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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 #}

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Active: ""I am in the middle …" 223 comments · Page 7 of 9
Where did the point system go? Why is the canadian government not strict with fact-checking the documents being submitted by applicants? I thought Canada is stricter but I guess Indians are already treating it like …
Where did the point system go? Why is the canadian government not strict with fact-checking the documents being submitted by applicants? I thought Canada is stricter but I guess Indians are already treating it like the middle east where they can just pay the schools from their country to submit fraudulent papers saying they have a master's degree in computer science but when they start working, they couldn't even do proper coding!
Identity Attack0.10221587
Insult0.06459839
Profanity0.015079016
Threat0.0065827454
Severe Toxicity0.0028419495
Low Tox 0.1537979 Moderate Con 0.381
Oct 3, 2025 IRCC Names India in Study …
☝️Canadian Religion ❌️ Middle Eastern Religion ✔️ Jesus Christ peace b upon him was born in Palestine
☝️Canadian Religion ❌️ Middle Eastern Religion ✔️ Jesus Christ peace b upon him was born in Palestine
Identity Attack0.14019285
Insult0.030485468
Profanity0.020851927
Threat0.007857903
Severe Toxicity0.006828308
Low Tox 0.15213956 Low Con 0.248
Jan 27, 2026 Inside Canada's Indian Invasion...
I think due to the prosperity and stability Canada has enjoyed for so long Canadians have developed a certain standard of living and expectations in regards to that. So no, we don't want to have …
I think due to the prosperity and stability Canada has enjoyed for so long Canadians have developed a certain standard of living and expectations in regards to that. So no, we don't want to have to work 2-3 minimum wage paying jobs to get by, no we don't want to live 4 or more to a 400 sqft studio apartment, yes we want to be able to afford our own homes, yes we want to be able to achieve a stable middle class lifestyle. That doesn't work for the crony capitalists who's greed and lust for power always needs satiating. So we have the Liberal government bringing in more immigrants than we have infrastructure to accommodate in an effort to keep wages down so profits can always be up. Immigrants who are willing to accept a lower quality of life than what most Canadians expect/accustom to because it's still superior to where they came from. So the quality of life for all Canadians is exponentially reduced. We are to accept a lower quality of life and if we resist then we are branded with all kinds of derogatory names; racist, xenophobe, fascist, unacceptable fringe, far-right extremists, et al. What's undeniable is that before the Liberals took power in 2015 we had an immigration system in Canada that worked quite well and that since the Liberals took power our immigration system is a destructive mess. This isn't by accident or incompetence, it's intentional, by design. Unfortunately Canada has a problem with so much of our population being ideologically blind, willingly ignorant, easily manipulated, cowardly staying in an abusive relation with our current oppressive government. Question is can the country be saved before too much damage is done?
Identity Attack0.030433474
Insult0.0820023
Profanity0.021056883
Threat0.0068416605
Severe Toxicity0.00289917
Low Tox 0.15213956 Constructive 0.741
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
In a matriarchy country known as Canada, tall women rule eastern Canada especially Ontario. They hold many team lead to middle and even upper management positions. In this part of Canada, India and Pakistan have …
In a matriarchy country known as Canada, tall women rule eastern Canada especially Ontario. They hold many team lead to middle and even upper management positions. In this part of Canada, India and Pakistan have taken over. Thanks brother
Identity Attack0.11976352
Insult0.04207976
Profanity0.014225035
Threat0.007029374
Severe Toxicity0.00333786
Low Tox 0.14950264 Constructive 0.542
Aug 24, 2025 8 likes Why Canadians Are Turning Against …
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 …
Same thing happening in Australia. And the driving 🤦‍♀️😂 I had a lady slam her brakes on in the middle of a busy road, and just stop. I was beside her at the stop lights …
Same thing happening in Australia. And the driving 🤦‍♀️😂 I had a lady slam her brakes on in the middle of a busy road, and just stop. I was beside her at the stop lights and asked her what she was doing as she nearly caused an accident.. she said, “you drive your way and I’ll drive my way”.. I tried to highlight the road rules in this country and she started to abuse me 😂
Identity Attack0.04925346
Insult0.032028005
Profanity0.044668075
Threat0.043955702
Severe Toxicity0.005340576
Low Tox 0.14429577 Constructive 0.618 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
In what world is 57,000 middle class 😂😂😂 100,000 is the new middle class and just barely
In what world is 57,000 middle class 😂😂😂 100,000 is the new middle class and just barely
Identity Attack0.031464707
Insult0.02373764
Profanity0.038906425
Threat0.009204263
Severe Toxicity0.005493164
Low Tox 0.1269396 Low Con 0.24
Jan 5, 2026 New rules, regulations take effect …
canadians and her multicultural ways simply can not compete against india, africa, south asia and various latin american countries because of 1 thing - birth rates. and when i say the canadian way and what …
canadians and her multicultural ways simply can not compete against india, africa, south asia and various latin american countries because of 1 thing - birth rates. and when i say the canadian way and what 'used' to be a balanced multicultural way of life - is now being completely replaced by, majority led, india and a select handful of a few other nations - philippines, nigeria, bangladesh and some middle eastern nations. most of these nations - minus the philippines - have very different values and laws from the west. gender inequality, caste systems and not to mention religious / secular conflicts. racism is also incredible in those nations - again, minus the philippines. the only reason i include the philippines on this list as well is because their numbers are also very high in terms of the recent immigration scams but still not as high as india - who by large is the biggest scammer by a mile. these nations export canadian capital to their home nations and recycle the cash and bring in more of their own people. it is blatant soft power take over of canada without firing a single shot. canadians need to wake up and bring back balanced immigration. i will never accept sharia law, caste systems of gender inequality in canada but it is already here and their population is hundreds to thousands of times more than canada and they are already establishing incredibly strong roots here.
Identity Attack0.10221587
Insult0.039737478
Profanity0.016342908
Threat0.007081157
Severe Toxicity0.00333786
Low Tox 0.11398677 Moderate Con 0.434
Sep 29, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Its was nice country when we landed in 2008 now most students doesnt even know english with IELTS 8 and they talk in pure Punjabi They are basically farmers and sold their land and did …
Its was nice country when we landed in 2008 now most students doesnt even know english with IELTS 8 and they talk in pure Punjabi They are basically farmers and sold their land and did make false and fake credentials.I can challenge if fhey are taken IELTS here in Canada their score would be 2 Alhamdulillah we came from a Cosmopolitan citt on POINTS and worked hard in Middle East in Medical facilities.
Identity Attack0.036105253
Insult0.0623257
Profanity0.0137468055
Threat0.006168481
Severe Toxicity0.0021076202
Low Tox 0.11336674 Constructive 0.659 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Middle class saves $420 LOOOOOOOOOOL wow thanks Carney!
Middle class saves $420 LOOOOOOOOOOL wow thanks Carney!
Identity Attack0.013043936
Insult0.039444692
Profanity0.029050145
Threat0.0067963502
Severe Toxicity0.0034332275
Low Tox 0.11305673 Low Con 0.251 Humor_Satire
Jan 21, 2026 Canada’s new rules in 2026
I’m so glad someone made a video about this. I left Canada because of this problem over my Middle East country. It’s literally better here. Canada is a big bubble. It ain’t worth to live …
I’m so glad someone made a video about this. I left Canada because of this problem over my Middle East country. It’s literally better here. Canada is a big bubble. It ain’t worth to live in there.
Identity Attack0.09328204
Insult0.032468732
Profanity0.017914234
Threat0.007417747
Severe Toxicity0.0030899048
Low Tox 0.112746716 Constructive 0.548 Personal_Narrative
Feb 28, 2026 Inside Canada's Indian Invasion...
This is happening at varying scales in many cities all over the US as well. Growing up in the 90s and 00s in suburban Minneapolis, we had a very small population of Indians. About ten …
This is happening at varying scales in many cities all over the US as well. Growing up in the 90s and 00s in suburban Minneapolis, we had a very small population of Indians. About ten years ago, they built a large all new subdivision near my hometown that is now 90% Indian. Target Corporate is to blame for the initial push, as they opened an office in India and then had many of them relocating to the Minneapolis office. A recent trip to Dallas, every Uber I took was an Indian or Middle eastern driver. California, especially the Bay Area has an enormous Indian community as well.
Identity Attack0.10221587
Insult0.03136692
Profanity0.024951037
Threat0.008298059
Severe Toxicity0.0037002563
Low Tox 0.11202335 Constructive 0.658
Oct 27, 2025 Inside Canada's Indian Metropolis (Brampton)
The middle finger 😂
The middle finger 😂
Identity Attack0.0052166977
Insult0.025929155
Profanity0.054437835
Threat0.010447056
Severe Toxicity0.004634857
Low Tox 0.11161 Moderate Con 0.334 Humor_Satire
Feb 22, 2026 Inside Canada's Indian Invasion...
This is what gets me, I’m an immigrant. I came from a place where we speak a broken dialect of English. As part of my processing, I had to demonstrate my ability to speak the …
This is what gets me, I’m an immigrant. I came from a place where we speak a broken dialect of English. As part of my processing, I had to demonstrate my ability to speak the queen’s english. To work, the expectation is you’re able to communicate effectively with whoever you’re interfacing. These folks come here, make zero attempt to improve or learn English or French - the national languages. They go home after the day is done, revert to their native tongue. How would you ever perfect something like a language without some degree practice and immersion? And they do this with their generations. The 1st and sometimes 2nd generation kids will speak their native tongue first, before learning English or French. It’s like the language they should speak to effectively work and live in Canada is an accessory. The govt at all levels encourage this by having driving tests and forms in other languages. And don’t get me started on the pockets - Brampton for example. The politicians kowtow to the voters and give in to them having huge temples, and nonstandard shopping complexes. It’s a running joke how many Indians will be living in the same house, renting from other Indians collecting money under the table in completely unsanctioned and illegal rental scenarios. Companies set up by Indians, to service Indians. So they don’t even care to present as Canadian business with English / French. I’m in the midst of charting my family’s exit from Canada. It’s become something entirely unrecognizable. Where those who know how to game the system get ahead, those of us who play the rules - stay behind. I’ve worked my way up to being upper middle class. I’m about done paying for Indian “students” who later claim to be refugees. Who are now claiming to be in gay relationships, to support their refugee cases. It’s all a joke.
Identity Attack0.06431354
Insult0.035443626
Profanity0.026317406
Threat0.0073789097
Severe Toxicity0.0031089783
Low Tox 0.11161 Constructive 0.681 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Middle class 56k? Tell me your gaslighting the public they’re not poor to avoid a total government collapse without telling me
Middle class 56k? Tell me your gaslighting the public they’re not poor to avoid a total government collapse without telling me
Identity Attack0.00932346
Insult0.033239998
Profanity0.015386449
Threat0.014566151
Severe Toxicity0.0028038025
Low Tox 0.11098998 Low Con 0.21
Jan 3, 2026 128 likes New rules, regulations take effect …
There's no such thing as the middle class. That's destroyed. A little too late for the immigration problem. Election in spring or summer.
There's no such thing as the middle class. That's destroyed. A little too late for the immigration problem. Election in spring or summer.
Identity Attack0.03894114
Insult0.028612386
Profanity0.013610168
Threat0.010550622
Severe Toxicity0.0023269653
Low Tox 0.10956833 Moderate Con 0.429
Jan 3, 2026 5 likes New rules, regulations take effect …
I am a muslim and a naturalized citizen and a pious person, but I don't know what those guys tried to achieve by praying in the middle of the block...Believe me - this is just …
I am a muslim and a naturalized citizen and a pious person, but I don't know what those guys tried to achieve by praying in the middle of the block...Believe me - this is just a show off...
Identity Attack0.0775651
Insult0.027347196
Profanity0.022696527
Threat0.008103873
Severe Toxicity0.002746582
Low Tox 0.10956833 Constructive 0.56 Personal_Narrative
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
TBF most of them are good people, and want a better life. I have no quarrels against that but I think maybe 5 figures a year is lots, not this 800k+. That being said, most …
TBF most of them are good people, and want a better life. I have no quarrels against that but I think maybe 5 figures a year is lots, not this 800k+. That being said, most of them here are relatively upper middle class since its not cheap to emigrate from India.
Identity Attack0.09659086
Insult0.025413504
Profanity0.02973333
Threat0.007598988
Severe Toxicity0.00333786
Low Tox 0.10783285 Constructive 0.668 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Corporations wanted cheap labour and the Liberal government gave it to them. This essentially is killing off the middle class, not to mention are own unique Canadian culture and putting heavy strain on the housing/renting …
Corporations wanted cheap labour and the Liberal government gave it to them. This essentially is killing off the middle class, not to mention are own unique Canadian culture and putting heavy strain on the housing/renting markets and social services.
Identity Attack0.029144434
Insult0.027218282
Profanity0.013985921
Threat0.031314444
Severe Toxicity0.0028419495
Low Tox 0.10609736 Moderate Con 0.488
Sep 23, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
It's too bad you didn't visit the many farms and gardens that the new Canadians have setup on the outskirts of Brampton. They are inspirational. That temple you showed has been there for at least …
It's too bad you didn't visit the many farms and gardens that the new Canadians have setup on the outskirts of Brampton. They are inspirational. That temple you showed has been there for at least 30 years - it was built in a field in the middle of nowhere at the time. I do agree that way too many young Indian men think the area is a place to live out the Grand Thief Auto fantasies ;-)
Identity Attack0.058401883
Insult0.033570543
Profanity0.013576009
Threat0.0067316215
Severe Toxicity0.002040863
Low Tox 0.10522962 Constructive 0.794 Solidarity
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
I found it telling that Michelle confidently quoted the wrong number (79,000) and, when Aiesha corrected her with the accurate figure (47,000), she immediately switched gears to “Where are they?” rather than owning the mistake. …
I found it telling that Michelle confidently quoted the wrong number (79,000) and, when Aiesha corrected her with the accurate figure (47,000), she immediately switched gears to “Where are they?” rather than owning the mistake. That dodge makes me question her judgment. It feels like she’s leaning into fear‑mongering language that easily panics people who aren’t paying attention to nuance — which, sadly, describes most of this comment section. Also, did you see the reply to the Filipino student who voiced frustration? “You guys make up some of the most cleanest restaurants I’ve ever been to.” That kind of response speaks to a lack of respect for international students. To many in the Canadian workforce, international students and migrants are treated as disposable labor — steered toward low‑ and middle‑income jobs. Yes, fraud should be dealt with, but it’s lazy and unfair to claim that all Indians or international students come here through fraud. If that logic ruled, we’d have to start deporting every non‑Indigenous person — which ignores the whole reality of colonization.
Identity Attack0.0052166977
Insult0.0573046
Profanity0.016035475
Threat0.0066798385
Severe Toxicity0.0014972687
Low Tox 0.104361884 Constructive 0.804 Policy_Critique
Oct 9, 2025 IRCC Names India in Study …
The lady in the middle is smart beyond her years. Well said.
The lady in the middle is smart beyond her years. Well said.
Identity Attack0.009545447
Insult0.05203446
Profanity0.014874061
Threat0.0062396824
Severe Toxicity0.0014209747
Low Tox 0.103928015 Moderate Con 0.44 Meta_Commentary
Sep 14, 2025 1 likes Why Canadians Are Turning Against …
And Dental benefits. $2000 each year at 100% after May 1st changes to 70% . Most of the working middle class does not get benefits like that. 😂 How is possible that war refugees can …
And Dental benefits. $2000 each year at 100% after May 1st changes to 70% . Most of the working middle class does not get benefits like that. 😂 How is possible that war refugees can go back home for visit at least 1 per year and I can not afford any?
Identity Attack0.038167715
Insult0.029934563
Profanity0.017572641
Threat0.006647474
Severe Toxicity0.002155304
Low Tox 0.103494145 Constructive 0.601 Economic_Argument
Feb 25, 2026 'We do know that there's …
This isnt about getting more votes. Follow the money. Someone is paying themselves huge $$$ overseeing billions that are handed out to illegals. Seems illegals have more rights than our vets or ave citizen. If …
This isnt about getting more votes. Follow the money. Someone is paying themselves huge $$$ overseeing billions that are handed out to illegals. Seems illegals have more rights than our vets or ave citizen. If your middle class and loose your job the govt wants to cut you off, but can give free medical, housing, food, clothing, schooling, training. As a citizen you cant get that. Your taxes will be raised and raised to pay for more of this.
Identity Attack0.06613251
Insult0.028061481
Profanity0.011594773
Threat0.0077672824
Severe Toxicity0.0024986267
Low Tox 0.102192536 Constructive 0.515
Jul 12, 2019 How much do refugees and …
$57k is middle class? Are you kidding me?
$57k is middle class? Are you kidding me?
Identity Attack0.019575719
Insult0.029383656
Profanity0.025907494
Threat0.006440342
Severe Toxicity0.0020122528
Low Tox 0.10175867 Low Con 0.188 Question
Jan 4, 2026 9 likes New rules, regulations take effect …

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.