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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 1056 of 1230
Untill it's millions,the government isn't doing it's job
Untill it's millions,the government isn't doing it's job
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.005956655
Insult0.011730902
Profanity0.011082385
Threat0.00713294
Severe Toxicity0.0008201599
Low Tox 0.027206551 Low Con 0.195
Dec 23, 2025 7 likes Deportations From Canada at Their …
Liking and commenting 4 seconds in as a Ontario citizen
Liking and commenting 4 seconds in as a Ontario citizen
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.004994711
Insult0.012832909
Profanity0.010604155
Threat0.0063367756
Severe Toxicity0.0009870529
Low Tox 0.027206551 Moderate Con 0.394 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m here for the comments and they are not disappointing!
I’m here for the comments and they are not disappointing!
Inside Canada's Indian Invasion... · 47: Cluster #46
Close reading → Discourse → Video sentiment →
Identity Attack0.0032558115
Insult0.011578901
Profanity0.0157622
Threat0.007340072
Severe Toxicity0.0010490417
Low Tox 0.027206551 Moderate Con 0.422 Meta_Commentary
Jan 29, 2026 11 likes Inside Canada's Indian Invasion...
Generalization isn’t fair.
Generalization isn’t fair.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.003884775
Insult0.012300906
Profanity0.01173141
Threat0.0062396824
Severe Toxicity0.0006914139
Low Tox 0.027206551 Low Con 0.284 Moral_Argument
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
Was there a tuck tuck/ auto driving in Canada in front of their car.
Was there a tuck tuck/ auto driving in Canada in front of their car.
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.008731495
Insult0.0113509
Profanity0.011782649
Threat0.008336896
Severe Toxicity0.0016307831
Low Tox 0.027206551 Low Con 0.194 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
Today i gave my test and got 18/20 correct. After watching this video. I passed the test in first attempt. Didn’t study anything else except this video. Very helpful thank you so much for uploading …
Today i gave my test and got 18/20 correct. After watching this video. I passed the test in first attempt. Didn’t study anything else except this video. Very helpful thank you so much for uploading it🙏🙏
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18
Close reading → Video sentiment →
Identity Attack0.00673361
Insult0.010058892
Profanity0.019212283
Threat0.009437286
Severe Toxicity0.0021362305
Low Tox 0.027206551 Constructive 0.557
Dec 14, 2025 9 likes Canadian Citizenship Test 2025 – …
I LOVE Indians. They're great and amazing people. The concerns are influences and ideology, as what's currently ongoing in the west - but doesn't have to do with them, necessarily much at all. God bless …
I LOVE Indians. They're great and amazing people. The concerns are influences and ideology, as what's currently ongoing in the west - but doesn't have to do with them, necessarily much at all. God bless Indians. They push themselves hard in order to improve their lives and the lives of others around them.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.018972786
Insult0.010894896
Profanity0.019690514
Threat0.00866054
Severe Toxicity0.002040863
Low Tox 0.027206551 Constructive 0.813 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
The Sikh religious ethos is admirable, charity and and sharing drive their traditions and faith. People are still people, so your mileage may vary, but that's always true.
The Sikh religious ethos is admirable, charity and and sharing drive their traditions and faith. People are still people, so your mileage may vary, but that's always true.
Inside Canada's Indian Invasion... · 22: Cluster #21
Close reading → Discourse → Video sentiment →
Identity Attack0.019073274
Insult0.0107048955
Profanity0.012414595
Threat0.006420923
Severe Toxicity0.00096321106
Low Tox 0.027206551 Constructive 0.717 Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
Canada is going to have to choose between Donald Trump or Narendra Modi.
Canada is going to have to choose between Donald Trump or Narendra Modi.
Inside Canada's Indian Invasion... · 361: Cluster #360
Close reading → Video sentiment →
Identity Attack0.006363631
Insult0.012072904
Profanity0.010569996
Threat0.007417747
Severe Toxicity0.0010442734
Low Tox 0.027206551 Low Con 0.125
Jan 27, 2026 Inside Canada's Indian Invasion...
O hihihaha asaa ooooo Canada 😅😅😅
O hihihaha asaa ooooo Canada 😅😅😅
Canadian immigration officers investigating hundreds identified by extortion … · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.011987305
Insult0.012680908
Profanity0.014088398
Threat0.006000186
Severe Toxicity0.0015068054
Low Tox 0.027088705 Moderate Con 0.426 Humor_Satire
Feb 21, 2026 Canadian immigration officers investigating hundreds …
Some already have legal status & a job, but they jave no experience yet the have a CDL. There also driving the busses. Scary taking the bus now.
Some already have legal status & a job, but they jave no experience yet the have a CDL. There also driving the busses. Scary taking the bus now.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0031263188
Insult0.014352918
Profanity0.011116544
Threat0.0065956907
Severe Toxicity0.0007915497
Low Tox 0.027088705 Constructive 0.543
Dec 30, 2025 Deportations From Canada at Their …
18k Sounds like the United States on a Sunday morning
18k Sounds like the United States on a Sunday morning
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0075845607
Insult0.010818896
Profanity0.016889455
Threat0.008155655
Severe Toxicity0.001745224
Low Tox 0.027088705 Low Con 0.236 Comparative_Framing
Dec 24, 2025 93 likes Deportations From Canada at Their …
that's nothing
that's nothing
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0035332954
Insult0.011008898
Profanity0.019485557
Threat0.0074565844
Severe Toxicity0.001335144
Low Tox 0.027088705 Moderate Con 0.346
Dec 30, 2025 Deportations From Canada at Their …
CURRY POWDER TOWN🇮🇳🍃🇨🇦 2:19
CURRY POWDER TOWN🇮🇳🍃🇨🇦 2:19
Inside Canada's Indian Metropolis (Brampton) · 149: Cluster #148
Close reading → Video sentiment →
Identity Attack0.00776955
Insult0.011996903
Profanity0.023516348
Threat0.009903334
Severe Toxicity0.0031471252
Low Tox 0.027088705 Low Con 0.247
Sep 19, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
i got the same Moen faucet last week !
i got the same Moen faucet last week !
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0040512653
Insult0.012946909
Profanity0.019075647
Threat0.006822242
Severe Toxicity0.0016880035
Low Tox 0.027088705 Moderate Con 0.394 Advertisement_Spam
Jan 27, 2026 Inside Canada's Indian Invasion...
*Came here to study as student on paper but he never went back*
*Came here to study as student on paper but he never went back*
Inside Canada's Indian Metropolis (Brampton) · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.006178642
Insult0.009868891
Profanity0.01805087
Threat0.0074565844
Severe Toxicity0.001373291
Low Tox 0.027088705 Moderate Con 0.356
Oct 25, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Its not the government that “allows” it, its the bankers
Its not the government that “allows” it, its the bankers
Inside Canada's Indian Invasion... · 49: Cluster #48
Close reading → Discourse → Video sentiment →
Identity Attack0.009101473
Insult0.012452906
Profanity0.01265371
Threat0.0064532873
Severe Toxicity0.00089645386
Low Tox 0.027088705 Low Con 0.125 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
There is a cash economy al.ozt tax evading , they get cash donation in huge amounts ,I don't know why itis allowed here in Canada
There is a cash economy al.ozt tax evading , they get cash donation in huge amounts ,I don't know why itis allowed here in Canada
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.008583503
Insult0.014238917
Profanity0.010894509
Threat0.005906329
Severe Toxicity0.00089645386
Low Tox 0.027088705 Moderate Con 0.387 Unverified_Claim
Dec 31, 2025 Inside Canada's Indian Metropolis (Brampton)
Gave my test today July 26 . Got 17/20 .video helpful alot !!!!
Gave my test today July 26 . Got 17/20 .video helpful alot !!!!
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18
Close reading → Video sentiment →
Identity Attack0.0061416444
Insult0.00971689
Profanity0.019485557
Threat0.009644418
Severe Toxicity0.0022506714
Low Tox 0.027088705 Moderate Con 0.494
Jul 27, 2025 8 likes Canadian Citizenship Test 2025 – …
That’s good, but how much people are selling in Canada that don’t belong in Canada that’s the real question
That’s good, but how much people are selling in Canada that don’t belong in Canada that’s the real question
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.01656105
Insult0.0113509
Profanity0.0108774295
Threat0.0060196044
Severe Toxicity0.00086307526
Low Tox 0.027088705 Moderate Con 0.316
Dec 29, 2025 Deportations From Canada at Their …
Pls do what the US is doing.
Pls do what the US is doing.
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0075105648
Insult0.00983089
Profanity0.014327513
Threat0.008945347
Severe Toxicity0.001783371
Low Tox 0.027088705 Low Con 0.236 Comparative_Framing
Feb 20, 2026 Canadian immigration officers investigating hundreds …
These new laws dont help 99% of canadians.
These new laws dont help 99% of canadians.
Canada’s new rules in 2026 · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.011247349
Insult0.012566907
Profanity0.01084327
Threat0.0062914654
Severe Toxicity0.0008201599
Low Tox 0.026970858 Low Con 0.289 Policy_Critique
Jan 11, 2026 98 likes Canada’s new rules in 2026
They successfully pushed me out of southern Ontario. At least I feel like I live in Canada again, for now.
They successfully pushed me out of southern Ontario. At least I feel like I live in Canada again, for now.
Inside Canada's Indian Invasion... · 171: Cluster #170
Close reading → Discourse → Video sentiment →
Identity Attack0.01374736
Insult0.0107048955
Profanity0.011406898
Threat0.007365964
Severe Toxicity0.001168251
Low Tox 0.026970858 Moderate Con 0.459 Personal_Narrative
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
As a Canadian I can confirm that this is all over the country plus Tim Hortons is now Bunty Singhs
As a Canadian I can confirm that this is all over the country plus Tim Hortons is now Bunty Singhs
Inside Canada's Indian Invasion... · 75: Cluster #74
Close reading → Discourse → Video sentiment →
Identity Attack0.0058826595
Insult0.017088935
Profanity0.011697251
Threat0.0063367756
Severe Toxicity0.0010728836
Low Tox 0.026970858 Constructive 0.528 Personal_Narrative
Feb 9, 2026 Inside Canada's Indian Invasion...
This isn’t government failure — it’s corporate influence. Companies demand cheap labor. Government delivers people. Media sells morality. Citizens fight each other online.
This isn’t government failure — it’s corporate influence. Companies demand cheap labor. Government delivers people. Media sells morality. Citizens fight each other online.
Inside Canada's Indian Invasion... · 83: Cluster #82
Close reading → Discourse → Video sentiment →
Identity Attack0.002830336
Insult0.0140109155
Profanity0.01128734
Threat0.0066733654
Severe Toxicity0.0007247925
Low Tox 0.026970858 Low Con 0.203 Policy_Critique
Jan 27, 2026 1 likes 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.