gimi9 Pandas Profiling

Dataset statistics

Number of variables	13
Number of observations	60
Missing cells	20
Missing cells (%)	2.6%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.8 KiB
Average record size in memory	116.2 B

Variable types

Categorical	1
Numeric	10
Text	2

Dataset

Description	인천보훈병원에서 개방하는 진료정보 데이터로 인천보훈병원 다빈도 질환 환자 연령별 현황이 포함된 공공데이터 입니다.
URL	https://www.data.go.kr/data/15102225/fileData.do

Alerts

`순위` is highly overall correlated with `진료인원(실인원)` and 2 other fields	High correlation
`진료인원(실인원)` is highly overall correlated with `순위` and 9 other fields	High correlation
`진료인원(연인원)` is highly overall correlated with `순위` and 3 other fields	High correlation
`진료비(천원)` is highly overall correlated with `순위` and 7 other fields	High correlation
`연령별 59이하` is highly overall correlated with `진료인원(실인원)` and 5 other fields	High correlation
`연령별(60-64)` is highly overall correlated with `진료인원(실인원)` and 4 other fields	High correlation
`연령별(65-69)` is highly overall correlated with `진료인원(실인원)` and 6 other fields	High correlation
`연령별(70-79)` is highly overall correlated with `진료인원(실인원)` and 7 other fields	High correlation
`연령별(80-89)` is highly overall correlated with `진료인원(실인원)` and 7 other fields	High correlation
`연령별(90이상)` is highly overall correlated with `진료인원(실인원)` and 3 other fields	High correlation
`구분` is highly overall correlated with `진료인원(실인원)` and 2 other fields	High correlation
`진료인원(연인원)` has 20 (33.3%) missing values	Missing
`연령별 59이하` has 24 (40.0%) zeros	Zeros
`연령별(60-64)` has 23 (38.3%) zeros	Zeros
`연령별(65-69)` has 19 (31.7%) zeros	Zeros
`연령별(80-89)` has 6 (10.0%) zeros	Zeros
`연령별(90이상)` has 20 (33.3%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 17:05:05.279587
Analysis finished	2023-12-12 17:05:16.397242
Duration	11.12 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

구분
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	5.0%
Missing	0
Missing (%)	0.0%
Memory size	612.0 B

입원(실인원)	20
입원(연인원)	20
외래	20

Length

Max length	7
Median length	7
Mean length	5.3333333
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	입원(실인원)
2nd row	입원(실인원)
3rd row	입원(실인원)
4th row	입원(실인원)
5th row	입원(실인원)

Common Values

Value	Count	Frequency (%)
입원(실인원)	20	33.3%
입원(연인원)	20	33.3%
외래	20	33.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
입원(실인원	20	33.3%
입원(연인원	20	33.3%
외래	20	33.3%

순위
Real number (ℝ)

HIGH CORRELATION

Distinct	20
Distinct (%)	33.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.5

Minimum	1
Maximum	20
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	1
5-th percentile	1.95
Q1	5.75
median	10.5
Q3	15.25
95-th percentile	19.05
Maximum	20
Range	19
Interquartile range (IQR)	9.5

Descriptive statistics

Standard deviation	5.8149428
Coefficient of variation (CV)	0.55380407
Kurtosis	-1.2058222
Mean	10.5
Median Absolute Deviation (MAD)	5
Skewness	0
Sum	630
Variance	33.813559
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
1	3	5.0%
12	3	5.0%
20	3	5.0%
19	3	5.0%
18	3	5.0%
17	3	5.0%
16	3	5.0%
15	3	5.0%
14	3	5.0%
13	3	5.0%
Other values (10)	30	50.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3	5.0%
2	3	5.0%
3	3	5.0%
4	3	5.0%
5	3	5.0%
6	3	5.0%
7	3	5.0%
8	3	5.0%
9	3	5.0%
10	3	5.0%

Value	Count	Frequency (%)
20	3	5.0%
19	3	5.0%
18	3	5.0%
17	3	5.0%
16	3	5.0%
15	3	5.0%
14	3	5.0%
13	3	5.0%
12	3	5.0%
11	3	5.0%

상병명 코드
Text

Distinct	31
Distinct (%)	51.7%
Missing	0
Missing (%)	0.0%
Memory size	612.0 B

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Characters and Unicode

Total characters	300
Distinct characters	27
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

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

Unique

Unique	11 ?
Unique (%)	18.3%

Sample

1st row	N40
2nd row	U07
3rd row	M48
4th row	E11
5th row	N31

Value	Count	Frequency (%)
n40	3	5.0%
e11	3	5.0%
m54	3	5.0%
m19	3	5.0%
m17	3	5.0%
u07	3	5.0%
g81	3	5.0%
i63	3	5.0%
m48	3	5.0%
c61	2	3.3%
Other values (21)	31	51.7%

Most occurring characters

Value	Count	Frequency (%)
	120	40.0%
1	26	8.7%
4	20	6.7%
M	16	5.3%
0	13	4.3%
5	13	4.3%
7	11	3.7%
6	8	2.7%
9	8	2.7%
3	8	2.7%
Other values (17)	57	19.0%

Most occurring categories

Value	Count	Frequency (%)
Space Separator	120	40.0%
Decimal Number	120	40.0%
Uppercase Letter	60	20.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
M	16	26.7%
C	6	10.0%
I	5	8.3%
N	5	8.3%
G	5	8.3%
E	5	8.3%
K	4	6.7%
U	3	5.0%
H	3	5.0%
J	2	3.3%
Other values (6)	6	10.0%

Decimal Number

Value	Count	Frequency (%)
1	26	21.7%
4	20	16.7%
0	13	10.8%
5	13	10.8%
7	11	9.2%
6	8	6.7%
9	8	6.7%
3	8	6.7%
2	7	5.8%
8	6	5.0%

Space Separator

Value	Count	Frequency (%)
	120	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	240	80.0%
Latin	60	20.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
M	16	26.7%
C	6	10.0%
I	5	8.3%
N	5	8.3%
G	5	8.3%
E	5	8.3%
K	4	6.7%
U	3	5.0%
H	3	5.0%
J	2	3.3%
Other values (6)	6	10.0%

Common

Value	Count	Frequency (%)
	120	50.0%
1	26	10.8%
4	20	8.3%
0	13	5.4%
5	13	5.4%
7	11	4.6%
6	8	3.3%
9	8	3.3%
3	8	3.3%
2	7	2.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	300	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	120	40.0%
1	26	8.7%
4	20	6.7%
M	16	5.3%
0	13	4.3%
5	13	4.3%
7	11	3.7%
6	8	2.7%
9	8	2.7%
3	8	2.7%
Other values (17)	57	19.0%

상병명칭
Text

Distinct	31
Distinct (%)	51.7%
Missing	0
Missing (%)	0.0%
Memory size	612.0 B

Length

Max length	29
Median length	17
Mean length	11.366667
Min length	4

Characters and Unicode

Total characters	682
Distinct characters	123
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	11 ?
Unique (%)	18.3%

Sample

1st row	전립선증식증
2nd row	U07의 응급사용
3rd row	기타 척추병증
4th row	인슐린-비의존 당뇨병
5th row	달리 분류되지 않은 방광의 신경근육기능장애

Value	Count	Frequency (%)
및	10	6.8%
기타	9	6.1%
신생물	7	4.8%
악성	6	4.1%
당뇨병	5	3.4%
방광의	4	2.7%
전립선증식증	3	2.0%
윤충증	3	2.0%
뇌경색증	3	2.0%
응급사용	3	2.0%
Other values (54)	94	63.9%

Most occurring characters

Value	Count	Frequency (%)
	207	30.4%
의	23	3.4%
성	21	3.1%
기	20	2.9%
증	16	2.3%
염	14	2.1%
장	12	1.8%
타	11	1.6%
및	11	1.6%
병	9	1.3%
Other values (113)	338	49.6%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	454	66.6%
Space Separator	207	30.4%
Decimal Number	6	0.9%
Close Punctuation	3	0.4%
Uppercase Letter	3	0.4%
Dash Punctuation	3	0.4%
Other Punctuation	3	0.4%
Open Punctuation	3	0.4%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
의	23	5.1%
성	21	4.6%
기	20	4.4%
증	16	3.5%
염	14	3.1%
장	12	2.6%
타	11	2.4%
및	11	2.4%
병	9	2.0%
신	9	2.0%
Other values (105)	308	67.8%

Decimal Number

Value	Count	Frequency (%)
0	3	50.0%
7	3	50.0%

Space Separator

Value	Count	Frequency (%)
	207	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	3	100.0%

Uppercase Letter

Value	Count	Frequency (%)
U	3	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	3	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	3	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	3	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	454	66.6%
Common	225	33.0%
Latin	3	0.4%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
의	23	5.1%
성	21	4.6%
기	20	4.4%
증	16	3.5%
염	14	3.1%
장	12	2.6%
타	11	2.4%
및	11	2.4%
병	9	2.0%
신	9	2.0%
Other values (105)	308	67.8%

Common

Value	Count	Frequency (%)
	207	92.0%
)	3	1.3%
-	3	1.3%
,	3	1.3%
0	3	1.3%
7	3	1.3%
(	3	1.3%

Latin

Value	Count	Frequency (%)
U	3	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	454	66.6%
ASCII	228	33.4%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	207	90.8%
)	3	1.3%
U	3	1.3%
-	3	1.3%
,	3	1.3%
0	3	1.3%
7	3	1.3%
(	3	1.3%

Hangul

Value	Count	Frequency (%)
의	23	5.1%
성	21	4.6%
기	20	4.4%
증	16	3.5%
염	14	3.1%
장	12	2.6%
타	11	2.4%
및	11	2.4%
병	9	2.0%
신	9	2.0%
Other values (105)	308	67.8%

진료인원(실인원)
Real number (ℝ)

HIGH CORRELATION

Distinct	33
Distinct (%)	55.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1724.3333

Minimum	5
Maximum	18383
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	5
5-th percentile	7.95
Q1	9
median	43
Q3	2474.25
95-th percentile	7676.95
Maximum	18383
Range	18378
Interquartile range (IQR)	2465.25

Descriptive statistics

Standard deviation	3349.4074
Coefficient of variation (CV)	1.9424361
Kurtosis	10.260194
Mean	1724.3333
Median Absolute Deviation (MAD)	35
Skewness	2.8807284
Sum	103460
Variance	11218530
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
8	9	15.0%
10	8	13.3%
9	4	6.7%
71	2	3.3%
62	2	3.3%
56	2	3.3%
45	2	3.3%
41	2	3.3%
17	2	3.3%
11	2	3.3%
Other values (23)	25	41.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	2	3.3%
7	1	1.7%
8	9	15.0%
9	4	6.7%
10	8	13.3%
11	2	3.3%
17	2	3.3%
41	2	3.3%
45	2	3.3%
56	2	3.3%

Value	Count	Frequency (%)
18383	1	1.7%
10702	1	1.7%
9310	1	1.7%
7591	1	1.7%
6625	1	1.7%
6359	1	1.7%
6025	1	1.7%
5575	1	1.7%
4225	1	1.7%
3737	1	1.7%

진료인원(연인원)
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	24
Distinct (%)	60.0%
Missing	20
Missing (%)	33.3%
Infinite	0
Infinite (%)	0.0%
Mean	432.175

Minimum	8
Maximum	1584
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	8
5-th percentile	77.25
Q1	185
median	236
Q3	557
95-th percentile	1260.05
Maximum	1584
Range	1576
Interquartile range (IQR)	372

Descriptive statistics

Standard deviation	402.51045
Coefficient of variation (CV)	0.93135986
Kurtosis	2.0296147
Mean	432.175
Median Absolute Deviation (MAD)	59
Skewness	1.6442337
Sum	17287
Variance	162014.66
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
237	2	3.3%
191	2	3.3%
197	2	3.3%
234	2	3.3%
466	2	3.3%
185	2	3.3%
179	2	3.3%
1584	2	3.3%
235	2	3.3%
267	2	3.3%
Other values (14)	20	33.3%
(Missing)	20	33.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	1	1.7%
63	1	1.7%
78	1	1.7%
143	1	1.7%
158	1	1.7%
175	1	1.7%
179	2	3.3%
184	1	1.7%
185	2	3.3%
191	2	3.3%

Value	Count	Frequency (%)
1584	2	3.3%
1243	2	3.3%
864	2	3.3%
813	2	3.3%
626	2	3.3%
534	2	3.3%
466	2	3.3%
280	2	3.3%
267	2	3.3%
237	2	3.3%

진료비(천원)
Real number (ℝ)

HIGH CORRELATION

Distinct	44
Distinct (%)	73.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	200330.22

Minimum	8859
Maximum	1096520
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	8859
5-th percentile	32371.4
Q1	52983.5
median	123784.5
Q3	267384
95-th percentile	683489
Maximum	1096520
Range	1087661
Interquartile range (IQR)	214400.5

Descriptive statistics

Standard deviation	229355.85
Coefficient of variation (CV)	1.144889
Kurtosis	5.4742906
Mean	200330.22
Median Absolute Deviation (MAD)	77342.5
Skewness	2.281896
Sum	12019813
Variance	5.2604108 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
382206	2	3.3%
92746	2	3.3%
137462	2	3.3%
56551	2	3.3%
51146	2	3.3%
75110	2	3.3%
37132	2	3.3%
47763	2	3.3%
45630	2	3.3%
93727	2	3.3%
Other values (34)	40	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8859	1	1.7%
15599	1	1.7%
22195	1	1.7%
32907	1	1.7%
37132	2	3.3%
37855	1	1.7%
38509	1	1.7%
42537	1	1.7%
45630	2	3.3%
47763	2	3.3%

Value	Count	Frequency (%)
1096520	1	1.7%
984046	1	1.7%
805298	1	1.7%
677078	1	1.7%
646091	1	1.7%
482598	1	1.7%
409785	1	1.7%
382206	2	3.3%
292733	1	1.7%
290804	1	1.7%

연령별 59이하
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	30
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	143.73333

Minimum	0
Maximum	2185
Zeros	24
Zeros (%)	40.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1.5
Q3	148
95-th percentile	573.6
Maximum	2185
Range	2185
Interquartile range (IQR)	148

Descriptive statistics

Standard deviation	345.60264
Coefficient of variation (CV)	2.404471
Kurtosis	21.562928
Mean	143.73333
Median Absolute Deviation (MAD)	1.5
Skewness	4.2437741
Sum	8624
Variance	119441.18
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0	24	40.0%
1	6	10.0%
4	2	3.3%
163	2	3.3%
1187	1	1.7%
18	1	1.7%
147	1	1.7%
116	1	1.7%
190	1	1.7%
64	1	1.7%
Other values (20)	20	33.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	24	40.0%
1	6	10.0%
2	1	1.7%
4	2	3.3%
7	1	1.7%
11	1	1.7%
14	1	1.7%
18	1	1.7%
25	1	1.7%
32	1	1.7%

Value	Count	Frequency (%)
2185	1	1.7%
1187	1	1.7%
775	1	1.7%
563	1	1.7%
517	1	1.7%
471	1	1.7%
434	1	1.7%
419	1	1.7%
265	1	1.7%
228	1	1.7%

연령별(60-64)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	30
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	104.28333

Minimum	0
Maximum	1393
Zeros	23
Zeros (%)	38.3%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1.5
Q3	90.25
95-th percentile	565.25
Maximum	1393
Range	1393
Interquartile range (IQR)	90.25

Descriptive statistics

Standard deviation	229.81423
Coefficient of variation (CV)	2.2037484
Kurtosis	16.842854
Mean	104.28333
Median Absolute Deviation (MAD)	1.5
Skewness	3.6875199
Sum	6257
Variance	52814.579
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0	23	38.3%
1	7	11.7%
2	2	3.3%
71	2	3.3%
85	1	1.7%
182	1	1.7%
223	1	1.7%
236	1	1.7%
248	1	1.7%
116	1	1.7%
Other values (20)	20	33.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	23	38.3%
1	7	11.7%
2	2	3.3%
3	1	1.7%
5	1	1.7%
6	1	1.7%
12	1	1.7%
15	1	1.7%
25	1	1.7%
36	1	1.7%

Value	Count	Frequency (%)
1393	1	1.7%
621	1	1.7%
608	1	1.7%
563	1	1.7%
504	1	1.7%
338	1	1.7%
300	1	1.7%
248	1	1.7%
236	1	1.7%
223	1	1.7%

연령별(65-69)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	33
Distinct (%)	55.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	144.06667

Minimum	0
Maximum	1109
Zeros	19
Zeros (%)	31.7%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	6.5
Q3	166.25
95-th percentile	794.75
Maximum	1109
Range	1109
Interquartile range (IQR)	166.25

Descriptive statistics

Standard deviation	262.76779
Coefficient of variation (CV)	1.8239319
Kurtosis	4.3129958
Mean	144.06667
Median Absolute Deviation (MAD)	6.5
Skewness	2.2137399
Sum	8644
Variance	69046.911
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
0	19	31.7%
1	6	10.0%
2	3	5.0%
343	2	3.3%
13	2	3.3%
138	1	1.7%
89	1	1.7%
219	1	1.7%
161	1	1.7%
650	1	1.7%
Other values (23)	23	38.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	31.7%
1	6	10.0%
2	3	5.0%
4	1	1.7%
6	1	1.7%
7	1	1.7%
9	1	1.7%
13	2	3.3%
18	1	1.7%
31	1	1.7%

Value	Count	Frequency (%)
1109	1	1.7%
953	1	1.7%
866	1	1.7%
791	1	1.7%
650	1	1.7%
618	1	1.7%
516	1	1.7%
364	1	1.7%
343	2	3.3%
327	1	1.7%

연령별(70-79)
Real number (ℝ)

HIGH CORRELATION

Distinct	53
Distinct (%)	88.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1164.4667

Minimum	1
Maximum	13487
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	1
5-th percentile	3
Q1	20
median	139
Q3	1659.5
95-th percentile	5156.5
Maximum	13487
Range	13486
Interquartile range (IQR)	1639.5

Descriptive statistics

Standard deviation	2220.1696
Coefficient of variation (CV)	1.9065978
Kurtosis	16.0133
Mean	1164.4667
Median Absolute Deviation (MAD)	135.5
Skewness	3.5261727
Sum	69868
Variance	4929153.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3	4	6.7%
6	4	6.7%
5	2	3.3%
43	1	1.7%
3005	1	1.7%
24	1	1.7%
58	1	1.7%
13487	1	1.7%
6583	1	1.7%
5736	1	1.7%
Other values (43)	43	71.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	1.7%
2	1	1.7%
3	4	6.7%
4	1	1.7%
5	2	3.3%
6	4	6.7%
8	1	1.7%
14	1	1.7%
22	1	1.7%
23	1	1.7%

Value	Count	Frequency (%)
13487	1	1.7%
6583	1	1.7%
5736	1	1.7%
5126	1	1.7%
4198	1	1.7%
3980	1	1.7%
3005	1	1.7%
2540	1	1.7%
2425	1	1.7%
2030	1	1.7%

연령별(80-89)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	46
Distinct (%)	76.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	229.13333

Minimum	0
Maximum	2374
Zeros	6
Zeros (%)	10.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5.5
median	63.5
Q3	268.5
95-th percentile	842.55
Maximum	2374
Range	2374
Interquartile range (IQR)	263

Descriptive statistics

Standard deviation	404.57948
Coefficient of variation (CV)	1.7656946
Kurtosis	14.110756
Mean	229.13333
Median Absolute Deviation (MAD)	63.5
Skewness	3.3649226
Sum	13748
Variance	163684.56
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
0	6	10.0%
2	6	10.0%
11	3	5.0%
17	2	3.3%
7	2	3.3%
19	1	1.7%
216	1	1.7%
910	1	1.7%
839	1	1.7%
802	1	1.7%
Other values (36)	36	60.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	10.0%
1	1	1.7%
2	6	10.0%
3	1	1.7%
4	1	1.7%
6	1	1.7%
7	2	3.3%
8	1	1.7%
9	1	1.7%
11	3	5.0%

Value	Count	Frequency (%)
2374	1	1.7%
1530	1	1.7%
910	1	1.7%
839	1	1.7%
802	1	1.7%
721	1	1.7%
609	1	1.7%
551	1	1.7%
501	1	1.7%
423	1	1.7%

연령별(90이상)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	37
Distinct (%)	61.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	78.5

Minimum	0
Maximum	962
Zeros	20
Zeros (%)	33.3%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	11.5
Q3	82.75
95-th percentile	250.4
Maximum	962
Range	962
Interquartile range (IQR)	82.75

Descriptive statistics

Standard deviation	155.65558
Coefficient of variation (CV)	1.9828737
Kurtosis	18.860763
Mean	78.5
Median Absolute Deviation (MAD)	11.5
Skewness	3.932008
Sum	4710
Variance	24228.661
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
0	20	33.3%
2	3	5.0%
7	2	3.3%
6	2	3.3%
24	1	1.7%
60	1	1.7%
81	1	1.7%
22	1	1.7%
64	1	1.7%
65	1	1.7%
Other values (27)	27	45.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	20	33.3%
1	1	1.7%
2	3	5.0%
4	1	1.7%
6	2	3.3%
7	2	3.3%
11	1	1.7%
12	1	1.7%
20	1	1.7%
22	1	1.7%

Value	Count	Frequency (%)
962	1	1.7%
598	1	1.7%
315	1	1.7%
247	1	1.7%
237	1	1.7%
235	1	1.7%
198	1	1.7%
187	1	1.7%
166	1	1.7%
153	1	1.7%

Phik (φk)
Auto

Heatmap
Table

	구분	순위	상병명 코드	상병명칭	진료인원(실인원)	진료인원(연인원)	진료비(천원)	연령별 59이하	연령별(60-64)	연령별(65-69)	연령별(70-79)	연령별(80-89)	연령별(90이상)
구분	1.000	0.000	0.000	0.000	0.716	0.000	0.152	0.670	0.748	0.887	0.895	0.696	0.528
순위	0.000	1.000	0.874	0.874	0.422	0.830	0.537	0.150	0.000	0.476	0.000	0.043	0.126
상병명 코드	0.000	0.874	1.000	1.000	0.683	1.000	0.783	0.589	0.000	0.433	0.000	0.000	0.000
상병명칭	0.000	0.874	1.000	1.000	0.683	1.000	0.783	0.589	0.000	0.433	0.000	0.000	0.000
진료인원(실인원)	0.716	0.422	0.683	0.683	1.000	NaN	0.870	0.802	0.883	0.937	0.927	0.827	0.821
진료인원(연인원)	0.000	0.830	1.000	1.000	NaN	1.000	0.937	NaN	NaN	NaN	NaN	0.654	0.282
진료비(천원)	0.152	0.537	0.783	0.783	0.870	0.937	1.000	0.721	0.884	0.880	0.903	0.894	0.874
연령별 59이하	0.670	0.150	0.589	0.589	0.802	NaN	0.721	1.000	0.976	0.980	0.910	0.888	0.908
연령별(60-64)	0.748	0.000	0.000	0.000	0.883	NaN	0.884	0.976	1.000	0.963	0.981	0.953	0.932
연령별(65-69)	0.887	0.476	0.433	0.433	0.937	NaN	0.880	0.980	0.963	1.000	0.934	0.860	0.881
연령별(70-79)	0.895	0.000	0.000	0.000	0.927	NaN	0.903	0.910	0.981	0.934	1.000	0.953	0.956
연령별(80-89)	0.696	0.043	0.000	0.000	0.827	0.654	0.894	0.888	0.953	0.860	0.953	1.000	0.967
연령별(90이상)	0.528	0.126	0.000	0.000	0.821	0.282	0.874	0.908	0.932	0.881	0.956	0.967	1.000

Heatmap
Table

	순위	진료인원(실인원)	진료인원(연인원)	진료비(천원)	연령별 59이하	연령별(60-64)	연령별(65-69)	연령별(70-79)	연령별(80-89)	연령별(90이상)	구분
순위	1.000	-0.511	-0.949	-0.726	-0.149	-0.183	-0.233	-0.284	-0.445	-0.240	0.000
진료인원(실인원)	-0.511	1.000	0.848	0.835	0.750	0.807	0.760	0.805	0.832	0.566	0.612
진료인원(연인원)	-0.949	0.848	1.000	0.967	0.072	0.048	0.311	0.458	0.608	0.315	0.000
진료비(천원)	-0.726	0.835	0.967	1.000	0.501	0.497	0.625	0.690	0.749	0.566	0.097
연령별 59이하	-0.149	0.750	0.072	0.501	1.000	0.786	0.819	0.725	0.693	0.471	0.345
연령별(60-64)	-0.183	0.807	0.048	0.497	0.786	1.000	0.705	0.729	0.708	0.434	0.414
연령별(65-69)	-0.233	0.760	0.311	0.625	0.819	0.705	1.000	0.810	0.696	0.478	0.583
연령별(70-79)	-0.284	0.805	0.458	0.690	0.725	0.729	0.810	1.000	0.878	0.706	0.597
연령별(80-89)	-0.445	0.832	0.608	0.749	0.693	0.708	0.696	0.878	1.000	0.676	0.367
연령별(90이상)	-0.240	0.566	0.315	0.566	0.471	0.434	0.478	0.706	0.676	1.000	0.246
구분	0.000	0.612	0.000	0.097	0.345	0.414	0.583	0.597	0.367	0.246	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

	구분	순위	상병명 코드	상병명칭	진료인원(실인원)	진료인원(연인원)	진료비(천원)	연령별 59이하	연령별(60-64)	연령별(65-69)	연령별(70-79)	연령별(80-89)	연령별(90이상)
0	입원(실인원)	1	N40	전립선증식증	71	1584	382206	0	1	2	43	19	6
1	입원(실인원)	2	U07	U07의 응급사용	67	466	137462	25	6	13	14	7	2
2	입원(실인원)	3	M48	기타 척추병증	62	813	267384	0	1	0	48	11	2
3	입원(실인원)	4	E11	인슐린-비의존 당뇨병	56	864	201127	4	1	4	36	11	0
4	입원(실인원)	5	N31	달리 분류되지 않은 방광의 신경근육기능장애	45	1243	290216	1	0	1	22	17	4
5	입원(실인원)	6	C67	방광의 악성 신생물	41	626	185275	1	0	0	23	11	6
6	입원(실인원)	7	C61	전립선의 악성 신생물	17	534	143682	0	0	0	2	8	7
7	입원(실인원)	8	M54	배통	11	267	57679	0	2	0	3	6	0
8	입원(실인원)	9	M19	연기, 불 및 화염에 노출	10	235	93727	0	0	2	8	0	0
9	입원(실인원)	10	M17	윤충증	10	237	92746	0	0	2	6	2	0

	구분	순위	상병명 코드	상병명칭	진료인원(실인원)	진료인원(연인원)	진료비(천원)	연령별 59이하	연령별(60-64)	연령별(65-69)	연령별(70-79)	연령별(80-89)	연령별(90이상)
50	외래	11	M51	기타 추간판장애	3326	<NA>	110107	419	248	364	2030	216	49
51	외래	12	I63	뇌경색증	2719	<NA>	290804	100	85	198	1670	551	115
52	외래	13	H04	눈물기관의 장애	2706	<NA>	173130	156	145	182	1769	318	136
53	외래	14	K04	치수 및 치근단주위조직의 질환	2605	<NA>	482598	163	71	132	1983	201	55
54	외래	15	M19	연기, 불 및 화염에 노출	2526	<NA>	292733	64	116	205	1840	236	65
55	외래	16	B35	피부사상균증	2457	<NA>	80236	163	138	161	1750	181	64
56	외래	17	G81	편마비	2194	<NA>	143291	190	2	219	1656	105	22
57	외래	18	L24	자극성 접촉피부염	2119	<NA>	53596	116	89	89	1433	311	81
58	외래	19	K29	위염 및 십이지장염	1916	<NA>	169060	147	94	138	1285	192	60
59	외래	20	H25	노인성 백내장	1415	<NA>	96176	18	44	114	1066	149	24

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Decimal Number

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Space Separator

Close Punctuation

Uppercase Letter

Dash Punctuation

Other Punctuation

Open Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Interactions

Correlations

Missing values

Sample