gimi9 Pandas Profiling

Dataset statistics

Number of variables	16
Number of observations	419
Missing cells	322
Missing cells (%)	4.8%
Duplicate rows	1
Duplicate rows (%)	0.2%
Total size in memory	57.8 KiB
Average record size in memory	141.3 B

Variable types

Categorical	2
Text	1
Numeric	13

Dataset

Description	국내체류 외국국적동포에 대한 정부정책수립의 기초자료로 활용할 수 있으며, 동포에 대한 영주자격 부여 등 외국인정책 수립의 기초자료로 활용할수 있도록 자료를 제공(국내에 체류하는 연령/국가별 체류 외국인 현황)
Author	법무부
URL	https://www.data.go.kr/data/3075821/fileData.do

Alerts

Dataset has 1 (0.2%) duplicate rows	Duplicates
`0세_4세` is highly overall correlated with `5세_9세` and 11 other fields	High correlation
`5세_9세` is highly overall correlated with `0세_4세` and 11 other fields	High correlation
`10세_14세` is highly overall correlated with `0세_4세` and 11 other fields	High correlation
`15세_19세` is highly overall correlated with `0세_4세` and 11 other fields	High correlation
`20세_24세` is highly overall correlated with `0세_4세` and 11 other fields	High correlation
`25세_29세` is highly overall correlated with `0세_4세` and 11 other fields	High correlation
`30세_34세` is highly overall correlated with `0세_4세` and 11 other fields	High correlation
`35세_39세` is highly overall correlated with `0세_4세` and 11 other fields	High correlation
`40세_44세` is highly overall correlated with `0세_4세` and 11 other fields	High correlation
`45세_49세` is highly overall correlated with `0세_4세` and 11 other fields	High correlation
`50세_54세` is highly overall correlated with `0세_4세` and 11 other fields	High correlation
`55세_59세` is highly overall correlated with `0세_4세` and 11 other fields	High correlation
`60세이상` is highly overall correlated with `0세_4세` and 11 other fields	High correlation
`국적` has 23 (5.5%) missing values	Missing
`0세_4세` has 23 (5.5%) missing values	Missing
`5세_9세` has 23 (5.5%) missing values	Missing
`10세_14세` has 23 (5.5%) missing values	Missing
`15세_19세` has 23 (5.5%) missing values	Missing
`20세_24세` has 23 (5.5%) missing values	Missing
`25세_29세` has 23 (5.5%) missing values	Missing
`30세_34세` has 23 (5.5%) missing values	Missing
`35세_39세` has 23 (5.5%) missing values	Missing
`40세_44세` has 23 (5.5%) missing values	Missing
`45세_49세` has 23 (5.5%) missing values	Missing
`50세_54세` has 23 (5.5%) missing values	Missing
`55세_59세` has 23 (5.5%) missing values	Missing
`60세이상` has 23 (5.5%) missing values	Missing
`0세_4세` has 140 (33.4%) zeros	Zeros
`5세_9세` has 133 (31.7%) zeros	Zeros
`10세_14세` has 152 (36.3%) zeros	Zeros
`15세_19세` has 128 (30.5%) zeros	Zeros
`20세_24세` has 62 (14.8%) zeros	Zeros
`25세_29세` has 55 (13.1%) zeros	Zeros
`30세_34세` has 55 (13.1%) zeros	Zeros
`35세_39세` has 66 (15.8%) zeros	Zeros
`40세_44세` has 78 (18.6%) zeros	Zeros
`45세_49세` has 89 (21.2%) zeros	Zeros
`50세_54세` has 112 (26.7%) zeros	Zeros
`55세_59세` has 113 (27.0%) zeros	Zeros
`60세이상` has 96 (22.9%) zeros	Zeros

Reproduction

Analysis started	2024-03-15 01:36:32.798339
Analysis finished	2024-03-15 01:37:17.299196
Duration	44.5 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

대륙
Categorical

Distinct	8
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Memory size	3.4 KiB

아프리카주	107
유럽주	99
아시아주	95
남아메리카주	65
오세아니아주	23
Other values (3)	30

Length

Max length	6
Median length	5
Mean length	4.4534606
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
아프리카주	107	25.5%
유럽주	99	23.6%
아시아주	95	22.7%
남아메리카주	65	15.5%
오세아니아주	23	5.5%
<NA>	23	5.5%
북아메리카주	5	1.2%
기타	2	0.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
아프리카주	107	25.5%
유럽주	99	23.6%
아시아주	95	22.7%
남아메리카주	65	15.5%
오세아니아주	23	5.5%
na	23	5.5%
북아메리카주	5	1.2%
기타	2	0.5%

국적
Text

MISSING

Distinct	203
Distinct (%)	51.3%
Missing	23
Missing (%)	5.5%
Memory size	3.4 KiB

Length

Max length	11
Median length	10
Mean length	4.0252525
Min length	2

Characters and Unicode

Total characters	1594
Distinct characters	187
Distinct categories	4 ?
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 (%)	2.8%

Sample

1st row	한국계중국인
2nd row	한국계중국인
3rd row	중국
4th row	중국
5th row	베트남

Value	Count	Frequency (%)
미국	3	0.8%
가봉	2	0.5%
마샬군도	2	0.5%
핀란드	2	0.5%
파푸아뉴기니	2	0.5%
보스니아-헤르체고비나	2	0.5%
코소보	2	0.5%
리히텐슈타인	2	0.5%
산마리노	2	0.5%
오스트레일리아	2	0.5%
Other values (193)	375	94.7%

Most occurring characters

Value	Count	Frequency (%)
아	109	6.8%
리	62	3.9%
스	59	3.7%
이	49	3.1%
르	48	3.0%
니	46	2.9%
라	38	2.4%
국	30	1.9%
카	29	1.8%
바	29	1.8%
Other values (177)	1095	68.7%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	1588	99.6%
Dash Punctuation	2	0.1%
Open Punctuation	2	0.1%
Close Punctuation	2	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
아	109	6.9%
리	62	3.9%
스	59	3.7%
이	49	3.1%
르	48	3.0%
니	46	2.9%
라	38	2.4%
국	30	1.9%
카	29	1.8%
바	29	1.8%
Other values (174)	1089	68.6%

Dash Punctuation

Value	Count	Frequency (%)
-	2	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	2	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	1588	99.6%
Common	6	0.4%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
아	109	6.9%
리	62	3.9%
스	59	3.7%
이	49	3.1%
르	48	3.0%
니	46	2.9%
라	38	2.4%
국	30	1.9%
카	29	1.8%
바	29	1.8%
Other values (174)	1089	68.6%

Common

Value	Count	Frequency (%)
-	2	33.3%
(	2	33.3%
)	2	33.3%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	1588	99.6%
ASCII	6	0.4%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
아	109	6.9%
리	62	3.9%
스	59	3.7%
이	49	3.1%
르	48	3.0%
니	46	2.9%
라	38	2.4%
국	30	1.9%
카	29	1.8%
바	29	1.8%
Other values (174)	1089	68.6%

ASCII

Value	Count	Frequency (%)
-	2	33.3%
(	2	33.3%
)	2	33.3%

성별
Categorical

Distinct	4
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	3.4 KiB

남성	199
여성	196
<NA>	23
제3의성	1

Length

Max length	4
Median length	2
Mean length	2.1145585
Min length	2

Unique

Unique	1 ?
Unique (%)	0.2%

Sample

1st row	남성
2nd row	여성
3rd row	남성
4th row	여성
5th row	남성

Common Values

Value	Count	Frequency (%)
남성	199	47.5%
여성	196	46.8%
<NA>	23	5.5%
제3의성	1	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
남성	199	47.5%
여성	196	46.8%
na	23	5.5%
제3의성	1	0.2%

0세_4세
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	103
Distinct (%)	26.0%
Missing	23
Missing (%)	5.5%
Infinite	0
Infinite (%)	0.0%
Mean	106.65152

Minimum	0
Maximum	4158
Zeros	140
Zeros (%)	33.4%
Negative	0
Negative (%)	0.0%
Memory size	3.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	18
95-th percentile	370.25
Maximum	4158
Range	4158
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	477.50949
Coefficient of variation (CV)	4.4772874
Kurtosis	52.259524
Mean	106.65152
Median Absolute Deviation (MAD)	2
Skewness	6.9900253
Sum	42234
Variance	228015.31
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	140	33.4%
1	40	9.5%
2	25	6.0%
4	14	3.3%
3	11	2.6%
7	11	2.6%
5	10	2.4%
6	7	1.7%
8	6	1.4%
9	6	1.4%
Other values (93)	126	30.1%
(Missing)	23	5.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	140	33.4%
1	40	9.5%
2	25	6.0%
3	11	2.6%
4	14	3.3%
5	10	2.4%
6	7	1.7%
7	11	2.6%
8	6	1.4%
9	6	1.4%

Value	Count	Frequency (%)
4158	1	0.2%
4117	1	0.2%
4082	1	0.2%
4002	1	0.2%
2911	1	0.2%
2568	1	0.2%
1603	1	0.2%
1523	1	0.2%
964	1	0.2%
945	1	0.2%

5세_9세
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	103
Distinct (%)	26.0%
Missing	23
Missing (%)	5.5%
Infinite	0
Infinite (%)	0.0%
Mean	124.84848

Minimum	0
Maximum	5171
Zeros	133
Zeros (%)	31.7%
Negative	0
Negative (%)	0.0%
Memory size	3.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2.5
Q3	19
95-th percentile	524.5
Maximum	5171
Range	5171
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	575.65018
Coefficient of variation (CV)	4.6107903
Kurtosis	53.064426
Mean	124.84848
Median Absolute Deviation (MAD)	2.5
Skewness	7.1224719
Sum	49440
Variance	331373.13
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	133	31.7%
1	42	10.0%
2	23	5.5%
3	18	4.3%
4	16	3.8%
6	10	2.4%
7	8	1.9%
10	6	1.4%
8	6	1.4%
11	6	1.4%
Other values (93)	128	30.5%
(Missing)	23	5.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	133	31.7%
1	42	10.0%
2	23	5.5%
3	18	4.3%
4	16	3.8%
5	6	1.4%
6	10	2.4%
7	8	1.9%
8	6	1.4%
9	6	1.4%

Value	Count	Frequency (%)
5171	1	0.2%
4919	1	0.2%
4631	1	0.2%
4414	1	0.2%
4030	1	0.2%
4019	1	0.2%
1269	1	0.2%
1246	1	0.2%
1032	1	0.2%
969	1	0.2%

10세_14세
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	94
Distinct (%)	23.7%
Missing	23
Missing (%)	5.5%
Infinite	0
Infinite (%)	0.0%
Mean	87.55303

Minimum	0
Maximum	3324
Zeros	152
Zeros (%)	36.3%
Negative	0
Negative (%)	0.0%
Memory size	3.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	13
95-th percentile	496.25
Maximum	3324
Range	3324
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	364.16906
Coefficient of variation (CV)	4.1594112
Kurtosis	46.966116
Mean	87.55303
Median Absolute Deviation (MAD)	2
Skewness	6.5718119
Sum	34671
Variance	132619.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	152	36.3%
1	41	9.8%
2	21	5.0%
5	15	3.6%
7	14	3.3%
3	12	2.9%
6	9	2.1%
4	9	2.1%
8	8	1.9%
9	5	1.2%
Other values (84)	110	26.3%
(Missing)	23	5.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	152	36.3%
1	41	9.8%
2	21	5.0%
3	12	2.9%
4	9	2.1%
5	15	3.6%
6	9	2.1%
7	14	3.3%
8	8	1.9%
9	5	1.2%

Value	Count	Frequency (%)
3324	1	0.2%
3098	1	0.2%
2724	1	0.2%
2505	1	0.2%
2495	1	0.2%
2445	1	0.2%
1107	1	0.2%
1068	1	0.2%
758	1	0.2%
748	1	0.2%

15세_19세
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	98
Distinct (%)	24.7%
Missing	23
Missing (%)	5.5%
Infinite	0
Infinite (%)	0.0%
Mean	132.5404

Minimum	0
Maximum	5356
Zeros	128
Zeros (%)	30.5%
Negative	0
Negative (%)	0.0%
Memory size	3.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	20.25
95-th percentile	555
Maximum	5356
Range	5356
Interquartile range (IQR)	20.25

Descriptive statistics

Standard deviation	548.55608
Coefficient of variation (CV)	4.1387838
Kurtosis	46.118086
Mean	132.5404
Median Absolute Deviation (MAD)	2
Skewness	6.3934731
Sum	52486
Variance	300913.77
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	128	30.5%
1	52	12.4%
2	25	6.0%
3	21	5.0%
6	9	2.1%
4	9	2.1%
11	8	1.9%
9	7	1.7%
8	6	1.4%
5	5	1.2%
Other values (88)	126	30.1%
(Missing)	23	5.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	128	30.5%
1	52	12.4%
2	25	6.0%
3	21	5.0%
4	9	2.1%
5	5	1.2%
6	9	2.1%
7	5	1.2%
8	6	1.4%
9	7	1.7%

Value	Count	Frequency (%)
5356	1	0.2%
4718	1	0.2%
3799	1	0.2%
3744	1	0.2%
3351	1	0.2%
2405	1	0.2%
2297	1	0.2%
2065	1	0.2%
1704	1	0.2%
1650	1	0.2%

20세_24세
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	145
Distinct (%)	36.6%
Missing	23
Missing (%)	5.5%
Infinite	0
Infinite (%)	0.0%
Mean	543.76263

Minimum	0
Maximum	28999
Zeros	62
Zeros (%)	14.8%
Negative	0
Negative (%)	0.0%
Memory size	3.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	10
Q3	66.5
95-th percentile	2289.75
Maximum	28999
Range	28999
Interquartile range (IQR)	64.5

Descriptive statistics

Standard deviation	2556.6603
Coefficient of variation (CV)	4.7017947
Kurtosis	77.842031
Mean	543.76263
Median Absolute Deviation (MAD)	10
Skewness	8.3051956
Sum	215330
Variance	6536511.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	62	14.8%
1	34	8.1%
2	24	5.7%
3	22	5.3%
4	12	2.9%
5	11	2.6%
10	9	2.1%
7	8	1.9%
8	7	1.7%
12	7	1.7%
Other values (135)	200	47.7%
(Missing)	23	5.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	62	14.8%
1	34	8.1%
2	24	5.7%
3	22	5.3%
4	12	2.9%
5	11	2.6%
6	7	1.7%
7	8	1.9%
8	7	1.7%
9	4	1.0%

Value	Count	Frequency (%)
28999	1	0.2%
25645	1	0.2%
22580	1	0.2%
14702	1	0.2%
9976	1	0.2%
8057	1	0.2%
6447	1	0.2%
6104	1	0.2%
5904	1	0.2%
5339	1	0.2%

25세_29세
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	160
Distinct (%)	40.4%
Missing	23
Missing (%)	5.5%
Infinite	0
Infinite (%)	0.0%
Mean	750.56566

Minimum	0
Maximum	23790
Zeros	55
Zeros (%)	13.1%
Negative	0
Negative (%)	0.0%
Memory size	3.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	15
Q3	91
95-th percentile	3992.25
Maximum	23790
Range	23790
Interquartile range (IQR)	89

Descriptive statistics

Standard deviation	2778.7072
Coefficient of variation (CV)	3.7021508
Kurtosis	31.470839
Mean	750.56566
Median Absolute Deviation (MAD)	15
Skewness	5.3305403
Sum	297224
Variance	7721213.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	55	13.1%
1	35	8.4%
2	20	4.8%
4	13	3.1%
6	11	2.6%
7	10	2.4%
5	10	2.4%
8	8	1.9%
3	7	1.7%
11	6	1.4%
Other values (150)	221	52.7%
(Missing)	23	5.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	55	13.1%
1	35	8.4%
2	20	4.8%
3	7	1.7%
4	13	3.1%
5	10	2.4%
6	11	2.6%
7	10	2.4%
8	8	1.9%
9	3	0.7%

Value	Count	Frequency (%)
23790	1	0.2%
20538	1	0.2%
20309	1	0.2%
16970	1	0.2%
15047	1	0.2%
13920	1	0.2%
12635	1	0.2%
11508	1	0.2%
10978	1	0.2%
10130	1	0.2%

30세_34세
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	154
Distinct (%)	38.9%
Missing	23
Missing (%)	5.5%
Infinite	0
Infinite (%)	0.0%
Mean	803.14646

Minimum	0
Maximum	24723
Zeros	55
Zeros (%)	13.1%
Negative	0
Negative (%)	0.0%
Memory size	3.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	13
Q3	94
95-th percentile	4267.5
Maximum	24723
Range	24723
Interquartile range (IQR)	92

Descriptive statistics

Standard deviation	3132.8925
Coefficient of variation (CV)	3.9007736
Kurtosis	32.4835
Mean	803.14646
Median Absolute Deviation (MAD)	13
Skewness	5.4732221
Sum	318046
Variance	9815015.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	55	13.1%
1	30	7.2%
2	25	6.0%
3	16	3.8%
4	14	3.3%
5	10	2.4%
7	10	2.4%
9	8	1.9%
11	8	1.9%
10	6	1.4%
Other values (144)	214	51.1%
(Missing)	23	5.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	55	13.1%
1	30	7.2%
2	25	6.0%
3	16	3.8%
4	14	3.3%
5	10	2.4%
6	6	1.4%
7	10	2.4%
8	4	1.0%
9	8	1.9%

Value	Count	Frequency (%)
24723	1	0.2%
24541	1	0.2%
22454	1	0.2%
20910	1	0.2%
20292	1	0.2%
15740	1	0.2%
14666	1	0.2%
12483	1	0.2%
11997	1	0.2%
10717	1	0.2%

35세_39세
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	141
Distinct (%)	35.6%
Missing	23
Missing (%)	5.5%
Infinite	0
Infinite (%)	0.0%
Mean	714.88131

Minimum	0
Maximum	35438
Zeros	66
Zeros (%)	15.8%
Negative	0
Negative (%)	0.0%
Memory size	3.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	9
Q3	66
95-th percentile	3388
Maximum	35438
Range	35438
Interquartile range (IQR)	65

Descriptive statistics

Standard deviation	3183.5428
Coefficient of variation (CV)	4.4532466
Kurtosis	56.925329
Mean	714.88131
Median Absolute Deviation (MAD)	9
Skewness	6.9882389
Sum	283093
Variance	10134945
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	66	15.8%
1	37	8.8%
2	22	5.3%
3	21	5.0%
4	15	3.6%
7	13	3.1%
15	10	2.4%
6	8	1.9%
5	7	1.7%
9	7	1.7%
Other values (131)	190	45.3%
(Missing)	23	5.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	66	15.8%
1	37	8.8%
2	22	5.3%
3	21	5.0%
4	15	3.6%
5	7	1.7%
6	8	1.9%
7	13	3.1%
8	4	1.0%
9	7	1.7%

Value	Count	Frequency (%)
35438	1	0.2%
26311	1	0.2%
21355	1	0.2%
19038	1	0.2%
18034	1	0.2%
17152	1	0.2%
13948	1	0.2%
10529	1	0.2%
10168	1	0.2%
7362	1	0.2%

40세_44세
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	127
Distinct (%)	32.1%
Missing	23
Missing (%)	5.5%
Infinite	0
Infinite (%)	0.0%
Mean	525.06313

Minimum	0
Maximum	32361
Zeros	78
Zeros (%)	18.6%
Negative	0
Negative (%)	0.0%
Memory size	3.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	6
Q3	39
95-th percentile	2171.75
Maximum	32361
Range	32361
Interquartile range (IQR)	38

Descriptive statistics

Standard deviation	2516.4826
Coefficient of variation (CV)	4.7927239
Kurtosis	81.68168
Mean	525.06313
Median Absolute Deviation (MAD)	6
Skewness	8.2051105
Sum	207925
Variance	6332684.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	78	18.6%
1	40	9.5%
4	21	5.0%
2	20	4.8%
3	20	4.8%
5	14	3.3%
6	11	2.6%
9	7	1.7%
10	7	1.7%
8	6	1.4%
Other values (117)	172	41.1%
(Missing)	23	5.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	78	18.6%
1	40	9.5%
2	20	4.8%
3	20	4.8%
4	21	5.0%
5	14	3.3%
6	11	2.6%
7	4	1.0%
8	6	1.4%
9	7	1.7%

Value	Count	Frequency (%)
32361	1	0.2%
19528	1	0.2%
16301	1	0.2%
14573	1	0.2%
14454	1	0.2%
11651	1	0.2%
9008	1	0.2%
7364	1	0.2%
6549	1	0.2%
5117	1	0.2%

45세_49세
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	116
Distinct (%)	29.3%
Missing	23
Missing (%)	5.5%
Infinite	0
Infinite (%)	0.0%
Mean	399.73232

Minimum	0
Maximum	30587
Zeros	89
Zeros (%)	21.2%
Negative	0
Negative (%)	0.0%
Memory size	3.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	4
Q3	27.25
95-th percentile	1467
Maximum	30587
Range	30587
Interquartile range (IQR)	26.25

Descriptive statistics

Standard deviation	2147.6063
Coefficient of variation (CV)	5.3726111
Kurtosis	116.47122
Mean	399.73232
Median Absolute Deviation (MAD)	4
Skewness	9.8022577
Sum	158294
Variance	4612212.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	89	21.2%
1	50	11.9%
2	31	7.4%
3	19	4.5%
5	12	2.9%
4	11	2.6%
8	9	2.1%
12	8	1.9%
7	7	1.7%
9	7	1.7%
Other values (106)	153	36.5%
(Missing)	23	5.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	89	21.2%
1	50	11.9%
2	31	7.4%
3	19	4.5%
4	11	2.6%
5	12	2.9%
6	7	1.7%
7	7	1.7%
8	9	2.1%
9	7	1.7%

Value	Count	Frequency (%)
30587	1	0.2%
18992	1	0.2%
11546	1	0.2%
9760	1	0.2%
9612	1	0.2%
9176	1	0.2%
5974	1	0.2%
5874	1	0.2%
5294	1	0.2%
3951	1	0.2%

50세_54세
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	108
Distinct (%)	27.3%
Missing	23
Missing (%)	5.5%
Infinite	0
Infinite (%)	0.0%
Mean	428.7702

Minimum	0
Maximum	44398
Zeros	112
Zeros (%)	26.7%
Negative	0
Negative (%)	0.0%
Memory size	3.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3
Q3	21
95-th percentile	1269.75
Maximum	44398
Range	44398
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	3006.1594
Coefficient of variation (CV)	7.0111201
Kurtosis	161.53503
Mean	428.7702
Median Absolute Deviation (MAD)	3
Skewness	12.165089
Sum	169793
Variance	9036994.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	112	26.7%
1	45	10.7%
2	23	5.5%
3	20	4.8%
4	16	3.8%
5	13	3.1%
6	11	2.6%
7	10	2.4%
9	7	1.7%
8	6	1.4%
Other values (98)	133	31.7%
(Missing)	23	5.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	112	26.7%
1	45	10.7%
2	23	5.5%
3	20	4.8%
4	16	3.8%
5	13	3.1%
6	11	2.6%
7	10	2.4%
8	6	1.4%
9	7	1.7%

Value	Count	Frequency (%)
44398	1	0.2%
35230	1	0.2%
11045	1	0.2%
9755	1	0.2%
6301	1	0.2%
5438	1	0.2%
5343	1	0.2%
5112	1	0.2%
4807	1	0.2%
4719	1	0.2%

55세_59세
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	99
Distinct (%)	25.0%
Missing	23
Missing (%)	5.5%
Infinite	0
Infinite (%)	0.0%
Mean	383.63384

Minimum	0
Maximum	45909
Zeros	113
Zeros (%)	27.0%
Negative	0
Negative (%)	0.0%
Memory size	3.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	15.25
95-th percentile	917
Maximum	45909
Range	45909
Interquartile range (IQR)	15.25

Descriptive statistics

Standard deviation	3203.1364
Coefficient of variation (CV)	8.3494626
Kurtosis	177.54148
Mean	383.63384
Median Absolute Deviation (MAD)	2
Skewness	13.082672
Sum	151919
Variance	10260083
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	113	27.0%
1	62	14.8%
2	38	9.1%
3	18	4.3%
4	17	4.1%
6	7	1.7%
12	6	1.4%
5	6	1.4%
11	6	1.4%
10	6	1.4%
Other values (89)	117	27.9%
(Missing)	23	5.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	113	27.0%
1	62	14.8%
2	38	9.1%
3	18	4.3%
4	17	4.1%
5	6	1.4%
6	7	1.7%
7	4	1.0%
8	5	1.2%
9	3	0.7%

Value	Count	Frequency (%)
45909	1	0.2%
42326	1	0.2%
7340	1	0.2%
6156	1	0.2%
5277	1	0.2%
4614	1	0.2%
4143	1	0.2%
3837	1	0.2%
3050	1	0.2%
2288	1	0.2%

60세이상
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	106
Distinct (%)	26.8%
Missing	23
Missing (%)	5.5%
Infinite	0
Infinite (%)	0.0%
Mean	670.34596

Minimum	0
Maximum	95128
Zeros	96
Zeros (%)	22.9%
Negative	0
Negative (%)	0.0%
Memory size	3.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	21.25
95-th percentile	1100.5
Maximum	95128
Range	95128
Interquartile range (IQR)	20.25

Descriptive statistics

Standard deviation	6371.5241
Coefficient of variation (CV)	9.5048296
Kurtosis	188.78366
Mean	670.34596
Median Absolute Deviation (MAD)	3
Skewness	13.578406
Sum	265457
Variance	40596320
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	96	22.9%
1	49	11.7%
2	36	8.6%
3	28	6.7%
4	17	4.1%
5	12	2.9%
7	10	2.4%
6	7	1.7%
8	6	1.4%
9	6	1.4%
Other values (96)	129	30.8%
(Missing)	23	5.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	96	22.9%
1	49	11.7%
2	36	8.6%
3	28	6.7%
4	17	4.1%
5	12	2.9%
6	7	1.7%
7	10	2.4%
8	6	1.4%
9	6	1.4%

Value	Count	Frequency (%)
95128	1	0.2%
81806	1	0.2%
13206	1	0.2%
11103	1	0.2%
5995	1	0.2%
5419	1	0.2%
4540	1	0.2%
3697	1	0.2%
3271	1	0.2%
3001	1	0.2%

Heatmap
Table

	대륙	성별	0세_4세	5세_9세	10세_14세	15세_19세	20세_24세	25세_29세	30세_34세	35세_39세	40세_44세	45세_49세	50세_54세	55세_59세	60세이상
대륙	1.000	0.398	0.629	0.458	0.548	0.331	0.371	0.313	0.329	0.239	0.216	0.279	0.269	0.232	0.483
성별	0.398	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
0세_4세	0.629	0.000	1.000	0.923	0.985	0.864	0.833	0.767	0.786	0.769	0.761	0.727	0.744	0.780	0.802
5세_9세	0.458	0.000	0.923	1.000	0.948	0.918	0.833	0.808	0.870	0.892	0.832	0.946	0.855	0.994	0.923
10세_14세	0.548	0.000	0.985	0.948	1.000	0.866	0.845	0.838	0.821	0.822	0.792	0.766	0.815	0.828	0.773
15세_19세	0.331	0.000	0.864	0.918	0.866	1.000	0.936	0.919	0.952	0.959	0.846	0.849	0.847	0.982	0.764
20세_24세	0.371	0.000	0.833	0.833	0.845	0.936	1.000	0.909	0.896	0.911	0.965	0.800	0.819	0.798	0.851
25세_29세	0.313	0.000	0.767	0.808	0.838	0.919	0.909	1.000	0.896	0.904	0.872	0.880	0.942	0.804	0.680
30세_34세	0.329	0.000	0.786	0.870	0.821	0.952	0.896	0.896	1.000	0.964	0.883	0.900	0.889	0.967	0.764
35세_39세	0.239	0.000	0.769	0.892	0.822	0.959	0.911	0.904	0.964	1.000	0.969	0.990	0.978	0.992	0.917
40세_44세	0.216	0.000	0.761	0.832	0.792	0.846	0.965	0.872	0.883	0.969	1.000	0.962	0.956	0.889	0.990
45세_49세	0.279	0.000	0.727	0.946	0.766	0.849	0.800	0.880	0.900	0.990	0.962	1.000	0.944	0.989	0.973
50세_54세	0.269	0.000	0.744	0.855	0.815	0.847	0.819	0.942	0.889	0.978	0.956	0.944	1.000	0.868	0.885
55세_59세	0.232	0.000	0.780	0.994	0.828	0.982	0.798	0.804	0.967	0.992	0.889	0.989	0.868	1.000	0.708
60세이상	0.483	0.000	0.802	0.923	0.773	0.764	0.851	0.680	0.764	0.917	0.990	0.973	0.885	0.708	1.000

Heatmap
Table

	성별	대륙
성별	1.000	0.290
대륙	0.290	1.000

Heatmap
Table

	0세_4세	5세_9세	10세_14세	15세_19세	20세_24세	25세_29세	30세_34세	35세_39세	40세_44세	45세_49세	50세_54세	55세_59세	60세이상	대륙	성별
0세_4세	1.000	0.909	0.862	0.846	0.855	0.872	0.880	0.880	0.876	0.855	0.835	0.814	0.795	0.263	0.000
5세_9세	0.909	1.000	0.904	0.882	0.863	0.879	0.873	0.888	0.880	0.875	0.867	0.840	0.832	0.294	0.000
10세_14세	0.862	0.904	1.000	0.881	0.849	0.844	0.844	0.853	0.882	0.868	0.867	0.857	0.856	0.217	0.000
15세_19세	0.846	0.882	0.881	1.000	0.917	0.886	0.868	0.854	0.853	0.856	0.862	0.833	0.837	0.181	0.000
20세_24세	0.855	0.863	0.849	0.917	1.000	0.947	0.921	0.898	0.885	0.877	0.874	0.840	0.824	0.209	0.000
25세_29세	0.872	0.879	0.844	0.886	0.947	1.000	0.963	0.942	0.928	0.904	0.885	0.839	0.835	0.163	0.000
30세_34세	0.880	0.873	0.844	0.868	0.921	0.963	1.000	0.960	0.948	0.909	0.883	0.843	0.832	0.179	0.000
35세_39세	0.880	0.888	0.853	0.854	0.898	0.942	0.960	1.000	0.948	0.918	0.887	0.852	0.844	0.128	0.000
40세_44세	0.876	0.880	0.882	0.853	0.885	0.928	0.948	0.948	1.000	0.933	0.905	0.889	0.871	0.117	0.000
45세_49세	0.855	0.875	0.868	0.856	0.877	0.904	0.909	0.918	0.933	1.000	0.926	0.892	0.862	0.170	0.000
50세_54세	0.835	0.867	0.867	0.862	0.874	0.885	0.883	0.887	0.905	0.926	1.000	0.913	0.882	0.175	0.000
55세_59세	0.814	0.840	0.857	0.833	0.840	0.839	0.843	0.852	0.889	0.892	0.913	1.000	0.893	0.159	0.000
60세이상	0.795	0.832	0.856	0.837	0.824	0.835	0.832	0.844	0.871	0.862	0.882	0.893	1.000	0.351	0.000
대륙	0.263	0.294	0.217	0.181	0.209	0.163	0.179	0.128	0.117	0.170	0.175	0.159	0.351	1.000	0.290
성별	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.290	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

	대륙	국적	성별	0세_4세	5세_9세	10세_14세	15세_19세	20세_24세	25세_29세	30세_34세	35세_39세	40세_44세	45세_49세	50세_54세	55세_59세	60세이상
0	아시아주	한국계중국인	남성	4117	4030	2505	1650	3729	9292	24723	35438	32361	30587	44398	45909	81806
1	아시아주	한국계중국인	여성	4082	4019	2445	1704	3384	8303	20910	26311	19528	18992	35230	42326	95128
2	아시아주	중국	남성	4158	5171	3324	3744	14702	10064	12483	13948	11651	9760	9755	6156	5419
3	아시아주	중국	여성	4002	4919	3098	4718	22580	15047	14666	17152	14454	11546	11045	7340	5995
4	아시아주	베트남	남성	945	575	434	3799	25645	23790	22454	19038	9008	5874	4807	3837	3001
5	아시아주	베트남	여성	911	541	545	5356	28999	20538	15740	10529	6549	5974	6301	5277	4540
6	아시아주	타이	남성	209	264	232	708	4227	16970	20292	18034	14573	9176	5438	2214	946
7	아시아주	타이	여성	185	316	357	908	5904	20309	24541	21355	16301	9612	5112	2288	1210
8	아시아주	우즈베키스탄	남성	1603	1269	1107	2065	8057	9077	7780	7362	5117	3160	1830	1194	1979
9	아시아주	우즈베키스탄	여성	1523	1246	1068	1055	2267	2828	3325	3328	2745	2107	1554	1219	3271

	대륙	국적	성별	0세_4세	5세_9세	10세_14세	15세_19세	20세_24세	25세_29세	30세_34세	35세_39세	40세_44세	45세_49세	50세_54세	55세_59세	60세이상
409	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
410	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
411	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
412	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
413	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
414	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
415	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
416	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
417	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
418	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>

Most frequently occurring

	대륙	국적	성별	0세_4세	5세_9세	10세_14세	15세_19세	20세_24세	25세_29세	30세_34세	35세_39세	40세_44세	45세_49세	50세_54세	55세_59세	60세이상	# duplicates
0	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	23

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Dash Punctuation

Open Punctuation

Close Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

Hangul

ASCII

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring