gimi9 Pandas Profiling

Dataset statistics

Number of variables	14
Number of observations	10000
Missing cells	397
Missing cells (%)	0.3%
Duplicate rows	24
Duplicate rows (%)	0.2%
Total size in memory	1.2 MiB
Average record size in memory	127.0 B

Variable types

Text	4
Numeric	6
Categorical	1
DateTime	3

Dataset

Description	산림청에서 운영하는 산림자원통합관리시스템 내 정보로 국유림을 대상으로 시행하는 조림, 숲가꾸기, 벌채 사업에 대한 계약정보
Author	산림청
URL	https://www.data.go.kr/data/15041975/fileData.do

Alerts

`금회집행금액` has constant value ""	Constant
Dataset has 24 (0.2%) duplicate rows	Duplicates
`계약금액` is highly overall correlated with `계약보증금` and 2 other fields	High correlation
`계약보증금` is highly overall correlated with `계약금액` and 2 other fields	High correlation
`계획면적` is highly overall correlated with `계약금액` and 2 other fields	High correlation
`총사업일수` is highly overall correlated with `계약금액` and 2 other fields	High correlation
`계약자명` has 363 (3.6%) missing values	Missing
`계약보증금` has 379 (3.8%) zeros	Zeros
`선급금` has 9843 (98.4%) zeros	Zeros
`생산재적` has 5796 (58.0%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 20:00:33.122908
Analysis finished	2023-12-12 20:00:39.956306
Duration	6.83 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

사업번호
Text

Distinct	7513
Distinct (%)	75.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	100000
Distinct characters	55
Distinct categories	3 ?
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	5610 ?
Unique (%)	56.1%

Sample

1st row	평창2016D038
2nd row	춘천2014D072
3rd row	태백2015D082
4th row	정선2013D011
5th row	홍천2015D102

Value	Count	Frequency (%)
홍천2017d081	7	0.1%
영주2016d092	6	0.1%
태백2013d049	6	0.1%
평창2017d062	6	0.1%
태백2015d005	5	< 0.1%
강릉2015d072	5	< 0.1%
인제2013d010	5	< 0.1%
영주2015d082	5	< 0.1%
정선2014d179	5	< 0.1%
태백2014d008	5	< 0.1%
Other values (7503)	9945	99.5%

Most occurring characters

Value	Count	Frequency (%)
0	21449	21.4%
1	13456	13.5%
2	13387	13.4%
D	7159	7.2%
3	4067	4.1%
4	3727	3.7%
5	3457	3.5%
6	3152	3.2%
7	2772	2.8%
8	2649	2.6%
Other values (45)	24725	24.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	70000	70.0%
Other Letter	20000	20.0%
Uppercase Letter	10000	10.0%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
영	1691	8.5%
천	1517	7.6%
양	1489	7.4%
주	1395	7.0%
홍	741	3.7%
창	658	3.3%
평	658	3.3%
울	612	3.1%
정	610	3.0%
백	584	2.9%
Other values (31)	10045	50.2%

Decimal Number

Value	Count	Frequency (%)
0	21449	30.6%
1	13456	19.2%
2	13387	19.1%
3	4067	5.8%
4	3727	5.3%
5	3457	4.9%
6	3152	4.5%
7	2772	4.0%
8	2649	3.8%
9	1884	2.7%

Uppercase Letter

Value	Count	Frequency (%)
D	7159	71.6%
C	1650	16.5%
S	1085	10.8%
E	106	1.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	70000	70.0%
Hangul	20000	20.0%
Latin	10000	10.0%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
영	1691	8.5%
천	1517	7.6%
양	1489	7.4%
주	1395	7.0%
홍	741	3.7%
창	658	3.3%
평	658	3.3%
울	612	3.1%
정	610	3.0%
백	584	2.9%
Other values (31)	10045	50.2%

Common

Value	Count	Frequency (%)
0	21449	30.6%
1	13456	19.2%
2	13387	19.1%
3	4067	5.8%
4	3727	5.3%
5	3457	4.9%
6	3152	4.5%
7	2772	4.0%
8	2649	3.8%
9	1884	2.7%

Latin

Value	Count	Frequency (%)
D	7159	71.6%
C	1650	16.5%
S	1085	10.8%
E	106	1.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	80000	80.0%
Hangul	20000	20.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	21449	26.8%
1	13456	16.8%
2	13387	16.7%
D	7159	8.9%
3	4067	5.1%
4	3727	4.7%
5	3457	4.3%
6	3152	3.9%
7	2772	3.5%
8	2649	3.3%
Other values (4)	4725	5.9%

Hangul

Value	Count	Frequency (%)
영	1691	8.5%
천	1517	7.6%
양	1489	7.4%
주	1395	7.0%
홍	741	3.7%
창	658	3.3%
평	658	3.3%
울	612	3.1%
정	610	3.0%
백	584	2.9%
Other values (31)	10045	50.2%

전자계약번호
Text

Distinct	9264
Distinct (%)	92.6%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Length

Max length	15
Median length	14
Mean length	13.0488
Min length	1

Characters and Unicode

Total characters	130488
Distinct characters	103
Distinct categories	9 ?
Distinct scripts	3 ?
Distinct blocks	3 ?

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

Unique

Unique	8780 ?
Unique (%)	87.8%

Sample

1st row	20160525771-00
2nd row	20140517690
3rd row	20150819089-00
4th row	정선공사 2013-13-변경
5th row	20151008116-01

Value	Count	Frequency (%)
1	47	0.5%
2.01e+12	30	0.3%
정선	29	0.3%
2.02e+09	28	0.3%
정선공사	25	0.2%
2.02e+12	19	0.2%
	18	0.2%
123456789	15	0.1%
2.01e+11	12	0.1%
0	11	0.1%
Other values (9254)	9846	97.7%

Most occurring characters

Value	Count	Frequency (%)
0	37083	28.4%
1	19956	15.3%
2	17226	13.2%
-	7818	6.0%
3	7757	5.9%
6	6847	5.2%
4	6681	5.1%
5	6416	4.9%
8	5396	4.1%
7	4958	3.8%
Other values (93)	10350	7.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	116692	89.4%
Dash Punctuation	7818	6.0%
Uppercase Letter	3592	2.8%
Other Letter	1850	1.4%
Lowercase Letter	191	0.1%
Other Punctuation	134	0.1%
Math Symbol	129	0.1%
Space Separator	81	0.1%
Modifier Symbol	1	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
리	188	10.2%
국	186	10.1%
유	186	10.1%
관	186	10.1%
소	186	10.1%
림	185	10.0%
은	158	8.5%
보	157	8.5%
정	81	4.4%
선	81	4.4%
Other values (50)	256	13.8%

Lowercase Letter

Value	Count	Frequency (%)
c	52	27.2%
f	33	17.3%
a	28	14.7%
b	25	13.1%
e	23	12.0%
d	15	7.9%
n	4	2.1%
t	4	2.1%
s	2	1.0%
u	2	1.0%
Other values (3)	3	1.6%

Uppercase Letter

Value	Count	Frequency (%)
B	659	18.3%
E	646	18.0%
F	573	16.0%
C	568	15.8%
A	560	15.6%
D	540	15.0%
G	32	0.9%
J	5	0.1%
O	5	0.1%
S	2	0.1%
Other values (2)	2	0.1%

Decimal Number

Value	Count	Frequency (%)
0	37083	31.8%
1	19956	17.1%
2	17226	14.8%
3	7757	6.6%
6	6847	5.9%
4	6681	5.7%
5	6416	5.5%
8	5396	4.6%
7	4958	4.2%
9	4372	3.7%

Other Punctuation

Value	Count	Frequency (%)
.	130	97.0%
/	2	1.5%
,	1	0.7%
*	1	0.7%

Dash Punctuation

Value	Count	Frequency (%)
-	7818	100.0%

Math Symbol

Value	Count	Frequency (%)
+	129	100.0%

Space Separator

Value	Count	Frequency (%)
	81	100.0%

Modifier Symbol

Value	Count	Frequency (%)
`	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	124855	95.7%
Latin	3783	2.9%
Hangul	1850	1.4%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
리	188	10.2%
국	186	10.1%
유	186	10.1%
관	186	10.1%
소	186	10.1%
림	185	10.0%
은	158	8.5%
보	157	8.5%
정	81	4.4%
선	81	4.4%
Other values (50)	256	13.8%

Latin

Value	Count	Frequency (%)
B	659	17.4%
E	646	17.1%
F	573	15.1%
C	568	15.0%
A	560	14.8%
D	540	14.3%
c	52	1.4%
f	33	0.9%
G	32	0.8%
a	28	0.7%
Other values (15)	92	2.4%

Common

Value	Count	Frequency (%)
0	37083	29.7%
1	19956	16.0%
2	17226	13.8%
-	7818	6.3%
3	7757	6.2%
6	6847	5.5%
4	6681	5.4%
5	6416	5.1%
8	5396	4.3%
7	4958	4.0%
Other values (8)	4717	3.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	128638	98.6%
Hangul	1846	1.4%
Compat Jamo	4	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	37083	28.8%
1	19956	15.5%
2	17226	13.4%
-	7818	6.1%
3	7757	6.0%
6	6847	5.3%
4	6681	5.2%
5	6416	5.0%
8	5396	4.2%
7	4958	3.9%
Other values (33)	8500	6.6%

Hangul

Value	Count	Frequency (%)
리	188	10.2%
국	186	10.1%
유	186	10.1%
관	186	10.1%
소	186	10.1%
림	185	10.0%
은	158	8.6%
보	157	8.5%
정	81	4.4%
선	81	4.4%
Other values (47)	252	13.7%

Compat Jamo

Value	Count	Frequency (%)
ㄸ	2	50.0%
ㅊ	1	25.0%
ㄹ	1	25.0%

계약금액
Real number (ℝ)

HIGH CORRELATION

Distinct	5569
Distinct (%)	55.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	59926690

Minimum	40300
Maximum	5.2 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	40300
5-th percentile	9799500
Q1	28800000
median	48320000
Q3	80600000
95-th percentile	1.4781025 × 10⁸
Maximum	5.2 × 10⁸
Range	5.199597 × 10⁸
Interquartile range (IQR)	51800000

Descriptive statistics

Standard deviation	44343749
Coefficient of variation (CV)	0.7399666
Kurtosis	4.7956458
Mean	59926690
Median Absolute Deviation (MAD)	23920000
Skewness	1.6425975
Sum	5.992669 × 10¹¹
Variance	1.9663681 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
48500000	40	0.4%
49000000	27	0.3%
44000000	19	0.2%
49200000	19	0.2%
48300000	19	0.2%
46500000	18	0.2%
49400000	17	0.2%
48700000	17	0.2%
48000000	17	0.2%
49300000	17	0.2%
Other values (5559)	9790	97.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
40300	1	< 0.1%
54645	1	< 0.1%
545000	1	< 0.1%
635000	1	< 0.1%
670000	1	< 0.1%
870000	1	< 0.1%
880000	1	< 0.1%
909000	1	< 0.1%
950000	1	< 0.1%
990000	1	< 0.1%

Value	Count	Frequency (%)
520000000	1	< 0.1%
440500000	1	< 0.1%
400000000	1	< 0.1%
347500000	2	< 0.1%
327021000	1	< 0.1%
315000000	1	< 0.1%
312853000	1	< 0.1%
306000000	1	< 0.1%
305270000	1	< 0.1%
302480000	1	< 0.1%

계약보증금
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	4219
Distinct (%)	42.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9029447.4

Minimum	0
Maximum	1.98 × 10⁸
Zeros	379
Zeros (%)	3.8%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	484975
Q1	3954000
median	7178550
Q3	12000000
95-th percentile	22627500
Maximum	1.98 × 10⁸
Range	1.98 × 10⁸
Interquartile range (IQR)	8046000

Descriptive statistics

Standard deviation	8544505.7
Coefficient of variation (CV)	0.94629331
Kurtosis	64.433004
Mean	9029447.4
Median Absolute Deviation (MAD)	3818550
Skewness	5.2085877
Sum	9.0294474 × 10¹⁰
Variance	7.3008577 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	379	3.8%
7275000	39	0.4%
7350000	27	0.3%
7410000	24	0.2%
7380000	22	0.2%
6600000	21	0.2%
7245000	19	0.2%
7200000	18	0.2%
7305000	18	0.2%
6750000	17	0.2%
Other values (4209)	9416	94.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	379	3.8%
1	9	0.1%
20	1	< 0.1%
152	1	< 0.1%
1111	1	< 0.1%
3232	1	< 0.1%
3240	2	< 0.1%
5394	1	< 0.1%
10000	1	< 0.1%
11111	1	< 0.1%

Value	Count	Frequency (%)
198000000	1	< 0.1%
160064000	1	< 0.1%
124334000	1	< 0.1%
122715000	1	< 0.1%
108214050	1	< 0.1%
107820000	2	< 0.1%
106989000	1	< 0.1%
104775000	2	< 0.1%
103195550	1	< 0.1%
102720000	1	< 0.1%

선급금
Real number (ℝ)

ZEROS

Distinct	102
Distinct (%)	1.0%
Missing	34
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	733617.61

Minimum	0
Maximum	1.738 × 10⁸
Zeros	9843
Zeros (%)	98.4%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1.738 × 10⁸
Range	1.738 × 10⁸
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7498288.2
Coefficient of variation (CV)	10.220976
Kurtosis	180.40038
Mean	733617.61
Median Absolute Deviation (MAD)	0
Skewness	12.482949
Sum	7.3112331 × 10⁹
Variance	5.6224327 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9843	98.4%
30000000	6	0.1%
70000000	5	0.1%
50000000	3	< 0.1%
36000000	3	< 0.1%
75000000	3	< 0.1%
90000000	2	< 0.1%
43610001	2	< 0.1%
40000000	2	< 0.1%
60000001	2	< 0.1%
Other values (92)	95	0.9%
(Missing)	34	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9843	98.4%
4400000	1	< 0.1%
12000000	1	< 0.1%
13370000	1	< 0.1%
19180000	1	< 0.1%
19950000	1	< 0.1%
22000000	1	< 0.1%
24360001	1	< 0.1%
24600000	1	< 0.1%
24700000	1	< 0.1%

Value	Count	Frequency (%)
173800000	1	< 0.1%
160000000	1	< 0.1%
154280000	1	< 0.1%
145250001	1	< 0.1%
120000000	1	< 0.1%
118440000	1	< 0.1%
113645000	1	< 0.1%
113155000	1	< 0.1%
110530000	1	< 0.1%
108400001	1	< 0.1%

금회집행금액
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

0	10000

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	10000	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	10000	100.0%

계약자명
Text

MISSING

Distinct	1568
Distinct (%)	16.3%
Missing	363
Missing (%)	3.6%
Memory size	156.2 KiB

Length

Max length	23
Median length	19
Mean length	10.054685
Min length	1

Characters and Unicode

Total characters	96897
Distinct characters	310
Distinct categories	10 ?
Distinct scripts	3 ?
Distinct blocks	4 ?

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

Unique

Unique	584 ?
Unique (%)	6.1%

Sample

1st row	봉평임업 대표 김중래
2nd row	푸른숲영림단 대표 김성길
3rd row	장성삼림기업
4th row	임계기능인영림단 대표 홍순학
5th row	풍천기계화영림단 대표 엄성철

Value	Count	Frequency (%)
대표	3222	17.7%
솔향영림단	111	0.6%
장성삼림기업	91	0.5%
심석빈	89	0.5%
	86	0.5%
용화산림경영단	86	0.5%
삼척산림경영단	82	0.5%
푸른숲영림단	81	0.4%
주식회사	80	0.4%
태화산영림단	78	0.4%
Other values (1202)	14155	77.9%

Most occurring characters

Value	Count	Frequency (%)
림	9063	9.4%
	8540	8.8%
영	7895	8.1%
단	7135	7.4%
기	4214	4.3%
대	4004	4.1%
표	3602	3.7%
화	2875	3.0%
계	2486	2.6%
산	2190	2.3%
Other values (300)	44893	46.3%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	85330	88.1%
Space Separator	8540	8.8%
Decimal Number	1788	1.8%
Open Punctuation	553	0.6%
Close Punctuation	550	0.6%
Other Punctuation	121	0.1%
Lowercase Letter	10	< 0.1%
Dash Punctuation	3	< 0.1%
Other Symbol	1	< 0.1%
Uppercase Letter	1	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
림	9063	10.6%
영	7895	9.3%
단	7135	8.4%
기	4214	4.9%
대	4004	4.7%
표	3602	4.2%
화	2875	3.4%
계	2486	2.9%
산	2190	2.6%
인	1386	1.6%
Other values (274)	40480	47.4%

Decimal Number

Value	Count	Frequency (%)
2	428	23.9%
1	382	21.4%
3	329	18.4%
5	166	9.3%
4	130	7.3%
6	127	7.1%
7	114	6.4%
9	54	3.0%
8	49	2.7%
0	9	0.5%

Lowercase Letter

Value	Count	Frequency (%)
o	2	20.0%
s	1	10.0%
p	1	10.0%
f	1	10.0%
r	1	10.0%
e	1	10.0%
t	1	10.0%
i	1	10.0%
a	1	10.0%

Space Separator

Value	Count	Frequency (%)
	8540	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	553	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	550	100.0%

Other Punctuation

Value	Count	Frequency (%)
:	121	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	3	100.0%

Other Symbol

Value	Count	Frequency (%)
㈜	1	100.0%

Uppercase Letter

Value	Count	Frequency (%)
D	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	85331	88.1%
Common	11555	11.9%
Latin	11	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
림	9063	10.6%
영	7895	9.3%
단	7135	8.4%
기	4214	4.9%
대	4004	4.7%
표	3602	4.2%
화	2875	3.4%
계	2486	2.9%
산	2190	2.6%
인	1386	1.6%
Other values (275)	40481	47.4%

Common

Value	Count	Frequency (%)
	8540	73.9%
(	553	4.8%
)	550	4.8%
2	428	3.7%
1	382	3.3%
3	329	2.8%
5	166	1.4%
4	130	1.1%
6	127	1.1%
:	121	1.0%
Other values (5)	229	2.0%

Latin

Value	Count	Frequency (%)
o	2	18.2%
D	1	9.1%
s	1	9.1%
p	1	9.1%
f	1	9.1%
r	1	9.1%
e	1	9.1%
t	1	9.1%
i	1	9.1%
a	1	9.1%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	85324	88.1%
ASCII	11566	11.9%
Compat Jamo	6	< 0.1%
None	1	< 0.1%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
림	9063	10.6%
영	7895	9.3%
단	7135	8.4%
기	4214	4.9%
대	4004	4.7%
표	3602	4.2%
화	2875	3.4%
계	2486	2.9%
산	2190	2.6%
인	1386	1.6%
Other values (270)	40474	47.4%

ASCII

Value	Count	Frequency (%)
	8540	73.8%
(	553	4.8%
)	550	4.8%
2	428	3.7%
1	382	3.3%
3	329	2.8%
5	166	1.4%
4	130	1.1%
6	127	1.1%
:	121	1.0%
Other values (15)	240	2.1%

Compat Jamo

Value	Count	Frequency (%)
ㅋ	2	33.3%
ㅌ	2	33.3%
ㅂ	1	16.7%
ㅊ	1	16.7%

None

Value	Count	Frequency (%)
㈜	1	100.0%

사업시작일
Date

Distinct	1751
Distinct (%)	17.5%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Minimum	2012-01-09 00:00:00
Maximum	2019-09-16 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

사업종료일
Date

Distinct	2340
Distinct (%)	23.4%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Minimum	2012-01-31 00:00:00
Maximum	2019-10-21 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

계약체결방법
Text

Distinct	194
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Length

Max length	28
Median length	4
Mean length	5.4498
Min length	1

Characters and Unicode

Total characters	54498
Distinct characters	129
Distinct categories	10 ?
Distinct scripts	3 ?
Distinct blocks	3 ?

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

Unique

Unique	85 ?
Unique (%)	0.9%

Sample

1st row	수의계약
2nd row	수의계약
3rd row	수의계약
4th row	전자계약
5th row	g2b 전자계약

Value	Count	Frequency (%)
수의계약	5923	56.7%
수의계약,국유림영림단	1554	14.9%
수의	962	9.2%
g2b	467	4.5%
전자계약	340	3.3%
g2b전자계약	191	1.8%
전자수의계약	84	0.8%
수의계약,선택	82	0.8%
수의계약,산림조합	76	0.7%
전자수의계약체결	70	0.7%
Other values (147)	691	6.6%

Most occurring characters

Value	Count	Frequency (%)
의	9049	16.6%
수	9040	16.6%
약	8731	16.0%
계	8729	16.0%
림	3243	6.0%
,	1785	3.3%
영	1589	2.9%
국	1583	2.9%
유	1583	2.9%
단	1556	2.9%
Other values (119)	7610	14.0%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	49111	90.1%
Other Punctuation	1788	3.3%
Decimal Number	977	1.8%
Uppercase Letter	951	1.7%
Lowercase Letter	831	1.5%
Space Separator	441	0.8%
Open Punctuation	180	0.3%
Close Punctuation	178	0.3%
Dash Punctuation	40	0.1%
Connector Punctuation	1	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
의	9049	18.4%
수	9040	18.4%
약	8731	17.8%
계	8729	17.8%
림	3243	6.6%
영	1589	3.2%
국	1583	3.2%
유	1583	3.2%
단	1556	3.2%
전	970	2.0%
Other values (89)	3038	6.2%

Decimal Number

Value	Count	Frequency (%)
2	861	88.1%
0	39	4.0%
1	28	2.9%
3	10	1.0%
6	9	0.9%
4	9	0.9%
9	6	0.6%
5	6	0.6%
7	5	0.5%
8	4	0.4%

Lowercase Letter

Value	Count	Frequency (%)
b	410	49.3%
g	404	48.6%
t	5	0.6%
i	3	0.4%
a	3	0.4%
n	3	0.4%
r	3	0.4%

Uppercase Letter

Value	Count	Frequency (%)
G	461	48.5%
B	458	48.2%
T	28	2.9%
D	3	0.3%
C	1	0.1%

Other Punctuation

Value	Count	Frequency (%)
,	1785	99.8%
.	3	0.2%

Open Punctuation

Value	Count	Frequency (%)
(	179	99.4%
{	1	0.6%

Space Separator

Value	Count	Frequency (%)
	441	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	178	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	40	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	49111	90.1%
Common	3605	6.6%
Latin	1782	3.3%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
의	9049	18.4%
수	9040	18.4%
약	8731	17.8%
계	8729	17.8%
림	3243	6.6%
영	1589	3.2%
국	1583	3.2%
유	1583	3.2%
단	1556	3.2%
전	970	2.0%
Other values (89)	3038	6.2%

Common

Value	Count	Frequency (%)
,	1785	49.5%
2	861	23.9%
	441	12.2%
(	179	5.0%
)	178	4.9%
-	40	1.1%
0	39	1.1%
1	28	0.8%
3	10	0.3%
6	9	0.2%
Other values (8)	35	1.0%

Latin

Value	Count	Frequency (%)
G	461	25.9%
B	458	25.7%
b	410	23.0%
g	404	22.7%
T	28	1.6%
t	5	0.3%
i	3	0.2%
a	3	0.2%
D	3	0.2%
n	3	0.2%
Other values (2)	4	0.2%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	49102	90.1%
ASCII	5387	9.9%
Compat Jamo	9	< 0.1%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
의	9049	18.4%
수	9040	18.4%
약	8731	17.8%
계	8729	17.8%
림	3243	6.6%
영	1589	3.2%
국	1583	3.2%
유	1583	3.2%
단	1556	3.2%
전	970	2.0%
Other values (86)	3029	6.2%

ASCII

Value	Count	Frequency (%)
,	1785	33.1%
2	861	16.0%
G	461	8.6%
B	458	8.5%
	441	8.2%
b	410	7.6%
g	404	7.5%
(	179	3.3%
)	178	3.3%
-	40	0.7%
Other values (20)	170	3.2%

Compat Jamo

Value	Count	Frequency (%)
ㄴ	6	66.7%
ㅁ	2	22.2%
ㅣ	1	11.1%

계약일
Date

Distinct	1719
Distinct (%)	17.2%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Minimum	2012-01-05 00:00:00
Maximum	2019-09-11 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

계획면적
Real number (ℝ)

HIGH CORRELATION

Distinct	1247
Distinct (%)	12.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	37.001332

Minimum	0
Maximum	248.9
Zeros	20
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	6
Q1	18
median	30
Q3	47
95-th percentile	94.3
Maximum	248.9
Range	248.9
Interquartile range (IQR)	29

Descriptive statistics

Standard deviation	29.276594
Coefficient of variation (CV)	0.7912308
Kurtosis	6.9053617
Mean	37.001332
Median Absolute Deviation (MAD)	13.5
Skewness	2.145968
Sum	370013.32
Variance	857.11894
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20.0	138	1.4%
10.0	134	1.3%
18.0	131	1.3%
24.0	118	1.2%
30.0	111	1.1%
17.0	100	1.0%
23.0	98	1.0%
16.0	97	1.0%
29.0	97	1.0%
22.0	94	0.9%
Other values (1237)	8882	88.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	20	0.2%
0.5	1	< 0.1%
0.6	4	< 0.1%
0.7	3	< 0.1%
0.8	1	< 0.1%
1.0	27	0.3%
1.1	3	< 0.1%
1.2	6	0.1%
1.3	2	< 0.1%
1.4	3	< 0.1%

Value	Count	Frequency (%)
248.9	1	< 0.1%
239.8	1	< 0.1%
237.3	1	< 0.1%
237.2	1	< 0.1%
237.0	3	< 0.1%
232.2	1	< 0.1%
228.5	1	< 0.1%
225.6	1	< 0.1%
224.6	1	< 0.1%
216.0	1	< 0.1%

생산재적
Real number (ℝ)

ZEROS

Distinct	3502
Distinct (%)	35.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	234.87017

Minimum	0
Maximum	5247.22
Zeros	5796
Zeros (%)	58.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	391.15
95-th percentile	1024.5435
Maximum	5247.22
Range	5247.22
Interquartile range (IQR)	391.15

Descriptive statistics

Standard deviation	390.75608
Coefficient of variation (CV)	1.6637109
Kurtosis	10.247276
Mean	234.87017
Median Absolute Deviation (MAD)	0
Skewness	2.4875146
Sum	2348701.7
Variance	152690.31
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	5796	58.0%
295.7	8	0.1%
1122.59	6	0.1%
581.1	6	0.1%
116.0	5	0.1%
559.86	5	0.1%
399.49	5	0.1%
618.68	4	< 0.1%
509.95	4	< 0.1%
428.95	4	< 0.1%
Other values (3492)	4157	41.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	5796	58.0%
0.18	1	< 0.1%
1.18	1	< 0.1%
2.0	1	< 0.1%
3.72	1	< 0.1%
3.91	1	< 0.1%
5.6	1	< 0.1%
7.94	3	< 0.1%
8.58	1	< 0.1%
8.87	1	< 0.1%

Value	Count	Frequency (%)
5247.22	1	< 0.1%
4275.71	1	< 0.1%
3357.74	1	< 0.1%
3268.82	1	< 0.1%
3224.98	3	< 0.1%
3169.02	1	< 0.1%
3118.96	1	< 0.1%
2959.16	1	< 0.1%
2809.71	1	< 0.1%
2782.9	1	< 0.1%

총사업일수
Real number (ℝ)

HIGH CORRELATION

Distinct	196
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.4122

Minimum	0
Maximum	503
Zeros	5
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	7
Q1	20
median	29
Q3	47
95-th percentile	106
Maximum	503
Range	503
Interquartile range (IQR)	27

Descriptive statistics

Standard deviation	31.383773
Coefficient of variation (CV)	0.81702617
Kurtosis	11.505341
Mean	38.4122
Median Absolute Deviation (MAD)	13
Skewness	2.4243891
Sum	384122
Variance	984.94119
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29	652	6.5%
20	392	3.9%
40	355	3.5%
25	342	3.4%
15	318	3.2%
10	272	2.7%
28	271	2.7%
30	227	2.3%
50	215	2.1%
35	202	2.0%
Other values (186)	6754	67.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	0.1%
1	53	0.5%
2	39	0.4%
3	43	0.4%
4	87	0.9%
5	110	1.1%
6	81	0.8%
7	141	1.4%
8	139	1.4%
9	102	1.0%

Value	Count	Frequency (%)
503	1	< 0.1%
394	1	< 0.1%
283	1	< 0.1%
257	1	< 0.1%
241	1	< 0.1%
238	2	< 0.1%
235	1	< 0.1%
232	1	< 0.1%
218	2	< 0.1%
214	2	< 0.1%

Phik (φk)
Auto

Heatmap
Table

	계약금액	계약보증금	선급금	계획면적	생산재적	총사업일수
계약금액	1.000	0.652	0.160	0.773	0.521	0.485
계약보증금	0.652	1.000	0.222	0.443	0.430	0.311
선급금	0.160	0.222	1.000	0.166	0.052	0.067
계획면적	0.773	0.443	0.166	1.000	0.127	0.365
생산재적	0.521	0.430	0.052	0.127	1.000	0.316
총사업일수	0.485	0.311	0.067	0.365	0.316	1.000

Heatmap
Table

	계약금액	계약보증금	선급금	계획면적	생산재적	총사업일수
계약금액	1.000	0.913	0.079	0.730	0.482	0.790
계약보증금	0.913	1.000	0.076	0.673	0.438	0.739
선급금	0.079	0.076	1.000	0.059	-0.018	0.055
계획면적	0.730	0.673	0.059	1.000	0.025	0.611
생산재적	0.482	0.438	-0.018	0.025	1.000	0.451
총사업일수	0.790	0.739	0.055	0.611	0.451	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

	사업번호	전자계약번호	계약금액	계약보증금	계약자명	사업시작일	사업종료일	계약체결방법	계약일	계획면적	생산재적	총사업일수
7288	평창2016D038	20160525771-00	87700000	13155000	봉평임업 대표 김중래	2016-05-16	2016-07-06	수의계약	2016-05-16	31.0	1013.24	52
4317	춘천2014D072	20140517690	18710000	2806500	푸른숲영림단 대표 김성길	2014-05-14	2014-05-28	수의계약	2014-05-14	12.8	0.0	15
4543	태백2015D082	20150819089-00	6368000	955200	장성삼림기업	2015-08-19	2015-08-26	수의계약	2015-08-18	13.0	0.0	8
547	정선2013D011	정선공사 2013-13-변경	48500000	7275000	임계기능인영림단 대표 홍순학	2013-02-25	2013-03-16	전자계약	2013-02-25	29.5	270.2	20
5033	홍천2015D102	20151008116-01	46750000	7012500	풍천기계화영림단 대표 엄성철	2015-10-07	2015-11-30	g2b 전자계약	2015-11-17	30.4	0.0	55
8548	영주2016D010	20160643683-00	103400000	15510000	국유림제7영림단	2016-06-23	2016-08-21	수의계약	2016-06-23	48.7	679.35	60
722	춘천2012D213	20121126033	23200000	3480000	한얼영림단 대표 김화	2012-11-20	2012-12-08	수의계약	2012-11-19	31.5	0.0	19
4582	무주2015D061	20151016797	40940000	6141000	임실국유림영림단	2015-10-12	2015-11-05	수의계약	2015-10-12	33.5	0.0	25
12581	인제2019D045	201906008A8-00	190500000	28575000	<NA>	2019-06-03	2019-09-09	수의계약,국유림영림단	2019-06-03	122.5	0.0	99
3747	무주2014S046	20140641289-00	57200000	8580000	반딧불기계화영림단	2014-06-27	2014-07-25	수의계약	2014-06-27	17.0	802.72	29

	사업번호	전자계약번호	계약금액	계약보증금	계약자명	사업시작일	사업종료일	계약체결방법	계약일	계획면적	생산재적	총사업일수
8443	충주2014C072	20141224941	11800000	1770000	산림조합중앙회 충북본부 류재철	2014-12-15	2014-12-20	G2B전자계약(수의)	2014-12-15	9.0	0.0	6
2976	영덕2013D066	20130313014-00	18500000	2775000	세다임업	2013-03-11	2013-03-26	수의	2013-03-07	18.0	0.0	16
10760	영덕2018C001	2018010A1EB-00	9400000	1410000	영덕2기계화영림단 강성일	2018-01-25	2018-02-08	수의계약	2018-01-23	5.6	0.0	15
7429	태백2017D040	20170606753-00	36240000	5436000	동산임업	2017-06-15	2017-07-09	수의계약	2017-06-15	32.0	0.0	25
6198	부여2017D034	2017060E3F0-00	255000000	38250000	하나기계화영림단장 이태호	2017-06-27	2017-08-27	수의계약	2017-06-27	224.6	0.0	62
9548	양산2015D003	20150214138-00	67223000	10050000	양산기계화영림단 대표 오주찬	2015-02-11	2015-03-11	수의계약	2015-02-10	10.0	903.89	29
700	양양2012D004	2.01E+12	46980000	4690000	탁주덕	2012-05-31	2012-06-22	전자계약	2012-05-29	22.2	296.7	23
3076	정선2014D094	정선공사-3	48050000	7207500	임계영림단 대표 홍순학	2014-01-18	2014-02-12	전자계약	2014-01-21	33.0	85.8	26
1439	춘천2015C092	20150925351	35360000	5304000	명산기계화임업영림단 대표 이명식	2015-09-16	2015-10-09	수의계약	2015-09-16	19.2	0.0	24
5260	영덕2015D012	20150121301-00	214360000	32154000	영덕3기계화영림단 박성호	2015-01-23	2015-05-08	수의계약	2015-01-22	101.0	1132.08	106

Most frequently occurring

	사업번호	전자계약번호	계약금액	계약보증금	계약자명	사업시작일	사업종료일	계약체결방법	계약일	계획면적	생산재적	총사업일수	# duplicates
23	평창2013D058	20130343911-02	81900000	8430000	진부임업 김영규	2013-03-25	2013-06-03	수의계약	2013-03-25	17.0	1504.23	71	3
0	단양2018D003	20180200421-01	94500000	14175000	삼봉기계화영림단	2018-02-01	2018-03-23	수의계약,국유림영림단	2018-02-01	42.0	922.13	51	2
1	무주2013D059	20131220090	78157000	14318000	무주기계화영림단	2013-11-14	2013-12-27	수의계약	2013-11-14	13.0	1004.05	44	2
2	무주2013D060	20131120112	77741000	14136000	임실기능인영림단	2013-11-14	2013-12-27	수의계약	2013-11-14	12.4	923.9	44	2
3	무주2014C005	20140343344	34900000	6980000	임실기능인영림단 대표 서인수	2014-03-24	2014-04-17	수의계약	2014-03-26	21.5	0.0	25	2
4	수원2012D005	12-Jan	26220000	5244000	양평7영림단(대표 조길현)	2012-01-11	2012-01-31	수의계약	2012-01-10	19.0	0.0	21	2
5	수원2012D043	20120227348-00	45500000	6825000	양평2영림단	2012-02-17	2012-03-16	전자공개 수의계약	2012-02-17	17.0	459.51	29	2
6	수원2012D044	20120443026-00	48300000	7245000	양평3영림단	2012-04-23	2012-05-26	전자공개 수의계약	2012-04-23	16.04	503.98	34	2
7	수원2012D067	20120628146-00	49900000	7485000	지귀현	2012-06-20	2012-07-26	전자계약	2012-06-20	54.9	0.0	37	2
8	수원2012D089	20120838508-00	38630000	5794500	지귀현	2012-08-31	2012-09-20	전자계약	2012-08-31	20.0	370.72	21	2

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Uppercase Letter

Most occurring scripts

Most frequent character per script

Hangul

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Lowercase Letter

Uppercase Letter

Decimal Number

Other Punctuation

Dash Punctuation

Math Symbol

Space Separator

Modifier Symbol

Most occurring scripts

Most frequent character per script

Hangul

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Compat Jamo

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Lowercase Letter

Space Separator

Open Punctuation

Close Punctuation

Other Punctuation

Dash Punctuation

Other Symbol

Uppercase Letter

Most occurring scripts

Most frequent character per script

Hangul

Common

Latin

Most occurring blocks

Most frequent character per block

Hangul

ASCII

Compat Jamo

None

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Lowercase Letter

Uppercase Letter

Other Punctuation

Open Punctuation

Space Separator

Close Punctuation

Dash Punctuation

Connector Punctuation

Most occurring scripts