gimi9 Pandas Profiling

Dataset statistics

Number of variables	13
Number of observations	357
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	40.6 KiB
Average record size in memory	116.4 B

Variable types

Categorical	3
Text	1
Numeric	9

Dataset

Description	국민연금공단 장애심사 상병별 심사결과 현황(연간)입니다.(등급결정 : 1급,2급,3급,4급,초진일결정 / 미해당 : 등급외, 결정보류, 자격미달, 확인불가)
URL	https://www.data.go.kr/data/15041648/fileData.do

Alerts

`합계` is highly overall correlated with `1급` and 6 other fields	High correlation
`1급` is highly overall correlated with `합계` and 4 other fields	High correlation
`2급` is highly overall correlated with `합계` and 4 other fields	High correlation
`3급` is highly overall correlated with `합계` and 4 other fields	High correlation
`4급` is highly overall correlated with `합계` and 1 other fields	High correlation
`등급외` is highly overall correlated with `합계` and 6 other fields	High correlation
`결정보류` is highly overall correlated with `합계` and 4 other fields	High correlation
`자격미달` is highly overall correlated with `합계` and 2 other fields	High correlation
`초진일결정` is highly overall correlated with `자격미달`	High correlation
`초진일결정` is highly imbalanced (86.0%)	Imbalance
`인과관계` is highly imbalanced (95.8%)	Imbalance
`1급` has 154 (43.1%) zeros	Zeros
`2급` has 103 (28.9%) zeros	Zeros
`3급` has 67 (18.8%) zeros	Zeros
`4급` has 117 (32.8%) zeros	Zeros
`등급외` has 43 (12.0%) zeros	Zeros
`결정보류` has 211 (59.1%) zeros	Zeros
`자격미달` has 153 (42.9%) zeros	Zeros
`확인불가` has 328 (91.9%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 22:35:58.739777
Analysis finished	2023-12-12 22:36:07.666409
Duration	8.93 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

기준연도
Categorical

Distinct	3
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	2.9 KiB

2020	120
2021	120
2022	117

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2020
2nd row	2020
3rd row	2020
4th row	2020
5th row	2020

Common Values

Value	Count	Frequency (%)
2020	120	33.6%
2021	120	33.6%
2022	117	32.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2020	120	33.6%
2021	120	33.6%
2022	117	32.8%

구분명
Text

Distinct	128
Distinct (%)	35.9%
Missing	0
Missing (%)	0.0%
Memory size	2.9 KiB

Length

Max length	18
Median length	14
Mean length	6.4537815
Min length	2

Characters and Unicode

Total characters	2304
Distinct characters	199
Distinct categories	6 ?
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	8 ?
Unique (%)	2.2%

Sample

1st row	해당없음
2nd row	기타(총합장애)
3rd row	결핵/결핵성파괴폐
4th row	패혈증
5th row	바이러스뇌막염

Value	Count	Frequency (%)
손상	7	1.8%
손상등	6	1.6%
해당없음	3	0.8%
뇌출혈	3	0.8%
골절등	3	0.8%
악,안면골의	3	0.8%
기타(호흡기의장애	3	0.8%
간질성폐질환	3	0.8%
진폐증	3	0.8%
기관지확장증	3	0.8%
Other values (124)	343	90.3%

Most occurring characters

Value	Count	Frequency (%)
장	88	3.8%
암	84	3.6%
(	80	3.5%
)	80	3.5%
증	76	3.3%
/	73	3.2%
기	67	2.9%
성	61	2.6%
애	52	2.3%
의	47	2.0%
Other values (189)	1596	69.3%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	2021	87.7%
Other Punctuation	91	3.9%
Open Punctuation	80	3.5%
Close Punctuation	80	3.5%
Space Separator	23	1.0%
Uppercase Letter	9	0.4%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
장	88	4.4%
암	84	4.2%
증	76	3.8%
기	67	3.3%
성	61	3.0%
애	52	2.6%
의	47	2.3%
타	47	2.3%
신	44	2.2%
병	44	2.2%
Other values (181)	1411	69.8%

Uppercase Letter

Value	Count	Frequency (%)
S	3	33.3%
A	3	33.3%
L	3	33.3%

Other Punctuation

Value	Count	Frequency (%)
/	73	80.2%
,	18	19.8%

Open Punctuation

Value	Count	Frequency (%)
(	80	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	80	100.0%

Space Separator

Value	Count	Frequency (%)
	23	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	2021	87.7%
Common	274	11.9%
Latin	9	0.4%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
장	88	4.4%
암	84	4.2%
증	76	3.8%
기	67	3.3%
성	61	3.0%
애	52	2.6%
의	47	2.3%
타	47	2.3%
신	44	2.2%
병	44	2.2%
Other values (181)	1411	69.8%

Common

Value	Count	Frequency (%)
(	80	29.2%
)	80	29.2%
/	73	26.6%
	23	8.4%
,	18	6.6%

Latin

Value	Count	Frequency (%)
S	3	33.3%
A	3	33.3%
L	3	33.3%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	2021	87.7%
ASCII	283	12.3%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
장	88	4.4%
암	84	4.2%
증	76	3.8%
기	67	3.3%
성	61	3.0%
애	52	2.6%
의	47	2.3%
타	47	2.3%
신	44	2.2%
병	44	2.2%
Other values (181)	1411	69.8%

ASCII

Value	Count	Frequency (%)
(	80	28.3%
)	80	28.3%
/	73	25.8%
	23	8.1%
,	18	6.4%
S	3	1.1%
A	3	1.1%
L	3	1.1%

합계
Real number (ℝ)

HIGH CORRELATION

Distinct	186
Distinct (%)	52.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	254.33333

Minimum	1
Maximum	7603
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.3 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	12
median	47
Q3	190
95-th percentile	1289.8
Maximum	7603
Range	7602
Interquartile range (IQR)	178

Descriptive statistics

Standard deviation	747.78471
Coefficient of variation (CV)	2.9401758
Kurtosis	63.070069
Mean	254.33333
Median Absolute Deviation (MAD)	42
Skewness	7.2524222
Sum	90797
Variance	559181.97
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	22	6.2%
2	16	4.5%
3	8	2.2%
8	7	2.0%
4	6	1.7%
9	6	1.7%
12	6	1.7%
17	5	1.4%
34	5	1.4%
21	5	1.4%
Other values (176)	271	75.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	22	6.2%
2	16	4.5%
3	8	2.2%
4	6	1.7%
5	5	1.4%
6	4	1.1%
7	3	0.8%
8	7	2.0%
9	6	1.7%
10	4	1.1%

Value	Count	Frequency (%)
7603	1	0.3%
7270	1	0.3%
6776	1	0.3%
2176	1	0.3%
2128	1	0.3%
1931	1	0.3%
1793	1	0.3%
1771	1	0.3%
1753	1	0.3%
1746	1	0.3%

1급
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	71
Distinct (%)	19.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.92437

Minimum	0
Maximum	663
Zeros	154
Zeros (%)	43.1%
Negative	0
Negative (%)	0.0%
Memory size	3.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	9
95-th percentile	100.2
Maximum	663
Range	663
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	58.815722
Coefficient of variation (CV)	2.951949
Kurtosis	52.711418
Mean	19.92437
Median Absolute Deviation (MAD)	1
Skewness	6.2584347
Sum	7113
Variance	3459.2892
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	154	43.1%
1	37	10.4%
4	19	5.3%
3	17	4.8%
2	16	4.5%
5	9	2.5%
10	7	2.0%
8	5	1.4%
9	4	1.1%
13	4	1.1%
Other values (61)	85	23.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	154	43.1%
1	37	10.4%
2	16	4.5%
3	17	4.8%
4	19	5.3%
5	9	2.5%
6	4	1.1%
7	3	0.8%
8	5	1.4%
9	4	1.1%

Value	Count	Frequency (%)
663	1	0.3%
448	1	0.3%
399	1	0.3%
217	1	0.3%
198	3	0.8%
186	1	0.3%
176	1	0.3%
163	2	0.6%
160	1	0.3%
150	1	0.3%

2급
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	98
Distinct (%)	27.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	97.820728

Minimum	0
Maximum	5473
Zeros	103
Zeros (%)	28.9%
Negative	0
Negative (%)	0.0%
Memory size	3.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	5
Q3	24
95-th percentile	334.8
Maximum	5473
Range	5473
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	490.59512
Coefficient of variation (CV)	5.015247
Kurtosis	91.606961
Mean	97.820728
Median Absolute Deviation (MAD)	5
Skewness	9.1971373
Sum	34922
Variance	240683.57
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	103	28.9%
1	24	6.7%
2	17	4.8%
4	17	4.8%
3	14	3.9%
5	13	3.6%
6	12	3.4%
7	11	3.1%
11	8	2.2%
10	7	2.0%
Other values (88)	131	36.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	103	28.9%
1	24	6.7%
2	17	4.8%
3	14	3.9%
4	17	4.8%
5	13	3.6%
6	12	3.4%
7	11	3.1%
8	6	1.7%
9	3	0.8%

Value	Count	Frequency (%)
5473	1	0.3%
5197	1	0.3%
4574	1	0.3%
1165	1	0.3%
1140	1	0.3%
1110	1	0.3%
1091	1	0.3%
1023	1	0.3%
956	1	0.3%
862	1	0.3%

3급
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	93
Distinct (%)	26.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51.731092

Minimum	0
Maximum	1100
Zeros	67
Zeros (%)	18.8%
Negative	0
Negative (%)	0.0%
Memory size	3.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	9
Q3	29
95-th percentile	292.8
Maximum	1100
Range	1100
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	137.28972
Coefficient of variation (CV)	2.6539111
Kurtosis	25.915761
Mean	51.731092
Median Absolute Deviation (MAD)	9
Skewness	4.6935521
Sum	18468
Variance	18848.467
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	67	18.8%
1	28	7.8%
2	21	5.9%
3	15	4.2%
4	12	3.4%
11	11	3.1%
12	10	2.8%
9	10	2.8%
5	10	2.8%
14	9	2.5%
Other values (83)	164	45.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	67	18.8%
1	28	7.8%
2	21	5.9%
3	15	4.2%
4	12	3.4%
5	10	2.8%
6	8	2.2%
7	3	0.8%
8	7	2.0%
9	10	2.8%

Value	Count	Frequency (%)
1100	1	0.3%
1045	1	0.3%
945	1	0.3%
807	1	0.3%
625	1	0.3%
569	1	0.3%
523	1	0.3%
515	1	0.3%
512	1	0.3%
466	1	0.3%

4급
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	102
Distinct (%)	28.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.507003

Minimum	0
Maximum	651
Zeros	117
Zeros (%)	32.8%
Negative	0
Negative (%)	0.0%
Memory size	3.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4
Q3	27
95-th percentile	172.2
Maximum	651
Range	651
Interquartile range (IQR)	27

Descriptive statistics

Standard deviation	76.771352
Coefficient of variation (CV)	2.224805
Kurtosis	29.707704
Mean	34.507003
Median Absolute Deviation (MAD)	4
Skewness	4.6519223
Sum	12319
Variance	5893.8405
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	117	32.8%
1	23	6.4%
3	16	4.5%
2	15	4.2%
11	13	3.6%
7	13	3.6%
8	10	2.8%
4	8	2.2%
5	5	1.4%
6	5	1.4%
Other values (92)	132	37.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	117	32.8%
1	23	6.4%
2	15	4.2%
3	16	4.5%
4	8	2.2%
5	5	1.4%
6	5	1.4%
7	13	3.6%
8	10	2.8%
9	3	0.8%

Value	Count	Frequency (%)
651	1	0.3%
637	1	0.3%
596	1	0.3%
302	1	0.3%
287	1	0.3%
257	1	0.3%
215	1	0.3%
202	1	0.3%
194	2	0.6%
189	1	0.3%

초진일결정
Categorical

HIGH CORRELATION IMBALANCE

Distinct	4
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	2.9 KiB

0	342
1	13
2	1
3	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	2 ?
Unique (%)	0.6%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	342	95.8%
1	13	3.6%
2	1	0.3%
3	1	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	342	95.8%
1	13	3.6%
2	1	0.3%
3	1	0.3%

등급외
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	105
Distinct (%)	29.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44.711485

Minimum	0
Maximum	1208
Zeros	43
Zeros (%)	12.0%
Negative	0
Negative (%)	0.0%
Memory size	3.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	10
Q3	30
95-th percentile	151.6
Maximum	1208
Range	1208
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	124.84002
Coefficient of variation (CV)	2.7921243
Kurtosis	58.321928
Mean	44.711485
Median Absolute Deviation (MAD)	9
Skewness	6.9857068
Sum	15962
Variance	15585.032
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	43	12.0%
2	27	7.6%
1	20	5.6%
3	19	5.3%
8	15	4.2%
5	12	3.4%
11	12	3.4%
12	12	3.4%
9	11	3.1%
10	10	2.8%
Other values (95)	176	49.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	43	12.0%
1	20	5.6%
2	27	7.6%
3	19	5.3%
4	8	2.2%
5	12	3.4%
6	7	2.0%
7	8	2.2%
8	15	4.2%
9	11	3.1%

Value	Count	Frequency (%)
1208	1	0.3%
1174	1	0.3%
1173	1	0.3%
546	1	0.3%
431	1	0.3%
425	1	0.3%
341	1	0.3%
308	1	0.3%
302	1	0.3%
299	1	0.3%

결정보류
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	20
Distinct (%)	5.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.767507

Minimum	0
Maximum	26
Zeros	211
Zeros (%)	59.1%
Negative	0
Negative (%)	0.0%
Memory size	3.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	9
Maximum	26
Range	26
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	3.8721503
Coefficient of variation (CV)	2.1907411
Kurtosis	16.374939
Mean	1.767507
Median Absolute Deviation (MAD)	0
Skewness	3.7517601
Sum	631
Variance	14.993548
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	211	59.1%
1	47	13.2%
2	26	7.3%
4	18	5.0%
3	16	4.5%
5	8	2.2%
9	5	1.4%
8	4	1.1%
6	4	1.1%
7	4	1.1%
Other values (10)	14	3.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	211	59.1%
1	47	13.2%
2	26	7.3%
3	16	4.5%
4	18	5.0%
5	8	2.2%
6	4	1.1%
7	4	1.1%
8	4	1.1%
9	5	1.4%

Value	Count	Frequency (%)
26	1	0.3%
24	1	0.3%
23	1	0.3%
22	2	0.6%
21	2	0.6%
16	1	0.3%
14	1	0.3%
12	1	0.3%
11	2	0.6%
10	2	0.6%

자격미달
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	29
Distinct (%)	8.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.5686275

Minimum	0
Maximum	100
Zeros	153
Zeros (%)	42.9%
Negative	0
Negative (%)	0.0%
Memory size	3.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	15
Maximum	100
Range	100
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	9.1174559
Coefficient of variation (CV)	2.5548915
Kurtosis	62.125786
Mean	3.5686275
Median Absolute Deviation (MAD)	1
Skewness	7.0266073
Sum	1274
Variance	83.128002
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
0	153	42.9%
1	61	17.1%
2	34	9.5%
3	20	5.6%
5	18	5.0%
6	11	3.1%
4	10	2.8%
10	6	1.7%
7	5	1.4%
8	5	1.4%
Other values (19)	34	9.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	153	42.9%
1	61	17.1%
2	34	9.5%
3	20	5.6%
4	10	2.8%
5	18	5.0%
6	11	3.1%
7	5	1.4%
8	5	1.4%
9	4	1.1%

Value	Count	Frequency (%)
100	1	0.3%
84	1	0.3%
76	1	0.3%
27	1	0.3%
26	2	0.6%
23	1	0.3%
22	1	0.3%
21	2	0.6%
20	2	0.6%
19	2	0.6%

확인불가
Real number (ℝ)

ZEROS

Distinct	6
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.14565826

Minimum	0
Maximum	11
Zeros	328
Zeros (%)	91.9%
Negative	0
Negative (%)	0.0%
Memory size	3.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	11
Range	11
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.73137121
Coefficient of variation (CV)	5.0211447
Kurtosis	139.9045
Mean	0.14565826
Median Absolute Deviation (MAD)	0
Skewness	10.3377
Sum	52
Variance	0.53490385
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	328	91.9%
1	19	5.3%
2	6	1.7%
3	2	0.6%
11	1	0.3%
4	1	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	328	91.9%
1	19	5.3%
2	6	1.7%
3	2	0.6%
4	1	0.3%
11	1	0.3%

Value	Count	Frequency (%)
11	1	0.3%
4	1	0.3%
3	2	0.6%
2	6	1.7%
1	19	5.3%
0	328	91.9%

인과관계
Categorical

IMBALANCE

Distinct	4
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	2.9 KiB

0	354
17	1
12	1
7	1

Length

Max length	2
Median length	1
Mean length	1.0056022
Min length	1

Unique

Unique	3 ?
Unique (%)	0.8%

Sample

1st row	17
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	354	99.2%
17	1	0.3%
12	1	0.3%
7	1	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	354	99.2%
17	1	0.3%
12	1	0.3%
7	1	0.3%

Heatmap
Table

	기준연도	합계	1급	2급	3급	4급	초진일결정	등급외	결정보류	자격미달	확인불가	인과관계
기준연도	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.041	0.172	0.001
합계	0.000	1.000	0.470	0.979	0.775	0.705	0.557	0.743	0.631	0.847	0.912	0.000
1급	0.000	0.470	1.000	0.336	0.741	0.819	0.378	0.547	0.692	0.062	0.000	0.000
2급	0.000	0.979	0.336	1.000	0.676	0.631	0.536	0.767	0.562	0.819	0.891	0.000
3급	0.000	0.775	0.741	0.676	1.000	0.719	0.490	0.757	0.831	0.587	0.767	0.000
4급	0.000	0.705	0.819	0.631	0.719	1.000	0.589	0.881	0.616	0.857	0.503	0.000
초진일결정	0.000	0.557	0.378	0.536	0.490	0.589	1.000	0.574	0.430	0.759	0.145	0.000
등급외	0.000	0.743	0.547	0.767	0.757	0.881	0.574	1.000	0.668	0.877	0.470	0.000
결정보류	0.000	0.631	0.692	0.562	0.831	0.616	0.430	0.668	1.000	0.519	0.299	0.000
자격미달	0.041	0.847	0.062	0.819	0.587	0.857	0.759	0.877	0.519	1.000	0.759	0.000
확인불가	0.172	0.912	0.000	0.891	0.767	0.503	0.145	0.470	0.299	0.759	1.000	0.000
인과관계	0.001	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000

Heatmap
Table

	인과관계	기준연도	초진일결정
인과관계	1.000	0.000	0.000
기준연도	0.000	1.000	0.000
초진일결정	0.000	0.000	1.000

Heatmap
Table

	합계	1급	2급	3급	4급	등급외	결정보류	자격미달	확인불가	기준연도	초진일결정	인과관계
합계	1.000	0.699	0.786	0.839	0.611	0.914	0.756	0.627	0.218	0.000	0.483	0.000
1급	0.699	1.000	0.800	0.679	0.244	0.563	0.583	0.337	0.033	0.000	0.252	0.000
2급	0.786	0.800	1.000	0.767	0.233	0.651	0.597	0.379	0.048	0.000	0.463	0.000
3급	0.839	0.679	0.767	1.000	0.371	0.756	0.652	0.473	0.130	0.000	0.333	0.000
4급	0.611	0.244	0.233	0.371	1.000	0.599	0.434	0.455	0.272	0.000	0.420	0.000
등급외	0.914	0.563	0.651	0.756	0.599	1.000	0.681	0.614	0.225	0.000	0.407	0.000
결정보류	0.756	0.583	0.597	0.652	0.434	0.681	1.000	0.494	0.104	0.000	0.286	0.000
자격미달	0.627	0.337	0.379	0.473	0.455	0.614	0.494	1.000	0.306	0.036	0.600	0.000
확인불가	0.218	0.033	0.048	0.130	0.272	0.225	0.104	0.306	1.000	0.130	0.118	0.000
기준연도	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.036	0.130	1.000	0.000	0.000
초진일결정	0.483	0.252	0.463	0.333	0.420	0.407	0.286	0.600	0.118	0.000	1.000	0.000
인과관계	0.000	0.000	0.000	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

	기준연도	구분명	합계	1급	2급	3급	4급	등급외	결정보류	자격미달	인과관계
0	2020	해당없음	17	0	0	0	0	0	0	0	17
1	2020	기타(총합장애)	3	0	0	1	2	0	0	0	0
2	2020	결핵/결핵성파괴폐	38	1	10	12	1	5	0	9	0
3	2020	패혈증	1	1	0	0	0	0	0	0	0
4	2020	바이러스뇌막염	1	0	0	1	0	0	0	0	0
5	2020	설암	26	4	6	9	0	5	0	2	0
6	2020	구강암	50	8	12	19	5	5	0	1	0
7	2020	후두암/인두암	93	3	50	20	0	19	1	0	0
8	2020	비인강암	42	7	23	9	0	3	0	0	0
9	2020	식도암	62	22	21	11	0	6	1	1	0

	기준연도	구분명	합계	1급	2급	3급	4급	등급외	결정보류	자격미달
347	2022	(다리)신경 손상	34	0	0	0	26	8	0	0
348	2022	척추골절	225	2	9	29	149	34	2	0
349	2022	기타(척추의장애)	131	5	2	12	70	36	2	4
350	2022	(팔)절단,골절및 손상등	501	2	34	169	180	111	4	1
351	2022	기타(팔의 장애)	33	1	5	9	8	9	0	1
352	2022	(다리)절단,골절및 손상등	324	8	61	14	127	110	4	0
353	2022	기타(다리의장애)	45	0	8	3	16	17	0	1
354	2022	화상	50	1	7	24	7	10	1	0
355	2022	뇌손상/뇌좌상	159	99	13	28	11	5	3	0
356	2022	척수손상	402	163	52	67	88	28	2	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Uppercase Letter

Other Punctuation

Open Punctuation

Close Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Hangul

Common

Latin

Most occurring blocks

Most frequent character per block

Hangul

ASCII

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample