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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: "what does this video have …" 1,144 comments · Page 14 of 46
Thank you for doing this video, Canada should be the best country in the world. Canada is arguably the best place on Earth geographically, but just like every government in the world right now, isn't …
Thank you for doing this video, Canada should be the best country in the world. Canada is arguably the best place on Earth geographically, but just like every government in the world right now, isn't handing anything appropriately or even objectively being managed in a sensible way. however, you saying "greatest country in the world" instead of "USA" every time, is probably why people think you're racist and mocking other societies. I defended your India poop video because it was clear you weren't saying that all Indians live in filth like people claimed you were. But again, referencing the US as the best or greatest is just condescending and portentous. Now I'm not your Dad, say and do whatever you want, I'm still enjoying the content. Just saying being more humble and remembering the many problems the US has and how many self-inflicted 3rd world issues it places on itself, would be wise.
Identity Attack0.29035977
Insult0.36798462
Profanity0.2366394
Threat0.010472948
Severe Toxicity0.023076924
Moderate 0.37694603 Constructive 0.798 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
0:58 really rude what you said there about sikhs don’t get me wrong a lot of what you seen this video is pretty true but from my experience and so many others the only Indians …
0:58 really rude what you said there about sikhs don’t get me wrong a lot of what you seen this video is pretty true but from my experience and so many others the only Indians I really respect are sikhs there honestly some of the nicest and most charismatic people I know if there’s anyone who doesn’t deserves the hate it them
Identity Attack0.2964622
Insult0.16758773
Profanity0.14930901
Threat0.032695748
Severe Toxicity0.02116089
Moderate 0.37576625 Constructive 0.725 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Thanks to all the Indians living in Brampton...All are hardworking people. This Canadian economy is surviving because of high education fees charged to International students, money they bring from their home countries ,they work hard …
Thanks to all the Indians living in Brampton...All are hardworking people. This Canadian economy is surviving because of high education fees charged to International students, money they bring from their home countries ,they work hard in workplaces,hospitals,schools,retail,IT,manufacturing,government etc. ... Otherwise the so called mainstream bankrupt Cauca***n people dont even have money for retirement....Entitled lot dont want to work, they just want to make hateful videos and get attention. While they make such videos, Immigrants are focusing on working hard and getting ahead in life.
Identity Attack0.38176915
Insult0.3388922
Profanity0.22723788
Threat0.0100069
Severe Toxicity0.023076924
Moderate 0.37458646 Constructive 0.656
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
This video says exactly what I've been saying for years. I've lived in Brampton my whole life and im 40 now so I'll tell you its changed and changed for the worse. My car has …
This video says exactly what I've been saying for years. I've lived in Brampton my whole life and im 40 now so I'll tell you its changed and changed for the worse. My car has been broken into atleast 20 times in 5 years and 3 months ago a older Indian man broke into our house and was wearing my sister's clothes sleeping in her bed. He went through all our stuff and even ate food out of the fridge. So violating and frustrating living in Brampton lately. I'm so ashamed to say im from Brampton and even indian people in other towns have made fun of me for living in Brampton and telling me how bad the driving is. Lol thanks buddy. 😢
Identity Attack0.36702603
Insult0.24287975
Profanity0.22592722
Threat0.054624002
Severe Toxicity0.023076924
Moderate 0.37340668 Constructive 0.805 Personal_Narrative
Sep 19, 2025 19 likes Inside Canada's Indian Metropolis (Brampton)
Pls do a video on Australias corruption. Our people are quite blind and could use a poppin video. Australia is an untapped gold mine for corruption journalism
Pls do a video on Australias corruption. Our people are quite blind and could use a poppin video. Australia is an untapped gold mine for corruption journalism
Identity Attack0.34649673
Insult0.2817503
Profanity0.09324962
Threat0.019228047
Severe Toxicity0.015609037
Moderate 0.3722269 Moderate Con 0.446 Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Finally covering the invasion of illegal indians who come here on "student visas" and never leave. ( saying this before i see the video lets see if you noticed )
Finally covering the invasion of illegal indians who come here on "student visas" and never leave. ( saying this before i see the video lets see if you noticed )
Identity Attack0.44690517
Insult0.1823172
Profanity0.07126612
Threat0.012958534
Severe Toxicity0.017287504
Moderate 0.3722269 Moderate Con 0.312 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Bro goes into store let’s see how many white people are here, sees not one like that’s a bad thing. I like this dudes videos but idk man just as negative as the news in …
Bro goes into store let’s see how many white people are here, sees not one like that’s a bad thing. I like this dudes videos but idk man just as negative as the news in my opinion. And first time I’m saying this a bit racist
Identity Attack0.3817989
Insult0.14874944
Profanity0.16217725
Threat0.016810767
Severe Toxicity0.01986976
Moderate 0.3722269 Constructive 0.546 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
You will not see this guy making a video over Ukrainians taking over Canada because they are Caucasian
You will not see this guy making a video over Ukrainians taking over Canada because they are Caucasian
Identity Attack0.44690517
Insult0.123407245
Profanity0.069969244
Threat0.017674083
Severe Toxicity0.016771052
Moderate 0.3722269 Low Con 0.137 Identity_Assertion
Feb 22, 2026 Inside Canada's Indian Invasion...
Go do the democrat fraud cities next lol we need your version of nick shirleys video
Go do the democrat fraud cities next lol we need your version of nick shirleys video
Identity Attack0.10221587
Insult0.28791866
Profanity0.07934829
Threat0.015256803
Severe Toxicity0.013285006
Moderate 0.36867723 Low Con 0.099 Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Should make a video on dubais caucasian invasion
Should make a video on dubais caucasian invasion
Identity Attack0.4006267
Insult0.10294484
Profanity0.14402086
Threat0.1348172
Severe Toxicity0.023246882
Moderate 0.36867723 Low Con 0.232 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Opening this video i had to light up my candle to kick the smell out.
Opening this video i had to light up my candle to kick the smell out.
Identity Attack0.02037963
Insult0.06722072
Profanity0.18909787
Threat0.15118481
Severe Toxicity0.021419114
Moderate 0.36867723 Moderate Con 0.419
Sep 28, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
This is so incredibly racist. Wow. I’m shocked by this comment section and video. This is not ok.
This is so incredibly racist. Wow. I’m shocked by this comment section and video. This is not ok.
Identity Attack0.2127345
Insult0.18852992
Profanity0.08710717
Threat0.009178371
Severe Toxicity0.015092585
Moderate 0.3666224 Moderate Con 0.383 Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Make a video about black fatigue
Make a video about black fatigue
Identity Attack0.39461556
Insult0.16266862
Profanity0.19032755
Threat0.05268431
Severe Toxicity0.023076924
Moderate 0.3666224 Moderate Con 0.374 Meta_Commentary
Aug 26, 2025 Why Canadians Are Turning Against …
A lying and deceptive video, not surprising coming from the CBC.
A lying and deceptive video, not surprising coming from the CBC.
Identity Attack0.007806548
Insult0.36798462
Profanity0.021535112
Threat0.008013252
Severe Toxicity0.0062561035
Moderate 0.36456755 Low Con 0.155
May 14, 2018 5 likes How much do refugees and …
The racism spewed by these individuals in this video is the reason why many immigrants look for enclaves where others look like them. So many lies too. Immigrants still have to prove their financial state …
The racism spewed by these individuals in this video is the reason why many immigrants look for enclaves where others look like them. So many lies too. Immigrants still have to prove their financial state to support dependents and themselves. The issue is the color of their skin NOT whether or not they came legally.
Identity Attack0.3817989
Insult0.26957804
Profanity0.029050145
Threat0.007754337
Severe Toxicity0.012833111
Moderate 0.36456755 Constructive 0.538 Moral_Argument
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Honestly I'm here for Tyler's racist inclined comments and videos. He don't really 'say it' but he shows it and you can see it in his eyes lmao. His videos are important and it's just …
Honestly I'm here for Tyler's racist inclined comments and videos. He don't really 'say it' but he shows it and you can see it in his eyes lmao. His videos are important and it's just funny to see him try to hide his feelings. hahah
Identity Attack0.17070955
Insult0.24561718
Profanity0.15371579
Threat0.013321015
Severe Toxicity0.018126737
Moderate 0.3625127 Constructive 0.642 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
How is this news? It’s just person after person expressing their opinion and perspective. Interesting? Yes. But low effort and takes no steps to study the reality of the demographic shift. If you take the …
How is this news? It’s just person after person expressing their opinion and perspective. Interesting? Yes. But low effort and takes no steps to study the reality of the demographic shift. If you take the first half of the video as fact and not a bunch of random, self proclaimed rednecks, opinions, you’d walk away thinking that the town is in shambles. Which it is clearly not. This just smells like rage bait for racists looking for ammunition to hate foreigners
Identity Attack0.36702603
Insult0.3388922
Profanity0.045670103
Threat0.0089712385
Severe Toxicity0.010223389
Moderate 0.3625127 Moderate Con 0.338 Meta_Commentary
Dec 3, 2025 Inside Canada's Indian Metropolis (Brampton)
As usual so many racist comments. Canada is a melting pot. Do you think most of the white people are Canadian for 1000 years and not first/2nd/3rd generation immigrant themselves like from Italy, Greece, Portugal, …
As usual so many racist comments. Canada is a melting pot. Do you think most of the white people are Canadian for 1000 years and not first/2nd/3rd generation immigrant themselves like from Italy, Greece, Portugal, Ireland, etc.? Anyway, I enjoyed the video. Brampton seems like a mini Punjab/ mini India. And driving over there is bad is true but why do the police and authorities don't do anything about it? Easy money from fines.
Identity Attack0.39870077
Insult0.25602314
Profanity0.031641733
Threat0.007547205
Severe Toxicity0.013414118
Moderate 0.3625127 Constructive 0.747 Moral_Argument
Feb 7, 2026 1 likes Inside Canada's Indian Invasion...
Good think they are Indian. If it was any of our neighbours you will not even dare to shoot video over there like Luton, England
Good think they are Indian. If it was any of our neighbours you will not even dare to shoot video over there like Luton, England
Identity Attack0.38318536
Insult0.11172232
Profanity0.14842765
Threat0.2836219
Severe Toxicity0.023076924
Moderate 0.3625127 Low Con 0.206 Comparative_Framing
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
That white European lady was the least Canadian in the video
That white European lady was the least Canadian in the video
Identity Attack0.4054415
Insult0.1378885
Profanity0.087430455
Threat0.0100069
Severe Toxicity0.014640691
Moderate 0.36095104 Low Con 0.255 Policy_Critique
Feb 27, 2026 Inside Canada's Indian Invasion...
Who's here after watching Tyler Oliveira's "India's Poop-Throwing Festival" video? 😂🤣
Who's here after watching Tyler Oliveira's "India's Poop-Throwing Festival" video? 😂🤣
Identity Attack0.10221587
Insult0.15911613
Profanity0.27882218
Threat0.018710058
Severe Toxicity0.022193791
Moderate 0.36095104 Moderate Con 0.317
Nov 10, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
The effects on trucking that widespread Indian mass immigration could fill a whole video and that Polish guy only touched on the license sharing lol
The effects on trucking that widespread Indian mass immigration could fill a whole video and that Polish guy only touched on the license sharing lol
Identity Attack0.37953663
Insult0.16551061
Profanity0.17008601
Threat0.046218675
Severe Toxicity0.023076924
Moderate 0.36095104 Low Con 0.26 Unverified_Claim
Jan 14, 2026 Inside Canada's Indian Metropolis (Brampton)
I can literally smell this video
I can literally smell this video
Identity Attack0.019776696
Insult0.06687108
Profanity0.19524631
Threat0.014566151
Severe Toxicity0.017933069
Moderate 0.36095104 Moderate Con 0.35 Humor_Satire
Jan 27, 2026 86 likes Inside Canada's Indian Invasion...
Good timing on the video with all the news of fraud from Tim Hortons Indian workers looking for whites to marry them for 20 k now to stay here
Good timing on the video with all the news of fraud from Tim Hortons Indian workers looking for whites to marry them for 20 k now to stay here
Identity Attack0.3817989
Insult0.16758773
Profanity0.11539881
Threat0.023544617
Severe Toxicity0.017029278
Moderate 0.36095104 Moderate Con 0.397
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
The comments on this video makes me sick. As a Canadian it genuinely disturbs me to read all the extremely racist rhetoric from people who I think better of. None of this video had any …
The comments on this video makes me sick. As a Canadian it genuinely disturbs me to read all the extremely racist rhetoric from people who I think better of. None of this video had any facts or anything. He just interviewed a racist guy on a bike and suddenly everyone thinks that is fact? If you actually did any real research, immigration has stimulated the Canadian economy immensely whether or not people want to believe it. And multiculturalism and sharing cultures will never be a bad thing. Racism will never be okay for Canadians. Stop it.
Identity Attack0.25309357
Insult0.3388922
Profanity0.057944927
Threat0.009204263
Severe Toxicity0.013285006
Moderate 0.36095104 Constructive 0.708 Moral_Argument
Jan 28, 2026 3 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.