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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 an Indian student …" 240 comments · Page 5 of 10
They are only reporting 8% I think its more along the lines of 20% around 200 000 or more students is what she was trying to get out of her but she shut everything down …
They are only reporting 8% I think its more along the lines of 20% around 200 000 or more students is what she was trying to get out of her but she shut everything down with they are working on it. 20% is stretch maybe but that is the severity of it and out of the 20% or what ever the final number is 8% are Indian 79 000 students non compliant or missing lol crazy.
Identity Attack0.10221587
Insult0.33154017
Profanity0.15812257
Threat0.009281937
Severe Toxicity0.008850098
Moderate 0.33338684 Constructive 0.634
Oct 8, 2025 1 likes IRCC Names India in Study …
They knew whereabouts of these missing Indian Students .All are involved, by saying" MISSING" THEY dont dont want to take responsible. You have every record filed or saved since 10 yrs in other countries,why not.Canada …
They knew whereabouts of these missing Indian Students .All are involved, by saying" MISSING" THEY dont dont want to take responsible. You have every record filed or saved since 10 yrs in other countries,why not.Canada would have missjng students name and their record from 2020- 2024. They are Lying.
Identity Attack0.1714862
Insult0.34782293
Profanity0.021398475
Threat0.007353018
Severe Toxicity0.005607605
Moderate 0.33338684 Moderate Con 0.464
Oct 7, 2025 1 likes IRCC Names India in Study …
I bet that all those Indian students crossed the border and are in the US. It's time for the Trump administration to militarized the northern border. Canada can't be trusted.
I bet that all those Indian students crossed the border and are in the US. It's time for the Trump administration to militarized the northern border. Canada can't be trusted.
Identity Attack0.38223284
Insult0.1469393
Profanity0.022969801
Threat0.013269233
Severe Toxicity0.010604858
Moderate 0.3302291 Moderate Con 0.387 Unverified_Claim
Oct 1, 2025 IRCC Names India in Study …
No more Indian international students they're now migrating to New Brunswick and are being hired as PSW with work permit. They're moving to Alberta, New Brunswick. Canada is a laughing stock for most immigrants.
No more Indian international students they're now migrating to New Brunswick and are being hired as PSW with work permit. They're moving to Alberta, New Brunswick. Canada is a laughing stock for most immigrants.
Identity Attack0.3817989
Insult0.16868424
Profanity0.019485557
Threat0.006602164
Severe Toxicity0.008735657
Moderate 0.32919475 Moderate Con 0.411
Nov 25, 2025 1 likes IRCC Names India in Study …
“As a brown Canadian, I know exactly what racism feels like — I’ve lived it for 40 years. The truth is, some people simply can’t accept brown immigrants, even though we work the hardest and …
“As a brown Canadian, I know exactly what racism feels like — I’ve lived it for 40 years. The truth is, some people simply can’t accept brown immigrants, even though we work the hardest and often for the lowest pay. Yes, one percent may cause trouble, but that exists in every community. What’s really unfair is how brown immigrants are singled out, while no one makes videos when Indian students are dying or struggling. We’re not monkeys — we’re human beings, we’ve worked for decades building this country, often in silence and underpaid. Stop the racism. Canada is stronger when we live together, not when we tear each other down.”
Identity Attack0.3817989
Insult0.21836096
Profanity0.089370176
Threat0.019918699
Severe Toxicity0.014059683
Moderate 0.3286776 Constructive 0.735 Personal_Narrative
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
So they basically watered down Canadian citizenship... Glad they at least drastically cut Indian "students".
So they basically watered down Canadian citizenship... Glad they at least drastically cut Indian "students".
Identity Attack0.3817989
Insult0.08533409
Profanity0.028913507
Threat0.18597278
Severe Toxicity0.014382465
Moderate 0.3286776 Moderate Con 0.314
Jan 13, 2026 Canada’s new rules in 2026
Hindus and Sikhs indulged in violence against each other and saw communal riots in Canada in 2023. Indian govt infact has started assassinating naturalised Canadian citizens from India, who are deemed to be "threat" (tick …
Hindus and Sikhs indulged in violence against each other and saw communal riots in Canada in 2023. Indian govt infact has started assassinating naturalised Canadian citizens from India, who are deemed to be "threat" (tick off the hindu nationalidt govt in power). I know some folks, including my neighbour, who immigrated to Canada right after high School — they take services of immigration agents who have contacts with diploma mills there, get a student visa citing enrollment in a sham educational degree, join a minimum wage job and rig the whole process to attain PR & then citizenship — essentially giving low skilled, poorly assimilated labour the citizenship in Canada under guise of skilled or educated immigration. Even as an Indian, the whole situation is insane and astounding to say the least. Hindu Nationalism has spread its roots & conducts marches in Canada within the Indian Hindu areas like they do here in India and people have started performing river aartis as well (communal prayers to worship rivers) — all kinds of pernicious identitarianism is festering there. A ton of Indian immigrants now see Canada merely as a source to better life & resources, but relate to, & are patriotic towards India or assert their rawer religious Sikh or Hindu identity due to lack of any assimilatory pressure & absence of a well defined Canadian identity. Funniest part is Indians, esp Hindus, who vote for hindu nationalists ushering majoritarian policies in India, cheer for persecution of minorities and justify caste system, suddenly co-opt liberalism & decietfully use its talking points to defend their position as a minority in places they migrate to (they do not believe in so, and don't apply the same standards to themselves). If you wish to blame someone, blame the govt of Canada and its elites. At the end of the day, they wanted cheap manual labour, and opened the gates without much consideration.
Identity Attack0.3817989
Insult0.1935001
Profanity0.04141149
Threat0.12536226
Severe Toxicity0.01644827
Moderate 0.32764325 Constructive 0.694 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
What the 'polish' guy is saying and the 'redneck' guy is saying is pure bias!! If a 3000 sq ft home has 3 generations living then that would easily be anywhere from 5-12 people depending …
What the 'polish' guy is saying and the 'redneck' guy is saying is pure bias!! If a 3000 sq ft home has 3 generations living then that would easily be anywhere from 5-12 people depending on the number of children or sibling the earning member(s) have. The only problem is when these homes are converted to rooming units. Otherwise it is perfectly legal for extended families to live under one roof as first immigrants to gain foothold and then move on!! The fore fathers of the current white population did this as well !! Also, these immigrants and students are NOT housed in hotels and such, it is the refugees from Syria, Palestine and Ukraine (and other war torn countries) that Liberals brought in that are housed in hotels. So this is misinformation. What I do notice is that these losers are jealous of the hard work that the indian immigrants are capable of doing and feel intimidated. If this is any comfort, many indians are actually choosing to go back to India as opportunities are better and more and they have seen what Canada has to offer. There needs to be responsible reporting happening not just interview any guy on the streets who has 0 knowledge of the current political scenario.
Identity Attack0.36702603
Insult0.21368977
Profanity0.07255927
Threat0.011327368
Severe Toxicity0.013672344
Moderate 0.3266089 Constructive 0.746
Jan 7, 2026 Inside Canada's Indian Metropolis (Brampton)
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 …
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...
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 …
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'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 …
Can you just cut 95% of Indian International Workers (aka International Students from India)? Except for those who are really talented for UofT class schools? Indians firing all Canadians of all colors and races, to …
Can you just cut 95% of Indian International Workers (aka International Students from India)? Except for those who are really talented for UofT class schools? Indians firing all Canadians of all colors and races, to fill the positions with International Workers (International Students from India).
Identity Attack0.3817989
Insult0.06953252
Profanity0.020783609
Threat0.08089764
Severe Toxicity0.0126394415
Moderate 0.30452284 Low Con 0.255 Policy_Critique
Jan 30, 2026 Canada’s new rules in 2026
Indian's warned Canadians a long time ago. 90% of these students are Sikh from Punjab , with an radical ideology named khalistani. They will only hire their family members. Why blame india ?
Indian's warned Canadians a long time ago. 90% of these students are Sikh from Punjab , with an radical ideology named khalistani. They will only hire their family members. Why blame india ?
Identity Attack0.37507164
Insult0.15698463
Profanity0.025087673
Threat0.0113014765
Severe Toxicity0.010299683
Low Tox 0.29771072 Moderate Con 0.387
Oct 3, 2025 IRCC Names India in Study …
even in my town in the prairies every fast food restaurant is entirely staffed by Indian "students" who overstay their visas.
even in my town in the prairies every fast food restaurant is entirely staffed by Indian "students" who overstay their visas.
Identity Attack0.36733335
Insult0.1087965
Profanity0.042413518
Threat0.0083886795
Severe Toxicity0.009002686
Low Tox 0.28857216 Moderate Con 0.405 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
I know a large number of non-students who were recently approved for OSAP through a fraudulent Indian educational institute.
I know a large number of non-students who were recently approved for OSAP through a fraudulent Indian educational institute.
Identity Attack0.2846865
Insult0.23237456
Profanity0.0569429
Threat0.00899713
Severe Toxicity0.008850098
Low Tox 0.28857216 Moderate Con 0.424
Sep 30, 2025 IRCC Names India in Study …
The easiest and fairest solution is to ban Indian nationals from applying for a student visa . This issue is not just exclusive to Canada but to other places in the world like the UK, …
The easiest and fairest solution is to ban Indian nationals from applying for a student visa . This issue is not just exclusive to Canada but to other places in the world like the UK, Australia, Germany and the US. There are far too many Indians applying for courses that they have no intention of ever attending.
Identity Attack0.38223284
Insult0.07333439
Profanity0.019143965
Threat0.010654188
Severe Toxicity0.009269714
Low Tox 0.2854869 Moderate Con 0.492 Call_To_Action
Sep 29, 2025 1 likes IRCC Names India in Study …
Walmart in Windsor is full of such Indian "students". In every other aisle you would find a few of them standing and having a fun talks, not seemingly doing what they were supposed to be …
Walmart in Windsor is full of such Indian "students". In every other aisle you would find a few of them standing and having a fun talks, not seemingly doing what they were supposed to be doing. It is a whole chaos in the store whenever you go there. You can't complaint about them because the manager they report to, happens to be Indian too in most cases. Most of the times these managers try to coverup for the mistakes of their subordinates. Doesn't look like any of them came here with the intent to study. The Walmart with the courteous and efficient associates I used to go to 10 or 15 years ago is no more there ....
Identity Attack0.31892163
Insult0.1669316
Profanity0.04867618
Threat0.0089712385
Severe Toxicity0.009002686
Low Tox 0.2854869 Constructive 0.64
Sep 28, 2025 2 likes IRCC Names India in Study …
There’s now an Indian student at my very rural school. We live in an extremely white area (with a few Asians, but not many at all). Personally, it just puts into perspective how much things …
There’s now an Indian student at my very rural school. We live in an extremely white area (with a few Asians, but not many at all). Personally, it just puts into perspective how much things are changing, in a bad way.
Identity Attack0.36702603
Insult0.0808917
Profanity0.092279755
Threat0.010058682
Severe Toxicity0.011062622
Low Tox 0.2854835 Constructive 0.553 Fear_Threat
Oct 9, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I would have had no problem with bringing in Indians who were actually of quality. Doctors, engineers, genuinely intelligent men and women, where are they? Why are we bringing in all these waves of "students"?
I would have had no problem with bringing in Indians who were actually of quality. Doctors, engineers, genuinely intelligent men and women, where are they? Why are we bringing in all these waves of "students"?
Identity Attack0.32768643
Insult0.10294484
Profanity0.04366605
Threat0.010084574
Severe Toxicity0.010910034
Low Tox 0.28548008 Moderate Con 0.48 Policy_Critique
Oct 4, 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.