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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: "I love how honest they …" 24 comments
i cry everyday , i love people , but the somali and indian race are honestly dirty ,, when youre own country is disgusting , why come here to make our country nasty asf
i cry everyday , i love people , but the somali and indian race are honestly dirty ,, when youre own country is disgusting , why come here to make our country nasty asf
Identity Attack0.7028837
Insult0.6261769
Profanity0.4044591
Threat0.038220957
Severe Toxicity0.35112193
Toxic 0.7570315 Moderate Con 0.395 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
5:13 “I love dudes honestly”. I’m as racist as the next guy. SAME BRO SAME. IF IT LOOKS LIKE A DUCK AND WALKS LIKE A DUCK… it’s a duck. Don’t wait for it to fing …
5:13 “I love dudes honestly”. I’m as racist as the next guy. SAME BRO SAME. IF IT LOOKS LIKE A DUCK AND WALKS LIKE A DUCK… it’s a duck. Don’t wait for it to fing quack lol
Identity Attack0.3817989
Insult0.4339631
Profanity0.29209393
Threat0.091630474
Severe Toxicity0.16960317
Moderate 0.5885171 Moderate Con 0.356
Jan 27, 2026 12 likes Inside Canada's Indian Invasion...
Boy I was working with so many Indian guy I’m going to be honest with you they are lazy when you tell them do to one thing all of a sudden they can’t understand you …
Boy I was working with so many Indian guy I’m going to be honest with you they are lazy when you tell them do to one thing all of a sudden they can’t understand you that why I always say I love working with white peoples n other races people but not with Indian people here in Canada what I mean Indian people I mean from Asia I hate them so bad they need to go please they are ruined Canada 🇨🇦
Identity Attack0.57150364
Insult0.46476576
Profanity0.22552395
Threat0.06238277
Severe Toxicity0.15443328
Moderate 0.54823303 Moderate Con 0.491 Identity Attack Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
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...
LOVE THE WHITE GUY ON THE BIKE HONEST ABOUT WHY WE HAVE BECOME RACIST!!!! 😂😂😂😂 ALL TRUE!!!👌🏻👌🏻
LOVE THE WHITE GUY ON THE BIKE HONEST ABOUT WHY WE HAVE BECOME RACIST!!!! 😂😂😂😂 ALL TRUE!!!👌🏻👌🏻
Identity Attack0.48915586
Insult0.25007802
Profanity0.17566866
Threat0.030623792
Severe Toxicity0.029626917
Moderate 0.47886392 Moderate Con 0.314 Identity_Assertion
Feb 4, 2026 2 likes Inside Canada's Indian Invasion...
Send all Indian back Let Pakistani and Arabs to come they are white, they've honest and hard work people Canadian girls love Pakistani men and Arabs boys they are handsome too
Send all Indian back Let Pakistani and Arabs to come they are white, they've honest and hard work people Canadian girls love Pakistani men and Arabs boys they are handsome too
Identity Attack0.53446084
Insult0.2679134
Profanity0.11230402
Threat0.031314444
Severe Toxicity0.02453801
Moderate 0.4421347 Moderate Con 0.391 Identity Attack Identity_Assertion
Feb 26, 2026 Inside Canada's Indian Invasion...
They love their country but don't want to live there and refuse to go back. Respect for the guy on the bike for being honest, most people don't have the balls to say it. It's …
They love their country but don't want to live there and refuse to go back. Respect for the guy on the bike for being honest, most people don't have the balls to say it. It's not racism, just pattern recognition.
Identity Attack0.14661247
Insult0.26957804
Profanity0.38343847
Threat0.010705971
Severe Toxicity0.019224197
Moderate 0.4394682 Constructive 0.704 Identity_Assertion
Mar 2, 2026 Inside Canada's Indian Invasion...
I love how honest they are. They hate other indians lol
I love how honest they are. They hate other indians lol
Identity Attack0.48990932
Insult0.24928534
Profanity0.20808282
Threat0.014911477
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.396 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
5:06 dude is a savage! Love his honesty, so refreshing. I completely disagree but its honest.
5:06 dude is a savage! Love his honesty, so refreshing. I completely disagree but its honest.
Identity Attack0.06431354
Insult0.35161978
Profanity0.24341469
Threat0.012803185
Severe Toxicity0.020386212
Moderate 0.3974717 Constructive 0.596 Meta_Commentary
Mar 1, 2026 Inside Canada's Indian Invasion...
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints …
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints a very bad perspective for all the genuinely hardworking citizens and residents of Indian origins, why not show that side of them too? There’s obviously actual students who come to study and provide for the community while also maintaining their own culture? What’s wrong with that? Besides, what is a Canadian culture if not a mix of immigrants from all around the world? Are white people also not just immigrants to this country or did they magically spawn in this place? They’ve committed ATROCITIES (not just in Canada), yet have the audacity to act like they’re the cleanest ones in the land. While I do agree some Indians do not improve the reputation, most are really kind, helpful and honest people. Perhaps treat everyone like humans for a change instead of using the bad ones as a benchmark. PS, cutting to the ugly streets when someone mentions Punjab is probably the cheapest attention grab, obviously there’s bad streets, ugly roads, gross people everywhere but so are beautiful ones, lovely countryside views, beautiful mountains and most of all, very hardworking and respectful people as well. Your view of Punjab is just NOT the same as the one of the people in the video who view their motherland as a beautiful place. You can portray every place in the world in that light with the wrong perspective, be it New York, Paris, Barcelona, Cairo, Sydney, Rio, London, etc, but it must be nice to get a few more looks at the expense of demeaning others.
Identity Attack0.13591312
Insult0.2817503
Profanity0.10178173
Threat0.009747985
Severe Toxicity0.009994507
Moderate 0.32020867 Constructive 0.821
Jan 27, 2026 Inside Canada's Indian Invasion...
I honestly love talking to the Indian dudes in my town but it does have me wondering like will there be more Indian folk here one day then white folk? Like it’s kinda scary in …
I honestly love talking to the Indian dudes in my town but it does have me wondering like will there be more Indian folk here one day then white folk? Like it’s kinda scary in a way
Identity Attack0.34000012
Insult0.06984934
Profanity0.10797132
Threat0.011638066
Severe Toxicity0.01121521
Low Tox 0.27975297 Moderate Con 0.461 Fear_Threat
Feb 6, 2026 1 likes 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...
I love the voices of new immigrants who support Canada but they are not all. Many come just to take advantage. Those are the ones I fear. The ones who plan to take over and …
I love the voices of new immigrants who support Canada but they are not all. Many come just to take advantage. Those are the ones I fear. The ones who plan to take over and spread violence. I find Indian and Chinese are hardworking honest people but there will always be thieves and bad people among every culture. We need to reduce the quanity and increase the quality of the ones we allow here. We need to support our own first.
Identity Attack0.20878418
Insult0.08508729
Profanity0.015557245
Threat0.009437286
Severe Toxicity0.004787445
Low Tox 0.21508642 Constructive 0.751 Fear_Threat
Aug 28, 2025 Why Canadians Are Turning Against …
Can ANYONE and I mean ANYONE (preferably muslim) please tell me why ZERO of the rich wealthy countries arouns Syria didn't take any people in at all.The news and media don't even want to talk …
Can ANYONE and I mean ANYONE (preferably muslim) please tell me why ZERO of the rich wealthy countries arouns Syria didn't take any people in at all.The news and media don't even want to talk about it. I think its an honest question to ask and the media doesn't like it at all.It is good to help people and us Canadians love to talk about it but can't or don't want to admit that we can't even take care of our own backyards yet alone other people.
Identity Attack0.15731181
Insult0.032689095
Profanity0.015932998
Threat0.0071588317
Severe Toxicity0.0036239624
Low Tox 0.15987846 Constructive 0.696
Nov 30, 2018 1 likes How much do refugees and …
Honestly, they are great people and I think they bring a lot of culture and family orientation back to Canada I feel like it’s roots. I mean, we are the first generation with cell phones …
Honestly, they are great people and I think they bring a lot of culture and family orientation back to Canada I feel like it’s roots. I mean, we are the first generation with cell phones so things aren’t gonna go well for the first generation so I hope to see change in the next, but I really hate the racism. Because at the end of the day, this world belongs to all of us. I’m married to a Punjab. And I’m very thankful I met him feel like a lot of Canadian men. Have become victims to the red pill ideology or cell phones are really just becoming a part of their ideologies. Indian families bring back real love and authenticity. My only problem is the criminals that are coming into the country that are hurting people when we already have enough problems in our own country.
Identity Attack0.10221587
Insult0.046764325
Profanity0.035900343
Threat0.008919456
Severe Toxicity0.0045394897
Low Tox 0.119997114 Constructive 0.799 Solidarity
Jan 29, 2026 Inside Canada's Indian Invasion...
We love honest journalism like this I mean alot of ppl aren't even qualified to be in Canada, most of them can't communicate properly in english
We love honest journalism like this I mean alot of ppl aren't even qualified to be in Canada, most of them can't communicate properly in english
Identity Attack0.058856625
Insult0.04442204
Profanity0.013063621
Threat0.0062267366
Severe Toxicity0.0021266937
Low Tox 0.11161 Moderate Con 0.452 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I love the man on the bicycle ❤. Honest AF 💯💯💯💯
I love the man on the bicycle ❤. Honest AF 💯💯💯💯
Identity Attack0.010433395
Insult0.023093075
Profanity0.09389619
Threat0.01187109
Severe Toxicity0.0076293945
Low Tox 0.10566349 Moderate Con 0.493 Solidarity
Feb 21, 2026 Inside Canada's Indian Invasion...
GET THE GUY ON THE BIKE & VEST ON SOMEONES PODCAST.....NOW! FOR THE LOVE OF ALL THAT IS HONEST
GET THE GUY ON THE BIKE & VEST ON SOMEONES PODCAST.....NOW! FOR THE LOVE OF ALL THAT IS HONEST
Identity Attack0.0040142676
Insult0.026058068
Profanity0.02023706
Threat0.01187109
Severe Toxicity0.003490448
Low Tox 0.09958932 Low Con 0.219 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
As an immigrant like myself, I came to study in Canada. I came to learn Canadian culture which has always been polite, humble, and friendly. Nowadays I am seeing things have changed compare with 22 …
As an immigrant like myself, I came to study in Canada. I came to learn Canadian culture which has always been polite, humble, and friendly. Nowadays I am seeing things have changed compare with 22 years ago when I came here. I learned true Canadian cultures from my host family and my Canadian friends. Honestly, there are some immigrants who are coming to Canada who are not trying to learn and even tried to integrate into the culture. You don't come to someone's home and destroy it. You want to make yourself welcomed in Canada. Canada is an amazing country please don't destroy it. I worked hard to stay in Canada and I love this country. I also pay my taxes for some people to get their free stuffs when they entered into Canada, what is going on? Love Canada and let's us united again. ❤❤❤❤❤
Identity Attack0.048737846
Insult0.032689095
Profanity0.022423252
Threat0.009230154
Severe Toxicity0.0027275085
Low Tox 0.09828771 Constructive 0.866
Sep 12, 2025 1 likes Why Canadians Are Turning Against …
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...
I love that guy on the bike he's honest 😭😭😭 😂😂😂
I love that guy on the bike he's honest 😭😭😭 😂😂😂
Identity Attack0.009619443
Insult0.018645585
Profanity0.04065997
Threat0.016638106
Severe Toxicity0.0062179565
Low Tox 0.09033044 Moderate Con 0.468 Meta_Commentary
Jan 27, 2026 7 likes Inside Canada's Indian Invasion...
Bike dude was honest to the core 😂, love it
Bike dude was honest to the core 😂, love it
Identity Attack0.0076585566
Insult0.018001022
Profanity0.031391226
Threat0.009023022
Severe Toxicity0.0032234192
Low Tox 0.048099842 Moderate Con 0.413 Humor_Satire
Feb 9, 2026 Inside Canada's Indian Invasion...
I love the guy in the bike. He is 💯 spot on and honest.
I love the guy in the bike. He is 💯 spot on and honest.
Identity Attack0.0073995716
Insult0.015568925
Profanity0.032894265
Threat0.009411395
Severe Toxicity0.0031089783
Low Tox 0.04216247 Constructive 0.516 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
4:56 Love this guy! He’s aware of reality and he’s honest!
4:56 Love this guy! He’s aware of reality and he’s honest!
Identity Attack0.010063417
Insult0.013250912
Profanity0.023994578
Threat0.011405042
Severe Toxicity0.0030899048
Low Tox 0.034513097 Moderate Con 0.395 Meta_Commentary
Feb 20, 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.