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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: "what does this video have …" 1,144 comments · Page 23 of 46
This makes me question all of his videos. Its a lovely place to raise a family. Things got worse in covid with mass immigration. But this is selective journalism. Canada needs immigration, it's its refugee …
This makes me question all of his videos. Its a lovely place to raise a family. Things got worse in covid with mass immigration. But this is selective journalism. Canada needs immigration, it's its refugee and asylum seekers who are a liability. Also as a sikh Indo Canadian. I couldnt care less about Khalistan.
Identity Attack0.23163283
Insult0.06984934
Profanity0.020032106
Threat0.007197669
Severe Toxicity0.0050735474
Low Tox 0.21374844 Constructive 0.782 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
The next video you do, you have to do it about how Minneapolis won and created the national blueprint for TACO. Search : Trump Deportation Plan Minneapolis, illegals win! 🏳️🏳️🇺🇸🏳️🏳️
The next video you do, you have to do it about how Minneapolis won and created the national blueprint for TACO. Search : Trump Deportation Plan Minneapolis, illegals win! 🏳️🏳️🇺🇸🏳️🏳️
Identity Attack0.16373143
Insult0.06739554
Profanity0.01627459
Threat0.010395273
Severe Toxicity0.005531311
Low Tox 0.21241048 Moderate Con 0.347 Unverified_Claim
Jan 30, 2026 Inside Canada's Indian Invasion...
One striking aspect highlighted by this video is the "community" part of this. White Canadians people have turned away on community in favor of individualism, everybody for themselves, meritocracy "look-how-expensive-my-car-is" kind of mentality. This collectively …
One striking aspect highlighted by this video is the "community" part of this. White Canadians people have turned away on community in favor of individualism, everybody for themselves, meritocracy "look-how-expensive-my-car-is" kind of mentality. This collectively makes everybody poorer and weaker, whereas these Indian communities seem a lot more tightly-knit and willing to help each other.
Identity Attack0.26155844
Insult0.06921569
Profanity0.019895468
Threat0.0069646453
Severe Toxicity0.004673004
Low Tox 0.21241048 Constructive 0.697
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
This video was shot on a 20 years old Nokia.
This video was shot on a 20 years old Nokia.
Identity Attack0.0376521
Insult0.035333443
Profanity0.085167445
Threat0.13582869
Severe Toxicity0.011749268
Low Tox 0.21107252 Low Con 0.29
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
I have to travel to Montreal for work relatively often. Driving in Montreal is insane, it’s like nothing I’ve ever seen in the US. You see those videos from India where there are cars everywhere …
I have to travel to Montreal for work relatively often. Driving in Montreal is insane, it’s like nothing I’ve ever seen in the US. You see those videos from India where there are cars everywhere forcing their way in and everyone is driving like 5mph - that’s like every Montreal on-ramp…
Identity Attack0.078392304
Insult0.123407245
Profanity0.033645786
Threat0.0077284453
Severe Toxicity0.0044059753
Low Tox 0.2043827 Constructive 0.548
Jan 27, 2026 Inside Canada's Indian Invasion...
Jeets couldn't silence him by taking this video down lol.
Jeets couldn't silence him by taking this video down lol.
Identity Attack0.019274252
Insult0.045593183
Profanity0.08904689
Threat0.02613456
Severe Toxicity0.008888245
Low Tox 0.20335422 Low Con 0.149 Meta_Commentary
Feb 3, 2026 37 likes Inside Canada's Indian Invasion...
I really appreciate that you did this video to try and shine some light on what's happening in Canada. However, this was such a missed opportunity. There was never any questions about why millions of …
I really appreciate that you did this video to try and shine some light on what's happening in Canada. However, this was such a missed opportunity. There was never any questions about why millions of indians have been allowed in the country in record numbers. There is so much fraud in the government with their diploma mills, drug trafficking and employment scams. This video could have been so much bigger and exposed the corruption in the Canadian government. This is not what Canadians want
Identity Attack0.16373143
Insult0.09563028
Profanity0.017436003
Threat0.007301235
Severe Toxicity0.004425049
Low Tox 0.2028889 Constructive 0.698 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
You should do some more videos in Canada dude! Lots to choose from. You’re intense for getting smuggled 😂
You should do some more videos in Canada dude! Lots to choose from. You’re intense for getting smuggled 😂
Identity Attack0.031980325
Insult0.071433455
Profanity0.057443913
Threat0.02682521
Severe Toxicity0.006942749
Low Tox 0.20265625 Moderate Con 0.392 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Terribly scripted sting operation videos keep coming.
Terribly scripted sting operation videos keep coming.
Identity Attack0.008028535
Insult0.0654725
Profanity0.03915693
Threat0.013165667
Severe Toxicity0.004749298
Low Tox 0.20265625 Low Con 0.109 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Been waiting for this video, it’s a pandemic
Been waiting for this video, it’s a pandemic
Identity Attack0.01565665
Insult0.03768798
Profanity0.06145202
Threat0.010783645
Severe Toxicity0.008087158
Low Tox 0.20242359 Moderate Con 0.384
Jan 27, 2026 Inside Canada's Indian Invasion...
I've been waiting for this video, brother. This also happens with commercial truck drivers; they're just Indian here in Canada.
I've been waiting for this video, brother. This also happens with commercial truck drivers; they're just Indian here in Canada.
Identity Attack0.2700233
Insult0.047935467
Profanity0.024267852
Threat0.007832011
Severe Toxicity0.005455017
Low Tox 0.20195828 Constructive 0.611 Personal_Narrative
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
I see in the comments section there are a lot of people claiming racism and sexism about the video. How is asking questions to people that live in these places any of that? I mean …
I see in the comments section there are a lot of people claiming racism and sexism about the video. How is asking questions to people that live in these places any of that? I mean judging off of the poor English used in the comments I kinda get who it is
Identity Attack0.10221587
Insult0.06529768
Profanity0.06195303
Threat0.008556974
Severe Toxicity0.0052261353
Low Tox 0.20126031 Constructive 0.625 Meta_Commentary
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Great video Brother. God help us we have been invaded.
Great video Brother. God help us we have been invaded.
Identity Attack0.09741807
Insult0.038566336
Profanity0.07999486
Threat0.044925548
Severe Toxicity0.010147095
Low Tox 0.20126031 Moderate Con 0.447 Fear_Threat
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
I became homeless after spending over 2 months in the ICU of a Toronto hospital barely walking in was taken to a Toronto city shelter and for 5 years I've been in 5 different Toronto …
I became homeless after spending over 2 months in the ICU of a Toronto hospital barely walking in was taken to a Toronto city shelter and for 5 years I've been in 5 different Toronto shelters in what seemed like a blink of a eye every shelter became 80% north African Muslim men ,they were given cash allowances to buy their own food $80 a day plus welfare cheques once a month boosted up with TTC allowance $157 clothing allowances and yes they were all given money to buy laptops and smart phones apparently so they can keep in touch with their families back in Africa, in the last shelter I stayed in there was only 6 white Canadian born homeless people living there and 94 north Africans whom we started to notice were being housed only to have the next one take up their cott space housed yes and when we started looking into how they were getting housed so fast when we were apparently on a 37,000 name waiting list for housing with our housing workers telling us it will take 10 years if we are lucky then we found out about the secret housing program that these fresh off the boat immigrants were getting market value apartments of their choice you pick the government pays one African we befriended ( he wasn't a believer in Islam shush or they'll kill him) got a 1 bedroom condo apartment over looking Toronto's Island airport $2,700 a month and the government payed for all his furnishings, so now we knew and we approached the on site housing workers asking why we weren't told about COHB at first they tried to deny it existed but researching we had all the information first these COHB forms were to be handed out to those with seniority length of stay so as to cut out on abuse being that they are worth over $250,000 after ten years of paying your rent as in free housing for life , then we discovered the staff were making false entries on our files claiming some of us lost our seniority for fighting claiming we were kicked out for 14 days others for smoking violations what they didn't think we knew was on admission to any shelter you sign a agreement that they are videoing you and keeping a file on you that also stated we are allowed to have up to date copies of our files then during the 2 weeks we were supposedly kicked out we asked for the videos from that period once they realized we had a advocate working for us who a l so supplies lawyers to us should we need so they got caught then management called us all up for a meeting and that's when we hit him with a bombshell yes the shelters are staffed with immigrants from the same African countries this Hoard is coming from and we have a sworn statement saying they are charging $10,000 for these guaranteed housing forms yes $10,000 that's what our none Muslim African shelter friend payed for his form and why he's now living free in easily close to a million dollar condo and believe me the cars parked there show it, ok so after we busted them guess what 6 whites who were all born in Canada and have lived a average of 3.5 years in a shelter all got housed in apartments of our choosing mind we did get ours fully furnished by the government like all these illegal Christian hating islamists get free housing free food free clothing free medical free dental free prescription drugs and a free huge monthly welfare cheque Rebel news please contact us we want every Canadian to know what's going on and how we Canadians are being left out, p.s just go to any money transfer business at the end of the month and you'll see line ups of these north Africans wiring money back to their wives and families even boxing up all the mountains of free clothing sending it to Africa same what they're doing with all the prescription drugs they are getting for free everything is about making money taking taking taking not putting anything back , now I sleep soundly no one stealing my belongings no more catching a different cold every week no more being called a filthy infidel which seems to be their favorite word COHB look that up and if your living paycheck to paycheck working 2 jobs just get to a shelter say one with 94 Africans who will all be housed shortly leaving you the most seniority easy peasy but remember to keep a eye on your file for false entries or borrow $10,000 to buy one
Identity Attack0.20878418
Insult0.0777699
Profanity0.025770858
Threat0.007819066
Severe Toxicity0.0075531006
Low Tox 0.20102765 Constructive 0.78 Personal_Narrative
Aug 25, 2025 Why Canadians Are Turning Against …
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two …
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two provinces/states - Punjab and Gujarat. From Punjab - Most of the population who migrates to Canada are villagers. They are notoriously famous in Punjab cities as well for creating trouble. They have no civic sense, always getting involved in illegal stuff, some use drugs, no etiquettes, poor hygiene and very arrogant sometimes. Another thing, Canadian government over the years stopped taking in-person interviews and got lenient with rules for gaining a visa especially for students which doesn't make sense and one should be catious so of what kind of people they are letting in their country. This leads to letting in a bunch of wrong people who are already a troublemaker in Punjab and then represents a bad of side of Indians. A side note - Every Indian province is very very different and not all people are same in India. It's definitely a shit situation which shows Canadian government definitely needed a better way to handle immigration. A lot of international students has been exploited by the system as well if you get to know from there point of view as well. Seeing the thumbnail and title of this video shows what kind of a person Tyler is. Without a proper research and understanding, he just made a video to appease people who hates on Indians. Title says Invasion, is he for real? I see way more Chinese immigrants here in Canada than any other nationality. Punjabi Indians are to be blamed as for creating a bad picture for themselves but hating on whole country without knowing them feels prejudiced. I hope whoever is reading to really open their eyes and understands that this is a government failure for not having strict rules and regulations. Indians have been immigrating to Canada for more than 100 years but you see them as a problem now due to last 8 years of bad decisions. Last thing, you see more Indians in Tim Hortons and mock them, is that a bad thing on loving and supporting a Canadian brand? Definitely poor english speaking employees is a problem, but that is a management issue. You don't like it, have a word with the Manager if they don't act on it, then I guess they don't really care for your opinion. Its on you now whether you want your coffee or better english 😂
Identity Attack0.17536941
Insult0.08831572
Profanity0.022423252
Threat0.008789998
Severe Toxicity0.0049591064
Low Tox 0.20009702 Constructive 0.774 Policy_Critique
Feb 20, 2026 Inside Canada's Indian Invasion...
why did this video disappear and then come back 😥
why did this video disappear and then come back 😥
Identity Attack0.012139536
Insult0.028061481
Profanity0.06195303
Threat0.01698343
Severe Toxicity0.010223389
Low Tox 0.19986437 Moderate Con 0.402 Question
Feb 6, 2026 Inside Canada's Indian Invasion...
I’m so embarrassed about this video…. The Indian-Canadians are great & add a lot to Canada. This is sad…
I’m so embarrassed about this video…. The Indian-Canadians are great & add a lot to Canada. This is sad…
Identity Attack0.09410924
Insult0.06319981
Profanity0.028913507
Threat0.00704232
Severe Toxicity0.004673004
Low Tox 0.19986437 Constructive 0.583 Solidarity
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Tyler, I’m really hoping you see this post. I have such a ground breaking idea for a video, that only you could probably accomplish. After watching so much of this epstein content over the last …
Tyler, I’m really hoping you see this post. I have such a ground breaking idea for a video, that only you could probably accomplish. After watching so much of this epstein content over the last week I’ve came to a conclusion that is safe, legal and would probably be the biggest videos in history if done. Around the island is international waters. What do you think is around that island? If you see this comment just reply and I’ll give you the idea for free, I just want these horrible people brought to justice WITH PROOF!!! Thanks bud, hopefully you see this.
Identity Attack0.008213525
Insult0.1505596
Profanity0.062454045
Threat0.010705971
Severe Toxicity0.004386902
Low Tox 0.19986437 Constructive 0.641 Meta_Commentary
Feb 7, 2026 Inside Canada's Indian Invasion...
I have watched this video and i just want to say that indian people from Hindu and sikh or any other community except muslims will respect canadian culture and rules of Canadian govt. They are …
I have watched this video and i just want to say that indian people from Hindu and sikh or any other community except muslims will respect canadian culture and rules of Canadian govt. They are hardworking. I also request people from the community as mentioned above, please respect the nation and their culture and don't try to make Canada to India.
Identity Attack0.27682206
Insult0.04910661
Profanity0.019485557
Threat0.0070164283
Severe Toxicity0.004196167
Low Tox 0.19939905 Constructive 0.747 Identity_Assertion
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Thanks for the video but the us is far from being the greatest country on earth
Thanks for the video but the us is far from being the greatest country on earth
Identity Attack0.11512129
Insult0.046178754
Profanity0.048175167
Threat0.012026439
Severe Toxicity0.0074768066
Low Tox 0.19939905 Moderate Con 0.301 Comparative_Framing
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Great video. I love the fact you put many people's of color and nationality. Very balanced
Great video. I love the fact you put many people's of color and nationality. Very balanced
Identity Attack0.20483385
Insult0.034562174
Profanity0.06145202
Threat0.01750142
Severe Toxicity0.0090408325
Low Tox 0.19939905 Constructive 0.594 Solidarity
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
As an Indian individual born in Canada, I don’t think it is right to generalize all Indians for creating such a huge problem in Brampton. From this video, you can obviously see the differences between …
As an Indian individual born in Canada, I don’t think it is right to generalize all Indians for creating such a huge problem in Brampton. From this video, you can obviously see the differences between the Indians that want to be here and want to make a life here and the ones that are running time on their tourist visas. But do not blame the entire Indian population, its inaccurate.
Identity Attack0.27340925
Insult0.056719027
Profanity0.018255826
Threat0.0072106146
Severe Toxicity0.0037193298
Low Tox 0.19893374 Constructive 0.759 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
WHY IS MY DAD INTHIS VIDEO
WHY IS MY DAD INTHIS VIDEO
Identity Attack0.017766917
Insult0.030154925
Profanity0.07740857
Threat0.012906751
Severe Toxicity0.010910034
Low Tox 0.19893374 Low Con 0.298 Meta_Commentary
Feb 21, 2026 Inside Canada's Indian Invasion...
This video is clearly biased. The individuals making disparaging remarks about Indians do not represent the broader community — every society has both good and bad people. What the video fails to recognize is that …
This video is clearly biased. The individuals making disparaging remarks about Indians do not represent the broader community — every society has both good and bad people. What the video fails to recognize is that Indians are among the hardest-working and most enterprising contributors to Brampton’s economy. Content like this unfairly damages the reputation of our city. As a proud Brampton resident, I can confidently say that Brampton stands out as a welcoming and supportive place for immigrants, students, skilled workers, business owners, and seniors alike.
Identity Attack0.11860296
Insult0.08030447
Profanity0.032643758
Threat0.010058682
Severe Toxicity0.00541687
Low Tox 0.19893374 Constructive 0.742
Nov 27, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Thanks for making this video! What's crazy that people might not understand is it's not isolated to just that city. It's every major populated city in Canada is getting overrun. Most minimum wage jobs and …
Thanks for making this video! What's crazy that people might not understand is it's not isolated to just that city. It's every major populated city in Canada is getting overrun. Most minimum wage jobs and security are always 95% Indians. I don't understand how this was aloud..
Identity Attack0.17459276
Insult0.07270074
Profanity0.03715288
Threat0.0071588317
Severe Toxicity0.004711151
Low Tox 0.19789438 Constructive 0.71 Unverified_Claim
Jan 27, 2026 1 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.