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๐ŸŽฎ Game-log-Analysis

Predict Student Performance from Game Play kaggle ๋ฐ์ดํ„ฐ๋ฅผ ํ™œ์šฉํ•œ EDA ๋ฐ ๋ชจ๋ธ๋ง

๊ฒŒ์ž„ ๊ธฐ๋ฐ˜์œผ๋กœ ๋œ ํ•™์Šต ๋กœ๊ทธ ๋ฐ์ดํ„ฐ๋ฅผ ๊ฐ€์ง€๊ณ  ํ•™์ƒ๋“ค์ด ์„ฑ์ ์„ ๋ถ„์„ํ•˜๋Š” ๊ฒƒ์ด ๋ณธ ๋Œ€ํšŒ์˜ ๋ชฉ์ ์ด๋‹ค.

๐ŸŽฒ๋ฐ์ดํ„ฐ์…‹ ์„ค๋ช…

session_id - ์ด๋ฒคํŠธ๊ฐ€ ๋ฐœ์ƒํ•œ ์„ธ์…˜์˜ ID

index - ์„ธ์…˜์— ๋Œ€ํ•œ ์ด๋ฒคํŠธ์˜ ์ธ๋ฑ์Šค

apsed_time - ์„ธ์…˜ ์‹œ์ž‘๊ณผ ์ด๋ฒคํŠธ๊ฐ€ ๊ธฐ๋ก๋œ ์‹œ๊ฐ„ ์‚ฌ์ด์— ๊ฒฝ๊ณผํ•œ ์‹œ๊ฐ„(๋ฐ€๋ฆฌ์ดˆ)

event_name - ์ด๋ฒคํŠธ ์œ ํ˜•์˜ ์ด๋ฆ„

name - ์ด๋ฒคํŠธ ์ด๋ฆ„(์˜ˆ: ๋…ธํŠธ๋ถ_ํด๋ฆญ์ด ๋…ธํŠธ๋ถ์„ ์—ด๊ฑฐ๋‚˜ ๋‹ซ์„ ๊ฒƒ์ธ์ง€ ์‹๋ณ„)

level - ์ด๋ฒคํŠธ๊ฐ€ ๋ฐœ์ƒํ•œ ๊ฒŒ์ž„์˜ ๋ ˆ๋ฒจ(0 ~ 22)

page - ์ด๋ฒคํŠธ์˜ ํŽ˜์ด์ง€ ๋ฒˆํ˜ธ(๋…ธํŠธ๋ถ ๊ด€๋ จ ์ด๋ฒคํŠธ์— ํ•œํ•จ)

room_coor_x - ๊ฒŒ์ž„ ๋‚ด ๋ฃธ์„ ์ฐธ์กฐํ•˜๋Š” ํด๋ฆญ ์ขŒํ‘œ(ํด๋ฆญ ์ด๋ฒคํŠธ์— ํ•œํ•จ)

room_coor_y - ๊ฒŒ์ž„ ๋‚ด ๋ฃธ์„ ์ฐธ์กฐํ•˜๋Š” ํด๋ฆญ ์ขŒํ‘œ(ํด๋ฆญ ์ด๋ฒคํŠธ์— ํ•œํ•จ)

screen_coor_x - ํ”Œ๋ ˆ์ด์–ด์˜ ํ™”๋ฉด์„ ์ฐธ์กฐํ•˜๋Š” ํด๋ฆญ ์ขŒํ‘œ(ํด๋ฆญ ์ด๋ฒคํŠธ์— ํ•œํ•จ)

screen_coor_y - ํ”Œ๋ ˆ์ด์–ด์˜ ํ™”๋ฉด์„ ๊ธฐ์ค€์œผ๋กœ ํ•œ ํด๋ฆญ์˜ ์ขŒํ‘œ(ํด๋ฆญ ์ด๋ฒคํŠธ์—๋งŒ ํ•ด๋‹น)

hover_hover - ํ˜ธ๋ฒ„๊ฐ€ ๋ฐœ์ƒํ•œ ์‹œ๊ฐ„(๋ฐ€๋ฆฌ์ดˆ)(ํ˜ธ๋ฒ„ ์ด๋ฒคํŠธ์—๋งŒ ํ•ด๋‹น)

text - ์ด๋ฒคํŠธ ์ค‘์— ํ”Œ๋ ˆ์ด์–ด๊ฐ€ ๋ณด๋Š” ํ…์ŠคํŠธ

fqid - ์ด๋ฒคํŠธ์˜ ์ •๊ทœํ™”๋œ ID

room_fqid - ์ด๋ฒคํŠธ๊ฐ€ ๋ฐœ์ƒํ•œ ๋ฃธ์˜ ์ •๊ทœํ™”๋œ ID

text_fqid - ์˜ ์ •๊ทœํ™”๋œ ID

์ „์ฒด ํ™”๋ฉด - ํ”Œ๋ ˆ์ด์–ด๊ฐ€ ์ „์ฒด ํ™”๋ฉด ๋ชจ๋“œ์ธ์ง€ ์—ฌ๋ถ€

hq - ๊ฒŒ์ž„์ด ๊ณ ํ’ˆ์งˆ์ธ์ง€ ์—ฌ๋ถ€

์Œ์•… - ๊ฒŒ์ž„ ์Œ์•…์ด ์ผœ์ ธ ์žˆ๋“  ๊บผ์ ธ ์žˆ๋“  ๊ฐ„์—

level_group - ์ˆ˜์ค€ ๊ทธ๋ฃน ๋ฐ ์งˆ๋ฌธ ๊ทธ๋ฃน - ์ด ํ–‰์ด ์†ํ•˜๋Š” ๊ทธ๋ฃน(0-4, 5-12, 13-22)

๐ŸŽฒEDA

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