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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: "Look up a video about …" 70 comments · Page 3 of 3
No problem with the video, but bro change the thumbnail it clearly looks like you are trying to push an agenda, Brampton is clean in the actual video
No problem with the video, but bro change the thumbnail it clearly looks like you are trying to push an agenda, Brampton is clean in the actual video
Identity Attack0.010433395
Insult0.028722567
Profanity0.029050145
Threat0.01101667
Severe Toxicity0.0043296814
Low Tox 0.112643376 Moderate Con 0.441 Meta_Commentary
Feb 3, 2026 3 likes Inside Canada's Indian Invasion...
14:25 The fellow speaking here says the government isn't being honest about how the country is changing. That's simply not true: the goverment has acknowledged the problem, and that immigration has happened too fast. To …
14:25 The fellow speaking here says the government isn't being honest about how the country is changing. That's simply not true: the goverment has acknowledged the problem, and that immigration has happened too fast. To make matters worse, this fellow then makes a dishonest claim himself. The 817,000 arrivals during the first three months of 2025, that he claims is not immigration, but a population bomb. He's not telling you that this figure is not reflective of people seeking to remain in Canada permanently. The figure includes student visas, work permit holders including work permit extensions: many of these people will benefit Canada and then go back to their countries. If you look at the FAR more relevant figures for actual population growth, they show that the population will grow MUCH more slowly in 2025 than it did in 2024. I'm disappointed that the person who made this video did not see fit to provide real context to all this anti-immigrant sentiment. Inflating the problem is dangerous. The economic hurt is real, but throwing into the mix completely misleading figures about how fast the population is growing only serves to weaponize the pain being felt from the economy, against immigrants. We can't have a lucid conversation about the problem and the solutions, if the medium is this non-existent standard for fact-checking. Channel owner, please do better.
Identity Attack0.019274252
Insult0.059061307
Profanity0.017845914
Threat0.0084793
Severe Toxicity0.0024795532
Low Tox 0.11202335 Constructive 0.773 Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …
Hi from Indiana. I’m not familiar with life in Canada and I’m shocked to watch what is going on right now in your video. Maybe it’s not too late if your government can figure out …
Hi from Indiana. I’m not familiar with life in Canada and I’m shocked to watch what is going on right now in your video. Maybe it’s not too late if your government can figure out to modify some of the immigration laws that will give back the power, the benefit, and advantage to a natural born Canadian. 800 thousand foreigners coming in in the last three months? What’s with that? That’s so shocking. Looks like a legalized invasion/occupation. I’m like you, I was a legal immigrant from Asia in the late 70s retired now and love my great state of Indiana. My family has been here for almost 50 years fully acculturated to the values and culture of American life with my husband and two grown boys. This is my adopted beloved country now. I am everything that it is about. I still know how to speak my birth language only when I go home for vacation. I don’t use it even to speak to a fellow Asian when I see that an English speaking native born American is within ear’s reach. That young lady might be dead with brain tumor before she gets her MRI. That’s unacceptable. Here you go to the ER and if you need an MRI you get admitted and most like have it the next day. Or Y
Identity Attack0.06294931
Insult0.035443626
Profanity0.01982715
Threat0.0074436385
Severe Toxicity0.0029945374
Low Tox 0.11192002 Constructive 0.824
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
2:00 that's exactly it. Move wherever you want, look for better opportunities, but please try to align yourself with the natural ideals of wherever you're off too. If Logan Paul moved to Japan, and acted …
2:00 that's exactly it. Move wherever you want, look for better opportunities, but please try to align yourself with the natural ideals of wherever you're off too. If Logan Paul moved to Japan, and acted how he acted in that infamous unnamed video, you think they would let him stay? No, and that's not racist, that's protecting your heritage, your culture, your values. Peace to all.
Identity Attack0.042292643
Insult0.027218282
Profanity0.025360947
Threat0.008246276
Severe Toxicity0.0031852722
Low Tox 0.11181668 Constructive 0.745 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I know why an American youtuber is making this video it's all geopolitics. Listen , Canada wants to be an independent country, with a slogan like “Buy Canadian, Build Canadian.” For that, it needs talent …
I know why an American youtuber is making this video it's all geopolitics. Listen , Canada wants to be an independent country, with a slogan like “Buy Canadian, Build Canadian.” For that, it needs talent from Europe and Asia as well. But the USA doesn’t want this to happen, so these propaganda channels are becoming active. Look at the timing of this video. Keep in mind that the most brilliant minds from Asia, Europe, and even your own country are working for Canada that’s why companies are recruiting them so assuming they have no civic sense doesn't make sense . At the same time, you must be able to identify the moles among them. Trudeau has already given authority to an alleged Indian terrorist within his regime. A wise decision is needed for your country's growth
Identity Attack0.050671257
Insult0.039444692
Profanity0.019143965
Threat0.0074306927
Severe Toxicity0.002861023
Low Tox 0.11129999 Constructive 0.531 Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
The video also doesn't really do a good job of concluding. Props to the religious orgs who hand out food and have food banks. Good to care for others and look to take care of …
The video also doesn't really do a good job of concluding. Props to the religious orgs who hand out food and have food banks. Good to care for others and look to take care of others who are poor in the area. That's good religious orgs. A community that cares. Obviously more immigrants from the area is a good thing for relations between India - Canada and other SEA countries. Also, Brampton has been able to generate lots of revenue and wealth. Lots of successful business. Good for Canadian culture as well given we are a multicultural country. Personally, I didn't learn much about India going through school but I am sure there are lots of interesting connections between India and Canada. 😄
Identity Attack0.043581683
Insult0.034341812
Profanity0.028776871
Threat0.009540852
Severe Toxicity0.002861023
Low Tox 0.10739898 Constructive 0.843
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
I want to say thank you for doing this video and being honest...as a Canadian I'm feeling quite sick know that my daughter probably won't even be able to get a part time job to …
I want to say thank you for doing this video and being honest...as a Canadian I'm feeling quite sick know that my daughter probably won't even be able to get a part time job to save money for school since I can't afford it on my own. So if it's hard to get a job now why keep bringing people here. Obviously we would have enough jobs since there are so many people looking for jobs...sorry it's all boggling my mind.
Identity Attack0.030175667
Insult0.039444692
Profanity0.015557245
Threat0.0063367756
Severe Toxicity0.0018119812
Low Tox 0.10653123 Constructive 0.813 Personal_Narrative
Aug 25, 2025 Why Canadians Are Turning Against …
Ok so what you doing a video about born n raised in Brampton 60 yrs it's to late same thing in malton as a kid was a party town now look at it it's not …
Ok so what you doing a video about born n raised in Brampton 60 yrs it's to late same thing in malton as a kid was a party town now look at it it's not getting better it's spreading fast
Identity Attack0.009619443
Insult0.023608726
Profanity0.022013342
Threat0.007819066
Severe Toxicity0.0028800964
Low Tox 0.08716487 Constructive 0.534 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
You should investigate the extortions going on within the indian communities in Vancouver/ Surrey BC, Canada. It would be like a part 2 of this video but way more interesting. Look into it.
You should investigate the extortions going on within the indian communities in Vancouver/ Surrey BC, Canada. It would be like a part 2 of this video but way more interesting. Look into it.
Identity Attack0.058856625
Insult0.018516673
Profanity0.013712646
Threat0.007935578
Severe Toxicity0.0018787384
Low Tox 0.07845957 Moderate Con 0.478 Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
Brampton city government is not doing enough to integrate Indians into Canadian society. And by that I simply mean building closer relationships with the locals. More community events like festivals need to be held. Not …
Brampton city government is not doing enough to integrate Indians into Canadian society. And by that I simply mean building closer relationships with the locals. More community events like festivals need to be held. Not purely Indian festivals, but mixed culture festivals. That would build more understanding and friendlier relations. The earlier generations of Indian immigrants in this video look like they have integrated well identifying as both Indian and Canadian. That's the ideal, I feel.
Identity Attack0.05976611
Insult0.017743196
Profanity0.012551232
Threat0.006427396
Severe Toxicity0.001745224
Low Tox 0.059974585 Constructive 0.769
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
You walking through the house looked like a video game..
You walking through the house looked like a video game..
Identity Attack0.0031818156
Insult0.021094928
Profanity0.017094411
Threat0.008077981
Severe Toxicity0.001821518
Low Tox 0.057748068 Moderate Con 0.333
Jan 27, 2026 Inside Canada's Indian Invasion...
The dynamics in this video are playing out in many places, however, we've never come across a city that has seen as much drastic change as Brampton: Its population has doubled from 400,000 to 800,000 …
The dynamics in this video are playing out in many places, however, we've never come across a city that has seen as much drastic change as Brampton: Its population has doubled from 400,000 to 800,000 in just the last 20 years. We tried to cover this topic, respecting both the long-time Brampton residents, many of whom are angry about the changes to their city, and the Indian community, which was extremely welcoming of us. Thank you all for watching. Also, we're on our way to the UK and are looking for story recs in England and Scotland.
Identity Attack0.024600167
Insult0.018258847
Profanity0.024951037
Threat0.010887212
Severe Toxicity0.0028800964
Low Tox 0.050326355 Constructive 0.796
Sep 18, 2025 774 likes Inside Canada's Indian Metropolis (Brampton)
Whilst I do like your content, overall, there's a certain, i don't know, to some of your more recent stuff. After the young man who said he'd rather live in Punjab for the rest of …
Whilst I do like your content, overall, there's a certain, i don't know, to some of your more recent stuff. After the young man who said he'd rather live in Punjab for the rest of his life said that, you go on to show us a video of a not so good looking area of Puniab, is it? What exactly is that about?
Identity Attack0.01565665
Insult0.019225692
Profanity0.017777596
Threat0.0076119336
Severe Toxicity0.0015544891
Low Tox 0.04785245 Constructive 0.598 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Some ordinary gamer is looking at Tyler video soon
Some ordinary gamer is looking at Tyler video soon
Identity Attack0.006474625
Insult0.016936934
Profanity0.023311393
Threat0.009463178
Severe Toxicity0.0022697449
Low Tox 0.04711028 Low Con 0.294 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Look up literally any video of the roads in india and then really consider how dangerous it is. Parents with their teens just starting out driving must be seriously considering moving
Look up literally any video of the roads in india and then really consider how dangerous it is. Parents with their teens just starting out driving must be seriously considering moving
Identity Attack0.020279141
Insult0.013858915
Profanity0.017777596
Threat0.008427517
Severe Toxicity0.001745224
Low Tox 0.038991302 Low Con 0.259 Comparative_Framing
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
This video was highlighted on The Pleb’s channel. I’m subscribed now looking forward to more of your work. Cheers!… and be safe.
This video was highlighted on The Pleb’s channel. I’m subscribed now looking forward to more of your work. Cheers!… and be safe.
Identity Attack0.006881601
Insult0.013668913
Profanity0.023721304
Threat0.010472948
Severe Toxicity0.0022697449
Low Tox 0.037577134 Constructive 0.548 Meta_Commentary
Jan 30, 2026 1 likes Inside Canada's Indian Invasion...
I have to say the video at 25:00 really looks like AI generated. While not inaccurate of experiences i think more weight would be given for real world examples.
I have to say the video at 25:00 really looks like AI generated. While not inaccurate of experiences i think more weight would be given for real world examples.
Identity Attack0.008028535
Insult0.014314918
Profanity0.020920247
Threat0.009100696
Severe Toxicity0.0021266937
Low Tox 0.036870047 Constructive 0.635 Meta_Commentary
Aug 26, 2025 Why Canadians Are Turning Against …
Looks like I’m moving to Brampton Ontario 😎✌️ I will be posting at least 5 videos per day for sure 😅
Looks like I’m moving to Brampton Ontario 😎✌️ I will be posting at least 5 videos per day for sure 😅
Identity Attack0.007214582
Insult0.011882903
Profanity0.01982715
Threat0.010654188
Severe Toxicity0.0026130676
Low Tox 0.03309893 Moderate Con 0.397 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Thank you so much for this video. I just passed the test with 17/20. Few questions are out of this video. And some are tricky. I did some other mock tests as well like Richmond …
Thank you so much for this video. I just passed the test with 17/20. Few questions are out of this video. And some are tricky. I did some other mock tests as well like Richmond Library, studied the map and etc. Some I remember are: 1. What is the common term for someone elected in Federal elections? A. Riding Winner B. Member of Parliament C. Senate D. Federal Executive. 2. Which of the following represents being Canadian and expresses national identity? A. Symbols like Maple leaf B. Equality C. Unity D. Human Right Commission 3. Jury duty consists of partial jurors and past jurors (in similar meaning) True or False. 4. French and English are: A. Fighting rebellion in 1800s B. French joined hands with Americans to fight against English C. Lived together for 300 years D. All of the above 5. Got a basic question about suffrage movement 6. What are prairie provinces? Saskatchewan, Alberta, Manitoba (SAM) 7. I got a question about provinces from west to east on Canada map. Please look and memorize the provinces locations. 8. Got a question about Peace Arch in Blaine 9. Question about Peace Tower like what was built after first world War. 10. Question about Aboriginals. Ans: First Nations, Metis and Inuits 11. Branches of Parliament Ans: Sovereign, House of commons and Senate 12. Courts do: Ans: Settle disputes These all what I remember. I am not sure which ones I got wrong. Might be in the first 5 I posted here. Test is not difficult but it is better to go through this video multiple times and do some other mock tests as well, in my opinion. Thank you and All the Best 😊
Identity Attack0.010729378
Insult0.017227544
Profanity0.015010698
Threat0.006647474
Severe Toxicity0.0014209747
Low Tox 0.032863233 Constructive 0.818 Personal_Narrative
Feb 10, 2026 21 likes Canadian Citizenship Test 2025 – …
Look at old videos on how amazing Canada was when it was a European country. A handful of policies and a few years of work and you can have that Canada once again.
Look at old videos on how amazing Canada was when it was a European country. A handful of policies and a few years of work and you can have that Canada once again.
Identity Attack0.01087737
Insult0.011198899
Profanity0.010279642
Threat0.006317357
Severe Toxicity0.0010490417
Low Tox 0.022964042 Moderate Con 0.335
Sep 21, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)

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.