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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

click to expand

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: "Instead of making these videos …" 8 comments
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)
Hey Hatemonger. Tim Horton's in India are much nicer than they are in Canada. Google it. Or go visit. Your brain will open up a bit. Instead of videos like this make a video questioning …
Hey Hatemonger. Tim Horton's in India are much nicer than they are in Canada. Google it. Or go visit. Your brain will open up a bit. Instead of videos like this make a video questioning Canadian government policies and why immigration authorities are asleep at the wheel as visas and permits expire and people overstay their visits. Quality of Canadian YT content is being run into the sewage by creators like you.
Identity Attack0.11396073
Insult0.39297962
Profanity0.032894265
Threat0.008349842
Severe Toxicity0.009994507
Moderate 0.37751234 Constructive 0.512 Policy_Critique
Feb 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...
4:57 Of course Indian migrants contribute way more than African or Muslim migrants this goes without saying. That explains how we are literally the most successful group in the west. Indians in the UK USA …
4:57 Of course Indian migrants contribute way more than African or Muslim migrants this goes without saying. That explains how we are literally the most successful group in the west. Indians in the UK USA Australia according to govt stats themselves have the highest income per capita, tax contribution per capita lowest crime rate and highest education levels (in the USA it is measured by standardized test scores like avg SAT scores and % of population with college degrees). This is a proven fact based on the figures no other community/demographic is as law abidding and successful as Indians in every single western country. Indians are CEOs of major tech firms like microsoft google adobe ibm etc yet you won't mention that cause it goes against your agenda. The most successful demographic in the west (US UK Canada) are Indians. Highest income per capita, highest education levels and lowest cmre rates. When Indians move into a neighborhood property prices rise. This isn't creating chaos as this kid claims as Indians assimilate pay taxes have extremely low crmre rates and also the highest tax and income contribution per capita. Instead of making videos constantly deriding Indians why don't you point out the fact street harrassers across western europe targeting women are almost all Muslims from Afghanistan, Pakistan etc. Most pdfile groomong gongs in the UK are comprised of pakistani abdools. They have been operating in every town and city since the 60s. This youtuber probably doesn't even know who Tommy Robinson is
Identity Attack0.32476485
Insult0.0836065
Profanity0.10301965
Threat0.013702838
Severe Toxicity0.015221698
Low Tox 0.2854733 Constructive 0.744 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Videos like these would be nicer if you did research/fact-checked people's statements. I know the purpose is to get the POV of the general populace, but it sucks hearing at the end of the video …
Videos like these would be nicer if you did research/fact-checked people's statements. I know the purpose is to get the POV of the general populace, but it sucks hearing at the end of the video "Well, idk why" when you could improve the quality of the video by supporting or rejecting claims people make. Also, asking more balanced questions instead of biased ones is another way you can improve. For example, no difficult questions or claims against the anti-immigration Canadians were given - they were basically just asked "why do you think this?" On the other hand, the pro-immigration migrants were given questions regarding claims made by the anti-immigrant Canadians - which again was never fact checked by your team. It's difficult and feels like a waste of time when we're just hearing testimony - as important as each individual's story is - but without any critical thinking or research applied.
Identity Attack0.05612817
Insult0.16883044
Profanity0.21348765
Threat0.007689608
Severe Toxicity0.008735657
Low Tox 0.25462922 Constructive 0.833
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Oh man, why wasn't I in that video? The thing is, when you bring up people who faced discrimination and serious problems in their home countries—like not having access to a decent standard of living, …
Oh man, why wasn't I in that video? The thing is, when you bring up people who faced discrimination and serious problems in their home countries—like not having access to a decent standard of living, proper culture, or good education—it makes everything so much harder for them when they arrive in a new country too.I also want to talk about jobs in Canada, bruh. All the industries seem dominated by specific ethnic groups that have basically taken them over. For example, in construction, you mostly see Spanish or Portuguese crews who only speak their own language on the job. And Indians—they've pretty much taken over all the Walmarts and fast-food chains in Canada.They should've kept Canada truly multicultural instead of letting it turn into this. And don't even get me started on the nepotism in the job market lol. You cant even make a gues how hard was for me to find a roofing company that speaks english in their crews lol.
Identity Attack0.06294931
Insult0.045593183
Profanity0.035399333
Threat0.007754337
Severe Toxicity0.0038719177
Low Tox 0.121732734 Constructive 0.756
Jan 27, 2026 Inside Canada's Indian Invasion...
then explain how we are literally the most successful group in the west especially in the US? Also tell that to Kash Patel, Vivek Ramaswamy and the numerous Indian CEOs all over America. Indians in …
then explain how we are literally the most successful group in the west especially in the US? Also tell that to Kash Patel, Vivek Ramaswamy and the numerous Indian CEOs all over America. Indians in the UK USA Australia according to govt stats themselves have the highest income per capita, tax contribution per capita lowest crime rate and highest education levels (in the USA it is measured by standardized test scores like avg SAT scores and % of population with college degrees). This is a proven fact based on the figures no other community/demographic is as law abidding and successful as Indians in every single western country. Indians are CEOs of major tech firms like microsoft google adobe ibm etc yet you won't mention that cause it goes against your agenda. The most successful demographic in the west (US UK Canada) are Indians. Highest income per capita, highest education levels and lowest cmre rates. When Indians move into a neighborhood property prices rise. This isn't creating chaos as this kid claims as Indians assimilate pay taxes have extremely low crmre rates and also the highest tax and income contribution per capita. Instead of making videos constantly deriding Indians why don't you point out the fact street harrassers across western europe targeting women are almost all Muslims from Afghanistan, Pakistan etc. Most pdfile groomong gongs in the UK are comprised of pakistani abdools. They have been operating in every town and city since the 60s. This youtuber probably doesn't even know who Tommy Robinson is
Identity Attack0.061130337
Insult0.04852104
Profanity0.025907494
Threat0.008712323
Severe Toxicity0.0037956238
Low Tox 0.112850055 Constructive 0.726 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
then explain how we are literally the most successful group in the west especially in the US? Also tell that to Kash Patel, Vivek Ramaswamy and the numerous Indian CEOs all over America. Indians in …
then explain how we are literally the most successful group in the west especially in the US? Also tell that to Kash Patel, Vivek Ramaswamy and the numerous Indian CEOs all over America. Indians in the UK USA Australia according to govt stats themselves have the highest income per capita, tax contribution per capita lowest crime rate and highest education levels (in the USA it is measured by standardized test scores like avg SAT scores and % of population with college degrees). This is a proven fact based on the figures no other community/demographic is as law abidding and successful as Indians in every single western country. Indians are CEOs of major tech firms like microsoft google adobe ibm etc yet you won't mention that cause it goes against your agenda. The most successful demographic in the west (US UK Canada) are Indians. Highest income per capita, highest education levels and lowest cmre rates. When Indians move into a neighborhood property prices rise. This isn't creating chaos as this kid claims as Indians assimilate pay taxes have extremely low crmre rates and also the highest tax and income contribution per capita. Instead of making videos constantly deriding Indians why don't you point out the fact street harrassers across western europe targeting women are almost all Muslims from Afghanistan, Pakistan etc. Most pdfile groomong gongs in the UK are comprised of pakistani abdools. They have been operating in every town and city since the 60s. This youtuber probably doesn't even know who Tommy Robinson is
Identity Attack0.061130337
Insult0.04852104
Profanity0.025907494
Threat0.008712323
Severe Toxicity0.0037956238
Low Tox 0.112850055 Constructive 0.726 Moral_Argument
Jan 27, 2026 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.