gimi9 Pandas Profiling

Dataset statistics

Number of variables	16
Number of observations	50
Missing cells	50
Missing cells (%)	6.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.4 KiB
Average record size in memory	130.6 B

Variable types

Text	14
Categorical	2

Dataset

Description	경기도_화성시_종량제봉투(납부필증)판매현황(품목, 구분, 연도, 월별판매수량 등)
Author	경기도 화성시
URL	https://www.data.go.kr/data/15042370/fileData.do

Alerts

`구분` has constant value ""	Constant
`1월` has 5 (10.0%) missing values	Missing
`2월` has 5 (10.0%) missing values	Missing
`3월` has 6 (12.0%) missing values	Missing
`4월` has 5 (10.0%) missing values	Missing
`5월` has 2 (4.0%) missing values	Missing
`6월` has 5 (10.0%) missing values	Missing
`7월` has 4 (8.0%) missing values	Missing
`8월` has 4 (8.0%) missing values	Missing
`9월` has 3 (6.0%) missing values	Missing
`10월` has 3 (6.0%) missing values	Missing
`11월` has 4 (8.0%) missing values	Missing
`12월` has 4 (8.0%) missing values	Missing
`합계` has unique values	Unique

Reproduction

Analysis started	2023-12-13 00:12:52.014506
Analysis finished	2023-12-13 00:12:53.138317
Duration	1.12 second
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

품목
Text

Distinct	25
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Memory size	532.0 B

Length

Max length	15
Median length	14
Mean length	7.92
Min length	6

Characters and Unicode

Total characters	396
Distinct characters	38
Distinct categories	6 ?
Distinct scripts	3 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	소각용 5L
2nd row	소각용 5L
3rd row	소각용 10L
4th row	소각용 10L
5th row	소각용 20L

Value	Count	Frequency (%)
소각용	10	10.0%
10l	10	10.0%
음식물	10	10.0%
20l	8	8.0%
매립용	8	8.0%
5l	8	8.0%
50l	6	6.0%
재사용	6	6.0%
스티커	6	6.0%
100l	4	4.0%
Other values (10)	24	24.0%

Most occurring characters

Value	Count	Frequency (%)
0	54	13.6%
	50	12.6%
L	42	10.6%
용	28	7.1%
1	18	4.5%
5	16	4.0%
사	12	3.0%
물	12	3.0%
소	10	2.5%
식	10	2.5%
Other values (28)	144	36.4%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	190	48.0%
Decimal Number	104	26.3%
Space Separator	50	12.6%
Uppercase Letter	42	10.6%
Other Punctuation	6	1.5%
Lowercase Letter	4	1.0%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
용	28	14.7%
사	12	6.3%
물	12	6.3%
소	10	5.3%
식	10	5.3%
각	10	5.3%
음	10	5.3%
매	8	4.2%
립	8	4.2%
원	6	3.2%
Other values (17)	76	40.0%

Decimal Number

Value	Count	Frequency (%)
0	54	51.9%
1	18	17.3%
5	16	15.4%
2	10	9.6%
3	4	3.8%
6	2	1.9%

Lowercase Letter

Value	Count	Frequency (%)
k	2	50.0%
g	2	50.0%

Space Separator

Value	Count	Frequency (%)
	50	100.0%

Uppercase Letter

Value	Count	Frequency (%)
L	42	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	6	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	190	48.0%
Common	160	40.4%
Latin	46	11.6%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
용	28	14.7%
사	12	6.3%
물	12	6.3%
소	10	5.3%
식	10	5.3%
각	10	5.3%
음	10	5.3%
매	8	4.2%
립	8	4.2%
원	6	3.2%
Other values (17)	76	40.0%

Common

Value	Count	Frequency (%)
0	54	33.8%
	50	31.2%
1	18	11.2%
5	16	10.0%
2	10	6.2%
,	6	3.8%
3	4	2.5%
6	2	1.2%

Latin

Value	Count	Frequency (%)
L	42	91.3%
k	2	4.3%
g	2	4.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	206	52.0%
Hangul	190	48.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	54	26.2%
	50	24.3%
L	42	20.4%
1	18	8.7%
5	16	7.8%
2	10	4.9%
,	6	2.9%
3	4	1.9%
6	2	1.0%
k	2	1.0%

Hangul

Value	Count	Frequency (%)
용	28	14.7%
사	12	6.3%
물	12	6.3%
소	10	5.3%
식	10	5.3%
각	10	5.3%
음	10	5.3%
매	8	4.2%
립	8	4.2%
원	6	3.2%
Other values (17)	76	40.0%

구분
Categorical

CONSTANT

Distinct	1
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Memory size	532.0 B

수량	50

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
수량	50	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
수량	50	100.0%

연도
Categorical

Distinct	2
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Memory size	532.0 B

2018년	25
2019년	25

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2018년
2nd row	2019년
3rd row	2018년
4th row	2019년
5th row	2018년

Common Values

Value	Count	Frequency (%)
2018년	25	50.0%
2019년	25	50.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2018년	25	50.0%
2019년	25	50.0%

합계
Text

UNIQUE

Distinct	50
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	532.0 B

Length

Max length	9
Median length	7
Mean length	6.72
Min length	2

Characters and Unicode

Total characters	336
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	50 ?
Unique (%)	100.0%

Sample

1st row	622,240
2nd row	664,530
3rd row	2,853,570
4th row	2,830,677
5th row	2,676,730

Value	Count	Frequency (%)
622,240	1	2.0%
494,096	1	2.0%
162,641	1	2.0%
6,689,300	1	2.0%
187,250	1	2.0%
246,760	1	2.0%
1,472,165	1	2.0%
1,474,391	1	2.0%
721,082	1	2.0%
712,651	1	2.0%
Other values (40)	40	80.0%

Most occurring characters

Value	Count	Frequency (%)
,	58	17.3%
2	45	13.4%
1	39	11.6%
0	32	9.5%
3	27	8.0%
8	27	8.0%
4	25	7.4%
6	24	7.1%
7	23	6.8%
5	20	6.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	278	82.7%
Other Punctuation	58	17.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	45	16.2%
1	39	14.0%
0	32	11.5%
3	27	9.7%
8	27	9.7%
4	25	9.0%
6	24	8.6%
7	23	8.3%
5	20	7.2%
9	16	5.8%

Other Punctuation

Value	Count	Frequency (%)
,	58	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	336	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
,	58	17.3%
2	45	13.4%
1	39	11.6%
0	32	9.5%
3	27	8.0%
8	27	8.0%
4	25	7.4%
6	24	7.1%
7	23	6.8%
5	20	6.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	336	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
,	58	17.3%
2	45	13.4%
1	39	11.6%
0	32	9.5%
3	27	8.0%
8	27	8.0%
4	25	7.4%
6	24	7.1%
7	23	6.8%
5	20	6.0%

1월
Text

MISSING

Distinct	45
Distinct (%)	100.0%
Missing	5
Missing (%)	10.0%
Memory size	532.0 B

Length

Max length	7
Median length	6
Mean length	5.5555556
Min length	2

Characters and Unicode

Total characters	250
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	45 ?
Unique (%)	100.0%

Sample

1st row	39,820
2nd row	43,630
3rd row	252,640
4th row	297,960
5th row	208,240

Value	Count	Frequency (%)
90	1	2.2%
38,450	1	2.2%
12,690	1	2.2%
366,020	1	2.2%
609,180	1	2.2%
8,970	1	2.2%
17,310	1	2.2%
115,150	1	2.2%
130,890	1	2.2%
60,250	1	2.2%
Other values (35)	35	77.8%

Most occurring characters

Value	Count	Frequency (%)
0	51	20.4%
,	40	16.0%
2	28	11.2%
1	25	10.0%
6	20	8.0%
5	17	6.8%
3	16	6.4%
4	15	6.0%
8	14	5.6%
9	12	4.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	210	84.0%
Other Punctuation	40	16.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	51	24.3%
2	28	13.3%
1	25	11.9%
6	20	9.5%
5	17	8.1%
3	16	7.6%
4	15	7.1%
8	14	6.7%
9	12	5.7%
7	12	5.7%

Other Punctuation

Value	Count	Frequency (%)
,	40	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	250	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	51	20.4%
,	40	16.0%
2	28	11.2%
1	25	10.0%
6	20	8.0%
5	17	6.8%
3	16	6.4%
4	15	6.0%
8	14	5.6%
9	12	4.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	250	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	51	20.4%
,	40	16.0%
2	28	11.2%
1	25	10.0%
6	20	8.0%
5	17	6.8%
3	16	6.4%
4	15	6.0%
8	14	5.6%
9	12	4.8%

2월
Text

MISSING

Distinct	45
Distinct (%)	100.0%
Missing	5
Missing (%)	10.0%
Memory size	532.0 B

Length

Max length	7
Median length	6
Mean length	5.4888889
Min length	2

Characters and Unicode

Total characters	247
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	45 ?
Unique (%)	100.0%

Sample

1st row	29,390
2nd row	32,090
3rd row	217,750
4th row	173,360
5th row	225,380

Value	Count	Frequency (%)
62	1	2.2%
26,630	1	2.2%
15,860	1	2.2%
309,960	1	2.2%
397,640	1	2.2%
10,380	1	2.2%
10,530	1	2.2%
102,740	1	2.2%
84,380	1	2.2%
63,880	1	2.2%
Other values (35)	35	77.8%

Most occurring characters

Value	Count	Frequency (%)
0	44	17.8%
,	40	16.2%
3	27	10.9%
1	24	9.7%
5	22	8.9%
2	21	8.5%
8	17	6.9%
6	14	5.7%
9	14	5.7%
7	13	5.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	207	83.8%
Other Punctuation	40	16.2%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	44	21.3%
3	27	13.0%
1	24	11.6%
5	22	10.6%
2	21	10.1%
8	17	8.2%
6	14	6.8%
9	14	6.8%
7	13	6.3%
4	11	5.3%

Other Punctuation

Value	Count	Frequency (%)
,	40	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	247	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	44	17.8%
,	40	16.2%
3	27	10.9%
1	24	9.7%
5	22	8.9%
2	21	8.5%
8	17	6.9%
6	14	5.7%
9	14	5.7%
7	13	5.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	247	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	44	17.8%
,	40	16.2%
3	27	10.9%
1	24	9.7%
5	22	8.9%
2	21	8.5%
8	17	6.9%
6	14	5.7%
9	14	5.7%
7	13	5.3%

3월
Text

MISSING

Distinct	44
Distinct (%)	100.0%
Missing	6
Missing (%)	12.0%
Memory size	532.0 B

Length

Max length	7
Median length	6
Mean length	5.6818182
Min length	2

Characters and Unicode

Total characters	250
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	44 ?
Unique (%)	100.0%

Sample

1st row	35,880
2nd row	32,980
3rd row	201,350
4th row	184,820
5th row	235,770

Value	Count	Frequency (%)
100	1	2.3%
110	1	2.3%
33,010	1	2.3%
192,620	1	2.3%
523,300	1	2.3%
11,470	1	2.3%
15,160	1	2.3%
110,590	1	2.3%
106,170	1	2.3%
44,530	1	2.3%
Other values (34)	34	77.3%

Most occurring characters

Value	Count	Frequency (%)
0	46	18.4%
,	39	15.6%
1	32	12.8%
2	26	10.4%
3	23	9.2%
5	18	7.2%
7	17	6.8%
4	15	6.0%
8	13	5.2%
6	11	4.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	211	84.4%
Other Punctuation	39	15.6%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	46	21.8%
1	32	15.2%
2	26	12.3%
3	23	10.9%
5	18	8.5%
7	17	8.1%
4	15	7.1%
8	13	6.2%
6	11	5.2%
9	10	4.7%

Other Punctuation

Value	Count	Frequency (%)
,	39	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	250	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	46	18.4%
,	39	15.6%
1	32	12.8%
2	26	10.4%
3	23	9.2%
5	18	7.2%
7	17	6.8%
4	15	6.0%
8	13	5.2%
6	11	4.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	250	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	46	18.4%
,	39	15.6%
1	32	12.8%
2	26	10.4%
3	23	9.2%
5	18	7.2%
7	17	6.8%
4	15	6.0%
8	13	5.2%
6	11	4.4%

4월
Text

MISSING

Distinct	43
Distinct (%)	95.6%
Missing	5
Missing (%)	10.0%
Memory size	532.0 B

Length

Max length	7
Median length	6
Mean length	5.6222222
Min length	2

Characters and Unicode

Total characters	253
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	41 ?
Unique (%)	91.1%

Sample

1st row	43,590
2nd row	51,110
3rd row	197,920
4th row	204,390
5th row	237,570

Value	Count	Frequency (%)
60	2	4.4%
80	2	4.4%
23,647	1	2.2%
24,740	1	2.2%
35,030	1	2.2%
34,295	1	2.2%
11,961	1	2.2%
12,045	1	2.2%
665,471	1	2.2%
11,680	1	2.2%
Other values (33)	33	73.3%

Most occurring characters

Value	Count	Frequency (%)
0	46	18.2%
,	40	15.8%
1	30	11.9%
4	28	11.1%
6	20	7.9%
3	17	6.7%
7	16	6.3%
2	16	6.3%
5	15	5.9%
8	14	5.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	213	84.2%
Other Punctuation	40	15.8%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	46	21.6%
1	30	14.1%
4	28	13.1%
6	20	9.4%
3	17	8.0%
7	16	7.5%
2	16	7.5%
5	15	7.0%
8	14	6.6%
9	11	5.2%

Other Punctuation

Value	Count	Frequency (%)
,	40	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	253	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	46	18.2%
,	40	15.8%
1	30	11.9%
4	28	11.1%
6	20	7.9%
3	17	6.7%
7	16	6.3%
2	16	6.3%
5	15	5.9%
8	14	5.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	253	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	46	18.2%
,	40	15.8%
1	30	11.9%
4	28	11.1%
6	20	7.9%
3	17	6.7%
7	16	6.3%
2	16	6.3%
5	15	5.9%
8	14	5.5%

5월
Text

MISSING

Distinct	47
Distinct (%)	97.9%
Missing	2
Missing (%)	4.0%
Memory size	532.0 B

Length

Max length	7
Median length	6
Mean length	5.4166667
Min length	2

Characters and Unicode

Total characters	260
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	46 ?
Unique (%)	95.8%

Sample

1st row	57,800
2nd row	48,570
3rd row	240,740
4th row	225,287
5th row	229,870

Value	Count	Frequency (%)
130	2	4.2%
44,580	1	2.1%
57,800	1	2.1%
44,389	1	2.1%
15,340	1	2.1%
16,020	1	2.1%
116,500	1	2.1%
119,270	1	2.1%
55,840	1	2.1%
48,860	1	2.1%
Other values (37)	37	77.1%

Most occurring characters

Value	Count	Frequency (%)
0	43	16.5%
,	39	15.0%
1	28	10.8%
4	24	9.2%
5	24	9.2%
2	22	8.5%
8	21	8.1%
3	16	6.2%
7	16	6.2%
6	16	6.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	221	85.0%
Other Punctuation	39	15.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	43	19.5%
1	28	12.7%
4	24	10.9%
5	24	10.9%
2	22	10.0%
8	21	9.5%
3	16	7.2%
7	16	7.2%
6	16	7.2%
9	11	5.0%

Other Punctuation

Value	Count	Frequency (%)
,	39	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	260	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	43	16.5%
,	39	15.0%
1	28	10.8%
4	24	9.2%
5	24	9.2%
2	22	8.5%
8	21	8.1%
3	16	6.2%
7	16	6.2%
6	16	6.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	260	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	43	16.5%
,	39	15.0%
1	28	10.8%
4	24	9.2%
5	24	9.2%
2	22	8.5%
8	21	8.1%
3	16	6.2%
7	16	6.2%
6	16	6.2%

6월
Text

MISSING

Distinct	45
Distinct (%)	100.0%
Missing	5
Missing (%)	10.0%
Memory size	532.0 B

Length

Max length	7
Median length	6
Mean length	5.5555556
Min length	2

Characters and Unicode

Total characters	250
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	45 ?
Unique (%)	100.0%

Sample

1st row	51,610
2nd row	56,380
3rd row	231,620
4th row	220,490
5th row	171,970

Value	Count	Frequency (%)
50	1	2.2%
36,220	1	2.2%
29,510	1	2.2%
289,400	1	2.2%
501,900	1	2.2%
18,060	1	2.2%
23,470	1	2.2%
128,360	1	2.2%
118,770	1	2.2%
66,850	1	2.2%
Other values (35)	35	77.8%

Most occurring characters

Value	Count	Frequency (%)
0	50	20.0%
,	40	16.0%
1	26	10.4%
2	22	8.8%
6	22	8.8%
8	19	7.6%
5	18	7.2%
3	17	6.8%
4	13	5.2%
7	12	4.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	210	84.0%
Other Punctuation	40	16.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	50	23.8%
1	26	12.4%
2	22	10.5%
6	22	10.5%
8	19	9.0%
5	18	8.6%
3	17	8.1%
4	13	6.2%
7	12	5.7%
9	11	5.2%

Other Punctuation

Value	Count	Frequency (%)
,	40	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	250	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	50	20.0%
,	40	16.0%
1	26	10.4%
2	22	8.8%
6	22	8.8%
8	19	7.6%
5	18	7.2%
3	17	6.8%
4	13	5.2%
7	12	4.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	250	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	50	20.0%
,	40	16.0%
1	26	10.4%
2	22	8.8%
6	22	8.8%
8	19	7.6%
5	18	7.2%
3	17	6.8%
4	13	5.2%
7	12	4.8%

7월
Text

MISSING

Distinct	45
Distinct (%)	97.8%
Missing	4
Missing (%)	8.0%
Memory size	532.0 B

Length

Max length	7
Median length	6
Mean length	5.7173913
Min length	3

Characters and Unicode

Total characters	263
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	44 ?
Unique (%)	95.7%

Sample

1st row	89,110
2nd row	80,690
3rd row	268,150
4th row	264,000
5th row	200,290

Value	Count	Frequency (%)
1,650	2	4.3%
338,020	1	2.2%
89,110	1	2.2%
45,210	1	2.2%
591,960	1	2.2%
23,790	1	2.2%
29,660	1	2.2%
154,600	1	2.2%
160,940	1	2.2%
68,660	1	2.2%
Other values (35)	35	76.1%

Most occurring characters

Value	Count	Frequency (%)
0	55	20.9%
,	42	16.0%
1	30	11.4%
4	26	9.9%
6	22	8.4%
2	21	8.0%
5	18	6.8%
3	18	6.8%
9	16	6.1%
8	11	4.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	221	84.0%
Other Punctuation	42	16.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	55	24.9%
1	30	13.6%
4	26	11.8%
6	22	10.0%
2	21	9.5%
5	18	8.1%
3	18	8.1%
9	16	7.2%
8	11	5.0%
7	4	1.8%

Other Punctuation

Value	Count	Frequency (%)
,	42	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	263	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	55	20.9%
,	42	16.0%
1	30	11.4%
4	26	9.9%
6	22	8.4%
2	21	8.0%
5	18	6.8%
3	18	6.8%
9	16	6.1%
8	11	4.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	263	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	55	20.9%
,	42	16.0%
1	30	11.4%
4	26	9.9%
6	22	8.4%
2	21	8.0%
5	18	6.8%
3	18	6.8%
9	16	6.1%
8	11	4.2%

8월
Text

MISSING

Distinct	46
Distinct (%)	100.0%
Missing	4
Missing (%)	8.0%
Memory size	532.0 B

Length

Max length	7
Median length	6
Mean length	5.673913
Min length	3

Characters and Unicode

Total characters	261
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	46 ?
Unique (%)	100.0%

Sample

1st row	95,730
2nd row	116,280
3rd row	289,840
4th row	308,560
5th row	228,340

Value	Count	Frequency (%)
260	1	2.2%
46,880	1	2.2%
45,110	1	2.2%
351,340	1	2.2%
621,499	1	2.2%
24,710	1	2.2%
32,340	1	2.2%
151,480	1	2.2%
154,100	1	2.2%
81,720	1	2.2%
Other values (36)	36	78.3%

Most occurring characters

Value	Count	Frequency (%)
0	42	16.1%
,	41	15.7%
1	35	13.4%
2	27	10.3%
5	21	8.0%
4	20	7.7%
6	18	6.9%
8	16	6.1%
3	16	6.1%
9	15	5.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	220	84.3%
Other Punctuation	41	15.7%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	42	19.1%
1	35	15.9%
2	27	12.3%
5	21	9.5%
4	20	9.1%
6	18	8.2%
8	16	7.3%
3	16	7.3%
9	15	6.8%
7	10	4.5%

Other Punctuation

Value	Count	Frequency (%)
,	41	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	261	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	42	16.1%
,	41	15.7%
1	35	13.4%
2	27	10.3%
5	21	8.0%
4	20	7.7%
6	18	6.9%
8	16	6.1%
3	16	6.1%
9	15	5.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	261	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	42	16.1%
,	41	15.7%
1	35	13.4%
2	27	10.3%
5	21	8.0%
4	20	7.7%
6	18	6.9%
8	16	6.1%
3	16	6.1%
9	15	5.7%

9월
Text

MISSING

Distinct	46
Distinct (%)	97.9%
Missing	3
Missing (%)	6.0%
Memory size	532.0 B

Length

Max length	7
Median length	6
Mean length	5.5319149
Min length	2

Characters and Unicode

Total characters	260
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	45 ?
Unique (%)	95.7%

Sample

1st row	47,480
2nd row	55,930
3rd row	269,070
4th row	257,630
5th row	222,420

Value	Count	Frequency (%)
180	2	4.3%
34,070	1	2.1%
10,254	1	2.1%
41,541	1	2.1%
563,570	1	2.1%
21,320	1	2.1%
22,350	1	2.1%
129,825	1	2.1%
125,510	1	2.1%
57,451	1	2.1%
Other values (36)	36	76.6%

Most occurring characters

Value	Count	Frequency (%)
0	43	16.5%
,	41	15.8%
1	29	11.2%
2	26	10.0%
5	23	8.8%
3	21	8.1%
8	18	6.9%
9	17	6.5%
6	16	6.2%
4	15	5.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	219	84.2%
Other Punctuation	41	15.8%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	43	19.6%
1	29	13.2%
2	26	11.9%
5	23	10.5%
3	21	9.6%
8	18	8.2%
9	17	7.8%
6	16	7.3%
4	15	6.8%
7	11	5.0%

Other Punctuation

Value	Count	Frequency (%)
,	41	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	260	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	43	16.5%
,	41	15.8%
1	29	11.2%
2	26	10.0%
5	23	8.8%
3	21	8.1%
8	18	6.9%
9	17	6.5%
6	16	6.2%
4	15	5.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	260	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	43	16.5%
,	41	15.8%
1	29	11.2%
2	26	10.0%
5	23	8.8%
3	21	8.1%
8	18	6.9%
9	17	6.5%
6	16	6.2%
4	15	5.8%

10월
Text

MISSING

Distinct	47
Distinct (%)	100.0%
Missing	3
Missing (%)	6.0%
Memory size	532.0 B

Length

Max length	7
Median length	6
Mean length	5.5744681
Min length	3

Characters and Unicode

Total characters	262
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	47 ?
Unique (%)	100.0%

Sample

1st row	49,030
2nd row	60,020
3rd row	208,620
4th row	268,930
5th row	248,480

Value	Count	Frequency (%)
49,030	1	2.1%
41,335	1	2.1%
33,650	1	2.1%
336,940	1	2.1%
595,780	1	2.1%
17,520	1	2.1%
27,060	1	2.1%
122,440	1	2.1%
143,230	1	2.1%
52,301	1	2.1%
Other values (37)	37	78.7%

Most occurring characters

Value	Count	Frequency (%)
0	44	16.8%
,	40	15.3%
2	33	12.6%
1	25	9.5%
4	21	8.0%
3	21	8.0%
6	21	8.0%
9	19	7.3%
5	15	5.7%
8	14	5.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	222	84.7%
Other Punctuation	40	15.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	44	19.8%
2	33	14.9%
1	25	11.3%
4	21	9.5%
3	21	9.5%
6	21	9.5%
9	19	8.6%
5	15	6.8%
8	14	6.3%
7	9	4.1%

Other Punctuation

Value	Count	Frequency (%)
,	40	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	262	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	44	16.8%
,	40	15.3%
2	33	12.6%
1	25	9.5%
4	21	8.0%
3	21	8.0%
6	21	8.0%
9	19	7.3%
5	15	5.7%
8	14	5.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	262	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	44	16.8%
,	40	15.3%
2	33	12.6%
1	25	9.5%
4	21	8.0%
3	21	8.0%
6	21	8.0%
9	19	7.3%
5	15	5.7%
8	14	5.3%

11월
Text

MISSING

Distinct	46
Distinct (%)	100.0%
Missing	4
Missing (%)	8.0%
Memory size	532.0 B

Length

Max length	7
Median length	6
Mean length	5.5869565
Min length	2

Characters and Unicode

Total characters	257
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	46 ?
Unique (%)	100.0%

Sample

1st row	44,160
2nd row	48,400
3rd row	232,620
4th row	218,090
5th row	246,710

Value	Count	Frequency (%)
120	1	2.2%
45,770	1	2.2%
39,730	1	2.2%
347,040	1	2.2%
537,320	1	2.2%
12,770	1	2.2%
21,910	1	2.2%
118,140	1	2.2%
111,800	1	2.2%
57,210	1	2.2%
Other values (36)	36	78.3%

Most occurring characters

Value	Count	Frequency (%)
0	51	19.8%
,	40	15.6%
1	33	12.8%
2	22	8.6%
7	22	8.6%
9	18	7.0%
3	17	6.6%
4	17	6.6%
5	14	5.4%
6	13	5.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	217	84.4%
Other Punctuation	40	15.6%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	51	23.5%
1	33	15.2%
2	22	10.1%
7	22	10.1%
9	18	8.3%
3	17	7.8%
4	17	7.8%
5	14	6.5%
6	13	6.0%
8	10	4.6%

Other Punctuation

Value	Count	Frequency (%)
,	40	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	257	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	51	19.8%
,	40	15.6%
1	33	12.8%
2	22	8.6%
7	22	8.6%
9	18	7.0%
3	17	6.6%
4	17	6.6%
5	14	5.4%
6	13	5.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	257	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	51	19.8%
,	40	15.6%
1	33	12.8%
2	22	8.6%
7	22	8.6%
9	18	7.0%
3	17	6.6%
4	17	6.6%
5	14	5.4%
6	13	5.1%

12월
Text

MISSING

Distinct	45
Distinct (%)	97.8%
Missing	4
Missing (%)	8.0%
Memory size	532.0 B

Length

Max length	7
Median length	6
Mean length	5.5869565
Min length	3

Characters and Unicode

Total characters	257
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	44 ?
Unique (%)	95.7%

Sample

1st row	38,640
2nd row	38,450
3rd row	243,250
4th row	207,160
5th row	221,690

Value	Count	Frequency (%)
1,490	2	4.3%
341,300	1	2.2%
38,640	1	2.2%
30,890	1	2.2%
490,900	1	2.2%
11,240	1	2.2%
13,110	1	2.2%
113,330	1	2.2%
94,911	1	2.2%
63,530	1	2.2%
Other values (35)	35	76.1%

Most occurring characters

Value	Count	Frequency (%)
0	49	19.1%
,	40	15.6%
1	37	14.4%
3	25	9.7%
2	20	7.8%
4	19	7.4%
9	18	7.0%
8	14	5.4%
5	13	5.1%
7	12	4.7%
Other values (2)	10	3.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	216	84.0%
Other Punctuation	40	15.6%
Dash Punctuation	1	0.4%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	49	22.7%
1	37	17.1%
3	25	11.6%
2	20	9.3%
4	19	8.8%
9	18	8.3%
8	14	6.5%
5	13	6.0%
7	12	5.6%
6	9	4.2%

Other Punctuation

Value	Count	Frequency (%)
,	40	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	257	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	49	19.1%
,	40	15.6%
1	37	14.4%
3	25	9.7%
2	20	7.8%
4	19	7.4%
9	18	7.0%
8	14	5.4%
5	13	5.1%
7	12	4.7%
Other values (2)	10	3.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	257	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	49	19.1%
,	40	15.6%
1	37	14.4%
3	25	9.7%
2	20	7.8%
4	19	7.4%
9	18	7.0%
8	14	5.4%
5	13	5.1%
7	12	4.7%
Other values (2)	10	3.9%

Phik (φk)

Heatmap
Table

	품목	연도	합계	1월	2월	3월	4월	5월	6월	7월	8월	9월	10월	11월	12월
품목	1.000	0.000	1.000	1.000	1.000	1.000	0.947	0.979	1.000	1.000	1.000	0.977	1.000	1.000	0.975
연도	0.000	1.000	1.000	1.000	1.000	1.000	1.000	0.000	1.000	0.000	1.000	1.000	1.000	1.000	1.000
합계	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
1월	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
2월	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
3월	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
4월	0.947	1.000	1.000	1.000	1.000	1.000	1.000	0.996	1.000	0.986	1.000	1.000	1.000	1.000	0.986
5월	0.979	0.000	1.000	1.000	1.000	1.000	0.996	1.000	1.000	0.996	1.000	0.998	1.000	1.000	0.996
6월	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
7월	1.000	0.000	1.000	1.000	1.000	1.000	0.986	0.996	1.000	1.000	1.000	0.996	1.000	1.000	0.998
8월	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
9월	0.977	1.000	1.000	1.000	1.000	1.000	1.000	0.998	1.000	0.996	1.000	1.000	1.000	1.000	0.996
10월	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
11월	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
12월	0.975	1.000	1.000	1.000	1.000	1.000	0.986	0.996	1.000	0.998	1.000	0.996	1.000	1.000	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

	품목	구분	연도	합계	1월	2월	3월	4월	5월	6월	7월	8월	9월	10월	11월	12월
0	소각용 5L	수량	2018년	622,240	39,820	29,390	35,880	43,590	57,800	51,610	89,110	95,730	47,480	49,030	44,160	38,640
1	소각용 5L	수량	2019년	664,530	43,630	32,090	32,980	51,110	48,570	56,380	80,690	116,280	55,930	60,020	48,400	38,450
2	소각용 10L	수량	2018년	2,853,570	252,640	217,750	201,350	197,920	240,740	231,620	268,150	289,840	269,070	208,620	232,620	243,250
3	소각용 10L	수량	2019년	2,830,677	297,960	173,360	184,820	204,390	225,287	220,490	264,000	308,560	257,630	268,930	218,090	207,160
4	소각용 20L	수량	2018년	2,676,730	208,240	225,380	235,770	237,570	229,870	171,970	200,290	228,340	222,420	248,480	246,710	221,690
5	소각용 20L	수량	2019년	2,544,225	280,270	196,820	233,720	209,740	193,468	162,620	194,080	222,976	202,690	222,820	203,190	221,831
6	소각용 50L	수량	2018년	1,123,810	88,250	81,790	85,799	106,370	96,860	85,040	93,290	93,340	96,981	99,680	99,250	97,160
7	소각용 50L	수량	2019년	1,211,222	123,230	81,730	102,230	105,268	102,645	87,320	104,870	111,156	98,961	106,651	105,770	81,391
8	소각용 100L	수량	2018년	1,136,880	84,669	81,335	82,021	103,780	102,094	84,210	91,000	96,960	88,881	102,450	110,080	109,400
9	소각용 100L	수량	2019년	1,279,228	123,540	80,220	109,180	108,407	115,725	97,840	112,422	105,864	100,418	112,182	112,674	100,756

	품목	구분	연도	합계	1월	2월	3월	4월	5월	6월	7월	8월	9월	10월	11월	12월
40	필증 60L	수량	2018년	58	<NA>	<NA>	<NA>	<NA>	58	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
41	필증 60L	수량	2019년	18	<NA>	<NA>	<NA>	<NA>	18	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
42	스티커 1,000원	수량	2018년	217,468	12,625	15,935	14,378	24,740	21,455	18,515	17,090	20,335	18,230	20,875	17,715	15,575
43	스티커 1,000원	수량	2019년	273,046	20,285	19,745	26,850	23,647	23,150	20,220	24,235	26,310	22,300	26,263	21,731	18,310
44	스티커 2,000원	수량	2018년	321,374	21,045	23,590	17,584	34,295	29,740	26,655	25,940	29,810	29,590	30,980	27,680	24,465
45	스티커 2,000원	수량	2019년	403,492	32,105	27,135	37,925	35,030	36,255	30,025	36,655	38,445	31,845	38,197	32,843	27,032
46	스티커 5,000원	수량	2018년	115,108	7,405	9,480	13,173	12,045	9,640	8,305	8,815	9,905	9,490	9,920	8,940	7,990
47	스티커 5,000원	수량	2019년	125,048	10,730	8,675	12,770	11,961	10,420	8,460	10,185	12,262	10,254	11,192	9,979	8,160
48	공사장생활폐기물포대 30kg	수량	2018년	162,641	9,297	9,536	13,997	17,820	14,637	14,598	14,061	12,659	13,440	15,489	14,199	12,908
49	공사장생활폐기물포대 30kg	수량	2019년	177,859	13,847	10,308	16,750	16,994	15,898	13,636	14,362	15,532	15,126	16,846	15,967	12,593

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Lowercase Letter

Space Separator

Uppercase Letter

Other Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block