羅傑 - Mahjong Soul stream analytics - Aug 01, 2026

FULL STREAM INTELLIGENCE · Mahjong Soul

Aug 01, 2026 · VOD 2834453145

Chat mood & viewers

88,094 MSGS

Positive

1,147

1.3% of msgs

Negative

381

0.4% of msgs

Neutral

86,566

98.3% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

1,147 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

no >0.25 swings detected

Mood regime · per minute

593 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

593 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY

03:00INFLUX×4.2clip suggested Watch VOD
46 first-time chatters in one minute (raid-like influx)
- babyragc: GoldPLZ 強R遊戲台 GoldPLZ 強R遊戲台 GoldPLZ 強R遊戲台 GoldPLZ 強R遊戲台 GoldPLZ 強R遊戲台 GoldPLZ 強R
- 欸可斯低: 777777777
04:00INFLUX×4.3clip suggested Watch VOD
47 first-time chatters in one minute (raid-like influx)
- Hmmm755: roger8686 roger8686 roger8686
- 十八世紀貿易商品: 笑死你的5090是塗大便當散熱膏嗎 5090還能卡也是很強
05:00INFLUX×5.2clip suggested Watch VOD
57 first-time chatters in one minute (raid-like influx)
- tplague868788: 羅傑B 真的要法環喔
- 蛋塔羅傑克森: 可以啊我就是用搖桿玩破的
06:00INFLUX×4clip suggested Watch VOD
44 first-time chatters in one minute (raid-like influx)
- 貝莉莓: 王豬豬小1.5.....沒過 roger555555 roger555555 roger555555 roger555555
- 羅大人熊小弟: 選法師一路強到結束 roger8686 roger8686
07:00INFLUX×4.1clip suggested Watch VOD
45 first-time chatters in one minute (raid-like influx)
- 難斗爹摸: cmonBruh cmonBruh cmonBruh cmonBruh cmonBruh
- DemonSlime: cmonBruh cmonBruh

Keyword tracker

TOP 14

7777865
77777653
loses634
7777777510
777777495
77777777432
777777777399
薛喜一次過387
7777777777379
77777777777355
777777777777305
大樹守衛280
感謝麻吉266
subscribed252

Bot radar

15 FLAGGED

Suspect	Msgs	Score	Conf	Signals
nightbot	369	1.00	known	known bot account
u121995888	80	0.75	high	repeated one message ×56 (70% of output) · 53 messages fired <2s apart
mfs_318	18	0.70	high	repeated one message ×9 (50% of output) · 11.7 msgs/min sustained
ayufly	39	0.55	medium	4 messages fired <2s apart · 6.5 msgs/min sustained
55688_3	22	0.55	medium	3 messages fired <2s apart · 10.6 msgs/min sustained
welfare520	37	0.45	medium	repeated one message ×19 (51% of output)
xiaoyan_0612	30	0.45	medium	repeated one message ×17 (57% of output)
cheese_bacon01	20	0.45	medium	repeated one message ×10 (50% of output)
jackysogood	18	0.45	medium	repeated one message ×9 (50% of output)
shps950418	14	0.45	medium	repeated one message ×10 (71% of output)
lowsgi	14	0.45	medium	repeated one message ×10 (71% of output)
kiiroobake	14	0.45	medium	repeated one message ×10 (71% of output)
bochikarta	12	0.45	medium	repeated one message ×6 (50% of output)
hower6303	11	0.45	medium	repeated one message ×6 (55% of output)
james642931	11	0.45	medium	repeated one message ×7 (64% of output)

Emote pulse

TOP 8

roger1238,717
roger9898986,069
cmonBruh5,660
roger86864,752
LUL4,097
roger1212123,539
roger07292,379
MingLee1,944

Evidence tape

6 MSGS

00:00邪惡銀漸層2點0OPENER
法克
01:00NightbotPING
訂閱羅傑Youtube看有料的精華讚讚https://www.youtube.com/@Roger9527-sb
06:00NightbotPING
訂閱羅傑Youtube看有料的精華讚讚https://www.youtube.com/@Roger9527-sb
11:00NightbotPING
訂閱羅傑Youtube看有料的精華讚讚https://www.youtube.com/@Roger9527-sb
16:00NightbotPING
訂閱羅傑Youtube看有料的精華讚讚https://www.youtube.com/@Roger9527-sb
21:00NightbotPING
訂閱羅傑Youtube看有料的精華讚讚https://www.youtube.com/@Roger9527-sb

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

MSGS 88,094CHATTERS 6445POS 1,147NEG 381TOP KEYWORD “7777” ×865GINI 0.739BOTS 15PEAK ×5.5 @ 11m

羅傑's Mahjong Soul stream "叉滴娛樂 8/1 星期六晚上好麻吉們漂亮準備冒險" on Aug 01, 2026 generated 88,094 messages from 6,445 unique chatters (148.6 msgs/min average, peaking at 583/min). Sentiment ran 1,147 positive vs 381 negative, and the top keyword was "7777" (×865). Explore the full stream breakdown - pulse, chatters, memes, community, viewers and media kit - below.

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羅傑 stream analytics summary