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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 159 of 189
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 …
They smell, their dirty, 20 of them living inside a small apartment which attracts bugs. Deport, deport, deport.
They smell, their dirty, 20 of them living inside a small apartment which attracts bugs. Deport, deport, deport.
Why Canadians Are Turning Against Immigrants. · 11: Cluster #10
Close reading → Video sentiment →
Identity Attack0.24462871
Insult0.5393265
Profanity0.15812257
Threat0.06238277
Severe Toxicity0.02378681
Moderate 0.53579444 Moderate Con 0.378 Insult
Aug 28, 2025 Why Canadians Are Turning Against …
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 …
Liberals are criminals. This ,government people, must be arrested immediately, for TREASON. Period.
Liberals are criminals. This ,government people, must be arrested immediately, for TREASON. Period.
IRCC Names India in Study Permit Fraud | … · 23: Cluster #22
Close reading → Video sentiment →
Identity Attack0.40158966
Insult0.5543018
Profanity0.15019037
Threat0.13815513
Severe Toxicity0.02373986
Moderate 0.53579444 Low Con 0.101 Insult
Oct 1, 2025 IRCC Names India in Study …
This is all of the Liberals fault an no one else WTF
This is all of the Liberals fault an no one else WTF
IRCC Names India in Study Permit Fraud | … · 23: Cluster #22
Close reading → Video sentiment →
Identity Attack0.2781757
Insult0.37392882
Profanity0.4798129
Threat0.010705971
Severe Toxicity0.024631912
Moderate 0.53579444 Low Con 0.211
Sep 29, 2025 IRCC Names India in Study …
Indian truck drivers on Highway 401 cause truck accidents every day because of these Mongolians.
Indian truck drivers on Highway 401 cause truck accidents every day because of these Mongolians.
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.60238177
Insult0.45135358
Profanity0.257327
Threat0.055917133
Severe Toxicity0.16960317
Moderate 0.53579444 Low Con 0.285 Identity Attack Unverified_Claim
Feb 21, 2026 Inside Canada's Indian Invasion...
Elbows Down Asses Up!!! Get ready cuz you’re going to get… 😅
Elbows Down Asses Up!!! Get ready cuz you’re going to get… 😅
New rules, regulations take effect across Canada · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.018168874
Insult0.19734058
Profanity0.47191826
Threat0.0824309
Severe Toxicity0.04397394
Moderate 0.53579444 Low Con 0.228
Jan 3, 2026 New rules, regulations take effect …
"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)
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
Profanity0.06646215
Threat0.007624879
Severe Toxicity0.01935331
Moderate 0.53579444 Low Con 0.296 Insult
Nov 22, 2025 1 likes Quebec Ends Economic Immigration Program …
This video should be titled exposing racists, especially fatty on his scooter
This video should be titled exposing racists, especially fatty on his scooter
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.46923602
Profanity0.26555094
Threat0.047835086
Severe Toxicity0.042180564
Moderate 0.53579444 Low Con 0.198 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
If you have a problem with any culture coming to canada and living here; go home. We were built on diversity. We stole this land with the blood of the indigenous. The only ones who …
If you have a problem with any culture coming to canada and living here; go home. We were built on diversity. We stole this land with the blood of the indigenous. The only ones who deserve this land are the ones who died for it and are kept on reserves. Nothing but racists in these comments. Yall attitudes are dirty.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.29798782
Insult0.5678696
Profanity0.06495911
Threat0.03407705
Severe Toxicity0.022322904
Moderate 0.53579444 Moderate Con 0.411 Insult Moral_Argument
Feb 27, 2026 3 likes Inside Canada's Indian Invasion...
scum
scum
Inside Canada's Indian Invasion... · 230: Cluster #229
Close reading → Video sentiment →
Identity Attack0.052944973
Insult0.5130944
Profanity0.41031027
Threat0.008505191
Severe Toxicity0.023317307
Moderate 0.53579444 Moderate Con 0.45 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
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...
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 …
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
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...
Yall are jsut racist. I have a friend who wroks at timmies w indians and the customers r racist asf even tho the customers r wrong
Yall are jsut racist. I have a friend who wroks at timmies w indians and the customers r racist asf even tho the customers r wrong
Inside Canada's Indian Invasion... · 87: Cluster #86
Close reading → Discourse → Video sentiment →
Identity Attack0.45610145
Insult0.4596616
Profanity0.3158166
Threat0.012906751
Severe Toxicity0.06101104
Moderate 0.52811706 Moderate Con 0.49 Moral_Argument
Feb 11, 2026 Inside Canada's Indian Invasion...
As an Indian, i should say that the Canadian politicians are brain dead or something. Over immigration will ruin any country. This is isn't any positive to Indian interest either. The Panjabi population in Canada …
As an Indian, i should say that the Canadian politicians are brain dead or something. Over immigration will ruin any country. This is isn't any positive to Indian interest either. The Panjabi population in Canada is an influential vote bank there and as a result Canada become a safe heaven for Sikh criminals and Khalistan terrorist groups.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5124616
Insult0.54525656
Profanity0.16217725
Threat0.038911607
Severe Toxicity0.02402156
Moderate 0.52811706 Moderate Con 0.498 Identity Attack Insult Policy_Critique
Feb 27, 2026 4 likes Inside Canada's Indian Invasion...
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 …
Guy from Polan telling other immigrants they are freeloaders, lol, where do you get that information. Sick
Guy from Polan telling other immigrants they are freeloaders, lol, where do you get that information. Sick
Inside Canada's Indian Metropolis (Brampton) · 82: Cluster #81
Close reading → Discourse → Video sentiment →
Identity Attack0.34324843
Insult0.5678696
Profanity0.0935729
Threat0.008764107
Severe Toxicity0.01935331
Moderate 0.52811706 Low Con 0.276 Insult Meta_Commentary
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I don’t know what you’re talking about. Indian food is absolutely disgusting.
I don’t know what you’re talking about. Indian food is absolutely disgusting.
Inside Canada's Indian Invasion... · 93: Cluster #92
Close reading → Discourse → Video sentiment →
Identity Attack0.5504064
Insult0.47384647
Profanity0.25093055
Threat0.007598988
Severe Toxicity0.023076924
Moderate 0.52811706 Moderate Con 0.335 Identity Attack Identity_Assertion
Feb 28, 2026 Inside Canada's Indian Invasion...
These Indians need to go back to their country.🇨🇦
These Indians need to go back to their country.🇨🇦
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5913144
Insult0.36193377
Profanity0.16403814
Threat0.06432246
Severe Toxicity0.12019568
Moderate 0.52811706 Low Con 0.178 Identity Attack Identity_Assertion
Feb 14, 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 …
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.