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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: "We need the immigrants who …" 539 comments · Page 17 of 22
Hi from Indiana. I’m not familiar with life in Canada and I’m shocked to watch what is going on right now in your video. Maybe it’s not too late if your government can figure out …
Hi from Indiana. I’m not familiar with life in Canada and I’m shocked to watch what is going on right now in your video. Maybe it’s not too late if your government can figure out to modify some of the immigration laws that will give back the power, the benefit, and advantage to a natural born Canadian. 800 thousand foreigners coming in in the last three months? What’s with that? That’s so shocking. Looks like a legalized invasion/occupation. I’m like you, I was a legal immigrant from Asia in the late 70s retired now and love my great state of Indiana. My family has been here for almost 50 years fully acculturated to the values and culture of American life with my husband and two grown boys. This is my adopted beloved country now. I am everything that it is about. I still know how to speak my birth language only when I go home for vacation. I don’t use it even to speak to a fellow Asian when I see that an English speaking native born American is within ear’s reach. That young lady might be dead with brain tumor before she gets her MRI. That’s unacceptable. Here you go to the ER and if you need an MRI you get admitted and most like have it the next day. Or Y
Identity Attack0.06294931
Insult0.035443626
Profanity0.01982715
Threat0.0074436385
Severe Toxicity0.0029945374
Low Tox 0.11192002 Constructive 0.824
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
I don't believe we should take it out on the immigrants ...it's the government policy that needs to be changed
I don't believe we should take it out on the immigrants ...it's the government policy that needs to be changed
Identity Attack0.10221587
Insult0.020450363
Profanity0.016616182
Threat0.01187109
Severe Toxicity0.0032615662
Low Tox 0.11181668 Constructive 0.568 Moral_Argument
Aug 25, 2025 7 likes Why Canadians Are Turning Against …
Canada situation is not immigrant’s fault, this is government fault. Someone from a third world nation, will always try to find better opportunities in a different country and this is valid. The issue is that …
Canada situation is not immigrant’s fault, this is government fault. Someone from a third world nation, will always try to find better opportunities in a different country and this is valid. The issue is that Canadian Government needs to be strong enough and make revision to its immigration system; many people works years and years with no proper documentation, no declaring taxes because they are being paid in cash…not even speaking a basic English, however they have a life in Canada. It’s their fault? No, they just take advantage of a weak system. Is government fault? Sure.
Identity Attack0.06567776
Insult0.04149419
Profanity0.01627459
Threat0.0065633263
Severe Toxicity0.002708435
Low Tox 0.11161 Constructive 0.548 Policy_Critique
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
Dear everyone, Culture is a constantly changing phenomenon. If you had visited Canada 500 years ago, you would have seen Indigenous tribes living on this land with their own cultural values. Two hundred years ago, …
Dear everyone, Culture is a constantly changing phenomenon. If you had visited Canada 500 years ago, you would have seen Indigenous tribes living on this land with their own cultural values. Two hundred years ago, European culture became more prominent, but it was still a very different place from what we see today. Family values were strong, and who your family was often determined much of your future. Now, Canadian culture is changing once again. The arrival of Indian immigrants will inevitably influence Canadian culture, whether people like it or not. Some may try to resist—perhaps through a kind of “Trumpism”—but that will only provide temporary comfort. In the long run, Canadian culture will continue to evolve with the influx of newcomers. Today it is Indians; in the coming decades, it may be another nationality. The key point is to embrace change—and perhaps change ourselves in the process. For example, the rise in homelessness is tied more to social and economic issues than to immigration. Family structures among white Canadians are becoming less central in people’s lives, and religion is also losing influence. Parenting values are often shaped by fleeting psychology trends and “helicopter parenting,” leaving many children without the strong foundation they need. Perhaps there is something to learn from Indian immigrants about building families, fostering strong connections, and strengthening community ties. Thank you.
Identity Attack0.10221587
Insult0.031697463
Profanity0.015693882
Threat0.007314181
Severe Toxicity0.0031280518
Low Tox 0.11140333 Constructive 0.718 Moral_Argument
Sep 19, 2025 8 likes Inside Canada's Indian Metropolis (Brampton)
We need a total immigration moratorium for a few years.
We need a total immigration moratorium for a few years.
Identity Attack0.06431354
Insult0.021352753
Profanity0.013610168
Threat0.009230154
Severe Toxicity0.0033569336
Low Tox 0.11119666 Low Con 0.28 Call_To_Action
Feb 26, 2026 36 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
I am an immigrant came to Canada in 2014. The immigration system in Canada right now is not let every body in this country, is only allowed low/non skills workers and fraud applications in. I …
I am an immigrant came to Canada in 2014. The immigration system in Canada right now is not let every body in this country, is only allowed low/non skills workers and fraud applications in. I have a friend from China who got a bachelor degree from university of Waterloo and worked at downtown Toronto as a finance person for $500k per year which is extreme high in Canada. But he could not get his permanent resident because he is not what Canada needs as the immigration system. But immigration system is giving lots of pathway on low skills workers who can bring his/her whole families inside the country. These low skills workers need to find employers to do many complicated admin works for the application. In reality, no employers are willing to do such a complicated admin works for a minimum wages worker. So these people are paying the the employers to do the admin works without a single day working. Once they get the permanent residency, they just stay in Canada without working, paying taxes or try to become a Canadian. But for these people who have a high-pay job with high degrees, Canada is kicking them out of this country.
Identity Attack0.055218685
Insult0.047349896
Profanity0.017572641
Threat0.0071847234
Severe Toxicity0.002670288
Low Tox 0.11109332 Constructive 0.71
Sep 21, 2025 32 likes Inside Canada's Indian Metropolis (Brampton)
This is incredible… some flavour needed in Canada. Also don’t blame people or immigrants. It’s like saying Amish folks are doing the same thing or even native First Nations.
This is incredible… some flavour needed in Canada. Also don’t blame people or immigrants. It’s like saying Amish folks are doing the same thing or even native First Nations.
Identity Attack0.099072486
Insult0.027730936
Profanity0.012414595
Threat0.006272047
Severe Toxicity0.00207901
Low Tox 0.11057663 Constructive 0.591
Oct 10, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Canadian immigrant here: are immigration system is broken and needs to be fixed.
Canadian immigrant here: are immigration system is broken and needs to be fixed.
Identity Attack0.08087392
Insult0.02567133
Profanity0.011902207
Threat0.0075083673
Severe Toxicity0.0022506714
Low Tox 0.11057663 Constructive 0.53 Personal_Narrative
Feb 11, 2026 Canada's tighter immigration policy divides …
In Canada, we imported almost 10% of our population is the last five years, the majority of whom came from India. There's no doubt that Indian culture is not the same as Canadian culture, and …
In Canada, we imported almost 10% of our population is the last five years, the majority of whom came from India. There's no doubt that Indian culture is not the same as Canadian culture, and importing such a massive number so quickly means we are far more likely to see those cultures bumping up against each other, rather than giving them a chance to assimilate and blend. Like any good cook, I know if you try to add the eggs too quickly and in too much of a hurry, you get scrambled eggs in weak sauce, not a thick creamy custard. Same principle applies to immigration. We need to give people the time and chance to learn and absorb our culture and values, else we end up with ghettos and a weakened society.
Identity Attack0.07921951
Insult0.034672357
Profanity0.020032106
Threat0.008401625
Severe Toxicity0.0031852722
Low Tox 0.11057663 Constructive 0.775 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Need to stop Immigration till infrastructure can catch up .Trudeau made a mess with Immigration.
Need to stop Immigration till infrastructure can catch up .Trudeau made a mess with Immigration.
Identity Attack0.038683333
Insult0.033460364
Profanity0.012482914
Threat0.007909686
Severe Toxicity0.0020980835
Low Tox 0.11057663 Low Con 0.251
Jan 5, 2026 1 likes New rules, regulations take effect …
When you have just one community in one geographic area you have ghettoization. Which brings a fleet of issues good and bad. Most cases in the immigrant experience it’s the next generation that truly settles …
When you have just one community in one geographic area you have ghettoization. Which brings a fleet of issues good and bad. Most cases in the immigrant experience it’s the next generation that truly settles in. I’m a first generation immigrant came when I was 8 years old. Immigrants have it much easier then my parents did when they came. The country needs to grow, in order to grow the economy, you need skilled and unskilled workers, aging population the best way is immigration, it’s simple math.
Identity Attack0.055673428
Insult0.034782536
Profanity0.02167175
Threat0.007909686
Severe Toxicity0.0030326843
Low Tox 0.11057663 Constructive 0.728 Economic_Argument
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
As Canadians we must mobilize . our enemy has many faces, the 1st face of our enemy is known as democracy especially our democracy in Canada, if we remove the people in power we can …
As Canadians we must mobilize . our enemy has many faces, the 1st face of our enemy is known as democracy especially our democracy in Canada, if we remove the people in power we can then fight our 2nd enemy called law enforcement then those of us who are lucky to still be alive can then fight the 3rd face called immigration. This isnt easy and many of us will die but we must do things for the greater good and this war will be long. As European descendants we must always remember the fact that our forefathers never left home soil voluntarily they were kicked out and sent here as so called criminals. They built the country to what it was up until the 1980s then the soft Canadians who only survived thanks to the strong and brave decided wokeness needed to happen and thus here we are today
Identity Attack0.04512853
Insult0.0350029
Profanity0.015386449
Threat0.020782012
Severe Toxicity0.0030899048
Low Tox 0.1104733 Constructive 0.612 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
We need English competency tests immigrants (and possibly a French as well). Many immigrants speak broken basic English and have difficulty with even intermediate English skills. If I wanted to move to Italy, I should …
We need English competency tests immigrants (and possibly a French as well). Many immigrants speak broken basic English and have difficulty with even intermediate English skills. If I wanted to move to Italy, I should be able to speak a certain standard of Italian.
Identity Attack0.10221587
Insult0.029273475
Profanity0.014566627
Threat0.0069905366
Severe Toxicity0.0025177002
Low Tox 0.1104733 Constructive 0.582
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl …
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl with IELTS comes to Canada, then calls her husband here. Many of these are nothing more than contract marriages, where once the boy arrives, they go their separate ways. This is blatant abuse of the system and has created a wave of people entering Canada without even basic English skills. IRCC needs to wake up and fix this. Students on study or work visas must not be allowed to bring their spouses. If someone wants to come, let them take an English test themselves and prove they’re qualified. Study permits should only be issued for genuine university students, not random private colleges being used as back doors into the country. On top of that, no work permits should be given while on a study visa. Employers who hire students illegally on cash as cheap labour should face strict penalties, heavy fines, and blacklisting. Until these loopholes are closed, Canada’s immigration system will continue to be exploited and lose credibility. IRCC, this is not immigration — this is fraud facilitated by weak laws.
Identity Attack0.05089863
Insult0.045007613
Profanity0.015147334
Threat0.0071070488
Severe Toxicity0.0025558472
Low Tox 0.1104733 Constructive 0.664 Policy_Critique
Oct 4, 2025 IRCC Names India in Study …
We seriously need immigrants coming to Canada. Its great to see that we can be effective getting out the fraudulent claims. Dont complain about the process working.
We seriously need immigrants coming to Canada. Its great to see that we can be effective getting out the fraudulent claims. Dont complain about the process working.
Identity Attack0.06294931
Insult0.029714199
Profanity0.013200258
Threat0.006977591
Severe Toxicity0.0018119812
Low Tox 0.11036996 Constructive 0.612
Dec 28, 2025 Deportations From Canada at Their …
Break down from a Canadian who moved to the US. Basically, Indians moved to Brampton because it was a cheaper area, yet close enough to Toronto. Immigrants drove taxi or drove truck usually were paid …
Break down from a Canadian who moved to the US. Basically, Indians moved to Brampton because it was a cheaper area, yet close enough to Toronto. Immigrants drove taxi or drove truck usually were paid in cash, leading to tax evaluation. So they were able to save more... They were able to buy a bigger house for cheaper basically. New immigrants move to Brampton probably cause it easier. They don't need to assimilate as much as they sued to. They can speak their own language, not have to learn another, etc. You can actually see certain immigrant groups take to certain cities for the reasons above. Vaughn is Italian, Etobicoke was multi cultural, now Somalian(last I visited), sauga is Arab, etc The universities are a big scam, and the govt is part of it. They don't care cause they get money.... People create these fake colleges and bring in students. Students have "online" classes and so they don't actually go in . In Canada ur allowed to work 20 hours as a student, but all work more under the table. And yes. As a Punjabi, there is too many Indians. It was too many when I left. Worse now.. don't even like visiting Canada anymore unless I go to Barrie or something.
Identity Attack0.08500996
Insult0.033239998
Profanity0.016342908
Threat0.0069516995
Severe Toxicity0.0026893616
Low Tox 0.11036996 Constructive 0.761 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I don’t think it’s tight enough, we need to reverse the mass immigration effects by the liberals
I don’t think it’s tight enough, we need to reverse the mass immigration effects by the liberals
Identity Attack0.06158508
Insult0.024124376
Profanity0.01627459
Threat0.009411395
Severe Toxicity0.0027656555
Low Tox 0.10956833 Moderate Con 0.357 Policy_Critique
Feb 13, 2026 1 likes Canada's tighter immigration policy divides …
Canada is too nice and is being taken advantage of. This money spent should be charged to the people being deported if they don’t comply. We need to stop immigration 100% until Canada gets a …
Canada is too nice and is being taken advantage of. This money spent should be charged to the people being deported if they don’t comply. We need to stop immigration 100% until Canada gets a hold on the people already here. One in one out !!!
Identity Attack0.06567776
Insult0.022190686
Profanity0.011133623
Threat0.011172019
Severe Toxicity0.0030899048
Low Tox 0.10870059 Moderate Con 0.377 Policy_Critique
Jan 6, 2026 Deportations From Canada at Their …
Who could have known that immigrants need housing?
Who could have known that immigrants need housing?
Identity Attack0.09328204
Insult0.020579277
Profanity0.01261955
Threat0.006576272
Severe Toxicity0.002155304
Low Tox 0.10826672 Moderate Con 0.314
Jun 22, 2025 How Canada broke its immigration …
Early immigrants does not want new immigrants. Canadian population are decreasing so Canada needs more people.
Early immigrants does not want new immigrants. Canadian population are decreasing so Canada needs more people.
Identity Attack0.08087392
Insult0.027476108
Profanity0.010945748
Threat0.0068416605
Severe Toxicity0.0023460388
Low Tox 0.10783285 Low Con 0.214
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Without immigration Canada would fall... Canadians on their own do not have enough children to sustain the numbers to keep our economy stable. That's why the process is supposed to take awhile, have checks and …
Without immigration Canada would fall... Canadians on their own do not have enough children to sustain the numbers to keep our economy stable. That's why the process is supposed to take awhile, have checks and applications, so we are not just bringing in people, we are bringing in a sustainable number of people that will embrace being Canadian. We need to continue that. What we don't need is an influx of people who have not gone through the process, who do not understand they are being giving an opportunity to join us, and who are willing to be Canadian. No one wants to strip people of their history, but if you are leaving your country, you are doing it because you want something better, something different... the only way you get that is if you embrace where you are, not try and change it to what you left.
Identity Attack0.053854458
Insult0.03511308
Profanity0.014088398
Threat0.0079873605
Severe Toxicity0.0030517578
Low Tox 0.10739898 Constructive 0.669
Aug 26, 2025 Why Canadians Are Turning Against …
It’s a problem here in Canada. They aren’t heading to the USA basically all of them stay cause it’s just easy. Nobody would have a problem if they made an effort to assimilate and some …
It’s a problem here in Canada. They aren’t heading to the USA basically all of them stay cause it’s just easy. Nobody would have a problem if they made an effort to assimilate and some do but the ones who don’t ruin the image for the rest of them. Other obvious problem is we’ve let in too many people in in general like more people have come than living units have been built making many problems just right there and then and it’s not really the people who immigrates fault it’s the government. I know restricting imagination and making the test to get in harder so they actually have to know something about Canadas history and our culture and realistically we need to apply more pressure on the expectation that immigrants eventually assimilate.
Identity Attack0.055673428
Insult0.03588435
Profanity0.020578653
Threat0.0075083673
Severe Toxicity0.0030326843
Low Tox 0.10696511 Constructive 0.619 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
On point! He should be back as Minister of IRCC. He understands that people are gaming the system. Canada’s immigration system is being exploited by many international students, temporary workers, illegal immigrants, and even tourist …
On point! He should be back as Minister of IRCC. He understands that people are gaming the system. Canada’s immigration system is being exploited by many international students, temporary workers, illegal immigrants, and even tourist visa holders. IRCC is now granting repeated extensions on tourist visas. Why are they allowing these extensions? What are these individuals expected to do in Canada for years? Many tourist visa holders have been in Canada for several years — not necessarily because they refuse to leave, but because IRCC keeps extending their status. Some of these individuals end up working illegally, taking jobs from Canadian youth and citizens, and adding pressure to the housing market. The increasing numbers of asylum claimants, international students, temporary work permit holders, tourist visa holders, and undocumented individuals are placing strain on Canada and its citizens. IRCC needs to strictly follow the law and enforce regulations. If not, Canada’s immigration system will continue to be exploited, and abusive individuals or even criminals could find it easier to enter the country.
Identity Attack0.036105253
Insult0.043250903
Profanity0.014327513
Threat0.007340072
Severe Toxicity0.0023555756
Low Tox 0.10696511 Constructive 0.818 Policy_Critique
Feb 17, 2026 9 likes LILLEY UNLEASHED: The fall of …
Canada needs to stop immigration
Canada needs to stop immigration
Identity Attack0.08666438
Insult0.017356457
Profanity0.014805742
Threat0.010472948
Severe Toxicity0.002822876
Low Tox 0.10653123 Low Con 0.169 Policy_Critique
Jul 27, 2025 Canadian Citizenship Test 2025 – …
Canadas immigration system has been in the gutter since JT. It needs to change along with asylum criteria.
Canadas immigration system has been in the gutter since JT. It needs to change along with asylum criteria.
Identity Attack0.037394293
Insult0.032799274
Profanity0.018734055
Threat0.0074565844
Severe Toxicity0.002193451
Low Tox 0.10566349 Moderate Con 0.412 Policy_Critique
Feb 18, 2026 46 likes Canadian immigration officers investigating hundreds …

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.