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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 30 of 31
Charge the companies who are hiring these student under the table problem will be resolved.
Charge the companies who are hiring these student under the table problem will be resolved.
Identity Attack0.0026083488
Insult0.00808288
Profanity0.009852652
Threat0.007353018
Severe Toxicity0.000705719
Low Tox 0.014450971 Moderate Con 0.361
Sep 28, 2025 106 likes IRCC Names India in Study …
Why can't they take responsibility for allowing students to enter Canada ? Why didn't they do proper checks while issuing visa? Students entered only with visa approval. Why visa officers not doing their duty ?
Why can't they take responsibility for allowing students to enter Canada ? Why didn't they do proper checks while issuing visa? Students entered only with visa approval. Why visa officers not doing their duty ?
Identity Attack0.0046247323
Insult0.008747884
Profanity0.009417122
Threat0.006097279
Severe Toxicity0.00062942505
Low Tox 0.01438814 Moderate Con 0.333
Sep 29, 2025 IRCC Names India in Study …
One student was complaining because she was inly allowed by the Gov’t to work 3 days? I’ m even wondering, why complain while they were given the privilege to work while study - even working …
One student was complaining because she was inly allowed by the Gov’t to work 3 days? I’ m even wondering, why complain while they were given the privilege to work while study - even working 5 days a week
Identity Attack0.0023401144
Insult0.009184887
Profanity0.010040528
Threat0.005945166
Severe Toxicity0.0005030632
Low Tox 0.01438814 Moderate Con 0.49 Policy_Critique
Nov 1, 2025 IRCC Names India in Study …
Its easy to solve make student pay 10k refundable after 5 months from attending university or whatever program they are joining to guarantee they are here to study also please start taking their finger print …
Its easy to solve make student pay 10k refundable after 5 months from attending university or whatever program they are joining to guarantee they are here to study also please start taking their finger print , students must show where they are staying , we have been saying this over and over
Identity Attack0.0019978844
Insult0.008804884
Profanity0.010792031
Threat0.006194372
Severe Toxicity0.00057935715
Low Tox 0.0143253105 Constructive 0.666
Sep 29, 2025 IRCC Names India in Study …
Ya I leave in a month been here for 6months when a student visa permits 3-6 months buddy been here since 2023
Ya I leave in a month been here for 6months when a student visa permits 3-6 months buddy been here since 2023
Identity Attack0.003607291
Insult0.00808288
Profanity0.011184863
Threat0.0061231707
Severe Toxicity0.0007343292
Low Tox 0.01426248 Constructive 0.55 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
All student working under agency provide them cash working 50 hours in week .no track where is money coming from in their bank. Canada is best place when student apply for student visa. They show …
All student working under agency provide them cash working 50 hours in week .no track where is money coming from in their bank. Canada is best place when student apply for student visa. They show we have more then enough funds to survive. And then all student working 20 hours or more. What is this
Identity Attack0.0040142676
Insult0.009317887
Profanity0.009716015
Threat0.0057056695
Severe Toxicity0.0005078316
Low Tox 0.013948329 Constructive 0.615
Oct 13, 2025 IRCC Names India in Study …
Question is how much money these colleges made from all international students and banks ?? Where the profit goes after charging 4 times more fee then the locals..??
Question is how much money these colleges made from all international students and banks ?? Where the profit goes after charging 4 times more fee then the locals..??
Identity Attack0.0037922803
Insult0.008595883
Profanity0.010074687
Threat0.0058966195
Severe Toxicity0.0005865097
Low Tox 0.013382856 Moderate Con 0.336 Economic_Argument
Oct 14, 2025 1 likes IRCC Names India in Study …
Every country has visa's for students-workers-tourists...CGTN The Point-Hub-Heat, Shanghai Eye, RT International, Aljazeera, TRT World, Middle East Eye..Alex Reporterfy Media
Every country has visa's for students-workers-tourists...CGTN The Point-Hub-Heat, Shanghai Eye, RT International, Aljazeera, TRT World, Middle East Eye..Alex Reporterfy Media
Identity Attack0.004439743
Insult0.0084818825
Profanity0.010501678
Threat0.0062137907
Severe Toxicity0.0006866455
Low Tox 0.0131943645 Moderate Con 0.405 Advertisement_Spam
Jun 20, 2025 How Canada broke its immigration …
These students cannot just work and move around freely. There is someone in the govt , CBSA who is helping them
These students cannot just work and move around freely. There is someone in the govt , CBSA who is helping them
Identity Attack0.0032003147
Insult0.008899884
Profanity0.010313802
Threat0.006265574
Severe Toxicity0.0005912781
Low Tox 0.0131943645 Moderate Con 0.353
Oct 5, 2025 IRCC Names India in Study …
They are not missing. You can find all those students in Wendy’s, Tim Hortons and so on
They are not missing. You can find all those students in Wendy’s, Tim Hortons and so on
Identity Attack0.0029043318
Insult0.008386881
Profanity0.0113727385
Threat0.00666042
Severe Toxicity0.00067710876
Low Tox 0.011812098 Moderate Con 0.379
Sep 29, 2025 IRCC Names India in Study …
How can they not know if students are compliant, how do they get into Canada? Education pathway is a big money making business for canadian institutions and outside education recruiting agents
How can they not know if students are compliant, how do they get into Canada? Education pathway is a big money making business for canadian institutions and outside education recruiting agents
Identity Attack0.003866276
Insult0.008329881
Profanity0.009468361
Threat0.005948403
Severe Toxicity0.0005030632
Low Tox 0.011749268 Low Con 0.265 Policy_Critique
Nov 14, 2025 IRCC Names India in Study …
Hello! I am coming to Canada next year as a student, my parents have given me permission to study abroad. 😊😊❤
Hello! I am coming to Canada next year as a student, my parents have given me permission to study abroad. 😊😊❤
Identity Attack0.0051797
Insult0.0072468747
Profanity0.011082385
Threat0.0066215824
Severe Toxicity0.0008058548
Low Tox 0.0109324735 Constructive 0.608 Personal_Narrative
Jan 16, 2026 3 likes Inside Canada's Indian Metropolis (Brampton)
Muaahh long live makhmood ...ossam vin halen....lol international students... international 😂 mdf students....ninini catch me if you can...muahhh $$
Muaahh long live makhmood ...ossam vin halen....lol international students... international 😂 mdf students....ninini catch me if you can...muahhh $$
Identity Attack0.00027742644
Insult0.0009453772
Profanity0.00012845326
Threat0.008191404
Severe Toxicity0.000010824185
Low Tox 0.01060328 Humor_Satire
May 3, 2025
How hard to get the data…you obtain the report from college and universities and compare it with CBSA report. A high school student can perform this task.
How hard to get the data…you obtain the report from college and universities and compare it with CBSA report. A high school student can perform this task.
Identity Attack0.0013689207
Insult0.007987879
Profanity0.0092292465
Threat0.005780108
Severe Toxicity0.00039577484
Low Tox 0.01024134 Moderate Con 0.348 Policy_Critique
Sep 28, 2025 IRCC Names India in Study …
That’s now seems formality What happened last four five years Where these types of committees Know they accessing what happened with students where they go Making enough money colleges related from students from many years …
That’s now seems formality What happened last four five years Where these types of committees Know they accessing what happened with students where they go Making enough money colleges related from students from many years Know you asking questions for last four years
Identity Attack0.0017111509
Insult0.007778878
Profanity0.009579378
Threat0.005877201
Severe Toxicity0.00044345856
Low Tox 0.01005285 Low Con 0.275
Sep 28, 2025 2 likes IRCC Names India in Study …
So can't they track the students by their SIN number to see where they may be employed.
So can't they track the students by their SIN number to see where they may be employed.
Identity Attack0.0020256327
Insult0.0072468747
Profanity0.00997221
Threat0.0062267366
Severe Toxicity0.0005364418
Low Tox 0.009990019 Low Con 0.27
Sep 28, 2025 1 likes IRCC Names India in Study …
Canadian colleges and universities international student department would have the records of all students who were processed through that institution-but did not show up for the studies just showed up inside of Canada. I don’t …
Canadian colleges and universities international student department would have the records of all students who were processed through that institution-but did not show up for the studies just showed up inside of Canada. I don’t know why our system doesn’t catch these student visa access to country, but don’t show up for the study…?
Identity Attack0.0036627878
Insult0.0072468747
Profanity0.009408582
Threat0.0058739646
Severe Toxicity0.00045776367
Low Tox 0.008921904 Constructive 0.529 Policy_Critique
Nov 22, 2025 1 likes IRCC Names India in Study …
How many imingerent Live on road? Lot of people from Syria and East Europe created problem not students and others.
How many imingerent Live on road? Lot of people from Syria and East Europe created problem not students and others.
Identity Attack0.0008920021
Insult0.002750659
Profanity0.000046377085
Threat0.000044234937
Severe Toxicity0.0000021529163
Low Tox 0.0059330203 Unverified_Claim
Apr 15, 2025 1 likes
Canada is only providing Education for international students.Once education progrrame is finished, send all foreign students to their home town from where they came.Let candian citezen live peacefully.Why they have to suffer?
Canada is only providing Education for international students.Once education progrrame is finished, send all foreign students to their home town from where they came.Let candian citezen live peacefully.Why they have to suffer?
Identity Attack0.0005124239
Insult0.0012977398
Profanity0.00004849215
Threat0.00033248062
Severe Toxicity0.000003852819
Low Tox 0.0050464505 Policy_Critique
Apr 15, 2025 1 likes
Stop allowing foreign students to come in the back door thru universities .
Stop allowing foreign students to come in the back door thru universities .
Identity Attack0.0019720504
Insult0.0008554962
Profanity0.00002580362
Threat0.00020324628
Severe Toxicity0.0000030421388
Low Tox 0.004656655 Policy_Critique
Apr 19, 2025
Is the NEW Immigrants ( Refugees Claimants, asylum seekers, foreign workers and foreign students abusing of the GOB. Benefits and liying with the legal documents. And taking away are JOBS.😡 We don't need MORE New …
Is the NEW Immigrants ( Refugees Claimants, asylum seekers, foreign workers and foreign students abusing of the GOB. Benefits and liying with the legal documents. And taking away are JOBS.😡 We don't need MORE New Immigrants We are enough with are CANADIENSE citizens🇨🇦.
Identity Attack0.0005027372
Insult0.00024303119
Profanity0.000014654734
Threat0.000031428724
Severe Toxicity0.0000022643567
Low Tox 0.000949252 Unverified_Claim
Apr 16, 2025 1 likes
Dont pay huge amount of money to come here as a student. You will regret.
Dont pay huge amount of money to come here as a student. You will regret.
Identity Attack0.00009592526
Insult0.00031887632
Profanity0.000018985307
Threat0.000066387904
Severe Toxicity0.0000020772134
Low Tox 0.00092874985 Personal_Narrative
Apr 16, 2025 23 likes
This immigration rule is not being enforced the way the government claims. IRCC is still handing out temporary resident visas—student visas, visitor visas, and visitor visa extensions—too easily. They’re approving 1-year visitor extensions, then another …
This immigration rule is not being enforced the way the government claims. IRCC is still handing out temporary resident visas—student visas, visitor visas, and visitor visa extensions—too easily. They’re approving 1-year visitor extensions, then another 6 months, and sometimes even another full year if someone applies again. How is that stricter than before? It’s not. The government is misleading Canadians when it says immigration rules are tightening. In reality, it’s becoming more lenient, and it’s frustrating for those of us who follow the rules, pay taxes, and contribute honestly to this country.
Identity Attack0.00021630489
Insult0.00028040312
Profanity0.000052242904
Threat0.000028844901
Severe Toxicity0.000002951865
Low Tox 0.00092790026 Policy_Critique
Jun 6, 2025
Canada used and earned money from international students and put so many rules them to leave. Canada doesn't want educated ppl they want refugees to run their country. Those who doesn't even have any language …
Canada used and earned money from international students and put so many rules them to leave. Canada doesn't want educated ppl they want refugees to run their country. Those who doesn't even have any language Proficiency. This country is run by headless ppl. They have to enrol int. Students from other countries not only India. Iran , Sudan they give easy work permit and PR. But those who did Masters studies no points.
Identity Attack0.000442064
Insult0.00022481215
Profanity0.00003744095
Threat0.000044459546
Severe Toxicity0.000002927076
Low Tox 0.00088779686 Policy_Critique
Apr 19, 2025 1 likes
Foreign students only benefit Canada if they can pay their own way, with their own money!! 🧨🎇✨️🎗🎋
Foreign students only benefit Canada if they can pay their own way, with their own money!! 🧨🎇✨️🎗🎋
Identity Attack0.00018596917
Insult0.00017774377
Profanity0.000020924808
Threat0.000043029144
Severe Toxicity0.0000022321017
Low Tox 0.0006534234
Apr 16, 2025 1 likes

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.