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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: "What do you mean by …" 386 comments · Page 12 of 16
You mean khalistanis?
You mean khalistanis?
Identity Attack0.07591068
Insult0.04032305
Profanity0.03189224
Threat0.01052473
Severe Toxicity0.0064468384
Low Tox 0.09611836 Low Con 0.263
Jan 8, 2026 Inside Canada's Indian Metropolis (Brampton)
Blame on your own failure for not doing your job, means, didn’t bother to scrutinize, who is coming in, and how are they coming? not on others.
Blame on your own failure for not doing your job, means, didn’t bother to scrutinize, who is coming in, and how are they coming? not on others.
Identity Attack0.0020071338
Insult0.03599453
Profanity0.012243799
Threat0.006485652
Severe Toxicity0.0011444092
Low Tox 0.09438288 Low Con 0.251
Oct 1, 2025 IRCC Names India in Study …
The meaning of refuge: one who runs from his country instead of fighting for it!
The meaning of refuge: one who runs from his country instead of fighting for it!
Identity Attack0.029917859
Insult0.022770792
Profanity0.012277958
Threat0.008000307
Severe Toxicity0.0019454956
Low Tox 0.09112182 Low Con 0.186
Mar 25, 2018 21 likes How much do refugees and …
This is a nation wide issue in every small town, city across Canada.. I mean Canadastan.
This is a nation wide issue in every small town, city across Canada.. I mean Canadastan.
Identity Attack0.048737846
Insult0.026315894
Profanity0.01442999
Threat0.006530962
Severe Toxicity0.0021457672
Low Tox 0.09033044 Moderate Con 0.402 Fear_Threat
Mar 3, 2026 1 likes Inside Canada's Indian Invasion...
Wow these are the realist Canadians Ive ever seen! I apologize Canada for all the mean stuff I said in the past.
Wow these are the realist Canadians Ive ever seen! I apologize Canada for all the mean stuff I said in the past.
Identity Attack0.04435511
Insult0.030485468
Profanity0.011099464
Threat0.0062267366
Severe Toxicity0.0019264221
Low Tox 0.09033044 Constructive 0.597
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
Last year, they said that 114,000 Indian students in Canada did not attend classes, but not a single school reported this issue to the IRCC because, guess what, the students still pay their fees! So, …
Last year, they said that 114,000 Indian students in Canada did not attend classes, but not a single school reported this issue to the IRCC because, guess what, the students still pay their fees! So, the schools are complicit, filling those seats as empty and making more money by selling one spot to two students. These are the same schools that appear on your TV screens saying, "cutting down the number of international students means they would be out of work and have to end some of their programs."
Identity Attack0.038167715
Insult0.030375287
Profanity0.017845914
Threat0.0072235605
Severe Toxicity0.0021266937
Low Tox 0.09033044 Constructive 0.576 Policy_Critique
Sep 29, 2025 36 likes IRCC Names India in Study …
The Collapse of Canada You see The Bible does state that the FALL OF NATIONS is Coming meaning Canada, US, Britain etc. and when you check it's happening!
The Collapse of Canada You see The Bible does state that the FALL OF NATIONS is Coming meaning Canada, US, Britain etc. and when you check it's happening!
Identity Attack0.036105253
Insult0.0233509
Profanity0.01261955
Threat0.008712323
Severe Toxicity0.0029563904
Low Tox 0.08795626 Low Con 0.289 Unverified_Claim
Feb 19, 2026 1 likes LILLEY UNLEASHED: The fall of …
IMO the big thing is that more housing and infrastructure need to be built to keep pace with people in an area - as housing standards are being violated - like 8 people living in …
IMO the big thing is that more housing and infrastructure need to be built to keep pace with people in an area - as housing standards are being violated - like 8 people living in an apartment is just extreme even for student housing. The crime rate dropped off massively we need to be careful about it increasing however more people equals more crime but equal or lower per capita crime rate. Poverty is always going to be poverty. The poverty issue is made worse because chornically unemployed pepole have seen their supports not keep up with inflation to the point its basically impossible to get housing on social safety net payments. This means that unemployed people basically end up homeless now. 7 m² per person for rooms with four or more occupants aged 18 or older. People should not just be packed into buildings that violate legal space and housing standards. The whole community IS government not a religious organization. This really frustrates me because the government should be insuring those standards are met not privatization of humanitarianism. Government should be humanitarian.
Identity Attack0.00984143
Insult0.033901088
Profanity0.021876704
Threat0.007935578
Severe Toxicity0.002336502
Low Tox 0.08716487 Constructive 0.802
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
Tyler, I was very interested in the topic of volunteer firefighters in your video about New York related to the Jewish community. I hope that someday I can come to Chile and film firefighters, myself …
Tyler, I was very interested in the topic of volunteer firefighters in your video about New York related to the Jewish community. I hope that someday I can come to Chile and film firefighters, myself included. We are volunteers, meaning it's not a job as such; we don't receive a salary or anything like that. We only focus on our vocation and sacrifice.
Identity Attack0.06704199
Insult0.01767874
Profanity0.023994578
Threat0.01187109
Severe Toxicity0.0036811829
Low Tox 0.08716487 Constructive 0.806 Personal_Narrative
Feb 25, 2026 Inside Canada's Indian Invasion...
You mean Indiafication of the world.
You mean Indiafication of the world.
Identity Attack0.040745795
Insult0.02567133
Profanity0.02303812
Threat0.008090926
Severe Toxicity0.0032043457
Low Tox 0.083999306 Low Con 0.216 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
There are many problems with anti-immigrant rhetoric and one of them is the classification who is and who isn't an immigrant and the question of when does a person stop becoming an immigrant and become …
There are many problems with anti-immigrant rhetoric and one of them is the classification who is and who isn't an immigrant and the question of when does a person stop becoming an immigrant and become a Canadian? A significant portion of people living in Canada are first/second/third generation Canadians and so, how do we classify these people, are they immigrants or are they not? And what of their parents/grandparents who immigrated, are they? It's very important to note that without their ancestor parents, all these first/second/third gen Canadians will not be here and they are now 'Canadians' today because we had pro-immigration laws. Also, the idea of accessing services is by itself, very problematic. I spent the first 4 years of my life here paying high tuition fees as well as tax that are used to subsidize fellow Canadians' tuition fees yet I'm not able to access any government services. Following graduation, I worked as a worker on visa where my tax was no less than an average Canadian yet government services were very much inaccessible to me. It was only after I became permanent resident, that somehow everything suddenly became available to me. I have been tax paying 6-7 years before I became a PR here yet all those years, I wasn't able to access a single thing yet somehow, after I became PR, I'm eligible for everything? The tax argument doesn't make sense at all. I will be eligible to apply for citizenship in like a year and does that mean now I am one of you, Canadians?
Identity Attack0.060220852
Insult0.025155678
Profanity0.012926984
Threat0.006861079
Severe Toxicity0.002002716
Low Tox 0.08320791 Constructive 0.865
Oct 25, 2017 4 likes How much do refugees and …
Unabated immigration means No Assimilation. Canadians are kind hearted people with much patience,, that’s why you’re overtaken by people who wants to abuse your system. Trudeau did this to your country
Unabated immigration means No Assimilation. Canadians are kind hearted people with much patience,, that’s why you’re overtaken by people who wants to abuse your system. Trudeau did this to your country
Identity Attack0.030949092
Insult0.024640027
Profanity0.010091767
Threat0.0072882893
Severe Toxicity0.001449585
Low Tox 0.079250954 Moderate Con 0.495 Identity_Assertion
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
PIZZA PIZZA 🍕!!!LMFAO 😂 YOU MEAN ESCAPE ESCAPE 😂😂😂😂
PIZZA PIZZA 🍕!!!LMFAO 😂 YOU MEAN ESCAPE ESCAPE 😂😂😂😂
Identity Attack0.003348306
Insult0.02173949
Profanity0.07740857
Threat0.0067445673
Severe Toxicity0.004711151
Low Tox 0.077668175 Low Con 0.222 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Indian gov i mean canadian government
Indian gov i mean canadian government
Identity Attack0.049989145
Insult0.021675033
Profanity0.022764845
Threat0.0072235605
Severe Toxicity0.002746582
Low Tox 0.07687678 Low Con 0.284 Humor_Satire
Feb 16, 2026 Inside Canada's Indian Invasion...
Trump has been effective with the southern border, but we never hear about our (USA) northern border, which is 3 times the size of its southern counterpart and apparently recognized as the LONGEST International border …
Trump has been effective with the southern border, but we never hear about our (USA) northern border, which is 3 times the size of its southern counterpart and apparently recognized as the LONGEST International border IN the WORLD! It makes sense for smugglers to use a different means for entry once the previous method gets controlled. I hope the US government is paying attention and doesn’t turn a blind eye to our northern border like they did with our Mexican border.
Identity Attack0.042550452
Insult0.023028618
Profanity0.010894509
Threat0.0064597605
Severe Toxicity0.0014781952
Low Tox 0.07687678 Constructive 0.612 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Dont worry, during Biden administration mostly of them crossed the canada border and came here. My town for example is a disaster because they dont understand what stop sign or red light means.
Dont worry, during Biden administration mostly of them crossed the canada border and came here. My town for example is a disaster because they dont understand what stop sign or red light means.
Identity Attack0.013144426
Insult0.02982438
Profanity0.011594773
Threat0.0072235605
Severe Toxicity0.0014781952
Low Tox 0.07450261 Moderate Con 0.385 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Now I see why Alberta wants to separate from the rest of India, I’m mean Canada
Now I see why Alberta wants to separate from the rest of India, I’m mean Canada
Identity Attack0.056582913
Insult0.019096779
Profanity0.013166099
Threat0.0072365063
Severe Toxicity0.0020980835
Low Tox 0.07450261 Moderate Con 0.354 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
INVASION you mean?
INVASION you mean?
Identity Attack0.016058605
Insult0.017227544
Profanity0.01887069
Threat0.009411395
Severe Toxicity0.0030899048
Low Tox 0.071337044 Low Con 0.256 Fear_Threat
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Yeah, that means nothing. Rules don’t apply to illegal Liberal votes.
Yeah, that means nothing. Rules don’t apply to illegal Liberal votes.
Identity Attack0.032753747
Insult0.024382202
Profanity0.012585391
Threat0.006440342
Severe Toxicity0.0013160706
Low Tox 0.06896287 Low Con 0.179
Jan 15, 2026 1 likes 2.9 million Canadian temporary visas …
What it means is Jorge here is gonna have to tighten his belt a bit now his income stream is reduced 😂
What it means is Jorge here is gonna have to tighten his belt a bit now his income stream is reduced 😂
Identity Attack0.0030338243
Insult0.028281843
Profanity0.017914234
Threat0.007417747
Severe Toxicity0.0014781952
Low Tox 0.06896287 Low Con 0.237 Humor_Satire
Nov 24, 2025 Quebec Ends Economic Immigration Program …
I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming …
I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming one group. The reality is that the Canadian government failed first by not properly managing immigration volumes, not enforcing document verification, and not honestly assessing whether the country could support such rapid population growth. That policy failure created pressure on housing, jobs, and social systems long before resentment followed. We also need honesty within the Indian community. Some Indians struggle to adapt being overly loud, culturally rigid, and sometimes lacking empathy for Canadian norms and shared public spaces. I studied Canadian and Indigenous history in school, and respecting that history matters. Assimilation doesn’t mean abandoning your culture, but it does mean understanding and respecting the society you chose to join. Cultural education should be expected, not optional. That said, one Indian doing something wrong does not make all Indians bad. Most Indian students and workers I know are hardworking, punctual, and serious about contributing. I’ve personally worked minimum-wage jobs for years, and what I noticed was not jobs being “taken,” but fewer Canadian youth willing to stay in or commit to these roles long-term. Indians didn’t replace Canadians, they filled vacancies that already existed. I also briefly volunteered helping the homeless, and what I saw was honestly shocking. It’s not that the government isn’t trying to help there are rehabilitation programs and support systems in place. The difficult truth is that a significant portion of the homeless population struggles with substance abuse and refuses treatment because it requires giving up drugs. Over time, homelessness itself starts to function like a culture, where benefits and assistance unintentionally enable continued substance use rather than recovery. This is an uncomfortable reality people don’t like to talk about. None of this is simple. Immigration didn’t break Canada, and neither did one community. Poor policy, weak enforcement, lack of accountability, and refusal from governments and individuals to adapt responsibly is what brought us here. Blame is easy. Honest solutions are not.
Identity Attack0.023193322
Insult0.028832749
Profanity0.015010698
Threat0.0068869707
Severe Toxicity0.0016117096
Low Tox 0.06817148 Constructive 0.823 Personal_Narrative
Jan 27, 2026 22 likes Inside Canada's Indian Invasion...
Exactly what do they mean by assimilateion dress like us or speak like us guess what people don't give up their culture just because they moved someplace for a job
Exactly what do they mean by assimilateion dress like us or speak like us guess what people don't give up their culture just because they moved someplace for a job
Identity Attack0.034816213
Insult0.018258847
Profanity0.020851927
Threat0.0069387536
Severe Toxicity0.0022029877
Low Tox 0.067380086 Moderate Con 0.439
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Just because Columbus thought North America was India doesn’t mean it should become it
Just because Columbus thought North America was India doesn’t mean it should become it
Identity Attack0.051353373
Insult0.01890341
Profanity0.020442016
Threat0.007301235
Severe Toxicity0.0022888184
Low Tox 0.06500591 Low Con 0.163 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Trudeau said Canada's going to get a tan. Have you been asleep for the last ten years? What did you think that means.?
Trudeau said Canada's going to get a tan. Have you been asleep for the last ten years? What did you think that means.?
Identity Attack0.00449524
Insult0.02982438
Profanity0.012995303
Threat0.007327127
Severe Toxicity0.0014305115
Low Tox 0.06500591 Low Con 0.3
Jan 20, 2026 Why Canada’s immigration system has …
Perfect! International student means you will return to your home country after completion of your studies.
Perfect! International student means you will return to your home country after completion of your studies.
Identity Attack0.025404079
Insult0.017012933
Profanity0.01220964
Threat0.00675104
Severe Toxicity0.0015258789
Low Tox 0.06263174 Low Con 0.288 Policy_Critique
Nov 20, 2025 6 likes Quebec Ends Economic Immigration Program …

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.