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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: "Its not the people who …" 4,268 comments · Page 112 of 171
Missing key facts here. India has the highest violations but also the highest representation amongst students. Because the fees these institutions are asking for can only be paid by Indian/Chinese parents. The real question is, …
Missing key facts here. India has the highest violations but also the highest representation amongst students. Because the fees these institutions are asking for can only be paid by Indian/Chinese parents. The real question is, is the proportion of the people who is dishonest is same in all international students regardless of their country or not? These people spends tonnes of money not for the non value diploma Canada offers but the chance of permanently staying in Canada and will be dishonest to make that happen.
Identity Attack0.17536941
Insult0.0838533
Profanity0.019758832
Threat0.007819066
Severe Toxicity0.004196167
Low Tox 0.19986437 Moderate Con 0.494 Policy_Critique
Sep 30, 2025 1 likes IRCC Names India in Study …
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...
4.9 million people are going to be deported
4.9 million people are going to be deported
Identity Attack0.10409598
Insult0.025026767
Profanity0.038655918
Threat0.051391184
Severe Toxicity0.0066375732
Low Tox 0.19986437 Low Con 0.268 Unverified_Claim
Dec 26, 2025 1 likes Deportations From Canada at Their …
guy at 8:00, no shirt, I'm thinking he must be polish. He Says" im coming from Poland". you could spot polish people a mile away...
guy at 8:00, no shirt, I'm thinking he must be polish. He Says" im coming from Poland". you could spot polish people a mile away...
Identity Attack0.18705739
Insult0.054962315
Profanity0.058445938
Threat0.016292779
Severe Toxicity0.00705719
Low Tox 0.19986437 Moderate Con 0.463 Comparative_Framing
Oct 17, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Only way to fix this kick out people. I have 1 credit card, i wirk 84 hours a week 7 days a week
Only way to fix this kick out people. I have 1 credit card, i wirk 84 hours a week 7 days a week
Identity Attack0.0103594
Insult0.030044744
Profanity0.062454045
Threat0.18281023
Severe Toxicity0.008087158
Low Tox 0.19986437 Moderate Con 0.433
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
A Portuguese guy goes to another country to berate its people.
A Portuguese guy goes to another country to berate its people.
Identity Attack0.17459276
Insult0.053205602
Profanity0.05017922
Threat0.013579931
Severe Toxicity0.005493164
Low Tox 0.19986437 Low Con 0.225 Identity_Assertion
Jan 28, 2026 4 likes Inside Canada's Indian Invasion...
We as Canadian people, we don't need them. We want our Canada back.
We as Canadian people, we don't need them. We want our Canada back.
Identity Attack0.13377325
Insult0.06337463
Profanity0.01490822
Threat0.010343489
Severe Toxicity0.0061035156
Low Tox 0.19986437 Moderate Con 0.405 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Immigrants are necessary, BUT ONLY TO POINT. We need to shut our borders to new immigrants and begin working around what we have. As a man who has grown up in Canada, I have seen …
Immigrants are necessary, BUT ONLY TO POINT. We need to shut our borders to new immigrants and begin working around what we have. As a man who has grown up in Canada, I have seen us morph from an economic powerhouse to wasted potential. Add in strict criteria for being able to come to Canada, incentivize construction of new infrastructure, and add in new laws for all these immigrants that dictate what they can and cannot do in Canada. This ain't no free ride, people! Get off the government gravy train and start working in places OTHER than entry-level work! Leave that for teens and twentiers!
Identity Attack0.14233272
Insult0.076502606
Profanity0.022218296
Threat0.010835429
Severe Toxicity0.0059509277
Low Tox 0.1996317 Constructive 0.669 Policy_Critique
Aug 26, 2025 Why Canadians Are Turning Against …
Indians commit no crime, keep to themselves, and don’t damage public spaces. They’re an ideal immigrant group and for whatever reason people hate them more than groups that do all of those things listed above. …
Indians commit no crime, keep to themselves, and don’t damage public spaces. They’re an ideal immigrant group and for whatever reason people hate them more than groups that do all of those things listed above. I think it’s jealousy because they earn more money than the natives. Harder working people of similar or higher intelligence.
Identity Attack0.20878418
Insult0.071750276
Profanity0.03239325
Threat0.008129764
Severe Toxicity0.005493164
Low Tox 0.1996317 Constructive 0.579 Economic_Argument
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Here's a crazy theory, the rich ain't gonna be affected by any of this. Only the middle class. So are the majority of people gonna vote the other way now?
Here's a crazy theory, the rich ain't gonna be affected by any of this. Only the middle class. So are the majority of people gonna vote the other way now?
Identity Attack0.020078164
Insult0.107333586
Profanity0.044167064
Threat0.006550381
Severe Toxicity0.002374649
Low Tox 0.1996317 Moderate Con 0.331 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Its okay if its multicultural, even native Canadian people historically aren't white. So just accept it cause its gonna always happen no matter what
Its okay if its multicultural, even native Canadian people historically aren't white. So just accept it cause its gonna always happen no matter what
Identity Attack0.27340925
Insult0.032248367
Profanity0.026727317
Threat0.009437286
Severe Toxicity0.0061035156
Low Tox 0.1996317 Moderate Con 0.433 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
they're extreme nepotists, so they vote in their own people. as soon as they have majority, canada is officially over.
they're extreme nepotists, so they vote in their own people. as soon as they have majority, canada is officially over.
Identity Attack0.062039822
Insult0.11797678
Profanity0.01982715
Threat0.007819066
Severe Toxicity0.003414154
Low Tox 0.19939905 Low Con 0.267 Fear_Threat
Mar 2, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
Superior people conquering land
Superior people conquering land
Identity Attack0.10221587
Insult0.054376744
Profanity0.05543986
Threat0.013476364
Severe Toxicity0.0077438354
Low Tox 0.19939905 Moderate Con 0.307 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Welp, about a half an hour ago when I got home, I realized that someone broke into my apartment building and stole my shoes that were infront of my door. SHOES. last year someone broke …
Welp, about a half an hour ago when I got home, I realized that someone broke into my apartment building and stole my shoes that were infront of my door. SHOES. last year someone broke in and stole my bike. The thing is, this area was NEVER like this. It was safe and people trusted each other. Guess what has changed? The amount of immigration in my city and in this area. I am terrified during the night that someone will break into my apartment since theyve been able to get into the building. My entire life I have always stuck up for minorities and all different groups that have been apparently marginalized. Now, after everything happening in my city, in the world, to the people I love and myself, I have had ENOUGH. I want these people out of my country. Go back to your shitty countries with your shitty ideas and shitty ideologies and shitty everything because you do not belong here. If you do not properly become a Canadian citizen, such as assimilating to our culture, language and so on and leaving your shitty ideas behind, then you are not wanted and you do not belong here. Canada is being destroyed because of YOU and our communist "liberal" leaders. As a former SJW, feminist, leftist, member of the alphabet Mafia, I see the destruction and the deception of these ideologies and they are the opposite of what is real and true and free. Bring Canada back.
Identity Attack0.07177465
Insult0.077136256
Profanity0.051181246
Threat0.017674083
Severe Toxicity0.006942749
Low Tox 0.19939905 Constructive 0.594
Aug 25, 2025 Why Canadians Are Turning Against …
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)
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 …
If you remove 80, 00, but let in 100, 000. You are failing all the people of Canada!!!!
If you remove 80, 00, but let in 100, 000. You are failing all the people of Canada!!!!
Identity Attack0.06158508
Insult0.07935401
Profanity0.014327513
Threat0.015602129
Severe Toxicity0.004234314
Low Tox 0.19939905 Moderate Con 0.303
Dec 26, 2025 Deportations From Canada at Their …
1:52 I think you need to clarify some of the claims people are making in your interviews. As much as people don’t like their hometowns changing like that, it’s unfair to say the immigrants come …
1:52 I think you need to clarify some of the claims people are making in your interviews. As much as people don’t like their hometowns changing like that, it’s unfair to say the immigrants come by jumping borders and by applying asylum. That must be less than 1% of the total immigrant population. Please don’t make this channel a tool for hatred and division.
Identity Attack0.089973204
Insult0.062150877
Profanity0.035900343
Threat0.009204263
Severe Toxicity0.0043678284
Low Tox 0.1991664 Constructive 0.723
Oct 3, 2025 18 likes Inside Canada's Indian Metropolis (Brampton)
The thing that concerns me about Westerners is their lack of global awareness. You let people in with vines-like culture and when the vines choke the indigenous plants, you begin to complain.
The thing that concerns me about Westerners is their lack of global awareness. You let people in with vines-like culture and when the vines choke the indigenous plants, you begin to complain.
Identity Attack0.120924085
Insult0.07840354
Profanity0.019963788
Threat0.010214032
Severe Toxicity0.004749298
Low Tox 0.1991664 Moderate Con 0.351 Fear_Threat
Sep 23, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
The problem is immigration back in day was a luxury in India so only riches made it outside and they were rich compared to others after independence because they were more pro british and served …
The problem is immigration back in day was a luxury in India so only riches made it outside and they were rich compared to others after independence because they were more pro british and served them. So it was easy for them to immigrate and assimilate into your culture. Now you see many poor people also immigrating because immigration became more accessible, its just like the touchscreen phones, before only rich people had them, but later and now everyone has it. Plus your overly liberal and the stupid point system lets anyone enter the country if they meet a specific criteria, they barely check their english, background, crime record, etc. Also, living in India is a survival, or a nightmare for short. Especially for the poor people in the up north, and so they go to these shady agents who claim that they can send him or her to Canada, UK, Australia where ever they want in exchange for some money. Sometimes these agents turnout to be scams and sometimes not, then these students apply to some fake university that has no campus in Canada and select a course thats easy. Then once approved they come to canada, don’t go to university and make some other indian friends who say they have contacts with some job providers and through that the students get their jobs at the fast food joints and shopping malls. The mindset with which these students come to Canada is that I want to get a simple job as soon as I land in Canada and through that job I can get a PR. They never go to assimilate or discover the culture, they come because the country looks nice, has resources, and will provide them with a good salary so that they send some money back home to their parents as compared to low paying jobs in India, which too are super competitive. They still like the indian way of life, the culture, the food, the attire, just not in India. Thats why you’ll never see these students eating at anything other than a Indian Punjabi Restaurant or a fast food joint, they will never make white friends, they will never try to change the way they speak and look at Canadians, they will never try to change their driving habits. In conclusion, more poor people and students migrating, paired with their mindset of “I want everything to be Indian just not in India but in a place that looks better” paired with their low interest in actually learning and working better jobs is what makes them a bad immigrant group. But thats not to say that all are like that its only some and mostly Punjabis/ other North Indians that have this mindset. The reason why the Indian group in USA is much better and successful is because they are mostly of south indian descent. Those people are far more educated, actually respect the law of the land. And fun fact: The stereotypical Indian Accent originated from USA mainly and reason why many indians say that they don’t speak in that accent is because that particular stereotypical accent is present in Indian people who come from the states of Andra Pradesh and Telegana, which is is where most of the Indians in USA are actually from. Sorry for the long ass comment and some writing mishaps, I really lose my writing quality when I’m writing long comments.
Identity Attack0.14875233
Insult0.083112895
Profanity0.041912504
Threat0.008129764
Severe Toxicity0.005607605
Low Tox 0.19893374 Constructive 0.608 Policy_Critique
Dec 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I’m South African Indian from Durban, and I spent three months in Vancouver for work. Honestly, I wouldn’t visit Canada again. The cold was unbearable for me, and I found the country dull and boring. …
I’m South African Indian from Durban, and I spent three months in Vancouver for work. Honestly, I wouldn’t visit Canada again. The cold was unbearable for me, and I found the country dull and boring. Coming from Durban, where there’s warmth, energy, culture, and life everywhere, Canada just didn’t feel like my kind of place. Some people may enjoy the quiet and structure, but it’s not for everyone—and it definitely wasn’t for me. Three months was more than enough to know it’s not my vibe.
Identity Attack0.116281845
Insult0.089778624
Profanity0.049678206
Threat0.008272167
Severe Toxicity0.0059509277
Low Tox 0.19893374 Constructive 0.707 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
At least they aren’t jihadists These people are kind and hard working and very family oriented
At least they aren’t jihadists These people are kind and hard working and very family oriented
Identity Attack0.17226285
Insult0.06494803
Profanity0.04266402
Threat0.0076119336
Severe Toxicity0.005836487
Low Tox 0.19893374 Moderate Con 0.459 Solidarity
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
The Indians are nice good people here. People gotta stop being racist
The Indians are nice good people here. People gotta stop being racist
Identity Attack0.14661247
Insult0.06354945
Profanity0.068967216
Threat0.008414571
Severe Toxicity0.005760193
Low Tox 0.19893374 Moderate Con 0.441 Solidarity
Jan 27, 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)
As a Indian I feel it's not good thing Canada belongs to local canadians not immigrants who migrated years ago this is how invasion looks like if not stopped this people will keep increasing some …
As a Indian I feel it's not good thing Canada belongs to local canadians not immigrants who migrated years ago this is how invasion looks like if not stopped this people will keep increasing some of this people even take double status from India and Canada giving them political rights is most dangerous hope your Canadian government wakes up from deep sleep
Identity Attack0.17536941
Insult0.06984934
Profanity0.0157622
Threat0.010188141
Severe Toxicity0.00541687
Low Tox 0.19870108 Constructive 0.598
Sep 22, 2025 1 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.