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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
Active: Tox: 0.5 – 1 4,704 comments · Page 160 of 189
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...
2:17 im not racist im truly not........but something has shifted in canada.......and its because its all the brown peoples fault. oh ffs
2:17 im not racist im truly not........but something has shifted in canada.......and its because its all the brown peoples fault. oh ffs
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.36798462
Profanity0.25001678
Threat0.023371955
Severe Toxicity0.042180564
Moderate 0.52811706 Moderate Con 0.321 Identity Attack Identity_Assertion
Dec 7, 2025 Why Canadians Are Turning Against …
Madness... who are these people in charge. Traitors
Madness... who are these people in charge. Traitors
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.027614836
Insult0.5935568
Profanity0.12815644
Threat0.010395273
Severe Toxicity0.015609037
Moderate 0.52811706 Low Con 0.182 Insult Policy_Critique
Oct 1, 2025 IRCC Names India in Study …
Damn if i knew you were in the gta i would came by and said hi
Damn if i knew you were in the gta i would came by and said hi
Inside Canada's Indian Invasion... · 117: Cluster #116
Close reading → Discourse → Video sentiment →
Identity Attack0.025203101
Insult0.24835461
Profanity0.6242122
Threat0.012233571
Severe Toxicity0.02420936
Moderate 0.52811706 Moderate Con 0.389 Meta_Commentary
Feb 27, 2026 Inside Canada's Indian Invasion...
This was a pre racist video not gonna lie lmao, ppl are punjabi, and you keep acting like they hindus brining up hindu gods, when literally no one he interviewed was a hindu, all were …
This was a pre racist video not gonna lie lmao, ppl are punjabi, and you keep acting like they hindus brining up hindu gods, when literally no one he interviewed was a hindu, all were punjabi and punjabis dont like hindus, punjabis are different just dont trust the punjabi students lol
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5108175
Insult0.3393024
Profanity0.22643133
Threat0.038220957
Severe Toxicity0.101760045
Moderate 0.52811706 Moderate Con 0.48 Identity Attack Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
These bloody Punjabis' behaviour is reflecting upon all Indians as a group. Even in new zealand it's always Punjabis who are the troublemakers, and it leads to people hating all Indians.
These bloody Punjabis' behaviour is reflecting upon all Indians as a group. Even in new zealand it's always Punjabis who are the troublemakers, and it leads to people hating all Indians.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.56445944
Insult0.5130944
Profanity0.32658687
Threat0.11002964
Severe Toxicity0.16960317
Moderate 0.52811706 Constructive 0.507 Identity Attack Insult Identity_Assertion
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
INDIANS ARE 10 TIMES BETTER THAN THE RACIST ISLAMISTS❤️ RUSSIA 🇷🇺 N INDIA 🇮🇳 ARE CLOSE FRIENDS
INDIANS ARE 10 TIMES BETTER THAN THE RACIST ISLAMISTS❤️ RUSSIA 🇷🇺 N INDIA 🇮🇳 ARE CLOSE FRIENDS
Inside Canada's Indian Invasion... · 34: Cluster #33
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.4196762
Profanity0.2258264
Threat0.03856628
Severe Toxicity0.16233426
Moderate 0.52811706 Moderate Con 0.387 Identity Attack Identity_Assertion
Feb 28, 2026 3 likes Inside Canada's Indian Invasion...
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 …
I don't like canada I don't like india I don't like africa I don't like america I don't like europe the world 🌎 has become chaos hate friction tension stress violence crime murder church mosq …
I don't like canada I don't like india I don't like africa I don't like america I don't like europe the world 🌎 has become chaos hate friction tension stress violence crime murder church mosq gurudwar synagogue temple none are safe
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.3470427
Profanity0.12639372
Threat0.1348172
Severe Toxicity0.16960317
Moderate 0.52811706 Moderate Con 0.365 Identity Attack Fear_Threat
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
Sikhs are nice ones least it's not muslims
Sikhs are nice ones least it's not muslims
Inside Canada's Indian Invasion... · 22: Cluster #21
Close reading → Discourse → Video sentiment →
Identity Attack0.6227552
Insult0.3393024
Profanity0.20262444
Threat0.030623792
Severe Toxicity0.16960317
Moderate 0.52811706 Moderate Con 0.415 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
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...
Why the hell do you give visa ?
Why the hell do you give visa ?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.054763943
Insult0.28997475
Profanity0.5013569
Threat0.0103175985
Severe Toxicity0.02453801
Moderate 0.52811706 Low Con 0.259 Question
Feb 16, 2026 7 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 …
Deport all Punjabi Indians and white peoples send them to Ukraine. Fight for ur citizenship.
Deport all Punjabi Indians and white peoples send them to Ukraine. Fight for ur citizenship.
Inside Canada's Indian Invasion... · 77: Cluster #76
Close reading → Video sentiment →
Identity Attack0.6220118
Insult0.36798462
Profanity0.20016506
Threat0.34552678
Severe Toxicity0.16960317
Moderate 0.52811706 Low Con 0.286 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
Utterly disgusting. Canadian government needs to deport all recent indian arrivals. Most are here via scams. We can't have immigration coming from just one place in massive numbers. You are supplanting Canada as a nation …
Utterly disgusting. Canadian government needs to deport all recent indian arrivals. Most are here via scams. We can't have immigration coming from just one place in massive numbers. You are supplanting Canada as a nation and making it a new "India".
Inside Canada's Indian Metropolis (Brampton) · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.5504064
Insult0.5130944
Profanity0.09389619
Threat0.020609349
Severe Toxicity0.023082556
Moderate 0.52811706 Moderate Con 0.458 Identity Attack Insult Unverified_Claim
Oct 1, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
11:00 Tyler: "I am freezing my a** out here!!!"
11:00 Tyler: "I am freezing my a** out here!!!"
Inside Canada's Indian Invasion... · 182: Cluster #181
Close reading → Discourse → Video sentiment →
Identity Attack0.012641981
Insult0.26957804
Profanity0.55356324
Threat0.01508414
Severe Toxicity0.024350211
Moderate 0.52811706 Moderate Con 0.384 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
The Indians that came to Canada in the 80s / 90s were decent people that wanted to fit in. The ones that are coming now want to take over and literally s**t on Canada and …
The Indians that came to Canada in the 80s / 90s were decent people that wanted to fit in. The ones that are coming now want to take over and literally s**t on Canada and its culture.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.4596616
Profanity0.48510036
Threat0.02371728
Severe Toxicity0.07542343
Moderate 0.52811706 Moderate Con 0.399 Identity_Assertion
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
damn should have went all the way and see what happened lol. sketchy af
damn should have went all the way and see what happened lol. sketchy af
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.014752249
Insult0.20434737
Profanity0.6242122
Threat0.020782012
Severe Toxicity0.02458496
Moderate 0.52811706 Moderate Con 0.352 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro I want to see you try and get smuggled
Bro I want to see you try and get smuggled
Inside Canada's Indian Invasion... · 40: Cluster #39
Close reading → Discourse → Video sentiment →
Identity Attack0.052490227
Insult0.27969417
Profanity0.2761231
Threat0.52547425
Severe Toxicity0.112294696
Moderate 0.52811706 Moderate Con 0.339 Threat Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The absolute trash journalism compared to Argentina is abismal. No critical analysis, just reading a teleprompter. You vote what you know. This country is doomed
The absolute trash journalism compared to Argentina is abismal. No critical analysis, just reading a teleprompter. You vote what you know. This country is doomed
Canada’s new rules in 2026 · 29: Cluster #28
Close reading → Video sentiment →
Identity Attack0.41975367
Insult0.5393265
Profanity0.22429734
Threat0.008077981
Severe Toxicity0.023076924
Moderate 0.52811706 Low Con 0.234 Insult
Jan 13, 2026 Canada’s new rules in 2026
Gtfo of canada illegals
Gtfo of canada illegals
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.4986907
Profanity0.37854016
Threat0.012285355
Severe Toxicity0.12282934
Moderate 0.52811706 Low Con 0.252 Identity Attack Call_To_Action
Jan 29, 2026 Inside Canada's Indian Invasion...
I laughed so hard when he said only few white trash that left! Made me laugh and sad at the same time. No one should feel like that specially from the place they call home …
I laughed so hard when he said only few white trash that left! Made me laugh and sad at the same time. No one should feel like that specially from the place they call home 😢
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.53446084
Insult0.5130944
Profanity0.2659699
Threat0.011638066
Severe Toxicity0.02458496
Moderate 0.52811706 Constructive 0.562 Identity Attack Insult Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
The bad drivers are definitely Indian. Just look back how they drive at home. Terrible
The bad drivers are definitely Indian. Just look back how they drive at home. Terrible
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.57554024
Insult0.45135358
Profanity0.17055123
Threat0.013476364
Severe Toxicity0.024866661
Moderate 0.52811706 Low Con 0.263 Identity Attack Unverified_Claim
Feb 19, 2026 Inside Canada's Indian Invasion...
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...
False narratives on so many levels on this posting. Racist. You don't "jump the border". I guess white immigrants are OK for caucasian racists? Don't pay taxes? Nonsense.
False narratives on so many levels on this posting. Racist. You don't "jump the border". I guess white immigrants are OK for caucasian racists? Don't pay taxes? Nonsense.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55011386
Insult0.48627716
Profanity0.09518933
Threat0.0089712385
Severe Toxicity0.023076924
Moderate 0.52811706 Moderate Con 0.408 Identity Attack Moral_Argument
Oct 6, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
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.