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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: "I LOVE the fact that …" 16 comments
Elbows up love the fact that they are erasing canadian culter for indian culture in 150 years canada will be 10 percent white good job assholes
Elbows up love the fact that they are erasing canadian culter for indian culture in 150 years canada will be 10 percent white good job assholes
Identity Attack0.57150364
Insult0.6675394
Profanity0.62717754
Threat0.0824309
Severe Toxicity0.34977677
Toxic 0.76197964 Low Con 0.166 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
To see so many "likes" and "laughs" for the guy on the bike is despicable. He was not "speaking facts", he was simply being ignorant and racist, which you guys love to see, smh. I …
To see so many "likes" and "laughs" for the guy on the bike is despicable. He was not "speaking facts", he was simply being ignorant and racist, which you guys love to see, smh. I always find it so fascinating how much "hate" the world has for Africans/blacks. Claiming that they're "sooooo inferior/unintelligent"🙄😒 lol, we all know that IF that were honestly the case then the world wouldn't need to constantly try to put them at a disadvantage. IF you all honestly believed that "blacks are inferior", then you wouldn't constantly be obsessed with black people, you'd simply let them be. We all know it's a projection. People see the greatness and constant resilience of blacks, which pisses you guys off lol. Now argue amongst yourselves under my comment 😌✊🏽✊🏾✊🏿😝
Identity Attack0.5075293
Insult0.49389273
Profanity0.2659699
Threat0.014393489
Severe Toxicity0.02458496
Moderate 0.50759226 Constructive 0.545 Identity Attack Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I LOVE the fact that the bike guy said Indians are at least better than Muslims and Africans 🤣🤣🤣. He is well informed on the different cultures. As a Canadian people here always complain about …
I LOVE the fact that the bike guy said Indians are at least better than Muslims and Africans 🤣🤣🤣. He is well informed on the different cultures. As a Canadian people here always complain about Indians rightfully so and I always say hey we have Muslim refugees sneaking in here under the radar cuz all eyes are on the Indians.
Identity Attack0.55044734
Insult0.28997475
Profanity0.0935729
Threat0.012337137
Severe Toxicity0.023076924
Moderate 0.44573322 Constructive 0.673 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
The hate in the comments is sad. The fact that people can’t differentiate their racist tendencies from their sense of nationalism is concerning. You guys love to comment “it is racist to not want Indians …
The hate in the comments is sad. The fact that people can’t differentiate their racist tendencies from their sense of nationalism is concerning. You guys love to comment “it is racist to not want Indians in Canada” but half of the people in your boat, liking those comments and engaging in discussion are literal bigots whose only points in discussions involving this topic are hateful phrases and ignorance.
Identity Attack0.29035977
Insult0.47020787
Profanity0.035148825
Threat0.007340072
Severe Toxicity0.010528564
Moderate 0.4269174 Moderate Con 0.385 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
As a brown person who migrated to Ireland, i can tell you i haven't met, spoken to or hung out with any of the people from my birth country in years. Why? Because, my Irish …
As a brown person who migrated to Ireland, i can tell you i haven't met, spoken to or hung out with any of the people from my birth country in years. Why? Because, my Irish school mates, my Irish neighbours & Irish colleagues have never made me feel insecure about my color or origins. However in the last five years, some communities like the pakistanis, brazilians & nigerians started creating their ghettos despite the fact that the Irish did not discriminate. They "rule" their ghettos as if they're sovereign territories and do not interact with the Irish, who loves a good banter & socializing. Now the Irish are feeling insecure & one can feel, hear & see the change in attitudes towards immigrants. I fear that in the future i may face the consequences of some other people's decision to stand out instead of mixing. It is quite sad actually!
Identity Attack0.40883094
Insult0.24171697
Profanity0.19893537
Threat0.026652548
Severe Toxicity0.022322904
Moderate 0.3389984 Constructive 0.836 Personal_Narrative
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as …
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as well as image of all Indians. Also, If you want khalistan, why they are not protesting in where their land belongs(so called), why in Canada or Usa? There are 70% of the people are living in canada is punjabi. They have ruined the image of our whole country. We are peace loving people and follow rules but just because of these people, we fell into the same group. Fun fact: why brampton and surrey have bad reputation and increased crime rates because punjabi people live there. Thats heart wrenching. The other aspect is the Canadian government doing nothing to curb thia types of people instead of that these people do crime, get arrested, claim asylum, get free food for 1 year and become the resident of the Canada. I am really frustated and both the goverment and these khalistan entity. Go to hell man.
Identity Attack0.36702603
Insult0.20668297
Profanity0.07870171
Threat0.018364733
Severe Toxicity0.017158391
Moderate 0.3057765 Constructive 0.635 Personal_Narrative
Feb 25, 2026 Inside Canada's Indian Invasion...
Folks....(1) If there are no immigrants We will be eating boring Fish & Chips all the time (2) If immigrants are not here it will be difficult to guard this massive country against Russian threats …
Folks....(1) If there are no immigrants We will be eating boring Fish & Chips all the time (2) If immigrants are not here it will be difficult to guard this massive country against Russian threats from the north (3) If immigrants didn't buy our inflated GTA houses from us then we might not have had the Golden Retirements (4) The Dutch in South Africa lost their colony because they didn't have adequate immigrants to help them hold the massive land they captured (5) When someone is uprooted and brought here, they work 150 % than the lazy locals to reestablish their lives this is a fact supported by various economic studies and this is what becomes the engine propelling the country's economic growth (6) When the Chinese came from Hong Kong the locals blamed the Chinese for everything. When the Italians out grew locals in Woodbridge the locals blamed them for everything and called them as Mafia . Now you guys are painting the same thing on to Brown People .This is hypocrisy and not a fact !!! ALL OF YOU ARE SETTLER DESENDANTS OR IMMIGRANTS IN CANADA UNLESS YOU ARE A NATIVE MIND THAT !!! and be grateful for this beautiful world and the life you have . Another fact is Second world war was won by English & Allies using massive African and Indian armies. So the freedom we enjoy today in Canada was helped by African and Indian soldiers as well !!! The English simply don't have the numbers win by themselves . BE GREATFUL AND LOVE THIS COUNTRY AND IT'S DIVERSITY PERIOD !!! BELOW IS A SAMPLE OF WHAT IMMIGRANTS ARE DOING TO HELP THE ANGLOSAXONS : Immigrant Oppenheimer - Enabled America win Second World War Immigrant Frank Stronach - Founded Magna Corp Immigrant Andrew Carnegie - Founded United Steel Immigrant Albert Einstein - Enabled America win Second World War Immigrant Shiva Ayyadurai- Invented Email Kevin O'Leary - Irish / Lebanese immigrant Elon Musk- South African immigrant AMERICA RUNS ON IMMIGRANT POWER !!! BE GREATFUL !!!
Identity Attack0.28034934
Insult0.1378885
Profanity0.10549548
Threat0.02682521
Severe Toxicity0.015350811
Low Tox 0.2855005 Constructive 0.716 Moral_Argument
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
@mikenewbold1699 Mike tell me one thing do you help your siblings hard time in there life do u take care your parents when there old nah right do u help your poor relatives do something …
@mikenewbold1699 Mike tell me one thing do you help your siblings hard time in there life do u take care your parents when there old nah right do u help your poor relatives do something change there life do you give away money every month to help homeless people no body sleep empty stomach we re far from homeland we love our homeland butt canada is now our homeland because we work live here pay taxes helping Canada to grow to we re Indian we know India is not clean like Canada butt our roots family value culture value is more clean then spring water 💦 life is not all racism talking shett about other people check the facts population of Indian lives in Canada 99.9 working paying tax check canadian born status working class Canadian don’t talk shett still god bless you
Identity Attack0.18235919
Insult0.1711343
Profanity0.10054382
Threat0.0082074385
Severe Toxicity0.013866014
Low Tox 0.26104406 Constructive 0.648 Moral_Argument
Feb 10, 2026 Inside Canada's Indian Invasion...
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at 2:50 was purhaps the most honest 'white' guy you will meet. The fact is Indians didn't take over, the upper class just decided to move north to Bolton or more west to the Halton area. Over time enough Indians replaced them to basically take over important roles like police officers and political positions. Eventually just like East Asians have Markham and parts of Scarborough, the south Asians had a high enough population for Brampton to be considered their home turf. Eventually though it was the student visas that drove Canadians crazy. Millions of students in record time and I believe there was an additional 4 million who came on temporary work visas during covid, eventually Canadians got annoyed. Personally I don't see any problem with it as long as we keep building apartments and homes for the new immigrants to rent and live it doesn't bother me. I would like to see three times more immigration especially from Europe as this country is super underpopulated and we need people to open factories and build companies that will strengthen Canada as a whole and employ our own not just send money back to their countries. So its not an invasion we just need come to a place of understanding and learn to work together. I will finish with the one negative; there truly is a massive lack of assimilation and this may prove to be more of a problem than we realize but I won't go into it. Stay strong my Punjabi friends 👳🏿
Identity Attack0.293411
Insult0.123407245
Profanity0.06596114
Threat0.012285355
Severe Toxicity0.009613037
Low Tox 0.25462922 Constructive 0.875 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Great video. I love the fact you put many people's of color and nationality. Very balanced
Great video. I love the fact you put many people's of color and nationality. Very balanced
Identity Attack0.20483385
Insult0.034562174
Profanity0.06145202
Threat0.01750142
Severe Toxicity0.0090408325
Low Tox 0.19939905 Constructive 0.594 Solidarity
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
As a Canadian, one that lives in GTA at that. Thank you for this video! We have two first languages (French & English)..yet speaking Punjabi is now an asset. Tim Hortons & McDonald’s used to …
As a Canadian, one that lives in GTA at that. Thank you for this video! We have two first languages (French & English)..yet speaking Punjabi is now an asset. Tim Hortons & McDonald’s used to be for our youth…now they can’t get jobs. The one thing we all loved growing up is the fact that our country was so diverse/multicultural. So many people actually born here either move further or have been leaving the country because theres damn near no more Canada. I’m just glad someone finally made an actual video talking about this 🙏🏽Not everyone is a problem, it’s really the past 3-4years that have been awful
Identity Attack0.057492398
Insult0.0654725
Profanity0.25458565
Threat0.0074048014
Severe Toxicity0.008277893
Low Tox 0.18174082 Constructive 0.805 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I love close by. The fact that it's so bad that Tyler made this video, worries me.
I love close by. The fact that it's so bad that Tyler made this video, worries me.
Identity Attack0.011099357
Insult0.047349896
Profanity0.06546012
Threat0.009747985
Severe Toxicity0.0052261353
Low Tox 0.17631748 Moderate Con 0.497 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
*One thing about Tyler Oliveira I know for a fact is that Tyler loves c@ck.* The bigger it is, the more Tyler loves it !!!
*One thing about Tyler Oliveira I know for a fact is that Tyler loves c@ck.* The bigger it is, the more Tyler loves it !!!
Identity Attack0.009767435
Insult0.018581128
Profanity0.058445938
Threat0.008841781
Severe Toxicity0.0051498413
Low Tox 0.09351514 Moderate Con 0.357 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians are nit bad people to be honest. And I love them for the simple fact that they are always experts in whatever they do
Indians are nit bad people to be honest. And I love them for the simple fact that they are always experts in whatever they do
Identity Attack0.06795148
Insult0.0233509
Profanity0.03715288
Threat0.008531082
Severe Toxicity0.003929138
Low Tox 0.09112182 Moderate Con 0.435 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
As much as I hate seeing how bad it’s become, I also love the fact you’re shedding light on it. As a Canadian myself it’s pretty weird that almost anywhere I go in my province, …
As much as I hate seeing how bad it’s become, I also love the fact you’re shedding light on it. As a Canadian myself it’s pretty weird that almost anywhere I go in my province, (Man) it’s like predominantly east Indian other than like reserves which is a rough subject in itself some/most cases.
Identity Attack0.04512853
Insult0.025284592
Profanity0.021808386
Threat0.0065956907
Severe Toxicity0.0020503998
Low Tox 0.08083374 Constructive 0.682 Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
5:33 man I love this guy ! Speaking facts
5:33 man I love this guy ! Speaking facts
Identity Attack0.009693438
Insult0.016024929
Profanity0.024609445
Threat0.009955117
Severe Toxicity0.0032806396
Low Tox 0.051810697 Moderate Con 0.45 Meta_Commentary
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.