gimi9 Pandas Profiling

Dataset statistics

Number of variables	13
Number of observations	60
Missing cells	0
Missing cells (%)	0.0%
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	대구보훈병원에서 개방하는 진료정보 데이터로 대구보훈병원 다빈도 질환 환자 연령별 현황인 포함된 공공데이터 입니다.
URL	https://www.data.go.kr/data/15102220/fileData.do

Alerts

`순위` is highly overall correlated with `연인원` and 3 other fields	High correlation
`실인원` is highly overall correlated with `연인원` and 7 other fields	High correlation
`연인원` is highly overall correlated with `순위` and 8 other fields	High correlation
`진료비(천원)` is highly overall correlated with `순위` and 1 other fields	High correlation
`59세이하` is highly overall correlated with `실인원` and 6 other fields	High correlation
`60세-64세` is highly overall correlated with `순위` and 7 other fields	High correlation
`65세-69세` is highly overall correlated with `실인원` and 6 other fields	High correlation
`70세-79세` is highly overall correlated with `실인원` and 6 other fields	High correlation
`80세-89세` is highly overall correlated with `순위` and 7 other fields	High correlation
`90세이상` is highly overall correlated with `실인원` and 6 other fields	High correlation
`구분` is highly overall correlated with `실인원`	High correlation
`70세-79세` has unique values	Unique
`59세이하` has 10 (16.7%) zeros	Zeros
`60세-64세` has 5 (8.3%) zeros	Zeros
`90세이상` has 6 (10.0%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 22:52:04.455512
Analysis finished	2023-12-12 22:52:14.633682
Duration	10.18 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

입원실인원	20
입원연인원	20
외래	20

Length

Max length	5
Median length	5
Mean length	4
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	입원실인원
2nd row	입원실인원
3rd row	입원실인원
4th row	입원실인원
5th row	입원실인원

Common Values

Value	Count	Frequency (%)
입원실인원	20	33.3%
입원연인원	20	33.3%
외래	20	33.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
입원실인원	20	33.3%
입원연인원	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%

상병코드
Text

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

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	180
Distinct characters	25
Distinct categories	2 ?
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	U07
2nd row	I20
3rd row	H25
4th row	M51
5th row	M48

Value	Count	Frequency (%)
u07	3	5.0%
m48	3	5.0%
e11	3	5.0%
m17	3	5.0%
c61	3	5.0%
i20	3	5.0%
n18	3	5.0%
h25	3	5.0%
m51	3	5.0%
j18	2	3.3%
Other values (21)	31	51.7%

Most occurring characters

Value	Count	Frequency (%)
1	26	14.4%
0	25	13.9%
5	13	7.2%
8	13	7.2%
2	11	6.1%
M	11	6.1%
7	10	5.6%
4	9	5.0%
Z	8	4.4%
K	8	4.4%
Other values (15)	46	25.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	120	66.7%
Uppercase Letter	60	33.3%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
M	11	18.3%
Z	8	13.3%
K	8	13.3%
I	7	11.7%
N	4	6.7%
U	3	5.0%
H	3	5.0%
C	3	5.0%
E	3	5.0%
R	2	3.3%
Other values (5)	8	13.3%

Decimal Number

Value	Count	Frequency (%)
1	26	21.7%
0	25	20.8%
5	13	10.8%
8	13	10.8%
2	11	9.2%
7	10	8.3%
4	9	7.5%
6	6	5.0%
3	5	4.2%
9	2	1.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	120	66.7%
Latin	60	33.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
M	11	18.3%
Z	8	13.3%
K	8	13.3%
I	7	11.7%
N	4	6.7%
U	3	5.0%
H	3	5.0%
C	3	5.0%
E	3	5.0%
R	2	3.3%
Other values (5)	8	13.3%

Common

Value	Count	Frequency (%)
1	26	21.7%
0	25	20.8%
5	13	10.8%
8	13	10.8%
2	11	9.2%
7	10	8.3%
4	9	7.5%
6	6	5.0%
3	5	4.2%
9	2	1.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	180	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	26	14.4%
0	25	13.9%
5	13	7.2%
8	13	7.2%
2	11	6.1%
M	11	6.1%
7	10	5.6%
4	9	5.0%
Z	8	4.4%
K	8	4.4%
Other values (15)	46	25.6%

상병명칭
Text

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

Length

Max length	44
Median length	27
Mean length	13.15
Min length	3

Characters and Unicode

Total characters	789
Distinct characters	153
Distinct categories	7 ?
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	11 ?
Unique (%)	18.3%

Sample

1st row	바이러스가 확인된 코로나바이러스 질환 2019 [바이러스가 확인된 코로나-19]
2nd row	협심증
3rd row	노년백내장
4th row	기타 추간판장애
5th row	기타 척추병증

Value	Count	Frequency (%)
및	18	8.9%
기타	13	6.4%
바이러스가	6	3.0%
확인된	6	3.0%
접하고	4	2.0%
위하여	4	2.0%
감염성	4	2.0%
있는	4	2.0%
사람	4	2.0%
의학적	4	2.0%
Other values (67)	135	66.8%

Most occurring characters

Value	Count	Frequency (%)
	142	18.0%
의	21	2.7%
병	20	2.5%
및	18	2.3%
증	17	2.2%
장	16	2.0%
기	16	2.0%
타	15	1.9%
스	13	1.6%
성	13	1.6%
Other values (143)	498	63.1%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	612	77.6%
Space Separator	142	18.0%
Decimal Number	21	2.7%
Dash Punctuation	4	0.5%
Open Punctuation	4	0.5%
Close Punctuation	4	0.5%
Other Punctuation	2	0.3%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
의	21	3.4%
병	20	3.3%
및	18	2.9%
증	17	2.8%
장	16	2.6%
기	16	2.6%
타	15	2.5%
스	13	2.1%
성	13	2.1%
이	10	1.6%
Other values (132)	453	74.0%

Decimal Number

Value	Count	Frequency (%)
9	6	28.6%
1	6	28.6%
2	6	28.6%
0	3	14.3%

Open Punctuation

Value	Count	Frequency (%)
[	3	75.0%
(	1	25.0%

Close Punctuation

Value	Count	Frequency (%)
]	3	75.0%
)	1	25.0%

Space Separator

Value	Count	Frequency (%)
	142	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	4	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	612	77.6%
Common	177	22.4%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
의	21	3.4%
병	20	3.3%
및	18	2.9%
증	17	2.8%
장	16	2.6%
기	16	2.6%
타	15	2.5%
스	13	2.1%
성	13	2.1%
이	10	1.6%
Other values (132)	453	74.0%

Common

Value	Count	Frequency (%)
	142	80.2%
9	6	3.4%
1	6	3.4%
2	6	3.4%
-	4	2.3%
[	3	1.7%
]	3	1.7%
0	3	1.7%
,	2	1.1%
(	1	0.6%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	612	77.6%
ASCII	177	22.4%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	142	80.2%
9	6	3.4%
1	6	3.4%
2	6	3.4%
-	4	2.3%
[	3	1.7%
]	3	1.7%
0	3	1.7%
,	2	1.1%
(	1	0.6%

Hangul

Value	Count	Frequency (%)
의	21	3.4%
병	20	3.3%
및	18	2.9%
증	17	2.8%
장	16	2.6%
기	16	2.6%
타	15	2.5%
스	13	2.1%
성	13	2.1%
이	10	1.6%
Other values (132)	453	74.0%

실인원
Real number (ℝ)

HIGH CORRELATION

Distinct	40
Distinct (%)	66.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3970.0333

Minimum	54
Maximum	29425
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	54
5-th percentile	58
Q1	94
median	220.5
Q3	5404.5
95-th percentile	19828.85
Maximum	29425
Range	29371
Interquartile range (IQR)	5310.5

Descriptive statistics

Standard deviation	6889.7874
Coefficient of variation (CV)	1.7354483
Kurtosis	4.1876714
Mean	3970.0333
Median Absolute Deviation (MAD)	160
Skewness	2.1444468
Sum	238202
Variance	47469171
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
994	2	3.3%
112	2	3.3%
670	2	3.3%
54	2	3.3%
58	2	3.3%
63	2	3.3%
70	2	3.3%
85	2	3.3%
88	2	3.3%
94	2	3.3%
Other values (30)	40	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
54	2	3.3%
58	2	3.3%
63	2	3.3%
70	2	3.3%
73	2	3.3%
85	2	3.3%
88	2	3.3%
94	2	3.3%
112	2	3.3%
116	2	3.3%

Value	Count	Frequency (%)
29425	1	1.7%
24269	1	1.7%
23721	1	1.7%
19624	1	1.7%
19323	1	1.7%
13609	1	1.7%
12019	1	1.7%
10461	1	1.7%
9759	1	1.7%
8389	1	1.7%

연인원
Real number (ℝ)

HIGH CORRELATION

Distinct	40
Distinct (%)	66.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6369.5333

Minimum	155
Maximum	29425
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	155
5-th percentile	182
Q1	2233
median	5098
Q3	8432
95-th percentile	19828.85
Maximum	29425
Range	29270
Interquartile range (IQR)	6199

Descriptive statistics

Standard deviation	6261.4766
Coefficient of variation (CV)	0.98303537
Kurtosis	3.6680703
Mean	6369.5333
Median Absolute Deviation (MAD)	3172
Skewness	1.8032711
Sum	382172
Variance	39206089
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
10726	2	3.3%
155	2	3.3%
5480	2	3.3%
612	2	3.3%
184	2	3.3%
487	2	3.3%
182	2	3.3%
5824	2	3.3%
3131	2	3.3%
2343	2	3.3%
Other values (30)	40	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
155	2	3.3%
182	2	3.3%
184	2	3.3%
487	2	3.3%
612	2	3.3%
624	2	3.3%
640	2	3.3%
2233	2	3.3%
2343	2	3.3%
3131	2	3.3%

Value	Count	Frequency (%)
29425	1	1.7%
24269	1	1.7%
23721	1	1.7%
19624	1	1.7%
19323	1	1.7%
13609	1	1.7%
12019	1	1.7%
10726	2	3.3%
10461	1	1.7%
9759	1	1.7%

진료비(천원)
Real number (ℝ)

HIGH CORRELATION

Distinct	40
Distinct (%)	66.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1310742.2

Minimum	80273.243
Maximum	4432312.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	80273.243
5-th percentile	82840.102
Q1	379776.16
median	1112285.7
Q3	2080648.6
95-th percentile	2526784.5
Maximum	4432312.6
Range	4352039.4
Interquartile range (IQR)	1700872.4

Descriptive statistics

Standard deviation	1003310.2
Coefficient of variation (CV)	0.76545202
Kurtosis	1.1643096
Mean	1310742.2
Median Absolute Deviation (MAD)	770013.86
Skewness	0.94250073
Sum	78644530
Variance	1.0066314 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
2468469.692	2	3.3%
80273.243	2	3.3%
4432312.625	2	3.3%
176521.173	2	3.3%
115625.804	2	3.3%
342271.875	2	3.3%
82840.102	2	3.3%
1592207.672	2	3.3%
778177.202	2	3.3%
832322.192	2	3.3%
Other values (30)	40	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
80273.243	2	3.3%
82840.102	2	3.3%
115625.804	2	3.3%
176521.173	2	3.3%
189250.77	1	1.7%
301315.946	1	1.7%
342271.875	2	3.3%
353555.929	2	3.3%
364410.856	1	1.7%
384897.93	1	1.7%

Value	Count	Frequency (%)
4432312.625	2	3.3%
2526784.514	2	3.3%
2502313.719	2	3.3%
2468469.692	2	3.3%
2319941.563	1	1.7%
2300262.157	2	3.3%
2180723.96	2	3.3%
2113938.282	1	1.7%
2098006.204	1	1.7%
2074862.667	2	3.3%

59세이하
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	44
Distinct (%)	73.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	453.68333

Minimum	0
Maximum	8028
Zeros	10
Zeros (%)	16.7%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3.75
median	21.5
Q3	360
95-th percentile	1862.7
Maximum	8028
Range	8028
Interquartile range (IQR)	356.25

Descriptive statistics

Standard deviation	1191.3861
Coefficient of variation (CV)	2.6260302
Kurtosis	28.682056
Mean	453.68333
Median Absolute Deviation (MAD)	21.5
Skewness	4.9527993
Sum	27221
Variance	1419400.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
0	10	16.7%
2	4	6.7%
5	3	5.0%
18	2	3.3%
4	2	3.3%
977	1	1.7%
430	1	1.7%
1358	1	1.7%
8028	1	1.7%
1061	1	1.7%
Other values (34)	34	56.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10	16.7%
2	4	6.7%
3	1	1.7%
4	2	3.3%
5	3	5.0%
7	1	1.7%
9	1	1.7%
10	1	1.7%
14	1	1.7%
16	1	1.7%

Value	Count	Frequency (%)
8028	1	1.7%
3557	1	1.7%
2769	1	1.7%
1815	1	1.7%
1358	1	1.7%
1061	1	1.7%
1049	1	1.7%
1012	1	1.7%
977	1	1.7%
596	1	1.7%

60세-64세
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	45
Distinct (%)	75.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	247.2

Minimum	0
Maximum	3741
Zeros	5
Zeros (%)	8.3%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	23.5
Q3	285.75
95-th percentile	1103.75
Maximum	3741
Range	3741
Interquartile range (IQR)	281.75

Descriptive statistics

Standard deviation	544.06318
Coefficient of variation (CV)	2.2009028
Kurtosis	29.24474
Mean	247.2
Median Absolute Deviation (MAD)	23.5
Skewness	4.8704076
Sum	14832
Variance	296004.74
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
0	5	8.3%
2	4	6.7%
7	3	5.0%
3	3	5.0%
1	2	3.3%
4	2	3.3%
20	2	3.3%
6	2	3.3%
270	1	1.7%
389	1	1.7%
Other values (35)	35	58.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	8.3%
1	2	3.3%
2	4	6.7%
3	3	5.0%
4	2	3.3%
6	2	3.3%
7	3	5.0%
9	1	1.7%
10	1	1.7%
11	1	1.7%

Value	Count	Frequency (%)
3741	1	1.7%
1233	1	1.7%
1118	1	1.7%
1103	1	1.7%
794	1	1.7%
652	1	1.7%
598	1	1.7%
505	1	1.7%
453	1	1.7%
425	1	1.7%

65세-69세
Real number (ℝ)

HIGH CORRELATION

Distinct	48
Distinct (%)	80.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	344.43333

Minimum	1
Maximum	3588
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	1
5-th percentile	2.95
Q1	7
median	75
Q3	482.5
95-th percentile	1349.4
Maximum	3588
Range	3587
Interquartile range (IQR)	475.5

Descriptive statistics

Standard deviation	614.73184
Coefficient of variation (CV)	1.7847629
Kurtosis	13.870969
Mean	344.43333
Median Absolute Deviation (MAD)	72
Skewness	3.3591746
Sum	20666
Variance	377895.23
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
3	4	6.7%
6	4	6.7%
2	2	3.3%
14	2	3.3%
5	2	3.3%
66	2	3.3%
7	2	3.3%
27	2	3.3%
2171	1	1.7%
3588	1	1.7%
Other values (38)	38	63.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	1.7%
2	2	3.3%
3	4	6.7%
4	1	1.7%
5	2	3.3%
6	4	6.7%
7	2	3.3%
9	1	1.7%
12	1	1.7%
14	2	3.3%

Value	Count	Frequency (%)
3588	1	1.7%
2171	1	1.7%
1927	1	1.7%
1319	1	1.7%
860	1	1.7%
811	1	1.7%
776	1	1.7%
775	1	1.7%
753	1	1.7%
686	1	1.7%

70세-79세
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	60
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3192.25

Minimum	26
Maximum	22169
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	26
5-th percentile	44.95
Q1	141.5
median	1654
Q3	4589.75
95-th percentile	12090.55
Maximum	22169
Range	22143
Interquartile range (IQR)	4448.25

Descriptive statistics

Standard deviation	4432.2857
Coefficient of variation (CV)	1.3884519
Kurtosis	6.1167847
Mean	3192.25
Median Absolute Deviation (MAD)	1593
Skewness	2.2807295
Sum	191535
Variance	19645156
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
221	1	1.7%
1662	1	1.7%
536	1	1.7%
507	1	1.7%
321	1	1.7%
177	1	1.7%
144	1	1.7%
143	1	1.7%
137	1	1.7%
22169	1	1.7%
Other values (50)	50	83.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
26	1	1.7%
37	1	1.7%
44	1	1.7%
45	1	1.7%
47	1	1.7%
51	1	1.7%
53	1	1.7%
57	1	1.7%
65	1	1.7%
88	1	1.7%

Value	Count	Frequency (%)
22169	1	1.7%
16074	1	1.7%
15350	1	1.7%
11919	1	1.7%
10089	1	1.7%
8365	1	1.7%
6889	1	1.7%
6248	1	1.7%
6199	1	1.7%
6195	1	1.7%

80세-89세
Real number (ℝ)

HIGH CORRELATION

Distinct	54
Distinct (%)	90.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	663.98333

Minimum	1
Maximum	3381
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	1
5-th percentile	7
Q1	24.75
median	312.5
Q3	985.25
95-th percentile	2373.8
Maximum	3381
Range	3380
Interquartile range (IQR)	960.5

Descriptive statistics

Standard deviation	834.02877
Coefficient of variation (CV)	1.2560989
Kurtosis	1.3040762
Mean	663.98333
Median Absolute Deviation (MAD)	303.5
Skewness	1.3906405
Sum	39839
Variance	695603.98
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7	3	5.0%
8	2	3.3%
565	2	3.3%
1	2	3.3%
20	2	3.3%
1058	1	1.7%
44	1	1.7%
16	1	1.7%
3381	1	1.7%
2736	1	1.7%
Other values (44)	44	73.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	3.3%
7	3	5.0%
8	2	3.3%
10	1	1.7%
13	1	1.7%
14	1	1.7%
15	1	1.7%
16	1	1.7%
20	2	3.3%
21	1	1.7%

Value	Count	Frequency (%)
3381	1	1.7%
2736	1	1.7%
2617	1	1.7%
2361	1	1.7%
2160	1	1.7%
1997	1	1.7%
1893	1	1.7%
1810	1	1.7%
1685	1	1.7%
1502	1	1.7%

90세이상
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	49
Distinct (%)	81.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	268.23333

Minimum	0
Maximum	1591
Zeros	6
Zeros (%)	10.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6.75
median	59
Q3	355
95-th percentile	1106.15
Maximum	1591
Range	1591
Interquartile range (IQR)	348.25

Descriptive statistics

Standard deviation	404.89586
Coefficient of variation (CV)	1.5094912
Kurtosis	2.4064702
Mean	268.23333
Median Absolute Deviation (MAD)	59
Skewness	1.7737627
Sum	16094
Variance	163940.66
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
0	6	10.0%
6	3	5.0%
4	2	3.3%
355	2	3.3%
1	2	3.3%
7	2	3.3%
55	1	1.7%
206	1	1.7%
19	1	1.7%
1474	1	1.7%
Other values (39)	39	65.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	10.0%
1	2	3.3%
2	1	1.7%
3	1	1.7%
4	2	3.3%
6	3	5.0%
7	2	3.3%
9	1	1.7%
10	1	1.7%
11	1	1.7%

Value	Count	Frequency (%)
1591	1	1.7%
1474	1	1.7%
1356	1	1.7%
1093	1	1.7%
957	1	1.7%
937	1	1.7%
900	1	1.7%
812	1	1.7%
722	1	1.7%
697	1	1.7%

Phik (φk)
Auto

Heatmap
Table

	구분	순위	상병코드	상병명칭	실인원	연인원	진료비(천원)	59세이하	60세-64세	65세-69세	70세-79세	80세-89세	90세이상
구분	1.000	0.000	0.000	0.000	0.754	0.435	0.000	0.448	0.406	0.564	0.769	0.654	0.563
순위	0.000	1.000	0.485	0.485	0.243	0.280	0.548	0.138	0.000	0.213	0.271	0.513	0.305
상병코드	0.000	0.485	1.000	1.000	0.843	0.842	0.911	0.788	0.000	0.805	0.757	0.697	0.000
상병명칭	0.000	0.485	1.000	1.000	0.843	0.842	0.911	0.788	0.000	0.805	0.757	0.697	0.000
실인원	0.754	0.243	0.843	0.843	1.000	0.988	0.000	0.651	0.840	0.886	0.887	0.835	0.678
연인원	0.435	0.280	0.842	0.842	0.988	1.000	0.491	0.608	0.835	0.860	0.881	0.837	0.626
진료비(천원)	0.000	0.548	0.911	0.911	0.000	0.491	1.000	0.000	0.298	0.000	0.117	0.272	0.000
59세이하	0.448	0.138	0.788	0.788	0.651	0.608	0.000	1.000	0.783	0.738	0.427	0.737	0.407
60세-64세	0.406	0.000	0.000	0.000	0.840	0.835	0.298	0.783	1.000	0.911	0.849	0.940	0.659
65세-69세	0.564	0.213	0.805	0.805	0.886	0.860	0.000	0.738	0.911	1.000	0.899	0.900	0.686
70세-79세	0.769	0.271	0.757	0.757	0.887	0.881	0.117	0.427	0.849	0.899	1.000	0.882	0.839
80세-89세	0.654	0.513	0.697	0.697	0.835	0.837	0.272	0.737	0.940	0.900	0.882	1.000	0.794
90세이상	0.563	0.305	0.000	0.000	0.678	0.626	0.000	0.407	0.659	0.686	0.839	0.794	1.000

Heatmap
Table

	순위	실인원	연인원	진료비(천원)	59세이하	60세-64세	65세-69세	70세-79세	80세-89세	90세이상	구분
순위	1.000	-0.477	-0.704	-0.782	-0.444	-0.519	-0.471	-0.453	-0.544	-0.423	0.000
실인원	-0.477	1.000	0.804	0.399	0.668	0.731	0.766	0.807	0.706	0.579	0.628
연인원	-0.704	0.804	1.000	0.664	0.721	0.732	0.737	0.740	0.763	0.610	0.306
진료비(천원)	-0.782	0.399	0.664	1.000	0.394	0.381	0.343	0.357	0.461	0.369	0.000
59세이하	-0.444	0.668	0.721	0.394	1.000	0.839	0.841	0.753	0.701	0.516	0.198
60세-64세	-0.519	0.731	0.732	0.381	0.839	1.000	0.906	0.826	0.779	0.592	0.329
65세-69세	-0.471	0.766	0.737	0.343	0.841	0.906	1.000	0.856	0.837	0.713	0.435
70세-79세	-0.453	0.807	0.740	0.357	0.753	0.826	0.856	1.000	0.890	0.731	0.446
80세-89세	-0.544	0.706	0.763	0.461	0.701	0.779	0.837	0.890	1.000	0.886	0.469
90세이상	-0.423	0.579	0.610	0.369	0.516	0.592	0.713	0.731	0.886	1.000	0.278
구분	0.000	0.628	0.306	0.000	0.198	0.329	0.435	0.446	0.469	0.278	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	상병코드	상병명칭	실인원	연인원	진료비(천원)	59세이하	60세-64세	65세-69세	70세-79세	80세-89세	90세이상
0	입원실인원	1	U07	바이러스가 확인된 코로나바이러스 질환 2019 [바이러스가 확인된 코로나-19]	994	10726	2468469.692	387	34	66	221	231	55
1	입원실인원	2	I20	협심증	670	5480	4432312.625	19	20	39	494	82	16
2	입원실인원	3	H25	노년백내장	481	640	840790.769	0	12	27	397	34	11
3	입원실인원	4	M51	기타 추간판장애	252	9236	2502313.719	16	9	7	183	31	6
4	입원실인원	5	M48	기타 척추병증	232	7815	2074862.667	3	4	7	159	39	20
5	입원실인원	6	Z51	기타 의학적 관리를 위하여 보건서비스와 접하고 있는 사람	209	5177	2526784.514	17	13	25	88	42	24
6	입원실인원	7	E11	2형 당뇨병	198	8561	2300262.157	10	6	6	151	21	4
7	입원실인원	8	R07	목구멍 및 가슴의 통증	136	624	353555.929	9	7	5	99	13	3
8	입원실인원	9	M17	무릎관절증	134	4603	1721315.154	2	2	12	102	15	1
9	입원실인원	10	I48	심방세동 및 조동	133	2233	2180723.96	5	2	3	100	14	9

	구분	순위	상병코드	상병명칭	실인원	연인원	진료비(천원)	59세이하	60세-64세	65세-69세	70세-79세	80세-89세	90세이상
50	외래	11	Z26	기타 단일 감염성 질환에 대한 예방접종의 필요	8151	8151	364410.856	2769	1103	811	2962	363	143
51	외래	12	H25	노년백내장	7536	7536	665015.035	37	183	391	5908	803	214
52	외래	13	K05	치은염 및 치주질환	6622	6622	1279451.852	555	453	567	4550	426	71
53	외래	14	M17	무릎관절증	6042	6042	562060.281	238	231	686	4087	669	131
54	외래	15	K21	위-식도역류병	5697	5697	476163.984	385	211	529	3929	536	107
55	외래	16	F00	알츠하이머병에서의 치매	5307	5307	384897.93	5	25	115	2072	1997	1093
56	외래	17	Z11	감염성 및 기생충성 질환에 대한 특수선별검사	5019	5019	189250.77	1815	357	471	2032	281	63
57	외래	18	C61	전립선의 악성 신생물	4966	4966	940050.0	18	20	93	3610	960	265
58	외래	19	K04	치수 및 근단주위조직의 질환	4875	4875	1089046.15	341	175	343	3444	499	73
59	외래	20	G62	기타 다발신경병증	4884	4884	301315.946	24	0	5	4709	139	7

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Decimal Number

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

Open Punctuation

Close Punctuation

Space Separator

Dash Punctuation

Other Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Interactions

Correlations

Missing values

Sample