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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

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Active: "This video is going down, …" 132 comments · Page 5 of 6
No way I told u to go to Brampton last video
No way I told u to go to Brampton last video
Identity Attack0.010803374
Insult0.026960457
Profanity0.04742365
Threat0.014911477
Severe Toxicity0.006980896
Low Tox 0.1373533 Moderate Con 0.343 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Some say it was deleted and now back. But is there any more to the video like did you go all the way through with the smuggling would love to see how it plays out
Some say it was deleted and now back. But is there any more to the video like did you go all the way through with the smuggling would love to see how it plays out
Identity Attack0.008435511
Insult0.026702631
Profanity0.05393682
Threat0.014911477
Severe Toxicity0.0047683716
Low Tox 0.115658075 Low Con 0.275 Question
Feb 6, 2026 2 likes Inside Canada's Indian Invasion...
anyone of any race, sexuality, gender-identity, etc. can go to a gurdwara for langar (volunteer-prepared free fresh meals 24/7). hopefully the people at the beginning of the video realize that
anyone of any race, sexuality, gender-identity, etc. can go to a gurdwara for langar (volunteer-prepared free fresh meals 24/7). hopefully the people at the beginning of the video realize that
Identity Attack0.08004672
Insult0.02012808
Profanity0.041160982
Threat0.013113883
Severe Toxicity0.004787445
Low Tox 0.11305673 Constructive 0.578
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
It saddens me for what this country has become. When I first came here, I saw the potential of what I could do in this country but that is not the case anymore. I, amongst …
It saddens me for what this country has become. When I first came here, I saw the potential of what I could do in this country but that is not the case anymore. I, amongst many immigrants from India, try every bit possible to assimilate in the society and believe me we have, almost at par with Canadian values. However, post-covid, everyone seems to judge every east Indian on the same grounds as outlined by the speakers in this video. My opinion is, people who do not respect the laws and traditions of this country should go back to their countries (regardless of who they are) and do all your propaganda there especially all the international ones. Like I came here for a better future and I feel I am getting a worsened experience due to all this toxicity for colored people and their behaviour of course.
Identity Attack0.089973204
Insult0.033790905
Profanity0.019690514
Threat0.007094103
Severe Toxicity0.0028419495
Low Tox 0.11088664 Constructive 0.767
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
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 am a newly arriving immigrant Indian. Been a year now and I have a good job and I am really loving what Canada has to offer. I agree with the frustration - I find …
I am a newly arriving immigrant Indian. Been a year now and I have a good job and I am really loving what Canada has to offer. I agree with the frustration - I find myself cringing at the videos of people violating public norms of decency, and the job market is really bad now for services as companies are employing a lot of migrants for a cheaper price. Immigration control, regulation of companies so they cant go below a %age of Canadian citizen/residents along with effective government stimuli to boost the economy by targetting certain industries will tackle a lot of the problems. As for people discarding garbage anywhere and other unwanted behavior - name and shame. These videos are also going public at least in India as a source of great shame and the more eyes on it, the less people will repeat things of this nature.
Identity Attack0.06340405
Insult0.034451995
Profanity0.019007329
Threat0.007521313
Severe Toxicity0.0027656555
Low Tox 0.10696511 Constructive 0.865
Aug 26, 2025 Why Canadians Are Turning Against …
thank you for this video. if you want to come to canada and be a part of canada you are welcome. but if you want to come and turn it into the country you came …
thank you for this video. if you want to come to canada and be a part of canada you are welcome. but if you want to come and turn it into the country you came from you need to go back to that country.
Identity Attack0.056582913
Insult0.026058068
Profanity0.012722028
Threat0.007262398
Severe Toxicity0.002298355
Low Tox 0.10653123 Moderate Con 0.494 Identity_Assertion
Nov 25, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Got recommended. Just popping in to say they have to go back. This is not acceptable. I'm too mad to watch the video.
Got recommended. Just popping in to say they have to go back. This is not acceptable. I'm too mad to watch the video.
Identity Attack0.0051427023
Insult0.026702631
Profanity0.022901481
Threat0.009126588
Severe Toxicity0.0021362305
Low Tox 0.09915545 Moderate Con 0.478
Oct 17, 2025 Inside Canada's Indian Metropolis (Brampton)
you video is back let's go
you video is back let's go
Identity Attack0.013445892
Insult0.019096779
Profanity0.03990845
Threat0.019746035
Severe Toxicity0.0061035156
Low Tox 0.08004235 Moderate Con 0.401 Meta_Commentary
Feb 5, 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...
Buying a weapon with intent to use it as a self defence device is Illegal in Canada, take the part out of the video where you said “I’m going to buy this knife for X …
Buying a weapon with intent to use it as a self defence device is Illegal in Canada, take the part out of the video where you said “I’m going to buy this knife for X reason” and it’s no longer illegal.
Identity Attack0.011173353
Insult0.0151129225
Profanity0.013234417
Threat0.021645326
Severe Toxicity0.0024604797
Low Tox 0.056758508 Low Con 0.271 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Excellent video my friend! I am first Nations. Aboriginal. My family has been in Canada for approximately 500 to 700 generations give or take. Which is about 5000 or 10,000 years. I am Inuit. I …
Excellent video my friend! I am first Nations. Aboriginal. My family has been in Canada for approximately 500 to 700 generations give or take. Which is about 5000 or 10,000 years. I am Inuit. I believe that it will get to a point where Canadians will not be passive anymore. There is going to be a breaking point and I don't know when that will be. But I do believe Canadians are strong enough and they will not allow it to get to a certain point after that breaking point. I can already see the tensions happening. I can already see the uneasiness of Canadians and it's bound to hit a boiling point. Just in the past 10 years I have watched my country morph into something that's almost unrecognizable.
Identity Attack0.026207991
Insult0.02212623
Profanity0.017777596
Threat0.008582866
Severe Toxicity0.0021839142
Low Tox 0.056263726 Constructive 0.838
Sep 6, 2025 9 likes Why Canadians Are Turning Against …
love watching your videos, I am Canadian and live in the suburbs of Toronto. I was born in 1962. My first Indian experience came in a small high school 1976-1980 the school had a small …
love watching your videos, I am Canadian and live in the suburbs of Toronto. I was born in 1962. My first Indian experience came in a small high school 1976-1980 the school had a small Punjabi student population, the students for the most part were not hassled nor did they hassel back. My next and biggest Indian experience was a job from 1984-1991 I worked for an Indian family and got to see a portion of Toronto's Indian population. Culturally there were big differences however I enjoyed my experience working with them. My point being you say in your video 'sudden indian.' this is 2026 and I have been experiencing as have Canadians, the Punjabi culture for over 46 years so this is not a sudden or new occurance. And lastly as far as cultures from other countries go, having Hindu's or even Sihk's as neighbors is far better than other ethnic possibilities, so I do not have any issue with Punjabi Canadians! Anyhow continue your video just wanted to add my comment as I am living in Canada with Indians and want to express my opinion.
Identity Attack0.042292643
Insult0.020063626
Profanity0.021603432
Threat0.008311004
Severe Toxicity0.002632141
Low Tox 0.05378982 Constructive 0.888 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
W video u inspire me to keep going ❤
W video u inspire me to keep going ❤
Identity Attack0.01087737
Insult0.014732921
Profanity0.044417568
Threat0.012181788
Severe Toxicity0.0046920776
Low Tox 0.050078966 Constructive 0.555 Solidarity
Jan 27, 2026 6 likes Inside Canada's Indian Invasion...
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...
Passed the test in first go watched this video twice 20 out of 20 thanks for making this video
Passed the test in first go watched this video twice 20 out of 20 thanks for making this video
Identity Attack0.007843546
Insult0.0140109155
Profanity0.025497584
Threat0.011405042
Severe Toxicity0.0036621094
Low Tox 0.044388983 Moderate Con 0.492
Aug 17, 2025 3 likes Canadian Citizenship Test 2025 – …
the video backed up lets go
the video backed up lets go
Identity Attack0.007991537
Insult0.012680908
Profanity0.025770858
Threat0.0130621
Severe Toxicity0.0037574768
Low Tox 0.044388983 Low Con 0.28 Meta_Commentary
Feb 3, 2026 6 likes Inside Canada's Indian Invasion...
I want to go to canada next summer but i am rethinking now after watching these videos,,i think its better to stay in JAMAICA
I want to go to canada next summer but i am rethinking now after watching these videos,,i think its better to stay in JAMAICA
Identity Attack0.02238941
Insult0.015340924
Profanity0.014190876
Threat0.0077672824
Severe Toxicity0.002374649
Low Tox 0.04315203 Moderate Con 0.432
Dec 13, 2025 1 likes Why Canadians Are Turning Against …
video started with hate vibes & ends with good vibes, loved the video, you covered both the aspects . we indian spread love whenever we go. we are not hurting anyone, please respect us & …
video started with hate vibes & ends with good vibes, loved the video, you covered both the aspects . we indian spread love whenever we go. we are not hurting anyone, please respect us & please don’t jealous from us, we learn from everyone. we respect every canadian.
Identity Attack0.013847848
Insult0.014048916
Profanity0.01627459
Threat0.0070034824
Severe Toxicity0.0014209747
Low Tox 0.039935954 Constructive 0.675
Jan 13, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
found your channel via this video in my suggested while i was working.... really well put together video... i subed and il share. appreciate you making this content... far to few people out there arent …
found your channel via this video in my suggested while i was working.... really well put together video... i subed and il share. appreciate you making this content... far to few people out there arent awake to what the future is going to be like.
Identity Attack0.010951365
Insult0.013440913
Profanity0.026454043
Threat0.012130005
Severe Toxicity0.0030326843
Low Tox 0.038991302 Constructive 0.662
Sep 10, 2025 5 likes Why Canadians Are Turning Against …
Will you PLEASE get this video to your leadership, they need to save Canada because our government sure ain't going to do it!
Will you PLEASE get this video to your leadership, they need to save Canada because our government sure ain't going to do it!
Identity Attack0.005771666
Insult0.014504919
Profanity0.012277958
Threat0.0077284453
Severe Toxicity0.0012779236
Low Tox 0.034748793 Moderate Con 0.393 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
I see this video as an Indian living happily in India. My neighbourhood is as clean as any Western nation's, if not better. The civic sense is improving (still a way to go). I hope …
I see this video as an Indian living happily in India. My neighbourhood is as clean as any Western nation's, if not better. The civic sense is improving (still a way to go). I hope Canadians get to live the way they want.
Identity Attack0.024198212
Insult0.012452906
Profanity0.012141321
Threat0.0066215824
Severe Toxicity0.0014209747
Low Tox 0.034748793 Constructive 0.744 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Deportation is always expensive. Using the numbers in this video, it's over $4k per deportee. The real problem is that too many are let into Canada in the first place. As well, it sounds like …
Deportation is always expensive. Using the numbers in this video, it's over $4k per deportee. The real problem is that too many are let into Canada in the first place. As well, it sounds like they are mainly going after refugee claimants, but there are similarly large, if not larger, numbers of TFWs and international "students" (who are not really students) with expired visas.
Identity Attack0.014450782
Insult0.012756908
Profanity0.010296722
Threat0.006382086
Severe Toxicity0.0008869171
Low Tox 0.032863233 Constructive 0.683
Dec 30, 2025 Deportations From Canada at Their …

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.