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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’m just here for the …" 1,009 comments · Page 23 of 41
I'm an immigrant myself, and I brought conservative values to Canada. Why? Because I want to "Conserve" what Canada is, not change it into the third world country I'm from. I try to explain this …
I'm an immigrant myself, and I brought conservative values to Canada. Why? Because I want to "Conserve" what Canada is, not change it into the third world country I'm from. I try to explain this to many Canadians, but they go with the left. This will implode Canada from within. Even the legal system is being wrecked, you can't touch some immigrants, up to how many minority labels they can slap to themselves. I'll put the message here: study South America History and GET RID OF THE LEFT WHILE YOU CAN. The socialist elite doesn't care, they will live at the top, rich, untouchable, as long as the masses are paying the taxes. It doesn't matter if the country is in disarray. Immigration must have one golden rule: if you want to live like in your home country, you are not welcome and I'll be deported.
Identity Attack0.11047905
Insult0.08533409
Profanity0.028503597
Threat0.026307223
Severe Toxicity0.0076675415
Low Tox 0.20705862 Constructive 0.637
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm from canada, buddy, and you are hitting it on the coffin brother Good job on exposing this BS .People need to hear everything and see it
I'm from canada, buddy, and you are hitting it on the coffin brother Good job on exposing this BS .People need to hear everything and see it
Identity Attack0.026207991
Insult0.0838533
Profanity0.11292298
Threat0.016120117
Severe Toxicity0.0076675415
Low Tox 0.20572066 Constructive 0.594
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I’m in the UK and I got arrested for watching the bike guy 😂😂😂😂
I’m in the UK and I got arrested for watching the bike guy 😂😂😂😂
Identity Attack0.055673428
Insult0.031146556
Profanity0.07385241
Threat0.04524883
Severe Toxicity0.0077056885
Low Tox 0.2043827 Moderate Con 0.413
Jan 27, 2026 10,445 likes Inside Canada's Indian Invasion...
I get a lot of mail for my job. Over the past year, all of the delivery guys in my area (Nova Scotia) have slowly been swapped for Indian men. I try to interact with …
I get a lot of mail for my job. Over the past year, all of the delivery guys in my area (Nova Scotia) have slowly been swapped for Indian men. I try to interact with them on friendly terms as I did with all of the folks that used to deliver my packages. They generally completely disregard me, don't look at me, don't smile, act completely aloof and cold, throw the package on my deck, sit in their truck on their phone for 10-15 minutes, and then rip out (generally driving over my grass) and speed down the road texting all the while. It is a drastic, drastic change we are being forced to swallow. I'm sure CBC would call me alt-right just for daring to ponder that fact, but it is the reality of the situation. Gas on the flames of a housing/ inflation crisis. It is absolute unchecked insanity.
Identity Attack0.18313584
Insult0.082866095
Profanity0.12727508
Threat0.03373172
Severe Toxicity0.011367798
Low Tox 0.2043827 Constructive 0.687
Nov 16, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
From Knocked Up: Seth Rogen : “I’m originally from Canada 🇨🇦. I live here illegally. Don’t tell anyone. Hahaha”.
From Knocked Up: Seth Rogen : “I’m originally from Canada 🇨🇦. I live here illegally. Don’t tell anyone. Hahaha”.
Identity Attack0.17614605
Insult0.06459839
Profanity0.037904397
Threat0.0078449575
Severe Toxicity0.005340576
Low Tox 0.2028889 Moderate Con 0.36
Nov 28, 2021 How much do refugees and …
Bro I'm Punjabi and I'm born in Brampton. Many people in my generation are integrated and we do more "Canadian" things that "Punjabi" things. People scapegoat Brampton and immigrants for the government failing to build …
Bro I'm Punjabi and I'm born in Brampton. Many people in my generation are integrated and we do more "Canadian" things that "Punjabi" things. People scapegoat Brampton and immigrants for the government failing to build and honour housing or infrastructure for the last 30 years. Of course there needs to be reforms on immigration but for the everyday person It’s way easier to blame a random brown guy for high rent than to admit the system is, and has been, broken by design. People have been moving, trading, and mixing for thousands of years.
Identity Attack0.21668483
Insult0.076819435
Profanity0.036401358
Threat0.009074804
Severe Toxicity0.005569458
Low Tox 0.2028889 Constructive 0.804
Jan 27, 2026 Inside Canada's Indian Invasion...
What about America, the mid-sized city I live in they show up in groups, along with people from south America, and middle eastern countries. I'm getting so sick of hearing Spanish and other languages constantly …
What about America, the mid-sized city I live in they show up in groups, along with people from south America, and middle eastern countries. I'm getting so sick of hearing Spanish and other languages constantly when I'm at the stores. It never used to be like that.
Identity Attack0.20680901
Insult0.06669625
Profanity0.054437835
Threat0.008556974
Severe Toxicity0.005264282
Low Tox 0.20265625 Constructive 0.63 Fear_Threat
Feb 20, 2026 2 likes Inside Canada's Indian Invasion...
I’m so sorry to hear of Jason’s father’s passing. Canada’s healthcare system is a nightmare.
I’m so sorry to hear of Jason’s father’s passing. Canada’s healthcare system is a nightmare.
Identity Attack0.04564415
Insult0.15343215
Profanity0.016479544
Threat0.0069387536
Severe Toxicity0.00289917
Low Tox 0.20265625 Constructive 0.606 Personal_Narrative
Feb 18, 2026 1 likes LILLEY UNLEASHED: The fall of …
This is the Canadian govt’s fault for not making immigration stricter and allowing low tier Indians in. I’m not sure why they weren’t more selective in handing out visas cause their mishandling of immigration just …
This is the Canadian govt’s fault for not making immigration stricter and allowing low tier Indians in. I’m not sure why they weren’t more selective in handing out visas cause their mishandling of immigration just paints a bad picture of all Indian immigrants (even those who assimilate with the country and contribute strongly to the economy). The US at least keeps immigration under control and only allows mostly smart Indians in. The Indian demographic in the US achieved the highest average annual salaries and most have assimilated well. That’s proof the US carried out good immigration control.
Identity Attack0.23467018
Insult0.07745308
Profanity0.017162729
Threat0.0075083673
Severe Toxicity0.004463196
Low Tox 0.20172562 Constructive 0.665 Policy_Critique
Feb 12, 2026 Inside Canada's Indian Invasion...
It’s not even a drop in the bucket. Canada is dead. I’m moving to Alberta before they leave and I have to immigrate there.
It’s not even a drop in the bucket. Canada is dead. I’m moving to Alberta before they leave and I have to immigrate there.
Identity Attack0.12208464
Insult0.0623257
Profanity0.022286616
Threat0.033386398
Severe Toxicity0.00541687
Low Tox 0.20172562 Moderate Con 0.323
Dec 29, 2025 Deportations From Canada at Their …
Based on this trend, by the next 50 years, the real Canadians could probably be extinct. I'm sorry, my wonderful Canadians. Your government has failed you.
Based on this trend, by the next 50 years, the real Canadians could probably be extinct. I'm sorry, my wonderful Canadians. Your government has failed you.
Identity Attack0.10221587
Insult0.07238392
Profanity0.014225035
Threat0.016638106
Severe Toxicity0.0048065186
Low Tox 0.20149297 Moderate Con 0.438 Fear_Threat
Jan 30, 2026 1 likes Why Canada’s immigration system has …
I’m from Canada originally, a big city on the west side, and growing up the mass migration became a huge issue. There were immigrants from Middle East establishing and taking over whole sections of the …
I’m from Canada originally, a big city on the west side, and growing up the mass migration became a huge issue. There were immigrants from Middle East establishing and taking over whole sections of the city with mosques, their food, shops. That would all be fine but the issue is the cultural mentality that was being imported. My high school was filled with young men. Some of them over 20 but attending my high school and hanging out with young girls. They would establish gangs and get into fights. There was multiple stabbings at that school. At the time I dated men from Pakistan for a while and they would throw trash on the ground out the window, have parties with young girls constantly, get into fights, street race, and just generally be belligerent.
Identity Attack0.23998553
Insult0.07967083
Profanity0.032894265
Threat0.02440793
Severe Toxicity0.008430481
Low Tox 0.20126031 Constructive 0.7 Personal_Narrative
Feb 24, 2026 Inside Canada's Indian Invasion...
I'm Indian and we know what the Indians are doing in the world
I'm Indian and we know what the Indians are doing in the world
Identity Attack0.23011416
Insult0.053205602
Profanity0.055940874
Threat0.011068452
Severe Toxicity0.00919342
Low Tox 0.20056234 Moderate Con 0.457 Identity_Assertion
Feb 10, 2026 Inside Canada's Indian Invasion...
if i speak like an indian i'm allowed to enter canada?
if i speak like an indian i'm allowed to enter canada?
Identity Attack0.24462871
Insult0.04090862
Profanity0.024882717
Threat0.0068869707
Severe Toxicity0.0045394897
Low Tox 0.20032968 Moderate Con 0.329 Humor_Satire
Feb 7, 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...
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)
I’m a second gen Indian in Canada born in USA. It’s become so us vs them between locals and immigrants, that Im caught in the middle, I belong no where and everywhere. There’s no room …
I’m a second gen Indian in Canada born in USA. It’s become so us vs them between locals and immigrants, that Im caught in the middle, I belong no where and everywhere. There’s no room for my voice, because I’m no different then any Canadian or American in how I act but nothing separates me from Punjab and Kashmir other than accident of birth and one generation. My English is NE United States, my French Québécois, my Hindi Dehli,Punjabi Jalandar, Urdu Lahori, and Turkish Ankara. I speak six languages and I’m fluent in none, I’m from three countries yet none of them want me. It would be great if more of these types of investigations included our voices, as we’re neither here nor there yet caught in the middle of all of this.
Identity Attack0.18903255
Insult0.082619295
Profanity0.030138692
Threat0.009126588
Severe Toxicity0.008964539
Low Tox 0.1996317 Constructive 0.806 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I’m done with immigration in Canada Had enough ,and enough is enough
I’m done with immigration in Canada Had enough ,and enough is enough
Identity Attack0.17614605
Insult0.04910661
Profanity0.013712646
Threat0.008375733
Severe Toxicity0.005760193
Low Tox 0.1991664 Moderate Con 0.44
Oct 27, 2025 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...
GOOD deport Deport DEPORT! I'm starting to look like a minority in my own small little town, let along province of Ontario.
GOOD deport Deport DEPORT! I'm starting to look like a minority in my own small little town, let along province of Ontario.
Identity Attack0.099899694
Insult0.05086332
Profanity0.014839902
Threat0.012854968
Severe Toxicity0.0061035156
Low Tox 0.19789438 Moderate Con 0.415
Dec 24, 2025 31 likes Deportations From Canada at Their …
1. Almost 2.5 million Indians are currently living there. The total population is 41.6 million, so about 6% are Indians. The total number of Pakistanis is around 500K, and Bangladeshis about 100K. 2. Out of …
1. Almost 2.5 million Indians are currently living there. The total population is 41.6 million, so about 6% are Indians. The total number of Pakistanis is around 500K, and Bangladeshis about 100K. 2. Out of all these, an estimated 1.5 million people are either overstaying or have entered illegally. 3. Pakistanis and Bangladeshis are also involved in illegal activities (I’m not defending Indians—they are also involved, I’ll come to that). If you ask them, many will claim to be Indians. You can see the same trend in the UK as well. The reason I’m mentioning them is because they have a similar appearance to Indians. 4. Almost half of the Indians in Canada are living there illegally. Why do I say this? Because here in India I personally know many people from Punjab and Haryana who go there. In both states, you can easily find many agents who reassure people that they can send them to Canada or the USA without much difficulty. You can also see the trend among Punjabis—many aspire to drive trucks and cars in Canada. In India, people often see Punjabis as if their only purpose in life is to go to Canada. I love Punjabi people, but I don’t like this mindset. 5. So, the people you see doing disgusting things are most likely illegal immigrants. Why? Because genuine people go there to educate themselves and contribute something meaningful to the culture—not to behave like those individuals. 6. I really hope Canada can recover from this. I have a friend who went there in 2015, and he once told me to visit the country. Canadians are truly amazing, and the natural beauty (except the winter!) is so nice. Please, Canadian government, take some steps for the well-being of your people.❤
Identity Attack0.2308735
Insult0.05964688
Profanity0.035399333
Threat0.01238892
Severe Toxicity0.007095337
Low Tox 0.19504376 Constructive 0.824
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
Biker just DGAF and I'm all for it
Biker just DGAF and I'm all for it
Identity Attack0.024600167
Insult0.054376744
Profanity0.16636424
Threat0.026307223
Severe Toxicity0.01393057
Low Tox 0.19409354 Moderate Con 0.363 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
It would be really nice to see them round up in Surrey BC and Brampton Ontario these communities that are infested with drug dealing and extortion of their middle class families back home. But really …
It would be really nice to see them round up in Surrey BC and Brampton Ontario these communities that are infested with drug dealing and extortion of their middle class families back home. But really FOR fast track Healthcare professionals/doctors into this country. Canada as a country also has to start having more children I do not know how they solve the problem but our population is aging and if we don't want to end up like Japan we have to do something about it. I see a lot of hate here in the comments (The racist and rednecks have permission to be openly racist)but this is a complex issue and don't forget Albert Einstein and Elon Musk were immigrants there is a lot of very talented people that we have to make sure we keep. How many jobs has Elon Musk created? he is not perfect I'm sure in the millions!!!! How much tax has he generated for the country?
Identity Attack0.07425626
Insult0.09416737
Profanity0.024472807
Threat0.011275585
Severe Toxicity0.005264282
Low Tox 0.19314334 Constructive 0.764
Dec 28, 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.