gimi9 Pandas Profiling

Dataset statistics

Number of variables	19
Number of observations	82
Missing cells	812
Missing cells (%)	52.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	13.4 KiB
Average record size in memory	167.6 B

Variable types

Categorical	2
Text	3
Numeric	14

Dataset

Description	부산광역시 구군 보건소 검사정보 현황에 대한 데이터로 구,군별 보건소 검사 항목 및 비용 정보와 검사 여부 현황에 대한 정보를 제공합니다.
Author	부산광역시
URL	https://www.data.go.kr/data/15083359/fileData.do

Alerts

`데이터기준일자` has constant value ""	Constant
`중구` is highly overall correlated with `서구` and 12 other fields	High correlation
`서구` is highly overall correlated with `중구` and 12 other fields	High correlation
`동구` is highly overall correlated with `중구` and 12 other fields	High correlation
`영도구` is highly overall correlated with `중구` and 12 other fields	High correlation
`부산진구` is highly overall correlated with `중구` and 12 other fields	High correlation
`동래구` is highly overall correlated with `중구` and 13 other fields	High correlation
`남구` is highly overall correlated with `중구` and 12 other fields	High correlation
`북구` is highly overall correlated with `중구` and 12 other fields	High correlation
`사하구` is highly overall correlated with `중구` and 12 other fields	High correlation
`금정구` is highly overall correlated with `중구` and 12 other fields	High correlation
`연제구` is highly overall correlated with `중구` and 12 other fields	High correlation
`수영구` is highly overall correlated with `중구` and 12 other fields	High correlation
`사상구` is highly overall correlated with `중구` and 12 other fields	High correlation
`기장군` is highly overall correlated with `중구` and 12 other fields	High correlation
`통합표준 검사분류` is highly overall correlated with `동래구`	High correlation
`중구` has 52 (63.4%) missing values	Missing
`서구` has 53 (64.6%) missing values	Missing
`동구` has 56 (68.3%) missing values	Missing
`영도구` has 41 (50.0%) missing values	Missing
`부산진구` has 50 (61.0%) missing values	Missing
`동래구` has 45 (54.9%) missing values	Missing
`남구` has 50 (61.0%) missing values	Missing
`북구` has 40 (48.8%) missing values	Missing
`해운대구` has 54 (65.9%) missing values	Missing
`사하구` has 52 (63.4%) missing values	Missing
`금정구` has 53 (64.6%) missing values	Missing
`강서구` has 53 (64.6%) missing values	Missing
`연제구` has 56 (68.3%) missing values	Missing
`수영구` has 53 (64.6%) missing values	Missing
`사상구` has 59 (72.0%) missing values	Missing
`기장군` has 45 (54.9%) missing values	Missing
`중구` has 2 (2.4%) zeros	Zeros
`서구` has 1 (1.2%) zeros	Zeros
`동구` has 2 (2.4%) zeros	Zeros
`영도구` has 1 (1.2%) zeros	Zeros
`부산진구` has 2 (2.4%) zeros	Zeros
`동래구` has 1 (1.2%) zeros	Zeros
`남구` has 1 (1.2%) zeros	Zeros
`북구` has 2 (2.4%) zeros	Zeros
`사하구` has 1 (1.2%) zeros	Zeros
`금정구` has 3 (3.7%) zeros	Zeros
`연제구` has 1 (1.2%) zeros	Zeros
`수영구` has 1 (1.2%) zeros	Zeros
`사상구` has 1 (1.2%) zeros	Zeros
`기장군` has 1 (1.2%) zeros	Zeros

Reproduction

Analysis started	2024-04-06 08:47:19.885543
Analysis finished	2024-04-06 08:48:19.405684
Duration	59.52 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

통합표준 검사분류
Categorical

HIGH CORRELATION

Distinct	23
Distinct (%)	28.0%
Missing	0
Missing (%)	0.0%
Memory size	788.0 B

간기능검사	15
성병검사	12
소변검사	8
고지혈증검사	7
신장기능검사	5
Other values (18)	35

Length

Max length	12
Median length	11
Mean length	7.097561
Min length	5

Unique

Unique	8 ?
Unique (%)	9.8%

Sample

1st row	신장기능검사
2nd row	신장기능검사
3rd row	암검사
4th row	암검사
5th row	암검사 (정밀)

Common Values

Value	Count	Frequency (%)
간기능검사	15	18.3%
성병검사	12	14.6%
소변검사	8	9.8%
고지혈증검사	7	8.5%
신장기능검사	5	6.1%
간염검사	5	6.1%
기타검사	4	4.9%
산전검사	3	3.7%
전혈구검사(CBC)	3	3.7%
흉부(X-선)촬영	2	2.4%
Other values (13)	18	22.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
간기능검사	15	17.9%
성병검사	12	14.3%
소변검사	8	9.5%
고지혈증검사	7	8.3%
신장기능검사	5	6.0%
간염검사	5	6.0%
기타검사	4	4.8%
산전검사	3	3.6%
전혈구검사(cbc	3	3.6%
암검사	3	3.6%
Other values (14)	19	22.6%

검사명
Text

Distinct	81
Distinct (%)	98.8%
Missing	0
Missing (%)	0.0%
Memory size	788.0 B

Length

Max length	118
Median length	68
Mean length	21.963415
Min length	5

Characters and Unicode

Total characters	1801
Distinct characters	183
Distinct categories	9 ?
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	80 ?
Unique (%)	97.6%

Sample

1st row	(3종) 요소질소(BUN), 크레아티닌(Creatinine), 요산(Uric Acid)
2nd row	(7종) 요소질소(BUN), 크레아티닌(Creatinine), 요산(Uric Acid), 뇨스틱4종(뇨당,뇨단백,pH,잠혈)
3rd row	간암(AFT)
4th row	간암(AFP)
5th row	대장암(CEA)

Value	Count	Frequency (%)
ast(sgot	9	4.8%
alt(sgpt	9	4.8%
r-gtp(지방간	6	3.2%
포함	5	2.6%
중성지방(tg	4	2.1%
4종	4	2.1%
알부민	4	2.1%
크레아티닌(creatinine	4	2.1%
요소질소(bun	4	2.1%
3종	3	1.6%
Other values (105)	137	72.5%

Most occurring characters

Value	Count	Frequency (%)
	260	14.4%
,	118	6.6%
(	112	6.2%
)	111	6.2%
T	54	3.0%
A	35	1.9%
G	32	1.8%
종	30	1.7%
혈	29	1.6%
S	29	1.6%
Other values (173)	991	55.0%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	744	41.3%
Uppercase Letter	290	16.1%
Space Separator	260	14.4%
Other Punctuation	121	6.7%
Open Punctuation	112	6.2%
Close Punctuation	111	6.2%
Lowercase Letter	108	6.0%
Decimal Number	34	1.9%
Dash Punctuation	21	1.2%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
종	30	4.0%
혈	29	3.9%
소	24	3.2%
간	21	2.8%
스	21	2.8%
레	20	2.7%
리	19	2.6%
뇨	17	2.3%
사	17	2.3%
요	16	2.2%
Other values (120)	530	71.2%

Uppercase Letter

Value	Count	Frequency (%)
T	54	18.6%
A	35	12.1%
G	32	11.0%
S	29	10.0%
P	28	9.7%
L	24	8.3%
H	14	4.8%
B	14	4.8%
C	11	3.8%
D	10	3.4%
Other values (10)	39	13.4%

Lowercase Letter

Value	Count	Frequency (%)
i	20	18.5%
r	18	16.7%
e	13	12.0%
n	12	11.1%
c	7	6.5%
t	7	6.5%
a	6	5.6%
l	4	3.7%
o	3	2.8%
d	3	2.8%
Other values (7)	15	13.9%

Decimal Number

Value	Count	Frequency (%)
4	7	20.6%
5	6	17.6%
2	5	14.7%
3	4	11.8%
1	4	11.8%
7	3	8.8%
6	2	5.9%
0	2	5.9%
8	1	2.9%

Other Punctuation

Value	Count	Frequency (%)
,	118	97.5%
/	2	1.7%
.	1	0.8%

Space Separator

Value	Count	Frequency (%)
	260	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	112	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	111	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	21	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	744	41.3%
Common	659	36.6%
Latin	398	22.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
종	30	4.0%
혈	29	3.9%
소	24	3.2%
간	21	2.8%
스	21	2.8%
레	20	2.7%
리	19	2.6%
뇨	17	2.3%
사	17	2.3%
요	16	2.2%
Other values (120)	530	71.2%

Latin

Value	Count	Frequency (%)
T	54	13.6%
A	35	8.8%
G	32	8.0%
S	29	7.3%
P	28	7.0%
L	24	6.0%
i	20	5.0%
r	18	4.5%
H	14	3.5%
B	14	3.5%
Other values (27)	130	32.7%

Common

Value	Count	Frequency (%)
	260	39.5%
,	118	17.9%
(	112	17.0%
)	111	16.8%
-	21	3.2%
4	7	1.1%
5	6	0.9%
2	5	0.8%
3	4	0.6%
1	4	0.6%
Other values (6)	11	1.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1057	58.7%
Hangul	744	41.3%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	260	24.6%
,	118	11.2%
(	112	10.6%
)	111	10.5%
T	54	5.1%
A	35	3.3%
G	32	3.0%
S	29	2.7%
P	28	2.6%
L	24	2.3%
Other values (43)	254	24.0%

Hangul

Value	Count	Frequency (%)
종	30	4.0%
혈	29	3.9%
소	24	3.2%
간	21	2.8%
스	21	2.8%
레	20	2.7%
리	19	2.6%
뇨	17	2.3%
사	17	2.3%
요	16	2.2%
Other values (120)	530	71.2%

중구
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	28
Distinct (%)	93.3%
Missing	52
Missing (%)	63.4%
Infinite	0
Infinite (%)	0.0%
Mean	6846

Minimum	0
Maximum	40000
Zeros	2
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	0
5-th percentile	396
Q1	1792.5
median	4310
Q3	8030
95-th percentile	19464
Maximum	40000
Range	40000
Interquartile range (IQR)	6237.5

Descriptive statistics

Standard deviation	8361.5997
Coefficient of variation (CV)	1.2213847
Kurtosis	7.8619481
Mean	6846
Median Absolute Deviation (MAD)	3035
Skewness	2.5202317
Sum	205380
Variance	69916349
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
4310	2	2.4%
0	2	2.4%
20760	1	1.2%
1750	1	1.2%
1920	1	1.2%
880	1	1.2%
2180	1	1.2%
7760	1	1.2%
4480	1	1.2%
1790	1	1.2%
Other values (18)	18	22.0%
(Missing)	52	63.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	2.4%
880	1	1.2%
1170	1	1.2%
1190	1	1.2%
1550	1	1.2%
1750	1	1.2%
1790	1	1.2%
1800	1	1.2%
1820	1	1.2%
1920	1	1.2%

Value	Count	Frequency (%)
40000	1	1.2%
20760	1	1.2%
17880	1	1.2%
17510	1	1.2%
14810	1	1.2%
8360	1	1.2%
8260	1	1.2%
8120	1	1.2%
7760	1	1.2%
7380	1	1.2%

서구
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	27
Distinct (%)	93.1%
Missing	53
Missing (%)	64.6%
Infinite	0
Infinite (%)	0.0%
Mean	4423.7931

Minimum	0
Maximum	18060
Zeros	1
Zeros (%)	1.2%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	0
5-th percentile	842
Q1	1490
median	3200
Q3	6740
95-th percentile	12658
Maximum	18060
Range	18060
Interquartile range (IQR)	5250

Descriptive statistics

Standard deviation	4291.5344
Coefficient of variation (CV)	0.97010287
Kurtosis	3.4365543
Mean	4423.7931
Median Absolute Deviation (MAD)	2190
Skewness	1.7542391
Sum	128290
Variance	18417267
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
7060	2	2.4%
3750	2	2.4%
6360	1	1.2%
3200	1	1.2%
1530	1	1.2%
1670	1	1.2%
770	1	1.2%
6740	1	1.2%
1560	1	1.2%
1040	1	1.2%
Other values (17)	17	20.7%
(Missing)	53	64.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	1.2%
770	1	1.2%
950	1	1.2%
1010	1	1.2%
1040	1	1.2%
1270	1	1.2%
1350	1	1.2%
1490	1	1.2%
1530	1	1.2%
1560	1	1.2%

Value	Count	Frequency (%)
18060	1	1.2%
15550	1	1.2%
8320	1	1.2%
7270	1	1.2%
7190	1	1.2%
7060	2	2.4%
6740	1	1.2%
6380	1	1.2%
6360	1	1.2%
6210	1	1.2%

동구
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	24
Distinct (%)	92.3%
Missing	56
Missing (%)	68.3%
Infinite	0
Infinite (%)	0.0%
Mean	8084.2308

Minimum	0
Maximum	40000
Zeros	2
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	0
5-th percentile	272.5
Q1	2255
median	6550
Q3	9635
95-th percentile	20040
Maximum	40000
Range	40000
Interquartile range (IQR)	7380

Descriptive statistics

Standard deviation	8554.3333
Coefficient of variation (CV)	1.0581506
Kurtosis	7.0367645
Mean	8084.2308
Median Absolute Deviation (MAD)	4220
Skewness	2.3170182
Sum	210190
Variance	73176617
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
4310	2	2.4%
0	2	2.4%
7310	1	1.2%
2180	1	1.2%
7760	1	1.2%
1790	1	1.2%
1190	1	1.2%
1090	1	1.2%
20760	1	1.2%
13420	1	1.2%
Other values (14)	14	17.1%
(Missing)	56	68.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	2.4%
1090	1	1.2%
1190	1	1.2%
1790	1	1.2%
1800	1	1.2%
2180	1	1.2%
2480	1	1.2%
3670	1	1.2%
4310	2	2.4%
5030	1	1.2%

Value	Count	Frequency (%)
40000	1	1.2%
20760	1	1.2%
17880	1	1.2%
16610	1	1.2%
13420	1	1.2%
11620	1	1.2%
10060	1	1.2%
8360	1	1.2%
8120	1	1.2%
7760	1	1.2%

영도구
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	36
Distinct (%)	87.8%
Missing	41
Missing (%)	50.0%
Infinite	0
Infinite (%)	0.0%
Mean	6393.1707

Minimum	0
Maximum	40000
Zeros	1
Zeros (%)	1.2%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	0
5-th percentile	880
Q1	1790
median	4310
Q3	7760
95-th percentile	17880
Maximum	40000
Range	40000
Interquartile range (IQR)	5970

Descriptive statistics

Standard deviation	7395.1523
Coefficient of variation (CV)	1.1567269
Kurtosis	10.042176
Mean	6393.1707
Median Absolute Deviation (MAD)	2850
Skewness	2.7575558
Sum	262120
Variance	54688277
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
5950	2	2.4%
880	2	2.4%
1300	2	2.4%
4310	2	2.4%
1790	2	2.4%
1170	1	1.2%
7340	1	1.2%
11620	1	1.2%
13420	1	1.2%
20760	1	1.2%
Other values (26)	26	31.7%
(Missing)	41	50.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	1.2%
880	2	2.4%
1170	1	1.2%
1190	1	1.2%
1300	2	2.4%
1460	1	1.2%
1720	1	1.2%
1750	1	1.2%
1790	2	2.4%
1800	1	1.2%

Value	Count	Frequency (%)
40000	1	1.2%
20760	1	1.2%
17880	1	1.2%
17510	1	1.2%
13420	1	1.2%
13260	1	1.2%
11620	1	1.2%
8360	1	1.2%
8260	1	1.2%
8120	1	1.2%

부산진구
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	30
Distinct (%)	93.8%
Missing	50
Missing (%)	61.0%
Infinite	0
Infinite (%)	0.0%
Mean	6062.1875

Minimum	0
Maximum	40000
Zeros	2
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	0
5-th percentile	484
Q1	1780
median	4310
Q3	7317.5
95-th percentile	19176
Maximum	40000
Range	40000
Interquartile range (IQR)	5537.5

Descriptive statistics

Standard deviation	7732.7443
Coefficient of variation (CV)	1.27557
Kurtosis	12.022254
Mean	6062.1875
Median Absolute Deviation (MAD)	2845
Skewness	3.1568615
Sum	193990
Variance	59795334
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0	2	2.4%
4310	2	2.4%
1800	1	1.2%
1750	1	1.2%
1920	1	1.2%
880	1	1.2%
7760	1	1.2%
4480	1	1.2%
1790	1	1.2%
1190	1	1.2%
Other values (20)	20	24.4%
(Missing)	50	61.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	2.4%
880	1	1.2%
1090	1	1.2%
1170	1	1.2%
1190	1	1.2%
1460	1	1.2%
1750	1	1.2%
1790	1	1.2%
1800	1	1.2%
1920	1	1.2%

Value	Count	Frequency (%)
40000	1	1.2%
20760	1	1.2%
17880	1	1.2%
8360	1	1.2%
8260	1	1.2%
8120	1	1.2%
7760	1	1.2%
7340	1	1.2%
7310	1	1.2%
7150	1	1.2%

동래구
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	33
Distinct (%)	89.2%
Missing	45
Missing (%)	54.9%
Infinite	0
Infinite (%)	0.0%
Mean	5392.4324

Minimum	0
Maximum	40000
Zeros	1
Zeros (%)	1.2%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	0
5-th percentile	880
Q1	1750
median	2720
Q3	7310
95-th percentile	14864
Maximum	40000
Range	40000
Interquartile range (IQR)	5560

Descriptive statistics

Standard deviation	7014.9588
Coefficient of variation (CV)	1.3008895
Kurtosis	16.650825
Mean	5392.4324
Median Absolute Deviation (MAD)	1590
Skewness	3.6698307
Sum	199520
Variance	49209647
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
4310	2	2.4%
880	2	2.4%
4480	2	2.4%
2180	2	2.4%
2720	1	1.2%
5030	1	1.2%
1800	1	1.2%
7310	1	1.2%
7340	1	1.2%
1170	1	1.2%
Other values (23)	23	28.0%
(Missing)	45	54.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	1.2%
880	2	2.4%
1170	1	1.2%
1190	1	1.2%
1380	1	1.2%
1460	1	1.2%
1550	1	1.2%
1720	1	1.2%
1750	1	1.2%
1790	1	1.2%

Value	Count	Frequency (%)
40000	1	1.2%
17880	1	1.2%
14110	1	1.2%
9730	1	1.2%
8360	1	1.2%
8260	1	1.2%
8120	1	1.2%
7760	1	1.2%
7340	1	1.2%
7310	1	1.2%

남구
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	30
Distinct (%)	93.8%
Missing	50
Missing (%)	61.0%
Infinite	0
Infinite (%)	0.0%
Mean	5852.5

Minimum	0
Maximum	40000
Zeros	1
Zeros (%)	1.2%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	0
5-th percentile	1039.5
Q1	1700
median	3425
Q3	7317.5
95-th percentile	19176
Maximum	40000
Range	40000
Interquartile range (IQR)	5617.5

Descriptive statistics

Standard deviation	7767.219
Coefficient of variation (CV)	1.3271626
Kurtosis	12.135687
Mean	5852.5
Median Absolute Deviation (MAD)	2125
Skewness	3.2025818
Sum	187280
Variance	60329690
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
1300	2	2.4%
4310	2	2.4%
7150	1	1.2%
3670	1	1.2%
1750	1	1.2%
1920	1	1.2%
3180	1	1.2%
880	1	1.2%
1190	1	1.2%
1170	1	1.2%
Other values (20)	20	24.4%
(Missing)	50	61.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	1.2%
880	1	1.2%
1170	1	1.2%
1190	1	1.2%
1300	2	2.4%
1460	1	1.2%
1550	1	1.2%
1750	1	1.2%
1800	1	1.2%
1820	1	1.2%

Value	Count	Frequency (%)
40000	1	1.2%
20760	1	1.2%
17880	1	1.2%
8570	1	1.2%
8360	1	1.2%
8260	1	1.2%
8120	1	1.2%
7340	1	1.2%
7310	1	1.2%
7150	1	1.2%

북구
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	39
Distinct (%)	92.9%
Missing	40
Missing (%)	48.8%
Infinite	0
Infinite (%)	0.0%
Mean	5960.4762

Minimum	0
Maximum	40000
Zeros	2
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	0
5-th percentile	890.5
Q1	1760
median	4130
Q3	7332.5
95-th percentile	17795.5
Maximum	40000
Range	40000
Interquartile range (IQR)	5572.5

Descriptive statistics

Standard deviation	7228.6479
Coefficient of variation (CV)	1.2127635
Kurtosis	11.602568
Mean	5960.4762
Median Absolute Deviation (MAD)	2625
Skewness	3.0006745
Sum	250340
Variance	52253351
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
4310	2	2.4%
4480	2	2.4%
0	2	2.4%
3670	1	1.2%
1750	1	1.2%
1800	1	1.2%
7310	1	1.2%
7340	1	1.2%
11620	1	1.2%
13420	1	1.2%
Other values (29)	29	35.4%
(Missing)	40	48.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	2.4%
880	1	1.2%
1090	1	1.2%
1170	1	1.2%
1190	1	1.2%
1380	1	1.2%
1460	1	1.2%
1550	1	1.2%
1720	1	1.2%
1750	1	1.2%

Value	Count	Frequency (%)
40000	1	1.2%
20760	1	1.2%
17880	1	1.2%
16190	1	1.2%
13420	1	1.2%
11620	1	1.2%
8360	1	1.2%
8260	1	1.2%
8120	1	1.2%
7760	1	1.2%

해운대구
Text

MISSING

Distinct	26
Distinct (%)	92.9%
Missing	54
Missing (%)	65.9%
Memory size	788.0 B

Length

Max length	5
Median length	4
Mean length	3.8571429
Min length	1

Characters and Unicode

Total characters	108
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

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

Unique

Unique	24 ?
Unique (%)	85.7%

Sample

1st row	6150
2nd row	5280
3rd row	0
4th row	5950
5th row	2480

Value	Count	Frequency (%)
1300	2	7.1%
880	2	7.1%
6150	1	3.6%
	1	3.6%
1790	1	3.6%
1010	1	3.6%
1170	1	3.6%
20760	1	3.6%
7340	1	3.6%
7310	1	3.6%
Other values (16)	16	57.1%

Most occurring characters

Value	Count	Frequency (%)
0	33	30.6%
1	17	15.7%
8	12	11.1%
3	10	9.3%
7	8	7.4%
5	7	6.5%
2	6	5.6%
6	5	4.6%
4	4	3.7%
9	3	2.8%
Other values (2)	3	2.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	105	97.2%
Space Separator	2	1.9%
Dash Punctuation	1	0.9%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	33	31.4%
1	17	16.2%
8	12	11.4%
3	10	9.5%
7	8	7.6%
5	7	6.7%
2	6	5.7%
6	5	4.8%
4	4	3.8%
9	3	2.9%

Space Separator

Value	Count	Frequency (%)
	2	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	108	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	33	30.6%
1	17	15.7%
8	12	11.1%
3	10	9.3%
7	8	7.4%
5	7	6.5%
2	6	5.6%
6	5	4.6%
4	4	3.7%
9	3	2.8%
Other values (2)	3	2.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	108	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	33	30.6%
1	17	15.7%
8	12	11.1%
3	10	9.3%
7	8	7.4%
5	7	6.5%
2	6	5.6%
6	5	4.6%
4	4	3.7%
9	3	2.8%
Other values (2)	3	2.8%

사하구
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	27
Distinct (%)	90.0%
Missing	52
Missing (%)	63.4%
Infinite	0
Infinite (%)	0.0%
Mean	7689.6667

Minimum	0
Maximum	40000
Zeros	1
Zeros (%)	1.2%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	0
5-th percentile	880
Q1	2777.5
median	6125
Q3	8322.5
95-th percentile	19464
Maximum	40000
Range	40000
Interquartile range (IQR)	5545

Descriptive statistics

Standard deviation	7945.355
Coefficient of variation (CV)	1.0332509
Kurtosis	8.8969242
Mean	7689.6667
Median Absolute Deviation (MAD)	2940
Skewness	2.5946022
Sum	230690
Variance	63128665
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
880	2	2.4%
4310	2	2.4%
4480	2	2.4%
13420	1	1.2%
3670	1	1.2%
9550	1	1.2%
7760	1	1.2%
0	1	1.2%
1790	1	1.2%
1170	1	1.2%
Other values (17)	17	20.7%
(Missing)	52	63.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	1.2%
880	2	2.4%
1090	1	1.2%
1170	1	1.2%
1790	1	1.2%
1800	1	1.2%
2480	1	1.2%
3670	1	1.2%
4310	2	2.4%
4480	2	2.4%

Value	Count	Frequency (%)
40000	1	1.2%
20760	1	1.2%
17880	1	1.2%
14960	1	1.2%
13420	1	1.2%
11620	1	1.2%
9550	1	1.2%
8360	1	1.2%
8210	1	1.2%
7760	1	1.2%

금정구
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	26
Distinct (%)	89.7%
Missing	53
Missing (%)	64.6%
Infinite	0
Infinite (%)	0.0%
Mean	6376.8966

Minimum	0
Maximum	29180
Zeros	3
Zeros (%)	3.7%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1300
median	4480
Q3	8120
95-th percentile	19608
Maximum	29180
Range	29180
Interquartile range (IQR)	6820

Descriptive statistics

Standard deviation	6782.5154
Coefficient of variation (CV)	1.0636076
Kurtosis	3.879863
Mean	6376.8966
Median Absolute Deviation (MAD)	3280
Skewness	1.8687063
Sum	184930
Variance	46002515
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0	3	3.7%
1300	2	2.4%
7310	1	1.2%
3180	1	1.2%
880	1	1.2%
7760	1	1.2%
4480	1	1.2%
1790	1	1.2%
1190	1	1.2%
1170	1	1.2%
Other values (16)	16	19.5%
(Missing)	53	64.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	3.7%
880	1	1.2%
1170	1	1.2%
1190	1	1.2%
1300	2	2.4%
1790	1	1.2%
1800	1	1.2%
2720	1	1.2%
3180	1	1.2%
4130	1	1.2%

Value	Count	Frequency (%)
29180	1	1.2%
20760	1	1.2%
17880	1	1.2%
14810	1	1.2%
8570	1	1.2%
8360	1	1.2%
8260	1	1.2%
8120	1	1.2%
7760	1	1.2%
7340	1	1.2%

강서구
Text

MISSING

Distinct	29
Distinct (%)	100.0%
Missing	53
Missing (%)	64.6%
Memory size	788.0 B

Length

Max length	23
Median length	4
Mean length	4.6206897
Min length	1

Characters and Unicode

Total characters	134
Distinct characters	20
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

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

Unique

Unique	29 ?
Unique (%)	100.0%

Sample

1st row	6150
2nd row	0
3rd row	5950
4th row	2480
5th row	40000

Value	Count	Frequency (%)
6150	1	3.4%
1800	1	3.4%
1750	1	3.4%
1920	1	3.4%
1300	1	3.4%
880	1	3.4%
1790	1	3.4%
1170	1	3.4%
1090	1	3.4%
10540(강서구민)/21070(타지역민	1	3.4%
Other values (19)	19	65.5%

Most occurring characters

Value	Count	Frequency (%)
0	40	29.9%
1	18	13.4%
8	11	8.2%
7	10	7.5%
3	9	6.7%
5	8	6.0%
2	8	6.0%
6	6	4.5%
4	6	4.5%
9	5	3.7%
Other values (10)	13	9.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	121	90.3%
Other Letter	8	6.0%
Close Punctuation	2	1.5%
Open Punctuation	2	1.5%
Other Punctuation	1	0.7%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	40	33.1%
1	18	14.9%
8	11	9.1%
7	10	8.3%
3	9	7.4%
5	8	6.6%
2	8	6.6%
6	6	5.0%
4	6	5.0%
9	5	4.1%

Other Letter

Value	Count	Frequency (%)
민	2	25.0%
구	1	12.5%
서	1	12.5%
강	1	12.5%
타	1	12.5%
지	1	12.5%
역	1	12.5%

Close Punctuation

Value	Count	Frequency (%)
)	2	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	2	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	126	94.0%
Hangul	8	6.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	40	31.7%
1	18	14.3%
8	11	8.7%
7	10	7.9%
3	9	7.1%
5	8	6.3%
2	8	6.3%
6	6	4.8%
4	6	4.8%
9	5	4.0%
Other values (3)	5	4.0%

Hangul

Value	Count	Frequency (%)
민	2	25.0%
구	1	12.5%
서	1	12.5%
강	1	12.5%
타	1	12.5%
지	1	12.5%
역	1	12.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	126	94.0%
Hangul	8	6.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	40	31.7%
1	18	14.3%
8	11	8.7%
7	10	7.9%
3	9	7.1%
5	8	6.3%
2	8	6.3%
6	6	4.8%
4	6	4.8%
9	5	4.0%
Other values (3)	5	4.0%

Hangul

Value	Count	Frequency (%)
민	2	25.0%
구	1	12.5%
서	1	12.5%
강	1	12.5%
타	1	12.5%
지	1	12.5%
역	1	12.5%

연제구
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	25
Distinct (%)	96.2%
Missing	56
Missing (%)	68.3%
Infinite	0
Infinite (%)	0.0%
Mean	5677.6923

Minimum	0
Maximum	19970
Zeros	1
Zeros (%)	1.2%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	0
5-th percentile	912.5
Q1	1625
median	4395
Q3	7655
95-th percentile	17112.5
Maximum	19970
Range	19970
Interquartile range (IQR)	6030

Descriptive statistics

Standard deviation	5153.6847
Coefficient of variation (CV)	0.90770765
Kurtosis	2.003349
Mean	5677.6923
Median Absolute Deviation (MAD)	3020
Skewness	1.4947423
Sum	147620
Variance	26560466
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
1300	2	2.4%
0	1	1.2%
3670	1	1.2%
880	1	1.2%
1790	1	1.2%
7760	1	1.2%
4480	1	1.2%
1190	1	1.2%
1010	1	1.2%
19970	1	1.2%
Other values (15)	15	18.3%
(Missing)	56	68.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	1.2%
880	1	1.2%
1010	1	1.2%
1190	1	1.2%
1300	2	2.4%
1570	1	1.2%
1790	1	1.2%
2480	1	1.2%
3340	1	1.2%
3670	1	1.2%

Value	Count	Frequency (%)
19970	1	1.2%
17880	1	1.2%
14810	1	1.2%
8360	1	1.2%
8230	1	1.2%
8120	1	1.2%
7760	1	1.2%
7340	1	1.2%
7310	1	1.2%
7150	1	1.2%

수영구
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	26
Distinct (%)	89.7%
Missing	53
Missing (%)	64.6%
Infinite	0
Infinite (%)	0.0%
Mean	5223.4483

Minimum	0
Maximum	20760
Zeros	1
Zeros (%)	1.2%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	0
5-th percentile	880
Q1	1460
median	4310
Q3	7340
95-th percentile	14072
Maximum	20760
Range	20760
Interquartile range (IQR)	5880

Descriptive statistics

Standard deviation	4804.6758
Coefficient of variation (CV)	0.91982834
Kurtosis	3.9144562
Mean	5223.4483
Median Absolute Deviation (MAD)	3010
Skewness	1.7944763
Sum	151480
Variance	23084909
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
8360	2	2.4%
880	2	2.4%
4310	2	2.4%
7340	1	1.2%
3670	1	1.2%
2770	1	1.2%
1300	1	1.2%
7760	1	1.2%
1790	1	1.2%
1190	1	1.2%
Other values (16)	16	19.5%
(Missing)	53	64.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	1.2%
880	2	2.4%
1090	1	1.2%
1170	1	1.2%
1190	1	1.2%
1300	1	1.2%
1460	1	1.2%
1790	1	1.2%
1800	1	1.2%
2480	1	1.2%

Value	Count	Frequency (%)
20760	1	1.2%
17880	1	1.2%
8360	2	2.4%
8260	1	1.2%
8120	1	1.2%
7760	1	1.2%
7340	1	1.2%
7310	1	1.2%
7150	1	1.2%
6150	1	1.2%

사상구
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	22
Distinct (%)	95.7%
Missing	59
Missing (%)	72.0%
Infinite	0
Infinite (%)	0.0%
Mean	9656.9565

Minimum	0
Maximum	41120
Zeros	1
Zeros (%)	1.2%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	0
5-th percentile	909
Q1	2140
median	5950
Q3	8310
95-th percentile	38918
Maximum	41120
Range	41120
Interquartile range (IQR)	6170

Descriptive statistics

Standard deviation	11728.781
Coefficient of variation (CV)	1.2145422
Kurtosis	2.9106236
Mean	9656.9565
Median Absolute Deviation (MAD)	3470
Skewness	1.9241352
Sum	222110
Variance	1.3756431 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
4310	2	2.4%
5030	1	1.2%
3670	1	1.2%
880	1	1.2%
41120	1	1.2%
1790	1	1.2%
1190	1	1.2%
1170	1	1.2%
7340	1	1.2%
7310	1	1.2%
Other values (12)	12	14.6%
(Missing)	59	72.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	1.2%
880	1	1.2%
1170	1	1.2%
1190	1	1.2%
1790	1	1.2%
1800	1	1.2%
2480	1	1.2%
3670	1	1.2%
4310	2	2.4%
5030	1	1.2%

Value	Count	Frequency (%)
41120	1	1.2%
40000	1	1.2%
29180	1	1.2%
17880	1	1.2%
14810	1	1.2%
8360	1	1.2%
8260	1	1.2%
8120	1	1.2%
7340	1	1.2%
7310	1	1.2%

기장군
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	33
Distinct (%)	89.2%
Missing	45
Missing (%)	54.9%
Infinite	0
Infinite (%)	0.0%
Mean	5858.3784

Minimum	0
Maximum	26340
Zeros	1
Zeros (%)	1.2%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	0
5-th percentile	1154
Q1	1920
median	4310
Q3	7760
95-th percentile	18456
Maximum	26340
Range	26340
Interquartile range (IQR)	5840

Descriptive statistics

Standard deviation	5655.226
Coefficient of variation (CV)	0.96532276
Kurtosis	4.8498824
Mean	5858.3784
Median Absolute Deviation (MAD)	2840
Skewness	2.0681942
Sum	216760
Variance	31981581
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
4310	2	2.4%
5950	2	2.4%
8120	2	2.4%
3180	2	2.4%
1090	1	1.2%
1170	1	1.2%
1190	1	1.2%
1790	1	1.2%
2250	1	1.2%
7760	1	1.2%
Other values (23)	23	28.0%
(Missing)	45	54.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	1.2%
1090	1	1.2%
1170	1	1.2%
1190	1	1.2%
1300	1	1.2%
1460	1	1.2%
1750	1	1.2%
1790	1	1.2%
1800	1	1.2%
1920	1	1.2%

Value	Count	Frequency (%)
26340	1	1.2%
20760	1	1.2%
17880	1	1.2%
11620	1	1.2%
9550	1	1.2%
8360	1	1.2%
8260	1	1.2%
8120	2	2.4%
7760	1	1.2%
7340	1	1.2%

데이터기준일자
Categorical

CONSTANT

Distinct	1
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	788.0 B

2024-03-01	82

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2024-03-01
2nd row	2024-03-01
3rd row	2024-03-01
4th row	2024-03-01
5th row	2024-03-01

Common Values

Value	Count	Frequency (%)
2024-03-01	82	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2024-03-01	82	100.0%

Phik (φk)
Auto

Heatmap
Table

	통합표준 검사분류	검사명	중구	서구	동구	영도구	부산진구	동래구	남구	북구	해운대구	사하구	금정구	강서구	연제구	수영구	사상구	기장군
통합표준 검사분류	1.000	1.000	0.533	0.000	0.000	0.805	0.528	0.901	0.751	0.282	0.979	0.061	0.000	1.000	0.000	0.000	0.000	0.157
검사명	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
중구	0.533	1.000	1.000	0.899	0.993	1.000	0.993	0.996	0.997	0.993	1.000	0.985	0.984	1.000	0.958	0.871	0.996	0.942
서구	0.000	1.000	0.899	1.000	0.924	0.902	0.877	0.949	0.924	0.905	1.000	0.922	0.990	1.000	0.989	0.999	0.793	0.900
동구	0.000	1.000	0.993	0.924	1.000	0.991	0.994	1.000	0.999	0.998	1.000	0.999	0.983	1.000	0.933	0.864	1.000	0.931
영도구	0.805	1.000	1.000	0.902	0.991	1.000	0.997	0.994	0.996	0.998	1.000	0.986	0.971	1.000	0.924	0.890	0.974	0.903
부산진구	0.528	1.000	0.993	0.877	0.994	0.997	1.000	1.000	1.000	1.000	1.000	0.993	0.982	1.000	0.877	0.882	0.998	0.946
동래구	0.901	1.000	0.996	0.949	1.000	0.994	1.000	1.000	1.000	0.999	1.000	0.996	0.981	1.000	0.939	0.915	0.998	0.946
남구	0.751	1.000	0.997	0.924	0.999	0.996	1.000	1.000	1.000	1.000	1.000	0.997	0.985	1.000	0.964	0.902	0.998	0.957
북구	0.282	1.000	0.993	0.905	0.998	0.998	1.000	0.999	1.000	1.000	1.000	0.997	0.983	1.000	0.906	0.887	0.998	0.944
해운대구	0.979	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
사하구	0.061	1.000	0.985	0.922	0.999	0.986	0.993	0.996	0.997	0.997	1.000	1.000	0.987	1.000	0.913	0.930	0.980	0.932
금정구	0.000	1.000	0.984	0.990	0.983	0.971	0.982	0.981	0.985	0.983	1.000	0.987	1.000	1.000	1.000	0.896	0.993	1.000
강서구	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
연제구	0.000	1.000	0.958	0.989	0.933	0.924	0.877	0.939	0.964	0.906	1.000	0.913	1.000	1.000	1.000	0.982	0.958	0.950
수영구	0.000	1.000	0.871	0.999	0.864	0.890	0.882	0.915	0.902	0.887	1.000	0.930	0.896	1.000	0.982	1.000	0.767	0.867
사상구	0.000	1.000	0.996	0.793	1.000	0.974	0.998	0.998	0.998	0.998	1.000	0.980	0.993	1.000	0.958	0.767	1.000	0.870
기장군	0.157	1.000	0.942	0.900	0.931	0.903	0.946	0.946	0.957	0.944	1.000	0.932	1.000	1.000	0.950	0.867	0.870	1.000

Heatmap
Table

	중구	서구	동구	영도구	부산진구	동래구	남구	북구	사하구	금정구	연제구	수영구	사상구	기장군	통합표준 검사분류
중구	1.000	0.866	0.960	0.994	0.834	0.984	0.981	0.853	0.924	0.945	0.956	0.785	0.956	0.949	0.175
서구	0.866	1.000	0.956	0.923	0.837	0.938	1.000	0.851	0.991	0.893	0.993	1.000	0.925	0.938	0.000
동구	0.960	0.956	1.000	0.852	0.814	0.975	0.982	0.878	0.994	0.958	0.916	0.836	0.999	0.980	0.000
영도구	0.994	0.923	0.852	1.000	0.975	0.982	0.985	0.978	0.835	0.957	0.981	0.837	0.951	0.883	0.378
부산진구	0.834	0.837	0.814	0.975	1.000	0.966	1.000	1.000	0.814	0.828	0.810	0.731	1.000	0.855	0.187
동래구	0.984	0.938	0.975	0.982	0.966	1.000	0.999	0.986	0.981	0.999	0.956	0.833	1.000	0.995	0.561
남구	0.981	1.000	0.982	0.985	1.000	0.999	1.000	1.000	1.000	1.000	0.998	0.854	1.000	1.000	0.412
북구	0.853	0.851	0.878	0.978	1.000	0.986	1.000	1.000	0.863	0.816	0.804	0.717	1.000	0.877	0.055
사하구	0.924	0.991	0.994	0.835	0.814	0.981	1.000	0.863	1.000	0.988	0.838	0.995	0.684	0.995	0.000
금정구	0.945	0.893	0.958	0.957	0.828	0.999	1.000	0.816	0.988	1.000	0.998	0.744	0.999	0.978	0.000
연제구	0.956	0.993	0.916	0.981	0.810	0.956	0.998	0.804	0.838	0.998	1.000	0.850	0.999	0.867	0.000
수영구	0.785	1.000	0.836	0.837	0.731	0.833	0.854	0.717	0.995	0.744	0.850	1.000	0.765	0.800	0.000
사상구	0.956	0.925	0.999	0.951	1.000	1.000	1.000	1.000	0.684	0.999	0.999	0.765	1.000	1.000	0.000
기장군	0.949	0.938	0.980	0.883	0.855	0.995	1.000	0.877	0.995	0.978	0.867	0.800	1.000	1.000	0.000
통합표준 검사분류	0.175	0.000	0.000	0.378	0.187	0.561	0.412	0.055	0.000	0.000	0.000	0.000	0.000	0.000	1.000

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.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	통합표준 검사분류	검사명	중구	서구	동구	영도구	부산진구	동래구	남구	북구	해운대구	사하구	금정구	강서구	연제구	수영구	사상구	기장군	데이터기준일자
0	신장기능검사	(3종) 요소질소(BUN), 크레아티닌(Creatinine), 요산(Uric Acid)	6150	<NA>	3670	6150	6150	<NA>	6150	6150	6150	<NA>	6150	6150	<NA>	6150	<NA>	6150	2024-03-01
1	신장기능검사	(7종) 요소질소(BUN), 크레아티닌(Creatinine), 요산(Uric Acid), 뇨스틱4종(뇨당,뇨단백,pH,잠혈)	<NA>	<NA>	<NA>	7030	7030	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	2024-03-01
2	암검사	간암(AFT)	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	2024-03-01
3	암검사	간암(AFP)	<NA>	<NA>	<NA>	<NA>	<NA>	9730	<NA>	5280	5280	<NA>	<NA>	<NA>	4590	<NA>	<NA>	<NA>	2024-03-01
4	암검사 (정밀)	대장암(CEA)	<NA>	<NA>	<NA>	<NA>	<NA>	14110	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	2024-03-01
5	에이즈(AIDS)	에이즈(AIDS)	0	0	0	0	0	0	0	0	0	<NA>	0	0	0	0	0	0	2024-03-01
6	전혈구검사(CBC)	(5종) 혈색소, 헤마토크리트, 적혈구수, 백혈구수,혈소판수	<NA>	<NA>	5950	5950	<NA>	5950	<NA>	5950	5950	5950	<NA>	5950	<NA>	5950	5950	5950	2024-03-01
7	전혈구검사(CBC)	(6종) 혈색소,헤마토크리트,적혈구수,백혈구수,혈소판수,백혈구백분율	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	8570	<NA>	<NA>	<NA>	8570	<NA>	<NA>	<NA>	<NA>	<NA>	2024-03-01
8	전혈구검사(CBC)	(7종) 혈색소,헤마토크리트,적혈구수,백혈구수,혈소판수,MCV,MCHC	<NA>	8320	<NA>	<NA>	5950	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	8230	<NA>	<NA>	<NA>	2024-03-01
9	통풍(요산)검사	요산(Uric Acid)	2480	2160	2480	2480	2480	2480	2480	2480	2480	2480	<NA>	2480	2480	2480	2480	2480	2024-03-01

	통합표준 검사분류	검사명	중구	서구	동구	영도구	부산진구	동래구	남구	북구	해운대구	사하구	금정구	강서구	연제구	수영구	사상구	기장군	데이터기준일자
72	소변검사	(10종) Ph, 백혈구(뇨), 비중(뇨), 빌리루빈(뇨),아질산염(뇨), 요단백, 요당, 유로빌리노젠(뇨), 적혈구(뇨), 케톤체(뇨)	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	1300	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	2024-03-01
73	소변검사	뇨Gram stain	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	3180	<NA>	<NA>	<NA>	3180	<NA>	<NA>	2770	<NA>	3180	2024-03-01
74	신장기능검사	크레아티닌(Creatinine)	1920	1670	<NA>	1920	1920	1920	1920	1920	<NA>	<NA>	<NA>	1920	<NA>	<NA>	<NA>	1920	2024-03-01
75	신장기능검사	요소질소(BUN)	1750	1530	<NA>	1750	1750	1750	1750	1750	<NA>	<NA>	<NA>	1750	<NA>	<NA>	<NA>	1750	2024-03-01
76	신장기능검사	(2종) 요소질소(BUN), 크레아티닌(Creatinine)	<NA>	3200	<NA>	3670	<NA>	<NA>	3670	3670	3670	3670	<NA>	3670	3670	3670	3670	3670	2024-03-01
77	산전검사	전혈구(5종),소변,B형간염, 신장((2종),간기능(4종),통풍	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	2024-03-01
78	한방난임검사	AST(SGOT), ALT(SGPT) ,(4종) pH, 요단백, 요당, 잠혈 ,총콜레스테롤정량,트리글리세라이드(중성지방),크레아티닌,혈색소(HB)빈혈검사,당검사(반정량)	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	2024-03-01
79	산전검사	전혈구(5종),소변,B형간염,매독,에이즈,풍진(항원,항체)	0	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	0	<NA>	<NA>	<NA>	<NA>	<NA>	2024-03-01
80	산전검사	풍진검사, C형간염, 빈혈검사, B형간염검사, 에이즈, 매독검사, 요당요단백 검사	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	0	<NA>	<NA>	<NA>	<NA>	<NA>	2024-03-01
81	신혼부부 예비부모검사	전혈구(5종),소변,B형간염, 신장(2종),간기능(3종)	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	2024-03-01

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Uppercase Letter

Lowercase Letter

Decimal Number

Other Punctuation

Space Separator

Open Punctuation

Close Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Letter

Close Punctuation

Open Punctuation

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Hangul

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample