gimi9 Pandas Profiling

Dataset statistics

Number of variables	13
Number of observations	10000
Missing cells	15
Missing cells (%)	< 0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.1 MiB
Average record size in memory	113.0 B

Variable types

Categorical	1
DateTime	1
Text	11

Dataset

Description	부산광역시_대기질 진단평가시스템의 이온물질 데이터로 대기질지점코드, 측정날짜, 나트륨이온, 암모니아이온, 칼륨이온, 마그네슘이온, 칼슘이온, 염소이온, 질산이온, 황산이온, 원소탄소, 유기탄소, 총탄소 등의 정보를 제공합니다.
Author	부산광역시
URL	https://www.data.go.kr/data/15120955/fileData.do

Reproduction

Analysis started	2024-03-23 05:41:26.265572
Analysis finished	2024-03-23 05:41:30.662794
Duration	4.4 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

대기질지점코드
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

221121	3337
221105	3336
221102	3327

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	221105
2nd row	221121
3rd row	221105
4th row	221105
5th row	221105

Common Values

Value	Count	Frequency (%)
221121	3337	33.4%
221105	3336	33.4%
221102	3327	33.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
221121	3337	33.4%
221105	3336	33.4%
221102	3327	33.3%

측정날짜
Date

Distinct	6634
Distinct (%)	66.3%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Minimum	2023-01-01 03:00:00
Maximum	2024-01-01 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

나트륨이온
Text

Distinct	1797
Distinct (%)	18.0%
Missing	1
Missing (%)	< 0.1%
Memory size	156.2 KiB

Length

Max length	6
Median length	5
Mean length	4.6247625
Min length	2

Characters and Unicode

Total characters	46243
Distinct characters	19
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	892 ?
Unique (%)	8.9%

Sample

1st row	교정
2nd row	0.09
3rd row	0.124
4th row	0.133
5th row	0.086

Value	Count	Frequency (%)
보수	872	8.7%
교정	611	6.1%
동불	310	3.1%
0.052	62	0.6%
0.047	57	0.6%
0.031	55	0.6%
0.043	53	0.5%
0.055	53	0.5%
0.038	51	0.5%
0.049	50	0.5%
Other values (1787)	7825	78.3%

Most occurring characters

Value	Count	Frequency (%)
0	13931	30.1%
.	8165	17.7%
1	3867	8.4%
2	2849	6.2%
3	2478	5.4%
4	2240	4.8%
5	2093	4.5%
6	1877	4.1%
7	1775	3.8%
8	1657	3.6%
Other values (9)	5311	11.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	34410	74.4%
Other Punctuation	8165	17.7%
Other Letter	3668	7.9%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	13931	40.5%
1	3867	11.2%
2	2849	8.3%
3	2478	7.2%
4	2240	6.5%
5	2093	6.1%
6	1877	5.5%
7	1775	5.2%
8	1657	4.8%
9	1643	4.8%

Other Letter

Value	Count	Frequency (%)
보	872	23.8%
수	872	23.8%
정	611	16.7%
교	611	16.7%
불	310	8.5%
동	310	8.5%
전	41	1.1%
단	41	1.1%

Other Punctuation

Value	Count	Frequency (%)
.	8165	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	42575	92.1%
Hangul	3668	7.9%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	13931	32.7%
.	8165	19.2%
1	3867	9.1%
2	2849	6.7%
3	2478	5.8%
4	2240	5.3%
5	2093	4.9%
6	1877	4.4%
7	1775	4.2%
8	1657	3.9%

Hangul

Value	Count	Frequency (%)
보	872	23.8%
수	872	23.8%
정	611	16.7%
교	611	16.7%
불	310	8.5%
동	310	8.5%
전	41	1.1%
단	41	1.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	42575	92.1%
Hangul	3668	7.9%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	13931	32.7%
.	8165	19.2%
1	3867	9.1%
2	2849	6.7%
3	2478	5.8%
4	2240	5.3%
5	2093	4.9%
6	1877	4.4%
7	1775	4.2%
8	1657	3.9%

Hangul

Value	Count	Frequency (%)
보	872	23.8%
수	872	23.8%
정	611	16.7%
교	611	16.7%
불	310	8.5%
동	310	8.5%
전	41	1.1%
단	41	1.1%

암모니아이온
Text

Distinct	5057
Distinct (%)	50.6%
Missing	1
Missing (%)	< 0.1%
Memory size	156.2 KiB

Length

Max length	7
Median length	5
Mean length	4.5646565
Min length	1

Characters and Unicode

Total characters	45642
Distinct characters	19
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	3407 ?
Unique (%)	34.1%

Sample

1st row	교정
2nd row	0.582
3rd row	10.893
4th row	0.865
5th row	동불

Value	Count	Frequency (%)
보수	872	8.7%
교정	611	6.1%
동불	364	3.6%
전단	41	0.4%
1.608	10	0.1%
0.965	9	0.1%
0.723	9	0.1%
0.335	9	0.1%
0.753	9	0.1%
0.918	8	0.1%
Other values (5047)	8057	80.6%

Most occurring characters

Value	Count	Frequency (%)
.	8102	17.8%
1	5243	11.5%
0	4831	10.6%
2	4026	8.8%
3	3255	7.1%
4	2950	6.5%
5	2751	6.0%
7	2716	6.0%
6	2698	5.9%
9	2678	5.9%
Other values (9)	6392	14.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	33764	74.0%
Other Punctuation	8102	17.8%
Other Letter	3776	8.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	5243	15.5%
0	4831	14.3%
2	4026	11.9%
3	3255	9.6%
4	2950	8.7%
5	2751	8.1%
7	2716	8.0%
6	2698	8.0%
9	2678	7.9%
8	2616	7.7%

Other Letter

Value	Count	Frequency (%)
수	872	23.1%
보	872	23.1%
정	611	16.2%
교	611	16.2%
불	364	9.6%
동	364	9.6%
전	41	1.1%
단	41	1.1%

Other Punctuation

Value	Count	Frequency (%)
.	8102	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	41866	91.7%
Hangul	3776	8.3%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	8102	19.4%
1	5243	12.5%
0	4831	11.5%
2	4026	9.6%
3	3255	7.8%
4	2950	7.0%
5	2751	6.6%
7	2716	6.5%
6	2698	6.4%
9	2678	6.4%

Hangul

Value	Count	Frequency (%)
수	872	23.1%
보	872	23.1%
정	611	16.2%
교	611	16.2%
불	364	9.6%
동	364	9.6%
전	41	1.1%
단	41	1.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	41866	91.7%
Hangul	3776	8.3%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	8102	19.4%
1	5243	12.5%
0	4831	11.5%
2	4026	9.6%
3	3255	7.8%
4	2950	7.0%
5	2751	6.6%
7	2716	6.5%
6	2698	6.4%
9	2678	6.4%

Hangul

Value	Count	Frequency (%)
수	872	23.1%
보	872	23.1%
정	611	16.2%
교	611	16.2%
불	364	9.6%
동	364	9.6%
전	41	1.1%
단	41	1.1%

칼륨이온
Text

Distinct	1463
Distinct (%)	14.6%
Missing	1
Missing (%)	< 0.1%
Memory size	156.2 KiB

Length

Max length	6
Median length	5
Mean length	4.7158716
Min length	1

Characters and Unicode

Total characters	47154
Distinct characters	19
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	469 ?
Unique (%)	4.7%

Sample

1st row	교정
2nd row	0.093
3rd row	0.139
4th row	0.082
5th row	0.0492

Value	Count	Frequency (%)
보수	872	8.7%
교정	612	6.1%
동불	351	3.5%
0.078	45	0.5%
0.091	44	0.4%
0.084	43	0.4%
0.077	43	0.4%
전단	41	0.4%
0.086	40	0.4%
0.069	39	0.4%
Other values (1453)	7869	78.7%

Most occurring characters

Value	Count	Frequency (%)
0	15098	32.0%
.	8085	17.1%
1	4404	9.3%
2	2667	5.7%
3	2135	4.5%
4	1983	4.2%
5	1849	3.9%
7	1844	3.9%
8	1798	3.8%
6	1793	3.8%
Other values (9)	5498	11.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	35317	74.9%
Other Punctuation	8085	17.1%
Other Letter	3752	8.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	15098	42.7%
1	4404	12.5%
2	2667	7.6%
3	2135	6.0%
4	1983	5.6%
5	1849	5.2%
7	1844	5.2%
8	1798	5.1%
6	1793	5.1%
9	1746	4.9%

Other Letter

Value	Count	Frequency (%)
수	872	23.2%
보	872	23.2%
정	612	16.3%
교	612	16.3%
불	351	9.4%
동	351	9.4%
전	41	1.1%
단	41	1.1%

Other Punctuation

Value	Count	Frequency (%)
.	8085	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	43402	92.0%
Hangul	3752	8.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	15098	34.8%
.	8085	18.6%
1	4404	10.1%
2	2667	6.1%
3	2135	4.9%
4	1983	4.6%
5	1849	4.3%
7	1844	4.2%
8	1798	4.1%
6	1793	4.1%

Hangul

Value	Count	Frequency (%)
수	872	23.2%
보	872	23.2%
정	612	16.3%
교	612	16.3%
불	351	9.4%
동	351	9.4%
전	41	1.1%
단	41	1.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	43402	92.0%
Hangul	3752	8.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	15098	34.8%
.	8085	18.6%
1	4404	10.1%
2	2667	6.1%
3	2135	4.9%
4	1983	4.6%
5	1849	4.3%
7	1844	4.2%
8	1798	4.1%
6	1793	4.1%

Hangul

Value	Count	Frequency (%)
수	872	23.2%
보	872	23.2%
정	612	16.3%
교	612	16.3%
불	351	9.4%
동	351	9.4%
전	41	1.1%
단	41	1.1%

마그네슘이온
Text

Distinct	1066
Distinct (%)	10.7%
Missing	1
Missing (%)	< 0.1%
Memory size	156.2 KiB

Length

Max length	6
Median length	5
Mean length	4.7867787
Min length	2

Characters and Unicode

Total characters	47863
Distinct characters	19
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	438 ?
Unique (%)	4.4%

Sample

1st row	교정
2nd row	0.0261
3rd row	0.022
4th row	0.017
5th row	0.0222

Value	Count	Frequency (%)
보수	872	8.7%
교정	611	6.1%
동불	345	3.5%
0.02	125	1.3%
0.015	122	1.2%
0.017	121	1.2%
0.021	119	1.2%
0.016	118	1.2%
0.019	113	1.1%
0.014	104	1.0%
Other values (1056)	7349	73.5%

Most occurring characters

Value	Count	Frequency (%)
0	17845	37.3%
.	8130	17.0%
1	3833	8.0%
2	2690	5.6%
3	2130	4.5%
4	1900	4.0%
5	1701	3.6%
6	1665	3.5%
7	1443	3.0%
8	1395	2.9%
Other values (9)	5131	10.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	35995	75.2%
Other Punctuation	8130	17.0%
Other Letter	3738	7.8%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	17845	49.6%
1	3833	10.6%
2	2690	7.5%
3	2130	5.9%
4	1900	5.3%
5	1701	4.7%
6	1665	4.6%
7	1443	4.0%
8	1395	3.9%
9	1393	3.9%

Other Letter

Value	Count	Frequency (%)
보	872	23.3%
수	872	23.3%
정	611	16.3%
교	611	16.3%
불	345	9.2%
동	345	9.2%
전	41	1.1%
단	41	1.1%

Other Punctuation

Value	Count	Frequency (%)
.	8130	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	44125	92.2%
Hangul	3738	7.8%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	17845	40.4%
.	8130	18.4%
1	3833	8.7%
2	2690	6.1%
3	2130	4.8%
4	1900	4.3%
5	1701	3.9%
6	1665	3.8%
7	1443	3.3%
8	1395	3.2%

Hangul

Value	Count	Frequency (%)
보	872	23.3%
수	872	23.3%
정	611	16.3%
교	611	16.3%
불	345	9.2%
동	345	9.2%
전	41	1.1%
단	41	1.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	44125	92.2%
Hangul	3738	7.8%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	17845	40.4%
.	8130	18.4%
1	3833	8.7%
2	2690	6.1%
3	2130	4.8%
4	1900	4.3%
5	1701	3.9%
6	1665	3.8%
7	1443	3.3%
8	1395	3.2%

Hangul

Value	Count	Frequency (%)
보	872	23.3%
수	872	23.3%
정	611	16.3%
교	611	16.3%
불	345	9.2%
동	345	9.2%
전	41	1.1%
단	41	1.1%

칼슘이온
Text

Distinct	1592
Distinct (%)	15.9%
Missing	1
Missing (%)	< 0.1%
Memory size	156.2 KiB

Length

Max length	6
Median length	5
Mean length	4.7458746
Min length	2

Characters and Unicode

Total characters	47454
Distinct characters	19
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	648 ?
Unique (%)	6.5%

Sample

1st row	교정
2nd row	0.0345
3rd row	0.129
4th row	0.115
5th row	0.061

Value	Count	Frequency (%)
보수	872	8.7%
교정	611	6.1%
동불	315	3.2%
0.042	55	0.6%
0.054	48	0.5%
0.047	46	0.5%
0.032	45	0.5%
0.049	44	0.4%
0.04	43	0.4%
0.036	43	0.4%
Other values (1582)	7877	78.8%

Most occurring characters

Value	Count	Frequency (%)
0	14719	31.0%
.	8160	17.2%
1	3908	8.2%
2	3052	6.4%
3	2599	5.5%
4	2384	5.0%
5	2060	4.3%
6	1827	3.9%
7	1821	3.8%
8	1643	3.5%
Other values (9)	5281	11.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	35616	75.1%
Other Punctuation	8160	17.2%
Other Letter	3678	7.8%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	14719	41.3%
1	3908	11.0%
2	3052	8.6%
3	2599	7.3%
4	2384	6.7%
5	2060	5.8%
6	1827	5.1%
7	1821	5.1%
8	1643	4.6%
9	1603	4.5%

Other Letter

Value	Count	Frequency (%)
수	872	23.7%
보	872	23.7%
정	611	16.6%
교	611	16.6%
동	315	8.6%
불	315	8.6%
전	41	1.1%
단	41	1.1%

Other Punctuation

Value	Count	Frequency (%)
.	8160	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	43776	92.2%
Hangul	3678	7.8%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	14719	33.6%
.	8160	18.6%
1	3908	8.9%
2	3052	7.0%
3	2599	5.9%
4	2384	5.4%
5	2060	4.7%
6	1827	4.2%
7	1821	4.2%
8	1643	3.8%

Hangul

Value	Count	Frequency (%)
수	872	23.7%
보	872	23.7%
정	611	16.6%
교	611	16.6%
동	315	8.6%
불	315	8.6%
전	41	1.1%
단	41	1.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	43776	92.2%
Hangul	3678	7.8%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	14719	33.6%
.	8160	18.6%
1	3908	8.9%
2	3052	7.0%
3	2599	5.9%
4	2384	5.4%
5	2060	4.7%
6	1827	4.2%
7	1821	4.2%
8	1643	3.8%

Hangul

Value	Count	Frequency (%)
수	872	23.7%
보	872	23.7%
정	611	16.6%
교	611	16.6%
동	315	8.6%
불	315	8.6%
전	41	1.1%
단	41	1.1%

염소이온
Text

Distinct	2008
Distinct (%)	20.1%
Missing	1
Missing (%)	< 0.1%
Memory size	156.2 KiB

Length

Max length	6
Median length	5
Mean length	4.4356436
Min length	1

Characters and Unicode

Total characters	44352
Distinct characters	19
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	1158 ?
Unique (%)	11.6%

Sample

1st row	교정
2nd row	0.188
3rd row	0.79
4th row	0.275
5th row	0.0912

Value	Count	Frequency (%)
보수	872	8.7%
교정	611	6.1%
동불	346	3.5%
0.128	43	0.4%
전단	41	0.4%
0.13	39	0.4%
0.116	38	0.4%
0.127	38	0.4%
0.146	36	0.4%
0.15	34	0.3%
Other values (1998)	7901	79.0%

Most occurring characters

Value	Count	Frequency (%)
0	9047	20.4%
.	8124	18.3%
1	4767	10.7%
2	3442	7.8%
3	2794	6.3%
4	2478	5.6%
5	2256	5.1%
6	2025	4.6%
7	2002	4.5%
9	1853	4.2%
Other values (9)	5564	12.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	32488	73.3%
Other Punctuation	8124	18.3%
Other Letter	3740	8.4%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	9047	27.8%
1	4767	14.7%
2	3442	10.6%
3	2794	8.6%
4	2478	7.6%
5	2256	6.9%
6	2025	6.2%
7	2002	6.2%
9	1853	5.7%
8	1824	5.6%

Other Letter

Value	Count	Frequency (%)
수	872	23.3%
보	872	23.3%
정	611	16.3%
교	611	16.3%
불	346	9.3%
동	346	9.3%
전	41	1.1%
단	41	1.1%

Other Punctuation

Value	Count	Frequency (%)
.	8124	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	40612	91.6%
Hangul	3740	8.4%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	9047	22.3%
.	8124	20.0%
1	4767	11.7%
2	3442	8.5%
3	2794	6.9%
4	2478	6.1%
5	2256	5.6%
6	2025	5.0%
7	2002	4.9%
9	1853	4.6%

Hangul

Value	Count	Frequency (%)
수	872	23.3%
보	872	23.3%
정	611	16.3%
교	611	16.3%
불	346	9.3%
동	346	9.3%
전	41	1.1%
단	41	1.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	40612	91.6%
Hangul	3740	8.4%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	9047	22.3%
.	8124	20.0%
1	4767	11.7%
2	3442	8.5%
3	2794	6.9%
4	2478	6.1%
5	2256	5.6%
6	2025	5.0%
7	2002	4.9%
9	1853	4.6%

Hangul

Value	Count	Frequency (%)
수	872	23.3%
보	872	23.3%
정	611	16.3%
교	611	16.3%
불	346	9.3%
동	346	9.3%
전	41	1.1%
단	41	1.1%

질산이온
Text

Distinct	4757
Distinct (%)	47.6%
Missing	1
Missing (%)	< 0.1%
Memory size	156.2 KiB

Length

Max length	7
Median length	5
Mean length	4.4539454
Min length	1

Characters and Unicode

Total characters	44535
Distinct characters	19
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	3121 ?
Unique (%)	31.2%

Sample

1st row	교정
2nd row	0.423
3rd row	25.885
4th row	1.151
5th row	0.93

Value	Count	Frequency (%)
보수	872	8.7%
교정	611	6.1%
동불	354	3.5%
전단	41	0.4%
0.666	10	0.1%
0.443	9	0.1%
0.587	9	0.1%
0.467	9	0.1%
0.472	9	0.1%
0.688	9	0.1%
Other values (4747)	8066	80.7%

Most occurring characters

Value	Count	Frequency (%)
.	8116	18.2%
0	4645	10.4%
1	4530	10.2%
2	3580	8.0%
3	3255	7.3%
4	3170	7.1%
5	2959	6.6%
6	2804	6.3%
7	2677	6.0%
8	2577	5.8%
Other values (9)	6222	14.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	32663	73.3%
Other Punctuation	8116	18.2%
Other Letter	3756	8.4%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	4645	14.2%
1	4530	13.9%
2	3580	11.0%
3	3255	10.0%
4	3170	9.7%
5	2959	9.1%
6	2804	8.6%
7	2677	8.2%
8	2577	7.9%
9	2466	7.5%

Other Letter

Value	Count	Frequency (%)
수	872	23.2%
보	872	23.2%
정	611	16.3%
교	611	16.3%
동	354	9.4%
불	354	9.4%
전	41	1.1%
단	41	1.1%

Other Punctuation

Value	Count	Frequency (%)
.	8116	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	40779	91.6%
Hangul	3756	8.4%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	8116	19.9%
0	4645	11.4%
1	4530	11.1%
2	3580	8.8%
3	3255	8.0%
4	3170	7.8%
5	2959	7.3%
6	2804	6.9%
7	2677	6.6%
8	2577	6.3%

Hangul

Value	Count	Frequency (%)
수	872	23.2%
보	872	23.2%
정	611	16.3%
교	611	16.3%
동	354	9.4%
불	354	9.4%
전	41	1.1%
단	41	1.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	40779	91.6%
Hangul	3756	8.4%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	8116	19.9%
0	4645	11.4%
1	4530	11.1%
2	3580	8.8%
3	3255	8.0%
4	3170	7.8%
5	2959	7.3%
6	2804	6.9%
7	2677	6.6%
8	2577	6.3%

Hangul

Value	Count	Frequency (%)
수	872	23.2%
보	872	23.2%
정	611	16.3%
교	611	16.3%
동	354	9.4%
불	354	9.4%
전	41	1.1%
단	41	1.1%

황산이온
Text

Distinct	4402
Distinct (%)	44.0%
Missing	1
Missing (%)	< 0.1%
Memory size	156.2 KiB

Length

Max length	6
Median length	5
Mean length	4.3758376
Min length	1

Characters and Unicode

Total characters	43754
Distinct characters	19
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	2490 ?
Unique (%)	24.9%

Sample

1st row	교정
2nd row	1.985
3rd row	7.9
4th row	1.389
5th row	1.788

Value	Count	Frequency (%)
보수	872	8.7%
교정	617	6.2%
동불	491	4.9%
전단	41	0.4%
1.223	9	0.1%
0.672	8	0.1%
1.886	8	0.1%
0.773	8	0.1%
0.399	8	0.1%
1.35	8	0.1%
Other values (4392)	7929	79.3%

Most occurring characters

Value	Count	Frequency (%)
.	7969	18.2%
1	5078	11.6%
2	3921	9.0%
0	3475	7.9%
3	3446	7.9%
4	2858	6.5%
5	2736	6.3%
6	2683	6.1%
7	2641	6.0%
8	2526	5.8%
Other values (9)	6421	14.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	31743	72.5%
Other Punctuation	7969	18.2%
Other Letter	4042	9.2%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	5078	16.0%
2	3921	12.4%
0	3475	10.9%
3	3446	10.9%
4	2858	9.0%
5	2736	8.6%
6	2683	8.5%
7	2641	8.3%
8	2526	8.0%
9	2379	7.5%

Other Letter

Value	Count	Frequency (%)
수	872	21.6%
보	872	21.6%
정	617	15.3%
교	617	15.3%
불	491	12.1%
동	491	12.1%
전	41	1.0%
단	41	1.0%

Other Punctuation

Value	Count	Frequency (%)
.	7969	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	39712	90.8%
Hangul	4042	9.2%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	7969	20.1%
1	5078	12.8%
2	3921	9.9%
0	3475	8.8%
3	3446	8.7%
4	2858	7.2%
5	2736	6.9%
6	2683	6.8%
7	2641	6.7%
8	2526	6.4%

Hangul

Value	Count	Frequency (%)
수	872	21.6%
보	872	21.6%
정	617	15.3%
교	617	15.3%
불	491	12.1%
동	491	12.1%
전	41	1.0%
단	41	1.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	39712	90.8%
Hangul	4042	9.2%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	7969	20.1%
1	5078	12.8%
2	3921	9.9%
0	3475	8.8%
3	3446	8.7%
4	2858	7.2%
5	2736	6.9%
6	2683	6.8%
7	2641	6.7%
8	2526	6.4%

Hangul

Value	Count	Frequency (%)
수	872	21.6%
보	872	21.6%
정	617	15.3%
교	617	15.3%
불	491	12.1%
동	491	12.1%
전	41	1.0%
단	41	1.0%

원소탄소
Text

Distinct	6748
Distinct (%)	67.5%
Missing	2
Missing (%)	< 0.1%
Memory size	156.2 KiB

Length

Max length	6
Median length	6
Mean length	5.5023005
Min length	2

Characters and Unicode

Total characters	55012
Distinct characters	17
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	4967 ?
Unique (%)	49.7%

Sample

1st row	교정
2nd row	0.6479
3rd row	2.0268
4th row	0.7617
5th row	0.6228

Value	Count	Frequency (%)
교정	607	6.1%
동불	271	2.7%
전단	92	0.9%
0.0014	8	0.1%
0.3701	8	0.1%
0.0012	7	0.1%
0.6938	6	0.1%
0.2225	6	0.1%
0.0015	5	0.1%
0.6716	5	0.1%
Other values (6738)	8983	89.8%

Most occurring characters

Value	Count	Frequency (%)
0	9557	17.4%
.	9028	16.4%
1	5342	9.7%
2	4164	7.6%
3	3903	7.1%
4	3859	7.0%
5	3686	6.7%
6	3525	6.4%
7	3503	6.4%
8	3330	6.1%
Other values (7)	5115	9.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	44044	80.1%
Other Punctuation	9028	16.4%
Other Letter	1940	3.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	9557	21.7%
1	5342	12.1%
2	4164	9.5%
3	3903	8.9%
4	3859	8.8%
5	3686	8.4%
6	3525	8.0%
7	3503	8.0%
8	3330	7.6%
9	3175	7.2%

Other Letter

Value	Count	Frequency (%)
정	607	31.3%
교	607	31.3%
불	271	14.0%
동	271	14.0%
단	92	4.7%
전	92	4.7%

Other Punctuation

Value	Count	Frequency (%)
.	9028	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	53072	96.5%
Hangul	1940	3.5%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	9557	18.0%
.	9028	17.0%
1	5342	10.1%
2	4164	7.8%
3	3903	7.4%
4	3859	7.3%
5	3686	6.9%
6	3525	6.6%
7	3503	6.6%
8	3330	6.3%

Hangul

Value	Count	Frequency (%)
정	607	31.3%
교	607	31.3%
불	271	14.0%
동	271	14.0%
단	92	4.7%
전	92	4.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	53072	96.5%
Hangul	1940	3.5%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	9557	18.0%
.	9028	17.0%
1	5342	10.1%
2	4164	7.8%
3	3903	7.4%
4	3859	7.3%
5	3686	6.9%
6	3525	6.6%
7	3503	6.6%
8	3330	6.3%

Hangul

Value	Count	Frequency (%)
정	607	31.3%
교	607	31.3%
불	271	14.0%
동	271	14.0%
단	92	4.7%
전	92	4.7%

유기탄소
Text

Distinct	8343
Distinct (%)	83.4%
Missing	2
Missing (%)	< 0.1%
Memory size	156.2 KiB

Length

Max length	7
Median length	6
Mean length	5.5157031
Min length	1

Characters and Unicode

Total characters	55146
Distinct characters	17
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	7698 ?
Unique (%)	77.0%

Sample

1st row	교정
2nd row	2.1774
3rd row	5.7644
4th row	1.8562
5th row	2.098

Value	Count	Frequency (%)
교정	607	6.1%
동불	269	2.7%
전단	92	0.9%
0	5	0.1%
2.3457	5	0.1%
4.3104	4	< 0.1%
2.5271	4	< 0.1%
3.4508	4	< 0.1%
3.7211	3	< 0.1%
2.8516	3	< 0.1%
Other values (8333)	9002	90.0%

Most occurring characters

Value	Count	Frequency (%)
.	9023	16.4%
2	6136	11.1%
3	5511	10.0%
1	5227	9.5%
4	4842	8.8%
5	4372	7.9%
6	4010	7.3%
7	3926	7.1%
8	3754	6.8%
9	3588	6.5%
Other values (7)	4757	8.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	44187	80.1%
Other Punctuation	9023	16.4%
Other Letter	1936	3.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	6136	13.9%
3	5511	12.5%
1	5227	11.8%
4	4842	11.0%
5	4372	9.9%
6	4010	9.1%
7	3926	8.9%
8	3754	8.5%
9	3588	8.1%
0	2821	6.4%

Other Letter

Value	Count	Frequency (%)
정	607	31.4%
교	607	31.4%
불	269	13.9%
동	269	13.9%
단	92	4.8%
전	92	4.8%

Other Punctuation

Value	Count	Frequency (%)
.	9023	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	53210	96.5%
Hangul	1936	3.5%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	9023	17.0%
2	6136	11.5%
3	5511	10.4%
1	5227	9.8%
4	4842	9.1%
5	4372	8.2%
6	4010	7.5%
7	3926	7.4%
8	3754	7.1%
9	3588	6.7%

Hangul

Value	Count	Frequency (%)
정	607	31.4%
교	607	31.4%
불	269	13.9%
동	269	13.9%
단	92	4.8%
전	92	4.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	53210	96.5%
Hangul	1936	3.5%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	9023	17.0%
2	6136	11.5%
3	5511	10.4%
1	5227	9.8%
4	4842	9.1%
5	4372	8.2%
6	4010	7.5%
7	3926	7.4%
8	3754	7.1%
9	3588	6.7%

Hangul

Value	Count	Frequency (%)
정	607	31.4%
교	607	31.4%
불	269	13.9%
동	269	13.9%
단	92	4.8%
전	92	4.8%

총탄소
Text

Distinct	8397
Distinct (%)	84.0%
Missing	3
Missing (%)	< 0.1%
Memory size	156.2 KiB

Length

Max length	7
Median length	6
Mean length	5.5135541
Min length	1

Characters and Unicode

Total characters	55119
Distinct characters	17
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	7796 ?
Unique (%)	78.0%

Sample

1st row	교정
2nd row	2.8254
3rd row	7.7912
4th row	2.618
5th row	2.7208

Value	Count	Frequency (%)
교정	607	6.1%
동불	268	2.7%
전단	92	0.9%
3.7223	4	< 0.1%
3.0902	4	< 0.1%
0	4	< 0.1%
2.6941	4	< 0.1%
3.2515	3	< 0.1%
4.2292	3	< 0.1%
1.9901	3	< 0.1%
Other values (8387)	9005	90.1%

Most occurring characters

Value	Count	Frequency (%)
.	9023	16.4%
2	5788	10.5%
3	5708	10.4%
4	4948	9.0%
1	4583	8.3%
5	4455	8.1%
6	4244	7.7%
7	4034	7.3%
8	3865	7.0%
9	3827	6.9%
Other values (7)	4644	8.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	44162	80.1%
Other Punctuation	9023	16.4%
Other Letter	1934	3.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	5788	13.1%
3	5708	12.9%
4	4948	11.2%
1	4583	10.4%
5	4455	10.1%
6	4244	9.6%
7	4034	9.1%
8	3865	8.8%
9	3827	8.7%
0	2710	6.1%

Other Letter

Value	Count	Frequency (%)
정	607	31.4%
교	607	31.4%
불	268	13.9%
동	268	13.9%
단	92	4.8%
전	92	4.8%

Other Punctuation

Value	Count	Frequency (%)
.	9023	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	53185	96.5%
Hangul	1934	3.5%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	9023	17.0%
2	5788	10.9%
3	5708	10.7%
4	4948	9.3%
1	4583	8.6%
5	4455	8.4%
6	4244	8.0%
7	4034	7.6%
8	3865	7.3%
9	3827	7.2%

Hangul

Value	Count	Frequency (%)
정	607	31.4%
교	607	31.4%
불	268	13.9%
동	268	13.9%
단	92	4.8%
전	92	4.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	53185	96.5%
Hangul	1934	3.5%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	9023	17.0%
2	5788	10.9%
3	5708	10.7%
4	4948	9.3%
1	4583	8.6%
5	4455	8.4%
6	4244	8.0%
7	4034	7.6%
8	3865	7.3%
9	3827	7.2%

Hangul

Value	Count	Frequency (%)
정	607	31.4%
교	607	31.4%
불	268	13.9%
동	268	13.9%
단	92	4.8%
전	92	4.8%

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

	대기질지점코드	측정날짜	나트륨이온	암모니아이온	칼륨이온	마그네슘이온	칼슘이온	염소이온	질산이온	황산이온	원소탄소	유기탄소	총탄소
24078	221105	2023-12-01 11:00	교정	교정	교정	교정	교정	교정	교정	교정	교정	교정	교정
17270	221121	2023-08-28 21:00	0.09	0.582	0.093	0.0261	0.0345	0.188	0.423	1.985	0.6479	2.1774	2.8254
4992	221105	2023-03-11 09:00	0.124	10.893	0.139	0.022	0.129	0.79	25.885	7.9	2.0268	5.7644	7.7912
3336	221105	2023-02-16 09:00	0.133	0.865	0.082	0.017	0.115	0.275	1.151	1.389	0.7617	1.8562	2.618
12573	221105	2023-06-24 16:00	0.086	동불	0.0492	0.0222	0.061	0.0912	0.93	1.788	0.6228	2.098	2.7208
9289	221102	2023-05-10 01:00	0.1237	2.0214	0.0387	0.0345	0.106	0.6206	4.1702	2.4318	1.3451	11.8741	13.2193
22317	221105	2023-11-07 00:00	0.214	0.184	0.0086	0.0397	0.0396	0.354	0.582	0.822	0.1571	1.8039	1.961
1820	221121	2023-01-26 07:00	0.035	0.527	0.065	0.0078	0.046	0.382	1.246	0.391	0.5351	4.8913	5.4264
4218	221105	2023-02-28 15:00	교정	교정	교정	교정	교정	교정	교정	교정	교정	교정	교정
11493	221105	2023-06-09 16:00	0.116	2.103	0.024	0.0164	0.069	0.174	2.125	4.354	1.3324	4.935	6.2674

	대기질지점코드	측정날짜	나트륨이온	암모니아이온	칼륨이온	마그네슘이온	칼슘이온	염소이온	질산이온	황산이온	원소탄소	유기탄소	총탄소
7582	221102	2023-04-16 08:00	0.241	1.232	0.099	0.136	0.33	0.669	2.837	1.403	0.1925	3.8294	4.0219
18898	221102	2023-09-20 12:00	0.0498	0.7889	0.0007	0.0697	0.0509	0.68	4.822	2.745	동불	동불	동불
8085	221105	2023-04-23 08:00	동불	동불	동불	동불	동불	동불	동불	동불	0.2955	1.9956	2.2911
17883	221105	2023-09-06 10:00	교정	교정	교정	교정	교정	교정	교정	교정	교정	교정	교정
2771	221121	2023-02-08 12:00	0.2377	9.0216	0.4458	0.1602	0.1351	1.2869	20.2413	6.5635	2.3228	6.0625	8.3853
20495	221121	2023-10-12 16:00	보수	보수	보수	보수	보수	보수	보수	보수	0.5796	2.9428	3.5225
5445	221105	2023-03-17 16:00	교정	교정	교정	교정	교정	교정	교정	교정	교정	교정	교정
9013	221102	2023-05-06 05:00	0.1484	1.0706	0.0663	0.0286	0.0962	0.3483	0.3015	0.8178	0.1187	2.0022	2.1209
20268	221105	2023-10-09 13:00	0.043	0.3046	0.0179	0.0075	0.0527	0.086	0.206	0.653	0.8532	2.1916	3.0449
9901	221102	2023-05-18 13:00	0.511	3.7879	0.2064	0.0681	0.4362	0.7255	4.5286	5.9471	1.0064	4.9548	5.9611

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Letter

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Hangul

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Letter

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Hangul

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Letter

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Hangul

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Letter

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Hangul

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Letter

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Hangul

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Letter