df.cumsum(axis=None, skipna=True, args, kwargs) ๋ˆ„์ ํ•ฉ
df.cumprod(axis=None, skipna=True, args, kwargs) ๋ˆ„์ ๊ณฑ


axis : ๋ˆ„์ ํ•ฉ/๋ˆ„์ ๊ณฑ์„ ๊ตฌํ•  ์ถ•์„ ์ง€์ •ํ•ฉ๋‹ˆ๋‹ค.
skipna : ๊ฒฐ์ธก์น˜๋ฅผ ๋ฌด์‹œํ• ์ง€ ์—ฌ๋ถ€ ์ž…๋‹ˆ๋‹ค

์˜ˆ์‹œ

df = pd.DataFrame({'col1':[2,-2,4,5,6,8],'col2':[3,4,np.NaN,7,4,5]})
print(df)
   col1  col2
0     2   3.0
1    -2   4.0
2     4   NaN
3     5   7.0
4     6   4.0
5     8   5.0

 

๋ˆ„์ ํ•ฉ cumsum() 

print(df.cumsum())
 col1  col2
0     2   3.0
1     0   7.0
2     4   NaN
3     9  14.0
4    15  18.0
5    23  23.0

 

๋ˆ„์ ๊ณฑ cumprod()

print(df.cumprod())
   col1    col2
0     2     3.0
1    -4    12.0
2   -16     NaN
3   -80    84.0
4  -480   336.0
5 -3840  1680.0

 

skipna ์ธ์ˆ˜์˜ ์‚ฌ์šฉ

print(df.cumsum(skipna=False))
   col1  col2
0     2   3.0
1     0   7.0
2     4   NaN # NaN ๋“ฑ์žฅ๋ถ€ํ„ฐ ๊ณ„์‚ฐํ•  ์ˆ˜ ์—†์œผ๋ฏ€๋กœ NaN ๋ฐ˜ํ™˜
3     9   NaN
4    15   NaN
5    23   NaN

์™œ๋„(Skewness)

: ์‹ค์ˆ˜ ๊ฐ’ ํ™•๋ฅ  ๋ณ€์ˆ˜์˜ ํ™•๋ฅ  ๋ถ„ํฌ ๋น„๋Œ€์นญ์„ฑ์„ ๋‚˜ํƒ€๋‚ด๋Š” ์ง€ํ‘œ

์™œ๋„ < 0:

ํ™•๋ฅ ๋ฐ€๋„ํ•จ์ˆ˜์˜ ์™ผ์ชฝ ๋ถ€๋ถ„์— ๊ธด ๊ผฌ๋ฆฌ๋ฅผ ๊ฐ€์ง€๋ฉฐ ์ค‘์•™๊ฐ’์„ ํฌํ•จํ•œ ์ž๋ฃŒ๊ฐ€ ์˜ค๋ฅธ์ชฝ์— ๋” ๋งŽ์ด ๋ถ„ํฌ

์™œ๋„ > 0:

ํ™•๋ฅ ๋ฐ€๋„ํ•จ์ˆ˜์˜ ์˜ค๋ฅธ์ชฝ ๋ถ€๋ถ„์— ๊ธด ๊ผฌ๋ฆฌ๋ฅผ ๊ฐ€์ง€๋ฉฐ ์ค‘์•™๊ฐ’์„ ํฌํ•จํ•œ ์ž๋ฃŒ๊ฐ€ ์™ผ์ชฝ์— ๋” ๋งŽ์ด ๋ถ„ํฌ

 

์ฒจ๋„(Kurtosis):

ํ™•๋ฅ ๋ถ„ํฌ์˜ ๊ผฌ๋ฆฌ๊ฐ€ ๋‘๊บผ์šด ์ •๋„๋ฅผ ๋‚˜ํƒ€๋‚ด๋Š” ์ฒ™๋„

k = 3:

์‚ฐํฌ๋„๊ฐ€ ์ •๊ทœ๋ถ„ํฌ์— ๊ฐ€๊นŒ์›€

k < 3:

์ •๊ทœ๋ถ„ํฌ๋ณด๋‹ค ๊ผฌ๋ฆฌ๊ฐ€ ์–‡์€ ๋ถ„ํฌ

k > 3:

์ •๊ทœ๋ถ„ํฌ๋ณด๋‹ค ๊ผฌ๋ฆฌ๊ฐ€ ๋‘๊บผ์šด ๋ถ„ํฌ

์ˆซ์ž ์˜ˆ์‹œ

df.skew() # ์™œ๋„
df.kurt() # ์ฒจ๋„
๋”๋ณด๊ธฐ

์˜ฌ๋ฆผ (ceil)

ceil ํ•จ์ˆ˜ ์‚ฌ์šฉ

์˜ฌ๋ฆผ์€ ์ž…๋ ฅ๊ฐ’๋ณด๋‹ค ๊ฐ™๊ฑฐ๋‚˜ ํฐ ์ •์ˆ˜์ค‘ ๊ฐ€์žฅ ๊ฐ€๊นŒ์šด ๊ฐ’์„ ๋ฐ˜ํ™˜ํ•ฉ๋‹ˆ๋‹ค. 

np.ceil(3.0)
np.ceil(3.2)
np.ceil(5.8)

์ถœ๋ ฅ

3.0
4.0
6.0

 

๋‚ด๋ฆผ(floor)

floor ํ•จ์ˆ˜ ์‚ฌ์šฉ

๋‚ด๋ฆผ์€ ์ž…๋ ฅ๊ฐ’๋ณด๋‹ค ๊ฐ™๊ฑฐ๋‚˜ ์ž‘์€ ์ •์ˆ˜์ค‘ ๊ฐ€์žฅ ๊ฐ€๊นŒ์šด ๊ฐ’์„ ๋ฐ˜ํ™˜ํ•ฉ๋‹ˆ๋‹ค. ์˜ฌ๋ฆผ์˜ ๋ฐ˜๋Œ€์ž…๋‹ˆ๋‹ค.  

print(np.floor(3.0))
print(np.floor(3.2))
print(np.floor(5.8))
print(np.floor(-3.2))
print(np.floor(-5.8))

์ถœ๋ ฅ

3.0
3.0
5.0
-4.0
-6.0

 

 

๋ฒ„๋ฆผ(trunc)

trunk ํ•จ์ˆ˜ ์‚ฌ์šฉ

์†Œ์ˆ˜์ ์„ ๊ทธ๋ƒฅ ๋ฒ„๋ฆฌ๋Š” ๊ฒƒ์œผ๋กœ ๋‚ด๋ฆผ๊ณผ๋Š” ๋‹ค๋ฆ…๋‹ˆ๋‹ค. 

print(np.trunc(3.0))
print(np.trunc(3.2))
print(np.trunc(5.8))
print(np.trunc(-3.2))
print(np.trunc(-5.8))

์ถœ๋ ฅ

3.0
3.0
5.0
-3.0
-5.0

 

https://codeup.kr/problem.php?id=6095 

 

[๊ธฐ์ดˆ-๋ฆฌ์ŠคํŠธ] ๋ฐ”๋‘‘ํŒ์— ํฐ ๋Œ ๋†“๊ธฐ(์„ค๋ช…)(py)

python์–ธ์–ด๊ธฐ์ดˆ100์ œv1.0 : @์ปดํ“จํ„ฐ๊ณผํ•™์‚ฌ๋ž‘, ์ „๊ตญ ์ •๋ณด(์ปดํ“จํ„ฐ)๊ต์‚ฌ ์ปค๋ฎค๋‹ˆํ‹ฐ/์—ฐ๊ตฌํšŒ - ํ•™๊ต ์ •๋ณด(์ปดํ“จํ„ฐ)์„ ์ƒ๋‹˜๋“ค๊ณผ ํ•จ๊ป˜ ์ˆ˜์—…/๋ฐฉ๊ณผํ›„ํ•™์Šต/๋™์•„๋ฆฌํ™œ๋™ ๋“ฑ์„ ํ†ตํ•ด ์žฌ๋ฏธ์žˆ๊ฒŒ ๋ฐฐ์›Œ๋ณด์„ธ์š”. - ๋ชจ๋“  ๋‚ด์šฉ

codeup.kr

๋ฐ”๋‘‘ํŒ(19 * 19)์— n๊ฐœ์˜ ํฐ ๋Œ์„ ๋†“๋Š”๋‹ค๊ณ  ํ•  ๋•Œ,
n๊ฐœ์˜ ํฐ ๋Œ์ด ๋†“์ธ ์œ„์น˜๋ฅผ ์ถœ๋ ฅํ•˜๋Š” ํ”„๋กœ๊ทธ๋žจ์„ ์ž‘์„ฑํ•ด๋ณด์ž.


๋‚ด ํ’€์ด

# ๋ฐ”๋‘‘ํŒ(19 * 19)์— n๊ฐœ์˜ ํฐ ๋Œ์„ ๋†“๋Š”๋‹ค๊ณ  ํ•  ๋•Œ, n๊ฐœ์˜ ํฐ ๋Œ์ด ๋†“์ธ ์œ„์น˜๋ฅผ ์ถœ๋ ฅํ•˜๋Š” ํ”„๋กœ๊ทธ๋žจ์„ ์ž‘์„ฑํ•ด๋ณด์ž.

d = []           # ๋ฆฌ์ŠคํŠธ ์ƒ์„ฑ []
for i in range(20):  
    d.append([])       # ๋ฆฌ์ŠคํŠธ ์•ˆ์— ๋‹ค๋ฅธ ๋ฆฌ์ŠคํŠธ ์ถ”๊ฐ€
    for j in range(20):
        d[i].append(0)   # ๋ฆฌ์ŠคํŠธ ์•ˆ์— ๋“ค์–ด์žˆ๋Š”  ๋ฆฌ์ŠคํŠธ ์•ˆ์— 0 ์ถ”๊ฐ€ํ•ด ๋„ฃ๊ธฐ
        
        
n = int(input())             # ํฐ ๋Œ ๊ฐœ์ˆ˜ ์ž…๋ ฅ
for i in range(n):           # ํฐ ๋Œ์ด ๋†“์ธ ์œ„์น˜ ์ž…๋ ฅ 
    x, y = input().split()
    d[int(x)][int(y)] = 1
    
for i in range(1, 20):          
    for j in range(1, 20):
        print(d[i][j], end=' ')
    print()

๋‹ค๋ฅธ ๋ถ„๋“ค์˜ ํ’€์ด๋ฅผ ์ฐธ๊ณ ํ•˜์—ฌ ํ’€์—ˆ๋‹น.. 

๊ผญ ๋ณต์Šตํ•ด์•ผ์ง€! 

https://codeup.kr/problem.php?id=6094 

 

[๊ธฐ์ดˆ-๋ฆฌ์ŠคํŠธ] ์ด์ƒํ•œ ์ถœ์„ ๋ฒˆํ˜ธ ๋ถ€๋ฅด๊ธฐ3(py)

python์–ธ์–ด๊ธฐ์ดˆ100์ œv1.0 : @์ปดํ“จํ„ฐ๊ณผํ•™์‚ฌ๋ž‘, ์ „๊ตญ ์ •๋ณด(์ปดํ“จํ„ฐ)๊ต์‚ฌ ์ปค๋ฎค๋‹ˆํ‹ฐ/์—ฐ๊ตฌํšŒ - ํ•™๊ต ์ •๋ณด(์ปดํ“จํ„ฐ)์„ ์ƒ๋‹˜๋“ค๊ณผ ํ•จ๊ป˜ ์ˆ˜์—…/๋ฐฉ๊ณผํ›„ํ•™์Šต/๋™์•„๋ฆฌํ™œ๋™ ๋“ฑ์„ ํ†ตํ•ด ์žฌ๋ฏธ์žˆ๊ฒŒ ๋ฐฐ์›Œ๋ณด์„ธ์š”. - ๋ชจ๋“  ๋‚ด์šฉ

codeup.kr

์ถœ์„ ๋ฒˆํ˜ธ๋ฅผ n๋ฒˆ ๋ฌด์ž‘์œ„๋กœ ๋ถˆ๋ €์„ ๋•Œ, ๊ฐ€์žฅ ๋น ๋ฅธ ๋ฒˆํ˜ธ๋ฅผ ์ถœ๋ ฅํ•ด ๋ณด์ž.

๋‚ด ํ’€์ด

n = int(input())
a = input().split()

for i in range(n):
    a[i] = int(a[i])
    
print(min(a))

min() :

ํŒŒ์ด์ฌ ๋‚ด์žฅํ•จ์ˆ˜ min()์„ ์ด์šฉํ•ด ์ธ์ˆ˜๋กœ ๋ฐ›์€ ์ž๋ฃŒํ˜• ๋‚ด์—์„œ ์ตœ์†Œ๊ฐ’์„ ๋ฐ›์•„ ๋ฐ˜ํ™˜.

์ตœ๋Œ€๊ฐ’์€ max()ํ•จ์ˆ˜ ์ด์šฉ

 

https://codeup.kr/problem.php?id=6093 

 

[๊ธฐ์ดˆ-๋ฆฌ์ŠคํŠธ] ์ด์ƒํ•œ ์ถœ์„ ๋ฒˆํ˜ธ ๋ถ€๋ฅด๊ธฐ2(py)

python์–ธ์–ด๊ธฐ์ดˆ100์ œv1.0 : @์ปดํ“จํ„ฐ๊ณผํ•™์‚ฌ๋ž‘, ์ „๊ตญ ์ •๋ณด(์ปดํ“จํ„ฐ)๊ต์‚ฌ ์ปค๋ฎค๋‹ˆํ‹ฐ/์—ฐ๊ตฌํšŒ - ํ•™๊ต ์ •๋ณด(์ปดํ“จํ„ฐ)์„ ์ƒ๋‹˜๋“ค๊ณผ ํ•จ๊ป˜ ์ˆ˜์—…/๋ฐฉ๊ณผํ›„ํ•™์Šต/๋™์•„๋ฆฌํ™œ๋™ ๋“ฑ์„ ํ†ตํ•ด ์žฌ๋ฏธ์žˆ๊ฒŒ ๋ฐฐ์›Œ๋ณด์„ธ์š”. - ๋ชจ๋“  ๋‚ด์šฉ

codeup.kr

์ถœ์„ ๋ฒˆํ˜ธ๋ฅผ n๋ฒˆ ๋ฌด์ž‘์œ„๋กœ ๋ถˆ๋ €์„ ๋•Œ, ๋ถ€๋ฅธ ๋ฒˆํ˜ธ๋ฅผ ๊ฑฐ๊พธ๋กœ ์ถœ๋ ฅํ•ด ๋ณด์ž.

๋‚ด ํ’€์ด

n = int(input())    # ์ถœ์„ ๋ฒˆํ˜ธ๋ฅผ ๋ถ€๋ฅธ ์ด ํšŸ์ˆ˜
a = input().split()  # ๋ถ€๋ฅธ ์ถœ์„๋ฒˆํ˜ธ a์— ์ €์žฅ

for i in range(n):   
    a[i] = int(a[i])    
    
for i in range(n-1, -1, -1):  # ๋ฒˆํ˜ธ ๊ฑฐ๊พธ๋กœ ์ถœ๋ ฅ
    print(a[i], end = ' ')

 

range(n-1, -1, -1):  range(start, stop, step)

range() ์—ญ์ˆœ์œผ๋กœ ์ถœ๋ ฅํ•˜๊ธฐ  

 

 

https://codeup.kr/problem.php?id=6092 

 

[๊ธฐ์ดˆ-๋ฆฌ์ŠคํŠธ] ์ด์ƒํ•œ ์ถœ์„ ๋ฒˆํ˜ธ ๋ถ€๋ฅด๊ธฐ1(์„ค๋ช…)(py)

python์–ธ์–ด๊ธฐ์ดˆ100์ œv1.0 : @์ปดํ“จํ„ฐ๊ณผํ•™์‚ฌ๋ž‘, ์ „๊ตญ ์ •๋ณด(์ปดํ“จํ„ฐ)๊ต์‚ฌ ์ปค๋ฎค๋‹ˆํ‹ฐ/์—ฐ๊ตฌํšŒ - ํ•™๊ต ์ •๋ณด(์ปดํ“จํ„ฐ)์„ ์ƒ๋‹˜๋“ค๊ณผ ํ•จ๊ป˜ ์ˆ˜์—…/๋ฐฉ๊ณผํ›„ํ•™์Šต/๋™์•„๋ฆฌํ™œ๋™ ๋“ฑ์„ ํ†ตํ•ด ์žฌ๋ฏธ์žˆ๊ฒŒ ๋ฐฐ์›Œ๋ณด์„ธ์š”. - ๋ชจ๋“  ๋‚ด์šฉ

codeup.kr

์ถœ์„ ๋ฒˆํ˜ธ๋ฅผ n๋ฒˆ ๋ฌด์ž‘์œ„๋กœ ๋ถˆ๋ €์„ ๋•Œ, ๊ฐ ๋ฒˆํ˜ธ(1 ~ 23)๊ฐ€ ๋ถˆ๋ฆฐ ํšŸ์ˆ˜๋ฅผ ๊ฐ๊ฐ ์ถœ๋ ฅํ•ด๋ณด์ž.

๋‚ด ํ’€์ด

n = int(input())  # ์ถœ์„๋ฒˆํ˜ธ๋ฅผ ๋ถ€๋ฅธ ์ด ํšŸ์ˆ˜ 
a = input().split()  # ๊ณต๋ฐฑ์„ ๊ธฐ์ค€์œผ๋กœ ์ž˜๋ผ a์— ์ˆœ์„œ๋Œ€๋กœ ์ €์žฅ 

for i in range(n):      # 0๋ถ€ํ„ฐ n-1๊นŒ์ง€
    a[i] = int(a[i])       # a์— ์ˆœ์„œ๋Œ€๋กœ ์ €์žฅ๋˜์–ด์žˆ๋Š” ๊ฐ ๊ฐ’์„ ์ •์ˆ˜๋กœ ๋ณ€ํ™˜ํ•ด ๋‹ค์‹œ ์ €์žฅ
    
d = []                        # d๋ผ๋Š” ์ด๋ฆ„์˜ ๋นˆ ๋ฆฌ์ŠคํŠธ [] ๋ณ€์ˆ˜๋ฅผ ๋งŒ๋“ ๋‹ค. 
for i in range(24):          #print(d)=[0, 0, 0, ... , 0, 0, 0] ๊ณผ ๊ฐ™์ด 24๊ฐœ์˜ ์ •์ˆ˜ ๊ฐ’ 0์„ ์ถ”๊ฐ€ํ•ด ๋„ฃ์Œ
    d.append(0)             # ๊ฐ ๊ฐ’์€ d[0], d[1], d[2], ..., d[22], d[23] ์œผ๋กœ ๊ฐ’์„ ์ฝ๊ณ  ์ €์žฅํ•  ์ˆ˜ ์žˆ๋‹ค.

for i in range(n):       #๋ฒˆํ˜ธ๋ฅผ ๋ถ€๋ฅผ ๋•Œ๋งˆ๋‹ค, ๊ทธ ๋ฒˆํ˜ธ์— ๋Œ€ํ•œ ์นด์šดํŠธ 1์”ฉ ์ฆ๊ฐ€
    d[a[i]] += 1 
    
for i in range(1,24):    #์นด์šดํŠธํ•œ ๊ฐ’์„ ๊ณต๋ฐฑ์„ ๋‘๊ณ  ์ถœ๋ ฅ
    print(d[i], end=' ')

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