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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: "I hope they do it …" 317 comments · Page 5 of 13
i hope this video blows up so that the world can see how out of control things are.
i hope this video blows up so that the world can see how out of control things are.
Identity Attack0.031980325
Insult0.042665333
Profanity0.14402086
Threat0.3423812
Severe Toxicity0.021290002
Moderate 0.31547862 Moderate Con 0.333 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
They get their license handed to them in brampton. Ontario. They literally do it. It's a scam, okay, because the tow truckers. Okay, they get the calls, but it's a mafia owned. So that's why …
They get their license handed to them in brampton. Ontario. They literally do it. It's a scam, okay, because the tow truckers. Okay, they get the calls, but it's a mafia owned. So that's why they do drivers school with them. They know they can't drive, but they pay for their license. And they hope they get in an accident. It's a big mafia scam.
Identity Attack0.018168874
Insult0.25800487
Profanity0.04792466
Threat0.10696311
Severe Toxicity0.008773804
Moderate 0.3140926 Moderate Con 0.495 Unverified_Claim
Feb 9, 2026 Inside Canada's Indian Invasion...
As an Indian living in India, i feel so sad about the Canadian people who have suffered because of few dishonest Indians or asians who wont pay proper taxes, who wont mingle with local people, …
As an Indian living in India, i feel so sad about the Canadian people who have suffered because of few dishonest Indians or asians who wont pay proper taxes, who wont mingle with local people, or those who abuse the proper systems that the people back have built from long time.. Anybody who goes as an immigrant should live with the people there with great respect to the culture they have built on that land.. Hope the local people will get some justice 🙏🙁
Identity Attack0.37082586
Insult0.24493282
Profanity0.024131214
Threat0.007624879
Severe Toxicity0.010147095
Moderate 0.31132057 Constructive 0.717
Nov 28, 2025 34 likes Inside Canada's Indian Metropolis (Brampton)
HALT! This is as far as you go, buddy! Ahead of you lies the great kingdom of Canada! It is accessible only to the most noble and valiant of people. Oh no you don't! I …
HALT! This is as far as you go, buddy! Ahead of you lies the great kingdom of Canada! It is accessible only to the most noble and valiant of people. Oh no you don't! I can see that you are not Canadian. And there is only one way a non-Canadian can ever hope to enter the gates of our country. You must go back to your land and return here with... A passport. Ah, I see you have a passport! All right, hand it over.
Identity Attack0.28034934
Insult0.16795322
Profanity0.032643758
Threat0.013528148
Severe Toxicity0.014188796
Moderate 0.30716252 Moderate Con 0.346 Humor_Satire
Dec 6, 2025 Why Canadians Are Turning Against …
THANK YOU FOR COMING TO PIR GREAT WHITE NORTH AND COVERING THIS. all of our mainstream media is govn funded (tax payer funded) and they spread nothing but propaganda and lies. I truly truly hope …
THANK YOU FOR COMING TO PIR GREAT WHITE NORTH AND COVERING THIS. all of our mainstream media is govn funded (tax payer funded) and they spread nothing but propaganda and lies. I truly truly hope you investigate more in Canada !
Identity Attack0.27914262
Insult0.1798321
Profanity0.019007329
Threat0.007249452
Severe Toxicity0.008392334
Moderate 0.3057765 Constructive 0.595 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Brother brother brother all was good till you got to us Panjabi's please read the history same people you were being chased by in Paris and Minnesota we crushed them in battles protected other religions …
Brother brother brother all was good till you got to us Panjabi's please read the history same people you were being chased by in Paris and Minnesota we crushed them in battles protected other religions and are serving the USA in all armed forces I hope you do your research and you will see not one single Punjabi anywhere in the world begging on a street corner our religion is based on 3 main things do hard work make a honest living and then share your earnings with the needy maybe you gotta see the world's biggest community kitchen to find out how generous my people and religion is 100k people eat free at Sri Darbar Sahib.
Identity Attack0.28034934
Insult0.14874944
Profanity0.110447146
Threat0.1338057
Severe Toxicity0.023076924
Moderate 0.3048984 Constructive 0.76 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
so beautiful to see. i hope more of this happens to america also. i love watching the downfall of the west
so beautiful to see. i hope more of this happens to america also. i love watching the downfall of the west
Identity Attack0.24150419
Insult0.06722072
Profanity0.094542764
Threat0.22514746
Severe Toxicity0.018578632
Moderate 0.30464804 Moderate Con 0.396 Fear_Threat
Feb 16, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
W Tyler you investigated it like i've been posting like crazy to do....I hope theres a part 2 on this indian problem in Canada
W Tyler you investigated it like i've been posting like crazy to do....I hope theres a part 2 on this indian problem in Canada
Identity Attack0.12735364
Insult0.26957804
Profanity0.043415543
Threat0.007948523
Severe Toxicity0.005722046
Low Tox 0.29771072 Constructive 0.575 Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
Let me tell you this as a legal Indian immigrant that came here 13 years ago with my whole family. There was a balance of immigration coming in from every country which was amazing until …
Let me tell you this as a legal Indian immigrant that came here 13 years ago with my whole family. There was a balance of immigration coming in from every country which was amazing until they opened the gates to India like it’s another bus stop away from India. Since then there have been so many illiterate people that fraudulently came here and keep trying to make Canada like back home which needs to stop. The reputation of Indian people which used to be hard working and family people is getting ruined by people that come here to give back nothing to Canadian economy. People that used to come into Canada came in with a dream but now it feels like just visiting another Indian state especially Brampton……… hopefully this stops but with the monkeys that have currently taken over Canadian parliament i hardly see an end to this.
Identity Attack0.2808415
Insult0.24928534
Profanity0.036401358
Threat0.008194493
Severe Toxicity0.00831604
Low Tox 0.29771072 Constructive 0.607 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I hope anyone in the comments outraged about this arent liberal voters. If you are a liberal voter this is the cause of your actions, Trudeau welcomed known terrorists into this country, youre on youtube, …
I hope anyone in the comments outraged about this arent liberal voters. If you are a liberal voter this is the cause of your actions, Trudeau welcomed known terrorists into this country, youre on youtube, look up the prime minister of india calling out the canadian government for welcoming all their criminals into our country. This wont stop when you vote for this to happen🤦🏼‍♂️
Identity Attack0.17769934
Insult0.24767025
Profanity0.015420608
Threat0.011146127
Severe Toxicity0.007095337
Low Tox 0.2922276 Moderate Con 0.406 Unverified_Claim
Feb 18, 2026 Canadian immigration officers investigating hundreds …
This is a lesson for Canadians should never vote for the liberals. My mom always told me your in society your brand when you're at home you're your culture. That Muslim man should be careful …
This is a lesson for Canadians should never vote for the liberals. My mom always told me your in society your brand when you're at home you're your culture. That Muslim man should be careful what he says it can turn around on him. I believe there is hope and there will be a change!!
Identity Attack0.37953663
Insult0.08459369
Profanity0.017777596
Threat0.0089712385
Severe Toxicity0.00957489
Low Tox 0.28857216 Constructive 0.722 Call_To_Action
Aug 25, 2025 Why Canadians Are Turning Against …
I went to a shopper drug store in Brampton at Queen and Kenny over the summer. It was extremely dirty. It looked like a garbage truck dumped it load all over theparkinglot. Locals walked through …
I went to a shopper drug store in Brampton at Queen and Kenny over the summer. It was extremely dirty. It looked like a garbage truck dumped it load all over theparkinglot. Locals walked through it like it was a normal thing. I just hope they don't take over Georgetown and ruin it too. 😢
Identity Attack0.0091384705
Insult0.26957804
Profanity0.047173142
Threat0.009204263
Severe Toxicity0.005531311
Low Tox 0.28674445 Constructive 0.71 Fear_Threat
Sep 20, 2025 7 likes Inside Canada's Indian Metropolis (Brampton)
Hopefully Canada will start looking like Canada again. Canada will be declared an Islamic country if we keep this up.
Hopefully Canada will start looking like Canada again. Canada will be declared an Islamic country if we keep this up.
Identity Attack0.35624164
Insult0.07365121
Profanity0.020032106
Threat0.014738814
Severe Toxicity0.01121521
Low Tox 0.2854835 Low Con 0.179 Fear_Threat
Dec 27, 2025 2 likes Deportations From Canada at Their …
The globalists are to blame for destroying the West. I hope Tyler does a video on them soon.
The globalists are to blame for destroying the West. I hope Tyler does a video on them soon.
Identity Attack0.16373143
Insult0.08582769
Profanity0.05543986
Threat0.13633445
Severe Toxicity0.00957489
Low Tox 0.2854733 Moderate Con 0.333 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
😂😂😂 I never thought you’d actually do a video on Brampton. The “Doctors and Engineers” offer nothing good to us. Everyone used to live there, used to be a good prominent neighbourhood. Thankfully I got …
😂😂😂 I never thought you’d actually do a video on Brampton. The “Doctors and Engineers” offer nothing good to us. Everyone used to live there, used to be a good prominent neighbourhood. Thankfully I got out in 2002. Since the influx of Jeets, our insurance rates have sky rocketed, it’s impossible to get a decent job anywhere because they lie on their resume and scam the system, all while the government is giving them money. They also infect any place/city you want to go to. In 2017 it was a bad time to be in college/university, fast forward to now and how much more our government has imported, all of Ontario is doomed. Hope you went to Singh Hortons while you were here, it used to be good, now you’re lucky if you don’t get sick because of their hygienic standards. The only thing they’re good for is delivering us food when we don’t want to leave our house. The worst part is these people think they’re needed here and think they’re better than us Canadians because the government pushed them here. Useless people that infected and ruined everything we had, the jeet fatigue is real.
Identity Attack0.053399716
Insult0.24171697
Profanity0.07934829
Threat0.009307829
Severe Toxicity0.008506775
Low Tox 0.28425202 Constructive 0.564 Fear_Threat
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Im indian🇮🇳 but I support this guy, if indians get offended so easily why do make so much dirt everywhere , why do you do castism , dirt , and etc . Why do you …
Im indian🇮🇳 but I support this guy, if indians get offended so easily why do make so much dirt everywhere , why do you do castism , dirt , and etc . Why do you even let people question . There are more chinese immigrants than indians in foreign but I've never anyone say anything about China or any other . It's indians mistake .If you go to any country you must adapt their culture not put yours there . I hope people understand this .
Identity Attack0.29035977
Insult0.13245803
Profanity0.099305905
Threat0.0138755
Severe Toxicity0.014253352
Low Tox 0.2820025 Constructive 0.686 Identity_Assertion
Feb 4, 2026 4 likes Inside Canada's Indian Invasion...
I resonate with the guy at 10:55. The Hispanics have most of the jobs here in Florida and they all speak Spanish among themselves at work, totally disrespecting you the English speaking American. I think …
I resonate with the guy at 10:55. The Hispanics have most of the jobs here in Florida and they all speak Spanish among themselves at work, totally disrespecting you the English speaking American. I think they intentionally do it with the hopes that employees from other races will quit. It's really, really bad here in Florida.
Identity Attack0.35624164
Insult0.08212569
Profanity0.039407436
Threat0.008285114
Severe Toxicity0.0074386597
Low Tox 0.2820025 Constructive 0.755
Oct 28, 2025 1 likes Why Canadians Are Turning Against …
Hopefully Pierre will fight to get alot of these immigrants deported
Hopefully Pierre will fight to get alot of these immigrants deported
Identity Attack0.2854555
Insult0.07238392
Profanity0.027137227
Threat0.051067904
Severe Toxicity0.009346008
Low Tox 0.27975297 Low Con 0.3 Call_To_Action
Aug 26, 2025 Why Canadians Are Turning Against …
I’m grew up in Brampton, born here to immigrant parents who came in the 90s. The new generation of immigrants have really created a bad image for Indians here, I will encounter all kinds of …
I’m grew up in Brampton, born here to immigrant parents who came in the 90s. The new generation of immigrants have really created a bad image for Indians here, I will encounter all kinds of racism online or in real life, and the hatred is real. I wish it wasn’t so, but Brampton and for that matter the GTA is not equipped to handle these many people. Then you get the sheer number of illegal rooming houses, fraud, general disrespect for the norms and traditions of Canada from the newer generations of immigrants it just really paints a bad picture of Indian people. I hope things can change and both Indians and Canadians can live together and foster mutual respect for each other, but we are a long ways away
Identity Attack0.2831485
Insult0.16831873
Profanity0.02795705
Threat0.009204263
Severe Toxicity0.008964539
Low Tox 0.2786282 Constructive 0.788 Personal_Narrative
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Hopefully they all stay in Canada!!! Don’t come to the 🇺🇸 I.C.E will drag you out your car/house and send you back to your home country!!!
Hopefully they all stay in Canada!!! Don’t come to the 🇺🇸 I.C.E will drag you out your car/house and send you back to your home country!!!
Identity Attack0.27701542
Insult0.07333439
Profanity0.017777596
Threat0.03235042
Severe Toxicity0.01083374
Low Tox 0.2763787 Moderate Con 0.396 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada has no army, no hope, no money, no sovereignty, no leadership, no future, no identity, no sense, no pride, no sanity, no justice system, (a corrupt justice system)....trillions and trillions of dollars worth of …
Canada has no army, no hope, no money, no sovereignty, no leadership, no future, no identity, no sense, no pride, no sanity, no justice system, (a corrupt justice system)....trillions and trillions of dollars worth of natural resources that Canadians didn't think was worth fighting for or defending. 'Mark Carney and his vultures in the WEF/China have plans for Canada that doesn't include Canadians'. Just like Brazil, the Brazilians lost their resources to the WEF/China. Imagine Chinese miners, factories and towns full of Chinese workers...because that is where Canada is headed.
Identity Attack0.12440576
Insult0.23704576
Profanity0.021740068
Threat0.008427517
Severe Toxicity0.006828308
Low Tox 0.27047762 Moderate Con 0.342 Fear_Threat
Nov 22, 2025 1 likes Thousands of refugees allowed into …
I honestly feel bad for Canadians. What the Indians are doing to Canada is basically what the British did to India decades, maybe even centuries ago. I hope you guys get through this. I know …
I honestly feel bad for Canadians. What the Indians are doing to Canada is basically what the British did to India decades, maybe even centuries ago. I hope you guys get through this. I know you didn't ask for it.
Identity Attack0.316
Insult0.07523532
Profanity0.023994578
Threat0.010628296
Severe Toxicity0.0075912476
Low Tox 0.26293078 Constructive 0.598 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
i am surprised Sidhu never asked why is a white guy trying to smuggle himself into the USA? I hope you thanked Krishna for keeping you safe! :)
i am surprised Sidhu never asked why is a white guy trying to smuggle himself into the USA? I hope you thanked Krishna for keeping you safe! :)
Identity Attack0.2808415
Insult0.0817555
Profanity0.030890211
Threat0.012803185
Severe Toxicity0.00919342
Low Tox 0.26104406 Constructive 0.614 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Immigrants are unaware that the great opportunity they have in Quebec is worth its weight in gold. During their stay, they spend two, three, or five years here and neither speak, read, nor write French. …
Immigrants are unaware that the great opportunity they have in Quebec is worth its weight in gold. During their stay, they spend two, three, or five years here and neither speak, read, nor write French. They go about their daily lives like any other Quebecer who is settled here. And when the time comes to leave, they have to sell off what little they own and return with nothing. They shout and argue as if Canada owes them something, even though they haven't received any financial assistance from their own governments in their home countries, yet here they come demanding it. I hope that what they experienced here will motivate them to prosper when they return.
Identity Attack0.25309357
Insult0.15769513
Profanity0.026590679
Threat0.00823333
Severe Toxicity0.0074005127
Low Tox 0.25462922 Constructive 0.727 Policy_Critique
Nov 20, 2025 8 likes Quebec Ends Economic Immigration Program …
Canada is a dumpster fire under the Libs. There is no hope for redemption as a majority of the Canadian electorate keeps putting the LIbs in power.
Canada is a dumpster fire under the Libs. There is no hope for redemption as a majority of the Canadian electorate keeps putting the LIbs in power.
Identity Attack0.10221587
Insult0.21135417
Profanity0.023243073
Threat0.009540852
Severe Toxicity0.00541687
Low Tox 0.25462922 Low Con 0.188 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …

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.