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Canadian Immigration Dashboard [ CID ]
Civility Analysis

Discourse Quality

Toxicity and constructive discourse scores from Google's Perspective API (via Communalytic).

Comments Scored
55,769
Embeddings
55,418
Avg Toxicity
0.2446
Avg Constructive
0.4192
Highly Toxic (>0.5)
7,830
14.0% of scored

Toxicity Breakdown by Video (Top 10)

Average toxicity scores across comments on each video — bars show how commenters' language scores on each toxicity dimension.

Constructive vs Toxic

Each point is a comment. X-axis = toxicity, Y-axis = average constructive score (affinity, compassion, curiosity, nuance, personal story, reasoning, respect).

27,099
Constructive & Civil
2,759
Passionate but Toxic
19,440
Neutral / Low Signal
4,931
Purely Toxic

Based on 54,229 comments with both toxicity and constructive scores.

Toxicity & Constructiveness Over Time

Monthly average toxicity vs constructive scores — track how discourse quality shifts around key events.

Discourse Quality Score by Video (Top 10)

Composite score = avg constructive - avg toxicity, computed from comment-level Perspective API scores. Green bars = net constructive discourse; red bars = net toxic discourse.

Discourse Quality Score by Channel (Top 10)

Same composite score aggregated by channel — based on comment toxicity/constructiveness scores, not the channel's own content. Which channels' comment sections foster constructive vs toxic discussion?

{# 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.

Search & Filter

Search comment text, filter by category or toxicity level
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
30,738 comments · Page 159 of 1230
Buddy on the bike is a horrible human being. Brutally honest in expressing his views, but a horrible person fr. But, he admitted to being hella racist, so at at least he’s self aware.
Buddy on the bike is a horrible human being. Brutally honest in expressing his views, but a horrible person fr. But, he admitted to being hella racist, so at at least he’s self aware.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.14661247
Insult0.6051471
Profanity0.20483992
Threat0.011430934
Severe Toxicity0.023076924
Moderate 0.53579444 Moderate Con 0.471 Insult Meta_Commentary
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
wtf is this racism in the comments section
wtf is this racism in the comments section
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.19100772
Insult0.24928534
Profanity0.5365423
Threat0.010162249
Severe Toxicity0.04397394
Moderate 0.53579444 Moderate Con 0.326 Meta_Commentary
Oct 26, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians are still way better than radical islamists and africans who have zombified Europe!
Indians are still way better than radical islamists and africans who have zombified Europe!
Inside Canada's Indian Invasion... · 25: Cluster #24
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.4339631
Profanity0.22602804
Threat0.054624002
Severe Toxicity0.07805709
Moderate 0.53579444 Low Con 0.149 Identity Attack Fear_Threat
Feb 15, 2026 Inside Canada's Indian Invasion...
Pay no taxes really , like white Canadians are the one who are lazy , do no work pay no taxes live on government money which is our taxes paid !!!
Pay no taxes really , like white Canadians are the one who are lazy , do no work pay no taxes live on government money which is our taxes paid !!!
Inside Canada's Indian Metropolis (Brampton) · 71: Cluster #70
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.5129801
Profanity0.070942834
Threat0.009178371
Severe Toxicity0.023076924
Moderate 0.53579444 Low Con 0.241 Identity Attack Insult
Oct 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Mark Carney is systematically destroying our economy and bankrupting Canada. He is doing it for Enrichment of himself and his Globalist Billionaire Buddies. This evil little traitor must be imprisoned for fraud ASAP.
Mark Carney is systematically destroying our economy and bankrupting Canada. He is doing it for Enrichment of himself and his Globalist Billionaire Buddies. This evil little traitor must be imprisoned for fraud ASAP.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.027413858
Insult0.6099415
Profanity0.07999486
Threat0.13633445
Severe Toxicity0.019611536
Moderate 0.53579444 Low Con 0.238 Insult
Sep 30, 2025 1 likes IRCC Names India in Study …
Drake Indian not black ... Indians think they're blacks 😂
Drake Indian not black ... Indians think they're blacks 😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.37392882
Profanity0.2395431
Threat0.013113883
Severe Toxicity0.067522444
Moderate 0.53579444 Low Con 0.2 Identity Attack Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
The only losers are the native (The True Canadians) who lost their native land and now those "immigrants" are having problems with other "immigrants".
The only losers are the native (The True Canadians) who lost their native land and now those "immigrants" are having problems with other "immigrants".
Quebec Ends Economic Immigration Program | Your Morning · 122: Cluster #121
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.5678696
Profanity0.066963166
Threat0.0076766624
Severe Toxicity0.019740647
Moderate 0.53579444 Low Con 0.296 Insult
Nov 22, 2025 Quebec Ends Economic Immigration Program …
"I really don't give a sh** anymore"....man i feel that here in the US with everything
"I really don't give a sh** anymore"....man i feel that here in the US with everything
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.048995655
Insult0.3388922
Profanity0.596623
Threat0.009204263
Severe Toxicity0.024350211
Moderate 0.53579444 Moderate Con 0.415
Oct 12, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians are not dirty and we don't eat poop there is just western media brainwashing you guys
Indians are not dirty and we don't eat poop there is just western media brainwashing you guys
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.40713623
Insult0.47020787
Profanity0.4370703
Threat0.01508414
Severe Toxicity0.049354076
Moderate 0.53579444 Low Con 0.197 Identity_Assertion
Feb 5, 2026 5 likes Inside Canada's Indian Invasion...
That giant ugly statue of a pagan god in my country makes me physically ill 😒
That giant ugly statue of a pagan god in my country makes me physically ill 😒
Inside Canada's Indian Invasion... · 26: Cluster #25
Close reading → Discourse → Video sentiment →
Identity Attack0.40255263
Insult0.4196762
Profanity0.33453682
Threat0.05171447
Severe Toxicity0.05473421
Moderate 0.53579444 Moderate Con 0.302 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Only let them in with an american paid and supervised Vasectomy!!! They screwed themselves off they're own Continent!, same with the Chynese!!! 🇺🇸🇺🇸🇺🇸
Only let them in with an american paid and supervised Vasectomy!!! They screwed themselves off they're own Continent!, same with the Chynese!!! 🇺🇸🇺🇸🇺🇸
Inside Canada's Indian Invasion... · 43: Cluster #42
Close reading → Discourse → Video sentiment →
Identity Attack0.50125694
Insult0.4718924
Profanity0.37923992
Threat0.085497424
Severe Toxicity0.16960317
Moderate 0.53579444 Low Con 0.252 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Diab is Lebanese first, Canadian second. She is a good example of a fools cabinet, DEI hire. Get the liberals out, fast
Diab is Lebanese first, Canadian second. She is a good example of a fools cabinet, DEI hire. Get the liberals out, fast
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 34: Cluster #33
Close reading → Discourse → Video sentiment →
Identity Attack0.17536941
Insult0.6099415
Profanity0.12639372
Threat0.011741633
Severe Toxicity0.017674843
Moderate 0.53579444 Low Con 0.107 Insult Identity_Assertion
Mar 3, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Am sick and disgusted to the bone how Trudeau bring the wrong people into the country. So many are crooked, racist, corrupt, moved among their own and only support their own people. This is not …
Am sick and disgusted to the bone how Trudeau bring the wrong people into the country. So many are crooked, racist, corrupt, moved among their own and only support their own people. This is not the Canada we use to know.
Why Canadians Are Turning Against Immigrants. · 27: Cluster #26
Close reading → Video sentiment →
Identity Attack0.33675182
Insult0.5739874
Profanity0.075792134
Threat0.008531082
Severe Toxicity0.022452017
Moderate 0.53579444 Moderate Con 0.392 Insult
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
The only losers are the native (The True Canadians) who lost their native land and now those "immigrants" are having problems with other "immigrants".
The only losers are the native (The True Canadians) who lost their native land and now those "immigrants" are having problems with other "immigrants".
Quebec Ends Economic Immigration Program | Your Morning · 122: Cluster #121
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.5678696
Profanity0.066963166
Threat0.0076766624
Severe Toxicity0.019740647
Moderate 0.53579444 Low Con 0.296 Insult
Nov 22, 2025 Quebec Ends Economic Immigration Program …
The Truth is: "PEOPLE ARE HYPOCRITE". People have double standards. People live in cognitive dissonance. "I came from Portugal or Poland but I don't like the new immigrants" isn't this funny. Canada has a short …
The Truth is: "PEOPLE ARE HYPOCRITE". People have double standards. People live in cognitive dissonance. "I came from Portugal or Poland but I don't like the new immigrants" isn't this funny. Canada has a short history, it was founded a couple of centuries ago, in that sense, every Canadian was an immigrant at some point. For them, the white people, the problem is not immigration, but the brown people. "We hindus don't say Christianity or islam is bad" liar......here in india majority of hindus hate muslims to their core, hindus don't like sikhs, they dont like Christians, hindus don't even like fellow hindus, that are so-called lower caste. And here in punjab some portion of punjabis are furious about the migration of workers, labourers that come from UP & Bihar provinces. In their mind, the migration is an existential threat to the punjabi identity and community. But those hypocrites don't think like that when they move to abroad.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.56997263
Profanity0.1067334
Threat0.00899713
Severe Toxicity0.023076924
Moderate 0.53579444 Constructive 0.545 Insult
Oct 10, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Blame Prime Minister of India, Nerander Modi and his party for sending millions of Hindus to the western nations in the name of students. All students from India are fake. They are in West to …
Blame Prime Minister of India, Nerander Modi and his party for sending millions of Hindus to the western nations in the name of students. All students from India are fake. They are in West to introduce HINDUTVA, HINDU IDEOLOGY AND RACISM.
· 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.35828567
Insult0.2358914
Profanity0.00027664463
Threat0.0006763777
Severe Toxicity0.000013947454
Moderate 0.5330114 Unverified_Claim
Apr 15, 2025
I hope they deport government officials that ant indigenous to the land and all them greedy white privileged government officials that stealing indigenous peoples land I hope everyone of them gets vasia revoked all punjab …
I hope they deport government officials that ant indigenous to the land and all them greedy white privileged government officials that stealing indigenous peoples land I hope everyone of them gets vasia revoked all punjab immigration
· 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.38381913
Insult0.05766874
Profanity0.0004221033
Threat0.020270811
Severe Toxicity0.00013786586
Moderate 0.52929455
Apr 17, 2025
I see them and I feel puking.... Germany is so full of them too, is a plague.....
I see them and I feel puking.... Germany is so full of them too, is a plague.....
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46614665
Insult0.4794537
Profanity0.36230123
Threat0.04201601
Severe Toxicity0.104393706
Moderate 0.52811706 Moderate Con 0.4 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Sssh! It's a secret. Don't tell anyone.. 😂 Indians may lack civic sense. Why don't you look at the Mueslim only towns and cities? They are worse. They want to take over your country and …
Sssh! It's a secret. Don't tell anyone.. 😂 Indians may lack civic sense. Why don't you look at the Mueslim only towns and cities? They are worse. They want to take over your country and install sharia law and justice
Inside Canada's Indian Invasion... · 25: Cluster #24
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.40243408
Profanity0.20916378
Threat0.02371728
Severe Toxicity0.072789766
Moderate 0.52811706 Moderate Con 0.364 Identity Attack Fear_Threat
Feb 16, 2026 1 likes Inside Canada's Indian Invasion...
KKKanada wants to send people back, lets start by sending the white settlers back to where they came from, including this white colonial bitch. Wanna criminalize migration, let's start by giving back all the stolen …
KKKanada wants to send people back, lets start by sending the white settlers back to where they came from, including this white colonial bitch. Wanna criminalize migration, let's start by giving back all the stolen resources and knowledge to the indigenous people of not only this stolen land but what Imperial powers, like the British crown took and continues to take from country like India. It is amazing how quick people are to blame individuals but forget that Europe, Canada and US stole more than half of the world's resources, peoples and knowledge. There is a reason why resources, knowledge and wealth are accumulated in the West. Want to stop people from coming in? GIVE OUR DAMN RESOURCES, LAND AND KNOWLEDGE BACK.
IRCC Names India in Study Permit Fraud | … · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.5177041
Profanity0.39409557
Threat0.060119797
Severe Toxicity0.16960317
Moderate 0.52811706 Moderate Con 0.425 Identity Attack Insult Moral_Argument
Sep 30, 2025 IRCC Names India in Study …
Central New Jersey, same thing. The amount of Indian grocery stores and restaurants are ridiculous.
Central New Jersey, same thing. The amount of Indian grocery stores and restaurants are ridiculous.
Inside Canada's Indian Invasion... · 20: Cluster #19
Close reading → Discourse → Video sentiment →
Identity Attack0.49032792
Insult0.5177041
Profanity0.21024476
Threat0.008065036
Severe Toxicity0.020515325
Moderate 0.52811706 Moderate Con 0.417 Insult Personal_Narrative
Feb 22, 2026 Inside Canada's Indian Invasion...
INDIAN THE WORST DRIVER
INDIAN THE WORST DRIVER
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.46625584
Profanity0.25001678
Threat0.013631714
Severe Toxicity0.1465323
Moderate 0.52811706 Low Con 0.153 Identity Attack Identity_Assertion
Feb 22, 2026 Inside Canada's Indian Invasion...
FRAUD = INDIA
FRAUD = INDIA
IRCC Names India in Study Permit Fraud | … · 44: Cluster #43
Close reading → Video sentiment →
Identity Attack0.57150364
Insult0.4794537
Profanity0.22673377
Threat0.029587816
Severe Toxicity0.23225145
Moderate 0.52811706 Low Con 0.234 Identity Attack
Nov 5, 2025 IRCC Names India in Study …
Went camping. 2 Indian families set up next to us. Kept everyone awake for 2 nights. Talking partying laughing. Quiet time is 11 PM. The 2nd night. I lost it. Pointed my flashlight at them. …
Went camping. 2 Indian families set up next to us. Kept everyone awake for 2 nights. Talking partying laughing. Quiet time is 11 PM. The 2nd night. I lost it. Pointed my flashlight at them. Told them it was 2AM in the morning and people want to sleep. This is the second night. Your a bunch of ignorant bastards. Complete silence after that as they slinked to their tents. Still awake it’s too late. I felt like making all kinds of noise after that but I’m better then that
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.30103904
Insult0.5678696
Profanity0.45190978
Threat0.034422375
Severe Toxicity0.038593806
Moderate 0.52811706 Constructive 0.521 Insult Personal_Narrative
Aug 27, 2025 3 likes Why Canadians Are Turning Against …
Thanks tyler for helping to raise awareness of this issue - indians immigrants have ruined canada!
Thanks tyler for helping to raise awareness of this issue - indians immigrants have ruined canada!
Inside Canada's Indian Invasion... · 276: Cluster #275
Close reading → Discourse → Video sentiment →
Identity Attack0.6320481
Insult0.43158367
Profanity0.089370176
Threat0.017328756
Severe Toxicity0.023974609
Moderate 0.52811706 Moderate Con 0.385 Identity Attack Identity_Assertion
Feb 25, 2026 Inside Canada's Indian Invasion...
Data source: comment_perspective_scores (Google Perspective API via Communalytic) · Scores are probability values (0-1) indicating how likely a reader would perceive the interaction as toxic or constructive.