Overview

Dataset statistics

Number of variables8
Number of observations165
Missing cells33
Missing cells (%)2.5%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory10.9 KiB
Average record size in memory67.8 B

Variable types

Numeric3
DateTime1
Text3
Categorical1

Dataset

Description2022년 전세계 항공사고 발생현황을 일자별, 항공사별, 기종별, 비행단계별로 구분하여 탑승 및 사망자, 사고개요 정보를 제공
URLhttps://www.data.go.kr/data/15049018/fileData.do

Alerts

탑승 has 26 (15.8%) missing valuesMissing
사망 has 7 (4.2%) missing valuesMissing
순번 has unique valuesUnique
탑승 has 7 (4.2%) zerosZeros
사망 has 125 (75.8%) zerosZeros

Reproduction

Analysis started2023-12-12 03:52:34.324578
Analysis finished2023-12-12 03:52:36.182986
Duration1.86 second
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

순번
Real number (ℝ)

UNIQUE 

Distinct165
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean83
Minimum1
Maximum165
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size1.6 KiB
2023-12-12T12:52:36.295449image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile9.2
Q142
median83
Q3124
95-th percentile156.8
Maximum165
Range164
Interquartile range (IQR)82

Descriptive statistics

Standard deviation47.775517
Coefficient of variation (CV)0.57560864
Kurtosis-1.2
Mean83
Median Absolute Deviation (MAD)41
Skewness0
Sum13695
Variance2282.5
MonotonicityStrictly increasing
2023-12-12T12:52:36.467321image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1 1
 
0.6%
105 1
 
0.6%
107 1
 
0.6%
108 1
 
0.6%
109 1
 
0.6%
110 1
 
0.6%
111 1
 
0.6%
112 1
 
0.6%
113 1
 
0.6%
114 1
 
0.6%
Other values (155) 155
93.9%
ValueCountFrequency (%)
1 1
0.6%
2 1
0.6%
3 1
0.6%
4 1
0.6%
5 1
0.6%
6 1
0.6%
7 1
0.6%
8 1
0.6%
9 1
0.6%
10 1
0.6%
ValueCountFrequency (%)
165 1
0.6%
164 1
0.6%
163 1
0.6%
162 1
0.6%
161 1
0.6%
160 1
0.6%
159 1
0.6%
158 1
0.6%
157 1
0.6%
156 1
0.6%

일자
Date

Distinct125
Distinct (%)75.8%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
Minimum2022-01-03 00:00:00
Maximum2022-12-31 00:00:00
2023-12-12T12:52:36.615118image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T12:52:36.784984image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)

항공사
Text

Distinct149
Distinct (%)90.3%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
2023-12-12T12:52:37.223795image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length49
Median length38
Mean length16.072727
Min length1

Characters and Unicode

Total characters2652
Distinct characters61
Distinct categories8 ?
Distinct scripts2 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique140 ?
Unique (%)84.8%

Sample

1st rowSA Airlink
2nd rowLANHSA
3rd rowCaspian Airlines
4th rowAviastar-TU, opf. Cainiao
5th rowPrivate
ValueCountFrequency (%)
air 33
 
8.0%
aviation 22
 
5.4%
airlines 16
 
3.9%
llc 14
 
3.4%
opf 9
 
2.2%
private 6
 
1.5%
services 5
 
1.2%
antonov 5
 
1.2%
airways 5
 
1.2%
aereo 5
 
1.2%
Other values (242) 291
70.8%
2023-12-12T12:52:37.966392image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
i 256
 
9.7%
246
 
9.3%
r 200
 
7.5%
a 197
 
7.4%
e 197
 
7.4%
n 160
 
6.0%
A 146
 
5.5%
o 138
 
5.2%
t 122
 
4.6%
s 90
 
3.4%
Other values (51) 900
33.9%

Most occurring categories

ValueCountFrequency (%)
Lowercase Letter 1847
69.6%
Uppercase Letter 519
 
19.6%
Space Separator 246
 
9.3%
Other Punctuation 25
 
0.9%
Dash Punctuation 8
 
0.3%
Decimal Number 5
 
0.2%
Open Punctuation 1
 
< 0.1%
Close Punctuation 1
 
< 0.1%

Most frequent character per category

Lowercase Letter
ValueCountFrequency (%)
i 256
13.9%
r 200
10.8%
a 197
10.7%
e 197
10.7%
n 160
8.7%
o 138
 
7.5%
t 122
 
6.6%
s 90
 
4.9%
l 68
 
3.7%
v 57
 
3.1%
Other values (16) 362
19.6%
Uppercase Letter
ValueCountFrequency (%)
A 146
28.1%
C 55
 
10.6%
L 45
 
8.7%
S 42
 
8.1%
P 30
 
5.8%
T 29
 
5.6%
F 24
 
4.6%
E 19
 
3.7%
R 15
 
2.9%
B 15
 
2.9%
Other values (15) 99
19.1%
Other Punctuation
ValueCountFrequency (%)
, 12
48.0%
. 11
44.0%
' 2
 
8.0%
Decimal Number
ValueCountFrequency (%)
9 2
40.0%
2 2
40.0%
4 1
20.0%
Space Separator
ValueCountFrequency (%)
246
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 8
100.0%
Open Punctuation
ValueCountFrequency (%)
( 1
100.0%
Close Punctuation
ValueCountFrequency (%)
) 1
100.0%

Most occurring scripts

ValueCountFrequency (%)
Latin 2366
89.2%
Common 286
 
10.8%

Most frequent character per script

Latin
ValueCountFrequency (%)
i 256
 
10.8%
r 200
 
8.5%
a 197
 
8.3%
e 197
 
8.3%
n 160
 
6.8%
A 146
 
6.2%
o 138
 
5.8%
t 122
 
5.2%
s 90
 
3.8%
l 68
 
2.9%
Other values (41) 792
33.5%
Common
ValueCountFrequency (%)
246
86.0%
, 12
 
4.2%
. 11
 
3.8%
- 8
 
2.8%
' 2
 
0.7%
9 2
 
0.7%
2 2
 
0.7%
4 1
 
0.3%
( 1
 
0.3%
) 1
 
0.3%

Most occurring blocks

ValueCountFrequency (%)
ASCII 2652
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
i 256
 
9.7%
246
 
9.3%
r 200
 
7.5%
a 197
 
7.4%
e 197
 
7.4%
n 160
 
6.0%
A 146
 
5.5%
o 138
 
5.2%
t 122
 
4.6%
s 90
 
3.4%
Other values (51) 900
33.9%

기종
Text

Distinct123
Distinct (%)74.5%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
2023-12-12T12:52:38.435149image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length42
Median length25
Mean length19.50303
Min length5

Characters and Unicode

Total characters3218
Distinct characters67
Distinct categories8 ?
Distinct scripts2 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique104 ?
Unique (%)63.0%

Sample

1st rowBAe 4121 Jetstream 41
2nd rowBAe 3101 Jetstream 31
3rd rowBoeing 737-4H6
4th rowTupolev Tu-204-100C
5th rowBeech 200 Super King Air
ValueCountFrequency (%)
cessna 36
 
7.1%
antonov 22
 
4.3%
caravan 21
 
4.1%
208b 19
 
3.7%
boeing 18
 
3.5%
grand 15
 
3.0%
wl 10
 
2.0%
beech 10
 
2.0%
air 8
 
1.6%
embraer 8
 
1.6%
Other values (203) 341
67.1%
2023-12-12T12:52:39.169356image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
344
 
10.7%
n 227
 
7.1%
a 206
 
6.4%
e 200
 
6.2%
r 161
 
5.0%
0 134
 
4.2%
2 110
 
3.4%
o 110
 
3.4%
C 109
 
3.4%
i 109
 
3.4%
Other values (57) 1508
46.9%

Most occurring categories

ValueCountFrequency (%)
Lowercase Letter 1562
48.5%
Uppercase Letter 613
 
19.0%
Decimal Number 567
 
17.6%
Space Separator 344
 
10.7%
Dash Punctuation 102
 
3.2%
Close Punctuation 13
 
0.4%
Open Punctuation 13
 
0.4%
Other Punctuation 4
 
0.1%

Most frequent character per category

Uppercase Letter
ValueCountFrequency (%)
C 109
17.8%
A 96
15.7%
B 75
12.2%
S 32
 
5.2%
E 27
 
4.4%
I 27
 
4.4%
L 25
 
4.1%
T 23
 
3.8%
G 23
 
3.8%
H 20
 
3.3%
Other values (16) 156
25.4%
Lowercase Letter
ValueCountFrequency (%)
n 227
14.5%
a 206
13.2%
e 200
12.8%
r 161
10.3%
o 110
7.0%
i 109
7.0%
s 108
6.9%
t 103
6.6%
v 49
 
3.1%
g 37
 
2.4%
Other values (15) 252
16.1%
Decimal Number
ValueCountFrequency (%)
0 134
23.6%
2 110
19.4%
3 57
10.1%
7 53
 
9.3%
1 52
 
9.2%
5 51
 
9.0%
8 46
 
8.1%
4 30
 
5.3%
6 24
 
4.2%
9 10
 
1.8%
Other Punctuation
ValueCountFrequency (%)
/ 2
50.0%
. 2
50.0%
Space Separator
ValueCountFrequency (%)
344
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 102
100.0%
Close Punctuation
ValueCountFrequency (%)
) 13
100.0%
Open Punctuation
ValueCountFrequency (%)
( 13
100.0%

Most occurring scripts

ValueCountFrequency (%)
Latin 2175
67.6%
Common 1043
32.4%

Most frequent character per script

Latin
ValueCountFrequency (%)
n 227
 
10.4%
a 206
 
9.5%
e 200
 
9.2%
r 161
 
7.4%
o 110
 
5.1%
C 109
 
5.0%
i 109
 
5.0%
s 108
 
5.0%
t 103
 
4.7%
A 96
 
4.4%
Other values (41) 746
34.3%
Common
ValueCountFrequency (%)
344
33.0%
0 134
 
12.8%
2 110
 
10.5%
- 102
 
9.8%
3 57
 
5.5%
7 53
 
5.1%
1 52
 
5.0%
5 51
 
4.9%
8 46
 
4.4%
4 30
 
2.9%
Other values (6) 64
 
6.1%

Most occurring blocks

ValueCountFrequency (%)
ASCII 3218
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
344
 
10.7%
n 227
 
7.1%
a 206
 
6.4%
e 200
 
6.2%
r 161
 
5.0%
0 134
 
4.2%
2 110
 
3.4%
o 110
 
3.4%
C 109
 
3.4%
i 109
 
3.4%
Other values (57) 1508
46.9%

비행단계
Categorical

Distinct9
Distinct (%)5.5%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
LDG
69 
ENR
23 
STD
17 
TOF
17 
APR
16 
Other values (4)
23 

Length

Max length3
Median length3
Mean length3
Min length3

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowLDG
2nd rowLDG
3rd rowLDG
4th rowSTD
5th rowSTD

Common Values

ValueCountFrequency (%)
LDG 69
41.8%
ENR 23
 
13.9%
STD 17
 
10.3%
TOF 17
 
10.3%
APR 16
 
9.7%
TXI 11
 
6.7%
UNK 5
 
3.0%
ICL 5
 
3.0%
MNV 2
 
1.2%

Length

2023-12-12T12:52:39.468421image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T12:52:39.670852image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
ldg 69
41.8%
enr 23
 
13.9%
std 17
 
10.3%
tof 17
 
10.3%
apr 16
 
9.7%
txi 11
 
6.7%
unk 5
 
3.0%
icl 5
 
3.0%
mnv 2
 
1.2%

탑승
Real number (ℝ)

MISSING  ZEROS 

Distinct37
Distinct (%)26.6%
Missing26
Missing (%)15.8%
Infinite0
Infinite (%)0.0%
Mean18.47482
Minimum0
Maximum203
Zeros7
Zeros (%)4.2%
Negative0
Negative (%)0.0%
Memory size1.6 KiB
2023-12-12T12:52:39.915045image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0.9
Q12
median4
Q310
95-th percentile126.6
Maximum203
Range203
Interquartile range (IQR)8

Descriptive statistics

Standard deviation39.740887
Coefficient of variation (CV)2.1510839
Kurtosis8.6082544
Mean18.47482
Median Absolute Deviation (MAD)3
Skewness3.0532085
Sum2568
Variance1579.3381
MonotonicityNot monotonic
2023-12-12T12:52:40.139949image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=37)
ValueCountFrequency (%)
2 25
15.2%
3 16
9.7%
1 13
 
7.9%
4 12
 
7.3%
0 7
 
4.2%
5 7
 
4.2%
7 7
 
4.2%
10 5
 
3.0%
8 5
 
3.0%
9 5
 
3.0%
Other values (27) 37
22.4%
(Missing) 26
15.8%
ValueCountFrequency (%)
0 7
 
4.2%
1 13
7.9%
2 25
15.2%
3 16
9.7%
4 12
7.3%
5 7
 
4.2%
6 4
 
2.4%
7 7
 
4.2%
8 5
 
3.0%
9 5
 
3.0%
ValueCountFrequency (%)
203 1
0.6%
176 1
0.6%
170 1
0.6%
160 1
0.6%
159 1
0.6%
140 1
0.6%
132 1
0.6%
126 1
0.6%
122 1
0.6%
108 1
0.6%

사망
Real number (ℝ)

MISSING  ZEROS 

Distinct15
Distinct (%)9.5%
Missing7
Missing (%)4.2%
Infinite0
Infinite (%)0.0%
Mean1.8164557
Minimum0
Maximum132
Zeros125
Zeros (%)75.8%
Negative0
Negative (%)0.0%
Memory size1.6 KiB
2023-12-12T12:52:40.352001image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile6.15
Maximum132
Range132
Interquartile range (IQR)0

Descriptive statistics

Standard deviation10.854474
Coefficient of variation (CV)5.9756336
Kurtosis134.00705
Mean1.8164557
Median Absolute Deviation (MAD)0
Skewness11.211472
Sum287
Variance117.8196
MonotonicityNot monotonic
2023-12-12T12:52:40.552439image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=15)
ValueCountFrequency (%)
0 125
75.8%
2 9
 
5.5%
1 7
 
4.2%
5 3
 
1.8%
4 3
 
1.8%
3 2
 
1.2%
14 1
 
0.6%
7 1
 
0.6%
132 1
 
0.6%
11 1
 
0.6%
Other values (5) 5
 
3.0%
(Missing) 7
 
4.2%
ValueCountFrequency (%)
0 125
75.8%
1 7
 
4.2%
2 9
 
5.5%
3 2
 
1.2%
4 3
 
1.8%
5 3
 
1.8%
6 1
 
0.6%
7 1
 
0.6%
8 1
 
0.6%
10 1
 
0.6%
ValueCountFrequency (%)
132 1
 
0.6%
22 1
 
0.6%
19 1
 
0.6%
14 1
 
0.6%
11 1
 
0.6%
10 1
 
0.6%
8 1
 
0.6%
7 1
 
0.6%
6 1
 
0.6%
5 3
1.8%

사고 개요
Text

Distinct164
Distinct (%)99.4%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
2023-12-12T12:52:41.024641image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length181
Median length130
Mean length113.39394
Min length66

Characters and Unicode

Total characters18710
Distinct characters440
Distinct categories9 ?
Distinct scripts3 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique163 ?
Unique (%)98.8%

Sample

1st rowSA Airlink 소속 BAe 4121 Jetstream 41 항공기가 남아프리카 Venetia Mine 공항에 착륙 중 조류충돌로 우측 엔진 프로펠러가 절단되었으나 무사히 착륙, 인명피해 없음.
2nd rowLANHSA 소속 BAe 3101 Jetstream 31 항공기가 온두라스 Roatan 공항에 착륙 중 우측 랜딩기어가 무너지면서 우측 엔진 프로펠러가 활주로에서 부딪혀 항공기가 활주로에서 이탈하였으나, 인명피해 없음.
3rd rowCaspian Airlines 소속 Boeing 737-4H6 항공기가 이란 Isfahan-Shahid Beheshti 공항에 착륙 중 좌측 랜딩기어가 무너지며 활주로 옆으로 정지, 승객 5명이 부상을 당함.
4th rowAviastar-TU 소속 Tupolev Tu-204-100C 항공기가 중국 Hangzhou 공항에서 출발 준비 중 화물칸에서 화재 발생하여 날개 뒤쪽 동체 전소, 인명피해 없음.
5th row마약을 수송하던 Beech 200 Super King Air 항공기가 벨리즈 Grhem Creek지역에서 전소된 채 발견, 현장에서 마약은 발견되지 않음.
ValueCountFrequency (%)
소속 164
 
4.5%
항공기가 159
 
4.4%
중 118
 
3.3%
없음 103
 
2.8%
인명피해 103
 
2.8%
착륙 62
 
1.7%
공항에 60
 
1.7%
미국 52
 
1.4%
air 43
 
1.2%
공항에서 42
 
1.2%
Other values (1338) 2709
74.9%
2023-12-12T12:52:41.759206image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
3477
 
18.6%
a 645
 
3.4%
e 569
 
3.0%
n 542
 
2.9%
i 511
 
2.7%
r 467
 
2.5%
o 405
 
2.2%
항 340
 
1.8%
공 334
 
1.8%
t 330
 
1.8%
Other values (430) 11090
59.3%

Most occurring categories

ValueCountFrequency (%)
Other Letter 7328
39.2%
Lowercase Letter 5206
27.8%
Space Separator 3477
18.6%
Uppercase Letter 1478
 
7.9%
Decimal Number 693
 
3.7%
Other Punctuation 334
 
1.8%
Dash Punctuation 168
 
0.9%
Close Punctuation 13
 
0.1%
Open Punctuation 13
 
0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
항 340
 
4.6%
공 334
 
4.6%
에 269
 
3.7%
기 250
 
3.4%
가 228
 
3.1%
소 187
 
2.6%
하 181
 
2.5%
명 181
 
2.5%
이 172
 
2.3%
속 171
 
2.3%
Other values (360) 5015
68.4%
Lowercase Letter
ValueCountFrequency (%)
a 645
12.4%
e 569
10.9%
n 542
10.4%
i 511
9.8%
r 467
9.0%
o 405
 
7.8%
t 330
 
6.3%
s 291
 
5.6%
l 203
 
3.9%
u 155
 
3.0%
Other values (16) 1088
20.9%
Uppercase Letter
ValueCountFrequency (%)
A 275
18.6%
C 188
12.7%
B 112
 
7.6%
S 96
 
6.5%
L 83
 
5.6%
P 61
 
4.1%
T 60
 
4.1%
M 57
 
3.9%
E 56
 
3.8%
F 55
 
3.7%
Other values (16) 435
29.4%
Decimal Number
ValueCountFrequency (%)
0 142
20.5%
2 138
19.9%
1 83
12.0%
3 75
10.8%
7 66
9.5%
5 54
 
7.8%
8 49
 
7.1%
4 41
 
5.9%
6 31
 
4.5%
9 14
 
2.0%
Other Punctuation
ValueCountFrequency (%)
. 178
53.3%
, 143
42.8%
/ 9
 
2.7%
' 4
 
1.2%
Space Separator
ValueCountFrequency (%)
3477
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 168
100.0%
Close Punctuation
ValueCountFrequency (%)
) 13
100.0%
Open Punctuation
ValueCountFrequency (%)
( 13
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 7328
39.2%
Latin 6684
35.7%
Common 4698
25.1%

Most frequent character per script

Hangul
ValueCountFrequency (%)
항 340
 
4.6%
공 334
 
4.6%
에 269
 
3.7%
기 250
 
3.4%
가 228
 
3.1%
소 187
 
2.6%
하 181
 
2.5%
명 181
 
2.5%
이 172
 
2.3%
속 171
 
2.3%
Other values (360) 5015
68.4%
Latin
ValueCountFrequency (%)
a 645
 
9.6%
e 569
 
8.5%
n 542
 
8.1%
i 511
 
7.6%
r 467
 
7.0%
o 405
 
6.1%
t 330
 
4.9%
s 291
 
4.4%
A 275
 
4.1%
l 203
 
3.0%
Other values (42) 2446
36.6%
Common
ValueCountFrequency (%)
3477
74.0%
. 178
 
3.8%
- 168
 
3.6%
, 143
 
3.0%
0 142
 
3.0%
2 138
 
2.9%
1 83
 
1.8%
3 75
 
1.6%
7 66
 
1.4%
5 54
 
1.1%
Other values (8) 174
 
3.7%

Most occurring blocks

ValueCountFrequency (%)
ASCII 11382
60.8%
Hangul 7328
39.2%

Most frequent character per block

ASCII
ValueCountFrequency (%)
3477
30.5%
a 645
 
5.7%
e 569
 
5.0%
n 542
 
4.8%
i 511
 
4.5%
r 467
 
4.1%
o 405
 
3.6%
t 330
 
2.9%
s 291
 
2.6%
A 275
 
2.4%
Other values (60) 3870
34.0%
Hangul
ValueCountFrequency (%)
항 340
 
4.6%
공 334
 
4.6%
에 269
 
3.7%
기 250
 
3.4%
가 228
 
3.1%
소 187
 
2.6%
하 181
 
2.5%
명 181
 
2.5%
이 172
 
2.3%
속 171
 
2.3%
Other values (360) 5015
68.4%

Interactions

2023-12-12T12:52:35.432352image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T12:52:34.718101image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T12:52:35.109136image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T12:52:35.552531image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T12:52:34.831511image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T12:52:35.199088image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T12:52:35.684493image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T12:52:35.009935image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T12:52:35.309716image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2023-12-12T12:52:41.902785image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
순번비행단계탑승사망
순번1.0000.1380.0000.000
비행단계0.1381.0000.0000.226
탑승0.0000.0001.0000.571
사망0.0000.2260.5711.000
2023-12-12T12:52:42.051448image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
순번탑승사망비행단계
순번1.0000.0190.1000.076
탑승0.0191.0000.1470.000
사망0.1000.1471.0000.098
비행단계0.0760.0000.0981.000

Missing values

2023-12-12T12:52:35.815118image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-12T12:52:35.956232image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
2023-12-12T12:52:36.100172image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

순번일자항공사기종비행단계탑승사망사고 개요
012022-01-03SA AirlinkBAe 4121 Jetstream 41LDG70SA Airlink 소속 BAe 4121 Jetstream 41 항공기가 남아프리카 Venetia Mine 공항에 착륙 중 조류충돌로 우측 엔진 프로펠러가 절단되었으나 무사히 착륙, 인명피해 없음.
122022-01-04LANHSABAe 3101 Jetstream 31LDG190LANHSA 소속 BAe 3101 Jetstream 31 항공기가 온두라스 Roatan 공항에 착륙 중 우측 랜딩기어가 무너지면서 우측 엔진 프로펠러가 활주로에서 부딪혀 항공기가 활주로에서 이탈하였으나, 인명피해 없음.
232022-01-05Caspian AirlinesBoeing 737-4H6LDG1260Caspian Airlines 소속 Boeing 737-4H6 항공기가 이란 Isfahan-Shahid Beheshti 공항에 착륙 중 좌측 랜딩기어가 무너지며 활주로 옆으로 정지, 승객 5명이 부상을 당함.
342022-01-08Aviastar-TU, opf. CainiaoTupolev Tu-204-100CSTD80Aviastar-TU 소속 Tupolev Tu-204-100C 항공기가 중국 Hangzhou 공항에서 출발 준비 중 화물칸에서 화재 발생하여 날개 뒤쪽 동체 전소, 인명피해 없음.
452022-01-12PrivateBeech 200 Super King AirSTD<NA>0마약을 수송하던 Beech 200 Super King Air 항공기가 벨리즈 Grhem Creek지역에서 전소된 채 발견, 현장에서 마약은 발견되지 않음.
562022-01-19Mahan AirCessna 208B Grand Caravan EXLDG180Mahan Air 소속 Cessna 208B Grand Caravan EX 항공기가 낮은 시정으로 이란 Arzuiyeh 지역 농경지에 비상착륙, 인명피해 없음.
672022-01-22JetBlue AirwaysAirbus A320-232TOF<NA>0JetBlue Airways 소속 Airbus A320-232 항공기가 미국 콜로라도 Hayden-Yampa Valley 공항에서 이륙 중 테일스트라이크가 발생하여 Denver 공항으로 회항 후 무사 착륙, 인명피해 없음.
782022-01-27Volare AviationBombardier Challenger 604LDG70Volare Aviation 소속 Bombardier Challenger 604 항공기가 그리스 Heraklion-N. Kazantzakis 공항에 착륙 중 노즈 랜딩기어가 무너졌으나, 인명피해 없음.
892022-01-31Lima Delta Co TrusteeBombardier Challenger 604LDG20Lima Delta Co Trustee 소속 Bombardier Challenger 604 항공기가 영국 London-Stansted 공항에 착륙 중 측풍으로 인해 좌측 날개와 전방 하부 동체에 손상을 입었으나, 인명피해 없음.
9102022-01-31Royal Canadian Air Force - RCAF, opf. Air TindiBeech B300 King Air 350LDG30Royal Canadian Air Force 소속 Beech B300 King Air 350 항공기가 캐나다 Thunder Bay 공항에 착륙 중 활주로를 이탈하였으나, 인명피해 없음.
순번일자항공사기종비행단계탑승사망사고 개요
1551562022-11-25VerijetCirrus SF50 Vision Jet G2ICL10Verijet 소속 Cirrus SF50 Vision Jet G2 항공기가 미국 Indianapolis Regional 공항에서 이륙 직후 자동항법장치 오작동으로 실속에 빠져 항공기에 장착된 낙하산을 이용하여 불시착하였으며, 인명피해 없음.
1561572022-11-29Jett AircraftLearjet 45LDG80Jett Aircraft 소속 Learjet 45 항공기가 미국 Batesville Regional 공항에 착륙하던 중 젖어있던 활주로로 인해 활주로를 이탈하며 공항 펜스에 충돌, 조종사 2명은 경미한 부상을 입었으며 탑승객 6명은 인명피해 없음.
1571582022-11-30Aery AviationLearjet 36TOF30Aery Aviation 소속 Learjet 36 항공기가 미국 Newport News/Williamsburg 공항에서 이륙 중 타이어가 터졌으나, 인명피해 없음.
1581592022-12-01REVA, Inc.Learjet 35ALDG40REVA, Inc. 소속 Learjet 35A 항공기가 쿠바 Guantanamo Naval Air Station에 착륙 중 원인불명의 이유로 사고를 겪었으나, 인명피해 없음.
1591602022-12-15Key Lime AirSwearingen SA226-TC Metro IILDG10Key Lime Air 소속 Swearingen SA226-TC Metro II 항공기가 미국 Wichita Dwight D. Eisenhower National 공항에 실수로 동체착륙을 하여 기체가 손상되었으며, 인명피해 없음.
1601612022-12-17Blue Bird AviationDHC-8-402QPF Dash 8LDG60Blue Bird Aviation 소속 DHC-8-402QPF Dash 8 항공기가 소말리아 Abudwak 비행장에서 착륙 중 우측 메인기어가 붕괴되었으나, 인명피해 없음.
1611622022-12-26Mid Africa Aviation, opf. Tarco AviationBoeing 737-3Z0TOF<NA>0Tarco Aviation 소속 Boeing 737-3Z0 항공기가 소말리아 Mogadishu Aden Adde 공항에서 이륙 중 우측 엔진에서 진동 및 소음을 감지하고 이륙을 포기하였으나, 인명피해 없음.
1621632022-12-27Skystallion LLCEmbraer Phenom 300LDG70Skystallion LLC 소속 Embraer Phenom 300 항공기가 미국 Hawthorne 공항에 착륙 중 활주로를 이탈하여 공항 펜스에 충돌 후 정지하여 노즈기어가 붕괴되었으나, 인명피해 없음.
1631642022-12-30PrivateCanadair CL-600S Challenger 600ENR22개인소유 Canadair CL-600S Challenger 600 항공기가 멕시코 Venado 지역에 추락하여 조종사 2명 전원 사망함.
1641652022-12-31BAR AviationCessna 208B Grand CaravanLDG50BAR Aviation 소속 Cessna 208B Grand Caravan 항공기가 우간다 Mweya 공항에 착륙 중 활주로를 이탈하여 건물에 충돌하였으나, 인명피해 없음.