gimi9 Pandas Profiling

Dataset statistics

Number of variables	12
Number of observations	225
Missing cells	3
Missing cells (%)	0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	23.2 KiB
Average record size in memory	105.6 B

Variable types

Numeric	9
Text	1
Categorical	2

Dataset

Description	광주광역시(소방안전본부)가 보유한 구조대 인명구조장비에 대한 데이터로 장비명, 내용연수 , 인명구조장비의 위치 등에 대한 정보를 제공합니다.
Author	광주광역시
URL	https://www.data.go.kr/data/3076307/fileData.do

Alerts

`데이터기준일자` has constant value ""	Constant
`특수구조대` is highly overall correlated with `동부` and 4 other fields	High correlation
`산악구조대` is highly overall correlated with `항공대` and 2 other fields	High correlation
`항공대` is highly overall correlated with `산악구조대` and 5 other fields	High correlation
`동부` is highly overall correlated with `특수구조대` and 6 other fields	High correlation
`서부` is highly overall correlated with `특수구조대` and 5 other fields	High correlation
`남부` is highly overall correlated with `특수구조대` and 6 other fields	High correlation
`북부` is highly overall correlated with `특수구조대` and 5 other fields	High correlation
`광산` is highly overall correlated with `특수구조대` and 5 other fields	High correlation
`장비명` has 3 (1.3%) missing values	Missing
`연번` has unique values	Unique
`특수구조대` has 27 (12.0%) zeros	Zeros
`산악구조대` has 141 (62.7%) zeros	Zeros
`항공대` has 140 (62.2%) zeros	Zeros
`동부` has 60 (26.7%) zeros	Zeros
`서부` has 59 (26.2%) zeros	Zeros
`남부` has 55 (24.4%) zeros	Zeros
`북부` has 52 (23.1%) zeros	Zeros
`광산` has 50 (22.2%) zeros	Zeros

Reproduction

Analysis started	2024-03-15 02:20:37.741061
Analysis finished	2024-03-15 02:21:00.273402
Duration	22.53 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

연번
Real number (ℝ)

UNIQUE

Distinct	225
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	113

Minimum	1
Maximum	225
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	1
5-th percentile	12.2
Q1	57
median	113
Q3	169
95-th percentile	213.8
Maximum	225
Range	224
Interquartile range (IQR)	112

Descriptive statistics

Standard deviation	65.096083
Coefficient of variation (CV)	0.57607153
Kurtosis	-1.2
Mean	113
Median Absolute Deviation (MAD)	56
Skewness	0
Sum	25425
Variance	4237.5
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	0.4%
170	1	0.4%
144	1	0.4%
145	1	0.4%
146	1	0.4%
147	1	0.4%
148	1	0.4%
149	1	0.4%
150	1	0.4%
151	1	0.4%
Other values (215)	215	95.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	0.4%
2	1	0.4%
3	1	0.4%
4	1	0.4%
5	1	0.4%
6	1	0.4%
7	1	0.4%
8	1	0.4%
9	1	0.4%
10	1	0.4%

Value	Count	Frequency (%)
225	1	0.4%
224	1	0.4%
223	1	0.4%
222	1	0.4%
221	1	0.4%
220	1	0.4%
219	1	0.4%
218	1	0.4%
217	1	0.4%
216	1	0.4%

장비명
Text

MISSING

Distinct	220
Distinct (%)	99.1%
Missing	3
Missing (%)	1.3%
Memory size	1.9 KiB

Length

Max length	18
Median length	15
Mean length	10.166667
Min length	4

Characters and Unicode

Total characters	2257
Distinct characters	279
Distinct categories	8 ?
Distinct scripts	3 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	218 ?
Unique (%)	98.2%

Sample

1st row	화생방분석차(01)
2nd row	화생방제독차(02)
3rd row	구조공착차(01)
4th row	구조버스(02)
5th row	산악구조차(03)

Value	Count	Frequency (%)
공기호흡기	4	1.3%
급류구조용	4	1.3%
구조대상자	4	1.3%
매몰자	3	1.0%
다목적	3	1.0%
생물학작용제	2	0.7%
단식사다리	2	0.7%
수중	2	0.7%
공기주입형	2	0.7%
누출제어	2	0.7%
Other values (270)	275	90.8%

Most occurring characters

Value	Count	Frequency (%)
)	219	9.7%
(	219	9.7%
0	199	8.8%
1	89	3.9%
	83	3.7%
기	62	2.7%
2	44	1.9%
조	41	1.8%
장	38	1.7%
구	38	1.7%
Other values (269)	1225	54.3%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	1298	57.5%
Decimal Number	430	19.1%
Close Punctuation	219	9.7%
Open Punctuation	219	9.7%
Space Separator	83	3.7%
Uppercase Letter	4	0.2%
Other Punctuation	3	0.1%
Lowercase Letter	1	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
기	62	4.8%
조	41	3.2%
장	38	2.9%
구	38	2.9%
비	33	2.5%
수	31	2.4%
용	27	2.1%
트	26	2.0%
방	23	1.8%
보	21	1.6%
Other values (249)	958	73.8%

Decimal Number

Value	Count	Frequency (%)
0	199	46.3%
1	89	20.7%
2	44	10.2%
3	30	7.0%
4	20	4.7%
5	15	3.5%
7	10	2.3%
6	10	2.3%
8	7	1.6%
9	6	1.4%

Uppercase Letter

Value	Count	Frequency (%)
H	1	25.0%
V	1	25.0%
O	1	25.0%
R	1	25.0%

Other Punctuation

Value	Count	Frequency (%)
,	2	66.7%
/	1	33.3%

Close Punctuation

Value	Count	Frequency (%)
)	219	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	219	100.0%

Space Separator

Value	Count	Frequency (%)
	83	100.0%

Lowercase Letter

Value	Count	Frequency (%)
p	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	1298	57.5%
Common	954	42.3%
Latin	5	0.2%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
기	62	4.8%
조	41	3.2%
장	38	2.9%
구	38	2.9%
비	33	2.5%
수	31	2.4%
용	27	2.1%
트	26	2.0%
방	23	1.8%
보	21	1.6%
Other values (249)	958	73.8%

Common

Value	Count	Frequency (%)
)	219	23.0%
(	219	23.0%
0	199	20.9%
1	89	9.3%
	83	8.7%
2	44	4.6%
3	30	3.1%
4	20	2.1%
5	15	1.6%
7	10	1.0%
Other values (5)	26	2.7%

Latin

Value	Count	Frequency (%)
H	1	20.0%
p	1	20.0%
V	1	20.0%
O	1	20.0%
R	1	20.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	1298	57.5%
ASCII	959	42.5%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
)	219	22.8%
(	219	22.8%
0	199	20.8%
1	89	9.3%
	83	8.7%
2	44	4.6%
3	30	3.1%
4	20	2.1%
5	15	1.6%
7	10	1.0%
Other values (10)	31	3.2%

Hangul

Value	Count	Frequency (%)
기	62	4.8%
조	41	3.2%
장	38	2.9%
구	38	2.9%
비	33	2.5%
수	31	2.4%
용	27	2.1%
트	26	2.0%
방	23	1.8%
보	21	1.6%
Other values (249)	958	73.8%

내용연수
Categorical

Distinct	12
Distinct (%)	5.3%
Missing	0
Missing (%)	0.0%
Memory size	1.9 KiB

소모품	58
10	53
5	50
7	22
3	17
Other values (7)	25

Length

Max length	3
Median length	2
Mean length	1.7777778
Min length	1

Unique

Unique	4 ?
Unique (%)	1.8%

Sample

1st row	10
2nd row	10
3rd row	8
4th row	8
5th row	8

Common Values

Value	Count	Frequency (%)
소모품	58	25.8%
10	53	23.6%
5	50	22.2%
7	22	9.8%
3	17	7.6%
8	10	4.4%
9	8	3.6%
12	3	1.3%
11	1	0.4%
2	1	0.4%
Other values (2)	2	0.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
소모품	58	25.8%
10	53	23.6%
5	50	22.2%
7	22	9.8%
3	17	7.6%
8	10	4.4%
9	8	3.6%
12	3	1.3%
11	1	0.4%
2	1	0.4%
Other values (2)	2	0.9%

특수구조대
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	37
Distinct (%)	16.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.5644444

Minimum	0
Maximum	198
Zeros	27
Zeros (%)	12.0%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	9
95-th percentile	35.8
Maximum	198
Range	198
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	18.219558
Coefficient of variation (CV)	2.1273485
Kurtosis	54.037032
Mean	8.5644444
Median Absolute Deviation (MAD)	1
Skewness	6.0729804
Sum	1927
Variance	331.9523
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
1	71	31.6%
2	33	14.7%
0	27	12.0%
3	11	4.9%
5	10	4.4%
10	8	3.6%
6	6	2.7%
4	5	2.2%
20	5	2.2%
21	4	1.8%
Other values (27)	45	20.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	27	12.0%
1	71	31.6%
2	33	14.7%
3	11	4.9%
4	5	2.2%
5	10	4.4%
6	6	2.7%
7	3	1.3%
8	2	0.9%
9	2	0.9%

Value	Count	Frequency (%)
198	1	0.4%
91	1	0.4%
73	1	0.4%
51	1	0.4%
50	1	0.4%
49	1	0.4%
48	1	0.4%
44	3	1.3%
37	1	0.4%
36	1	0.4%

산악구조대
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	26
Distinct (%)	11.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.7333333

Minimum	0
Maximum	96
Zeros	141
Zeros (%)	62.7%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	16.8
Maximum	96
Range	96
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	10.467637
Coefficient of variation (CV)	2.8038314
Kurtosis	47.243872
Mean	3.7333333
Median Absolute Deviation (MAD)	0
Skewness	6.1298633
Sum	840
Variance	109.57143
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0	141	62.7%
1	19	8.4%
9	14	6.2%
2	10	4.4%
5	6	2.7%
3	4	1.8%
10	4	1.8%
11	4	1.8%
18	2	0.9%
13	2	0.9%
Other values (16)	19	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	141	62.7%
1	19	8.4%
2	10	4.4%
3	4	1.8%
4	2	0.9%
5	6	2.7%
6	2	0.9%
8	1	0.4%
9	14	6.2%
10	4	1.8%

Value	Count	Frequency (%)
96	1	0.4%
90	1	0.4%
41	1	0.4%
30	1	0.4%
28	1	0.4%
27	1	0.4%
26	1	0.4%
25	1	0.4%
19	1	0.4%
18	2	0.9%

항공대
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	24
Distinct (%)	10.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.5777778

Minimum	0
Maximum	100
Zeros	140
Zeros (%)	62.2%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	3
95-th percentile	16.6
Maximum	100
Range	100
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	8.8521811
Coefficient of variation (CV)	2.4742121
Kurtosis	63.188027
Mean	3.5777778
Median Absolute Deviation (MAD)	0
Skewness	6.4976259
Sum	805
Variance	78.361111
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
0	140	62.2%
2	14	6.2%
1	13	5.8%
15	7	3.1%
12	6	2.7%
10	6	2.7%
6	6	2.7%
5	5	2.2%
7	4	1.8%
3	4	1.8%
Other values (14)	20	8.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	140	62.2%
1	13	5.8%
2	14	6.2%
3	4	1.8%
4	1	0.4%
5	5	2.2%
6	6	2.7%
7	4	1.8%
8	3	1.3%
9	1	0.4%

Value	Count	Frequency (%)
100	1	0.4%
30	2	0.9%
26	1	0.4%
24	1	0.4%
23	2	0.9%
22	2	0.9%
19	1	0.4%
18	1	0.4%
17	1	0.4%
15	7	3.1%

동부
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	38
Distinct (%)	16.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.1733333

Minimum	0
Maximum	133
Zeros	60
Zeros (%)	26.7%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	8
95-th percentile	32.8
Maximum	133
Range	133
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	16.276111
Coefficient of variation (CV)	1.9913676
Kurtosis	23.325402
Mean	8.1733333
Median Absolute Deviation (MAD)	2
Skewness	4.1974944
Sum	1839
Variance	264.91179
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
0	60	26.7%
1	42	18.7%
2	27	12.0%
5	12	5.3%
3	9	4.0%
6	6	2.7%
23	5	2.2%
7	5	2.2%
12	5	2.2%
10	5	2.2%
Other values (28)	49	21.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	60	26.7%
1	42	18.7%
2	27	12.0%
3	9	4.0%
4	4	1.8%
5	12	5.3%
6	6	2.7%
7	5	2.2%
8	4	1.8%
9	3	1.3%

Value	Count	Frequency (%)
133	1	0.4%
109	1	0.4%
80	1	0.4%
63	1	0.4%
56	1	0.4%
55	1	0.4%
54	1	0.4%
46	1	0.4%
38	2	0.9%
35	1	0.4%

서부
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	37
Distinct (%)	16.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.2711111

Minimum	0
Maximum	170
Zeros	59
Zeros (%)	26.2%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	8
95-th percentile	32.4
Maximum	170
Range	170
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	15.501219
Coefficient of variation (CV)	2.1318913
Kurtosis	55.425892
Mean	7.2711111
Median Absolute Deviation (MAD)	2
Skewness	6.1238404
Sum	1636
Variance	240.28778
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
0	59	26.2%
1	41	18.2%
2	33	14.7%
3	12	5.3%
5	9	4.0%
10	7	3.1%
8	7	3.1%
6	7	3.1%
4	4	1.8%
20	3	1.3%
Other values (27)	43	19.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	59	26.2%
1	41	18.2%
2	33	14.7%
3	12	5.3%
4	4	1.8%
5	9	4.0%
6	7	3.1%
7	1	0.4%
8	7	3.1%
9	1	0.4%

Value	Count	Frequency (%)
170	1	0.4%
64	2	0.9%
48	1	0.4%
47	1	0.4%
46	1	0.4%
43	1	0.4%
38	3	1.3%
36	1	0.4%
33	1	0.4%
30	1	0.4%

남부
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	38
Distinct (%)	16.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.1688889

Minimum	0
Maximum	154
Zeros	55
Zeros (%)	24.4%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	9
95-th percentile	37.6
Maximum	154
Range	154
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	16.962351
Coefficient of variation (CV)	2.0764575
Kurtosis	32.972142
Mean	8.1688889
Median Absolute Deviation (MAD)	2
Skewness	4.924965
Sum	1838
Variance	287.72135
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
0	55	24.4%
1	42	18.7%
2	30	13.3%
3	13	5.8%
10	8	3.6%
4	8	3.6%
5	7	3.1%
8	5	2.2%
6	4	1.8%
16	4	1.8%
Other values (28)	49	21.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	55	24.4%
1	42	18.7%
2	30	13.3%
3	13	5.8%
4	8	3.6%
5	7	3.1%
6	4	1.8%
7	4	1.8%
8	5	2.2%
9	3	1.3%

Value	Count	Frequency (%)
154	1	0.4%
120	1	0.4%
74	1	0.4%
59	1	0.4%
51	1	0.4%
50	1	0.4%
46	1	0.4%
40	2	0.9%
38	3	1.3%
36	1	0.4%

북부
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	33
Distinct (%)	14.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.8311111

Minimum	0
Maximum	150
Zeros	52
Zeros (%)	23.1%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	8
95-th percentile	27.6
Maximum	150
Range	150
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	13.650547
Coefficient of variation (CV)	1.9982908
Kurtosis	55.129555
Mean	6.8311111
Median Absolute Deviation (MAD)	2
Skewness	6.0643667
Sum	1537
Variance	186.33742
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
0	52	23.1%
1	42	18.7%
2	35	15.6%
3	13	5.8%
10	12	5.3%
5	8	3.6%
6	7	3.1%
19	6	2.7%
4	5	2.2%
11	5	2.2%
Other values (23)	40	17.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	52	23.1%
1	42	18.7%
2	35	15.6%
3	13	5.8%
4	5	2.2%
5	8	3.6%
6	7	3.1%
7	5	2.2%
8	3	1.3%
9	3	1.3%

Value	Count	Frequency (%)
150	1	0.4%
63	1	0.4%
47	1	0.4%
42	1	0.4%
39	2	0.9%
38	2	0.9%
32	1	0.4%
30	2	0.9%
28	1	0.4%
26	2	0.9%

광산
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	38
Distinct (%)	16.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.5422222

Minimum	0
Maximum	207
Zeros	50
Zeros (%)	22.2%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	10
95-th percentile	36.6
Maximum	207
Range	207
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	18.751649
Coefficient of variation (CV)	2.1951722
Kurtosis	58.916072
Mean	8.5422222
Median Absolute Deviation (MAD)	2
Skewness	6.4763896
Sum	1922
Variance	351.62433
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
0	50	22.2%
1	45	20.0%
2	26	11.6%
4	12	5.3%
5	11	4.9%
6	9	4.0%
10	8	3.6%
3	6	2.7%
12	5	2.2%
19	5	2.2%
Other values (28)	48	21.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	50	22.2%
1	45	20.0%
2	26	11.6%
3	6	2.7%
4	12	5.3%
5	11	4.9%
6	9	4.0%
7	3	1.3%
8	4	1.8%
9	2	0.9%

Value	Count	Frequency (%)
207	1	0.4%
100	1	0.4%
75	1	0.4%
71	1	0.4%
58	1	0.4%
42	1	0.4%
41	1	0.4%
40	1	0.4%
38	3	1.3%
37	1	0.4%

데이터기준일자
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	1.9 KiB

2024-01-01	225

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2024-01-01
2nd row	2024-01-01
3rd row	2024-01-01
4th row	2024-01-01
5th row	2024-01-01

Common Values

Value	Count	Frequency (%)
2024-01-01	225	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2024-01-01	225	100.0%

Phik (φk)
Auto

Heatmap
Table

	연번	내용연수	특수구조대	산악구조대	항공대	동부	서부	남부	북부	광산
연번	1.000	0.589	0.266	0.159	0.509	0.215	0.304	0.306	0.243	0.215
내용연수	0.589	1.000	0.000	0.000	0.229	0.000	0.000	0.000	0.000	0.000
특수구조대	0.266	0.000	1.000	0.865	0.768	0.949	0.914	0.894	0.994	0.963
산악구조대	0.159	0.000	0.865	1.000	0.597	0.758	0.709	0.748	0.875	0.909
항공대	0.509	0.229	0.768	0.597	1.000	0.799	0.924	0.750	0.760	0.705
동부	0.215	0.000	0.949	0.758	0.799	1.000	0.946	0.910	0.972	0.899
서부	0.304	0.000	0.914	0.709	0.924	0.946	1.000	0.902	0.947	0.892
남부	0.306	0.000	0.894	0.748	0.750	0.910	0.902	1.000	0.910	0.941
북부	0.243	0.000	0.994	0.875	0.760	0.972	0.947	0.910	1.000	0.969
광산	0.215	0.000	0.963	0.909	0.705	0.899	0.892	0.941	0.969	1.000

Heatmap
Table

	연번	특수구조대	산악구조대	항공대	동부	서부	남부	북부	광산	내용연수
연번	1.000	0.135	-0.110	-0.014	-0.004	-0.007	-0.001	0.002	0.056	0.290
특수구조대	0.135	1.000	0.387	0.448	0.613	0.595	0.627	0.662	0.675	0.000
산악구조대	-0.110	0.387	1.000	0.582	0.508	0.498	0.519	0.478	0.459	0.000
항공대	-0.014	0.448	0.582	1.000	0.574	0.570	0.579	0.566	0.548	0.000
동부	-0.004	0.613	0.508	0.574	1.000	0.940	0.912	0.911	0.864	0.000
서부	-0.007	0.595	0.498	0.570	0.940	1.000	0.906	0.907	0.845	0.000
남부	-0.001	0.627	0.519	0.579	0.912	0.906	1.000	0.887	0.889	0.000
북부	0.002	0.662	0.478	0.566	0.911	0.907	0.887	1.000	0.823	0.000
광산	0.056	0.675	0.459	0.548	0.864	0.845	0.889	0.823	1.000	0.000
내용연수	0.290	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	연번	장비명	내용연수	특수구조대	산악구조대	항공대	동부	서부	남부	북부	광산	데이터기준일자
0	1	화생방분석차(01)	10	1	0	0	0	0	0	0	0	2024-01-01
1	2	화생방제독차(02)	10	1	0	0	0	0	0	0	0	2024-01-01
2	3	구조공착차(01)	8	1	0	0	1	1	1	1	1	2024-01-01
3	4	구조버스(02)	8	1	0	0	1	1	1	1	1	2024-01-01
4	5	산악구조차(03)	8	0	2	0	1	0	0	0	0	2024-01-01
5	6	생활안전차(05)	8	0	0	1	0	1	0	0	1	2024-01-01
6	7	견인차(02)	8	0	0	1	0	0	0	0	0	2024-01-01
7	8	구조보트운반트레일러(08)	10	2	0	0	1	1	0	1	1	2024-01-01
8	9	구조장비운송 트레일러(09)	10	2	0	0	0	0	1	0	0	2024-01-01
9	10	유조차(12)	10	0	0	1	0	0	0	0	0	2024-01-01

	연번	장비명	내용연수	특수구조대	산악구조대	항공대	동부	서부	남부	북부	광산	데이터기준일자
215	216	방사능보호복(04)	5	5	0	0	5	0	0	0	5	2024-01-01
216	217	인명구조경보기(01)	3	25	9	0	33	26	35	17	22	2024-01-01
217	218	대원위치추적장치(01)	5	0	9	15	0	0	0	0	0	2024-01-01
218	219	대원탈출장비(01)	소모품	8	0	3	14	21	10	26	18	2024-01-01
219	220	관절보호대(02)	소모품	21	11	15	17	6	7	10	9	2024-01-01
220	221	안전안경(01)	소모품	14	9	17	26	20	20	19	21	2024-01-01
221	222	패드형 인명구조매트(01)	7	5	0	5	6	5	5	5	5	2024-01-01
222	223	공기주입형 인명구조매트(02)	7	1	0	0	1	3	1	1	1	2024-01-01
223	224	수중펌프	5	2	1	0	0	2	2	0	1	2024-01-01
224	225	내화학용 수중펌프(02)	5	0	0	0	1	1	1	1	1	2024-01-01

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Uppercase Letter

Other Punctuation

Close Punctuation

Open Punctuation

Space Separator

Lowercase Letter

Most occurring scripts

Most frequent character per script

Hangul

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Common Values

Length

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample