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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: "He is a student of …" 755 comments · Page 10 of 31
They should deport all asylum seekers if they want to save Canada cause they do nothing still get money and all other benefits same as Canadian would get, infact they get more benefits. Problem isn’t …
They should deport all asylum seekers if they want to save Canada cause they do nothing still get money and all other benefits same as Canadian would get, infact they get more benefits. Problem isn’t the international students the real problem is illegal immigrants
Identity Attack0.37507164
Insult0.15911613
Profanity0.019963788
Threat0.014048163
Severe Toxicity0.009994507
Moderate 0.32236105 Moderate Con 0.393
Aug 25, 2025 Why Canadians Are Turning Against …
2.9 million housing issues have been resolved for some homeless Canadians. There is a shortage of high-school science teachers. Students have to wait more than a year to get grade 11 physics and other science …
2.9 million housing issues have been resolved for some homeless Canadians. There is a shortage of high-school science teachers. Students have to wait more than a year to get grade 11 physics and other science courses like biology. I think 2.9 million would free up some classes. It's kind of difficult to make doctors in Canada, if you don't have your high-school science. I hope this will free up the healthcare system because it is pure garbage. I have been waiting a year and a half for a surgery! Joke Government. Corrupt and Incompetent! Polygraph, Audit, Drug Test all of Government!! It's a DISGRACE!!
Identity Attack0.04951127
Insult0.3388922
Profanity0.07126612
Threat0.007197669
Severe Toxicity0.0062561035
Moderate 0.32236105 Constructive 0.699 Policy_Critique
Feb 15, 2026 2.9 million Canadian temporary visas …
We dont need a single international student or study permit type of fellow. Get them all out and close the doors to new entries. The indians who have done this process illegaly , you have …
We dont need a single international student or study permit type of fellow. Get them all out and close the doors to new entries. The indians who have done this process illegaly , you have ruined the reputation of all south asians all around canada with your behaviour and lack of care for this country. You used to need to be fully educated and have money in hand to be CONsIDERED for immigration in the past. Its a joke now
Identity Attack0.36702603
Insult0.17361937
Profanity0.022901481
Threat0.010447056
Severe Toxicity0.011444092
Moderate 0.32182294 Moderate Con 0.433
Oct 6, 2025 IRCC Names India in Study …
Canadians themselves are responsible because a good few of them are running illegal education rackets blessed by their respected governments. Why Indians because Indians want to get out their messy country where jobs are scarce, …
Canadians themselves are responsible because a good few of them are running illegal education rackets blessed by their respected governments. Why Indians because Indians want to get out their messy country where jobs are scarce, lawlessness corruption is extreme on top countries like UK Canada Australia and NZ are making billions out of these so-called students. On top they are getting 19-year-old to 30-year educated healthy young ones to work for them for pittance. Your government knows it very well and they should be blamed for the mess. Wait a few years more
Identity Attack0.34974504
Insult0.24928534
Profanity0.051181246
Threat0.0089712385
Severe Toxicity0.012054443
Moderate 0.32128486 Moderate Con 0.482 Policy_Critique
Oct 2, 2025 1 likes IRCC Names India in Study …
Pemi and Aisha is lying. 😂😂😂Can’t believe how Canadian government give authority to control fake International students.
Pemi and Aisha is lying. 😂😂😂Can’t believe how Canadian government give authority to control fake International students.
Identity Attack0.09245483
Insult0.28791866
Profanity0.026044132
Threat0.0069516995
Severe Toxicity0.0059509277
Moderate 0.32128486 Low Con 0.183
Sep 28, 2025 2 likes IRCC Names India in Study …
😂 And they make it hell for students who paid all the double/triple fees and graduated and now working 😂😂😂
😂 And they make it hell for students who paid all the double/triple fees and graduated and now working 😂😂😂
Identity Attack0.012061302
Insult0.082866095
Profanity0.29053202
Threat0.009644418
Severe Toxicity0.013543231
Moderate 0.32074678 Moderate Con 0.385
Sep 29, 2025 IRCC Names India in Study …
The scam was allowed to happen by the liberal-ndp mafia, which created a huge ecosystem of corruption, scams, money-laundering, frauds, and letting in many dishonest people and even criminals to enter the country easily under …
The scam was allowed to happen by the liberal-ndp mafia, which created a huge ecosystem of corruption, scams, money-laundering, frauds, and letting in many dishonest people and even criminals to enter the country easily under the cover of students visa, purchased LMIA'S openly promoted on instagram, entering on tourist visa and converting to LMIA'S with help of corrupt businesses and lawyers, and finally the biggest scam of fake assylum claims. It is a massive corruption racket involving politicians, lawyers, business owners, diploma mill colleges, consultants, and even banks in foreign countries. So Canada is highly corrupt and will only be super corrupt in the future with a lot of dishonest people being let in.
Identity Attack0.055673428
Insult0.3388922
Profanity0.050680235
Threat0.010602405
Severe Toxicity0.008926392
Moderate 0.32074678 Moderate Con 0.384 Unverified_Claim
Sep 29, 2025 IRCC Names India in Study …
For the love of god please fix this. I am an Indian immigrant here since I was 5 and a citizen since I was 12 and my husband is white and we both see the …
For the love of god please fix this. I am an Indian immigrant here since I was 5 and a citizen since I was 12 and my husband is white and we both see the hate rising. You have flood the country with unqualified and uneducated student immigrants and it’s making the rest of us who have been here 40 years scared. Immigration should be a mechanism that is used with high level discretion and sparingly not a replacement mechanism that fuels fear, hate, repulsion. 😟
Identity Attack0.32768643
Insult0.17610447
Profanity0.029596692
Threat0.009722093
Severe Toxicity0.010375977
Moderate 0.32074678 Constructive 0.743 Personal_Narrative
Sep 28, 2025 1 likes IRCC Names India in Study …
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints …
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints a very bad perspective for all the genuinely hardworking citizens and residents of Indian origins, why not show that side of them too? There’s obviously actual students who come to study and provide for the community while also maintaining their own culture? What’s wrong with that? Besides, what is a Canadian culture if not a mix of immigrants from all around the world? Are white people also not just immigrants to this country or did they magically spawn in this place? They’ve committed ATROCITIES (not just in Canada), yet have the audacity to act like they’re the cleanest ones in the land. While I do agree some Indians do not improve the reputation, most are really kind, helpful and honest people. Perhaps treat everyone like humans for a change instead of using the bad ones as a benchmark. PS, cutting to the ugly streets when someone mentions Punjab is probably the cheapest attention grab, obviously there’s bad streets, ugly roads, gross people everywhere but so are beautiful ones, lovely countryside views, beautiful mountains and most of all, very hardworking and respectful people as well. Your view of Punjab is just NOT the same as the one of the people in the video who view their motherland as a beautiful place. You can portray every place in the world in that light with the wrong perspective, be it New York, Paris, Barcelona, Cairo, Sydney, Rio, London, etc, but it must be nice to get a few more looks at the expense of demeaning others.
Identity Attack0.13591312
Insult0.2817503
Profanity0.10178173
Threat0.009747985
Severe Toxicity0.009994507
Moderate 0.32020867 Constructive 0.821
Jan 27, 2026 Inside Canada's Indian Invasion...
Come to Baltic States and witness the new Indian invasion here - all arrive with student visas and never leave.
Come to Baltic States and witness the new Indian invasion here - all arrive with student visas and never leave.
Identity Attack0.3817989
Insult0.1087965
Profanity0.051431753
Threat0.01698343
Severe Toxicity0.015415368
Moderate 0.32020867 Low Con 0.146 Fear_Threat
Feb 28, 2026 4 likes Inside Canada's Indian Invasion...
Bottom line, is that if you are a fake student, you should be removed from the country and barred from return for life.
Bottom line, is that if you are a fake student, you should be removed from the country and barred from return for life.
Identity Attack0.094936445
Insult0.191015
Profanity0.041912504
Threat0.13815513
Severe Toxicity0.010299683
Moderate 0.31825066 Low Con 0.186 Policy_Critique
Sep 30, 2025 IRCC Names India in Study …
My apartment complex was taken over by Immigrants and they hated me for making bacon and eggs in the morning they conspired against me and had me evicted I lived in a car for two …
My apartment complex was taken over by Immigrants and they hated me for making bacon and eggs in the morning they conspired against me and had me evicted I lived in a car for two weeks before I found an apartment and now my rent is higher and I can barely afford it... living in canada is going to get worse for canadian and the immigrants our taking our country they only hire their own when they get in a position of power in their line of work... and the cost of living is getting higher because the landlords know to increase rent when the international students come here
Identity Attack0.34000012
Insult0.19734058
Profanity0.049678206
Threat0.011819307
Severe Toxicity0.013607788
Moderate 0.31686464 Constructive 0.636
Aug 29, 2025 Why Canadians Are Turning Against …
What a disgrace these people do not know where these students are
What a disgrace these people do not know where these students are
Identity Attack0.030433474
Insult0.24287975
Profanity0.09034003
Threat0.008453408
Severe Toxicity0.008049011
Moderate 0.31132057 Low Con 0.278 Policy_Critique
Sep 29, 2025 IRCC Names India in Study …
They come into our country under fake student visas, they just don't go to their classes. then work and steal our jobs and take up the affordable housing. The temporary worker program, which was mainly …
They come into our country under fake student visas, they just don't go to their classes. then work and steal our jobs and take up the affordable housing. The temporary worker program, which was mainly for farmers and other rural area businesses for the specific business they flew here for. They just get fired and work somewhere else, illegally and stay illegally. They come in by the thousands and congest our economy, traffic and housing market. Local youths can't find jobs. They just take the money they make and go back to India with it. They DO NOT assimilate to our culture and take over restaurants to the point where it feels like we're being forced to assimilate to them. Trust me, the things I see them do in the kitchen.... it won't be long until we all die of E. coli
Identity Attack0.23694818
Insult0.25007802
Profanity0.044668075
Threat0.014911477
Severe Toxicity0.013995127
Moderate 0.31132057 Constructive 0.717 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
The entitlement of these temp workers and students is unbelievable. The only people who profit from this insane immigration are lawyers and fake colleges. 30 years ago an immigrant had to be a professional with …
The entitlement of these temp workers and students is unbelievable. The only people who profit from this insane immigration are lawyers and fake colleges. 30 years ago an immigrant had to be a professional with proven skills, you had to speak the language and be ready to integrate and contribute. Now? They do nothing, get everything and demand MORE. STOP immigration.
Identity Attack0.2803029
Insult0.24561718
Profanity0.025087673
Threat0.007935578
Severe Toxicity0.008277893
Moderate 0.31132057 Moderate Con 0.344
Nov 23, 2025 85 likes Quebec Ends Economic Immigration Program …
Missing students are Indian its true, but fraud is done by Canadian System Not by India. The title should be fixed.
Missing students are Indian its true, but fraud is done by Canadian System Not by India. The title should be fixed.
Identity Attack0.37655997
Insult0.20668297
Profanity0.019963788
Threat0.0083886795
Severe Toxicity0.009384155
Moderate 0.31132057 Moderate Con 0.399
Sep 28, 2025 IRCC Names India in Study …
When did Canada become so unwelcoming? They are students that want a better life. Let them stay, this isn't who we are as Canadians. We all are immigrants legal or illegal. Come on guys shame...
When did Canada become so unwelcoming? They are students that want a better life. Let them stay, this isn't who we are as Canadians. We all are immigrants legal or illegal. Come on guys shame...
Identity Attack0.2854555
Insult0.24171697
Profanity0.022354934
Threat0.007301235
Severe Toxicity0.0076293945
Moderate 0.30993456 Constructive 0.594
Oct 1, 2025 IRCC Names India in Study …
They turned their own country into a slum now they'll do it to the rest of the world... They are everywhere in Ireland come over on student visas then buy houses while there are record …
They turned their own country into a slum now they'll do it to the rest of the world... They are everywhere in Ireland come over on student visas then buy houses while there are record numbers of homeless families and kids without homes ... 😢
Identity Attack0.29035977
Insult0.17858955
Profanity0.032142747
Threat0.0077154995
Severe Toxicity0.010299683
Moderate 0.30993456 Moderate Con 0.485
Nov 18, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
They came on fraudulent student visas, with lies, those who had legal student visas, perfectly knew that there are steps towards immigration. Those who had fake visas, also perfectly knew the fact and pretended to …
They came on fraudulent student visas, with lies, those who had legal student visas, perfectly knew that there are steps towards immigration. Those who had fake visas, also perfectly knew the fact and pretended to be innocent with lies. Instead of following regulations, they started rioting in city squares, in city parks, making noise, throwing garbage. "Halt on Deportations: In response to the scandal, the Canadian government paused the deportation of the implicated students to investigate the situation further and consider alternative solutions.  Review of Cases:A process was put in place to review the cases of the affected students, particularly those who were victims of the fraud.  Fake Admissions:The students obtained their Canadian visas through a fraudulent agent who provided fake admission offers from Humber College, leading to their entry into the country.  Loss of Status:Upon discovering the fake letters, the students were deemed to have lost their study permit status, making them subject to deportation by the Canada Border Services Agency (CBSA).  Political Pressure:The New Democratic Party (NDP) in Canada called on the government to not deport these students, highlighting their exploitation and the circumstances under which they were brought to Canada.  Crackdown on Scammers:The government and authorities also began cracking down on the agents and fraudulent institutions that facilitated this scam, as the students were often unaware of the forged nature of their documents, according to the Canadian Federation of Students.  Advocacy for Students:Organizations and Members of Parliament (MPs) called on the government to show leniency towards the students, highlighting their victim status and advocating for waivers of deportation.
Identity Attack0.10221587
Insult0.26957804
Profanity0.06646215
Threat0.011974656
Severe Toxicity0.00919342
Moderate 0.30716252 Constructive 0.628 Unverified_Claim
Sep 23, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Every Canadian student in Michigan is either Asian, Pakistani, Arab or Indian. If they are white= Italian. The jersey shore, Goodfellas, fogetaboutit, gabagoul, kind.
Every Canadian student in Michigan is either Asian, Pakistani, Arab or Indian. If they are white= Italian. The jersey shore, Goodfellas, fogetaboutit, gabagoul, kind.
Identity Attack0.3780483
Insult0.10294484
Profanity0.044417568
Threat0.007637825
Severe Toxicity0.012130737
Moderate 0.30539915 Low Con 0.205 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
This has been going on for years. Indian students are a big culprit, but they still make significant contribution to canada's gdp. Hence gvt does not take drastic action.
This has been going on for years. Indian students are a big culprit, but they still make significant contribution to canada's gdp. Hence gvt does not take drastic action.
Identity Attack0.36702603
Insult0.18852992
Profanity0.028776871
Threat0.0089712385
Severe Toxicity0.0090789795
Moderate 0.30527395 Constructive 0.569
Sep 29, 2025 IRCC Names India in Study …
I agree. Canadians are not getting jobs. All Canadians of every color. The govt is responsible for this epidemic. Cdn born students cannot get a job at any fast food joints. They are occupied by …
I agree. Canadians are not getting jobs. All Canadians of every color. The govt is responsible for this epidemic. Cdn born students cannot get a job at any fast food joints. They are occupied by fake students . Chalo, fresco, no frills, real cdn superstore , Costco, Amazon etc are only hiring Sikh punjabis. This is called discrimination against the Cdn citizens of ever colour. Our standard of living is down. Send these so-called student back. Not forgetting the refugees who are collecting free housing, free money for clothing shelter. We did not vote for these million of refugees to come to our country with all their hate for Canadians and our way of life. Close the borders. Especially Roxham in Quebec. Criminals, terrorist are entering Canada without being vetted. Home owners should have the right to defend themselves against home invasion.
Identity Attack0.31307843
Insult0.20201176
Profanity0.027273865
Threat0.010265815
Severe Toxicity0.01159668
Moderate 0.30502358 Constructive 0.679 Unverified_Claim
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Not just brown town in Brampton it’s all over. Worst thing man is they are training ppl in Punjab at the local stores. Train ppl in English or French it’s Canada. I find it ignorant …
Not just brown town in Brampton it’s all over. Worst thing man is they are training ppl in Punjab at the local stores. Train ppl in English or French it’s Canada. I find it ignorant to train ppl in a language that Canadians don’t use. I go into Tim Hortons in a small town and they barely know English. Ask for cream get sugar everytime man. the culture sometimes is rude and short with ppl. Too many apartments and rentals are putting student immigrants first instead of Canada students. The driving is unreal saw immigrants driving in the middle of the road!! Like wtf. It’s out of control.
Identity Attack0.18705739
Insult0.27763805
Profanity0.04667213
Threat0.007883795
Severe Toxicity0.007019043
Moderate 0.30502358 Constructive 0.661 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
If they didn't bring their culture of being rude, obnoxious and disregard Canadian laws and etiquette maybe it wouldn't be so bad, but they also mass imported them to give companies cheap labor so they've …
If they didn't bring their culture of being rude, obnoxious and disregard Canadian laws and etiquette maybe it wouldn't be so bad, but they also mass imported them to give companies cheap labor so they've taken a tonne of opportunity from Canadians, reduced the quality of our education system making domestic Canadians unlikely to get any employment and the students also exploit the system to work. They all need a place to live and many are exploiting the government for benefits on top of driving up housing prices because of the scarcity they're actively causing.
Identity Attack0.10409598
Insult0.30326313
Profanity0.026863953
Threat0.007948523
Severe Toxicity0.0074386597
Moderate 0.3048984 Constructive 0.649 Economic_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
I'm a filipino PR. I used to work at Subway. My white canadian manager was nice and hiring whoever is qualified, even young students. Sadly, he was transferred and got replaced by a indian manager. …
I'm a filipino PR. I used to work at Subway. My white canadian manager was nice and hiring whoever is qualified, even young students. Sadly, he was transferred and got replaced by a indian manager. Now he only hires indian. My fellow co-workers who were indians as well are mad at him. Not all indians are bad, but others are really abusing the system. I left that place. Best decision.
Identity Attack0.3817989
Insult0.14331897
Profanity0.04792466
Threat0.008815889
Severe Toxicity0.00919342
Moderate 0.30464804 Constructive 0.728
Oct 19, 2025 IRCC Names India in Study …

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.