". He should ask his ancestors and the ancestors of his …
A man of Portugese origin (who were not even considered as White as the WASPS and Northern-Central Europeans till 9.11) is calling white Canadians "native". He should ask his ancestors and the ancestors of his fellow Southern European friends the kind of problems they felt and how difficult it was for them to assimilate in the society. Discrimination against Italians and the internal migration from NY to NJ is known to most people. Spanish were not even granted citizenship for the most part. I agree that immigrants should assimilate, not create a dirty atmosphere and be respectful but the xenophobia in this video is insane and so ironic, coming from a Portugese man.
Identity Attack0.28034934
Insult0.0810151
Profanity0.02119352
Threat0.008789998
Severe Toxicity0.006828308
Low Tox 0.2396185 Constructive 0.791 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Who really wants to work? Especially on Mondays and Fridays! Honestly, I'd prefer to collect unemployment, live in my mom's basement, smoke weed, play video games, and complain about all the hardworking Indian folks. It …
Who really wants to work? Especially on Mondays and Fridays! Honestly, I'd prefer to collect unemployment, live in my mom's basement, smoke weed, play video games, and complain about all the hardworking Indian folks. It just seems easier than putting in the hustle. I don't understand what the problem is. If someone wants to work, we should let them. Clearly, we have different priorities. We only get one life—just enjoy it and keep complaining about all the Indian people actually doing the work. We need someone to hate and complain about so we can hide our laziness. Honestly, if they leave, we’ll have to go to work, and I don’t think that's going to be easy. So, I'll say thanks to the foreigners who are actually working and paying taxes so we can collect our welfare checks.
Identity Attack0.23239216
Insult0.08484049
Profanity0.064458095
Threat0.012596053
Severe Toxicity0.008773804
Low Tox 0.2396185 Constructive 0.586 Humor_Satire
Aug 29, 2025 Why Canadians Are Turning Against …
Thank you to that second Indian woman in this video. I love immigrants like this. You people truly enrich our country. We love you. But we've got a problem people and it's all ideology.
Thank you to that second Indian woman in this video. I love immigrants like this. You people truly enrich our country. We love you. But we've got a problem people and it's all ideology.
Identity Attack0.25309357
Insult0.06687108
Profanity0.06946823
Threat0.010110466
Severe Toxicity0.008811951
Low Tox 0.23812068 Constructive 0.701
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Tyler's videos over the years prove that white people wherever they be are actually really cool.
Tyler's videos over the years prove that white people wherever they be are actually really cool.
Identity Attack0.27798235
Insult0.05964688
Profanity0.07449899
Threat0.010550622
Severe Toxicity0.008888245
Low Tox 0.23812068 Moderate Con 0.466 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
On 5:20 the lady says I came 50 years ago, and she barely speaks English. How is it possible? Simple people worldwide have to tear their buts up to get high scores in CELPIP, IELTS, …
On 5:20 the lady says I came 50 years ago, and she barely speaks English. How is it possible? Simple people worldwide have to tear their buts up to get high scores in CELPIP, IELTS, getting 10-11 out of 12, and still not enoughj points for application. But how the people like the ones on the video (guy on 4th minute) and the lady on the 5th minute) infiltrated into Canada? Pure abuse
Identity Attack0.04925346
Insult0.11464815
Profanity0.09260304
Threat0.010110466
Severe Toxicity0.0077819824
Low Tox 0.23812068 Constructive 0.516
Oct 17, 2025 Inside Canada's Indian Metropolis (Brampton)
After finishing the video you asked why, and still didn't have an answer. This is lazy of you. It is very easy to find the answer. The answer is economics, specifically capitalism and the welfare …
After finishing the video you asked why, and still didn't have an answer. This is lazy of you. It is very easy to find the answer. The answer is economics, specifically capitalism and the welfare state. In order for capitalism to function the best for asset owners, the economy must continue to grow. Company revenues, stock prices, home prices, assets in general. Also, the welfare state needs to have more younger workers paying into the system to cover welfare services for the elderly retired population. Back in the 1950s, economists in Western countries realized their population demographics were inverting. Meaning, the elderly population was growing while the younger population growth rate was slowing down. This is the natural outcome of a wealthy educated society—the elderly live longer due to better healthcare and living conditions, and women tend to have fewer children as they spend more time in school and pursue a career, also families need fewer children compared to poor agrarian societies for various reasons. As such, these economists advised the politicians to increase immigration. This was the way to get more workers in your country to prevent a slow deflationary spiral by increasing consumption, and increase the tax base. Bonus if you bring in STEM workers as economies are becoming more dependent on tech. Anyway that's your answer.
Identity Attack0.0073995716
Insult0.16897665
Profanity0.044668075
Threat0.007598988
Severe Toxicity0.0039863586
Low Tox 0.23812068 Constructive 0.634
Jan 3, 2026 Inside Canada's Indian Metropolis (Brampton)
These days influencers be like - oh m not getting views, Idea - Make video on Immigration Brampton,show them as a burden. Get more views, 😮
These days influencers be like - oh m not getting views, Idea - Make video on Immigration Brampton,show them as a burden. Get more views, 😮
Identity Attack0.10293542
Insult0.07365121
Profanity0.05393682
Threat0.02371728
Severe Toxicity0.009002686
Low Tox 0.23739935 Moderate Con 0.322
Oct 2, 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.