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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: "I saw it with my …" 121 comments · Page 5 of 5
Yo Tyler I live there I wish I saw you man 8:34
Yo Tyler I live there I wish I saw you man 8:34
Identity Attack0.011247349
Insult0.015340924
Profanity0.033144772
Threat0.027343199
Severe Toxicity0.0050354004
Low Tox 0.057005897 Constructive 0.52 Personal_Narrative
Jan 28, 2026 8 likes Inside Canada's Indian Invasion...
(This can be viewed as assumptions but it's factual) Was at a A&W last night me and my fiancee were the only Canadians there... went to Walmart after.... Now sure I wasn't in every part …
(This can be viewed as assumptions but it's factual) Was at a A&W last night me and my fiancee were the only Canadians there... went to Walmart after.... Now sure I wasn't in every part of Walmart but I only seen one actual Canadian born worker... Sure it can be said it's assumption on my part but I am confident with my assumption based on what I saw. Our public transportation ( bus ) there's only 4 Canadians left. Now our busses speed, don't give time for people to get on safely.... accidents almost daily. And from what I heard there has to be a shuttle bus on standby because the new drivers just make false claims of accidents and issues so shuttle has to come and pick up the people on the bus to finish the route. Our rental market is far and thin. Our homeless is Canadians NOT foreign. And we are seeking illicit activities and mind altering chemicals to deal with the stress of life more and more each day. Concerns me my son and daughter have to grow up like this. I fear for them and their future in a country that I once believed in. I'm not racist I try my best to treat everyone fairly and equally. But Canada is changing and it's causing great impact we can't handle.
Identity Attack0.02138452
Insult0.024511116
Profanity0.015728042
Threat0.007832011
Severe Toxicity0.0019836426
Low Tox 0.054779384 Constructive 0.835
Aug 31, 2025 4 likes Why Canadians Are Turning Against …
I've seen many videos like this on Youtube . After Indian Canadian , The most common ethnic groups I saw in Canada were Arabs and Africans . There are especially many Arabs in the French-speaking …
I've seen many videos like this on Youtube . After Indian Canadian , The most common ethnic groups I saw in Canada were Arabs and Africans . There are especially many Arabs in the French-speaking provinces of Canada , such as Montreal , Quebec , Ontario and New Brunswick. And some of the Arabs there even speak Amazigh , a North African language , among themselves.
Identity Attack0.060220852
Insult0.014162917
Profanity0.016752819
Threat0.0073918556
Severe Toxicity0.0020503998
Low Tox 0.050821137 Constructive 0.609 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
The Hindus and Sikhs I just saw in this video were genuinely kind and accommodating. They offered free food, treated the anchor and cameraman with courtesy, and showed great warmth. At the end of the …
The Hindus and Sikhs I just saw in this video were genuinely kind and accommodating. They offered free food, treated the anchor and cameraman with courtesy, and showed great warmth. At the end of the day, we are all humans first. These communities work hard, take on labor, and steadily climb the ladder—there’s nothing wrong in that.
Identity Attack0.04332388
Insult0.014580919
Profanity0.020851927
Threat0.009411395
Severe Toxicity0.0030708313
Low Tox 0.050573748 Constructive 0.739 Solidarity
Sep 19, 2025 105 likes Inside Canada's Indian Metropolis (Brampton)
recently i saw the job posting on indeed where hindi was a mandatory language..
recently i saw the job posting on indeed where hindi was a mandatory language..
Identity Attack0.037394293
Insult0.01632893
Profanity0.017299367
Threat0.007793174
Severe Toxicity0.0017642975
Low Tox 0.050326355 Moderate Con 0.324 Unverified_Claim
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
The problem isn’t immigration it’s how rapid the immigration was there should’ve been a cap so that there wasn’t a major influx of people that destroyed the culture if immigration was controlled and had a …
The problem isn’t immigration it’s how rapid the immigration was there should’ve been a cap so that there wasn’t a major influx of people that destroyed the culture if immigration was controlled and had a yearly limit to how many people could immigrate that would’ve preserved canadas culture and forced immigrants to assimilate to Canadian culture. But all politicians saw was 💰 so they made it easier.
Identity Attack0.023796257
Insult0.01838776
Profanity0.011970525
Threat0.006835188
Severe Toxicity0.0012207031
Low Tox 0.048842013 Moderate Con 0.442 Policy_Critique
Oct 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
1:54 i saw charlie kirk
1:54 i saw charlie kirk
Identity Attack0.010507392
Insult0.013896915
Profanity0.026863953
Threat0.011249693
Severe Toxicity0.003490448
Low Tox 0.0414203 Low Con 0.277 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
🇨🇦🇨🇦**MUST WATCH VIDEO**🇨🇦🇨🇦 I saw this video once at 1.5x I just passed Exam. Got 19/20 November 11/2025 Thanks for this Video. 🎉🎉🎉 🇨🇦
🇨🇦🇨🇦**MUST WATCH VIDEO**🇨🇦🇨🇦 I saw this video once at 1.5x I just passed Exam. Got 19/20 November 11/2025 Thanks for this Video. 🎉🎉🎉 🇨🇦
Identity Attack0.010433395
Insult0.011882903
Profanity0.024814399
Threat0.011353259
Severe Toxicity0.0040626526
Low Tox 0.039462693 Constructive 0.564 Meta_Commentary
Nov 12, 2025 4 likes Canadian Citizenship Test 2025 – …
I was so shocked when I saw that statue in person 😭
I was so shocked when I saw that statue in person 😭
Identity Attack0.0068076057
Insult0.011692902
Profanity0.023721304
Threat0.008116818
Severe Toxicity0.0019741058
Low Tox 0.038519915 Moderate Con 0.455
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
*_Now hold up, wait a minute… I saw this video 2 weeks ago, it was taken down after, but now it’s back up._* I’m happy it’s back up… Also as a Canadian: *_”Hello Eh!”_* (lol)
*_Now hold up, wait a minute… I saw this video 2 weeks ago, it was taken down after, but now it’s back up._* I’m happy it’s back up… Also as a Canadian: *_”Hello Eh!”_* (lol)
Identity Attack0.017163984
Insult0.013820915
Profanity0.019690514
Threat0.007301235
Severe Toxicity0.0018119812
Low Tox 0.037105743 Moderate Con 0.483 Meta_Commentary
Feb 15, 2026 Inside Canada's Indian Invasion...
Random, but a comment I saw on a video about Tradeau and Katy Perry being official was: "They are perfect for each, because she thinks she went to space and he thinks he saved Canada." …
Random, but a comment I saw on a video about Tradeau and Katy Perry being official was: "They are perfect for each, because she thinks she went to space and he thinks he saved Canada." 🤣😂
Identity Attack0.003921773
Insult0.018581128
Profanity0.013302735
Threat0.0061814263
Severe Toxicity0.0009918213
Low Tox 0.036634352 Moderate Con 0.5 Humor_Satire
Oct 17, 2025 77 likes Inside Canada's Indian Metropolis (Brampton)
I'm sad that so many people are going through so much pain, according to the polls this is what you asked for you all saw what the liberals did in the past so why would …
I'm sad that so many people are going through so much pain, according to the polls this is what you asked for you all saw what the liberals did in the past so why would you give them 4 more years.
Identity Attack0.0076215584
Insult0.01632893
Profanity0.011492296
Threat0.00704232
Severe Toxicity0.0010347366
Low Tox 0.036634352 Constructive 0.635 Moral_Argument
Sep 7, 2025 1 likes Why Canadians Are Turning Against …
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...
Nature abhors emptiness! If you don’t take care of the trees in your garden, other plants will take over! As you say, it was a small farming town, so others saw an opportunity. Faced with …
Nature abhors emptiness! If you don’t take care of the trees in your garden, other plants will take over! As you say, it was a small farming town, so others saw an opportunity. Faced with a need, they have started to respond to it, and this is how we progress. Today, the fastest and most motivated move forward, regardless of their background. It is essential that life goes on, animated by the belief in prosperity and, above all, by generosity, so that we can share the true essence of life. I follow you from Paris and I wish you all the best.
Identity Attack0.0032003147
Insult0.017872108
Profanity0.01442999
Threat0.006653947
Severe Toxicity0.0010156631
Low Tox 0.032156147 Constructive 0.819 Solidarity
Dec 21, 2025 Inside Canada's Indian Metropolis (Brampton)
It's sad that I saw the title in the sidebar and immediately knew this was going to be about my hometown, Bramladesh.
It's sad that I saw the title in the sidebar and immediately knew this was going to be about my hometown, Bramladesh.
Identity Attack0.009619443
Insult0.012110904
Profanity0.017504321
Threat0.0083886795
Severe Toxicity0.0014591217
Low Tox 0.031449065 Moderate Con 0.458
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
I just saw that Tyler has 8.8 million subs...I subbed a long time ago, but was shocked to see how many he has now, so I looked it up -- as of Feb 15th, the …
I just saw that Tyler has 8.8 million subs...I subbed a long time ago, but was shocked to see how many he has now, so I looked it up -- as of Feb 15th, the total was 3.7 million. You mean to tell me that 5.1 MILLION people subbed in the last 6 days?!
Identity Attack0.0048097214
Insult0.00971689
Profanity0.016957775
Threat0.007741391
Severe Toxicity0.0014305115
Low Tox 0.02343543 Constructive 0.598 Meta_Commentary
Feb 22, 2026 Inside Canada's Indian Invasion...
ALL IS BY DESIGN. Thanks to Open Society's policies, which were in the making for 30 years, and so many saw it. Now we pay for this
ALL IS BY DESIGN. Thanks to Open Society's policies, which were in the making for 30 years, and so many saw it. Now we pay for this
Identity Attack0.0026453468
Insult0.0116169015
Profanity0.010433359
Threat0.0064985976
Severe Toxicity0.00076293945
Low Tox 0.021903414 Moderate Con 0.446 Unverified_Claim
Feb 18, 2026 30 likes Canadian immigration officers investigating hundreds …
My father immigrated to Canada from India in 1961 to complete his PhD, where he met my mother, a local farm girl. They married, and he soon joined Agriculture Canada as a research scientist at …
My father immigrated to Canada from India in 1961 to complete his PhD, where he met my mother, a local farm girl. They married, and he soon joined Agriculture Canada as a research scientist at the Regina Research Station in 1963. Over his remarkable 40-year career, he contributed significantly to the evolution of herbicide research during a transformative era for Canadian agriculture. In the 1960s, as herbicide use surged across the prairies—building on early selective compounds like 2,4-D introduced post-World War II—his work focused on environmental residues and applicator safety, helping refine application methods amid a boom that saw the number of available herbicides in Canada and the U.S. rise from about 25 in 1950 to over 100 by the end of the decade. This period marked the widespread adoption of chemicals for weed control, enabling reduced tillage and boosting crop yields in grain production. By the 1970s, Agriculture Canada's efforts intensified with the introduction of groundbreaking non-selective herbicides like glyphosate, which revolutionized prairie farming by facilitating no-till practices and minimizing soil erosion while controlling persistent weeds. My father's studies on herbicide drift, persistence in air and soil, and human exposure played a key role in ensuring safer, more effective use, aligning with broader innovations that transformed western Canada's grain sector into a global powerhouse. Into the 1980s, as resistance issues emerged and manufacturing processes improved to reduce contaminants like dioxins in phenoxy herbicides, his research supported sustainable advancements, including better monitoring and guidelines that influenced international standards. Through these decades, his pioneering contributions helped develop and optimize herbicides now employed worldwide, fundamentally changing farming practices and enhancing productivity across the vast Canadian prairies.
Identity Attack0.0053276913
Insult0.011920903
Profanity0.011936366
Threat0.006809296
Severe Toxicity0.0009441376
Low Tox 0.019226074 Constructive 0.633 Personal_Narrative
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
What we saw his Canadians/QC paying for these programs .
What we saw his Canadians/QC paying for these programs .
Identity Attack0.0075105648
Insult0.009488888
Profanity0.009365883
Threat0.006045496
Severe Toxicity0.0007247925
Low Tox 0.01633588 Moderate Con 0.349
Nov 27, 2025 Quebec Ends Economic Immigration Program …
That’s the harsh reality. During Trudeau’s time, Canada saw a significant influx of newcomers, which put pressure on housing, the labour market, and healthcare. It’s normal for a country to tighten immigration for a few …
That’s the harsh reality. During Trudeau’s time, Canada saw a significant influx of newcomers, which put pressure on housing, the labour market, and healthcare. It’s normal for a country to tighten immigration for a few years; lower quotas naturally mean higher requirements. Coming on a study permit or a work permit doesn’t guarantee permanent residency. Once a temporary status expires, and if there’s no other legal pathway to stay, the person must leave Canada.
Identity Attack0.004236255
Insult0.008690883
Profanity0.00904991
Threat0.0061037517
Severe Toxicity0.0005674362
Low Tox 0.013822667 Constructive 0.522 Economic_Argument
Feb 11, 2026 Canada's tighter immigration policy divides …

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.