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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: "As for the driving I …" 424 comments · Page 15 of 17
I'm a born and raised Canadian, as well as my husband. Even before our country was completely taken over, employment was hard to come by because of the fw's. 8 years ago, my husband had …
I'm a born and raised Canadian, as well as my husband. Even before our country was completely taken over, employment was hard to come by because of the fw's. 8 years ago, my husband had enough with trying to find a job, he stopped counting at over 450 resumes that were ignored, so he decided that we should start our own company, a small delivery company that 2 years later, we added a safe ride service to (driving drunk people home in their own vehicle). I was the manager of a little pizza place, which was run by immigrants, but good ones. I was hired because my husband approached them about doing deliveries, and they wanted to meet me. I had no idea I was going for an interview but they begged me to work for them, their reason; although they could speak English, they weren't fluent in it, so they wanted an English speaking employee who could easily understand the customer's. Within days, I was promoted to manager, and I loved my job and all of them. They treated everyone with such kindness and generosity. I found out just how much support they got from our government, when I broke down one day because I couldn't afford my prescription. My boss was so confused because he and his family got free prescriptions, dental, eye care, etc and they thought everyone got that. My boss paid for my prescription and actually apologized to me for how our own government treated us. He also showed me that they get $2,500 every 2 weeks, funding to start or buy businesses, but if they don't hire other fw's or immigrants, that funding changes to a grant and they have to pay it back. They are given money for housing, and vehicles. He was pushed out of that business by his 2 partners, and the partner's promised him I would keep my job. That was a complete lie. They stopped putting me on the schedule, claiming financial problems (bs), but hired not one but two new full time immigrant employees. I lost it and quit. Our town isn't that big, and word spread fast, especially when everyone found out that I was still owed over $2,000, which I will never see because no government agency will help me. Their business is actually struggling now and I love that for them. As for my husband and I's business, it's going strong but I came unglued when we recieved a letter from the government "suggesting" that we hire immigrants. I wrote back, telling them in no uncertain terms would that ever happen, and it will be a cold day in hell when one of us steps back so one of the government's favored people can take that money from us because we are the only 2 employees and we're not sacrificing a damn thing for someone who already gets everything.
Identity Attack0.015355183
Insult0.034341812
Profanity0.01893901
Threat0.007353018
Severe Toxicity0.002193451
Low Tox 0.07687678 Constructive 0.825
Sep 2, 2025 Why Canadians Are Turning Against …
A lot of them don’t care how they drive,speeding in construction zones, passing in construction zones. Funny thing after more and more immigrants here in Canada ICBC switched to no fault insurance
A lot of them don’t care how they drive,speeding in construction zones, passing in construction zones. Funny thing after more and more immigrants here in Canada ICBC switched to no fault insurance
Identity Attack0.039714564
Insult0.02425329
Profanity0.012517073
Threat0.0063108844
Severe Toxicity0.0016403198
Low Tox 0.075294 Moderate Con 0.449
Aug 26, 2025 3 likes Why Canadians Are Turning Against …
@8:38 maybe THIS explains some of the indian drivers driving the speed limit exactly to the correct digit
@8:38 maybe THIS explains some of the indian drivers driving the speed limit exactly to the correct digit
Identity Attack0.053399716
Insult0.020063626
Profanity0.018324144
Threat0.0068416605
Severe Toxicity0.0019931793
Low Tox 0.07212844 Low Con 0.281
Nov 28, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
Basically bringing the culture from where they come from. Hence the driving style etc
Basically bringing the culture from where they come from. Hence the driving style etc
Identity Attack0.041003603
Insult0.018838953
Profanity0.016137952
Threat0.00713294
Severe Toxicity0.0023555756
Low Tox 0.06896287 Low Con 0.243 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
15:10 Driving that thing on an Interstate 👀
15:10 Driving that thing on an Interstate 👀
Identity Attack0.0064006294
Insult0.0140109155
Profanity0.026044132
Threat0.01940071
Severe Toxicity0.004463196
Low Tox 0.06817148 Low Con 0.295 Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Come visit Australia (and particularly the big cities like Sydney, Melbourne & Brisbane) and you'll find exactly the same thing here. We are in the middle of a huge immigration wave initiated by the socialist …
Come visit Australia (and particularly the big cities like Sydney, Melbourne & Brisbane) and you'll find exactly the same thing here. We are in the middle of a huge immigration wave initiated by the socialist Labor government that is overwhelming infrastructure, housing supply & affordability and healthcare services. Driving standards have also decreased markedly and at the same time vehicle accident rates have risen exponentially, along with a steep and sustained increase in car insurance premiums in the time since this current immigration wave began after Covid due to increased accident rates and fraudulent insurance claims. Indians make up the second largest group of these new immigrants.
Identity Attack0.018771807
Insult0.028612386
Profanity0.01490822
Threat0.007249452
Severe Toxicity0.0020313263
Low Tox 0.06817148 Constructive 0.68
Jan 27, 2026 Inside Canada's Indian Invasion...
They don't even assimilate into the *driving* culture...
They don't even assimilate into the *driving* culture...
Identity Attack0.016159095
Insult0.02373764
Profanity0.019143965
Threat0.0071847234
Severe Toxicity0.0017547607
Low Tox 0.0665887 Low Con 0.26 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
📖 Rapid Indian Immigration in Canadian Cities (0:00 - 2:10) ├─ 0:00 Racism and Stereotypes Against Indian Immigrants ├─ 0:32 Mass Migration of Indian Immigrants to Canada ├─ 1:00 Human Smuggling and Immigration Issues └─ …
📖 Rapid Indian Immigration in Canadian Cities (0:00 - 2:10) ├─ 0:00 Racism and Stereotypes Against Indian Immigrants ├─ 0:32 Mass Migration of Indian Immigrants to Canada ├─ 1:00 Human Smuggling and Immigration Issues └─ 1:50 Immigration and Cultural Assimilation in Canada 📖 Impact of Indian Immigration on Local Communities (2:10 - 3:20) └─ 2:10 Impact of Indian Immigration on Local Communities 📖 Racial Tensions and Demographic Changes in Bmpton (3:20 - 4:38) ├─ 3:20 Racial Diversity and Demographic Changes └─ 3:58 Racial Tensions and Experiences in Multicultural Settings 📖 Racism and Xenophobia in Canadian Communities (4:38 - 6:09) ├─ 4:38 Racism and Xenophobia in Canadian Communities ├─ 5:14 Negative Views on Immigration and Cultural Differences └─ 5:49 Consequences of Demographic Replacement in Bmpton 📖 Driving Habits and Road Safety Concerns (6:09 - 7:30) ├─ 6:09 Distracted and Aggressive Driving in Canada ├─ 6:43 Poor Driving Habits in Canada └─ 7:04 Distracted Driving in Bmpton Residents 📖 Indian Immigration and Economic Impact (7:30 - 8:48) ├─ 7:30 Immigrant Experiences in Canada's Indian Community └─ 8:17 Rise of Ethnic Nationalism in Canada 📖 Hanuman Symbolism in Multicultural Communities (8:48 - 10:25) ├─ 8:48 Canada's Changing Demographics and Cultural Symbols ├─ 9:29 Earning Money through Mobile Games └─ 9:58 Making Money with Mobile Apps 📖 Punjabi Independence Movement and Human Smuggling (10:25 - 11:46) ├─ 10:25 Punjab Independence Movement and Kalistan ├─ 10:50 India's Economic and Political Challenges └─ 11:13 Human Smuggling Across the Canada-US Border 📖 Human Trafficking Sting Operation Setup (11:46 - 13:34) ├─ 11:46 Arranging a Pickup for Human Trafficking ├─ 12:20 Human Trafficking Sting Operation Risks and Preparations └─ 12:50 Human Trafficking and Kidnapping Fears and Preparations 📖 Human Trafficking through Student Visa Scams (13:34 - 14:49) 📖 Crossing the US-Canada Border Illegally (14:49 - 16:56) ├─ 14:49 Crossing the US-Canada Border Illegally ├─ 15:20 Crossing the Canadian Border Anxieties ├─ 15:50 Traveling to Canada in Winter └─ 16:18 Phone Theft and Harassment Tactics 📖 Crossing the Border Illegally with a Smuggler (16:56 - 18:21) ├─ 16:56 Crossing the Border Illegally in Canada ├─ 17:29 Smuggling Items Past Border Patrol └─ 17:53 Safety Concerns in Traveling to Canada 📖 Human Smuggling Operation in Canada (18:21 - 22:02) ├─ 18:21 Crossing the Border Illegally with Smugglers ├─ 19:04 Emergency Preparations and Safe Houses └─ 19:45 Human Smuggling Operations in Canada Exposed
Identity Attack0.06249457
Insult0.02212623
Profanity0.019690514
Threat0.0104988385
Severe Toxicity0.005302429
Low Tox 0.06500591 Constructive 0.543
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Like the video but please don't use the ai slop for visualizing I think we got the driving part of the video pretty well
Like the video but please don't use the ai slop for visualizing I think we got the driving part of the video pretty well
Identity Attack0.009693438
Insult0.018452216
Profanity0.028776871
Threat0.011741633
Severe Toxicity0.0034332275
Low Tox 0.06381883 Moderate Con 0.433 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Based on the number of people from India driving around New Brunswick with vehicles displaying Ontario plates, I would say a great number of those missing students are living here now.
Based on the number of people from India driving around New Brunswick with vehicles displaying Ontario plates, I would say a great number of those missing students are living here now.
Identity Attack0.04512853
Insult0.0198058
Profanity0.012175481
Threat0.006874025
Severe Toxicity0.0016784668
Low Tox 0.063027434 Constructive 0.631
Sep 28, 2025 173 likes IRCC Names India in Study …
Get used to it Carney and Trudeau's plans are going as planned. The government knows they have more to benefit by overwhelming us with immigrants it also helps drive down wages.
Get used to it Carney and Trudeau's plans are going as planned. The government knows they have more to benefit by overwhelming us with immigrants it also helps drive down wages.
Identity Attack0.037136484
Insult0.021546122
Profanity0.010330882
Threat0.006925808
Severe Toxicity0.0014591217
Low Tox 0.06263174 Moderate Con 0.417 Economic_Argument
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
The driving is terrible in Hamilton too What’s with cars in the left turn lane turning left when the light turns green ! You have to wait until all the cars clear by and then …
The driving is terrible in Hamilton too What’s with cars in the left turn lane turning left when the light turns green ! You have to wait until all the cars clear by and then you can turn I literally see it everyday and have seen three accidents in the past year because of it
Identity Attack0.0045692353
Insult0.025413504
Profanity0.013063621
Threat0.00823333
Severe Toxicity0.0017166138
Low Tox 0.061444655 Moderate Con 0.477 Meta_Commentary
Mar 3, 2026 1 likes Inside Canada's Indian Invasion...
In canada you dont need a canadian DL to drive on the road.
In canada you dont need a canadian DL to drive on the road.
Identity Attack0.04048799
Insult0.020966014
Profanity0.012926984
Threat0.007197669
Severe Toxicity0.0020980835
Low Tox 0.06025757 Moderate Con 0.359 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
Intense Concentration of any one ethnic group in on area typically ends up becoming a problem. The birth rate in Canada is insufficient, immigration will always drive the country’s growth but it needs to be …
Intense Concentration of any one ethnic group in on area typically ends up becoming a problem. The birth rate in Canada is insufficient, immigration will always drive the country’s growth but it needs to be diluted with multiple ethnic groups. Nearly a million Indians in one small area will make the area just like India. Conestoga college has done the same thing to Kitchener.
Identity Attack0.04925346
Insult0.015948927
Profanity0.011133623
Threat0.0069905366
Severe Toxicity0.0015258789
Low Tox 0.05725329 Constructive 0.539 Policy_Critique
Sep 26, 2025 Inside Canada's Indian Metropolis (Brampton)
They’re never forced to go to food banks all of them whether they’re driving a Mercedes or a Jaguar will show up with their families. The husband will sit outside smoking while the wives will …
They’re never forced to go to food banks all of them whether they’re driving a Mercedes or a Jaguar will show up with their families. The husband will sit outside smoking while the wives will go in and load up on free food. They only thought is that it’s free.
Identity Attack0.0050687063
Insult0.025155678
Profanity0.013473531
Threat0.007262398
Severe Toxicity0.0012779236
Low Tox 0.05651112 Moderate Con 0.378
Oct 2, 2025 IRCC Names India in Study …
What is the driving force behind this invasion? Who is pushing it? What is the long-range objective?
What is the driving force behind this invasion? Who is pushing it? What is the long-range objective?
Identity Attack0.012943448
Insult0.013668913
Profanity0.015830519
Threat0.011068452
Severe Toxicity0.0023555756
Low Tox 0.055521555 Low Con 0.165 Fear_Threat
Sep 7, 2025 1 likes Why Canadians Are Turning Against …
Buddy, wear a seat belt when you drive.
Buddy, wear a seat belt when you drive.
Identity Attack0.0027933381
Insult0.020772645
Profanity0.012961143
Threat0.009359611
Severe Toxicity0.0016117096
Low Tox 0.055274166 Moderate Con 0.33
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
We have the same driving issues coming into Springfield, Missouri. I see it all the time, especially on the northern part of town. People bring their bad driving habits to the United States and pretend …
We have the same driving issues coming into Springfield, Missouri. I see it all the time, especially on the northern part of town. People bring their bad driving habits to the United States and pretend that the traffic laws don't apply to them. For some reason, many countries ignore road safety and because of that, they bring it to other countries who do take it seriously and ruin everything.
Identity Attack0.0091384705
Insult0.024124376
Profanity0.01265371
Threat0.008349842
Severe Toxicity0.0012493134
Low Tox 0.054779384 Constructive 0.587
Jan 27, 2026 Inside Canada's Indian Invasion...
The problem is there paying for their driver's license. They are not qualified to drive and they need to investigate the DMV up there
The problem is there paying for their driver's license. They are not qualified to drive and they need to investigate the DMV up there
Identity Attack0.002848835
Insult0.028281843
Profanity0.011082385
Threat0.006427396
Severe Toxicity0.0009584427
Low Tox 0.051810697 Low Con 0.287 Policy_Critique
Jan 29, 2026 77 likes Inside Canada's Indian Invasion...
Isolated cases of unlicensed driving shouldn't overshadow the facts: South Asians make up nearly 1 in 4 truckers across Canada. This community isn't just 'participating' in the sector—they are running it and keeping the country’s …
Isolated cases of unlicensed driving shouldn't overshadow the facts: South Asians make up nearly 1 in 4 truckers across Canada. This community isn't just 'participating' in the sector—they are running it and keeping the country’s shelves stocked
Identity Attack0.034816213
Insult0.017936565
Profanity0.010621235
Threat0.006479179
Severe Toxicity0.0012493134
Low Tox 0.051563308 Moderate Con 0.452 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada’s government needs to check also about issuing the driver license. because i’ve heard that you can pay now to pass the driving test even all this people doesn’t know the rules or even following …
Canada’s government needs to check also about issuing the driver license. because i’ve heard that you can pay now to pass the driving test even all this people doesn’t know the rules or even following all the signs on the road. I’ve never seen so much car accident and too much car on the road. Why it is easy for them now to get a license. We need to remember driving in other country is not the same here. Also even your credit score is bad, even your salary is not good the car company gives you a car easily with hight interest. Thats also need to be check
Identity Attack0.007806548
Insult0.027218282
Profanity0.013131939
Threat0.0071588317
Severe Toxicity0.0016307831
Low Tox 0.049336795 Constructive 0.614 Policy_Critique
Sep 30, 2025 2 likes IRCC Names India in Study …
Don't drive there, and don't be a pedestrian, it's very dangerous. They can't drive and are not licensed to drive, and many of them don't have insurance.
Don't drive there, and don't be a pedestrian, it's very dangerous. They can't drive and are not licensed to drive, and many of them don't have insurance.
Identity Attack0.0055496786
Insult0.021546122
Profanity0.011509376
Threat0.008349842
Severe Toxicity0.0016117096
Low Tox 0.049089402 Moderate Con 0.48 Unverified_Claim
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Dwi got a different meaning in Brampton (driving well Indian)
Dwi got a different meaning in Brampton (driving well Indian)
Identity Attack0.028886627
Insult0.019225692
Profanity0.018255826
Threat0.0071717775
Severe Toxicity0.0018405914
Low Tox 0.049089402 Moderate Con 0.384 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
I was born and raised in the downtown area of Brampton and moved out about 5 years ago. It really is not what is used to be when I was growing up, i hate having …
I was born and raised in the downtown area of Brampton and moved out about 5 years ago. It really is not what is used to be when I was growing up, i hate having to drive there for appointments or visiting family/friends.
Identity Attack0.006955597
Insult0.017936565
Profanity0.021808386
Threat0.0066798385
Severe Toxicity0.0013637543
Low Tox 0.04834723 Constructive 0.7 Personal_Narrative
Feb 26, 2026 Inside Canada's Indian Invasion...
I'm Canadian born and raised. I've been driving since I was 18 years old that's 27 years of driving i got to say the driving is really bad. Some people shouldn't even have their license …
I'm Canadian born and raised. I've been driving since I was 18 years old that's 27 years of driving i got to say the driving is really bad. Some people shouldn't even have their license but yet they do. People don't even know how to share the road. You put your signal on to change lanes and some drivers actually speed up. That's how scary it is to drive.
Identity Attack0.009545447
Insult0.022512967
Profanity0.011816809
Threat0.006485652
Severe Toxicity0.0011777878
Low Tox 0.04735767 Constructive 0.685 Personal_Narrative
Jan 29, 2026 1 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.