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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 1077 of 1230
The Fifty-first states seems more attractive by the minute .
The Fifty-first states seems more attractive by the minute .
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.009471451
Insult0.011008898
Profanity0.014293353
Threat0.0071847234
Severe Toxicity0.0012207031
Low Tox 0.024260364 Low Con 0.23 Identity_Assertion
Jan 4, 2026 Inside Canada's Indian Metropolis (Brampton)
Increase it
Increase it
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0039402717
Insult0.009944891
Profanity0.016752819
Threat0.009359611
Severe Toxicity0.0017929077
Low Tox 0.024260364 Moderate Con 0.308
Dec 25, 2025 1 likes Deportations From Canada at Their …
some of them is crowding in apartment in GTA.
some of them is crowding in apartment in GTA.
IRCC Names India in Study Permit Fraud | … · 271: Cluster #270
Close reading → Discourse → Video sentiment →
Identity Attack0.0046247323
Insult0.0115029
Profanity0.011902207
Threat0.007922632
Severe Toxicity0.0010824203
Low Tox 0.024260364 Low Con 0.281 Unverified_Claim
Oct 1, 2025 IRCC Names India in Study …
How come you didn’t ask why so many people were praying in the middle of the day? 😂
How come you didn’t ask why so many people were praying in the middle of the day? 😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.006178642
Insult0.010286893
Profanity0.0128245065
Threat0.0062785195
Severe Toxicity0.0010108948
Low Tox 0.024260364 Low Con 0.244 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Soon they will make brampton to be independent country
Soon they will make brampton to be independent country
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00880549
Insult0.010020891
Profanity0.014669105
Threat0.00789674
Severe Toxicity0.0012493134
Low Tox 0.024260364 Low Con 0.159 Fear_Threat
Feb 22, 2026 Inside Canada's Indian Invasion...
we need ICE
we need ICE
2.9 million Canadian temporary visas expire in 2025-2026 · 36: Cluster #35
Close reading → Video sentiment →
Identity Attack0.00449524
Insult0.009108886
Profanity0.014874061
Threat0.00933372
Severe Toxicity0.0020503998
Low Tox 0.024260364 Low Con 0.264
Jan 18, 2026 2.9 million Canadian temporary visas …
You legend you!
You legend you!
Inside Canada's Indian Invasion... · 47: Cluster #46
Close reading → Discourse → Video sentiment →
Identity Attack0.0036997858
Insult0.013402912
Profanity0.016411226
Threat0.00756015
Severe Toxicity0.0014209747
Low Tox 0.024260364 Moderate Con 0.467 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
They get free money, up to 500,000 from government to open up businesses money Csnadians can't get...
They get free money, up to 500,000 from government to open up businesses money Csnadians can't get...
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.008583503
Insult0.013782915
Profanity0.010365041
Threat0.006000186
Severe Toxicity0.0007677078
Low Tox 0.024260364 Low Con 0.3 Economic_Argument
Feb 27, 2026 Inside Canada's Indian Invasion...
This happens in every single country they go to
This happens in every single country they go to
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0076585566
Insult0.008519882
Profanity0.014634945
Threat0.008052089
Severe Toxicity0.0013446808
Low Tox 0.024260364 Low Con 0.205
Oct 12, 2025 11 likes Inside Canada's Indian Metropolis (Brampton)
3:46 Hey that's my favourite game!
3:46 Hey that's my favourite game!
Inside Canada's Indian Invasion... · 18: Cluster #17
Close reading → Discourse → Video sentiment →
Identity Attack0.0059936526
Insult0.009488888
Profanity0.020988565
Threat0.009981008
Severe Toxicity0.0022411346
Low Tox 0.024260364 Moderate Con 0.485 Meta_Commentary
Feb 26, 2026 Inside Canada's Indian Invasion...
CanIndia
CanIndia
Inside Canada's Indian Invasion... · 162: Cluster #161
Close reading → Video sentiment →
Identity Attack0.010137413
Insult0.0118069025
Profanity0.023243073
Threat0.007689608
Severe Toxicity0.0021266937
Low Tox 0.024260364 Moderate Con 0.377
Jan 27, 2026 Inside Canada's Indian Invasion...
Check out Leicester In The UK
Check out Leicester In The UK
Inside Canada's Indian Invasion... · 198: Cluster #197
Close reading → Discourse → Video sentiment →
Identity Attack0.008953481
Insult0.010210892
Profanity0.018255826
Threat0.0089712385
Severe Toxicity0.0017929077
Low Tox 0.024260364 Low Con 0.281 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
American, Canadian, Australian, New Zealander, Irish, and British patriots all need to unite more than ever right now.
American, Canadian, Australian, New Zealander, Irish, and British patriots all need to unite more than ever right now.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.013546381
Insult0.009241886
Profanity0.014088398
Threat0.008531082
Severe Toxicity0.0015068054
Low Tox 0.024260364 Moderate Con 0.453 Identity_Assertion
Feb 3, 2026 14 likes Inside Canada's Indian Invasion...
we need ICE
we need ICE
How Canada broke its immigration system · 82: Cluster #81
Close reading → Video sentiment →
Identity Attack0.00449524
Insult0.009108886
Profanity0.014874061
Threat0.00933372
Severe Toxicity0.0020503998
Low Tox 0.024260364 Low Con 0.264
Jun 19, 2025 36 likes How Canada broke its immigration …
51st state of USA😅
51st state of USA😅
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.008398513
Insult0.010400894
Profanity0.016752819
Threat0.0076637166
Severe Toxicity0.0015449524
Low Tox 0.024260364 Low Con 0.264
Jan 27, 2026 Inside Canada's Indian Invasion...
I live about 30 minutes from Brampton. Brampton is the Braman capital of Canada but there are some who would argue Surrey, BC. My cities population is about 110-130k and we have 36-40 Indian food …
I live about 30 minutes from Brampton. Brampton is the Braman capital of Canada but there are some who would argue Surrey, BC. My cities population is about 110-130k and we have 36-40 Indian food shops. That's not including grocery stores or food trucks.
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.014551271
Insult0.010932897
Profanity0.011526455
Threat0.006530962
Severe Toxicity0.0010156631
Low Tox 0.024260364 Constructive 0.741 Comparative_Framing
Feb 20, 2026 Inside Canada's Indian Invasion...
thanks to last administration
thanks to last administration
Why Canadians Are Turning Against Immigrants. · 25: Cluster #24
Close reading → Video sentiment →
Identity Attack0.00621564
Insult0.012148905
Profanity0.016547862
Threat0.008815889
Severe Toxicity0.0016975403
Low Tox 0.024260364 Low Con 0.29
Aug 26, 2025 Why Canadians Are Turning Against …
W😱W
W😱W
Inside Canada's Indian Invasion...
Close reading → Video sentiment →
Identity Attack0.002848835
Insult0.010894896
Profanity0.03489832
Threat0.007029374
Severe Toxicity0.0026512146
Low Tox 0.024260364 Moderate Con 0.4
Jan 29, 2026 Inside Canada's Indian Invasion...
I am a new permanent resident in Canada. This video is very true regarding our integration. You are absolutely right. Newcomers must integrate, as it is the beginning of a new life in a new …
I am a new permanent resident in Canada. This video is very true regarding our integration. You are absolutely right. Newcomers must integrate, as it is the beginning of a new life in a new environment. What I do not fully agree with is when you complain about the social benefits given by the government to newcomers. It is not free money; we will pay it back later in taxes. We cannot build life projects depending on these benefits. Ask each newcomer if they are satisfied with these benefits rather than a good job. We want to contribute to the economy of this beautiful country. For example, I came to Canada with specific goals, including starting an IT company, which was difficult to achieve at home due to lack of opportunities. So, don't blame immigrants too much; in my opinion, responsibilities should be shared among all of us, including the government.
Why Canadians Are Turning Against Immigrants. · 76: Cluster #75
Close reading → Discourse → Video sentiment →
Identity Attack0.006696612
Insult0.013896915
Profanity0.011816809
Threat0.0062526283
Severe Toxicity0.0008869171
Low Tox 0.024260364 Constructive 0.915 Personal_Narrative
Sep 5, 2025 1 likes Why Canadians Are Turning Against …
Just wrote mine and passed.
Just wrote mine and passed.
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18
Close reading → Video sentiment →
Identity Attack0.0026453468
Insult0.010248893
Profanity0.016069634
Threat0.009074804
Severe Toxicity0.0014305115
Low Tox 0.024260364 Moderate Con 0.45
Dec 8, 2025 3 likes Canadian Citizenship Test 2025 – …
man its like that all over Canada at this point
man its like that all over Canada at this point
Inside Canada's Indian Invasion... · 392: Cluster #391
Close reading → Discourse → Video sentiment →
Identity Attack0.008398513
Insult0.010552894
Profanity0.015010698
Threat0.0068416605
Severe Toxicity0.0013446808
Low Tox 0.024142517 Moderate Con 0.305 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I bought a cart of groceries for my girlfriend and myself 2 weeks ago 550$ and it’s almost all gone 😂
I bought a cart of groceries for my girlfriend and myself 2 weeks ago 550$ and it’s almost all gone 😂
Canada’s new rules in 2026 · 15: Cluster #14
Close reading → Discourse → Video sentiment →
Identity Attack0.0029783275
Insult0.0094128875
Profanity0.019212283
Threat0.0071070488
Severe Toxicity0.0013923645
Low Tox 0.024142517 Moderate Con 0.467 Economic_Argument
Jan 23, 2026 Canada’s new rules in 2026
Finally it’s back
Finally it’s back
Inside Canada's Indian Invasion... · 117: Cluster #116
Close reading → Discourse → Video sentiment →
Identity Attack0.0049577127
Insult0.009906891
Profanity0.018324144
Threat0.009385503
Severe Toxicity0.0018787384
Low Tox 0.024142517 Moderate Con 0.346 Meta_Commentary
Feb 3, 2026 3 likes Inside Canada's Indian Invasion...
I had close family that's been in Brampton since I was a little boy. I visited every year so I for to see what it was like. I think sometime in the 90s I started …
I had close family that's been in Brampton since I was a little boy. I visited every year so I for to see what it was like. I think sometime in the 90s I started to see more and more Indians. Either way, we are all God's children. I know this won't sit well with my fellow Canadians, but I welcome anyone who wants to build a life in Canada and adopt our values.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.015857628
Insult0.010400894
Profanity0.011423977
Threat0.006375613
Severe Toxicity0.0009822845
Low Tox 0.024142517 Constructive 0.805
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
A million foreign students a year...
A million foreign students a year...
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.015053716
Insult0.008975885
Profanity0.011099464
Threat0.0062396824
Severe Toxicity0.00094890594
Low Tox 0.024142517 Low Con 0.279 Policy_Critique
Feb 18, 2026 270 likes Canadian immigration officers investigating hundreds …
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.