gimi9 Pandas Profiling

Dataset statistics

Number of variables	13
Number of observations	1955
Missing cells	85
Missing cells (%)	0.3%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	223.5 KiB
Average record size in memory	117.1 B

Variable types

Numeric	13

Dataset

Description	연월일,10대이하 남자,10대이하 여자,20대 남자,20대 여자,30대 남자,30대 여자,40대 남자,40대 여자,50대 남자,50대 여자,60대이상 남자,60대이상 여자
Author	서울특별시
URL	https://data.seoul.go.kr/dataList/OA-20886/S/1/datasetView.do

Alerts

`연월일` is highly overall correlated with `10대이하 남자` and 11 other fields	High correlation
`10대이하 남자` is highly overall correlated with `연월일` and 11 other fields	High correlation
`10대이하 여자` is highly overall correlated with `연월일` and 11 other fields	High correlation
`20대 남자` is highly overall correlated with `연월일` and 11 other fields	High correlation
`20대 여자` is highly overall correlated with `연월일` and 11 other fields	High correlation
`30대 남자` is highly overall correlated with `연월일` and 11 other fields	High correlation
`30대 여자` is highly overall correlated with `연월일` and 11 other fields	High correlation
`40대 남자` is highly overall correlated with `연월일` and 11 other fields	High correlation
`40대 여자` is highly overall correlated with `연월일` and 11 other fields	High correlation
`50대 남자` is highly overall correlated with `연월일` and 11 other fields	High correlation
`50대 여자` is highly overall correlated with `연월일` and 11 other fields	High correlation
`60대이상 남자` is highly overall correlated with `연월일` and 11 other fields	High correlation
`60대이상 여자` is highly overall correlated with `연월일` and 11 other fields	High correlation
`연월일` has unique values	Unique
`10대이하 남자` has 44 (2.3%) zeros	Zeros
`10대이하 여자` has 27 (1.4%) zeros	Zeros
`60대이상 여자` has 21 (1.1%) zeros	Zeros

Reproduction

Analysis started	2024-04-21 16:43:02.068324
Analysis finished	2024-04-21 16:43:37.343518
Duration	35.28 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

연월일
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	1955
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20201380

Minimum	20171101
Maximum	20230329
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.3 KiB

Quantile statistics

Minimum	20171101
5-th percentile	20180227
Q1	20190324
median	20200725
Q3	20211126
95-th percentile	20221221
Maximum	20230329
Range	59228
Interquartile range (IQR)	20801

Descriptive statistics

Standard deviation	15618.718
Coefficient of variation (CV)	0.00077315107
Kurtosis	-1.103815
Mean	20201380
Median Absolute Deviation (MAD)	10401
Skewness	0.027058672
Sum	3.9493697 × 10¹⁰
Variance	2.4394436 × 10⁸
Monotonicity	Strictly decreasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20230329	1	0.1%
20190823	1	0.1%
20190825	1	0.1%
20190826	1	0.1%
20190827	1	0.1%
20190828	1	0.1%
20190829	1	0.1%
20190830	1	0.1%
20190831	1	0.1%
20190901	1	0.1%
Other values (1945)	1945	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20171101	1	0.1%
20171102	1	0.1%
20171103	1	0.1%
20171108	1	0.1%
20171115	1	0.1%
20171116	1	0.1%
20171117	1	0.1%
20171120	1	0.1%
20171129	1	0.1%
20171130	1	0.1%

Value	Count	Frequency (%)
20230329	1	0.1%
20230328	1	0.1%
20230327	1	0.1%
20230326	1	0.1%
20230325	1	0.1%
20230324	1	0.1%
20230323	1	0.1%
20230322	1	0.1%
20230321	1	0.1%
20230320	1	0.1%

10대이하 남자
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	241
Distinct (%)	12.4%
Missing	8
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	60.279918

Minimum	0
Maximum	306
Zeros	44
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	17.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	15
median	38
Q3	93
95-th percentile	175.7
Maximum	306
Range	306
Interquartile range (IQR)	78

Descriptive statistics

Standard deviation	59.863198
Coefficient of variation (CV)	0.99308692
Kurtosis	1.6627398
Mean	60.279918
Median Absolute Deviation (MAD)	31
Skewness	1.361768
Sum	117365
Variance	3583.6025
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	62	3.2%
2	44	2.3%
0	44	2.3%
3	44	2.3%
4	39	2.0%
19	34	1.7%
22	33	1.7%
27	32	1.6%
5	32	1.6%
6	32	1.6%
Other values (231)	1551	79.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	44	2.3%
1	62	3.2%
2	44	2.3%
3	44	2.3%
4	39	2.0%
5	32	1.6%
6	32	1.6%
7	25	1.3%
8	19	1.0%
9	24	1.2%

Value	Count	Frequency (%)
306	1	0.1%
300	1	0.1%
298	1	0.1%
296	1	0.1%
292	1	0.1%
286	2	0.1%
283	3	0.2%
281	2	0.1%
280	1	0.1%
276	1	0.1%

10대이하 여자
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	297
Distinct (%)	15.3%
Missing	8
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	89.657935

Minimum	0
Maximum	351
Zeros	27
Zeros (%)	1.4%
Negative	0
Negative (%)	0.0%
Memory size	17.3 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	25
median	69
Q3	141
95-th percentile	232.1
Maximum	351
Range	351
Interquartile range (IQR)	116

Descriptive statistics

Standard deviation	76.18268
Coefficient of variation (CV)	0.84970371
Kurtosis	0.17425829
Mean	89.657935
Median Absolute Deviation (MAD)	53
Skewness	0.88494728
Sum	174564
Variance	5803.8007
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	37	1.9%
3	35	1.8%
2	31	1.6%
7	29	1.5%
5	29	1.5%
0	27	1.4%
1	23	1.2%
17	20	1.0%
22	18	0.9%
39	18	0.9%
Other values (287)	1680	85.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	27	1.4%
1	23	1.2%
2	31	1.6%
3	35	1.8%
4	37	1.9%
5	29	1.5%
6	10	0.5%
7	29	1.5%
8	15	0.8%
9	13	0.7%

Value	Count	Frequency (%)
351	1	0.1%
348	1	0.1%
341	1	0.1%
340	1	0.1%
336	1	0.1%
335	1	0.1%
334	1	0.1%
333	2	0.1%
331	1	0.1%
328	2	0.1%

20대 남자
Real number (ℝ)

HIGH CORRELATION

Distinct	593
Distinct (%)	30.5%
Missing	8
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	219.83975

Minimum	0
Maximum	969
Zeros	5
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	17.3 KiB

Quantile statistics

Minimum	0
5-th percentile	11
Q1	61.5
median	180
Q3	293
95-th percentile	664.8
Maximum	969
Range	969
Interquartile range (IQR)	231.5

Descriptive statistics

Standard deviation	198.42381
Coefficient of variation (CV)	0.90258387
Kurtosis	0.8544749
Mean	219.83975
Median Absolute Deviation (MAD)	117
Skewness	1.2130971
Sum	428028
Variance	39372.01
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9	20	1.0%
16	19	1.0%
11	18	0.9%
20	16	0.8%
12	16	0.8%
6	15	0.8%
22	14	0.7%
51	13	0.7%
17	12	0.6%
209	12	0.6%
Other values (583)	1792	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	0.3%
1	4	0.2%
2	1	0.1%
4	5	0.3%
5	5	0.3%
6	15	0.8%
7	10	0.5%
8	10	0.5%
9	20	1.0%
10	10	0.5%

Value	Count	Frequency (%)
969	1	0.1%
948	1	0.1%
934	1	0.1%
884	1	0.1%
879	1	0.1%
868	1	0.1%
852	1	0.1%
834	1	0.1%
822	1	0.1%
806	1	0.1%

20대 여자
Real number (ℝ)

HIGH CORRELATION

Distinct	965
Distinct (%)	49.6%
Missing	8
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	502.68875

Minimum	0
Maximum	2553
Zeros	6
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	17.3 KiB

Quantile statistics

Minimum	0
5-th percentile	25
Q1	162
median	422
Q3	705
95-th percentile	1428.7
Maximum	2553
Range	2553
Interquartile range (IQR)	543

Descriptive statistics

Standard deviation	430.56518
Coefficient of variation (CV)	0.85652441
Kurtosis	0.91961686
Mean	502.68875
Median Absolute Deviation (MAD)	269
Skewness	1.1211217
Sum	978735
Variance	185386.38
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
27	14	0.7%
20	10	0.5%
26	10	0.5%
38	10	0.5%
37	9	0.5%
41	9	0.5%
25	9	0.5%
44	9	0.5%
35	9	0.5%
36	9	0.5%
Other values (955)	1849	94.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	0.3%
1	3	0.2%
2	1	0.1%
5	2	0.1%
8	1	0.1%
9	1	0.1%
10	3	0.2%
11	3	0.2%
12	2	0.1%
13	7	0.4%

Value	Count	Frequency (%)
2553	1	0.1%
2349	1	0.1%
2018	1	0.1%
1946	1	0.1%
1941	1	0.1%
1938	1	0.1%
1924	1	0.1%
1914	1	0.1%
1911	1	0.1%
1898	1	0.1%

30대 남자
Real number (ℝ)

HIGH CORRELATION

Distinct	798
Distinct (%)	40.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	365.95141

Minimum	1
Maximum	1905
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.3 KiB

Quantile statistics

Minimum	1
5-th percentile	27
Q1	130.5
median	305
Q3	486
95-th percentile	1019
Maximum	1905
Range	1904
Interquartile range (IQR)	355.5

Descriptive statistics

Standard deviation	307.95624
Coefficient of variation (CV)	0.84152221
Kurtosis	1.3770895
Mean	365.95141
Median Absolute Deviation (MAD)	177
Skewness	1.2304615
Sum	715435
Variance	94837.043
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29	16	0.8%
34	15	0.8%
31	13	0.7%
27	12	0.6%
32	12	0.6%
30	12	0.6%
33	10	0.5%
28	10	0.5%
140	10	0.5%
401	9	0.5%
Other values (788)	1836	93.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3	0.2%
2	2	0.1%
3	2	0.1%
5	2	0.1%
7	1	0.1%
10	2	0.1%
11	1	0.1%
12	5	0.3%
13	3	0.2%
14	4	0.2%

Value	Count	Frequency (%)
1905	1	0.1%
1804	1	0.1%
1770	1	0.1%
1570	2	0.1%
1550	1	0.1%
1536	1	0.1%
1469	1	0.1%
1466	1	0.1%
1443	1	0.1%
1420	1	0.1%

30대 여자
Real number (ℝ)

HIGH CORRELATION

Distinct	1228
Distinct (%)	63.0%
Missing	5
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	901.32923

Minimum	0
Maximum	4129
Zeros	3
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	17.3 KiB

Quantile statistics

Minimum	0
5-th percentile	58
Q1	313.5
median	773.5
Q3	1316.5
95-th percentile	2383.65
Maximum	4129
Range	4129
Interquartile range (IQR)	1003

Descriptive statistics

Standard deviation	728.50976
Coefficient of variation (CV)	0.80826154
Kurtosis	0.50035189
Mean	901.32923
Median Absolute Deviation (MAD)	491.5
Skewness	0.94065986
Sum	1757592
Variance	530726.47
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
63	9	0.5%
56	9	0.5%
68	8	0.4%
61	8	0.4%
93	8	0.4%
75	8	0.4%
72	6	0.3%
54	6	0.3%
77	6	0.3%
781	6	0.3%
Other values (1218)	1876	96.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	0.2%
1	3	0.2%
4	1	0.1%
6	1	0.1%
7	1	0.1%
10	1	0.1%
11	1	0.1%
12	1	0.1%
14	1	0.1%
15	2	0.1%

Value	Count	Frequency (%)
4129	1	0.1%
4053	1	0.1%
3774	1	0.1%
3736	1	0.1%
3608	1	0.1%
3509	1	0.1%
3501	1	0.1%
3443	1	0.1%
3219	1	0.1%
3099	1	0.1%

40대 남자
Real number (ℝ)

HIGH CORRELATION

Distinct	960
Distinct (%)	49.3%
Missing	8
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	496.76066

Minimum	2
Maximum	3027
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.3 KiB

Quantile statistics

Minimum	2
5-th percentile	39
Q1	172
median	373
Q3	704
95-th percentile	1316.1
Maximum	3027
Range	3025
Interquartile range (IQR)	532

Descriptive statistics

Standard deviation	431.09482
Coefficient of variation (CV)	0.86781192
Kurtosis	2.1464283
Mean	496.76066
Median Absolute Deviation (MAD)	237
Skewness	1.3247999
Sum	967193
Variance	185842.74
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
49	13	0.7%
44	12	0.6%
51	12	0.6%
53	11	0.6%
38	11	0.6%
48	10	0.5%
41	9	0.5%
404	8	0.4%
43	8	0.4%
46	8	0.4%
Other values (950)	1845	94.4%
(Missing)	8	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	0.1%
3	1	0.1%
9	1	0.1%
14	2	0.1%
15	3	0.2%
16	2	0.1%
17	1	0.1%
18	1	0.1%
19	2	0.1%
21	3	0.2%

Value	Count	Frequency (%)
3027	1	0.1%
2756	1	0.1%
2649	1	0.1%
2544	1	0.1%
2451	1	0.1%
2423	1	0.1%
2395	1	0.1%
2249	1	0.1%
2192	1	0.1%
2121	1	0.1%

40대 여자
Real number (ℝ)

HIGH CORRELATION

Distinct	1266
Distinct (%)	65.0%
Missing	8
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	1010.964

Minimum	0
Maximum	5173
Zeros	5
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	17.3 KiB

Quantile statistics

Minimum	0
5-th percentile	55
Q1	326.5
median	813
Q3	1530.5
95-th percentile	2683.6
Maximum	5173
Range	5173
Interquartile range (IQR)	1204

Descriptive statistics

Standard deviation	853.28961
Coefficient of variation (CV)	0.84403556
Kurtosis	0.82740845
Mean	1010.964
Median Absolute Deviation (MAD)	558
Skewness	1.0211994
Sum	1968347
Variance	728103.15
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
63	10	0.5%
78	8	0.4%
53	8	0.4%
61	7	0.4%
73	7	0.4%
59	7	0.4%
72	7	0.4%
82	6	0.3%
377	6	0.3%
334	5	0.3%
Other values (1256)	1876	96.0%
(Missing)	8	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	0.3%
1	2	0.1%
2	1	0.1%
3	2	0.1%
6	1	0.1%
8	1	0.1%
16	1	0.1%
20	1	0.1%
22	1	0.1%
26	2	0.1%

Value	Count	Frequency (%)
5173	1	0.1%
5014	1	0.1%
4777	1	0.1%
4720	1	0.1%
4645	1	0.1%
4510	1	0.1%
3834	1	0.1%
3742	1	0.1%
3738	1	0.1%
3736	1	0.1%

50대 남자
Real number (ℝ)

HIGH CORRELATION

Distinct	676
Distinct (%)	34.7%
Missing	8
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	267.00257

Minimum	0
Maximum	1675
Zeros	11
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	17.3 KiB

Quantile statistics

Minimum	0
5-th percentile	18
Q1	77
median	173
Q3	363
95-th percentile	803.4
Maximum	1675
Range	1675
Interquartile range (IQR)	286

Descriptive statistics

Standard deviation	263.92777
Coefficient of variation (CV)	0.98848402
Kurtosis	2.1291084
Mean	267.00257
Median Absolute Deviation (MAD)	124
Skewness	1.5007021
Sum	519854
Variance	69657.869
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
19	26	1.3%
22	23	1.2%
21	21	1.1%
20	17	0.9%
18	15	0.8%
28	14	0.7%
25	14	0.7%
27	14	0.7%
29	13	0.7%
15	13	0.7%
Other values (666)	1777	90.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11	0.6%
2	1	0.1%
5	2	0.1%
6	1	0.1%
7	1	0.1%
9	4	0.2%
10	7	0.4%
11	7	0.4%
12	5	0.3%
13	9	0.5%

Value	Count	Frequency (%)
1675	1	0.1%
1674	1	0.1%
1638	1	0.1%
1429	1	0.1%
1392	1	0.1%
1249	1	0.1%
1158	1	0.1%
1154	1	0.1%
1120	1	0.1%
1092	1	0.1%

50대 여자
Real number (ℝ)

HIGH CORRELATION

Distinct	825
Distinct (%)	42.4%
Missing	8
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	386.68413

Minimum	0
Maximum	2556
Zeros	2
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	17.3 KiB

Quantile statistics

Minimum	0
5-th percentile	17
Q1	111.5
median	266
Q3	490
95-th percentile	1266.2
Maximum	2556
Range	2556
Interquartile range (IQR)	378.5

Descriptive statistics

Standard deviation	395.8762
Coefficient of variation (CV)	1.0237715
Kurtosis	2.2134159
Mean	386.68413
Median Absolute Deviation (MAD)	175
Skewness	1.5851218
Sum	752874
Variance	156717.97
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24	19	1.0%
23	18	0.9%
18	17	0.9%
21	16	0.8%
16	15	0.8%
25	15	0.8%
22	15	0.8%
17	15	0.8%
20	13	0.7%
13	12	0.6%
Other values (815)	1792	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	0.1%
1	2	0.1%
4	2	0.1%
5	3	0.2%
6	4	0.2%
7	2	0.1%
8	2	0.1%
9	9	0.5%
10	5	0.3%
11	4	0.2%

Value	Count	Frequency (%)
2556	1	0.1%
2430	1	0.1%
2180	1	0.1%
1859	1	0.1%
1753	1	0.1%
1728	1	0.1%
1720	1	0.1%
1710	1	0.1%
1664	1	0.1%
1656	1	0.1%

60대이상 남자
Real number (ℝ)

HIGH CORRELATION

Distinct	464
Distinct (%)	23.8%
Missing	8
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	142.85311

Minimum	0
Maximum	923
Zeros	12
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	17.3 KiB

Quantile statistics

Minimum	0
5-th percentile	6
Q1	41
median	99
Q3	176.5
95-th percentile	465.7
Maximum	923
Range	923
Interquartile range (IQR)	135.5

Descriptive statistics

Standard deviation	147.22597
Coefficient of variation (CV)	1.0306109
Kurtosis	2.621473
Mean	142.85311
Median Absolute Deviation (MAD)	68
Skewness	1.6571515
Sum	278135
Variance	21675.485
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7	38	1.9%
8	36	1.8%
10	33	1.7%
11	30	1.5%
9	30	1.5%
5	24	1.2%
6	21	1.1%
14	21	1.1%
3	18	0.9%
12	18	0.9%
Other values (454)	1678	85.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	12	0.6%
1	5	0.3%
2	7	0.4%
3	18	0.9%
4	13	0.7%
5	24	1.2%
6	21	1.1%
7	38	1.9%
8	36	1.8%
9	30	1.5%

Value	Count	Frequency (%)
923	1	0.1%
883	1	0.1%
842	1	0.1%
806	1	0.1%
699	1	0.1%
694	1	0.1%
661	1	0.1%
659	1	0.1%
653	1	0.1%
652	1	0.1%

60대이상 여자
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	561
Distinct (%)	28.8%
Missing	8
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	191.90858

Minimum	0
Maximum	1501
Zeros	21
Zeros (%)	1.1%
Negative	0
Negative (%)	0.0%
Memory size	17.3 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	47
median	111
Q3	212.5
95-th percentile	724.8
Maximum	1501
Range	1501
Interquartile range (IQR)	165.5

Descriptive statistics

Standard deviation	232.11379
Coefficient of variation (CV)	1.2095019
Kurtosis	3.7380045
Mean	191.90858
Median Absolute Deviation (MAD)	78
Skewness	1.976045
Sum	373646
Variance	53876.811
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	40	2.0%
6	38	1.9%
8	35	1.8%
3	32	1.6%
2	28	1.4%
4	26	1.3%
0	21	1.1%
7	21	1.1%
1	19	1.0%
67	17	0.9%
Other values (551)	1670	85.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	21	1.1%
1	19	1.0%
2	28	1.4%
3	32	1.6%
4	26	1.3%
5	40	2.0%
6	38	1.9%
7	21	1.1%
8	35	1.8%
9	16	0.8%

Value	Count	Frequency (%)
1501	1	0.1%
1127	1	0.1%
1114	1	0.1%
1107	1	0.1%
1095	1	0.1%
1094	2	0.1%
1093	1	0.1%
1090	1	0.1%
1087	1	0.1%
1078	2	0.1%

Phik (φk)
Auto

Heatmap
Table

	연월일	10대이하 남자	10대이하 여자	20대 남자	20대 여자	30대 남자	30대 여자	40대 남자	40대 여자	50대 남자	50대 여자	60대이상 남자	60대이상 여자
연월일	1.000	0.736	0.721	0.691	0.687	0.719	0.698	0.701	0.697	0.727	0.683	0.695	0.658
10대이하 남자	0.736	1.000	0.903	0.825	0.706	0.814	0.817	0.835	0.821	0.818	0.797	0.790	0.622
10대이하 여자	0.721	0.903	1.000	0.815	0.725	0.824	0.830	0.808	0.824	0.775	0.754	0.751	0.582
20대 남자	0.691	0.825	0.815	1.000	0.873	0.911	0.926	0.870	0.904	0.861	0.892	0.858	0.716
20대 여자	0.687	0.706	0.725	0.873	1.000	0.870	0.871	0.783	0.831	0.761	0.772	0.738	0.850
30대 남자	0.719	0.814	0.824	0.911	0.870	1.000	0.961	0.952	0.954	0.936	0.934	0.920	0.779
30대 여자	0.698	0.817	0.830	0.926	0.871	0.961	1.000	0.938	0.960	0.919	0.923	0.896	0.751
40대 남자	0.701	0.835	0.808	0.870	0.783	0.952	0.938	1.000	0.963	0.958	0.939	0.933	0.761
40대 여자	0.697	0.821	0.824	0.904	0.831	0.954	0.960	0.963	1.000	0.952	0.948	0.927	0.764
50대 남자	0.727	0.818	0.775	0.861	0.761	0.936	0.919	0.958	0.952	1.000	0.971	0.963	0.834
50대 여자	0.683	0.797	0.754	0.892	0.772	0.934	0.923	0.939	0.948	0.971	1.000	0.963	0.856
60대이상 남자	0.695	0.790	0.751	0.858	0.738	0.920	0.896	0.933	0.927	0.963	0.963	1.000	0.846
60대이상 여자	0.658	0.622	0.582	0.716	0.850	0.779	0.751	0.761	0.764	0.834	0.856	0.846	1.000

Heatmap
Table

	연월일	10대이하 남자	10대이하 여자	20대 남자	20대 여자	30대 남자	30대 여자	40대 남자	40대 여자	50대 남자	50대 여자	60대이상 남자	60대이상 여자
연월일	1.000	0.894	0.852	0.811	0.833	0.824	0.849	0.861	0.870	0.882	0.857	0.860	0.840
10대이하 남자	0.894	1.000	0.951	0.911	0.919	0.921	0.923	0.932	0.923	0.920	0.893	0.892	0.868
10대이하 여자	0.852	0.951	1.000	0.909	0.925	0.913	0.918	0.916	0.909	0.895	0.873	0.869	0.846
20대 남자	0.811	0.911	0.909	1.000	0.980	0.968	0.975	0.939	0.958	0.932	0.945	0.932	0.932
20대 여자	0.833	0.919	0.925	0.980	1.000	0.969	0.981	0.947	0.965	0.937	0.949	0.935	0.935
30대 남자	0.824	0.921	0.913	0.968	0.969	1.000	0.977	0.977	0.968	0.960	0.953	0.948	0.936
30대 여자	0.849	0.923	0.918	0.975	0.981	0.977	1.000	0.968	0.991	0.965	0.973	0.959	0.949
40대 남자	0.861	0.932	0.916	0.939	0.947	0.977	0.968	1.000	0.974	0.979	0.956	0.955	0.928
40대 여자	0.870	0.923	0.909	0.958	0.965	0.968	0.991	0.974	1.000	0.978	0.982	0.969	0.953
50대 남자	0.882	0.920	0.895	0.932	0.937	0.960	0.965	0.979	0.978	1.000	0.973	0.970	0.946
50대 여자	0.857	0.893	0.873	0.945	0.949	0.953	0.973	0.956	0.982	0.973	1.000	0.974	0.972
60대이상 남자	0.860	0.892	0.869	0.932	0.935	0.948	0.959	0.955	0.969	0.970	0.974	1.000	0.966
60대이상 여자	0.840	0.868	0.846	0.932	0.935	0.936	0.949	0.928	0.953	0.946	0.972	0.966	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

	연월일	10대이하 남자	10대이하 여자	20대 남자	20대 여자	30대 남자	30대 여자	40대 남자	40대 여자	50대 남자	50대 여자	60대이상 남자	60대이상 여자
0	20230329	158	190	746	1461	1140	2330	1402	2997	999	1555	619	1030
1	20230328	141	129	768	1480	1114	2506	1431	2984	1016	1512	575	946
2	20230327	131	143	668	1288	1062	2186	1474	2527	989	1589	568	1093
3	20230326	169	222	304	643	505	1336	961	1600	501	552	194	235
4	20230325	237	311	455	923	686	1684	1202	2051	783	868	514	581
5	20230324	144	172	688	1303	1019	2218	1459	2842	961	1505	589	1078
6	20230323	121	132	676	1536	1073	2457	1412	2909	1003	1623	608	919
7	20230322	159	177	709	1540	1200	2499	1496	2817	1038	1589	630	1054
8	20230321	160	176	780	1682	1189	2598	1516	3026	975	1626	559	983
9	20230320	133	165	678	1440	1077	2206	1468	2600	1024	1607	652	1094

	연월일	10대이하 남자	10대이하 여자	20대 남자	20대 여자	30대 남자	30대 여자	40대 남자	40대 여자	50대 남자	50대 여자	60대이상 남자	60대이상 여자
1945	20171130	0	0	0	0	23	14	2	0	0	0	0	0
1946	20171129	0	0	0	0	14	0	3	0	0	0	0	0
1947	20171120	<NA>	<NA>	<NA>	<NA>	10	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
1948	20171117	<NA>	<NA>	<NA>	<NA>	1	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
1949	20171116	<NA>	<NA>	<NA>	<NA>	1	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
1950	20171115	<NA>	<NA>	<NA>	<NA>	3	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
1951	20171108	<NA>	<NA>	<NA>	<NA>	1	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
1952	20171103	<NA>	<NA>	<NA>	<NA>	3	1	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
1953	20171102	<NA>	<NA>	<NA>	<NA>	2	1	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
1954	20171101	<NA>	<NA>	<NA>	<NA>	5	7	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>

Overview

Variables

Interactions

Correlations

Missing values

Sample