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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: "I hope they do it …" 317 comments · Page 6 of 13
My uncle timmy still says we need more immigrants to make him coffee in timmy. Please bring in more immigrants to new brunswick. I hope new brunswick people won't find a job even to clean …
My uncle timmy still says we need more immigrants to make him coffee in timmy. Please bring in more immigrants to new brunswick. I hope new brunswick people won't find a job even to clean a toilet.
Identity Attack0.18468912
Insult0.14512913
Profanity0.023106437
Threat0.007819066
Severe Toxicity0.0051498413
Low Tox 0.25462922 Moderate Con 0.493
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Hoping canada become india capital and usa become Third World
Hoping canada become india capital and usa become Third World
Identity Attack0.23998553
Insult0.082372494
Profanity0.025907494
Threat0.013321015
Severe Toxicity0.01083374
Low Tox 0.2540519 Low Con 0.146 Fear_Threat
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
I hope my boss has to leave after her pgwp expires.
I hope my boss has to leave after her pgwp expires.
Identity Attack0.0004544021
Insult0.017783772
Profanity0.00091636
Threat0.15829849
Severe Toxicity0.00007911035
Low Tox 0.25291577
Apr 18, 2025 3 likes
I hope the next video is about LMIA (Indianscam)
I hope the next video is about LMIA (Indianscam)
Identity Attack0.16587129
Insult0.06739554
Profanity0.12903778
Threat0.030969119
Severe Toxicity0.014447021
Low Tox 0.24763705 Moderate Con 0.307
Jan 27, 2026 30 likes Inside Canada's Indian Invasion...
I hope you reported those guys
I hope you reported those guys
Identity Attack0.038683333
Insult0.043250903
Profanity0.06195303
Threat0.13346854
Severe Toxicity0.0074005127
Low Tox 0.24282593 Moderate Con 0.335 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
I can feel how Indigenous people felt back in days when white immigrants were arrived into Canada. Hope white Canadian now feel that feeling. Don’t hate it’s just a circle ⭕️ it happened, happening and …
I can feel how Indigenous people felt back in days when white immigrants were arrived into Canada. Hope white Canadian now feel that feeling. Don’t hate it’s just a circle ⭕️ it happened, happening and will happen again. So everyone just chill and enjoy life 😊
Identity Attack0.28034934
Insult0.056719027
Profanity0.024472807
Threat0.009618527
Severe Toxicity0.0076675415
Low Tox 0.23812068 Constructive 0.67 Moral_Argument
Feb 28, 2026 2 likes Inside Canada's Indian Invasion...
Hope Canadian girls like the burqa.
Hope Canadian girls like the burqa.
Identity Attack0.23467018
Insult0.07301756
Profanity0.04642162
Threat0.010550622
Severe Toxicity0.010604858
Low Tox 0.23812068 Low Con 0.285 Fear_Threat
Nov 21, 2025 11 likes Thousands of refugees allowed into …
I just shared this all over X. Hopefully, some of the sheep that don't understand why life is so difficult might wake up 😊
I just shared this all over X. Hopefully, some of the sheep that don't understand why life is so difficult might wake up 😊
Identity Attack0.018470341
Insult0.16802633
Profanity0.08225787
Threat0.0115345
Severe Toxicity0.005531311
Low Tox 0.23451406 Moderate Con 0.487 Call_To_Action
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
90% of bank employees are still Indian (who entered Canada in the last 5 years). Reverse ALL entries since 2018!!! Hoping for Trump to step in and force their hand.
90% of bank employees are still Indian (who entered Canada in the last 5 years). Reverse ALL entries since 2018!!! Hoping for Trump to step in and force their hand.
Identity Attack0.25309357
Insult0.06512285
Profanity0.014669105
Threat0.013424582
Severe Toxicity0.0063323975
Low Tox 0.23162876 Moderate Con 0.408
Dec 26, 2025 1 likes Deportations From Canada at Their …
I hope you don't get abused by the "CULTURED" Indian Community for showing the reality
I hope you don't get abused by the "CULTURED" Indian Community for showing the reality
Identity Attack0.24074486
Insult0.06319981
Profanity0.06596114
Threat0.011353259
Severe Toxicity0.007171631
Low Tox 0.23090743 Moderate Con 0.379 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
DON'T WORRY. ONCE HE DIES, HOPEFULLY SOON, THINGS WILL GO BACK TO NORMAL.
DON'T WORRY. ONCE HE DIES, HOPEFULLY SOON, THINGS WILL GO BACK TO NORMAL.
Identity Attack0.0010297215
Insult0.002588915
Profanity0.00030544066
Threat0.26192105
Severe Toxicity0.000084305386
Low Tox 0.21855456 Humor_Satire
Dec 9, 2025
I'm 70, I've been looking for a way out to escspe the same noice, unruly rule, dominance over other faith.. But after knowing that Csnada, USA face the same suffocation from Indian there i'm now …
I'm 70, I've been looking for a way out to escspe the same noice, unruly rule, dominance over other faith.. But after knowing that Csnada, USA face the same suffocation from Indian there i'm now comforting myself as better be here only hoping fot better days might come...😮
Identity Attack0.21075934
Insult0.082866095
Profanity0.049928714
Threat0.011612174
Severe Toxicity0.0074386597
Low Tox 0.21776234 Constructive 0.65 Personal_Narrative
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
I did not vote lib, and I tried to warn others But. It fell on deaf ears. I pray that we all stand together against this irresponsible government. Its going to be a very cold …
I did not vote lib, and I tried to warn others But. It fell on deaf ears. I pray that we all stand together against this irresponsible government. Its going to be a very cold winter. Many immigrants won't like it, especially when the hydro crashes. No heat or electricity. Hope they go back where they came from for their own good.
Identity Attack0.109318495
Insult0.113185234
Profanity0.018255826
Threat0.010887212
Severe Toxicity0.0045204163
Low Tox 0.21642438 Constructive 0.578 Fear_Threat
Sep 8, 2025 2 likes Why Canadians Are Turning Against …
Canada is like the Ukraine, a giant money laundering operation. I hope my province will separate. I hope we can reverse replacement theory!!
Canada is like the Ukraine, a giant money laundering operation. I hope my province will separate. I hope we can reverse replacement theory!!
Identity Attack0.10221587
Insult0.11172232
Profanity0.013507691
Threat0.008013252
Severe Toxicity0.0042533875
Low Tox 0.20839658 Moderate Con 0.366
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Well i hope millions more Indians move to Canada.
Well i hope millions more Indians move to Canada.
Identity Attack0.27340925
Insult0.039151907
Profanity0.019553876
Threat0.0075083673
Severe Toxicity0.0051116943
Low Tox 0.20265625 Moderate Con 0.308 Identity_Assertion
Feb 12, 2026 Inside Canada's Indian Invasion...
The comments give me hope. The tide is turning. It’s no longer “ racist” to be critical of the problems of mass immigration. The deportations is a good thing.
The comments give me hope. The tide is turning. It’s no longer “ racist” to be critical of the problems of mass immigration. The deportations is a good thing.
Identity Attack0.15731181
Insult0.057890166
Profanity0.019348921
Threat0.017674083
Severe Toxicity0.0059509277
Low Tox 0.20172562 Constructive 0.505 Identity_Assertion
Dec 30, 2025 Deportations From Canada at Their …
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...
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...
1:07, I hope none are in Kitimat-Stikine.
1:07, I hope none are in Kitimat-Stikine.
Identity Attack0.10221587
Insult0.034011267
Profanity0.03840541
Threat0.045895394
Severe Toxicity0.009307861
Low Tox 0.1996317 Moderate Con 0.354 Fear_Threat
Oct 1, 2025 1 likes IRCC Names India in Study …
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)
I immigrated to Canada in 1996. This country was such a beautiful and peaceful place back then.. Unfortunately, these immigrants these days have no respect or courtesy for Canadian laws and other people. The majority …
I immigrated to Canada in 1996. This country was such a beautiful and peaceful place back then.. Unfortunately, these immigrants these days have no respect or courtesy for Canadian laws and other people. The majority of them come in, commit crimes, partake in protests that disrupt everyday Canadians just trying to get to work and support their families, all while collecting free money from the government, not to mention free health care and they do not even have the decency to simply follow the laws and regulations of this country. I hope the Canadian government takes action soon to get Canada back to the way it should be.
Identity Attack0.1294935
Insult0.08533409
Profanity0.019895468
Threat0.009178371
Severe Toxicity0.0052261353
Low Tox 0.19789438 Constructive 0.674
Aug 26, 2025 12 likes Why Canadians Are Turning Against …
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 …
So you can enter Canada with an app, that’s filed out by the individual hoping they are truthful and no security check,yet our government is trying to pass legislation to have the ability to go …
So you can enter Canada with an app, that’s filed out by the individual hoping they are truthful and no security check,yet our government is trying to pass legislation to have the ability to go through emails etc without a warrant on its own citizens? W T ACTUAL F?
Identity Attack0.00673361
Insult0.061451588
Profanity0.22552395
Threat0.0067898775
Severe Toxicity0.0061035156
Low Tox 0.19409354 Moderate Con 0.336
Nov 21, 2025 2 likes Thousands of refugees allowed into …
Humans, like any other animals, have survival instincts. Seeing a threat, would make me scared of all related things as a threat. Our prejudices develop and little few percentage in any community can make us …
Humans, like any other animals, have survival instincts. Seeing a threat, would make me scared of all related things as a threat. Our prejudices develop and little few percentage in any community can make us hate the whole community. The gentleman in first half of the video mentioned “They sell among themselves and they live among themselves “, could’ve most probably come from his personal experience which might not have been the best and influenced from the dirty politics. 2nd part of the video shows two gentlemen saying “everyone is welcome”. Maybe it’s high time to break that instinct survival barrier and see if all are welcomed for the free food, belongingness and if they’re paying taxes. Also, not being unaware of the criminals that are there in every community of every society. Should they be the ones holding power to our narrative? Thank you for doing this video and showing both sides! Hope this brings more peace and prosperity in the society and within ourselves.
Identity Attack0.028418748
Insult0.082619295
Profanity0.07611542
Threat0.012803185
Severe Toxicity0.0048828125
Low Tox 0.18079062 Constructive 0.799
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Canada is a collapsing country. I really hope that more would-be foreign workers consider that Canada operates more like a scam with their TFW program than anything else. It is not a guaranteed gateway into …
Canada is a collapsing country. I really hope that more would-be foreign workers consider that Canada operates more like a scam with their TFW program than anything else. It is not a guaranteed gateway into citizenship at all. Homes are too expensive, prices of everything in Canada keeps rising & rising, not enough jobs, declining birth rates, the usual issues facing most countries that do not produce any substantial products.
Identity Attack0.08749158
Insult0.083359696
Profanity0.018392462
Threat0.0065827454
Severe Toxicity0.0036621094
Low Tox 0.17631748 Constructive 0.558 Policy_Critique
Feb 11, 2026 25 likes Canada's tighter immigration policy divides …

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.