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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 back up!" 1,445 comments · Page 53 of 58
Bring back Kenney and the conservatives, ASAP!!!!
Bring back Kenney and the conservatives, ASAP!!!!
Identity Attack0.0076955543
Insult0.020063626
Profanity0.010809111
Threat0.010343489
Severe Toxicity0.001745224
Low Tox 0.04711028 Low Con 0.188 Call_To_Action
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
So what can be done? Unless they are Canadian citizens can they not be sent back?
So what can be done? Unless they are Canadian citizens can they not be sent back?
Identity Attack0.034558404
Insult0.013478912
Profanity0.010501678
Threat0.0072235605
Severe Toxicity0.0014209747
Low Tox 0.04686289 Low Con 0.248 Question
Oct 15, 2025 How Canada broke its immigration …
🇨🇦 Immigration is our greatest strength….ya, right. Maybe back in the 50’s and 60’s.
🇨🇦 Immigration is our greatest strength….ya, right. Maybe back in the 50’s and 60’s.
Identity Attack0.024198212
Insult0.013288911
Profanity0.011543535
Threat0.0072106146
Severe Toxicity0.0017929077
Low Tox 0.04686289 Low Con 0.274 Comparative_Framing
Dec 27, 2025 Deportations From Canada at Their …
This video was briefly removed before its back on YouTube
This video was briefly removed before its back on YouTube
Identity Attack0.010211408
Insult0.0129089095
Profanity0.026180768
Threat0.012906751
Severe Toxicity0.0028038025
Low Tox 0.0466155 Low Con 0.275 Meta_Commentary
Feb 5, 2026 117 likes Inside Canada's Indian Invasion...
The questioner is just proving her own questions? What is non-compliance as a student? Not going to the college? How many colleges shut down their courses within the said period? Do you expect students to …
The questioner is just proving her own questions? What is non-compliance as a student? Not going to the college? How many colleges shut down their courses within the said period? Do you expect students to be firever students? What if they get work permit while still being student? This is very possible for the IT engineers from India, they are student here but get a job in USA or any other country and they leave. Where are the statistics of students who got married to Canadian nationals and decided to stop studying because of family expenses? It will be easy to track down the fees transfer and return of these said 8% non-compliant students. Did they get their money back? If not, then why didn't colleges paid the remaining fees back and report that non-obligatory to the study visa rules? Or, was the past govt quite about this because Canada needed cheap labor and money in other colleges accounts?
Identity Attack0.014551271
Insult0.021546122
Profanity0.013780965
Threat0.006763986
Severe Toxicity0.0014305115
Low Tox 0.0466155 Constructive 0.511 Question
Sep 29, 2025 IRCC Names India in Study …
This started LONG before Trudeau, as far back as 2004 and 2005. It was basically an open secret that RIM made agreements with India to hire a huge percentage of Indian immigrants so they could …
This started LONG before Trudeau, as far back as 2004 and 2005. It was basically an open secret that RIM made agreements with India to hire a huge percentage of Indian immigrants so they could penetrate the Indian market with BlackBerrys. And they were not the only company to do this sort of thing.
Identity Attack0.0376521
Insult0.016936934
Profanity0.012482914
Threat0.0067445673
Severe Toxicity0.001335144
Low Tox 0.046368107 Moderate Con 0.373
Jun 23, 2025 How Canada broke its immigration …
The whole problem is because you give voting rights and citizenship. Follow the system of GCC countries. No citizenship, no voting rights, no property rights, no free education, no free health care, come work and …
The whole problem is because you give voting rights and citizenship. Follow the system of GCC countries. No citizenship, no voting rights, no property rights, no free education, no free health care, come work and go back.
Identity Attack0.0074365693
Insult0.018710041
Profanity0.011150704
Threat0.0070164283
Severe Toxicity0.0014972687
Low Tox 0.046368107 Low Con 0.216 Policy_Critique
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
🇨🇦IF you’re Canadian and struggling to find employment, post a video of yourself, your education level, your last job and THEN list companies you have applied to and have not heard back from.
🇨🇦IF you’re Canadian and struggling to find employment, post a video of yourself, your education level, your last job and THEN list companies you have applied to and have not heard back from.
Identity Attack0.025002124
Insult0.015796926
Profanity0.011031146
Threat0.006738094
Severe Toxicity0.0013828278
Low Tox 0.046120718 Constructive 0.576 Call_To_Action
Jan 6, 2026 13 likes Canada’s new rules in 2026
I actually met someone who fits the description, came here through a international student program, he left that program from BC then came to Alberta and started work in forestry. He ended up getting fired …
I actually met someone who fits the description, came here through a international student program, he left that program from BC then came to Alberta and started work in forestry. He ended up getting fired due to him lying about his experience with computers and no back ground in forestry.
Identity Attack0.0037552824
Insult0.023028618
Profanity0.0117997285
Threat0.00704232
Severe Toxicity0.00093460083
Low Tox 0.045873325 Constructive 0.565 Personal_Narrative
Oct 25, 2025 1 likes IRCC Names India in Study …
I don't know anyone who is "divided" on this issue. Many of my friends are 1st gen immigrants, a couple of them had to go back to their home country after their visa expired, they …
I don't know anyone who is "divided" on this issue. Many of my friends are 1st gen immigrants, a couple of them had to go back to their home country after their visa expired, they were bummed that they personally couldn't stay, but they also openly complained that the levels of immigration was unsustainable, competition for rent/jobs/healthcare too high and felt that some people would have to go back home and it happened to be them.
Identity Attack0.020580608
Insult0.017807651
Profanity0.020988565
Threat0.0066215824
Severe Toxicity0.0015068054
Low Tox 0.045873325 Constructive 0.787 Personal_Narrative
Feb 16, 2026 1 likes Canada's tighter immigration policy divides …
Goodbye Zeinab, save your money and hope you have a great life back in Tunisia
Goodbye Zeinab, save your money and hope you have a great life back in Tunisia
Identity Attack0.020982565
Insult0.016024929
Profanity0.01442999
Threat0.008492245
Severe Toxicity0.002193451
Low Tox 0.045378547 Moderate Con 0.418 Solidarity
Feb 13, 2026 1 likes Canada's tighter immigration policy divides …
The problem is, if the immigrants keep coming in, it would change canada so much that it ceases to be a liberal democratic country that values people's rights; it's easy enough for immigrants to "roll …
The problem is, if the immigrants keep coming in, it would change canada so much that it ceases to be a liberal democratic country that values people's rights; it's easy enough for immigrants to "roll back" their beliefs to a previous version, if even one or two charismatic new immigrants start fomenting those beliefs. The very thing could undermine itself, so there should be tighter bordres. The people who've been there since 1979 don't have to leave.
Identity Attack0.028886627
Insult0.016860934
Profanity0.010245483
Threat0.0067186756
Severe Toxicity0.0012588501
Low Tox 0.044636376 Constructive 0.551 Fear_Threat
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
the video backed up lets go
the video backed up lets go
Identity Attack0.007991537
Insult0.012680908
Profanity0.025770858
Threat0.0130621
Severe Toxicity0.0037574768
Low Tox 0.044388983 Low Con 0.28 Meta_Commentary
Feb 3, 2026 6 likes Inside Canada's Indian Invasion...
You’re so right, They bring their back worded custom in this country
You’re so right, They bring their back worded custom in this country
Identity Attack0.020882076
Insult0.016024929
Profanity0.01354185
Threat0.0069516995
Severe Toxicity0.0015068054
Low Tox 0.044141594 Moderate Con 0.458
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Im West indian but I was born in Canada. Am I allowed to stay or should i go back to Trinidad and Tobago?
Im West indian but I was born in Canada. Am I allowed to stay or should i go back to Trinidad and Tobago?
Identity Attack0.03894114
Insult0.01302291
Profanity0.012926984
Threat0.0070552654
Severe Toxicity0.0017166138
Low Tox 0.044141594 Moderate Con 0.491 Question
Jan 29, 2026 Inside Canada's Indian Invasion...
As a Canada who speaks both French and English and who follows politics quite closely, I have to say that the headline and some of the reporting here is quite misleading. A reduction in immigration …
As a Canada who speaks both French and English and who follows politics quite closely, I have to say that the headline and some of the reporting here is quite misleading. A reduction in immigration has broad support across Canada. I wouldn't say that notion is dividing the country in any significant way. You do have certain industry groups that disagree, but among the population these reductions have broad support. This is a historic change in public opinion in Canada, but it has been driven by the unprecedented increase in immigration under the last term of the Trudeau government. To put this in context, non-permanent residents in Canada numbered around 1.5 million on Q3 2023, but by Q3 2025, that number sat a just over 3 million. The previous government increased immigration targets by 3 or 4 times over what they had been for years, which caused a number of economic issues. Essentially, the volume was simply too high for the economy and society to support. This was unfair to both Canadians and new comers, many of which could not find employment or afford a decent place to live. The changes being suggested are largely bringing Canada back to what the targets were for over a decade before, though a bit lower to account for the sudden surge. Canada remains one of the most pro-immigration countries in the world. However, and this is where I think DW's reporting is misleading, there is a distinction to be made between policies at the federal level and policies at the provincial level. Immigration, per our constitution, is a federal matter, however, Quebec in particular is distinct from other provinces. I don't mean only culturally and linguistically, but also in the powers that have been devolved to it by the federal government. On the question of immigration, Quebec has more powers and more ability to set its immigration targets and programs than any of the other 9 provinces. The particular program discussed here, the Quebec Experience Program (PEQ), is a particular immigration stream that only existed in Quebec. So what is happening with that program cannot be labeled as a whole-of-Canada thing. Where the changes to the PEQ are controversial, unlike the general changes at the federal level, is that people who immigrated under that specific program were promised certain things. There was a multi-year time line to Permanent Residency and then Citizenship. Many of those people have been in Quebec for 5-8 years already. However, the changes made to the program were done in such a way where people who many years into the program, had gotten an education, started a career, had children, ect. are now being told they can't continue and must leave Canada. There are even stories of people who married Canadians, now have children, and the one parent who was under this program now faces the possibility of having to leave Canada and be separated from their family. All through no fault of their own. That is what many people see as unfair, and I agree, however limiting future applications under the program, to bring in less people, that is not controversial. Canada has no responsibility to bring in people who are not already in Canada, but Canada does have some responsibility towards people who uprooted their lives to move to Canada and built new lives here based on promises and representations made to them by the Canadian and Quebecois governments. We should no simply kick those people out of the country.
Identity Attack0.011099357
Insult0.022899706
Profanity0.013029462
Threat0.0067316215
Severe Toxicity0.0012397766
Low Tox 0.043399423 Constructive 0.821 Policy_Critique
Feb 11, 2026 29 likes Canada's tighter immigration policy divides …
It's not right or tight yet. Lot of work needs to be done. Lot of people need to be sent back home. Unfortunately last 10 years immigration was done without any proper plans or objectives. …
It's not right or tight yet. Lot of work needs to be done. Lot of people need to be sent back home. Unfortunately last 10 years immigration was done without any proper plans or objectives. We all agree to that.
Identity Attack0.020580608
Insult0.014390918
Profanity0.010587076
Threat0.006925808
Severe Toxicity0.0011873245
Low Tox 0.043399423 Constructive 0.67 Policy_Critique
Feb 11, 2026 Canada's tighter immigration policy divides …
Its very telling that all these people from a Commonwealth country with English comprehension to different levels feel safer and less discrimated against in Brampton than in the Anglo Utopias of Toronto, Vancouver or Edmonton. …
Its very telling that all these people from a Commonwealth country with English comprehension to different levels feel safer and less discrimated against in Brampton than in the Anglo Utopias of Toronto, Vancouver or Edmonton. Also look at the ecnomics - they all work, they all take care of each other, and they all have strong communities who back them in times of need! The Anglos call this "lack of assimilation" but to them it is about surviving and then thriving.
Identity Attack0.026609946
Insult0.017936565
Profanity0.011577694
Threat0.0061878995
Severe Toxicity0.0012493134
Low Tox 0.04290464 Constructive 0.708
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I did two work trips near Toronto, in a community predominately Indian and Punjab, and both times I worked with the same two Indian local contractors. The second time I came back unannounced, which lapsed …
I did two work trips near Toronto, in a community predominately Indian and Punjab, and both times I worked with the same two Indian local contractors. The second time I came back unannounced, which lapsed by like 6 months, they somehow remembered my name 😅 They weren't the brightest but I absolutely appreciate the respect they showed me, especially when they kept calling me Mr. FirstName.
Identity Attack0.029144434
Insult0.018001022
Profanity0.013951761
Threat0.006479179
Severe Toxicity0.0013637543
Low Tox 0.042657252 Constructive 0.755 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I been a legal immigrants in a few countries (for work) and I would always adapt to the country im in. And I usually dont go to places that are from my native country. Im …
I been a legal immigrants in a few countries (for work) and I would always adapt to the country im in. And I usually dont go to places that are from my native country. Im in the new country to experience that, if I want my native country things, I do it at home or go back to my country.
Identity Attack0.030433474
Insult0.011730902
Profanity0.014669105
Threat0.0067898775
Severe Toxicity0.001411438
Low Tox 0.042657252 Constructive 0.682 Personal_Narrative
Feb 28, 2026 Inside Canada's Indian Invasion...
Niagara falls 25 years ago was the same way, I didn't realize driving my car into Canada was the equivalent to a flight to India. I was very surprised and never went back to Canada …
Niagara falls 25 years ago was the same way, I didn't realize driving my car into Canada was the equivalent to a flight to India. I was very surprised and never went back to Canada since then
Identity Attack0.031464707
Insult0.014884921
Profanity0.011184863
Threat0.0062526283
Severe Toxicity0.0013446808
Low Tox 0.04240986 Constructive 0.51 Personal_Narrative
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
so what is Canada doing to send this people back home?
so what is Canada doing to send this people back home?
Identity Attack0.017867407
Insult0.014808921
Profanity0.010245483
Threat0.007819066
Severe Toxicity0.0014305115
Low Tox 0.04240986 Low Con 0.223
Jun 17, 2025 How Canada broke its immigration …
I’m a Canadian citizen sleeping in my Car, got exhausted of this situation 😔sending resumes days/nights no call back, became impossible to find a job/affordable housing it’s chaos
I’m a Canadian citizen sleeping in my Car, got exhausted of this situation 😔sending resumes days/nights no call back, became impossible to find a job/affordable housing it’s chaos
Identity Attack0.010655383
Insult0.01819439
Profanity0.011236101
Threat0.006641001
Severe Toxicity0.0012397766
Low Tox 0.04240986 Constructive 0.572
Sep 28, 2025 272 likes IRCC Names India in Study …
Start with sending back 85 % to 90% of the population of Brampton and Surrey that will balance things out.
Start with sending back 85 % to 90% of the population of Brampton and Surrey that will balance things out.
Identity Attack0.0103594
Insult0.014276917
Profanity0.01174849
Threat0.010654188
Severe Toxicity0.001783371
Low Tox 0.04216247 Moderate Con 0.342
Dec 24, 2025 2 likes Deportations From Canada at Their …
We were one election away from from total collapse in the US. I'm glad to see the Canadian people wake up and take their beautiful country back
We were one election away from from total collapse in the US. I'm glad to see the Canadian people wake up and take their beautiful country back
Identity Attack0.016762028
Insult0.017549826
Profanity0.010535837
Threat0.006641001
Severe Toxicity0.0011825562
Low Tox 0.041172907 Constructive 0.549 Call_To_Action
Aug 25, 2025 6 likes Why Canadians Are Turning Against …

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.