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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 does this video have …" 1,144 comments · Page 8 of 46
The problem I saw about Indian immigrants is that they brought the bad side of their culture like dumping garbage anywhere. Don't get me wrong, Canadians do that too but the scale of disregarding rules …
The problem I saw about Indian immigrants is that they brought the bad side of their culture like dumping garbage anywhere. Don't get me wrong, Canadians do that too but the scale of disregarding rules and essentially laws in Canada is appalling. I saw a video of them literally shitting in beaches. I applaud those who are still promoting the good side in Indian culture like helping the needy and treating everyone as human beings regardless of your race, religion and origin.
Identity Attack0.50588524
Insult0.46327567
Profanity0.39409557
Threat0.011094344
Severe Toxicity0.028730227
Moderate 0.47886392 Constructive 0.775 Identity Attack Policy_Critique
Nov 11, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
bruh i just watched your flat earth video and the alien stuff and now you upload SICK. ps i am just enjoying the silliness and real reporting
bruh i just watched your flat earth video and the alien stuff and now you upload SICK. ps i am just enjoying the silliness and real reporting
Identity Attack0.084182754
Insult0.4302003
Profanity0.20375896
Threat0.01508414
Severe Toxicity0.023076924
Moderate 0.47772613 Low Con 0.224
Jan 27, 2026 Inside Canada's Indian Invasion...
6 ads and paid ad reads in a 20 minute video is ridiculous
6 ads and paid ad reads in a 20 minute video is ridiculous
Identity Attack0.017163984
Insult0.38406035
Profanity0.26638454
Threat0.010680079
Severe Toxicity0.022322904
Moderate 0.47622904 Low Con 0.169 Meta_Commentary
Mar 3, 2026 1 likes Inside Canada's Indian Invasion...
Bike Guy Thinks He Knows India By watching Internet Videos.. .. I Guess Low Iq runs wild In Ametican Continent...... Thats as low as u get....
Bike Guy Thinks He Knows India By watching Internet Videos.. .. I Guess Low Iq runs wild In Ametican Continent...... Thats as low as u get....
Identity Attack0.2808415
Insult0.48569724
Profanity0.1654338
Threat0.015947454
Severe Toxicity0.023152983
Moderate 0.47622904 Low Con 0.184 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's …
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's funny how foreigners mostly w8tes will travel to India and purposely go to the worst places to travel (old delhi, varanasi, Calcutta) which is common knowledge not only amongst Indians themselves but amongst travelers globally, just so they can make negative videos for sensation and views and then assume the entire country looks like that. When the fact of the matter is India has beautiful beaches, resorts in the south (kerela goa etc ie tourist areas) beautiful mountains and snowy areas in the north like Shimla, Risikesh in states like himachal pradesh and uttarkhand, theres ther north east which has arunachal pradesh etc. Yet despite common knowledge amongst those who travel to India these vloggers choose to avoid such places for the former just for content and to make videos such as this. Channels like Chris Lewis, Alfonso and Jessica, Daily Max, Van Boys, GallivanterDom, Dunney Travels are much more honest and unbiased with their vlogs on India showing both the good and bad side of the country. Both the beautiful luxurious sides as well as the slums and poverty. Unlike vloggers like this who only show the negative sides of India for the sake of views, content and engagement farming. Positive videos on India never go as viral as the negative ones. The algorithm always pushes negativity over positivity
Identity Attack0.37655997
Insult0.44126466
Profanity0.29209393
Threat0.0347677
Severe Toxicity0.052940834
Moderate 0.47473195 Constructive 0.728 Policy_Critique
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh …
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh no no Indians can't be in the government even though they have been living in the Brampton and GTA area for generations they are overlooked as real citizens but now that things have changed social media pages and channels like this have been for the past 3-4 years spreading propaganda about Indians ruining Canada or some stupid shit like that. This video is just highlighting how easy it is to make this divisive content. This is in similar lines to those Instagram reel pages that post every little mistake Indian people do and get recorded and shamed for it online. Other races do the same shit but those pages only post about Indians. Target a specific group, even though all races have people like that. Racism needs a target race, it's like a hate group that's now festering online. I don't see these racists outside, but I know they are there silently judging me sitting in a public place. As for the amount of Immigrants, complain to your government. Actually try to make a change instead of being racist and divisive. This is not a solution, in fact it's the opposite of an actual solution that would work. All I see is Indian people especially in Brampton are hard workers that work 10+ hour shifts for minimum pay living paycheck to paycheck, and they are getting exploited by the companies that are Canadian but no one wants to talk about that, let's just complain about an ethnic group instead. Damn schizos.
Identity Attack0.48915586
Insult0.47787863
Profanity0.4001375
Threat0.06658544
Severe Toxicity0.16960317
Moderate 0.47173777 Constructive 0.706
Oct 4, 2025 16 likes Inside Canada's Indian Metropolis (Brampton)
It all boils down to how the Indians are raised in their own country. They are raised with the individual mentality. Do for yourself, and to hell with the others. Leave it for someone else …
It all boils down to how the Indians are raised in their own country. They are raised with the individual mentality. Do for yourself, and to hell with the others. Leave it for someone else to take care of. This is why their country is one of the dirtiest in all the world. They use the streets as a garbage can or toilet, then just leave it for someone else to clean it up. But, when everyone is raised with this attitude, there's no one left to clean it up. In India, they have the "untouchables". Yes, the caste system is still operating in India, although it's not recognized by the government. It's the untouchables that are supposed to clean up all the trash and feces off the streets, but they never do. They don't get paid to do it. This is why their trash clean up is so poor as far as having trucks go around and pick it up to take to a landfill. There are very few untouchables and the other people won't work for the trash pick up companies, because they feel it's beneath them. So, they trash their country and instead of cleaning it up, they move to another country to trash it. My brother used to be a truck driver for many years. Every time he saw a truck rolled over on it's side, he'd say "Must have been an Indian", because every rolled over truck he ever saw was driven by someone from India. If you look at videos of the traffic in India, you will see lot of trucks rolled over, and you'll see no one pay attention to stop lights, stop signs and everyone just cuts off everyone. This is the individual idea. I have to get somewhere, so I will cut you off to get there. It's always "Me, me, me". This attitude causes so many wrecks. Westerners have a hard time driving in India because we are all raised with everyone in mind, not just ourselves. We are a community, not an individual. We need to put a big wall around India and stop all airplanes going in and out, so they don't spread their diseased ideals of life and end up ruining another country. Do you know why India doesn't really take military training very seriously? Because no other country wants to invade and have to deal with the clean up. At this point, it's just about impossible to ever clean that country up.
Identity Attack0.50588524
Insult0.43450394
Profanity0.3813392
Threat0.046541955
Severe Toxicity0.16960317
Moderate 0.47119883 Constructive 0.685 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
i live in Toronto close to Brampton... this video is soooo fake
i live in Toronto close to Brampton... this video is soooo fake
Identity Attack0.058401883
Insult0.26957804
Profanity0.17752954
Threat0.010938995
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.411 Meta_Commentary
Feb 21, 2026 Inside Canada's Indian Invasion...
2:30 at this point he is just rage baiting and i also fall for this, when the guy said punjab next shot you get this dirtiest street i mean point are you making here all …
2:30 at this point he is just rage baiting and i also fall for this, when the guy said punjab next shot you get this dirtiest street i mean point are you making here all of punjab look like this, with that logic i can show you probably dirtier steet than this in Toronto. first he made poop festival video which are unknown from 99.99% of indian and painted as it is celebrated like holi and Diwali, i can also give the weirdest festival around the global that you never imagined and why did he made video about poop tasting and throwing festival that are celebrated in texas because he wil not get the clout, there are hundreds of thousands of video about white guy pooping on road,street and randomly showed up at seven 11 store pooped and left, and we love you canada so much why millions of Canadian come india for health checkup and medical treatment. Whites are born hypocrites for centuries they colonies india and other part of world snatch their resources for themselves that time they were enjoying and now other peoples came their country and contributing to their economy for that they are crying
Identity Attack0.29798782
Insult0.36798462
Profanity0.2980872
Threat0.146441
Severe Toxicity0.16960317
Moderate 0.47119883 Constructive 0.519 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Without the Indians, Brampton would probably be like London, Ontario a drug ridden and zombie city Proof is in your other video. https://www.youtube.com/watch?v=Bh7no3OVjWY Be thankful.
Without the Indians, Brampton would probably be like London, Ontario a drug ridden and zombie city Proof is in your other video. https://www.youtube.com/watch?v=Bh7no3OVjWY Be thankful.
Identity Attack0.50515765
Insult0.4339631
Profanity0.09775851
Threat0.013702838
Severe Toxicity0.023076924
Moderate 0.47119883 Low Con 0.246 Identity Attack Solidarity
Dec 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Man this channel gets more racism every video but I’m here for it
Man this channel gets more racism every video but I’m here for it
Identity Attack0.37292135
Insult0.23704576
Profanity0.18786818
Threat0.030278467
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.339 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Everytime I watch these videos I feel like I'm infilitrating a racist pro-trump cult :D
Everytime I watch these videos I feel like I'm infilitrating a racist pro-trump cult :D
Identity Attack0.39966375
Insult0.40243408
Profanity0.18049006
Threat0.014911477
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.328 Humor_Satire
Feb 7, 2026 Inside Canada's Indian Invasion...
Canada is awful. This video is great but just touches the surface.
Canada is awful. This video is great but just touches the surface.
Identity Attack0.46028158
Insult0.40698266
Profanity0.21673056
Threat0.0113014765
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.426
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Another racist video. Shockers.
Another racist video. Shockers.
Identity Attack0.2854555
Insult0.38406035
Profanity0.10363861
Threat0.013424582
Severe Toxicity0.023076924
Moderate 0.46982017 Low Con 0.172 Meta_Commentary
Jan 28, 2026 5 likes Inside Canada's Indian Invasion...
After poop controversy tylar new india video 😂😂😂 , dont. Wary Indians help you😂😂😂😂
After poop controversy tylar new india video 😂😂😂 , dont. Wary Indians help you😂😂😂😂
Identity Attack0.41052565
Insult0.3416952
Profanity0.33023968
Threat0.1348172
Severe Toxicity0.16960317
Moderate 0.46716887 Low Con 0.15 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Just to make a correction, I 25 (F) daughter of immigrant parents was born and raised here, live in the greater toronto area and wanted to mention that a lot of folks believe the ones …
Just to make a correction, I 25 (F) daughter of immigrant parents was born and raised here, live in the greater toronto area and wanted to mention that a lot of folks believe the ones behind the crime rise in toronto are the new immigrants. I'm sorry to break it to y'all but if you do the research a lot of the people behind the crimes are born and raised canadian idiots (they could either be white canadian or children of immigrants aka 1st generation Canadians from any country). Its a big misconception people have regarding the crimes. All they see is a non white name and assume they're an immigrants. Majority of them are actually not even immigrants. I just had to stop the video and mention that.
Identity Attack0.4482637
Insult0.5130944
Profanity0.22622968
Threat0.010395273
Severe Toxicity0.023076924
Moderate 0.46186632 Constructive 0.787 Insult
Dec 11, 2025 Inside Canada's Indian Metropolis (Brampton)
Informative video. But the dude in it is awful.
Informative video. But the dude in it is awful.
Identity Attack0.048737846
Insult0.46774593
Profanity0.22542313
Threat0.011146127
Severe Toxicity0.016190045
Moderate 0.45757914 Low Con 0.263
Jun 19, 2025 1 likes How Canada broke its immigration …
Lol why not also make video on illegal people and drug trafficking from your ancestors country Brazil 😂. Also they start following international visitors from the airport and scam/loot them on the way!
Lol why not also make video on illegal people and drug trafficking from your ancestors country Brazil 😂. Also they start following international visitors from the airport and scam/loot them on the way!
Identity Attack0.46028158
Insult0.35016364
Profanity0.15195307
Threat0.13464862
Severe Toxicity0.024350211
Moderate 0.45757914 Low Con 0.282 Unverified_Claim
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Why is racism normal when it comes to Indian people Indian people are not dirty people just because a very small amount o them eat a small amount of poo because of religious regions and …
Why is racism normal when it comes to Indian people Indian people are not dirty people just because a very small amount o them eat a small amount of poo because of religious regions and Canada won't become Indian just because there are Indiana people in Canada I bet native people dint want Canada to become like england oh that's racist but its not when it's said about Indian people right And they moved away from Indian because Indian at lest in the video I see you don't live you survive so why would they not move to a better country so they can live and there kids can live
Identity Attack0.48915586
Insult0.42743355
Profanity0.2317999
Threat0.025443908
Severe Toxicity0.044870634
Moderate 0.45757914 Constructive 0.597 Moral_Argument
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Bro, I was just sitting here eating my cereal & looking for something good to watch & now I'M catching strays?! Wtf.. the video isnt even ABOUT US 😂
Bro, I was just sitting here eating my cereal & looking for something good to watch & now I'M catching strays?! Wtf.. the video isnt even ABOUT US 😂
Identity Attack0.024801146
Insult0.13245803
Profanity0.4185329
Threat0.02855184
Severe Toxicity0.024631912
Moderate 0.4575469 Moderate Con 0.459 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
I guess I'm racist for watching this video now
I guess I'm racist for watching this video now
Identity Attack0.3817989
Insult0.16989174
Profanity0.22562476
Threat0.026652548
Severe Toxicity0.023076924
Moderate 0.45751464 Moderate Con 0.338
Sep 29, 2025 IRCC Names India in Study …
It's great idea to get views 😊 Just make videos on India and disrespect them
It's great idea to get views 😊 Just make videos on India and disrespect them
Identity Attack0.4887047
Insult0.2435641
Profanity0.19155724
Threat0.091630474
Severe Toxicity0.02458496
Moderate 0.4574824 Low Con 0.272 Meta_Commentary
Feb 7, 2026 3 likes Inside Canada's Indian Invasion...
Canada is being destroyed by this invasion from India. They are destroying our Canadian culture and replacing it with theirs. Saw videos where they are encouraged to go to food banks and get free food. …
Canada is being destroyed by this invasion from India. They are destroying our Canadian culture and replacing it with theirs. Saw videos where they are encouraged to go to food banks and get free food. They’ve done nothing but ruin Canada as they never wanted to become Canadians or accept our culture and beliefs. Every Tim Horton is run by people from India. White Canadians lost their jobs and need not reapply.
Identity Attack0.55044734
Insult0.3388922
Profanity0.051181246
Threat0.03407705
Severe Toxicity0.023076924
Moderate 0.45549932 Moderate Con 0.464 Identity Attack Identity_Assertion
Dec 26, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Another video to spread hatred against Indians.
Another video to spread hatred against Indians.
Identity Attack0.50125694
Insult0.18107465
Profanity0.14754629
Threat0.06820184
Severe Toxicity0.023076924
Moderate 0.45243698 Low Con 0.195 Identity Attack Moral_Argument
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
You cant even share this video and when i commented on other videos to watch it my comment gets removed... thats fkd
You cant even share this video and when i commented on other videos to watch it my comment gets removed... thats fkd
Identity Attack0.019877186
Insult0.20434737
Profanity0.3938786
Threat0.01238892
Severe Toxicity0.02420936
Moderate 0.45090583 Moderate Con 0.376 Meta_Commentary
Jan 29, 2026 109 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.