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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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Search comment text, filter by category or toxicity level
Active: "Just to be clear…. Most …" 172 comments · Page 7 of 7
So why is this continuing when it's clearly not what the native born citizens want? Because no one will stand up and take the required action!
So why is this continuing when it's clearly not what the native born citizens want? Because no one will stand up and take the required action!
Identity Attack0.00828752
Insult0.012642908
Profanity0.011406898
Threat0.0071847234
Severe Toxicity0.0010490417
Low Tox 0.03192045 Moderate Con 0.321 Call_To_Action
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
they voted for liberal, they asked for more clearly
they voted for liberal, they asked for more clearly
Identity Attack0.011691323
Insult0.013706914
Profanity0.014122557
Threat0.0068416605
Severe Toxicity0.0011539459
Low Tox 0.031449065 Low Con 0.215
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
11:00 speaking of bad driving, that grey SUV did a left turn when the sign clearly says no left turns.
11:00 speaking of bad driving, that grey SUV did a left turn when the sign clearly says no left turns.
Identity Attack0.0032373124
Insult0.015796926
Profanity0.0108774295
Threat0.0066215824
Severe Toxicity0.0009965897
Low Tox 0.031213367 Moderate Con 0.366 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
There never was a clear path to permanent residency, hence the term "temporary foreign worker" and "international student program." Permanent residency was simply something these immigrant classes hoped for but were never promised. Quebec saw …
There never was a clear path to permanent residency, hence the term "temporary foreign worker" and "international student program." Permanent residency was simply something these immigrant classes hoped for but were never promised. Quebec saw that these programs were being abused as backdoor efforts to gain permanent residency and have shut tte loopholes. The Canadisn Government should follow suit.
Identity Attack0.013546381
Insult0.014504919
Profanity0.010365041
Threat0.0063885585
Severe Toxicity0.0009059906
Low Tox 0.031213367 Constructive 0.599
Nov 26, 2025 Quebec Ends Economic Immigration Program …
Buddy has clearly never been to Frisco. Great people though on a serious note.
Buddy has clearly never been to Frisco. Great people though on a serious note.
Identity Attack0.009915425
Insult0.014884921
Profanity0.0127561875
Threat0.0062008454
Severe Toxicity0.00091552734
Low Tox 0.030388435 Moderate Con 0.493 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
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 …
My english isn't good enough to understand clearly what she said about the 50 000 dollars. Can someone explain to me please? Did she say refugees get 50 000 Dollars as a gift to settle …
My english isn't good enough to understand clearly what she said about the 50 000 dollars. Can someone explain to me please? Did she say refugees get 50 000 Dollars as a gift to settle in Canada? Or I understood it wrong?
Identity Attack0.010951365
Insult0.011882903
Profanity0.00993805
Threat0.005964585
Severe Toxicity0.0006532669
Low Tox 0.026028076 Constructive 0.52
Nov 2, 2018 1 likes How much do refugees and …
I have to say sorry as I did a lot of the clear cutting around airport rd for the developers , was a nice Italian area before .
I have to say sorry as I did a lot of the clear cutting around airport rd for the developers , was a nice Italian area before .
Identity Attack0.007917541
Insult0.010172892
Profanity0.013268576
Threat0.009256045
Severe Toxicity0.0016021729
Low Tox 0.025320992 Constructive 0.704 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Our system depends on people having some sense of honesty and abiding by the rules. It is clear that some countries do not respect that.
Our system depends on people having some sense of honesty and abiding by the rules. It is clear that some countries do not respect that.
Identity Attack0.008398513
Insult0.011046898
Profanity0.011509376
Threat0.006207318
Severe Toxicity0.000603199
Low Tox 0.023671126 Moderate Con 0.345
Oct 8, 2025 1 likes IRCC Names India in Study …
I used to watch Tyler for on-the-ground curiosity, but the tone has clearly shifted post-2024. Earlier videos observed problems; recent ones assign blame by implication. Extreme claims go unchallenged, anecdotes replace data, and editing clusters …
I used to watch Tyler for on-the-ground curiosity, but the tone has clearly shifted post-2024. Earlier videos observed problems; recent ones assign blame by implication. Extreme claims go unchallenged, anecdotes replace data, and editing clusters the most inflammatory voices to suggest consensus. That’s not neutral documentation that’s narrative framing. Silence isn’t objectivity, it’s an editorial choice.
Identity Attack0.0022198714
Insult0.013174911
Profanity0.010501678
Threat0.006712203
Severe Toxicity0.00069618225
Low Tox 0.022846194 Constructive 0.537 Meta_Commentary
Jan 28, 2026 4 likes Inside Canada's Indian Invasion...
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 …
Canada has all the necessary conditions to establish real manufacturing industries and increase production. With the presence of migrant labor such as workers from India—who are willing to accept lower wages than Canadian workers and …
Canada has all the necessary conditions to establish real manufacturing industries and increase production. With the presence of migrant labor such as workers from India—who are willing to accept lower wages than Canadian workers and others—the equation becomes clear: lower costs, higher output, and greater profitability. This workforce represents a real investment for those who know how to manage human resources and the economy intelligently.
Identity Attack0.011099357
Insult0.010210892
Profanity0.009417122
Threat0.0059548756
Severe Toxicity0.0007867813
Low Tox 0.019226074 Constructive 0.517 Economic_Argument
Feb 27, 2026 Inside Canada's Indian Invasion...
I have an issue to pick with the framing of policy change as “changing the rule in the middle of the match” because “the match” has a clear time stamp for beginning and end. So …
I have an issue to pick with the framing of policy change as “changing the rule in the middle of the match” because “the match” has a clear time stamp for beginning and end. So when would it be appropriate for the government to make changes? A soccer game last for about 90 minutes, how long should an immigration pathway last?
Identity Attack0.0071035884
Insult0.008823884
Profanity0.010296722
Threat0.006485652
Severe Toxicity0.00071525574
Low Tox 0.01859777 Moderate Con 0.472 Policy_Critique
Nov 23, 2025 1 likes Quebec Ends Economic Immigration Program …
Not that they don't have a clear path to residency, they have no path to residency.
Not that they don't have a clear path to residency, they have no path to residency.
Identity Attack0.00414376
Insult0.00983089
Profanity0.009570839
Threat0.006479179
Severe Toxicity0.00068187714
Low Tox 0.01859777 Low Con 0.237
Nov 26, 2025 Quebec Ends Economic Immigration Program …
AI can clear the backlog. But all new applications should be stopped for 3 years.
AI can clear the backlog. But all new applications should be stopped for 3 years.
Identity Attack0.0030523231
Insult0.007949878
Profanity0.01086035
Threat0.008414571
Severe Toxicity0.0008058548
Low Tox 0.018095128 Low Con 0.213 Policy_Critique
Jan 20, 2026 4 likes Why Canada’s immigration system has …
Just to be clear, federal government and IRCC make decisions on our refugee system and it has doubled since 2017, spending over 2.5 billion in taxpayer dollars. Now it's costing us nearly 100 million to …
Just to be clear, federal government and IRCC make decisions on our refugee system and it has doubled since 2017, spending over 2.5 billion in taxpayer dollars. Now it's costing us nearly 100 million to remove them. All while homelessness population has doubled in Canada over same time period. Forget the figure heads of the parties, don't forget this when you're deciding what party to vote for
Identity Attack0.0045137387
Insult0.009545889
Profanity0.009570839
Threat0.0069646453
Severe Toxicity0.0007677078
Low Tox 0.017341165 Constructive 0.735
Dec 26, 2025 2 likes Deportations From Canada at Their …
Thank you so much for putting this video together! I passed my citizenship test today with a score of 19 out of 20. The questions were surprisingly simple. I read the guide once and watched …
Thank you so much for putting this video together! I passed my citizenship test today with a score of 19 out of 20. The questions were surprisingly simple. I read the guide once and watched your video once, and that was all I needed. Truly appreciate the effort you put into making it clear and helpful. 🙌
Identity Attack0.005771666
Insult0.008500882
Profanity0.01627459
Threat0.008466354
Severe Toxicity0.001449585
Low Tox 0.01646154 Constructive 0.695
Jul 25, 2025 5 likes Canadian Citizenship Test 2025 – …
Finally someone with clear mind and common sense.
Finally someone with clear mind and common sense.
Identity Attack0.0020626306
Insult0.010476895
Profanity0.010587076
Threat0.0062526283
Severe Toxicity0.00068187714
Low Tox 0.01633588 Moderate Con 0.317
Sep 28, 2025 8 likes IRCC Names India in Study …
This is the problem: Temporary workers are temporary. Their arrangement stipulates that they work in-country for a number years, and then return home. Yet, many temporary workers are under the impression that they're actually semi-permanent …
This is the problem: Temporary workers are temporary. Their arrangement stipulates that they work in-country for a number years, and then return home. Yet, many temporary workers are under the impression that they're actually semi-permanent residents. That's why they invest so much, expecting to be able to stay indefinitely. It needs to be made clear that temporary means temporary.
Identity Attack0.0031633168
Insult0.008633883
Profanity0.009784333
Threat0.006058442
Severe Toxicity0.00054597855
Low Tox 0.012440401 Constructive 0.634
Feb 11, 2026 Canada's tighter immigration policy divides …
Thanks a lot , I just cleared the test on June 15, 2025. Most of the questions were similar , I just heard/watched this test once, did not read the discover Canada book at all, …
Thanks a lot , I just cleared the test on June 15, 2025. Most of the questions were similar , I just heard/watched this test once, did not read the discover Canada book at all, this video is sufficient. Scored 17/20.
Identity Attack0.0019978844
Insult0.0065913703
Profanity0.009613537
Threat0.0062785195
Severe Toxicity0.0005555153
Low Tox 0.0070055793 Constructive 0.634 Personal_Narrative
Jun 16, 2025 15 likes Canadian Citizenship Test 2025 – …
trump is saying 'we're not friends anymore'. That's it. The message is clear.
trump is saying 'we're not friends anymore'. That's it. The message is clear.
Identity Attack0.00011767534
Insult0.0011382559
Profanity0.000026843749
Threat0.000025700228
Severe Toxicity0.0000016341071
Low Tox 0.0020666695 Comparative_Framing
Dec 10, 2025
I went earlier this year. I was the only vehicle at what typically would be a very busy crossing. The only difference, while in the lane, they asked me to open my trunk and examined …
I went earlier this year. I was the only vehicle at what typically would be a very busy crossing. The only difference, while in the lane, they asked me to open my trunk and examined the contents while I remained in the lane. I went forward with no issues. I was not stopped coming back. Before you go, make sure your vehicle is clear of any thing that could generate additional questions.
Identity Attack0.00004452459
Insult0.00012055086
Profanity0.000018495342
Threat0.00001990034
Severe Toxicity0.000003142657
Low Tox 0.00025909377 Personal_Narrative
Dec 9, 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.