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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: "What I noticed in this …" 135 comments · Page 5 of 6
Who is notice 😂 0:56
Who is notice 😂 0:56
Identity Attack0.007917541
Insult0.019225692
Profanity0.03990845
Threat0.01052473
Severe Toxicity0.004425049
Low Tox 0.079250954 Low Con 0.27
Oct 13, 2025 Inside Canada's Indian Metropolis (Brampton)
what I've noticed is that I get sick a lot more often from the fast food places that have been taken over.
what I've noticed is that I get sick a lot more often from the fast food places that have been taken over.
Identity Attack0.0052906936
Insult0.026702631
Profanity0.019485557
Threat0.0075083673
Severe Toxicity0.0017356873
Low Tox 0.077668175 Constructive 0.518 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
As an American who worked in HR for eight years at BMO in Canada, I’ve noticed an important trend: many local professionals often attribute their career struggles to the system, when the real issue is …
As an American who worked in HR for eight years at BMO in Canada, I’ve noticed an important trend: many local professionals often attribute their career struggles to the system, when the real issue is a lack of updated skills. In my previous office of 71 employees, around 60% were Indian and Chinese professionals — many of them exceptionally skilled and hardworking. The fact is, immigrants don’t take jobs; they earn them through their capabilities. I currently work at BlackRock, managing a team of 221 people. Individuals with strong mathematical and analytical abilities often come from Indian or Chinese backgrounds, while only about 20% of our workforce is American. I conduct 4–5 interviews daily, and the pattern remains consistent — candidates from Europe, the U.S., and Canada frequently lag behind in technical skills. It’s a tough truth, but one worth acknowledging: in today’s competitive job market, skill development matters far more than nationality.
Identity Attack0.051126
Insult0.025800243
Profanity0.014464149
Threat0.006647474
Severe Toxicity0.0017929077
Low Tox 0.071337044 Constructive 0.76 Personal_Narrative
Oct 7, 2025 58 likes Inside Canada's Indian Metropolis (Brampton)
That guy with the bicycle knows whats going on.. at least he cares about his people to notice
That guy with the bicycle knows whats going on.. at least he cares about his people to notice
Identity Attack0.0040512653
Insult0.028832749
Profanity0.020646973
Threat0.0067316215
Severe Toxicity0.0017261505
Low Tox 0.071337044 Moderate Con 0.428 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming …
I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming one group. The reality is that the Canadian government failed first by not properly managing immigration volumes, not enforcing document verification, and not honestly assessing whether the country could support such rapid population growth. That policy failure created pressure on housing, jobs, and social systems long before resentment followed. We also need honesty within the Indian community. Some Indians struggle to adapt being overly loud, culturally rigid, and sometimes lacking empathy for Canadian norms and shared public spaces. I studied Canadian and Indigenous history in school, and respecting that history matters. Assimilation doesn’t mean abandoning your culture, but it does mean understanding and respecting the society you chose to join. Cultural education should be expected, not optional. That said, one Indian doing something wrong does not make all Indians bad. Most Indian students and workers I know are hardworking, punctual, and serious about contributing. I’ve personally worked minimum-wage jobs for years, and what I noticed was not jobs being “taken,” but fewer Canadian youth willing to stay in or commit to these roles long-term. Indians didn’t replace Canadians, they filled vacancies that already existed. I also briefly volunteered helping the homeless, and what I saw was honestly shocking. It’s not that the government isn’t trying to help there are rehabilitation programs and support systems in place. The difficult truth is that a significant portion of the homeless population struggles with substance abuse and refuses treatment because it requires giving up drugs. Over time, homelessness itself starts to function like a culture, where benefits and assistance unintentionally enable continued substance use rather than recovery. This is an uncomfortable reality people don’t like to talk about. None of this is simple. Immigration didn’t break Canada, and neither did one community. Poor policy, weak enforcement, lack of accountability, and refusal from governments and individuals to adapt responsibly is what brought us here. Blame is easy. Honest solutions are not.
Identity Attack0.023193322
Insult0.028832749
Profanity0.015010698
Threat0.0068869707
Severe Toxicity0.0016117096
Low Tox 0.06817148 Constructive 0.823 Personal_Narrative
Jan 27, 2026 22 likes Inside Canada's Indian Invasion...
65 million years ago, dinosaurs strutted around thinking they owned this place—right up until the asteroid sent the eviction notice. The history repeats
65 million years ago, dinosaurs strutted around thinking they owned this place—right up until the asteroid sent the eviction notice. The history repeats
Identity Attack0.0051427023
Insult0.025929155
Profanity0.015283971
Threat0.0074954215
Severe Toxicity0.0014209747
Low Tox 0.059727192 Low Con 0.187 Humor_Satire
Oct 3, 2025 IRCC Names India in Study …
And the crime-minister is too busy jet setting to spas around the globe to notice…
And the crime-minister is too busy jet setting to spas around the globe to notice…
Identity Attack0.0036812867
Insult0.0279513
Profanity0.010604155
Threat0.0072235605
Severe Toxicity0.0010871887
Low Tox 0.05725329 Low Con 0.203 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Employers should be aware of SINs before hiring people. I am also an immigrant, but my dad worked hard as a skilled worker to bring us here to Canada. I pay my duly taxes monthly …
Employers should be aware of SINs before hiring people. I am also an immigrant, but my dad worked hard as a skilled worker to bring us here to Canada. I pay my duly taxes monthly and yearly. So I find it unfair when people work under the table. However, I've noticed that some students, who never attend their classes, end up in high positions with well-paying jobs at big companies. Meanwhile, I can't count how many refugees and immigrants are in low-income brackets, receiving 100% coverage for their medication and a monthly allowance from the government. In contrast, Canadian senior citizens still have to pay 20-30% of their medication costs and don't get the same privileges when it comes to their essentials. It frustrates me that the government makes our senior citizens suffer at retirement age, even after they've worked so hard for so many years. Yet they still struggle to pay for their own medication and necessities. I've encountered many rude refugees and people on income support from other countries who feel entitled to special treatment just because they are under government programs. Ironically, some of them come wearing luxury clothes and bags—like Gucci and Louis Vuitton. As I said, I am an immigrant too, but my heart goes out to those who have fully earned the support and benefits they deserve.
Identity Attack0.027011903
Insult0.024768941
Profanity0.01402008
Threat0.006543908
Severe Toxicity0.0014591217
Low Tox 0.05725329 Constructive 0.87 Personal_Narrative
Sep 29, 2025 IRCC Names India in Study …
Canada's immigration system was and is exactly where the liberals want it, although with less media attention. Carney was Canada's shadow, "unpaid", PM from about 2019 onward and he WANTS the country flooded. He likely …
Canada's immigration system was and is exactly where the liberals want it, although with less media attention. Carney was Canada's shadow, "unpaid", PM from about 2019 onward and he WANTS the country flooded. He likely commissioned the Century Initiative report and he hired the author of it to work for HIM, not Canada. Ever notice that Carney does not ever wear a Canada flag pin on his lapel...he does not believe in countries or borders.
Identity Attack0.01374736
Insult0.025026767
Profanity0.010535837
Threat0.006259101
Severe Toxicity0.0012874603
Low Tox 0.054037213 Constructive 0.544 Unverified_Claim
Feb 17, 2026 34 likes LILLEY UNLEASHED: The fall of …
I’ve lived in Canada for 30 years, but I became unemployed in 2021. This is the first time I’ve been out of work for more than a year and a half. I’ve applied online for …
I’ve lived in Canada for 30 years, but I became unemployed in 2021. This is the first time I’ve been out of work for more than a year and a half. I’ve applied online for over 20 jobs, but unfortunately I haven’t received any responses. This has never happened to me before. When I first came to Canada, it felt very safe—you could even leave your door unlocked at night. Things have changed a lot since then. Nowadays, there are many new immigrants and refugees, which has also changed the job market. I’ve noticed that many companies prefer hiring workers with student visas, because the government subsidizes part of their wages. That makes it more cost-effective for companies compared to hiring Canadian workers. I heard this directly from my former manager. As a result, some of my old colleagues now only get one or two days of work per week, while companies continue bringing in new employees.
Identity Attack0.0233943
Insult0.021868404
Profanity0.016001316
Threat0.00704232
Severe Toxicity0.001745224
Low Tox 0.050573748 Constructive 0.796
Aug 25, 2025 26 likes Why Canadians Are Turning Against …
I believe the statements regarding how immigration has changed in Canada. Born in 90s and raised in this country I’ve noticed a change in the type of immigrants. There used to be a much lower …
I believe the statements regarding how immigration has changed in Canada. Born in 90s and raised in this country I’ve noticed a change in the type of immigrants. There used to be a much lower limit and priority for skilled workers, whereas now our liberal policies admitted many unskilled immigrants for low level labour jobs.
Identity Attack0.022590388
Insult0.019096779
Profanity0.009681856
Threat0.0059613483
Severe Toxicity0.00096321106
Low Tox 0.04315203 Constructive 0.71
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada has changed significantly in recent years, and I believe our post-COVID immigration policies have played a major role in the challenges we’re facing today. Here’s how things went off track: Many individuals who couldn’t …
Canada has changed significantly in recent years, and I believe our post-COVID immigration policies have played a major role in the challenges we’re facing today. Here’s how things went off track: Many individuals who couldn’t pass the IELTS (English proficiency test) entered the country on visitor visas or through spousal sponsorships—some of which were questionable or fraudulent. During that time, the government was converting visitor visas into work permits with little to no scrutiny. Background checks and rejections were rare. Meanwhile, colleges rapidly expanded their intake capacity—understandably so, since international students pay three to four times more in tuition. At the same time, due to inflationary pressures, the government allowed international students to work 40 hours per week instead of the previous 20-hour limit. This created a new, ready-to-work labor force in just a year or two, heavily impacting the retail sector. As a result, a large portion of retail jobs shifted toward a single ethnic group, while many Canadian citizens found themselves sidelined. One key factor was flexibility. Many immigrant communities—particularly Indian—were more willing to accept irregular hours and last-minute shifts, often adopting a more compliant, “yes sir” attitude that employers found appealing. However, I’m already beginning to notice changes in the retail landscape, likely due to the government finally tightening immigration rules. Going forward, we don’t need to close our doors—but we do need smarter immigration policies, with proper checks and balances, to ensure fairness and sustainability for everyone.
Identity Attack0.010211408
Insult0.020772645
Profanity0.012961143
Threat0.006757513
Severe Toxicity0.0012016296
Low Tox 0.03828422 Constructive 0.779
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Noticed in the uk its the same for all tim hortons 😂
Noticed in the uk its the same for all tim hortons 😂
Identity Attack0.0075845607
Insult0.01625293
Profanity0.018665737
Threat0.007094103
Severe Toxicity0.0015354156
Low Tox 0.037577134 Moderate Con 0.367 Comparative_Framing
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I went to Canada on holiday about 4 years ago and i definitely noticed this but i would argue that it makes the place feel culturally diverse and there were alot of south east asians …
I went to Canada on holiday about 4 years ago and i definitely noticed this but i would argue that it makes the place feel culturally diverse and there were alot of south east asians aswell especially in Toronto
Identity Attack0.031206898
Insult0.012110904
Profanity0.013678487
Threat0.006686311
Severe Toxicity0.0014781952
Low Tox 0.035691574 Constructive 0.673 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I noticed the A&W drive-thru (fast food) started using a pre-recorded English greeting. I thought it was a great way to welcome you before you struggle with communicating your order.
I noticed the A&W drive-thru (fast food) started using a pre-recorded English greeting. I thought it was a great way to welcome you before you struggle with communicating your order.
Identity Attack0.006178642
Insult0.016100928
Profanity0.012722028
Threat0.0073918556
Severe Toxicity0.0011253357
Low Tox 0.034748793 Constructive 0.636 Humor_Satire
Feb 7, 2026 Inside Canada's Indian Invasion...
Anyone ever notice that all western nations do things simultaneously? Still, they don't see an Empire.
Anyone ever notice that all western nations do things simultaneously? Still, they don't see an Empire.
Identity Attack0.013646871
Insult0.01309891
Profanity0.013780965
Threat0.007145886
Severe Toxicity0.0011348724
Low Tox 0.03357032 Low Con 0.206
Dec 25, 2025 Deportations From Canada at Their …
Also, for those watching who have never lived in Canada, here's a fun little experiment you can try: Go to Radio Garden and go to Brampton's radio stations. Try to find a station in English …
Also, for those watching who have never lived in Canada, here's a fun little experiment you can try: Go to Radio Garden and go to Brampton's radio stations. Try to find a station in English or French (The official languages of Canada). You may or may not notice a pattern. At the time of writing this, out of 6 stations, 5 of them are indian or punjabi.
Identity Attack0.023193322
Insult0.012452906
Profanity0.011697251
Threat0.006537435
Severe Toxicity0.001115799
Low Tox 0.031449065 Moderate Con 0.466
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
Does anyone notice that these folks only help their own??
Does anyone notice that these folks only help their own??
Identity Attack0.006030651
Insult0.014960921
Profanity0.012004685
Threat0.00636914
Severe Toxicity0.0008583069
Low Tox 0.030977672 Low Con 0.256
Nov 8, 2025 Inside Canada's Indian Metropolis (Brampton)
Federal immigration laws caused the problem to begin with . Ever notice the government and media never admit any wrong doing or take responsibility for any wrong doing .
Federal immigration laws caused the problem to begin with . Ever notice the government and media never admit any wrong doing or take responsibility for any wrong doing .
Identity Attack0.010729378
Insult0.012490907
Profanity0.009587918
Threat0.0061425893
Severe Toxicity0.00084400177
Low Tox 0.030977672 Low Con 0.269 Policy_Critique
Feb 18, 2026 2 likes Canadian immigration officers investigating hundreds …
I was JUST in this area. I also noticed these things. Canadians complained of the drivers, for example.
I was JUST in this area. I also noticed these things. Canadians complained of the drivers, for example.
Identity Attack0.014953227
Insult0.012680908
Profanity0.010245483
Threat0.0063367756
Severe Toxicity0.00084400177
Low Tox 0.028856417 Constructive 0.504 Personal_Narrative
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
I’ve recently left Canada and noticed lots of FB ads inviting foreigners to engage a screening process to see if they qualify for residency in Canada.
I’ve recently left Canada and noticed lots of FB ads inviting foreigners to engage a screening process to see if they qualify for residency in Canada.
Identity Attack0.019676208
Insult0.010552894
Profanity0.010262563
Threat0.006317357
Severe Toxicity0.0009822845
Low Tox 0.028149333 Moderate Con 0.498 Personal_Narrative
Nov 21, 2025 19 likes Thousands of refugees allowed into …
Notice how the media frames things to try and push their agenda and narrative.
Notice how the media frames things to try and push their agenda and narrative.
Identity Attack0.003921773
Insult0.014124917
Profanity0.010689554
Threat0.00704232
Severe Toxicity0.00081539154
Low Tox 0.027913637 Low Con 0.174 Meta_Commentary
Feb 11, 2026 3 likes Canada's tighter immigration policy divides …
The overwhelming problem that people struggle to realize is Canada with its roughly 40,000,000 people are going to notice an influx from a country that has over 1 billion and is quickly modernizing which is …
The overwhelming problem that people struggle to realize is Canada with its roughly 40,000,000 people are going to notice an influx from a country that has over 1 billion and is quickly modernizing which is allowing families to leave their country and immigrant around the world just like they should. Localization is only prompted by friendly circumstances. It is seen everywhere with cultural neighborhoods
Identity Attack0.014852738
Insult0.011730902
Profanity0.00952814
Threat0.005919275
Severe Toxicity0.0008583069
Low Tox 0.026617315 Constructive 0.573 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
If you notice most of the newcomers are young military men and I just read an article on ctv news stating that canada is recruiting 300000 volunteers for the miltary as threats are on the …
If you notice most of the newcomers are young military men and I just read an article on ctv news stating that canada is recruiting 300000 volunteers for the miltary as threats are on the rise from the world.
Identity Attack0.0069185994
Insult0.010970897
Profanity0.010160086
Threat0.008259222
Severe Toxicity0.0010538101
Low Tox 0.026499467 Constructive 0.516
Nov 21, 2025 1 likes Thousands of refugees allowed into …
Ive noticed the standard of driving drop in australia in the last few years , people just dont bother indicating anymore .
Ive noticed the standard of driving drop in australia in the last few years , people just dont bother indicating anymore .
Identity Attack0.008879486
Insult0.012756908
Profanity0.012414595
Threat0.0068416605
Severe Toxicity0.0009870529
Low Tox 0.026028076 Moderate Con 0.493 Meta_Commentary
Jan 27, 2026 2 likes 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.