๐Ÿ“’ Today I Learn

์ƒ๊ด€๊ด€๊ณ„ ๊ทธ๋ž˜ํ”„ ๊ทธ๋ฆฌ๊ธฐ๐Ÿ’ฝ ํ™œ์šฉ ๋ฐ์ดํ„ฐ์…‹ - seaborn diamondsdiamonds = sns.load_dataset('diamonds')# diamonds์—์„œ numeric ๋ณ€์ˆ˜๋งŒ ์„ ํƒdiamonds2 = diamonds.select_dtypes(include='number')diamonds2.head()๐Ÿ“Š ์ƒ๊ด€๊ด€๊ณ„ ํžˆํŠธ๋งต ๊ทธ๋ฆฌ๊ธฐheatmap_diamonds = sns.heatmap(diamonds2.corr(), annot = True, cmap = 'RdPu')heatmap_diamonds.set(title='corr plot')์กฐ์ธํŠธ ๊ทธ๋ž˜ํ”„ ๊ทธ๋ฆฌ๊ธฐ๐Ÿ’ฝ ํ™œ์šฉ ๋ฐ์ดํ„ฐ์…‹ - seaborn healthexphealth_exp = sns.load_dataset('healthexp')health..
๋ˆ„์  ๋ง‰๋Œ€๊ทธ๋ž˜ํ”„ ๊ทธ๋ฆฌ๊ธฐ๐Ÿ’ฝ ํ™œ์šฉ ๋ฐ์ดํ„ฐ์…‹ - seaborn  Tipstips = sns.load_dataset('tips')tips2 = tips.groupby(['time','sex'])['tip'].mean().unstack(1)๐Ÿ“Š ๋ˆ„์  ๋ง‰๋Œ€๊ทธ๋ž˜ํ”„ ๊ทธ๋ฆฌ๊ธฐ#stacked=True ๋กœ ์„ค์ •ํ•˜๋ฉด ๋ˆ„์ ๊ทธ๋ž˜ํ”„๋ฅผ ๊ทธ๋ฆด ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. stacked_plot= tips2.plot(kind='bar', stacked=True, color = ['#D4F0F0','#FEE1E8'])plt.title("Average tips by time")plt.xlabel("time")plt.xticks(rotation = 0)plt.ylabel("gender")plt.legend(loc='upper left')`kind = '..
๐Ÿ‘Œ FACTS[5/27 - 5/31 ์ง„๋„ ์ •๋ฆฌ]ํ†ต๊ณ„ํ•™ ๊ฐ•์˜ ๋๋‚ด๊ธฐPython ์„ธ์…˜์œผ๋กœ ์ „์ฒ˜๋ฆฌ ๊ณต๋ถ€ํ•˜๊ธฐPython ์„ธ์…˜์œผ๋กœ ์‹œ๊ฐํ™” ๊ณต๋ถ€ํ•˜๊ธฐSQL Challenge Session 3,4ํšŒ์ฐจ ์ •๋ฆฌ ๋ฐ ๊ณผ์ œ๐Ÿ’“ FEELINGS์กฐ๋„ ๋ฐ”๋€Œ๊ณ  ํ†ต๊ณ„ํ•™ ๊ฐ•์˜ ๋“ค์œผ๋ฉด์„œ ์—ฌ๋Ÿฌ๋ชจ๋กœ ์ •์‹ ์—†์—ˆ๋˜ ํ•œ ์ฃผ. ๊ทธ๋ž˜๋„ ์ชผ๋” ๋ฐฐ์› ๋‹ค๊ณ  ๋“ค๋ฆฌ๋Š” ๋‹จ์–ด๊ฐ€ ๋ฐ˜๊ฐ€์šด ๊ฒƒ์„ ๋ณด๋ฉด.. ๋ณต์ „์„ ํ•˜๊ธด ํ–ˆ๋‚˜๋ด…๋‹ˆ๋‹ค..ํ•˜ํ•˜. ๋‹ค์Œ์ฃผ ์žˆ์„ ๋จธ์‹ ๋Ÿฌ๋‹์ด ๋งŽ์ด ๊ฑฑ์ •๋˜๋‹ˆ ์ฃผ๋ง๋™์•ˆ ์ตœ๋Œ€ํ•œ ๋ณต์Šตํ•˜๋ฉด์„œ ์ž˜ ์‰ฌ๋Š”๊ฒŒ ๋ชฉํ‘œ! ์ด๋ฒˆ์ฃผ๋„ ์ˆ˜๊ณ ํ–ˆ๋‹ค..๐Ÿ’ก FINDINGS์ด๋ฒˆ์ฃผ์˜ ๋ฐœ๊ฒฌ์€ SQL์ด ๋„ˆ๋ฌด ์–ด๋ ต๋‹ค๋Š” ๊ฒƒ. ์„ธ์…˜์„ ํ†ตํ•ด ํผ๋„, ๋ฆฌํ…์…˜ ๋ถ„์„์„ ๋ณธ๊ฒฉ์ ์œผ๋กœ ์ง„ํ–‰ํ–ˆ๋Š”๋ฐ ์ƒ๊ฐ๋ณด๋‹ค ์ฝ”๋“œ๊ฐ€ ๋ณต์žกํ•˜๊ณ  ์‹ค์ „ ๋ฌธ์ œ์—์„œ ๋†“์น˜๊ณ  ์žˆ๋Š” ๋ถ€๋ถ„์ด ๋งŽ๋‹ค๋Š” ๊ฒƒ์„ ๋ฐœ๊ฒฌํ–ˆ๋‹ค. ์ตœ๋Œ€ํ•œ ๋งŽ์ด ๋ฐ˜๋ณตํ•ด๋ณด๋ฉด์„œ SQL์„ ํ™œ..
240531 Today I Learn์ด์ƒ์น˜, ๊ฒฐ์ธก์น˜๋ž€?๐Ÿ’ก ๊ฒฐ์ธก์น˜๋ฐ์ดํ„ฐ ์ˆ˜์ง‘ ๊ณผ์ •์—์„œ ์ธก์ •๋˜์ง€ ์•Š๊ฑฐ๋‚˜ ๋ˆ„๋ฝ๋œ ๋ฐ์ดํ„ฐ๐Ÿ’ก ์ด์ƒ์น˜์ „์ฒด ๋ฐ์ดํ„ฐ ๋ฒ”์œ„์—์„œ ๋ฒ—์–ด๋‚œ ์•„์ฃผ ์ž‘์€ ๊ฐ’์ด๋‚˜ ํฐ ๊ฐ’ ํ™œ์šฉ ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ๋”๋ณด๊ธฐimport pandas as pd import numpy as npimport timefrom PIL import Imageimport warnings# ์˜ค๋ฅ˜ ๊ฒฝ๊ณ  ๋ฌด์‹œํ•˜๊ธฐwarnings.filterwarnings(action='ignore')๊ฒฐ์ธก์น˜ ์ฒ˜๋ฆฌํ•˜๊ธฐ1. ๊ฒฐ์ธก์น˜ ์ œ๊ฑฐํ•˜๊ธฐ๊ฒฐ์ธก์น˜๊ฐ€ ์žˆ๋Š” ์—ด ์ œ๊ฑฐํ•˜๊ธฐ# ์ปฌ๋Ÿผ๋ช…์ด 'Unnamed:4'์ธ ์—ด ์ œ๊ฑฐํ•˜๊ธฐdf3 = df3.drop('Unnamed: 4', axis=1)# ์ปฌ๋Ÿผ์ด ์ œ๊ฑฐ๋˜์—ˆ๋Š”์ง€ ํ™•์ธํ•˜๊ธฐdf3.isnull().sum()## user id ..
240530 Today I Learn๋ฆฌํ…์…˜์ด๋ž€?๐Ÿ’ก ๋ฆฌํ…์…˜(Retention)์‹œ๊ฐ„์ด ์ง€๋‚ ์ˆ˜๋ก ์–ผ๋งˆ๋‚˜ ๋งŽ์€ ์œ ์ €๊ฐ€ ์ œํ’ˆ์œผ๋กœ ๋‹ค์‹œ ๋Œ์•„์˜ค๋Š”์ง€๋ฅผ ์ธก์ •ํ•œ ๊ฒƒ๊ณ ๊ฐ์˜ ์–ด๋–ค ํ–‰๋™์„ ๋ฆฌํ…์…˜์œผ๋กœ ์‚ผ์„ ๊ฒƒ์ธ์ง€๋Š” ์„œ๋น„์Šค๋งˆ๋‹ค ์ฐจ์ด๊ฐ€ ์žˆ๋‹ค.ํ”ํžˆ ์žฌ๋ฐฉ๋ฌธ, ์žฌ๊ตฌ๋งค, ๊ตฌ๋งค ํ›„ ๋กœ๊ทธ์ธ ๋“ฑ์œผ๋กœ ์ •์˜๋จ์„œ๋น„์Šค์˜ ๋ฐฉ๋ฌธ ๋นˆ๋„, ๊ตฌ๋งค ๋นˆ๋„, ๋„๋ฉ”์ธ ํŠน์„ฑ์— ๋”ฐ๋ผ ๋‹ค๋ฅด๊ฒŒ ์ •์˜๋ฆฌํ…์…˜์„ ์ •์˜ํ•  ๋•Œ ๊ฐ€์žฅ ์ค‘์š”ํ•œ ๊ฒƒ์€ ‘๊ทธ ํ–‰๋™์ด ์ •๋ง ๋น„์ฆˆ๋‹ˆ์Šค์—์„œ ์ค‘์š”ํ•˜๊ฒŒ ์ƒ๊ฐํ•˜๋Š” ๊ณ ๊ฐ์˜ ํ•ต์‹ฌ ํ–‰๋™์ธ๊ฐ€?’ ๋ผ๋Š” ๋ฌผ์Œ์ด๋‹ค.๋ฆฌํ…์…˜์˜ ์ข…๋ฅ˜1. ํด๋ž˜์‹ ๋ฆฌํ…์…˜ (Classic / N-Day)๊ณ ๊ฐ์ด A ํ–‰๋™์„ ์ฒ˜์Œ ํ•œ ๋‚ ์งœ๋ฅผ ๊ธฐ์ค€์œผ๋กœ, ๋ช‡์ผ์ฐจ์— ๋‹ค์‹œ A ํ–‰๋™์„ ํ–ˆ๋Š”์ง€๋ฅผ ๋‚˜ํƒ€๋ƒ„.ํŽ˜์ด์Šค๋ถ, ์ธ์Šคํƒ€๊ทธ๋žจ, ์œ ํŠœ๋ธŒ, ํ‹ฑํ†ก, ์Šต๊ด€ ์•ฑ ๋“ฑ ๋งค์ผ๋งค์ผ ์ ‘์†ํ•˜๋Š” ์„œ๋น„์Šค์—์„œ ์‚ฌ์šฉํ•˜๋ฃจ ๋‹จ์œ„๋กœ ์ง‘๊ณ„ํ•˜๋Š” ..
240528 Today I Learnํผ๋„(Funnel)์ด๋ž€?๐Ÿ’ก ํผ๋„(Funnel)์ด๋ž€?์†Œ๋น„์ž์˜ ํ–‰๋™์„ ๊ธฐ์—… ๊ด€์ ์—์„œ ์žฌ๊ตฌ์„ฑํ•œ ๊ฒƒ์œผ๋กœ, ๊ณ ๊ฐ์ด ์œ ์ž…๋˜์–ด ์ „ํ™˜์— ์ด๋ฅด๋Š” ๋‹จ๊ณ„๋ฅผ ์ˆ˜์น˜๋กœ ํ™•์ธํ•˜๊ณ  ๋ถ„์„ํ•˜๋Š” ๋ฐฉ๋ฒ•๋ก → ์šฐ๋ฆฌ๊ฐ€ ์›ํ•˜๋Š” ๊ฒƒ์€ ๊ณ ๊ฐ์ด ํผ๋„์˜ ๋๊นŒ์ง€ ํ†ต๊ณผํ•˜๋Š” ๊ฒƒ! ์ด๋ฅผ ์ „ํ™˜(conversion)/ Key Event ๋ผ๊ณ  ํ•œ๋‹ค.ํผ๋„์˜ ์ข…๋ฅ˜๋“ค1. ๋งˆ์ผ€ํŒ… ํผ๋„2.AARRR ํผ๋„3. ์‚ฌ์šฉ์ž ๊ทธ๋ฃน๋ณ„ ํผ๋„ ๋น„๊ต ํผ๋„ ๋‹จ๊ณ„ ์ˆ˜๋ฆฝํ•˜๊ธฐ๐Ÿ‘… ๋ง›๋ณด๊ธฐ ์˜ˆ์‹œ๋งŒ์•ฝ ์—ฌ๋Ÿฌ๋ถ„๋“ค์ด ์ŠคํŒŒ๋ฅดํƒ€ ์ฝ”๋”ฉ ํด๋Ÿฝ์˜ ๋ฐ์ดํ„ฐ ๋ถ„์„๊ฐ€์ด๊ณ , ์‹ ์ฒญ ๋งˆ๊ฐ์ผ์ด ๋‹ค๊ฐ€์™€ ์ผ์ฃผ์ผ ์•ˆ์— ๋ฐ์ดํ„ฐ ๋ถ„์„ ํŠธ๋ž™ 3๊ธฐ์˜ ์ฐธ๊ฐ€์ž ์ˆ˜๋ฅผ 5๋ฐฐ ์ด์ƒ ์ฆ๊ฐ€์‹œํ‚ค๊ณ  ์‹ถ๋‹ค๋ฉด, ์–ด๋–ป๊ฒŒ ํ•ด์•ผํ• ๊นŒ์š”? โœ… ๋‚ด๊ฐ€ ์“ด ๋‹ต์•ˆ1. ํš๋“ - ์›น์‚ฌ์ดํŠธ ๋ฐฉ๋ฌธ, ๊ณต๊ณ  ์กฐํšŒ, ์ปค๋ฆฌํ˜๋Ÿผ ์กฐํšŒ2. ํ™œ์„ฑํ™” - ํšŒ์›๊ฐ€์ž…3..
ny:D
'๐Ÿ“’ Today I Learn' ์นดํ…Œ๊ณ ๋ฆฌ์˜ ๊ธ€ ๋ชฉ๋ก (6 Page)