gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	47
Missing cells	113
Missing cells (%)	16.0%
Duplicate rows	1
Duplicate rows (%)	2.1%
Total size in memory	6.3 KiB
Average record size in memory	136.8 B

Variable types

Text	1
Numeric	14

Dataset

Description	사립학교교직원연금공단 사학연금수급자 현황 (재직기간별, 연령별 퇴직연금수급자)과 관련된 데이터로 연령별(50세 미만 ~ 90세 이상), 재직기간별(21년 미만 ~ 33년 이상) 수급자 현황 등의 항목을 제공합니다.
URL	https://www.data.go.kr/data/15045816/fileData.do

Alerts

Dataset has 1 (2.1%) duplicate rows	Duplicates
`21년미만` is highly overall correlated with `22년미만` and 12 other fields	High correlation
`22년미만` is highly overall correlated with `21년미만` and 12 other fields	High correlation
`23년미만` is highly overall correlated with `21년미만` and 12 other fields	High correlation
`24년미만` is highly overall correlated with `21년미만` and 12 other fields	High correlation
`25년미만` is highly overall correlated with `21년미만` and 12 other fields	High correlation
`26년미만` is highly overall correlated with `21년미만` and 12 other fields	High correlation
`27년미만` is highly overall correlated with `21년미만` and 12 other fields	High correlation
`28년미만` is highly overall correlated with `21년미만` and 12 other fields	High correlation
`29년미만` is highly overall correlated with `21년미만` and 12 other fields	High correlation
`30년미만` is highly overall correlated with `21년미만` and 12 other fields	High correlation
`31년미만` is highly overall correlated with `21년미만` and 12 other fields	High correlation
`32년미만` is highly overall correlated with `21년미만` and 12 other fields	High correlation
`33년미만` is highly overall correlated with `21년미만` and 12 other fields	High correlation
`33년이상` is highly overall correlated with `21년미만` and 12 other fields	High correlation
`연령` has 5 (10.6%) missing values	Missing
`21년미만` has 5 (10.6%) missing values	Missing
`22년미만` has 8 (17.0%) missing values	Missing
`23년미만` has 7 (14.9%) missing values	Missing
`24년미만` has 10 (21.3%) missing values	Missing
`25년미만` has 10 (21.3%) missing values	Missing
`26년미만` has 8 (17.0%) missing values	Missing
`27년미만` has 9 (19.1%) missing values	Missing
`28년미만` has 8 (17.0%) missing values	Missing
`29년미만` has 8 (17.0%) missing values	Missing
`30년미만` has 7 (14.9%) missing values	Missing
`31년미만` has 6 (12.8%) missing values	Missing
`32년미만` has 6 (12.8%) missing values	Missing
`33년미만` has 8 (17.0%) missing values	Missing
`33년이상` has 8 (17.0%) missing values	Missing

Reproduction

Analysis started	2023-12-12 06:16:42.753582
Analysis finished	2023-12-12 06:17:05.971592
Duration	23.22 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

연령
Text

MISSING

Distinct	42
Distinct (%)	100.0%
Missing	5
Missing (%)	10.6%
Memory size	508.0 B

Length

Max length	6
Median length	6
Mean length	6
Min length	6

Characters and Unicode

Total characters	252
Distinct characters	16
Distinct categories	3 ?
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	42 ?
Unique (%)	100.0%

Sample

1st row	50세 미만
2nd row	51세 미만
3rd row	52세 미만
4th row	53세 미만
5th row	54세 미만

Value	Count	Frequency (%)
미만	41	48.8%
90세	2	2.4%
81세	1	1.2%
83세	1	1.2%
74세	1	1.2%
75세	1	1.2%
76세	1	1.2%
77세	1	1.2%
78세	1	1.2%
79세	1	1.2%
Other values (33)	33	39.3%

Most occurring characters

Value	Count	Frequency (%)
세	42	16.7%
	42	16.7%
미	41	16.3%
만	41	16.3%
6	14	5.6%
5	14	5.6%
7	14	5.6%
8	14	5.6%
9	6	2.4%
0	6	2.4%
Other values (6)	18	7.1%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	126	50.0%
Decimal Number	84	33.3%
Space Separator	42	16.7%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
6	14	16.7%
5	14	16.7%
7	14	16.7%
8	14	16.7%
9	6	7.1%
0	6	7.1%
1	4	4.8%
2	4	4.8%
3	4	4.8%
4	4	4.8%

Other Letter

Value	Count	Frequency (%)
세	42	33.3%
미	41	32.5%
만	41	32.5%
이	1	0.8%
상	1	0.8%

Space Separator

Value	Count	Frequency (%)
	42	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	126	50.0%
Common	126	50.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
	42	33.3%
6	14	11.1%
5	14	11.1%
7	14	11.1%
8	14	11.1%
9	6	4.8%
0	6	4.8%
1	4	3.2%
2	4	3.2%
3	4	3.2%

Hangul

Value	Count	Frequency (%)
세	42	33.3%
미	41	32.5%
만	41	32.5%
이	1	0.8%
상	1	0.8%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	126	50.0%
ASCII	126	50.0%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
세	42	33.3%
미	41	32.5%
만	41	32.5%
이	1	0.8%
상	1	0.8%

ASCII

Value	Count	Frequency (%)
	42	33.3%
6	14	11.1%
5	14	11.1%
7	14	11.1%
8	14	11.1%
9	6	4.8%
0	6	4.8%
1	4	3.2%
2	4	3.2%
3	4	3.2%

21년미만
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	37
Distinct (%)	88.1%
Missing	5
Missing (%)	10.6%
Infinite	0
Infinite (%)	0.0%
Mean	143.71429

Minimum	4
Maximum	678
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	555.0 B

Quantile statistics

Minimum	4
5-th percentile	10.25
Q1	23.25
median	54.5
Q3	203.75
95-th percentile	520.35
Maximum	678
Range	674
Interquartile range (IQR)	180.5

Descriptive statistics

Standard deviation	185.88054
Coefficient of variation (CV)	1.2934034
Kurtosis	0.95239419
Mean	143.71429
Median Absolute Deviation (MAD)	38
Skewness	1.4879205
Sum	6036
Variance	34551.575
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
15	3	6.4%
26	2	4.3%
29	2	4.3%
41	2	4.3%
72	1	2.1%
125	1	2.1%
110	1	2.1%
86	1	2.1%
95	1	2.1%
80	1	2.1%
Other values (27)	27	57.4%
(Missing)	5	10.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	1	2.1%
9	1	2.1%
10	1	2.1%
15	3	6.4%
16	1	2.1%
17	1	2.1%
18	1	2.1%
20	1	2.1%
23	1	2.1%
24	1	2.1%

Value	Count	Frequency (%)
678	1	2.1%
555	1	2.1%
522	1	2.1%
489	1	2.1%
462	1	2.1%
439	1	2.1%
438	1	2.1%
318	1	2.1%
315	1	2.1%
255	1	2.1%

22년미만
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	34
Distinct (%)	87.2%
Missing	8
Missing (%)	17.0%
Infinite	0
Infinite (%)	0.0%
Mean	48.871795

Minimum	2
Maximum	155
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	555.0 B

Quantile statistics

Minimum	2
5-th percentile	4
Q1	18
median	39
Q3	72
95-th percentile	117.2
Maximum	155
Range	153
Interquartile range (IQR)	54

Descriptive statistics

Standard deviation	39.659856
Coefficient of variation (CV)	0.81150807
Kurtosis	0.017575507
Mean	48.871795
Median Absolute Deviation (MAD)	25
Skewness	0.9004603
Sum	1906
Variance	1572.9042
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
19	2	4.3%
36	2	4.3%
71	2	4.3%
4	2	4.3%
18	2	4.3%
9	1	2.1%
14	1	2.1%
12	1	2.1%
23	1	2.1%
7	1	2.1%
Other values (24)	24	51.1%
(Missing)	8	17.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	2.1%
4	2	4.3%
7	1	2.1%
8	1	2.1%
9	1	2.1%
12	1	2.1%
14	1	2.1%
15	1	2.1%
18	2	4.3%
19	2	4.3%

Value	Count	Frequency (%)
155	1	2.1%
128	1	2.1%
116	1	2.1%
115	1	2.1%
105	1	2.1%
101	1	2.1%
100	1	2.1%
78	1	2.1%
75	1	2.1%
73	1	2.1%

23년미만
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	34
Distinct (%)	85.0%
Missing	7
Missing (%)	14.9%
Infinite	0
Infinite (%)	0.0%
Mean	50.575

Minimum	1
Maximum	157
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	555.0 B

Quantile statistics

Minimum	1
5-th percentile	1.95
Q1	18
median	41
Q3	79
95-th percentile	139.3
Maximum	157
Range	156
Interquartile range (IQR)	61

Descriptive statistics

Standard deviation	44.403677
Coefficient of variation (CV)	0.87797681
Kurtosis	-0.242736
Mean	50.575
Median Absolute Deviation (MAD)	28.5
Skewness	0.87474237
Sum	2023
Variance	1971.6865
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
18	4	8.5%
1	2	4.3%
96	2	4.3%
2	2	4.3%
22	1	2.1%
11	1	2.1%
19	1	2.1%
14	1	2.1%
15	1	2.1%
20	1	2.1%
Other values (24)	24	51.1%
(Missing)	7	14.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	4.3%
2	2	4.3%
3	1	2.1%
5	1	2.1%
11	1	2.1%
14	1	2.1%
15	1	2.1%
18	4	8.5%
19	1	2.1%
20	1	2.1%

Value	Count	Frequency (%)
157	1	2.1%
145	1	2.1%
139	1	2.1%
130	1	2.1%
112	1	2.1%
99	1	2.1%
96	2	4.3%
92	1	2.1%
91	1	2.1%
75	1	2.1%

24년미만
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	34
Distinct (%)	91.9%
Missing	10
Missing (%)	21.3%
Infinite	0
Infinite (%)	0.0%
Mean	60.216216

Minimum	2
Maximum	173
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	555.0 B

Quantile statistics

Minimum	2
5-th percentile	5.4
Q1	21
median	51
Q3	87
95-th percentile	136.8
Maximum	173
Range	171
Interquartile range (IQR)	66

Descriptive statistics

Standard deviation	46.373565
Coefficient of variation (CV)	0.77011755
Kurtosis	-0.52626662
Mean	60.216216
Median Absolute Deviation (MAD)	34
Skewness	0.69246709
Sum	2228
Variance	2150.5075
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
126	2	4.3%
14	2	4.3%
51	2	4.3%
43	1	2.1%
85	1	2.1%
39	1	2.1%
45	1	2.1%
52	1	2.1%
38	1	2.1%
67	1	2.1%
Other values (24)	24	51.1%
(Missing)	10	21.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	2.1%
3	1	2.1%
6	1	2.1%
9	1	2.1%
11	1	2.1%
14	2	4.3%
17	1	2.1%
19	1	2.1%
21	1	2.1%
22	1	2.1%

Value	Count	Frequency (%)
173	1	2.1%
144	1	2.1%
135	1	2.1%
126	2	4.3%
122	1	2.1%
120	1	2.1%
117	1	2.1%
90	1	2.1%
87	1	2.1%
85	1	2.1%

25년미만
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	35
Distinct (%)	94.6%
Missing	10
Missing (%)	21.3%
Infinite	0
Infinite (%)	0.0%
Mean	62.675676

Minimum	1
Maximum	156
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	555.0 B

Quantile statistics

Minimum	1
5-th percentile	4.4
Q1	25
median	51
Q3	103
95-th percentile	134.4
Maximum	156
Range	155
Interquartile range (IQR)	78

Descriptive statistics

Standard deviation	45.633841
Coefficient of variation (CV)	0.72809492
Kurtosis	-1.0267051
Mean	62.675676
Median Absolute Deviation (MAD)	32
Skewness	0.46588967
Sum	2319
Variance	2082.4474
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
19	2	4.3%
29	2	4.3%
48	1	2.1%
76	1	2.1%
79	1	2.1%
54	1	2.1%
50	1	2.1%
51	1	2.1%
46	1	2.1%
35	1	2.1%
Other values (25)	25	53.2%
(Missing)	10	21.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	2.1%
2	1	2.1%
5	1	2.1%
6	1	2.1%
13	1	2.1%
19	2	4.3%
22	1	2.1%
23	1	2.1%
25	1	2.1%
27	1	2.1%

Value	Count	Frequency (%)
156	1	2.1%
144	1	2.1%
132	1	2.1%
130	1	2.1%
128	1	2.1%
124	1	2.1%
121	1	2.1%
111	1	2.1%
108	1	2.1%
103	1	2.1%

26년미만
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	37
Distinct (%)	94.9%
Missing	8
Missing (%)	17.0%
Infinite	0
Infinite (%)	0.0%
Mean	69.923077

Minimum	1
Maximum	198
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	555.0 B

Quantile statistics

Minimum	1
5-th percentile	1
Q1	18.5
median	48
Q3	117
95-th percentile	185.9
Maximum	198
Range	197
Interquartile range (IQR)	98.5

Descriptive statistics

Standard deviation	61.575535
Coefficient of variation (CV)	0.88061822
Kurtosis	-0.68594507
Mean	69.923077
Median Absolute Deviation (MAD)	35
Skewness	0.76602809
Sum	2727
Variance	3791.5466
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
1	3	6.4%
41	1	2.1%
81	1	2.1%
82	1	2.1%
59	1	2.1%
47	1	2.1%
54	1	2.1%
62	1	2.1%
48	1	2.1%
40	1	2.1%
Other values (27)	27	57.4%
(Missing)	8	17.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3	6.4%
2	1	2.1%
6	1	2.1%
8	1	2.1%
10	1	2.1%
11	1	2.1%
15	1	2.1%
17	1	2.1%
20	1	2.1%
29	1	2.1%

Value	Count	Frequency (%)
198	1	2.1%
194	1	2.1%
185	1	2.1%
172	1	2.1%
163	1	2.1%
159	1	2.1%
147	1	2.1%
142	1	2.1%
133	1	2.1%
124	1	2.1%

27년미만
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	36
Distinct (%)	94.7%
Missing	9
Missing (%)	19.1%
Infinite	0
Infinite (%)	0.0%
Mean	76.684211

Minimum	1
Maximum	234
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	555.0 B

Quantile statistics

Minimum	1
5-th percentile	3.55
Q1	30.25
median	60
Q3	119.75
95-th percentile	205.15
Maximum	234
Range	233
Interquartile range (IQR)	89.5

Descriptive statistics

Standard deviation	64.886223
Coefficient of variation (CV)	0.84614841
Kurtosis	-0.14386426
Mean	76.684211
Median Absolute Deviation (MAD)	34
Skewness	0.90523234
Sum	2914
Variance	4210.2219
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
34	2	4.3%
1	2	4.3%
6	1	2.1%
69	1	2.1%
74	1	2.1%
68	1	2.1%
50	1	2.1%
54	1	2.1%
56	1	2.1%
73	1	2.1%
Other values (26)	26	55.3%
(Missing)	9	19.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	4.3%
4	1	2.1%
6	1	2.1%
7	1	2.1%
8	1	2.1%
18	1	2.1%
19	1	2.1%
27	1	2.1%
30	1	2.1%
31	1	2.1%

Value	Count	Frequency (%)
234	1	2.1%
206	1	2.1%
205	1	2.1%
196	1	2.1%
161	1	2.1%
157	1	2.1%
151	1	2.1%
142	1	2.1%
131	1	2.1%
128	1	2.1%

28년미만
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	34
Distinct (%)	87.2%
Missing	8
Missing (%)	17.0%
Infinite	0
Infinite (%)	0.0%
Mean	83.051282

Minimum	1
Maximum	291
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	555.0 B

Quantile statistics

Minimum	1
5-th percentile	5.8
Q1	32
median	65
Q3	107
95-th percentile	218.3
Maximum	291
Range	290
Interquartile range (IQR)	75

Descriptive statistics

Standard deviation	70.282119
Coefficient of variation (CV)	0.84624966
Kurtosis	0.97079742
Mean	83.051282
Median Absolute Deviation (MAD)	38
Skewness	1.1680432
Sum	3239
Variance	4939.5762
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
27	2	4.3%
75	2	4.3%
164	2	4.3%
56	2	4.3%
107	2	4.3%
37	1	2.1%
39	1	2.1%
19	1	2.1%
95	1	2.1%
46	1	2.1%
Other values (24)	24	51.1%
(Missing)	8	17.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	2.1%
4	1	2.1%
6	1	2.1%
7	1	2.1%
9	1	2.1%
16	1	2.1%
18	1	2.1%
19	1	2.1%
27	2	4.3%
37	1	2.1%

Value	Count	Frequency (%)
291	1	2.1%
239	1	2.1%
216	1	2.1%
180	1	2.1%
172	1	2.1%
166	1	2.1%
164	2	4.3%
139	1	2.1%
107	2	4.3%
95	1	2.1%

29년미만
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	36
Distinct (%)	92.3%
Missing	8
Missing (%)	17.0%
Infinite	0
Infinite (%)	0.0%
Mean	94.769231

Minimum	2
Maximum	314
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	555.0 B

Quantile statistics

Minimum	2
5-th percentile	7.8
Q1	35.5
median	73
Q3	145
95-th percentile	245.9
Maximum	314
Range	312
Interquartile range (IQR)	109.5

Descriptive statistics

Standard deviation	78.556202
Coefficient of variation (CV)	0.82892097
Kurtosis	0.44663224
Mean	94.769231
Median Absolute Deviation (MAD)	45
Skewness	1.0591886
Sum	3696
Variance	6171.0769
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
26	2	4.3%
52	2	4.3%
170	2	4.3%
13	1	2.1%
96	1	2.1%
39	1	2.1%
16	1	2.1%
21	1	2.1%
35	1	2.1%
36	1	2.1%
Other values (26)	26	55.3%
(Missing)	8	17.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	2.1%
6	1	2.1%
8	1	2.1%
13	1	2.1%
16	1	2.1%
21	1	2.1%
26	2	4.3%
28	1	2.1%
35	1	2.1%
36	1	2.1%

Value	Count	Frequency (%)
314	1	2.1%
263	1	2.1%
244	1	2.1%
219	1	2.1%
191	1	2.1%
188	1	2.1%
181	1	2.1%
170	2	4.3%
162	1	2.1%
128	1	2.1%

30년미만
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	39
Distinct (%)	97.5%
Missing	7
Missing (%)	14.9%
Infinite	0
Infinite (%)	0.0%
Mean	102.6

Minimum	2
Maximum	322
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	555.0 B

Quantile statistics

Minimum	2
5-th percentile	4.95
Q1	40.5
median	83.5
Q3	147.5
95-th percentile	257.65
Maximum	322
Range	320
Interquartile range (IQR)	107

Descriptive statistics

Standard deviation	82.291789
Coefficient of variation (CV)	0.80206422
Kurtosis	0.29783948
Mean	102.6
Median Absolute Deviation (MAD)	49.5
Skewness	0.98407758
Sum	4104
Variance	6771.9385
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
20	2	4.3%
78	1	2.1%
81	1	2.1%
104	1	2.1%
77	1	2.1%
110	1	2.1%
122	1	2.1%
86	1	2.1%
67	1	2.1%
95	1	2.1%
Other values (29)	29	61.7%
(Missing)	7	14.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	2.1%
4	1	2.1%
5	1	2.1%
9	1	2.1%
20	2	4.3%
21	1	2.1%
26	1	2.1%
32	1	2.1%
36	1	2.1%
42	1	2.1%

Value	Count	Frequency (%)
322	1	2.1%
289	1	2.1%
256	1	2.1%
226	1	2.1%
214	1	2.1%
210	1	2.1%
209	1	2.1%
191	1	2.1%
168	1	2.1%
155	1	2.1%

31년미만
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	41
Distinct (%)	100.0%
Missing	6
Missing (%)	12.8%
Infinite	0
Infinite (%)	0.0%
Mean	126.97561

Minimum	3
Maximum	429
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	555.0 B

Quantile statistics

Minimum	3
5-th percentile	14
Q1	44
median	106
Q3	205
95-th percentile	291
Maximum	429
Range	426
Interquartile range (IQR)	161

Descriptive statistics

Standard deviation	100.50808
Coefficient of variation (CV)	0.79155423
Kurtosis	0.57592055
Mean	126.97561
Median Absolute Deviation (MAD)	64
Skewness	1.0137222
Sum	5206
Variance	10101.874
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
90	1	2.1%
112	1	2.1%
114	1	2.1%
117	1	2.1%
128	1	2.1%
110	1	2.1%
101	1	2.1%
95	1	2.1%
91	1	2.1%
85	1	2.1%
Other values (31)	31	66.0%
(Missing)	6	12.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	1	2.1%
7	1	2.1%
14	1	2.1%
16	1	2.1%
21	1	2.1%
25	1	2.1%
32	1	2.1%
37	1	2.1%
41	1	2.1%
42	1	2.1%

Value	Count	Frequency (%)
429	1	2.1%
303	1	2.1%
291	1	2.1%
287	1	2.1%
273	1	2.1%
269	1	2.1%
240	1	2.1%
238	1	2.1%
227	1	2.1%
213	1	2.1%

32년미만
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	38
Distinct (%)	92.7%
Missing	6
Missing (%)	12.8%
Infinite	0
Infinite (%)	0.0%
Mean	138.7561

Minimum	2
Maximum	400
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	555.0 B

Quantile statistics

Minimum	2
5-th percentile	13
Q1	58
median	108
Q3	202
95-th percentile	325
Maximum	400
Range	398
Interquartile range (IQR)	144

Descriptive statistics

Standard deviation	107.21539
Coefficient of variation (CV)	0.77268955
Kurtosis	-0.40907655
Mean	138.7561
Median Absolute Deviation (MAD)	70
Skewness	0.77478992
Sum	5689
Variance	11495.139
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
131	2	4.3%
108	2	4.3%
2	2	4.3%
58	1	2.1%
72	1	2.1%
129	1	2.1%
105	1	2.1%
94	1	2.1%
14	1	2.1%
86	1	2.1%
Other values (28)	28	59.6%
(Missing)	6	12.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	2	4.3%
13	1	2.1%
14	1	2.1%
21	1	2.1%
22	1	2.1%
37	1	2.1%
38	1	2.1%
45	1	2.1%
51	1	2.1%
58	1	2.1%

Value	Count	Frequency (%)
400	1	2.1%
330	1	2.1%
325	1	2.1%
313	1	2.1%
312	1	2.1%
304	1	2.1%
293	1	2.1%
273	1	2.1%
241	1	2.1%
211	1	2.1%

33년미만
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	38
Distinct (%)	97.4%
Missing	8
Missing (%)	17.0%
Infinite	0
Infinite (%)	0.0%
Mean	169.15385

Minimum	3
Maximum	440
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	555.0 B

Quantile statistics

Minimum	3
5-th percentile	18.7
Q1	63
median	143
Q3	266
95-th percentile	394.7
Maximum	440
Range	437
Interquartile range (IQR)	203

Descriptive statistics

Standard deviation	129.848
Coefficient of variation (CV)	0.76763254
Kurtosis	-0.82000514
Mean	169.15385
Median Absolute Deviation (MAD)	97
Skewness	0.67192844
Sum	6597
Variance	16860.502
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
150	2	4.3%
116	1	2.1%
165	1	2.1%
161	1	2.1%
107	1	2.1%
114	1	2.1%
110	1	2.1%
148	1	2.1%
97	1	2.1%
152	1	2.1%
Other values (28)	28	59.6%
(Missing)	8	17.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	1	2.1%
7	1	2.1%
20	1	2.1%
28	1	2.1%
31	1	2.1%
37	1	2.1%
39	1	2.1%
46	1	2.1%
49	1	2.1%
58	1	2.1%

Value	Count	Frequency (%)
440	1	2.1%
410	1	2.1%
393	1	2.1%
370	1	2.1%
365	1	2.1%
355	1	2.1%
352	1	2.1%
351	1	2.1%
299	1	2.1%
268	1	2.1%

33년이상
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	39
Distinct (%)	100.0%
Missing	8
Missing (%)	17.0%
Infinite	0
Infinite (%)	0.0%
Mean	1255.5897

Minimum	7
Maximum	3465
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	555.0 B

Quantile statistics

Minimum	7
5-th percentile	19.4
Q1	391
median	922
Q3	2099.5
95-th percentile	3262.2
Maximum	3465
Range	3458
Interquartile range (IQR)	1708.5

Descriptive statistics

Standard deviation	1071.646
Coefficient of variation (CV)	0.8535001
Kurtosis	-0.76054942
Mean	1255.5897
Median Absolute Deviation (MAD)	584
Skewness	0.72583433
Sum	48968
Variance	1148425.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
14	1	2.1%
1421	1	2.1%
1405	1	2.1%
1392	1	2.1%
1166	1	2.1%
1067	1	2.1%
922	1	2.1%
794	1	2.1%
773	1	2.1%
654	1	2.1%
Other values (29)	29	61.7%
(Missing)	8	17.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7	1	2.1%
14	1	2.1%
20	1	2.1%
58	1	2.1%
113	1	2.1%
241	1	2.1%
277	1	2.1%
296	1	2.1%
338	1	2.1%
376	1	2.1%

Value	Count	Frequency (%)
3465	1	2.1%
3345	1	2.1%
3253	1	2.1%
3074	1	2.1%
2790	1	2.1%
2738	1	2.1%
2724	1	2.1%
2433	1	2.1%
2403	1	2.1%
2205	1	2.1%

Phik (φk)
Auto

Heatmap
Table

	연령	21년미만	22년미만	23년미만	24년미만	25년미만	26년미만	27년미만	28년미만	29년미만	30년미만	31년미만	32년미만	33년미만	33년이상
연령	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
21년미만	1.000	1.000	0.845	0.819	0.833	0.840	0.748	0.811	0.902	0.935	0.953	0.897	0.874	0.820	0.878
22년미만	1.000	0.845	1.000	0.900	0.819	0.774	0.853	0.891	0.875	0.876	0.905	0.926	0.839	0.808	0.787
23년미만	1.000	0.819	0.900	1.000	0.932	0.932	0.956	0.920	0.941	0.927	0.918	0.785	0.928	0.894	0.917
24년미만	1.000	0.833	0.819	0.932	1.000	0.959	0.921	0.857	0.955	0.939	0.906	0.831	0.887	0.846	0.881
25년미만	1.000	0.840	0.774	0.932	0.959	1.000	0.936	0.853	0.917	0.959	0.887	0.721	0.829	0.846	0.910
26년미만	1.000	0.748	0.853	0.956	0.921	0.936	1.000	0.920	0.950	0.920	0.842	0.714	0.897	0.857	0.908
27년미만	1.000	0.811	0.891	0.920	0.857	0.853	0.920	1.000	0.894	0.875	0.821	0.872	0.802	0.719	0.757
28년미만	1.000	0.902	0.875	0.941	0.955	0.917	0.950	0.894	1.000	0.968	0.973	0.878	0.944	0.879	0.923
29년미만	1.000	0.935	0.876	0.927	0.939	0.959	0.920	0.875	0.968	1.000	0.977	0.872	0.927	0.910	0.946
30년미만	1.000	0.953	0.905	0.918	0.906	0.887	0.842	0.821	0.973	0.977	1.000	0.929	0.962	0.925	0.945
31년미만	1.000	0.897	0.926	0.785	0.831	0.721	0.714	0.872	0.878	0.872	0.929	1.000	0.941	0.830	0.822
32년미만	1.000	0.874	0.839	0.928	0.887	0.829	0.897	0.802	0.944	0.927	0.962	0.941	1.000	0.951	0.955
33년미만	1.000	0.820	0.808	0.894	0.846	0.846	0.857	0.719	0.879	0.910	0.925	0.830	0.951	1.000	0.927
33년이상	1.000	0.878	0.787	0.917	0.881	0.910	0.908	0.757	0.923	0.946	0.945	0.822	0.955	0.927	1.000

Heatmap
Table

	21년미만	22년미만	23년미만	24년미만	25년미만	26년미만	27년미만	28년미만	29년미만	30년미만	31년미만	32년미만	33년미만	33년이상
21년미만	1.000	0.895	0.910	0.879	0.915	0.912	0.940	0.954	0.963	0.938	0.937	0.916	0.940	0.965
22년미만	0.895	1.000	0.965	0.962	0.967	0.971	0.961	0.959	0.946	0.900	0.863	0.820	0.878	0.956
23년미만	0.910	0.965	1.000	0.969	0.975	0.974	0.973	0.970	0.951	0.911	0.857	0.834	0.880	0.960
24년미만	0.879	0.962	0.969	1.000	0.972	0.976	0.964	0.965	0.936	0.873	0.807	0.771	0.829	0.943
25년미만	0.915	0.967	0.975	0.972	1.000	0.978	0.976	0.971	0.938	0.888	0.815	0.775	0.852	0.955
26년미만	0.912	0.971	0.974	0.976	0.978	1.000	0.978	0.980	0.958	0.907	0.852	0.820	0.885	0.978
27년미만	0.940	0.961	0.973	0.964	0.976	0.978	1.000	0.981	0.952	0.929	0.857	0.834	0.891	0.969
28년미만	0.954	0.959	0.970	0.965	0.971	0.980	0.981	1.000	0.975	0.949	0.896	0.870	0.923	0.980
29년미만	0.963	0.946	0.951	0.936	0.938	0.958	0.952	0.975	1.000	0.966	0.936	0.921	0.965	0.981
30년미만	0.938	0.900	0.911	0.873	0.888	0.907	0.929	0.949	0.966	1.000	0.946	0.934	0.973	0.943
31년미만	0.937	0.863	0.857	0.807	0.815	0.852	0.857	0.896	0.936	0.946	1.000	0.971	0.976	0.915
32년미만	0.916	0.820	0.834	0.771	0.775	0.820	0.834	0.870	0.921	0.934	0.971	1.000	0.966	0.887
33년미만	0.940	0.878	0.880	0.829	0.852	0.885	0.891	0.923	0.965	0.973	0.976	0.966	1.000	0.942
33년이상	0.965	0.956	0.960	0.943	0.955	0.978	0.969	0.980	0.981	0.943	0.915	0.887	0.942	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

	연령	21년미만	22년미만	23년미만	24년미만	25년미만	26년미만	27년미만	28년미만	29년미만	30년미만	31년미만	32년미만	33년미만	33년이상
0	50세 미만	59	2	2	2	<NA>	2	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
1	51세 미만	10	<NA>	<NA>	<NA>	<NA>	<NA>	1	<NA>	<NA>	<NA>	3	2	<NA>	<NA>
2	52세 미만	9	<NA>	2	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	5	7	2	<NA>	<NA>
3	53세 미만	4	4	1	<NA>	<NA>	<NA>	<NA>	1	2	4	14	13	3	7
4	54세 미만	16	<NA>	<NA>	<NA>	<NA>	1	<NA>	6	8	2	16	14	7	14
5	55세 미만	18	4	1	<NA>	2	1	1	7	6	9	41	38	20	20
6	56세 미만	15	8	3	3	1	1	8	4	13	26	47	58	46	58
7	57세 미만	29	18	5	6	6	6	7	18	26	36	84	90	78	113
8	58세 미만	20	18	11	11	5	8	6	16	28	53	111	110	89	241
9	59세 미만	41	15	22	14	19	15	19	27	52	72	106	131	140	464

	연령	21년미만	22년미만	23년미만	24년미만	25년미만	26년미만	27년미만	28년미만	29년미만	30년미만	31년미만	32년미만	33년미만	33년이상
37	87세 미만	23	14	18	22	22	10	30	37	26	46	42	45	39	376
38	88세 미만	15	9	18	21	19	17	27	27	35	20	32	37	37	338
39	89세 미만	17	12	15	19	25	20	18	19	21	21	25	21	31	296
40	90세 미만	15	7	14	9	13	11	4	9	16	20	21	22	28	277
41	90세 이상	26	19	19	14	27	29	31	38	39	32	37	63	49	546
42	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
43	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
44	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
45	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
46	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>

Most frequently occurring

	연령	21년미만	22년미만	23년미만	24년미만	25년미만	26년미만	27년미만	28년미만	29년미만	30년미만	31년미만	32년미만	33년미만	33년이상	# duplicates
0	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	5

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Letter

Space Separator

Most occurring scripts

Most frequent character per script

Common

Hangul

Most occurring blocks

Most frequent character per block

Hangul

ASCII

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring