Skip to content
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

click to expand

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.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "There was not a need …" 2,035 comments · Page 48 of 82
No offence to the amazing Indian people, as a Canadian I find the majority very helpful and good for our country. However, things changed 2015- onwards- there are large scam companies now that bring unqualified …
No offence to the amazing Indian people, as a Canadian I find the majority very helpful and good for our country. However, things changed 2015- onwards- there are large scam companies now that bring unqualified people by taking money from them and creating fake student permits for them. The issue with that is that these people are OK with subpar living standards and offer their services for less than minimum wage and this creates a shadow/ cash-based economy where taxes go unreported and quality of life does not improve. This is not good for anyone- not the Canadians and older immigrants who lose jobs to these people and must pay higher taxes to maintain the infrastructure needed for a larger population. Not to mention how these new immigrants are a bit uncultured and almost like the "red-necks" of India- they throw garbage around, do not learn English, never make friendships with other races/ethnicities.
Identity Attack0.054763943
Insult0.076819435
Profanity0.022559889
Threat0.0067834044
Severe Toxicity0.002861023
Low Tox 0.15158679 Constructive 0.775 Policy_Critique
Jan 26, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
Canada needs to invest in more elephants 🐘 😂
Canada needs to invest in more elephants 🐘 😂
Identity Attack0.04023018
Insult0.061976057
Profanity0.019758832
Threat0.009696201
Severe Toxicity0.0051879883
Low Tox 0.15103401 Low Con 0.128 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
We absolutely do have an immigration problem, I’d say time to turn the tap off, and get on the ones here about status, BUT we cannot allow what has been happening in the states, anyone …
We absolutely do have an immigration problem, I’d say time to turn the tap off, and get on the ones here about status, BUT we cannot allow what has been happening in the states, anyone with a brain can see what the USA has become these days (government wise) But a controlled program without liberals and conservatives talking it into the ground. Or going the human rights violations route. We would see a noticeable decrease in this very evident problem, and yes it’s problem. I’m not liberal or conservative at all and you should not need to be either to see the problem.
Identity Attack0.058401883
Insult0.06617179
Profanity0.025497584
Threat0.010369381
Severe Toxicity0.003566742
Low Tox 0.15103401 Constructive 0.665
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Bottom line is Liberal government has allowed these mess of people in Country of Canada. Why does it keep happening?. We need immigration when its needed. The laws need to be enforced for everyone.
Bottom line is Liberal government has allowed these mess of people in Country of Canada. Why does it keep happening?. We need immigration when its needed. The laws need to be enforced for everyone.
Identity Attack0.053854458
Insult0.06512285
Profanity0.015864678
Threat0.007586042
Severe Toxicity0.0029563904
Low Tox 0.15103401 Moderate Con 0.475 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
No immigrant will ever consider Canada as their home and the government needs to sync that in. People come here for papers and education to leave the country and live as a Canadian in other …
No immigrant will ever consider Canada as their home and the government needs to sync that in. People come here for papers and education to leave the country and live as a Canadian in other countries. This is F facts.
Identity Attack0.10221587
Insult0.036435258
Profanity0.047173142
Threat0.0064468146
Severe Toxicity0.0035476685
Low Tox 0.15103401 Moderate Con 0.424 Unverified_Claim
Jan 19, 2026 2.9 million Canadian temporary visas …
Guess we need more gun laws. Lol
Guess we need more gun laws. Lol
Identity Attack0.0043657473
Insult0.016860934
Profanity0.020442016
Threat0.13616586
Severe Toxicity0.006752014
Low Tox 0.15048122 Low Con 0.162 Humor_Satire
Feb 18, 2026 Canadian immigration officers investigating hundreds …
When my ancestors came here they had to carve farms out of the forest and build log cabins. We dont need any more incentives for immigrants, if you wanna come here make your own way.
When my ancestors came here they had to carve farms out of the forest and build log cabins. We dont need any more incentives for immigrants, if you wanna come here make your own way.
Identity Attack0.105836816
Insult0.033901088
Profanity0.012995303
Threat0.0073789097
Severe Toxicity0.0032043457
Low Tox 0.15048122 Moderate Con 0.498
Nov 23, 2025 91 likes Quebec Ends Economic Immigration Program …
vive le Quebec .... and though Alberta is a very different beast, they too are safe guarding their interests and, perhaps in turn, Canada's. In Halifax, we no longer have speed limits, cross walk rules, …
vive le Quebec .... and though Alberta is a very different beast, they too are safe guarding their interests and, perhaps in turn, Canada's. In Halifax, we no longer have speed limits, cross walk rules, basic manners ... and hey, how many door dash drivers to we need... especially those who, EVERY DAY, park in the one handicapped spot....
Identity Attack0.032753747
Insult0.07396803
Profanity0.02795705
Threat0.0065115434
Severe Toxicity0.0029563904
Low Tox 0.15048122 Constructive 0.7
Nov 21, 2025 1 likes Quebec Ends Economic Immigration Program …
Duhh really. Your just figuring this out now geeez. There needs to be hundreds of thousands of deportation so Canada and it's citizens can survive and thrive
Duhh really. Your just figuring this out now geeez. There needs to be hundreds of thousands of deportation so Canada and it's citizens can survive and thrive
Identity Attack0.05612817
Insult0.031146556
Profanity0.020920247
Threat0.016120117
Severe Toxicity0.0046539307
Low Tox 0.14950264 Low Con 0.251 Fear_Threat
Feb 18, 2026 3 likes Canadian immigration officers investigating hundreds …
So glad you did this video. Dude lowkey they are everywhere in canada now. Its like if you are applying for a job and you see the place as indian people your chances of getting …
So glad you did this video. Dude lowkey they are everywhere in canada now. Its like if you are applying for a job and you see the place as indian people your chances of getting a job is almost no chance because they will only hire their own people. Kinda messed up, and definitely think something needs to be done.... Still winter, wouldnt mind seeing some more ice... if you know what i mean eh.
Identity Attack0.11047905
Insult0.04090862
Profanity0.02522431
Threat0.0074436385
Severe Toxicity0.0041770935
Low Tox 0.14950264 Constructive 0.648
Jan 27, 2026 Inside Canada's Indian Invasion...
MORATORIUM for immigration is needed for at least 10 years 2026-2036, all those on expired visas need to leave or sent home by force. We cannot accept and integrate more immigrants, especially from CERTAIN countries.
MORATORIUM for immigration is needed for at least 10 years 2026-2036, all those on expired visas need to leave or sent home by force. We cannot accept and integrate more immigrants, especially from CERTAIN countries.
Identity Attack0.10221587
Insult0.030265106
Profanity0.011782649
Threat0.010447056
Severe Toxicity0.0043296814
Low Tox 0.14950264 Moderate Con 0.358
Jan 15, 2026 5 likes 2.9 million Canadian temporary visas …
There is a clear lie in that video. Nobody is in Limbo. Mind you there is normal Federal Express entry program still happening. Meaning, that if you get selected through that program, you can immigrate …
There is a clear lie in that video. Nobody is in Limbo. Mind you there is normal Federal Express entry program still happening. Meaning, that if you get selected through that program, you can immigrate to any province of your choice - including Quebec. You can also still get bonus points for Canadian education (Quebec education does count) and Canadian work experience (if it qualifies). So the only thing that happened was, that one provincial nomination program was ended, that is all that happened. The practical problem is, that provincial nomination does give so many points, that it is a guarantee of normal express entry pull as long as you just meet criteria to enter Express entry. So provincial nominations are suitable for people that might be otherwise struggling with points (older age, less language perfection, les bonus points from education or work experience). For a disclaimer, provincial programs are based on a specific province needs and just because one was opened when you planned to go and study or work in Canada, it does not mean it will be like that forever. If an agent made you such promise, then he was misleading you. Again for those people demonstrating, nothing has changed for them other than one future option was gone. They still have their student or work permit until it expires. They also can apply into Express entry program as normal. On a side note for Canadian trying to cheer about this, be aware, such change can also mean that economy projection for next few years is not the best. so take it a warning sign. Or if we are lucky, it was found that this program was not bringing intended type of skilled worker or was heavily abused.
Identity Attack0.011691323
Insult0.07333439
Profanity0.021056883
Threat0.0068028234
Severe Toxicity0.0028800964
Low Tox 0.14950264 Constructive 0.707
Nov 23, 2025 Quebec Ends Economic Immigration Program …
You see this anywhere in the western world where unskilled Indians are brought en masse without proper or poorly functioning controls. As a cultural group, the intake needs to be linked to professional skill’s migration …
You see this anywhere in the western world where unskilled Indians are brought en masse without proper or poorly functioning controls. As a cultural group, the intake needs to be linked to professional skill’s migration and a rate the enables assimilation. This scenario isn’t good for the country - and the group as a whole.
Identity Attack0.13163337
Insult0.033901088
Profanity0.018255826
Threat0.010214032
Severe Toxicity0.003452301
Low Tox 0.14950264 Moderate Con 0.455 Policy_Critique
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
We need ICE here, CBSA is clearly not doing their job what a shame
We need ICE here, CBSA is clearly not doing their job what a shame
Identity Attack0.0049577127
Insult0.082619295
Profanity0.014805742
Threat0.0067057298
Severe Toxicity0.0016307831
Low Tox 0.14950264 Moderate Con 0.321 Policy_Critique
Feb 18, 2026 13 likes Canadian immigration officers investigating hundreds …
In short, we need clean air to breathe. Those who are in the country illegally should be sent back if they do not leave voluntarily.
In short, we need clean air to breathe. Those who are in the country illegally should be sent back if they do not leave voluntarily.
Identity Attack0.08500996
Insult0.03070583
Profanity0.013507691
Threat0.024062606
Severe Toxicity0.004310608
Low Tox 0.14950264 Moderate Con 0.421 Policy_Critique
Jan 15, 2026 173 likes 2.9 million Canadian temporary visas …
BYE! With AI coming we don't need as many newcomers here.
BYE! With AI coming we don't need as many newcomers here.
Identity Attack0.055218685
Insult0.05086332
Profanity0.017777596
Threat0.00866054
Severe Toxicity0.0038528442
Low Tox 0.147767 Moderate Con 0.342 Economic_Argument
Jan 15, 2026 2.9 million Canadian temporary visas …
They all need to go back!
They all need to go back!
Identity Attack0.026007013
Insult0.03511308
Profanity0.018255826
Threat0.034422375
Severe Toxicity0.004711151
Low Tox 0.147767 Low Con 0.203 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
We need you at Nancy Guthrie kidnapping investigation, none of it makes sense
We need you at Nancy Guthrie kidnapping investigation, none of it makes sense
Identity Attack0.0056236745
Insult0.026702631
Profanity0.02522431
Threat0.05753354
Severe Toxicity0.0049209595
Low Tox 0.147767 Moderate Con 0.327 Meta_Commentary
Feb 17, 2026 Inside Canada's Indian Invasion...
They opened the flood gates and they’ve never stop coming. We as true Canadians do not want to be a minority in our own country. We need to protect our culture. Wanting Canada to stay …
They opened the flood gates and they’ve never stop coming. We as true Canadians do not want to be a minority in our own country. We need to protect our culture. Wanting Canada to stay Canadian is not racist. It should also be absolutely prohibited that non-Canadian born citizens become RCMP officers. The audacity to go to another country and police it’s citizens is outrageous.
Identity Attack0.10235514
Insult0.05144889
Profanity0.013131939
Threat0.00814271
Severe Toxicity0.0038719177
Low Tox 0.147767 Moderate Con 0.483 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
The old Dutch guy in the interview was right. When my father applied to bring us to Canada, we went through many tests and procedures, police checks from back home, and even from the FBI …
The old Dutch guy in the interview was right. When my father applied to bring us to Canada, we went through many tests and procedures, police checks from back home, and even from the FBI to prove we had never been to North America and the process lasted almost a year and a half. No money was given to our family, my dad was working our step mother was working; but now all these immigrants get in quick and free. I have a friend that works for a bank and he tells me people who can't even speak English or French show up and deposit government cheques for 30 or 40 thousand dollars. What about Canadians born and raised here, some need help, they don't get big cheques. There has to be a stop to all this influx of people coming from other countries who have it really easy once they're here, thanks to the government. I'm not anti-immigration, as I'm an immigrant myself, but this BS has to stop.
Identity Attack0.1007269
Insult0.06477321
Profanity0.027000591
Threat0.0082074385
Severe Toxicity0.0038146973
Low Tox 0.1460314 Constructive 0.823 Personal_Narrative
Sep 20, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
honestly they all seem very sweet and nice but they def do need to assimilate
honestly they all seem very sweet and nice but they def do need to assimilate
Identity Attack0.04048799
Insult0.031036375
Profanity0.08096472
Threat0.013476364
Severe Toxicity0.0062942505
Low Tox 0.1460314 Moderate Con 0.476 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
kinda need them to all go back home at some point
kinda need them to all go back home at some point
Identity Attack0.026007013
Insult0.0350029
Profanity0.024677763
Threat0.037530303
Severe Toxicity0.0049591064
Low Tox 0.1460314 Low Con 0.27 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Discuting! There is family who were in Québec for 2-3 years and learn french, have a job and there children go to school and now are afraid to be deported! It is unfair because they …
Discuting! There is family who were in Québec for 2-3 years and learn french, have a job and there children go to school and now are afraid to be deported! It is unfair because they were in a program who said that come to Canada and you will have citizenship if you adapt to our country. We change the rules in middle of the program!!! Those people left everything to come to our country! It's an honor for us that they choose to come here. We need people for specific jobs and send them back??? That is looking like Trump manner!!! We should be angry and ashame of the way liberal treat those people!!! We live in a really crual world! Where are our humanity and empathy??? There is a lot of good people who come here to have a good life and be good citizens. I met an young woman from Ukraine and I said to her: I love Ukraine! She jump in my arms and put her head in my shoulder!!! That is a moment I will never forget...
Identity Attack0.058856625
Insult0.061626412
Profanity0.017777596
Threat0.007624879
Severe Toxicity0.004081726
Low Tox 0.1460314 Constructive 0.792 Moral_Argument
Jan 1, 2026 Deportations From Canada at Their …
Just great! More people will continue to die because “emergency” surgery is no longer an “emergency”! Makes me sick! I was one of the lucky ones and I lost way more small intestine from a …
Just great! More people will continue to die because “emergency” surgery is no longer an “emergency”! Makes me sick! I was one of the lucky ones and I lost way more small intestine from a twist in it, than I needed to, after a ten hour wait in South Campus in Calgary but heavily sedated from the pain! Prayers for all who need “emergency” surgery that they survive😢🫶🏻🙏🏻
Identity Attack0.0048837173
Insult0.062150877
Profanity0.017504321
Threat0.022163315
Severe Toxicity0.0040245056
Low Tox 0.14429577 Constructive 0.747 Personal_Narrative
Nov 24, 2025 Thousands of refugees allowed into …
Send them back. Now don't won't them or need them
Send them back. Now don't won't them or need them
Identity Attack0.019475231
Insult0.029934563
Profanity0.019553876
Threat0.046541955
Severe Toxicity0.0045776367
Low Tox 0.14429577 Low Con 0.243
Jan 5, 2026 Migrants cross into Canada near …

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.