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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: "We are about to hit …" 97 comments · Page 4 of 4
You hit the jackpot with that dude in the hi vis
You hit the jackpot with that dude in the hi vis
Identity Attack0.008694496
Insult0.03412145
Profanity0.07047026
Threat0.030278467
Severe Toxicity0.0062179565
Low Tox 0.15711457 Moderate Con 0.349
Jan 27, 2026 Inside Canada's Indian Invasion...
That first clip really hit home. Walking on eggshells for sure and for no reason
That first clip really hit home. Walking on eggshells for sure and for no reason
Identity Attack0.0054756827
Insult0.029604018
Profanity0.08355101
Threat0.010757755
Severe Toxicity0.0048446655
Low Tox 0.13041082 Moderate Con 0.466
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
What? We hit it several years ago!
What? We hit it several years ago!
Identity Attack0.004236255
Insult0.014124917
Profanity0.026317406
Threat0.13815513
Severe Toxicity0.0051116943
Low Tox 0.11652588 Moderate Con 0.371
Jan 20, 2026 Why Canada’s immigration system has …
Now you know how colonialism felt in Asia and Africa. Karma hits back.
Now you know how colonialism felt in Asia and Africa. Karma hits back.
Identity Attack0.08500996
Insult0.0279513
Profanity0.016411226
Threat0.010265815
Severe Toxicity0.0035476685
Low Tox 0.11388343 Low Con 0.247
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Immigrants also brought money alot of money. I came 3 years ago, I have friends from different countries. N when ever they speak with their country people they speak in their native tongue. Not all …
Immigrants also brought money alot of money. I came 3 years ago, I have friends from different countries. N when ever they speak with their country people they speak in their native tongue. Not all immigrants r bad, its govenment issue not people. Dont blame my people, they put application paid fee and also paid GIC of 20K plus college fee of 20k+. I know some people can be bad, thats where government should make law implementation better. Plus, no immigrant expected the job crisis tht exist, so whatever job to atleast save some amount rather than hitting the savings, we take. I have adapted the culture, I live my life peacefully without bothering anyone. If there's any religious activity, govt should contact groups and work out ways to celebrate festivals. I have culture from birth country in addition I added Canadian culture. The blend is good, and can be attained if govt make proper planning.
Identity Attack0.08004672
Insult0.03566399
Profanity0.024882717
Threat0.006874025
Severe Toxicity0.0029563904
Low Tox 0.112643376 Constructive 0.852 Personal_Narrative
Sep 13, 2025 1 likes Why Canadians Are Turning Against …
Immigration Targets. We know how well LIberals hit targets.
Immigration Targets. We know how well LIberals hit targets.
Identity Attack0.051808115
Insult0.028061481
Profanity0.011458136
Threat0.0091524795
Severe Toxicity0.0022697449
Low Tox 0.11119666 Low Con 0.117
Jan 3, 2026 6 likes New rules, regulations take effect …
Investigate India and the embassy. If, in Hardeep Singh Nijjar’s case, the Canadian government is willing to withhold “sensitive” information from the trial, then it is not being transparent, and this will lead to misinformation …
Investigate India and the embassy. If, in Hardeep Singh Nijjar’s case, the Canadian government is willing to withhold “sensitive” information from the trial, then it is not being transparent, and this will lead to misinformation and injustice. Sikhs know for a fact that the Indian government is fully involved, as the RCMP found in their investigation on transnational repression and extortion cases. But the biggest piece of evidence is just south of the border with Nikhil Gupta’s case. Mr. Gupta pleaded guilty to trying to hire a US undercover cop to assassinate Gurpatwant Singh Pannu, who is a human rights activist and lawyer who is spearheading the Khalistan movement. He showed the undercover cop photos of Hardeep Singh Nijjar’s body and said we just finished this job, and when you complete your job, we have a long list of others we need dead. Nikhil Gupta had placed a call with Indian RAW agents, who are named as C1 and C2, who said they will pay $100,000 for each hit. We have Sikh activists who have repeatedly told the media they have been hit on their heads, including Jagmeet Singh, the former leader of the NDP. If Canada refuses to take this seriously, the government officials are being traitors to their own country. Canada is now doing a disservice by withholding information from Canadians, and did so before, during the inquiry into the Air India incident, when the government asked the courts not to include it in their investigation of any Indian involvement. A Canadian- Norwegian spy who said India tried to hire him to place explosives in one of the planes. He warned our government, and they knew about this and still covered it up! Now, the government is doing the same to secure business deals with India. Like India has nothing to offer Canada except labour (with their billion population), and we Canadians cannot find jobs and don't need unskilled workers from India when we can educate our citizens and give them jobs here. There must be a full, transparent investigation into India and its embassy and agents.
Identity Attack0.06795148
Insult0.038566336
Profanity0.016616182
Threat0.010343489
Severe Toxicity0.0028038025
Low Tox 0.11067997 Constructive 0.743 Policy_Critique
Feb 21, 2026 Canadian immigration officers investigating hundreds …
I felt compelled to write this. I appreciate you getting both sides and also asking some "hard" hitting questions that would mostly be seen as a rhetorical with a lot of people who have a …
I felt compelled to write this. I appreciate you getting both sides and also asking some "hard" hitting questions that would mostly be seen as a rhetorical with a lot of people who have a distaste for Indians (You pay international student tuition, complain about it, why are you here in the first place?). However I really appreciate that you do show the beautiful side of a community just trying to keep each other safe and well fed, while unfortunately it's a bit more explicit in the Western world that we tend to be more 'figure it out by yourself. Life yourself by your bootstraps' type of mentality. There is an immigration issue, specifically a resesntement feeling within the country, but it's still important to humanize people and communities.
Identity Attack0.06704199
Insult0.037980765
Profanity0.03464781
Threat0.008026198
Severe Toxicity0.0029945374
Low Tox 0.1100022 Constructive 0.885 Moral_Argument
Oct 4, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I live in Brampton. And all I can say is thanks for visiting and spreading the word on this problem. I was born in Brampton, and my mother tells me about how much it's changed. …
I live in Brampton. And all I can say is thanks for visiting and spreading the word on this problem. I was born in Brampton, and my mother tells me about how much it's changed. Many of my friends and family friends have moved to other neighborhoods POST mosques being put up near their homes. And let's not talk about employment and foreign "students". I was lucky to get a job last summer at a family owned small business Ice Cream store right after high school. We even got a review saying we weren't diverse enough despite us being a group of White, East Asian and Black employees lol. And many people say if your not Indian and your getting your drivers test, you go out of Brampton to do the test because you'll likely get discriminated by who is running the test. It's absolutely absurd. It sounds like tin foil hat sh*t, but if you live here like me everything comes full circle. But ofc there are good ones, but they are typically the westernized ones, who have assimilated, they play or watch hockey and have developed a Canadian accent. But the majority haven't assimilated, they are likely first generation, and they do things like stuff 15+ people in one suburban home. And just small things like staring at you in public (idk why their community stares you down), they spit on sidewalks, and they use some crazy a$$ spices when they cook. The smell carries over for blocks and you know your in deep Brampton territory when your driving and that smell of spicy curry hits you and you gotta roll up them windows lol. It's a nasty smell. This mass migration is a huge issue and needs awareness.
Identity Attack0.06476828
Insult0.033460364
Profanity0.03690237
Threat0.008077981
Severe Toxicity0.0038528442
Low Tox 0.10696511 Constructive 0.818 Personal_Narrative
Jan 27, 2026 8 likes Inside Canada's Indian Invasion...
PET made our systems far worse across multiple metrics, and Justin hit overdrive on the damage.
PET made our systems far worse across multiple metrics, and Justin hit overdrive on the damage.
Identity Attack0.0034038029
Insult0.032468732
Profanity0.013131939
Threat0.009256045
Severe Toxicity0.0015640259
Low Tox 0.09112182 Moderate Con 0.473 Policy_Critique
Jun 16, 2025 53 likes How Canada broke its immigration …
Sir, a second Tyler Oliveira video has hit the algo.
Sir, a second Tyler Oliveira video has hit the algo.
Identity Attack0.0074365693
Insult0.01625293
Profanity0.031391226
Threat0.030278467
Severe Toxicity0.003452301
Low Tox 0.083999306 Low Con 0.24 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadians have hit a breaking point !!!!
Canadians have hit a breaking point !!!!
Identity Attack0.04306607
Insult0.023479814
Profanity0.013610168
Threat0.0079873605
Severe Toxicity0.0022125244
Low Tox 0.08083374 Low Con 0.294 Fear_Threat
Jan 19, 2026 196 likes Why Canada’s immigration system has …
I think, in our (or some people's) pursuit of being a diverse, accepting, and "multicultural" nation, we've actively turned a blind eye to what these individual groups were doing for fear of being labeled discriminatory. …
I think, in our (or some people's) pursuit of being a diverse, accepting, and "multicultural" nation, we've actively turned a blind eye to what these individual groups were doing for fear of being labeled discriminatory. Then, when stuff hits the fan, everyone looks to Canada to blame. Bad if you do, bad if you don't. Sad times 😔
Identity Attack0.041261412
Insult0.026444806
Profanity0.011936366
Threat0.0073789097
Severe Toxicity0.0015163422
Low Tox 0.079250954 Constructive 0.651
Oct 6, 2025 IRCC Names India in Study …
It’s up to you if you want to go but don’t be whining about it what s%it hits the fan you should already be aware do your f-in homework and stay in beautiful CANADA
It’s up to you if you want to go but don’t be whining about it what s%it hits the fan you should already be aware do your f-in homework and stay in beautiful CANADA
Identity Attack0.0011992828
Insult0.02346504
Profanity0.01223047
Threat0.00063836924
Severe Toxicity0.000010517128
Low Tox 0.06559748 Call_To_Action
Dec 8, 2025 2 likes
Excellent video my friend! I am first Nations. Aboriginal. My family has been in Canada for approximately 500 to 700 generations give or take. Which is about 5000 or 10,000 years. I am Inuit. I …
Excellent video my friend! I am first Nations. Aboriginal. My family has been in Canada for approximately 500 to 700 generations give or take. Which is about 5000 or 10,000 years. I am Inuit. I believe that it will get to a point where Canadians will not be passive anymore. There is going to be a breaking point and I don't know when that will be. But I do believe Canadians are strong enough and they will not allow it to get to a certain point after that breaking point. I can already see the tensions happening. I can already see the uneasiness of Canadians and it's bound to hit a boiling point. Just in the past 10 years I have watched my country morph into something that's almost unrecognizable.
Identity Attack0.026207991
Insult0.02212623
Profanity0.017777596
Threat0.008582866
Severe Toxicity0.0021839142
Low Tox 0.056263726 Constructive 0.838
Sep 6, 2025 9 likes Why Canadians Are Turning Against …
i was born and raised just south of Brampton, you've hit the nail on the head here.. beyond its core it just exists to feed itself, more grocery stores and timmies because the more houses …
i was born and raised just south of Brampton, you've hit the nail on the head here.. beyond its core it just exists to feed itself, more grocery stores and timmies because the more houses they build, the more grocery stores and timmies they'll need. the town exists as a bedroom city to Toronto/Mississauga and beyond.
Identity Attack0.005956655
Insult0.025800243
Profanity0.014395831
Threat0.006874025
Severe Toxicity0.0015258789
Low Tox 0.05304765 Constructive 0.741 Personal_Narrative
Sep 20, 2025 45 likes Inside Canada's Indian Metropolis (Brampton)
Canada is beyond repair. No political party will do what is necessary to fix the economy or the culture. If such a party existed, citizens who just voted the architects of decline to a 4th …
Canada is beyond repair. No political party will do what is necessary to fix the economy or the culture. If such a party existed, citizens who just voted the architects of decline to a 4th term would not elect it. If you can, do as I did, and leave Canada permanently. (No, the door did not hit me on my way out.)
Identity Attack0.010211408
Insult0.021159383
Profanity0.0113215
Threat0.009204263
Severe Toxicity0.0014019012
Low Tox 0.051563308 Moderate Con 0.478 Personal_Narrative
Jun 19, 2025 3 likes How Canada broke its immigration …
In BC they hit all the freeway overpasses.
In BC they hit all the freeway overpasses.
Identity Attack0.005512681
Insult0.01309891
Profanity0.014976538
Threat0.034422375
Severe Toxicity0.002670288
Low Tox 0.049831573 Low Con 0.247 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Wait till winter hits They will want to go back to their desert climate 😂
Wait till winter hits They will want to go back to their desert climate 😂
Identity Attack0.005919657
Insult0.017614283
Profanity0.014054239
Threat0.008945347
Severe Toxicity0.0016880035
Low Tox 0.04760506 Low Con 0.175 Humor_Satire
Nov 22, 2025 Thousands of refugees allowed into …
This hits heavy for students that came here legally, finished their careers, got a job and are law abiding immigrants who are looking for a chance to be PR.
This hits heavy for students that came here legally, finished their careers, got a job and are law abiding immigrants who are looking for a chance to be PR.
Identity Attack0.027413858
Insult0.013934915
Profanity0.012414595
Threat0.007301235
Severe Toxicity0.0012779236
Low Tox 0.03969839 Constructive 0.6 Personal_Narrative
Oct 1, 2025 IRCC Names India in Study …
It hit the breaking point about 5yrs ago
It hit the breaking point about 5yrs ago
Identity Attack0.0033298072
Insult0.010248893
Profanity0.016752819
Threat0.007935578
Severe Toxicity0.0011777878
Low Tox 0.024731753 Moderate Con 0.32 Fear_Threat
Jan 19, 2026 132 likes Why Canada’s immigration system has …
We have a serious unemployment crisis in this country that is particularly affecting young Canadians. The unemployment rate has been continuously going up over the last three years. It has now hit 7.1%, but the …
We have a serious unemployment crisis in this country that is particularly affecting young Canadians. The unemployment rate has been continuously going up over the last three years. It has now hit 7.1%, but the youth unemployment rate is really at catastrophic levels, at 14.5%. Many young people are desperately looking for jobs and are unable to find them.
Identity Attack0.0052906936
Insult0.010818896
Profanity0.009784333
Threat0.0062008454
Severe Toxicity0.0006341934
Low Tox 0.019854378 Constructive 0.581 Economic_Argument
Sep 30, 2025 25 likes IRCC Names India in Study …

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.