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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 a truck driver these …" 54 comments · Page 2 of 3
Majority Indian and pakistani have migrated to Canada are from lower social strata worked a truck drivers , cab drivers . That is why canada has khalistani dominance. Upper caste Punjabi ( Khatri Brahmins Kshatriya) …
Majority Indian and pakistani have migrated to Canada are from lower social strata worked a truck drivers , cab drivers . That is why canada has khalistani dominance. Upper caste Punjabi ( Khatri Brahmins Kshatriya) are majority in UK running business ( Rishi Saunak - Kshatriya ) USA is full of Maharashtrian literate class brahmins ,kshatriya and not concentrated in one place rather every state . New York Atlanta Ohio Texas has Lewa Patidar Zorastrian Parsis in high no. It is khalistani ( more or less similar to afgan pakistani muslims) mentality of creating mob and disrupting law and order.
Identity Attack0.39461556
Insult0.24928534
Profanity0.17566866
Threat0.0347677
Severe Toxicity0.023076924
Moderate 0.3286776 Constructive 0.546
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Well, the ELECTED of BRAMPTON, Ontario should REALY GET THEIR ACTS TOGETHER. Many, many accidents in the province of Quebec from ILLEGAL INDIAN TRUCK DRIVERS causing deaths! Big time URGENT issue! Thanks for the people …
Well, the ELECTED of BRAMPTON, Ontario should REALY GET THEIR ACTS TOGETHER. Many, many accidents in the province of Quebec from ILLEGAL INDIAN TRUCK DRIVERS causing deaths! Big time URGENT issue! Thanks for the people who spoke up against this phenomena of the "new immigration" (that want everything for free with no effort) - probably at their own risk.
Identity Attack0.35299334
Insult0.14150882
Profanity0.017504321
Threat0.04233929
Severe Toxicity0.012833111
Moderate 0.30452284 Constructive 0.654 Unverified_Claim
Sep 19, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
Canada does not need any student. Canada got enough talent. They let them in so Canada can persuade them to become truck drivers as Canada need lots of truck drivers. All the schools in Brampton …
Canada does not need any student. Canada got enough talent. They let them in so Canada can persuade them to become truck drivers as Canada need lots of truck drivers. All the schools in Brampton and Mississauga are total FRAUD and making money from these students. They should be stopped. I have been to IRCC page and it is extremely easy to let criminals in this country. Forced home invasions, Looting of Beer stores or LCBO. Looting of Jewelry stores. making illegal U turns in and around GTA has become a NORM. Garbage is everywhere. Fireworks is another major problems. They want to do it then do it in India. Don't bring this piece of shit in Canada. We have Canada day and couple others which are celebrated near Downtown Toronto and Niagara Falls. Go and watch. Queen is dead and no reason to have fireworks on stupid Victoria day. Abolish Victoria day or ban fireworks on that day.
Identity Attack0.14233272
Insult0.25205973
Profanity0.026317406
Threat0.011560392
Severe Toxicity0.008964539
Low Tox 0.28674445 Constructive 0.554 Unverified_Claim
Sep 28, 2025 IRCC Names India in Study …
Didnt some Indian truck driver run a stop sign, hit a bus carrying a junior hockey team and killed 16 people? And he only got 8 years?
Didnt some Indian truck driver run a stop sign, hit a bus carrying a junior hockey team and killed 16 people? And he only got 8 years?
Identity Attack0.23011416
Insult0.06858205
Profanity0.02973333
Threat0.2836219
Severe Toxicity0.015996376
Low Tox 0.2820025 Moderate Con 0.383
Jan 27, 2026 151 likes Inside Canada's Indian Invasion...
Why come to Canada to go to community colleges. Because most of the schools they are attending are in strip malls. Those people should not be here. If they are not smart enough for a …
Why come to Canada to go to community colleges. Because most of the schools they are attending are in strip malls. Those people should not be here. If they are not smart enough for a university entry, they are not the brain power we want. Those schools should be closed and a head count mandatory. We don't need the truck drivers or waitstaff at restaurants. The businesses that are only employing students that are from India need to be fined and held accountable. They are using government funding for their wages these are jobs that Canadians need and are rejected because the are not from India. It is racist and why should our taxes pay their wage while Canadian students are left with no jobs to help with the cost of university or housing.
Identity Attack0.25817248
Insult0.16883044
Profanity0.029596692
Threat0.01508414
Severe Toxicity0.010910034
Low Tox 0.2763787 Constructive 0.618
Oct 7, 2025 IRCC Names India in Study …
I am Native American. At college, I took a welding course just to break the monotony of classes as I was raised using my hands. This immigrant male, asked the rest of the class "why …
I am Native American. At college, I took a welding course just to break the monotony of classes as I was raised using my hands. This immigrant male, asked the rest of the class "why is she here?". I asked if he had a problem with me and he looked at the class to tell me not to speak to him. No one said a word but looked between us in silence. I asked him again, "do you have an issue with me being here?". Again he told the rest of the Caucasian men to tell me to stop speaking to him. I said if you have a problem with me, let's step outside and one of us will walk back in. You can't accept that a Native female is in this class, pack your family up and go home. Don't think of the state's because that's mine too. The teacher walked in and he could see and sense the tension in the room. He removed the immigrant and they went out of the room. A few minutes later the instructor came in and looked at me and said he'll be taking a class with no females. His country doesn't allow females an education yet alone a trade. You're welcome to stay. I have no intention to leave, was my comment back. I'm here to learn. Decades later, I'm driving home from northeastern Quebec and on the 401 is a gas/food stop. My child and I were passed by 4 luxury sports cars. They pulled into this stop and parked across all the handicapped parking spots. Bumper to bumper across the spots. We went in and met them as we came out and met a truck driver of the same nationality. He asked "how is Canada treating you?". They smiled and said "look", motioning to their silk suits. Another pointed to their cars. And another said "they treat us like kings'!". The fourth said "Canadians are easy to play! Cowards!!" A few days later, I'm at Walmart and present my tax exempt (we pay 5% tax) but the cashier looks at it and states "you all think your so special!!" Your paying the tax like everyone else! A customer behind me yelled for management loudly. When management showed, I didn't say a word because it was the customers behind and on the side of me with complaints of the rudeness of the cashier. She was removed and manager took over transactions. Not just mine but those after me. There was another incident with my child. An immigrant (can tell by the long tunic) was trying to lure my daughter away from me. I put her in a cart and requested help from a young employee who wanted me to write a book before calling security. Another employee came over and called security immediately. By the time they found the man, he had exited the store and got into a taxi. A few weeks later at an arena where youth hockey practice was taking place, the same scenario was happening. A man in a tunic was trying to lure children away and when caught, jumped into a taxi and left the scene. To attack an adult who can defend themselves is one thing but to go after children is another. I say stricter policy on crimes are needed.
Identity Attack0.27171627
Insult0.086852804
Profanity0.17148167
Threat0.025443908
Severe Toxicity0.012283325
Low Tox 0.24763705 Constructive 0.814 Personal_Narrative
Sep 8, 2025 Why Canadians Are Turning Against …
The indians who moved to USA vs the indians who moved to canada are so different while the usa one are educated skilled ones while these are mostly truck drivers.
The indians who moved to USA vs the indians who moved to canada are so different while the usa one are educated skilled ones while these are mostly truck drivers.
Identity Attack0.27759558
Insult0.0838533
Profanity0.018802373
Threat0.0063950317
Severe Toxicity0.005569458
Low Tox 0.23198941 Moderate Con 0.363 Unverified_Claim
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I've been waiting for this video, brother. This also happens with commercial truck drivers; they're just Indian here in Canada.
I've been waiting for this video, brother. This also happens with commercial truck drivers; they're just Indian here in Canada.
Identity Attack0.2700233
Insult0.047935467
Profanity0.024267852
Threat0.007832011
Severe Toxicity0.005455017
Low Tox 0.20195828 Constructive 0.611 Personal_Narrative
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
1:30 im in the United States and we have recently had a crackdown on non English speaking Indian truck drivers. I totally agree with this woman right down to not wanting to be interviewed!
1:30 im in the United States and we have recently had a crackdown on non English speaking Indian truck drivers. I totally agree with this woman right down to not wanting to be interviewed!
Identity Attack0.17381613
Insult0.04032305
Profanity0.027273865
Threat0.010680079
Severe Toxicity0.004787445
Low Tox 0.17458448 Constructive 0.751 Personal_Narrative
Feb 16, 2026 Inside Canada's Indian Invasion...
So many if the truck drivers do not have their lisence and it's all illegal.... Very dangerous..had many of them trash our lots bc they had zero clue what they were doing very scary that …
So many if the truck drivers do not have their lisence and it's all illegal.... Very dangerous..had many of them trash our lots bc they had zero clue what they were doing very scary that is on the roads 😢
Identity Attack0.0075845607
Insult0.09124154
Profanity0.028230323
Threat0.0076119336
Severe Toxicity0.0031280518
Low Tox 0.16678599 Constructive 0.712 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Im Canadian and this is truly getting a problem it smells like butter chicken everywhere they are taking all our jobs. The worst is most of them are truck drivers and have no experience driving …
Im Canadian and this is truly getting a problem it smells like butter chicken everywhere they are taking all our jobs. The worst is most of them are truck drivers and have no experience driving on the snowy mountains highways it's so dangerous to drive next to them. Thanks for shining a light on this.
Identity Attack0.031464707
Insult0.083359696
Profanity0.016547862
Threat0.006317357
Severe Toxicity0.002822876
Low Tox 0.15766735 Constructive 0.734 Fear_Threat
Jan 27, 2026 29 likes Inside Canada's Indian Invasion...
Please pin this comment Tyler, please go back and do a whole series about the Trucking Scandal 1. Please search the tragic Humboldt crash. The driver failed to read a stop sign 2. You actually …
Please pin this comment Tyler, please go back and do a whole series about the Trucking Scandal 1. Please search the tragic Humboldt crash. The driver failed to read a stop sign 2. You actually ended up speaking with a possible "mule" who again is there "temporarily" 3. Please look up the free documentary CBC put out in regards to the E Indian community "handing out" commercial driving licenses 4. Please search all the recent arrests inbound and outbound Detroit and Port Huron borders. 98% east Indian and the names are always written in the articles. These are facts 5. The "mules" get a slap on the wrist for the contraband and end up getting deported 6. The company starts the process again and claims they know nothing 7. Their company owners all drive exotic vehicles and fancy homes Please look into this, it's been happening for years and years
Identity Attack0.024198212
Insult0.071750276
Profanity0.024199532
Threat0.0101363575
Severe Toxicity0.0039863586
Low Tox 0.15103401 Constructive 0.747 Call_To_Action
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
indian guy: "truck driver" (insert Kitchen Nightmares horror screech sound effect here) also bike guy is a real one. 👍
indian guy: "truck driver" (insert Kitchen Nightmares horror screech sound effect here) also bike guy is a real one. 👍
Identity Attack0.07177465
Insult0.05964688
Profanity0.021740068
Threat0.009929225
Severe Toxicity0.004463196
Low Tox 0.1460314 Moderate Con 0.382
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada's Immigration Crisis: Prioritizing National Interests Over Uncontrolled Influx from India The Government of Canada must immediately pause all new immigration from India until systemic abuses are fixed. This is not xenophobia—it is evidence-based policy …
Canada's Immigration Crisis: Prioritizing National Interests Over Uncontrolled Influx from India The Government of Canada must immediately pause all new immigration from India until systemic abuses are fixed. This is not xenophobia—it is evidence-based policy to protect Canadian jobs, housing, healthcare, and social cohesion from documented exploitation. 1. Failure to Assimilate: Parallel Societies Indian newcomers are building insulated communities rather than integrating: Enrolling children in private ethnic schools that teach Punjabi/Gujarati/Hindi first, Canadian history second. Erecting religious/cultural statues (e.g., Sikh soldiers, Hindu deities) that symbolize India, not Canada. Hiring almost exclusively within their networks—creating ethnic enclaves in Brampton, Surrey, and Abbotsford. Result: Two-tier citizenship where one group opts out of shared Canadian identity. 2. Systematic Fraud & Loophole Exploitation IRCC data shows India as the #1 source of immigration fraud: Diploma mills: Over 100 Punjab-based “colleges” exist solely to sell student visas. Graduates demand PR after 6–12 months of attendance. Staffing note: Many of these fake schools hire only Indian instructors and administrators. Chain migration: One student sponsors parents → parents sponsor siblings → endless loop. Elderly parents (65+) arrive with zero tax history yet access free healthcare and OAS/GIS top-ups. Driver’s license fraud: Punjabi-language road tests in India allegedly purchased for $500–$1,000; new arrivals cause chaos on GTA roads. Leadership capture: IRCC Regional Director – Harpreet Kochhar Deputy Minister (Citizenship) – Pemi Gill Director of Fraud Detection – Aiesha Zafar → 79,000+ “lost” Indian files (2024 Auditor General report). Demand their removal for incompetence and conflict of interest. 3. Healthcare & Professional Capture: Profit-Driven Abuse Indian-trained professionals now dominate key sectors and prioritize their own community: Veterinarians & physicians: Order excessive tests (MRIs, blood panels, ultrasounds) on healthy pets/patients to inflate billings. Ontario Veterinary College audits (2023) show Indian-owned clinics average 3.2× more procedures per visit than Canadian peers. Hospital wait-list manipulation: Indian-descended administrators in GTA hospitals (e.g., Brampton Civic, William Osler) fast-track Indian patients via “family referrals,” pushing Canadians to 12–18 month delays for knee/hip replacements. Pharmacy chains: Indian-owned Shoppers Drug Mart franchises in Peel Region refuse to hire non-Indian pharmacists; staff counsel Indian patients to stockpile free meds under Trillium Drug Program. Result: Canadians pay taxes for a system that now serves insiders first. 4. Housing & Resource Monopoly Real-estate bidding rings: Indian investor groups (often 8–12 families pooling funds) outbid Canadian first-time buyers by 20–40 % in Brampton, Mississauga, and Surrey. CMHC data (2024): 62 % of multiple-offer wins in these cities involve Indian surnames. Illegal basement suites: 40,000+ unpermitted units in Peel Region—90 %+ rented exclusively to Indian students/newcomers, bypassing fire codes and municipal taxes. Food-bank abuse: Brampton food banks report 75 % of users are Indian international students with $60 k tuition-paid status—yet eligible for free groceries while Canadian seniors are turned away. 5. Unsustainable Strain on Resources Birth rates: Indian-Canadian fertility ~2.8 vs national 1.4 (StatsCan 2023). Strategic demographic expansion drains schools, maternity wards, and child-tax benefits. Job displacement: Nepotism in trucking, security, and hospitality pushes Canadian-born workers aside. Example: Tim Hortons franchises in Peel Region—90 % Indian staff, zero ads on Indeed. Welfare despite employment: PGWP holders earn $18–22/hr in cash-heavy roles yet qualify for GST/HST credits and Ontario Trillium Benefit. 6. Imported Crime & Work Ethic Issues Gang violence: Brampton/Surrey now rival Toronto for Indo-Canadian gang shootings (Peel Police 2024). Fraud rings: $2 B+ in CESTB/CEBA scams traced to Punjab call centres. Workplace corners-cutting: Health Canada inspections cite Indian-owned pharmacies for fake prescriptions; MTO flags Indian-heavy trucking firms for log-book fraud. Immediate Policy Demands 180-day moratorium on all Indian visas (study, work, visitor). Close 150+ diploma mills; revoke licences of agents in Punjab/Chandigarh. End parental sponsorship for anyone over 55 with <10 years Canadian tax residency. Mandate public-school enrollment for all PR children; no public funding for ethnic private schools. Fire & replace Kochhar, Gill, Zafar—appoint independent auditors. PR points overhaul: Minimum 5 years continuous skilled work + CLB 9 English + clean police record. Healthcare audit: Cap billing per patient; random audits of Indian-owned clinics/hospitals. Housing registry: Ban cash offers >10 % above asking; require proof of 5-year Canadian income for multiple-property purchases. Canadians citizens who contributed and work hard to built this country must be prioritize. Full stop! The evidence is public, parliamentary, and police-reported. Ignore the “racism” label—protect the country before these Indians takeover completely takes over Canada.
Identity Attack0.10699738
Insult0.037980765
Profanity0.014225035
Threat0.008272167
Severe Toxicity0.0035095215
Low Tox 0.12520397 Constructive 0.581
Oct 29, 2025 Why Canadians Are Turning Against …
I work in logistics here in the U.S. and 75% of all semi truck drivers are all from other countries but they go to Canada to get their licenses then come to the U.S. and …
I work in logistics here in the U.S. and 75% of all semi truck drivers are all from other countries but they go to Canada to get their licenses then come to the U.S. and it’s so easy for them. Then they cannot read or speak English and they are hauling 80k lbs death machines
Identity Attack0.039714564
Insult0.032248367
Profanity0.015830519
Threat0.021645326
Severe Toxicity0.0037384033
Low Tox 0.112436704 Moderate Con 0.426 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Tim Uppal, as a Member of Parliament and Parliamentary Secretary to the Minister of Citizenship, Immigration, and Multiculturalism in 2010, announced a new initiative called the Student Partners Program (SPP) that resulted in a significant …
Tim Uppal, as a Member of Parliament and Parliamentary Secretary to the Minister of Citizenship, Immigration, and Multiculturalism in 2010, announced a new initiative called the Student Partners Program (SPP) that resulted in a significant increase in the approval rate of visas for students from India. This turned out to be scam, students did not come to study and go back, it was a backdoor for PR. In addition, a number of Indian students on student visas have committed crimes such as extortion, drug trafficking and killed people on highways as unqualified truck drivers. Lastly, they majority of them lack of consideration for others may it be economically or socially.
Identity Attack0.05976611
Insult0.053205602
Profanity0.02474608
Threat0.0116639575
Severe Toxicity0.0032615662
Low Tox 0.10696511 Constructive 0.552 Unverified_Claim
Jan 20, 2026 2 likes 2.9 million Canadian temporary visas …
Punjab the red neck state of India. In India they are truck drivers and in the west they are truck drivers. Great progression.
Punjab the red neck state of India. In India they are truck drivers and in the west they are truck drivers. Great progression.
Identity Attack0.057037655
Insult0.030375287
Profanity0.017436003
Threat0.007586042
Severe Toxicity0.0028800964
Low Tox 0.0926474 Moderate Con 0.378 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
A lot of Indian truck drivers that are making way too many lane changes for an 18 wheeler on the highway too.... Very aggressive driving. I see it all the time on my work commute …
A lot of Indian truck drivers that are making way too many lane changes for an 18 wheeler on the highway too.... Very aggressive driving. I see it all the time on my work commute on highway 1.
Identity Attack0.06613251
Insult0.024511116
Profanity0.012961143
Threat0.007301235
Severe Toxicity0.002155304
Low Tox 0.091913216 Constructive 0.529 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I’m a truck driver and i can’t stand going there!
I’m a truck driver and i can’t stand going there!
Identity Attack0.0051427023
Insult0.020256994
Profanity0.021603432
Threat0.009204263
Severe Toxicity0.002298355
Low Tox 0.08241652 Moderate Con 0.461 Personal_Narrative
Jan 27, 2026 28 likes Inside Canada's Indian Invasion...
The truck drivers. Just handing out az licences. The Tim hortons debacle. I think it’s a beautiful culture historically. I have made many East Indian and other immigrant friends in my 53 years. It’s some …
The truck drivers. Just handing out az licences. The Tim hortons debacle. I think it’s a beautiful culture historically. I have made many East Indian and other immigrant friends in my 53 years. It’s some of the new immigrants policies that are causing issues. At the end of the day I welcome all who come here legally and with good intentions.
Identity Attack0.04023018
Insult0.01767874
Profanity0.011253181
Threat0.0065697995
Severe Toxicity0.0014209747
Low Tox 0.05651112 Constructive 0.771
Oct 6, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
HANDING OUT TRUCK DRIVER LICENSES AND RISKING ALL OF OUR LIVES ON THE ROADS
HANDING OUT TRUCK DRIVER LICENSES AND RISKING ALL OF OUR LIVES ON THE ROADS
Identity Attack0.0021088778
Insult0.011008898
Profanity0.011628932
Threat0.018537397
Severe Toxicity0.0023651123
Low Tox 0.049336795 Low Con 0.221 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
They drive as truck drivers with no experience… And you have to consider espionage... A STUDENT has no emotional attachment to a foreign country... and as a driver, he can enter anywhere.
They drive as truck drivers with no experience… And you have to consider espionage... A STUDENT has no emotional attachment to a foreign country... and as a driver, he can enter anywhere.
Identity Attack0.008546505
Insult0.022384055
Profanity0.010518758
Threat0.006246155
Severe Toxicity0.00092983246
Low Tox 0.045131154 Low Con 0.19 Fear_Threat
Sep 29, 2025 2 likes IRCC Names India in Study …
Thank-you Tyler as a Canadian this is a real problem do one of their truck drivers next.
Thank-you Tyler as a Canadian this is a real problem do one of their truck drivers next.
Identity Attack0.01766643
Insult0.018838953
Profanity0.009451281
Threat0.006809296
Severe Toxicity0.0013065338
Low Tox 0.044636376 Constructive 0.576 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
They got a lot of truck driver hats on
They got a lot of truck driver hats on
Identity Attack0.0076955543
Insult0.017356457
Profanity0.018187506
Threat0.008362788
Severe Toxicity0.0018310547
Low Tox 0.04216247 Low Con 0.251 Humor_Satire
Nov 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Everybody know why , they working for gov. and don't know why and where they are? They are everywhere! From coffee shop to truck drivers…
Everybody know why , they working for gov. and don't know why and where they are? They are everywhere! From coffee shop to truck drivers…
Identity Attack0.0028673338
Insult0.019225692
Profanity0.010706633
Threat0.005854546
Severe Toxicity0.00074386597
Low Tox 0.035220183 Moderate Con 0.308 Unverified_Claim
Sep 30, 2025 1 likes IRCC Names India in Study …

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.