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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 are with you, Canada." 6,088 comments · Page 174 of 244
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 …
Canada presents itself as a multicultural society, but the reality for many immigrants—especially South Asians—is different. Brampton and other cities have seen large Indian and Pakistani immigration waves due to Canada’s labor and education opportunities. …
Canada presents itself as a multicultural society, but the reality for many immigrants—especially South Asians—is different. Brampton and other cities have seen large Indian and Pakistani immigration waves due to Canada’s labor and education opportunities. But despite being invited under official immigration programs, these communities face systemic racism and unequal treatment. 📊 Employment Discrimination: • A 2021 Statistics Canada report found that racialized Canadians earned 20% less on average than their white counterparts, even when education and experience were controlled. • South Asian immigrants specifically face higher rates of credential discounting, where their foreign education and experience are undervalued. 📊 Hiring Bias: • A University of Toronto study revealed that applicants with “ethnic” names were 40% less likely to receive a callback compared to those with Anglo-sounding names, even with identical résumés. • Another survey showed that unemployment rates for racialized Canadians are consistently 1.5–2x higher than for white Canadians. 📊 Perceptions vs. Reality: • While white Europeans continue to integrate without much resistance, South Asians are often stereotyped as “taking over” neighborhoods. • Immigrants from India and Pakistan have one of the highest workforce participation rates in Canada, working in everything from Uber and trucking to tech and medicine—contributing directly to the economy. Meanwhile, many first-generation South Asian immigrants don’t qualify for the refugee-style supports that others receive. Instead, they work long hours, often in precarious jobs, just to cover bills. The frustration often mistaken as an “attitude problem” comes from facing daily systemic barriers—being seen as “less than” despite contributing equally, if not more, to society. The underlying issue is that the old colonial mindset persists: brown immigrants are not granted the same social standing as white Canadians. Equality on paper is not equality in practice.
Identity Attack0.10221587
Insult0.030816011
Profanity0.01982715
Threat0.008103873
Severe Toxicity0.0030708313
Low Tox 0.10870059 Constructive 0.699 Moral_Argument
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Tell those expired visa holders there's no need to worry. Our liberal government has no way of tracking them to remove them. Canada will continue to suffer until the Liberals are out.
Tell those expired visa holders there's no need to worry. Our liberal government has no way of tracking them to remove them. Canada will continue to suffer until the Liberals are out.
Identity Attack0.03223813
Insult0.033019636
Profanity0.012277958
Threat0.017328756
Severe Toxicity0.0025749207
Low Tox 0.10870059 Moderate Con 0.317 Policy_Critique
Feb 9, 2026 3 likes 2.9 million Canadian temporary visas …
Besides Russia and Poland and Hungary everywhere else has been invaded from Europe to America to Canada 🤦‍♂️
Besides Russia and Poland and Hungary everywhere else has been invaded from Europe to America to Canada 🤦‍♂️
Identity Attack0.078392304
Insult0.025929155
Profanity0.014327513
Threat0.007857903
Severe Toxicity0.0030136108
Low Tox 0.10870059 Low Con 0.169 Comparative_Framing
Feb 17, 2026 Inside Canada's Indian Invasion...
To be honest the problem with Canada is that they are not having strict immigration checks like the USA which has in turn resulted in non-qualified people coming from India to name sake colleges over …
To be honest the problem with Canada is that they are not having strict immigration checks like the USA which has in turn resulted in non-qualified people coming from India to name sake colleges over there . A lot of people just used to drive trucks or do odd jobs over here in India . I really think Canada's welcoming nature has been misused in the wrong way.
Identity Attack0.07921951
Insult0.033570543
Profanity0.011970525
Threat0.0061296434
Severe Toxicity0.0019550323
Low Tox 0.10870059 Constructive 0.67 Policy_Critique
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada failed immigration system.
Canada failed immigration system.
Identity Attack0.060675595
Insult0.028392024
Profanity0.013473531
Threat0.006686311
Severe Toxicity0.0020885468
Low Tox 0.10826672 Low Con 0.201 Policy_Critique
Dec 18, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
This immigrants that come to Canada now ,they are the Queens 👸 people! That the British ruled for 300 yrs.
This immigrants that come to Canada now ,they are the Queens 👸 people! That the British ruled for 300 yrs.
Identity Attack0.072601855
Insult0.029383656
Profanity0.015010698
Threat0.006602164
Severe Toxicity0.0026130676
Low Tox 0.10826672 Moderate Con 0.426
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
You really visited Canada during the worst snow we’ve had since 1998. Nothing stops you. 😂
You really visited Canada during the worst snow we’ve had since 1998. Nothing stops you. 😂
Identity Attack0.010063417
Insult0.042665333
Profanity0.014088398
Threat0.006155535
Severe Toxicity0.0017642975
Low Tox 0.10826672 Moderate Con 0.347 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
I had a Polish neighbour in Victoria who echoed the same comments as the Polish guy at 8:00. During 2021 she became terrified that communism has come to Canada, seeing the exact same dynamics of …
I had a Polish neighbour in Victoria who echoed the same comments as the Polish guy at 8:00. During 2021 she became terrified that communism has come to Canada, seeing the exact same dynamics of tyranny being imposed during the covid scamdemic. In 2022 I escaped Canada with my family. We sold our home, I quit my career, and escaped the tyrannical travel bans against people like us. A couple months later our Polish neighbours sold their beautiful seaside home and escaped as well.
Identity Attack0.06567776
Insult0.032248367
Profanity0.012995303
Threat0.008427517
Severe Toxicity0.0026512146
Low Tox 0.10826672 Constructive 0.704 Personal_Narrative
Sep 19, 2025 14 likes Inside Canada's Indian Metropolis (Brampton)
Tell it to the people who voted for the Liberal, Mark Carney will magically made Canada great again, elbows up! 🤣🤣🤣🤣
Tell it to the people who voted for the Liberal, Mark Carney will magically made Canada great again, elbows up! 🤣🤣🤣🤣
Identity Attack0.015053716
Insult0.039737478
Profanity0.019485557
Threat0.007340072
Severe Toxicity0.002784729
Low Tox 0.10783285 Low Con 0.233 Humor_Satire
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
As an Indian it is really sad to see... I hope u guys get ur Canada back soon❤
As an Indian it is really sad to see... I hope u guys get ur Canada back soon❤
Identity Attack0.09410924
Insult0.025284592
Profanity0.014703264
Threat0.0077025536
Severe Toxicity0.0028800964
Low Tox 0.10783285 Constructive 0.503 Identity_Assertion
Feb 11, 2026 2 likes Inside Canada's Indian Invasion...
10 years. +3.6M permanent immigrants. Aging barely changed. Housing collapsed. Wages stagnated. Immigration didn’t fix Canada — it covered corporate greed.
10 years. +3.6M permanent immigrants. Aging barely changed. Housing collapsed. Wages stagnated. Immigration didn’t fix Canada — it covered corporate greed.
Identity Attack0.04177703
Insult0.034341812
Profanity0.01220964
Threat0.0064597605
Severe Toxicity0.0016593933
Low Tox 0.10783285 Moderate Con 0.324 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I'd buy that guy on the bike a case of beer. It's so sad seeing guys like him who are so aware, who are obviously capable, having to live such poor lives. But this is …
I'd buy that guy on the bike a case of beer. It's so sad seeing guys like him who are so aware, who are obviously capable, having to live such poor lives. But this is Canada, where two people making the average income will never own a home and spend more than half their income on basics. That guy probably makes 50k a year. But is riding a bicycle in winter.
Identity Attack0.014953227
Insult0.060927123
Profanity0.012380436
Threat0.006874025
Severe Toxicity0.0021076202
Low Tox 0.10783285 Constructive 0.666 Economic_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
Considering the shortage of jobs in Canada, if immigration Canada didn't deport them then the Canadian people themselves would take up arms and deport those immigrants themselves. This is what happens when the Canadian government …
Considering the shortage of jobs in Canada, if immigration Canada didn't deport them then the Canadian people themselves would take up arms and deport those immigrants themselves. This is what happens when the Canadian government creates a shortage of jobs by rejecting half the engineering and business students to Canada's business and engineering programs at Canada's universities and colleges. If the Canadian government doubled or tripled the number of business and engineering students it accepts into Canada's business and engineering programs at Canada's universities and colleges then there wouldn't be such a desperate shortage of jobs and we could accept more immigrants. If there is no job nor housing for immigrants, they shouldn't come here.
Identity Attack0.057037655
Insult0.031256735
Profanity0.013985921
Threat0.012181788
Severe Toxicity0.0031661987
Low Tox 0.10783285 Moderate Con 0.471
Dec 30, 2025 1 likes Deportations From Canada at Their …
Brampton has been made home by many Punjabis from India, claiming suppression. In reality nobody is suppressed. In fact, the Punjab state in India is very fertile. Canada has deliberately let in these guys to …
Brampton has been made home by many Punjabis from India, claiming suppression. In reality nobody is suppressed. In fact, the Punjab state in India is very fertile. Canada has deliberately let in these guys to do truck driving. For the economic progress being made by India, it doesn't make sense to go to Canada now.
Identity Attack0.099072486
Insult0.029493837
Profanity0.01220964
Threat0.0069516995
Severe Toxicity0.002298355
Low Tox 0.10783285 Constructive 0.614 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
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)
i honor the woman who was born in CANADA, and is tired of being SILENT!!
i honor the woman who was born in CANADA, and is tired of being SILENT!!
Identity Attack0.019776696
Insult0.039737478
Profanity0.012312118
Threat0.0073918556
Severe Toxicity0.0023269653
Low Tox 0.10783285 Moderate Con 0.475
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
This is the tip of the iceberg for government, institutional corruption. Canada is still under the Biden administration. Canadians one day will see the house cleaning the Trump administration did was the only way.
This is the tip of the iceberg for government, institutional corruption. Canada is still under the Biden administration. Canadians one day will see the house cleaning the Trump administration did was the only way.
Identity Attack0.013546381
Insult0.057890166
Profanity0.012277958
Threat0.007029374
Severe Toxicity0.001783371
Low Tox 0.10783285 Moderate Con 0.306
Oct 5, 2025 IRCC Names India in Study …
The Liberal Laurentian Elite wants a cast system in Canada and would even prefer to be oligarchs. I think it is time to force Quebec out of Canada.
The Liberal Laurentian Elite wants a cast system in Canada and would even prefer to be oligarchs. I think it is time to force Quebec out of Canada.
Identity Attack0.036620867
Insult0.034672357
Profanity0.012585391
Threat0.01086132
Severe Toxicity0.0024032593
Low Tox 0.10783285 Low Con 0.21 Identity_Assertion
Sep 8, 2025 2 likes Why Canadians Are Turning Against …
Canada is scamming professional to come then ended up jobless because they can't practice their profession without your Canadian license. How? Study first..😂
Canada is scamming professional to come then ended up jobless because they can't practice their profession without your Canadian license. How? Study first..😂
Identity Attack0.015152922
Insult0.06850267
Profanity0.00054915145
Threat0.0005472854
Severe Toxicity0.000005917509
Low Tox 0.107541844 Policy_Critique
Apr 14, 2025
"I don't feel any difference between India and Canada" Yeah you got the point of the Video (Because they are everywhere)
"I don't feel any difference between India and Canada" Yeah you got the point of the Video (Because they are everywhere)
Identity Attack0.10221587
Insult0.024511116
Profanity0.012926984
Threat0.006155535
Severe Toxicity0.0025177002
Low Tox 0.10739898 Moderate Con 0.406 Identity_Assertion
Dec 23, 2025 1 likes 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 …
The video also doesn't really do a good job of concluding. Props to the religious orgs who hand out food and have food banks. Good to care for others and look to take care of …
The video also doesn't really do a good job of concluding. Props to the religious orgs who hand out food and have food banks. Good to care for others and look to take care of others who are poor in the area. That's good religious orgs. A community that cares. Obviously more immigrants from the area is a good thing for relations between India - Canada and other SEA countries. Also, Brampton has been able to generate lots of revenue and wealth. Lots of successful business. Good for Canadian culture as well given we are a multicultural country. Personally, I didn't learn much about India going through school but I am sure there are lots of interesting connections between India and Canada. 😄
Identity Attack0.043581683
Insult0.034341812
Profanity0.028776871
Threat0.009540852
Severe Toxicity0.002861023
Low Tox 0.10739898 Constructive 0.843
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Too many were let in from one country; 195 countries in the world and 50% entry was given to one country. This has truly ruined the cultural mosaic of Canada. They all need to go …
Too many were let in from one country; 195 countries in the world and 50% entry was given to one country. This has truly ruined the cultural mosaic of Canada. They all need to go back when their Visas expire.
Identity Attack0.039972372
Insult0.03489272
Profanity0.010655395
Threat0.0086087575
Severe Toxicity0.0023937225
Low Tox 0.10739898 Constructive 0.513
Jun 18, 2025 172 likes How Canada broke its immigration …
Very unfortunate. Hearing now that the Canadian government offers PR papers in different languages. Everywhere you go, you hear every language except for English & French. I want to be living in Canada. And not …
Very unfortunate. Hearing now that the Canadian government offers PR papers in different languages. Everywhere you go, you hear every language except for English & French. I want to be living in Canada. And not China, Japan, India, or the Philippines.
Identity Attack0.10221587
Insult0.025800243
Profanity0.011663092
Threat0.0061749537
Severe Toxicity0.002231598
Low Tox 0.10739898 Constructive 0.575
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)

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.