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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: "bike guy for the canadas …" 48 comments · Page 2 of 2
I love the bike guy, speaks the truth! Canadas so clapped Indians ruined it
I love the bike guy, speaks the truth! Canadas so clapped Indians ruined it
Identity Attack0.4911651
Insult0.3388922
Profanity0.099305905
Threat0.026479885
Severe Toxicity0.021935565
Moderate 0.40891263 Moderate Con 0.449 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I have no problem with people coming here to Canada from different Countries, but I think they should at least take up our way of culture and language erc. They can speak their language amongst …
I have no problem with people coming here to Canada from different Countries, but I think they should at least take up our way of culture and language erc. They can speak their language amongst themselves and enjoy their culture at home. The guy with the bike is disgusting with his comments about people from Africa. A few bad people don't describe an entire race. One of the dumbest things a person can do is bring a weapon with them unless they are trained on how to use it. Meeting a human smuggler is dangerous and stupid.
Identity Attack0.2308735
Insult0.47020787
Profanity0.16217725
Threat0.04098356
Severe Toxicity0.017610285
Moderate 0.4014846 Constructive 0.71 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
All I saw in this video Bike guy hates African because they are not good People are find with indians Indians are helping in economic growth like any other canadian There is active terrorist group …
All I saw in this video Bike guy hates African because they are not good People are find with indians Indians are helping in economic growth like any other canadian There is active terrorist group "Khalistan" And you did illegal things without canada police permission Then why is video title like that?? Just ask Indian Punjabi how they feel about india... Punjab is jwel of india
Identity Attack0.46050715
Insult0.32211447
Profanity0.064458095
Threat0.0138755
Severe Toxicity0.023076924
Moderate 0.4014846 Constructive 0.529 Policy_Critique
Feb 3, 2026 4 likes Inside Canada's Indian Invasion...
like as the guy on the bike said "Indian's eat poo" he could have just said "as some people in India eat poo" cause i think its wrong to just stereotype all Indian's in one …
like as the guy on the bike said "Indian's eat poo" he could have just said "as some people in India eat poo" cause i think its wrong to just stereotype all Indian's in one cause i agree some people in India are not educated enough to not fall for the so called "healthy tips" given by some brain washers in India on the basis of religion and as people say they are always on their phones and talking loudly and other things i will just say one thing see Canada born Indian's they are same as normal Canadian kids its just that their parents migrated from India to Canada and they lived half of their life in India soo in India it is common to do things like this they just need some time to adjust and even after 10 20 years they still act like this then please just see their kids they are well behaved and know how to behave in this country and i am not talking about eating poo cause that's just straight up bs yes i agree some do eat but not on regular basis and those who eat are not even 0.1% of Indians they are just less educated people those don't believe on modern meds and just get brainwashed by so called religious guru's who says drink cow piss and eat cow dung that is just bs and non educated Indian's don't get it, that's my time you are free to argue on some points in the reply's. Thank you
Identity Attack0.43896464
Insult0.39297962
Profanity0.240511
Threat0.011327368
Severe Toxicity0.023076924
Moderate 0.4014846 Constructive 0.758
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
The dude on the bike made a sweeping claim about ALL Africans being terrible people😂😂. I am an African with a Master’s degree in Communication Studies, and I can bet you bike guy doesn't have …
The dude on the bike made a sweeping claim about ALL Africans being terrible people😂😂. I am an African with a Master’s degree in Communication Studies, and I can bet you bike guy doesn't have a high school diploma, but he wants to talk about the intelligence level of all Africans? I've written two books and contributed a chapter to a compendium on journalism in West Africa. While I agree that many of the Africans going to Canada are from war-torn countries without a good education, he speaks of Africa like it's a monolith. Realities in Ghana aren't same as in Ethiopia. South Africa isn't same as Rwanda nor is Senegal same as Madagascar so unless he is referring to individual countries with specific examples, his claims don't even make any sense. I would like to see just one contribution from fatty to scholarship😂😂. EDIT: By the way, some of Africa's brightest minds include Ngozi Okonjo, an economist and politician (Nigerian) who serves as director general of the World Trade Organization; Vera Songwe, an economist (Cameroonian) who served as head of the UN Economic Commission for Africa; Dr. Tedros Adhanom an Ethiopian doctor who currently serves as DG of the World Health Organization; Prof. Salim Abdool Karim (South African) scientist globally respected for his research on immunology; Aliko Dangote (Nigerian) and Africa's richest man and one of the top 100 richest people in the world according to Forbes. The list is too long but fatty there wouldn't know because he's as dumb as a rock and it's easy for him to spew garbage rather than read an actual book or question the stereotypes which he's fed about Africa by his chosen echo chamber.
Identity Attack0.44690517
Insult0.344702
Profanity0.09518933
Threat0.012233571
Severe Toxicity0.021031776
Moderate 0.37955463 Constructive 0.741 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Everyone was sugar coating how bad it really is, they don't wanna seem racist for speaking the truth. The guy with the bike was the only one speaking his mind. Canada's in peril...
Everyone was sugar coating how bad it really is, they don't wanna seem racist for speaking the truth. The guy with the bike was the only one speaking his mind. Canada's in peril...
Identity Attack0.17226285
Insult0.20668297
Profanity0.02392626
Threat0.010369381
Severe Toxicity0.0064086914
Low Tox 0.28547668 Constructive 0.564 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
I visited my friend in Toronto. He warned me about Brampton, Ontario. One of the worst drivers in Canada. They drive like they drive back home. The guy on the bike really speak his minds. …
I visited my friend in Toronto. He warned me about Brampton, Ontario. One of the worst drivers in Canada. They drive like they drive back home. The guy on the bike really speak his minds. I wouldn’t call him racist. He doesn’t recognize Canada anymore.
Identity Attack0.20878418
Insult0.21602537
Profanity0.020373698
Threat0.0076507707
Severe Toxicity0.005722046
Low Tox 0.2854699 Constructive 0.685 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Canadian it is hilarious to see how hunched over Tyler is in the cold that I am so used to lol. I want to know what job the racist guy on the bike …
As a Canadian it is hilarious to see how hunched over Tyler is in the cold that I am so used to lol. I want to know what job the racist guy on the bike has that allows him so much freedom of speech. As far as I know most places will fire you if they find out you said that stuff on the internet. We have no real freedom of speech in Canada, less so after Trudy. He must be self employed or unemployed or doing something shady under the table that allows him more freedom than other Canadians.
Identity Attack0.105256535
Insult0.20434737
Profanity0.019690514
Threat0.00933372
Severe Toxicity0.005836487
Low Tox 0.2553839 Constructive 0.567 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler....the guy on the bike is definitely going to jail lol Canada will arrest him
Tyler....the guy on the bike is definitely going to jail lol Canada will arrest him
Identity Attack0.010655383
Insult0.06739554
Profanity0.023994578
Threat0.13532294
Severe Toxicity0.0059509277
Low Tox 0.21241048 Low Con 0.225
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada needs to get rid of their politicians and put the bike guy in charge for a few years.
Canada needs to get rid of their politicians and put the bike guy in charge for a few years.
Identity Attack0.028418748
Insult0.08434689
Profanity0.01535229
Threat0.07476458
Severe Toxicity0.004863739
Low Tox 0.20056234 Low Con 0.16 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler proved Canada -> USA human trafficking/illegal immigration and all people are talking about is the bike guy.
Tyler proved Canada -> USA human trafficking/illegal immigration and all people are talking about is the bike guy.
Identity Attack0.10221587
Insult0.0838533
Profanity0.012312118
Threat0.0066798385
Severe Toxicity0.004119873
Low Tox 0.18649188 Low Con 0.294 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
If Canada made that guy on the bike Prime Minister instead of whatever fig it is now, Canada would be saved in a few months.
If Canada made that guy on the bike Prime Minister instead of whatever fig it is now, Canada would be saved in a few months.
Identity Attack0.007288578
Insult0.1378885
Profanity0.025907494
Threat0.007547205
Severe Toxicity0.0028800964
Low Tox 0.1798404 Low Con 0.221 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
5:30 minutes in guy on the bike is right in some aspects as I’ve worked with a few and they’re slow and take longer to pick things up they do eventually get the hang of …
5:30 minutes in guy on the bike is right in some aspects as I’ve worked with a few and they’re slow and take longer to pick things up they do eventually get the hang of things but their work ethic is very low. However with the IQ he is SPOT ON. I’ve literally tested this in and shown immigrants in Canada a picture of Adolf Hitler swastika armband in sight and all and asked them if they knew who he was and I’ve only had ONE immigrant answer correctly, and most of the people I asked were here in Canada on student visas!
Identity Attack0.07425626
Insult0.07396803
Profanity0.03715288
Threat0.00967031
Severe Toxicity0.0051116943
Low Tox 0.1641865 Constructive 0.711 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Bike guy was spitting FACTS! It’s not racist to want to preserve your culture. Free speech is still alive in canada. UK needs to take note
Bike guy was spitting FACTS! It’s not racist to want to preserve your culture. Free speech is still alive in canada. UK needs to take note
Identity Attack0.054763943
Insult0.06372428
Profanity0.021466793
Threat0.008246276
Severe Toxicity0.0037574768
Low Tox 0.15545623 Moderate Con 0.464 Identity_Assertion
Feb 15, 2026 1 likes Inside Canada's Indian Invasion...
In Europe the bike guy with helmet would get in trouble because of hate speach... how is it in canada?
In Europe the bike guy with helmet would get in trouble because of hate speach... how is it in canada?
Identity Attack0.06795148
Insult0.059061307
Profanity0.014600786
Threat0.008103873
Severe Toxicity0.0027275085
Low Tox 0.14429577 Moderate Con 0.339 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
I'd buy that guy on the bike a case of beer. It's so sad seeing guys like him who are so aware, who are obviously capable, having to live such poor lives. But this is …
I'd buy that guy on the bike a case of beer. It's so sad seeing guys like him who are so aware, who are obviously capable, having to live such poor lives. But this is Canada, where two people making the average income will never own a home and spend more than half their income on basics. That guy probably makes 50k a year. But is riding a bicycle in winter.
Identity Attack0.014953227
Insult0.060927123
Profanity0.012380436
Threat0.006874025
Severe Toxicity0.0021076202
Low Tox 0.10783285 Constructive 0.666 Economic_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
Make the bike guy to run for a prime minister of Canada
Make the bike guy to run for a prime minister of Canada
Identity Attack0.005512681
Insult0.042665333
Profanity0.014634945
Threat0.008582866
Severe Toxicity0.0017738342
Low Tox 0.09438288 Low Con 0.202 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
I think guy on the bike should be the next president of Canada 🇨🇦
I think guy on the bike should be the next president of Canada 🇨🇦
Identity Attack0.0076955543
Insult0.031036375
Profanity0.01261955
Threat0.007819066
Severe Toxicity0.0017929077
Low Tox 0.08004235 Moderate Con 0.309 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Guy on the bike is the biggest a$$hole in Canada
Guy on the bike is the biggest a$$hole in Canada
Identity Attack0.01139534
Insult0.027730936
Profanity0.01846078
Threat0.0074824756
Severe Toxicity0.0022792816
Low Tox 0.055521555 Low Con 0.234 Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
bike guy for the canadas presidency😂
bike guy for the canadas presidency😂
Identity Attack0.006178642
Insult0.026444806
Profanity0.014225035
Threat0.0071588317
Severe Toxicity0.0016021729
Low Tox 0.054037213 Low Con 0.297 Humor_Satire
Feb 6, 2026 Inside Canada's Indian Invasion...
For everyone not in Canada, the guy on the bike is how 90 percent of Canadians feel. Some are to nice to say it and others speak freely like bike guy.
For everyone not in Canada, the guy on the bike is how 90 percent of Canadians feel. Some are to nice to say it and others speak freely like bike guy.
Identity Attack0.013546381
Insult0.016632931
Profanity0.011082385
Threat0.0062396824
Severe Toxicity0.0009822845
Low Tox 0.034277402 Constructive 0.59 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Guy on the bike outside of Tim's is the Canada I know and love.
Guy on the bike outside of Tim's is the Canada I know and love.
Identity Attack0.007917541
Insult0.012642908
Profanity0.0103992
Threat0.007314181
Severe Toxicity0.0012874603
Low Tox 0.025320992 Constructive 0.515 Identity_Assertion
Feb 4, 2026 Inside Canada's Indian Invasion...
You might not agree with bike guy, but this is Canada, it's his home too. And he has the right to an opinion, and the right to express it. I appreciate his honesty.
You might not agree with bike guy, but this is Canada, it's his home too. And he has the right to an opinion, and the right to express it. I appreciate his honesty.
Identity Attack0.004439743
Insult0.007987879
Profanity0.010057608
Threat0.006220264
Severe Toxicity0.000603199
Low Tox 0.012000589 Constructive 0.77 Solidarity
Feb 25, 2026 6 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.