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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: "What will I do without …" 416 comments · Page 16 of 17
A country without protected borders is not a country at all.
A country without protected borders is not a country at all.
Identity Attack0.011987305
Insult0.013250912
Profanity0.012243799
Threat0.006653947
Severe Toxicity0.0011348724
Low Tox 0.039226998 Low Con 0.18 Moral_Argument
Jan 5, 2026 7 likes Migrants cross into Canada near …
Canada benefits a lot from immigration, and it’s one of the main reasons the country actively encourages newcomers. Here’s a breakdown in simple terms: ✅ Benefits of Immigration for Canada Population Growth Canada has a …
Canada benefits a lot from immigration, and it’s one of the main reasons the country actively encourages newcomers. Here’s a breakdown in simple terms: ✅ Benefits of Immigration for Canada Population Growth Canada has a low birth rate, so without immigrants, the population would shrink. Immigration helps keep the workforce young and growing. Economic Growth Newcomers fill jobs, start businesses, and pay taxes. Skilled immigrants help in industries facing shortages (healthcare, tech, trucking, etc.). Diversity & Innovation Different backgrounds bring new ideas, cultural exchange, and global connections. Many successful Canadian companies were started by immigrants. Support for Aging Population Canada has many retirees. Immigrants contribute to pension plans and healthcare systems, supporting older generations. Global Reputation Canada is seen as a welcoming, multicultural country, which boosts tourism, trade, and international partnerships. ⚠️ Challenges (but still manageable) Housing demand increases
Identity Attack0.019877186
Insult0.017012933
Profanity0.012277958
Threat0.0068999166
Severe Toxicity0.0015926361
Low Tox 0.03875561 Constructive 0.672
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
What kind of punishment would illegal crosser suffer? Im thinkimg can we cross without going through the custom??
What kind of punishment would illegal crosser suffer? Im thinkimg can we cross without going through the custom??
Identity Attack0.0076215584
Insult0.012718908
Profanity0.012585391
Threat0.010084574
Severe Toxicity0.0014877319
Low Tox 0.03828422 Moderate Con 0.347
Oct 1, 2018 How much do refugees and …
Another important concern is that visa officers in certain countries who facilitated fake applications through bribery should be thoroughly investigated, while many genuine and legitimate visitor‑visa applicants — who simply wished to visit Canada and …
Another important concern is that visa officers in certain countries who facilitated fake applications through bribery should be thoroughly investigated, while many genuine and legitimate visitor‑visa applicants — who simply wished to visit Canada and enjoy places like Niagara Falls — were unfairly rejected. The full staff in these offices should be reassigned, and the approval systems and procedures should be completely overhauled to ensure transparency, accountability, and proper decision‑making going forward. Immigrants who have legitimately obtained Permanent Residence or Canadian citizenship are also facing unfair barriers, especially in the job market. Despite having full legal status, many are not even given interview opportunities, while corrupted or poorly monitored ATS systems are being exploited by bad actors. Employers — including major banks and other leading organizations — have hired temporary workers without properly verifying their status or detecting fake documentation. Canada needs a clear hiring principle: priority should be given to Canadian citizens and Permanent Residents first, and only when no qualified applicants exist should other categories be considered. LMIA approvals should be paused to prevent misuse and ensure fairness for those who have followed the legal pathway. Strengthening verification processes and enforcing employer accountability would help restore integrity and fairness in both the immigration and employment systems. Many of these immigrants have sacrificed their assets and life savings in their home countries, embraced Canada as their new motherland, and now find themselves suffering with no realistic path to return — making fairness and accountability in the system even more essential.
Identity Attack0.0071405866
Insult0.021803947
Profanity0.011646013
Threat0.006848133
Severe Toxicity0.0010585785
Low Tox 0.037105743 Constructive 0.723
Jan 4, 2026 Deportations From Canada at Their …
The federal government has ZERO interest in being part of the solution. It will get swept under the carpet and shelved until the next alarming issue is brought up ... and the process repeats without …
The federal government has ZERO interest in being part of the solution. It will get swept under the carpet and shelved until the next alarming issue is brought up ... and the process repeats without any solid action. The whole problem is systemic from the top of parliament.
Identity Attack0.003385304
Insult0.018001022
Profanity0.012004685
Threat0.007262398
Severe Toxicity0.00091552734
Low Tox 0.037105743 Moderate Con 0.36 Policy_Critique
Oct 1, 2025 IRCC Names India in Study …
Proud Indian ❤ Without fighting we are conquering wer ever v go. Thanks almighty we are fittest of all...so we shall prevail over others.
Proud Indian ❤ Without fighting we are conquering wer ever v go. Thanks almighty we are fittest of all...so we shall prevail over others.
Identity Attack0.017364962
Insult0.013440913
Profanity0.018529098
Threat0.011482717
Severe Toxicity0.0023460388
Low Tox 0.036162965 Moderate Con 0.461 Identity_Assertion
Oct 15, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
They're encouraging doctors or medical immigration because they'll face a 40% shortage by 2028. Without healthcare to sustain a healthy lifestyle society collapses.
They're encouraging doctors or medical immigration because they'll face a 40% shortage by 2028. Without healthcare to sustain a healthy lifestyle society collapses.
Identity Attack0.01374736
Insult0.012870909
Profanity0.0103992
Threat0.006770459
Severe Toxicity0.0009727478
Low Tox 0.035220183 Moderate Con 0.332 Economic_Argument
Feb 19, 2026 Canada's tighter immigration policy divides …
Absolutely beautiful, i hope canadians will asimilate into Great Indian culture without causing much trouble.
Absolutely beautiful, i hope canadians will asimilate into Great Indian culture without causing much trouble.
Identity Attack0.025002124
Insult0.011654901
Profanity0.013131939
Threat0.0070164283
Severe Toxicity0.0013446808
Low Tox 0.034513097 Moderate Con 0.447
Oct 10, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Watched a Transport Truck back His trailer over a snow bank then get it stuck in a ditch just this morning. An hour later I saw a guy turn left without the advanced light and …
Watched a Transport Truck back His trailer over a snow bank then get it stuck in a ditch just this morning. An hour later I saw a guy turn left without the advanced light and get side swiped by a City Bus. Can you guess where both at-fault Drivers came from? (This isn't even in Brampton, that's just how quick they spread)
Identity Attack0.0025343532
Insult0.013288911
Profanity0.011782649
Threat0.010654188
Severe Toxicity0.0015258789
Low Tox 0.033334624 Constructive 0.58 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Hi, as I mentioned before I prepare myself for citizenship test and I don't have my country password, when I was coming to Canada my country situation was very bad, so Canadian people who were …
Hi, as I mentioned before I prepare myself for citizenship test and I don't have my country password, when I was coming to Canada my country situation was very bad, so Canadian people who were in my country decided to bring me without passport, that's why I don't have my country passport with me. Would it be possible to do the test without preparing some documents like passport?
Identity Attack0.020681098
Insult0.012566907
Profanity0.011389818
Threat0.006427396
Severe Toxicity0.0009918213
Low Tox 0.03309893 Constructive 0.641
Apr 29, 2025 2 likes Canadian Citizenship Test 2025 – …
Capturing the world without bias or fear
Capturing the world without bias or fear
Identity Attack0.0073625734
Insult0.010286893
Profanity0.017845914
Threat0.011430934
Severe Toxicity0.0019454956
Low Tox 0.032627538 Low Con 0.264 Meta_Commentary
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I scored 17 outta 20 on my first attempt by just watching this video and without reading the whole book, thank you very much whoever created this video, kudos to you 👏
I scored 17 outta 20 on my first attempt by just watching this video and without reading the whole book, thank you very much whoever created this video, kudos to you 👏
Identity Attack0.005919657
Insult0.011198899
Profanity0.020920247
Threat0.009955117
Severe Toxicity0.0024604797
Low Tox 0.031684756 Constructive 0.563
Jan 9, 2026 6 likes Canadian Citizenship Test 2025 – …
The one thing I can’t understand is how an international student from India can work without a social insurance number in Canada.They don’t have social insurance numbers in India.So places like Tim Hortons,Circle K and …
The one thing I can’t understand is how an international student from India can work without a social insurance number in Canada.They don’t have social insurance numbers in India.So places like Tim Hortons,Circle K and almost every fast food restaurant lets them work there without having Canadian taxes taking off their checks.Plus what happen to that box on most applications where it says are you legally allowed to work in Canada.
Identity Attack0.02238941
Insult0.0116169015
Profanity0.010074687
Threat0.005809236
Severe Toxicity0.0009393692
Low Tox 0.030388435 Constructive 0.616
Dec 14, 2025 How Canada broke its immigration …
There you have it Trudeau Carney and the WEF decided years ago that canada needs 100million people so without a care that is there only goal.
There you have it Trudeau Carney and the WEF decided years ago that canada needs 100million people so without a care that is there only goal.
Identity Attack0.0051797
Insult0.01617693
Profanity0.009903891
Threat0.006194372
Severe Toxicity0.0008678436
Low Tox 0.028149333 Low Con 0.184
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has …
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has run out, and during this stressful time, I have only had 4 actual interviews with real human beings. I am also a caregiver for both of my parents, and working remotely has been my profession for the last 7 years. Remote work allows me to both care for them and bring in a full-time income. Despite having 30 years of customer service experience, I find myself being overlooked. Many companies now use AI to prescreen resumes, so if your resume isn’t ATS-friendly, it often never gets seen by a human. Even if you make it past that stage, there are endless AI-driven assessments before you even have a chance to speak with someone. And when you finally do, it’s often yet another layer of screening rather than a real interview. I know I bring value — I consistently receive compliments from customers across cultures for speaking clearly, precisely, and making their experience enjoyable. Yet I find myself competing with younger candidates who can work longer hours, or new immigrants that companies often prioritize, sometimes with government incentives. At 55, I feel like I’m being overlooked despite my proven skills and professionalism. Right now, I live with my retired parents and should be caring for them. Instead, my father is helping me pay my bills so I don’t ruin the credit I worked so hard to build. If I don’t secure a job soon, I fear I’ll lose everything else I’ve managed to hold onto. The stress is overwhelming — I cry daily, and on top of everything, I also face health issues of my own, but I have no space to focus on them because survival takes priority. Canada today feels very different from the country I grew up in. Since the pandemic, things have become harder in every way — jobs, housing, and simply living. Even if I manage to secure work, rent alone now takes up nearly 75% of what I’d earn, not even including other basic bills. It’s disheartening to feel like no matter how hard I push, I can’t get ahead.
Identity Attack0.006474625
Insult0.015796926
Profanity0.014293353
Threat0.0064079775
Severe Toxicity0.0012207031
Low Tox 0.027560094 Constructive 0.813 Personal_Narrative
Aug 28, 2025 Why Canadians Are Turning Against …
I don’t believe anything that they are saying. And nobody should, until the visible evidence is proven, then when we all see in person day to day. The day that we can go through the …
I don’t believe anything that they are saying. And nobody should, until the visible evidence is proven, then when we all see in person day to day. The day that we can go through the process of ordering a coffee without having to have a translator, would be a good day.
Identity Attack0.0035702933
Insult0.0116169015
Profanity0.012175481
Threat0.0070034824
Severe Toxicity0.00084400177
Low Tox 0.026263772 Moderate Con 0.468 Policy_Critique
Dec 30, 2025 Deportations From Canada at Their …
we could have linked immigration to the data points and mandatory rules to ensure temporary workers are paid 50% more than the prevailing market wage to ensure its legitimacy. Unfortunately its runited and far behind …
we could have linked immigration to the data points and mandatory rules to ensure temporary workers are paid 50% more than the prevailing market wage to ensure its legitimacy. Unfortunately its runited and far behind the repair and its still going on without any brakes :'(
Identity Attack0.007473567
Insult0.012072904
Profanity0.010296722
Threat0.00636914
Severe Toxicity0.00084400177
Low Tox 0.026145924 Moderate Con 0.434 Policy_Critique
Jun 29, 2025 1 likes How Canada broke its immigration …
Without ice, you would be spending your hard-earned tax dollars on taking care of these people.
Without ice, you would be spending your hard-earned tax dollars on taking care of these people.
Identity Attack0.0031818156
Insult0.012072904
Profanity0.011714331
Threat0.007870848
Severe Toxicity0.0012588501
Low Tox 0.026145924 Low Con 0.297 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
How someone is surviving high inflation without work and even without work permit 😅
How someone is surviving high inflation without work and even without work permit 😅
Identity Attack0.0024973555
Insult0.011312899
Profanity0.012380436
Threat0.0060196044
Severe Toxicity0.00089645386
Low Tox 0.024731753 Moderate Con 0.319 Question
Sep 28, 2025 IRCC Names India in Study …
I like you & your attitude about coming to Canada. I’m subscribing. I feel for the young girl looking for a job. There are tons of jobs on indeed in my city. I apply for …
I like you & your attitude about coming to Canada. I’m subscribing. I feel for the young girl looking for a job. There are tons of jobs on indeed in my city. I apply for both part & full time. I apply for at least 10-20 a day. I’m not getting calls for interviews. I’ve even applied twice to one job because I was not chosen but 2 weeks later the same position was back. I’m fortunate enough to not have to work. I have a husband that makes a very good salary that pays for all of the bills , groceries & vacations. Up until Covid collapsed my 2 franchises & I was sinking more money in than making it I had to sell one for 1/3 of what I paid for it & give the other away. I started a small business at home doing lash extensions. I have my regular clients. But if I want to save my own money it’s not sustainable or steady. I want to work because I enjoy leaving my home not to just go grocery shopping or visit family. That’s even if they are home from work. I like having a purpose. I’m skilled in accounting, cleaning, sales, marketing, customer service you name it. Many might say that I’m very lucky. I am very blessed but it’s also very lonely. Plus I have always worked & had independence. I hate asking my husband to send me money so I can pay my cell, credit card bills. I don’t even go shopping without him for new clothes because I rely on him to pay for those too. Hypothetically we broke up tomorrow I’d be screwed. I worry about if he dies. There’s life insurance but we still have a mortgage to pay & monthly bills. Plus of course I’d make sure his kids got some too. Not to mention I’ve had mental health struggles with social anxiety & agoraphobia years ago. The more I stay home the more I get anxious about going out. Days can get boring & then I find myself napping all afternoon. I need a job. I just want my own money. I don’t want to go to my husband every 3 months & ask him to send me 2000.00 to clear up my overdraft for one business day. I don’t even want to have to use it. Sorry for the rant but I feel that even when filing out applications many times I’m asked if I’m racialized. In other words is my skin brown.
Identity Attack0.005771666
Insult0.012946909
Profanity0.013576009
Threat0.006382086
Severe Toxicity0.0010490417
Low Tox 0.021549871 Constructive 0.835 Personal_Narrative
Sep 8, 2025 Why Canadians Are Turning Against …
How would people that "disappear" ever be able to go to hospital, enrol at school, get a driver's licence, loan, mortgage, even tenancy agreement without being 'discovered"? Where do they stay, what do they do?
How would people that "disappear" ever be able to go to hospital, enrol at school, get a driver's licence, loan, mortgage, even tenancy agreement without being 'discovered"? Where do they stay, what do they do?
Identity Attack0.0026453468
Insult0.010742896
Profanity0.010467518
Threat0.007145886
Severe Toxicity0.0008916855
Low Tox 0.021549871 Moderate Con 0.312
Nov 4, 2025 IRCC Names India in Study …
Thank you so much for creating this video! I passed the exam yesterday October 17,2025 on my first try after just one week of listening to this while driving, without even reading the book
Thank you so much for creating this video! I passed the exam yesterday October 17,2025 on my first try after just one week of listening to this while driving, without even reading the book
Identity Attack0.0039772694
Insult0.008728883
Profanity0.016479544
Threat0.008789998
Severe Toxicity0.0016212463
Low Tox 0.021314176 Constructive 0.526
Oct 18, 2025 1 likes Canadian Citizenship Test 2025 – …
Usually when you ask a question, it is customary to give someone the time to respond without telling them you don't have a lot of time except for one word answers ...... just sayin'!
Usually when you ask a question, it is customary to give someone the time to respond without telling them you don't have a lot of time except for one word answers ...... just sayin'!
Identity Attack0.0013504218
Insult0.011958904
Profanity0.011167783
Threat0.006097279
Severe Toxicity0.0005912781
Low Tox 0.020960633 Constructive 0.501
Sep 29, 2025 IRCC Names India in Study …
Of course the propaganda network did not mention any thing about free houses free rent a charge card they can buy anything without paying
Of course the propaganda network did not mention any thing about free houses free rent a charge card they can buy anything without paying
Identity Attack0.0021273769
Insult0.011046898
Profanity0.011936366
Threat0.006207318
Severe Toxicity0.00071048737
Low Tox 0.02072494 Low Con 0.156
Dec 17, 2019 How much do refugees and …
We cannot say "I don't agree with this" without losing our jobs which a lot of our taxes goes to foreign wages and Canada keeps printing money.
We cannot say "I don't agree with this" without losing our jobs which a lot of our taxes goes to foreign wages and Canada keeps printing money.
Identity Attack0.006178642
Insult0.010248893
Profanity0.010057608
Threat0.0060325502
Severe Toxicity0.0006580353
Low Tox 0.019351736 Constructive 0.53 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...

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.