gimi9 Pandas Profiling

Dataset statistics

Number of variables	14
Number of observations	2198
Missing cells	15701
Missing cells (%)	51.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	255.6 KiB
Average record size in memory	119.1 B

Variable types

Numeric	7
Text	7

Dataset

Description	인검증 환경신기술 활용 실적 목록 현황(2020-10-26 기준 / 기술명, 실적제출년도, 적용건수, 사용공정, 사용제품명 등)
Author	한국환경산업기술원
URL	https://www.data.go.kr/data/15071532/fileData.do

Alerts

`활용실적 순번` is highly overall correlated with `신청서ID` and 1 other fields	High correlation
`신청서ID` is highly overall correlated with `활용실적 순번` and 1 other fields	High correlation
`실적제출년도` is highly overall correlated with `활용실적 순번` and 1 other fields	High correlation
`2.신기술_총적용건수` is highly overall correlated with `총계약금액`	High correlation
`총계약금액` is highly overall correlated with `2.신기술_총적용건수`	High correlation
`제품 연매출액` is highly overall correlated with `홍보물 발행수량`	High correlation
`홍보물 발행수량` is highly overall correlated with `제품 연매출액`	High correlation
`2.신기술_총적용건수` has 39 (1.8%) missing values	Missing
`총계약금액` has 675 (30.7%) missing values	Missing
`활용실적 없는 사유` has 2029 (92.3%) missing values	Missing
`3.NET마크사용_시설` has 2150 (97.8%) missing values	Missing
`사용공정` has 2165 (98.5%) missing values	Missing
`사용제품명` has 2139 (97.3%) missing values	Missing
`제품 연매출액` has 1108 (50.4%) missing values	Missing
`홍보물종류` has 2096 (95.4%) missing values	Missing
`홍보물 발행수량` has 1390 (63.2%) missing values	Missing
`사용효과` has 1905 (86.7%) missing values	Missing
`총계약금액` is highly skewed (γ1 = 37.08149542)	Skewed
`활용실적 순번` has unique values	Unique
`2.신기술_총적용건수` has 256 (11.6%) zeros	Zeros
`총계약금액` has 273 (12.4%) zeros	Zeros
`제품 연매출액` has 1049 (47.7%) zeros	Zeros
`홍보물 발행수량` has 718 (32.7%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 12:59:45.247720
Analysis finished	2023-12-12 12:59:53.545046
Duration	8.3 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

활용실적 순번
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	2198
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2072.4181

Minimum	1
Maximum	3994
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	19.4 KiB

Quantile statistics

Minimum	1
5-th percentile	110.85
Q1	551.25
median	2229.5
Q3	3440.75
95-th percentile	3883.15
Maximum	3994
Range	3993
Interquartile range (IQR)	2889.5

Descriptive statistics

Standard deviation	1394.0053
Coefficient of variation (CV)	0.67264676
Kurtosis	-1.5928241
Mean	2072.4181
Median Absolute Deviation (MAD)	1358
Skewness	-0.1236387
Sum	4555175
Variance	1943250.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1466	1	< 0.1%
448	1	< 0.1%
442	1	< 0.1%
443	1	< 0.1%
444	1	< 0.1%
445	1	< 0.1%
446	1	< 0.1%
447	1	< 0.1%
449	1	< 0.1%
411	1	< 0.1%
Other values (2188)	2188	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
3994	1	< 0.1%
3993	1	< 0.1%
3992	1	< 0.1%
3991	1	< 0.1%
3990	1	< 0.1%
3989	1	< 0.1%
3988	1	< 0.1%
3987	1	< 0.1%
3986	1	< 0.1%
3985	1	< 0.1%

신청서ID
Real number (ℝ)

HIGH CORRELATION

Distinct	768
Distinct (%)	34.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5740.6442

Minimum	4
Maximum	15703
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	19.4 KiB

Quantile statistics

Minimum	4
5-th percentile	61
Q1	489.25
median	4161
Q3	11684
95-th percentile	15348.15
Maximum	15703
Range	15699
Interquartile range (IQR)	11194.75

Descriptive statistics

Standard deviation	5593.0522
Coefficient of variation (CV)	0.97428999
Kurtosis	-1.3320289
Mean	5740.6442
Median Absolute Deviation (MAD)	3930
Skewness	0.48211607
Sum	12617936
Variance	31282233
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9181	15	0.7%
14209	13	0.6%
12800	13	0.6%
9319	12	0.5%
11839	11	0.5%
12052	11	0.5%
7940	10	0.5%
14497	9	0.4%
11528	9	0.4%
4815	9	0.4%
Other values (758)	2086	94.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	4	0.2%
5	1	< 0.1%
7	1	< 0.1%
9	4	0.2%
11	1	< 0.1%
12	3	0.1%
13	5	0.2%
15	7	0.3%
18	2	0.1%
21	8	0.4%

Value	Count	Frequency (%)
15703	1	< 0.1%
15631	1	< 0.1%
15626	1	< 0.1%
15625	2	0.1%
15622	2	0.1%
15621	2	0.1%
15615	1	< 0.1%
15611	1	< 0.1%
15598	4	0.2%
15596	1	< 0.1%

기술명
Text

Distinct	756
Distinct (%)	34.5%
Missing	5
Missing (%)	0.2%
Memory size	17.3 KiB

Length

Max length	149
Median length	84
Mean length	46.951664
Min length	1

Characters and Unicode

Total characters	102965
Distinct characters	596
Distinct categories	11 ?
Distinct scripts	5 ?
Distinct blocks	8 ?

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

Unique

Unique	208 ?
Unique (%)	9.5%

Sample

1st row	오일순환 윤활방식으로 개량한 Direct Drive Cone Crusher를 이용한 순환잔골재의 품질향상 기술
2nd row	건식 집진커터와 알루미늄드럼 팩커를 이용한 맨홀철개 인상 보수공법
3rd row	연속반응식 인제거여과기(IPRTM-Process)를 이용한 하폐수 고도처리기술
4th row	더블캠 샤프트 피더스크린과 이중 원통형 이물질 분리장치를 이용한 건설폐기물 선별기술
5th row	부유 및 부착성장(EPS 여재) 미생물을 이용한 접촉안정형 영양염류 처리 하이브리드 공정

Value	Count	Frequency (%)
이용한	1359	6.4%
및	666	3.1%
기술	656	3.1%
생산기술	212	1.0%
콘크리트용	211	1.0%
순환골재	206	1.0%
비굴착	179	0.8%
순환	156	0.7%
이용하여	153	0.7%
장착된	144	0.7%
Other values (3213)	17285	81.4%

Most occurring characters

Value	Count	Frequency (%)
	19205	18.7%
기	3079	3.0%
이	2619	2.5%
용	2442	2.4%
한	2029	2.0%
수	1852	1.8%
술	1784	1.7%
를	1531	1.5%
리	1453	1.4%
하	1358	1.3%
Other values (586)	65613	63.7%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	74762	72.6%
Space Separator	19205	18.7%
Lowercase Letter	3457	3.4%
Uppercase Letter	3241	3.1%
Open Punctuation	629	0.6%
Close Punctuation	626	0.6%
Other Punctuation	575	0.6%
Dash Punctuation	242	0.2%
Decimal Number	198	0.2%
Letter Number	20	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
기	3079	4.1%
이	2619	3.5%
용	2442	3.3%
한	2029	2.7%
수	1852	2.5%
술	1784	2.4%
를	1531	2.0%
리	1453	1.9%
하	1358	1.8%
형	977	1.3%
Other values (508)	55638	74.4%

Lowercase Letter

Value	Count	Frequency (%)
e	503	14.6%
i	288	8.3%
r	283	8.2%
s	267	7.7%
t	236	6.8%
o	234	6.8%
n	232	6.7%
a	231	6.7%
l	230	6.7%
c	136	3.9%
Other values (17)	817	23.6%

Uppercase Letter

Value	Count	Frequency (%)
S	498	15.4%
R	315	9.7%
B	304	9.4%
P	290	8.9%
C	210	6.5%
M	197	6.1%
T	171	5.3%
A	161	5.0%
F	140	4.3%
E	133	4.1%
Other values (15)	822	25.4%

Other Punctuation

Value	Count	Frequency (%)
,	173	30.1%
·	161	28.0%
/	116	20.2%
.	78	13.6%
:	32	5.6%
;	11	1.9%
&	2	0.3%
#	2	0.3%

Decimal Number

Value	Count	Frequency (%)
2	112	56.6%
3	45	22.7%
4	17	8.6%
1	15	7.6%
8	4	2.0%
0	4	2.0%
5	1	0.5%

Other Symbol

Value	Count	Frequency (%)
®	7	70.0%
ⓡ	2	20.0%
ⓢ	1	10.0%

Open Punctuation

Value	Count	Frequency (%)
(	628	99.8%
[	1	0.2%

Close Punctuation

Value	Count	Frequency (%)
)	625	99.8%
]	1	0.2%

Letter Number

Value	Count	Frequency (%)
Ⅱ	16	80.0%
Ⅰ	4	20.0%

Space Separator

Value	Count	Frequency (%)
	19205	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	242	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	74739	72.6%
Common	21485	20.9%
Latin	6713	6.5%
Han	23	< 0.1%
Greek	5	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
기	3079	4.1%
이	2619	3.5%
용	2442	3.3%
한	2029	2.7%
수	1852	2.5%
술	1784	2.4%
를	1531	2.0%
리	1453	1.9%
하	1358	1.8%
형	977	1.3%
Other values (501)	55615	74.4%

Latin

Value	Count	Frequency (%)
e	503	7.5%
S	498	7.4%
R	315	4.7%
B	304	4.5%
P	290	4.3%
i	288	4.3%
r	283	4.2%
s	267	4.0%
t	236	3.5%
o	234	3.5%
Other values (43)	3495	52.1%

Common

Value	Count	Frequency (%)
	19205	89.4%
(	628	2.9%
)	625	2.9%
-	242	1.1%
,	173	0.8%
·	161	0.7%
/	116	0.5%
2	112	0.5%
.	78	0.4%
3	45	0.2%
Other values (14)	100	0.5%

Han

Value	Count	Frequency (%)
層	5	21.7%
流	5	21.7%
動	5	21.7%
不	3	13.0%
用	3	13.0%
渦	1	4.3%
流	1	4.3%

Greek

Value	Count	Frequency (%)
γ	5	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	74720	72.6%
ASCII	28003	27.2%
None	177	0.2%
Number Forms	20	< 0.1%
Compat Jamo	19	< 0.1%
CJK	18	< 0.1%
CJK Compat Ideographs	5	< 0.1%
Enclosed Alphanum	3	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	19205	68.6%
(	628	2.2%
)	625	2.2%
e	503	1.8%
S	498	1.8%
R	315	1.1%
B	304	1.1%
P	290	1.0%
i	288	1.0%
r	283	1.0%
Other values (59)	5064	18.1%

Hangul

Value	Count	Frequency (%)
기	3079	4.1%
이	2619	3.5%
용	2442	3.3%
한	2029	2.7%
수	1852	2.5%
술	1784	2.4%
를	1531	2.0%
리	1453	1.9%
하	1358	1.8%
형	977	1.3%
Other values (500)	55596	74.4%

None

Value	Count	Frequency (%)
·	161	91.0%
®	7	4.0%
γ	5	2.8%
ｏ	2	1.1%
ｎ	2	1.1%

Compat Jamo

Value	Count	Frequency (%)
ㆍ	19	100.0%

Number Forms

Value	Count	Frequency (%)
Ⅱ	16	80.0%
Ⅰ	4	20.0%

CJK

Value	Count	Frequency (%)
層	5	27.8%
動	5	27.8%
不	3	16.7%
用	3	16.7%
渦	1	5.6%
流	1	5.6%

CJK Compat Ideographs

Value	Count	Frequency (%)
流	5	100.0%

Enclosed Alphanum

Value	Count	Frequency (%)
ⓡ	2	66.7%
ⓢ	1	33.3%

실적제출년도
Real number (ℝ)

HIGH CORRELATION

Distinct	22
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2012.3289

Minimum	1999
Maximum	2020
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	19.4 KiB

Quantile statistics

Minimum	1999
5-th percentile	2003
Q1	2009
median	2013
Q3	2016
95-th percentile	2020
Maximum	2020
Range	21
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	4.973264
Coefficient of variation (CV)	0.0024713971
Kurtosis	-0.77983089
Mean	2012.3289
Median Absolute Deviation (MAD)	4
Skewness	-0.38639464
Sum	4423099
Variance	24.733354
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
2016	214	9.7%
2017	191	8.7%
2010	177	8.1%
2015	151	6.9%
2018	149	6.8%
2012	128	5.8%
2014	124	5.6%
2013	119	5.4%
2020	117	5.3%
2011	115	5.2%
Other values (12)	713	32.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1999	2	0.1%
2000	8	0.4%
2001	21	1.0%
2002	41	1.9%
2003	43	2.0%
2004	49	2.2%
2005	77	3.5%
2006	95	4.3%
2007	92	4.2%
2008	103	4.7%

Value	Count	Frequency (%)
2020	117	5.3%
2019	80	3.6%
2018	149	6.8%
2017	191	8.7%
2016	214	9.7%
2015	151	6.9%
2014	124	5.6%
2013	119	5.4%
2012	128	5.8%
2011	115	5.2%

2.신기술_총적용건수
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	148
Distinct (%)	6.9%
Missing	39
Missing (%)	1.8%
Infinite	0
Infinite (%)	0.0%
Mean	16.003705

Minimum	0
Maximum	1210
Zeros	256
Zeros (%)	11.6%
Negative	0
Negative (%)	0.0%
Memory size	19.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	4
Q3	13
95-th percentile	70
Maximum	1210
Range	1210
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	44.383648
Coefficient of variation (CV)	2.7733357
Kurtosis	270.66123
Mean	16.003705
Median Absolute Deviation (MAD)	3
Skewness	12.491081
Sum	34552
Variance	1969.9082
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	375	17.1%
0	256	11.6%
2	208	9.5%
3	146	6.6%
4	126	5.7%
5	111	5.1%
6	93	4.2%
7	61	2.8%
8	58	2.6%
9	50	2.3%
Other values (138)	675	30.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	256	11.6%
1	375	17.1%
2	208	9.5%
3	146	6.6%
4	126	5.7%
5	111	5.1%
6	93	4.2%
7	61	2.8%
8	58	2.6%
9	50	2.3%

Value	Count	Frequency (%)
1210	1	< 0.1%
643	1	< 0.1%
413	1	< 0.1%
318	1	< 0.1%
306	1	< 0.1%
295	1	< 0.1%
291	1	< 0.1%
285	1	< 0.1%
258	1	< 0.1%
254	1	< 0.1%

총계약금액
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1228
Distinct (%)	80.6%
Missing	675
Missing (%)	30.7%
Infinite	0
Infinite (%)	0.0%
Mean	3739358.3

Minimum	0
Maximum	1.111 × 10⁹
Zeros	273
Zeros (%)	12.4%
Negative	0
Negative (%)	0.0%
Memory size	19.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	162879
median	1257754
Q3	3538257.5
95-th percentile	11981497
Maximum	1.111 × 10⁹
Range	1.111 × 10⁹
Interquartile range (IQR)	3375378.5

Descriptive statistics

Standard deviation	28886371
Coefficient of variation (CV)	7.7249539
Kurtosis	1421.092
Mean	3739358.3
Median Absolute Deviation (MAD)	1257754
Skewness	37.081495
Sum	5.6950427 × 10⁹
Variance	8.344224 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	273	12.4%
1830311	4	0.2%
2665689	2	0.1%
1500278	2	0.1%
4124708	2	0.1%
220000	2	0.1%
1230539	2	0.1%
1420000	2	0.1%
1800	2	0.1%
1754500	2	0.1%
Other values (1218)	1230	56.0%
(Missing)	675	30.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	273	12.4%
1	1	< 0.1%
1800	2	0.1%
3300	1	< 0.1%
3924	1	< 0.1%
5016	1	< 0.1%
5681	1	< 0.1%
6800	1	< 0.1%
8000	1	< 0.1%
8830	1	< 0.1%

Value	Count	Frequency (%)
1111000000	1	< 0.1%
78553000	1	< 0.1%
56870000	1	< 0.1%
41072157	1	< 0.1%
40904540	1	< 0.1%
35471971	1	< 0.1%
34187000	1	< 0.1%
33767338	1	< 0.1%
30787494	1	< 0.1%
30000000	1	< 0.1%

활용실적 없는 사유
Text

MISSING

Distinct	147
Distinct (%)	87.0%
Missing	2029
Missing (%)	92.3%
Memory size	17.3 KiB

Length

Max length	232
Median length	93
Mean length	32.017751
Min length	1

Characters and Unicode

Total characters	5411
Distinct characters	344
Distinct categories	9 ?
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	133 ?
Unique (%)	78.7%

Sample

1st row	홍보인력부족과 운영자금의 부족으로 실적발생 안됨
2nd row	수주사업 없음
3rd row	신기술 적용을 위한 사업화 준비 단계 중에 있음.
4th row	계약 실적이 없음
5th row	해당 기술 관련하여 처리 공법이 선정(1건)되었으나, 공사 계약 관련해서 2016년에 진행될 예정으로, 당해년도 활용실적이 없음

Value	Count	Frequency (%)
없음	36	2.8%
신기술	24	1.9%
계약	15	1.2%
및	13	1.0%
사업	10	0.8%
중	10	0.8%
사업화	10	0.8%
실적없음	9	0.7%
관련	9	0.7%
있음	9	0.7%
Other values (782)	1123	88.6%

Most occurring characters

Value	Count	Frequency (%)
	1126	20.8%
기	126	2.3%
사	99	1.8%
적	92	1.7%
술	88	1.6%
이	82	1.5%
음	80	1.5%
업	80	1.5%
에	80	1.5%
하	78	1.4%
Other values (334)	3480	64.3%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	3959	73.2%
Space Separator	1126	20.8%
Decimal Number	168	3.1%
Other Punctuation	109	2.0%
Uppercase Letter	15	0.3%
Close Punctuation	11	0.2%
Open Punctuation	11	0.2%
Dash Punctuation	7	0.1%
Lowercase Letter	5	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
기	126	3.2%
사	99	2.5%
적	92	2.3%
술	88	2.2%
이	82	2.1%
음	80	2.0%
업	80	2.0%
에	80	2.0%
하	78	2.0%
용	72	1.8%
Other values (300)	3082	77.8%

Decimal Number

Value	Count	Frequency (%)
1	49	29.2%
2	47	28.0%
0	36	21.4%
6	9	5.4%
5	9	5.4%
3	7	4.2%
4	4	2.4%
7	4	2.4%
9	2	1.2%
8	1	0.6%

Uppercase Letter

Value	Count	Frequency (%)
O	2	13.3%
U	2	13.3%
P	2	13.3%
B	2	13.3%
M	2	13.3%
C	1	6.7%
F	1	6.7%
K	1	6.7%
S	1	6.7%
L	1	6.7%

Other Punctuation

Value	Count	Frequency (%)
.	66	60.6%
,	31	28.4%
"	8	7.3%
:	2	1.8%
'	1	0.9%
/	1	0.9%

Lowercase Letter

Value	Count	Frequency (%)
f	2	40.0%
s	1	20.0%
u	1	20.0%
l	1	20.0%

Space Separator

Value	Count	Frequency (%)
	1126	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	11	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	11	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	7	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	3959	73.2%
Common	1432	26.5%
Latin	20	0.4%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
기	126	3.2%
사	99	2.5%
적	92	2.3%
술	88	2.2%
이	82	2.1%
음	80	2.0%
업	80	2.0%
에	80	2.0%
하	78	2.0%
용	72	1.8%
Other values (300)	3082	77.8%

Common

Value	Count	Frequency (%)
	1126	78.6%
.	66	4.6%
1	49	3.4%
2	47	3.3%
0	36	2.5%
,	31	2.2%
)	11	0.8%
(	11	0.8%
6	9	0.6%
5	9	0.6%
Other values (10)	37	2.6%

Latin

Value	Count	Frequency (%)
O	2	10.0%
U	2	10.0%
P	2	10.0%
B	2	10.0%
f	2	10.0%
M	2	10.0%
C	1	5.0%
s	1	5.0%
u	1	5.0%
l	1	5.0%
Other values (4)	4	20.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	3959	73.2%
ASCII	1452	26.8%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	1126	77.5%
.	66	4.5%
1	49	3.4%
2	47	3.2%
0	36	2.5%
,	31	2.1%
)	11	0.8%
(	11	0.8%
6	9	0.6%
5	9	0.6%
Other values (24)	57	3.9%

Hangul

Value	Count	Frequency (%)
기	126	3.2%
사	99	2.5%
적	92	2.3%
술	88	2.2%
이	82	2.1%
음	80	2.0%
업	80	2.0%
에	80	2.0%
하	78	2.0%
용	72	1.8%
Other values (300)	3082	77.8%

3.NET마크사용_시설
Text

MISSING

Distinct	41
Distinct (%)	85.4%
Missing	2150
Missing (%)	97.8%
Memory size	17.3 KiB

Length

Max length	41
Median length	19
Mean length	12.083333
Min length	1

Characters and Unicode

Total characters	580
Distinct characters	182
Distinct categories	9 ?
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	35 ?
Unique (%)	72.9%

Sample

1st row	제품(토양개량제) 포장지에 인쇄
2nd row	수위 대응형 생태둠벙 시스템
3rd row	건설폐기물재활용플랜트
4th row	건설폐기물 중간처리시설
5th row	과천시 환경사업소 유기성슬러지 에너지화 설비

Value	Count	Frequency (%)
등	4	3.7%
동부이엔티(주	3	2.8%
1개소	3	2.8%
건설폐기물재활용플랜트	3	2.8%
0	3	2.8%
인쇄	3	2.8%
제1공장	2	1.8%
시스템	2	1.8%
공장	2	1.8%
지열	2	1.8%
Other values (72)	82	75.2%

Most occurring characters

Value	Count	Frequency (%)
	64	11.0%
설	18	3.1%
시	15	2.6%
장	14	2.4%
지	12	2.1%
기	11	1.9%
(	11	1.9%
)	11	1.9%
공	10	1.7%
제	10	1.7%
Other values (172)	404	69.7%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	428	73.8%
Space Separator	64	11.0%
Lowercase Letter	40	6.9%
Decimal Number	13	2.2%
Open Punctuation	11	1.9%
Close Punctuation	11	1.9%
Other Punctuation	5	0.9%
Math Symbol	4	0.7%
Uppercase Letter	4	0.7%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
설	18	4.2%
시	15	3.5%
장	14	3.3%
지	12	2.8%
기	11	2.6%
공	10	2.3%
제	10	2.3%
개	9	2.1%
스	9	2.1%
소	9	2.1%
Other values (137)	311	72.7%

Lowercase Letter

Value	Count	Frequency (%)
t	6	15.0%
c	4	10.0%
i	4	10.0%
o	4	10.0%
e	3	7.5%
l	3	7.5%
p	3	7.5%
r	3	7.5%
s	2	5.0%
n	2	5.0%
Other values (5)	6	15.0%

Decimal Number

Value	Count	Frequency (%)
1	6	46.2%
0	3	23.1%
3	1	7.7%
5	1	7.7%
9	1	7.7%
2	1	7.7%

Other Punctuation

Value	Count	Frequency (%)
.	1	20.0%
/	1	20.0%
;	1	20.0%
&	1	20.0%
,	1	20.0%

Uppercase Letter

Value	Count	Frequency (%)
P	1	25.0%
K	1	25.0%
B	1	25.0%
S	1	25.0%

Math Symbol

Value	Count	Frequency (%)
<	2	50.0%
>	2	50.0%

Space Separator

Value	Count	Frequency (%)
	64	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	11	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	11	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	428	73.8%
Common	108	18.6%
Latin	44	7.6%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
설	18	4.2%
시	15	3.5%
장	14	3.3%
지	12	2.8%
기	11	2.6%
공	10	2.3%
제	10	2.3%
개	9	2.1%
스	9	2.1%
소	9	2.1%
Other values (137)	311	72.7%

Latin

Value	Count	Frequency (%)
t	6	13.6%
c	4	9.1%
i	4	9.1%
o	4	9.1%
e	3	6.8%
l	3	6.8%
p	3	6.8%
r	3	6.8%
s	2	4.5%
n	2	4.5%
Other values (9)	10	22.7%

Common

Value	Count	Frequency (%)
	64	59.3%
(	11	10.2%
)	11	10.2%
1	6	5.6%
0	3	2.8%
<	2	1.9%
>	2	1.9%
3	1	0.9%
.	1	0.9%
5	1	0.9%
Other values (6)	6	5.6%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	428	73.8%
ASCII	152	26.2%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	64	42.1%
(	11	7.2%
)	11	7.2%
1	6	3.9%
t	6	3.9%
c	4	2.6%
i	4	2.6%
o	4	2.6%
e	3	2.0%
l	3	2.0%
Other values (25)	36	23.7%

Hangul

Value	Count	Frequency (%)
설	18	4.2%
시	15	3.5%
장	14	3.3%
지	12	2.8%
기	11	2.6%
공	10	2.3%
제	10	2.3%
개	9	2.1%
스	9	2.1%
소	9	2.1%
Other values (137)	311	72.7%

사용공정
Text

MISSING

Distinct	29
Distinct (%)	87.9%
Missing	2165
Missing (%)	98.5%
Memory size	17.3 KiB

Length

Max length	58
Median length	17
Mean length	11.939394
Min length	1

Characters and Unicode

Total characters	394
Distinct characters	127
Distinct categories	8 ?
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	26 ?
Unique (%)	78.8%

Sample

1st row	생태복원
2nd row	건설폐기물재활용플랜트공정설비
3rd row	이물질제거 중간처리설비
4th row	진공유중건조공정
5th row	0

Value	Count	Frequency (%)
0	3	3.8%
공정	3	3.8%
건설폐기물재활용플랜트공정설비	2	2.5%
오염방지	2	2.5%
지중열교환기	2	2.5%
등	2	2.5%
분리시설	2	2.5%
팜플렛	2	2.5%
중간처리	2	2.5%
중1개소	2	2.5%
Other values (57)	58	72.5%

Most occurring characters

Value	Count	Frequency (%)
	49	12.4%
설	12	3.0%
기	11	2.8%
리	11	2.8%
지	10	2.5%
중	10	2.5%
공	10	2.5%
물	10	2.5%
수	7	1.8%
하	7	1.8%
Other values (117)	257	65.2%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	314	79.7%
Space Separator	49	12.4%
Decimal Number	11	2.8%
Uppercase Letter	10	2.5%
Other Punctuation	5	1.3%
Dash Punctuation	3	0.8%
Open Punctuation	1	0.3%
Close Punctuation	1	0.3%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
설	12	3.8%
기	11	3.5%
리	11	3.5%
지	10	3.2%
중	10	3.2%
공	10	3.2%
물	10	3.2%
수	7	2.2%
하	7	2.2%
플	7	2.2%
Other values (102)	219	69.7%

Uppercase Letter

Value	Count	Frequency (%)
E	3	30.0%
C	2	20.0%
P	2	20.0%
T	1	10.0%
F	1	10.0%
R	1	10.0%

Decimal Number

Value	Count	Frequency (%)
0	5	45.5%
1	5	45.5%
2	1	9.1%

Other Punctuation

Value	Count	Frequency (%)
,	4	80.0%
.	1	20.0%

Space Separator

Value	Count	Frequency (%)
	49	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	3	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	1	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	314	79.7%
Common	70	17.8%
Latin	10	2.5%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
설	12	3.8%
기	11	3.5%
리	11	3.5%
지	10	3.2%
중	10	3.2%
공	10	3.2%
물	10	3.2%
수	7	2.2%
하	7	2.2%
플	7	2.2%
Other values (102)	219	69.7%

Common

Value	Count	Frequency (%)
	49	70.0%
0	5	7.1%
1	5	7.1%
,	4	5.7%
-	3	4.3%
(	1	1.4%
2	1	1.4%
.	1	1.4%
)	1	1.4%

Latin

Value	Count	Frequency (%)
E	3	30.0%
C	2	20.0%
P	2	20.0%
T	1	10.0%
F	1	10.0%
R	1	10.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	314	79.7%
ASCII	80	20.3%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	49	61.3%
0	5	6.2%
1	5	6.2%
,	4	5.0%
-	3	3.8%
E	3	3.8%
C	2	2.5%
P	2	2.5%
(	1	1.2%
2	1	1.2%
Other values (5)	5	6.2%

Hangul

Value	Count	Frequency (%)
설	12	3.8%
기	11	3.5%
리	11	3.5%
지	10	3.2%
중	10	3.2%
공	10	3.2%
물	10	3.2%
수	7	2.2%
하	7	2.2%
플	7	2.2%
Other values (102)	219	69.7%

사용제품명
Text

MISSING

Distinct	41
Distinct (%)	69.5%
Missing	2139
Missing (%)	97.3%
Memory size	17.3 KiB

Length

Max length	45
Median length	27
Mean length	10.694915
Min length	1

Characters and Unicode

Total characters	631
Distinct characters	202
Distinct categories	9 ?
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	30 ?
Unique (%)	50.8%

Sample

1st row	토양개량제(바이오그로)
2nd row	생태둠벙시스템
3rd row	맨틀과 콘케이브 표면의 사선형 요철과 익센트릭의 기울기를 조절한 고속회전 콘크라셔
4th row	조류제거제
5th row	초미세먼지채취기

Value	Count	Frequency (%)
조류제거제	5	4.1%
순환골재	4	3.3%
콘크라셔	4	3.3%
측정기	3	2.4%
수지파형강관	3	2.4%
모듈	3	2.4%
센서	3	2.4%
지열시스템	3	2.4%
토양개량제(바이오그로	3	2.4%
그린네트	3	2.4%
Other values (71)	89	72.4%

Most occurring characters

Value	Count	Frequency (%)
	65	10.3%
트	15	2.4%
기	13	2.1%
제	13	2.1%
스	12	1.9%
지	11	1.7%
이	10	1.6%
형	10	1.6%
조	9	1.4%
수	9	1.4%
Other values (192)	464	73.5%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	462	73.2%
Space Separator	65	10.3%
Uppercase Letter	40	6.3%
Lowercase Letter	22	3.5%
Decimal Number	14	2.2%
Other Punctuation	11	1.7%
Open Punctuation	6	1.0%
Close Punctuation	6	1.0%
Dash Punctuation	5	0.8%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
트	15	3.2%
기	13	2.8%
제	13	2.8%
스	12	2.6%
지	11	2.4%
이	10	2.2%
형	10	2.2%
조	9	1.9%
수	9	1.9%
콘	7	1.5%
Other values (149)	353	76.4%

Uppercase Letter

Value	Count	Frequency (%)
C	5	12.5%
R	5	12.5%
A	4	10.0%
P	4	10.0%
F	3	7.5%
O	3	7.5%
E	3	7.5%
S	2	5.0%
T	2	5.0%
H	1	2.5%
Other values (8)	8	20.0%

Lowercase Letter

Value	Count	Frequency (%)
t	3	13.6%
a	3	13.6%
s	2	9.1%
u	2	9.1%
e	2	9.1%
h	1	4.5%
c	1	4.5%
r	1	4.5%
i	1	4.5%
g	1	4.5%
Other values (5)	5	22.7%

Other Punctuation

Value	Count	Frequency (%)
,	8	72.7%
.	2	18.2%
&	1	9.1%

Decimal Number

Value	Count	Frequency (%)
0	7	50.0%
2	4	28.6%
1	3	21.4%

Space Separator

Value	Count	Frequency (%)
	65	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	6	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	6	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	5	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	462	73.2%
Common	107	17.0%
Latin	62	9.8%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
트	15	3.2%
기	13	2.8%
제	13	2.8%
스	12	2.6%
지	11	2.4%
이	10	2.2%
형	10	2.2%
조	9	1.9%
수	9	1.9%
콘	7	1.5%
Other values (149)	353	76.4%

Latin

Value	Count	Frequency (%)
C	5	8.1%
R	5	8.1%
A	4	6.5%
P	4	6.5%
F	3	4.8%
t	3	4.8%
O	3	4.8%
a	3	4.8%
E	3	4.8%
s	2	3.2%
Other values (23)	27	43.5%

Common

Value	Count	Frequency (%)
	65	60.7%
,	8	7.5%
0	7	6.5%
(	6	5.6%
)	6	5.6%
-	5	4.7%
2	4	3.7%
1	3	2.8%
.	2	1.9%
&	1	0.9%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	462	73.2%
ASCII	169	26.8%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	65	38.5%
,	8	4.7%
0	7	4.1%
(	6	3.6%
)	6	3.6%
C	5	3.0%
R	5	3.0%
-	5	3.0%
2	4	2.4%
A	4	2.4%
Other values (33)	54	32.0%

Hangul

Value	Count	Frequency (%)
트	15	3.2%
기	13	2.8%
제	13	2.8%
스	12	2.6%
지	11	2.4%
이	10	2.2%
형	10	2.2%
조	9	1.9%
수	9	1.9%
콘	7	1.5%
Other values (149)	353	76.4%

제품 연매출액
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	40
Distinct (%)	3.7%
Missing	1108
Missing (%)	50.4%
Infinite	0
Infinite (%)	0.0%
Mean	132109.38

Minimum	0
Maximum	25000000
Zeros	1049
Zeros (%)	47.7%
Negative	0
Negative (%)	0.0%
Memory size	19.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	25000000
Range	25000000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1219799.7
Coefficient of variation (CV)	9.2332558
Kurtosis	219.89184
Mean	132109.38
Median Absolute Deviation (MAD)	0
Skewness	13.551954
Sum	1.4399923 × 10⁸
Variance	1.4879114 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
0	1049	47.7%
10000000	2	0.1%
10000	2	0.1%
649667	1	< 0.1%
370805	1	< 0.1%
275177	1	< 0.1%
4500000	1	< 0.1%
1355318	1	< 0.1%
17689000	1	< 0.1%
100000	1	< 0.1%
Other values (30)	30	1.4%
(Missing)	1108	50.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1049	47.7%
240	1	< 0.1%
1800	1	< 0.1%
10000	2	0.1%
44788	1	< 0.1%
100000	1	< 0.1%
171436	1	< 0.1%
243029	1	< 0.1%
275177	1	< 0.1%
281380	1	< 0.1%

Value	Count	Frequency (%)
25000000	1	< 0.1%
17689000	1	< 0.1%
11500000	1	< 0.1%
10404000	1	< 0.1%
10000000	2	0.1%
8900000	1	< 0.1%
7200000	1	< 0.1%
4596000	1	< 0.1%
4500000	1	< 0.1%
4343091	1	< 0.1%

홍보물종류
Text

MISSING

Distinct	58
Distinct (%)	56.9%
Missing	2096
Missing (%)	95.4%
Memory size	17.3 KiB

Length

Max length	64
Median length	26
Mean length	7.9117647
Min length	1

Characters and Unicode

Total characters	807
Distinct characters	126
Distinct categories	7 ?
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	45 ?
Unique (%)	44.1%

Sample

1st row	카달로그 발송
2nd row	제품 포장지
3rd row	카다로그 발송
4th row	카다록 및 기술설명자료
5th row	국내 및 외국어 제품카달로그, 해외 온라인마켓시장, 명함, 우편봉투, 정기 간행물, 인보이스, 견적서, 각종 홍보물

Value	Count	Frequency (%)
카다로그	29	15.4%
카달로그	11	5.9%
카탈로그	11	5.9%
및	8	4.3%
제품	5	2.7%
포장지	5	2.7%
브로셔	4	2.1%
기술자료집	4	2.1%
견적서	4	2.1%
발송	4	2.1%
Other values (72)	103	54.8%

Most occurring characters

Value	Count	Frequency (%)
	88	10.9%
로	64	7.9%
카	60	7.4%
그	57	7.1%
,	38	4.7%
다	32	4.0%
서	20	2.5%
기	20	2.5%
술	17	2.1%
자	17	2.1%
Other values (116)	394	48.8%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	653	80.9%
Space Separator	88	10.9%
Other Punctuation	39	4.8%
Decimal Number	16	2.0%
Uppercase Letter	7	0.9%
Close Punctuation	2	0.2%
Open Punctuation	2	0.2%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
로	64	9.8%
카	60	9.2%
그	57	8.7%
다	32	4.9%
서	20	3.1%
기	20	3.1%
술	17	2.6%
자	17	2.6%
달	14	2.1%
료	14	2.1%
Other values (100)	338	51.8%

Uppercase Letter

Value	Count	Frequency (%)
P	2	28.6%
C	1	14.3%
D	1	14.3%
I	1	14.3%
E	1	14.3%
T	1	14.3%

Decimal Number

Value	Count	Frequency (%)
0	6	37.5%
1	5	31.2%
7	2	12.5%
2	2	12.5%
3	1	6.2%

Other Punctuation

Value	Count	Frequency (%)
,	38	97.4%
&	1	2.6%

Space Separator

Value	Count	Frequency (%)
	88	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	2	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	653	80.9%
Common	147	18.2%
Latin	7	0.9%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
로	64	9.8%
카	60	9.2%
그	57	8.7%
다	32	4.9%
서	20	3.1%
기	20	3.1%
술	17	2.6%
자	17	2.6%
달	14	2.1%
료	14	2.1%
Other values (100)	338	51.8%

Common

Value	Count	Frequency (%)
	88	59.9%
,	38	25.9%
0	6	4.1%
1	5	3.4%
)	2	1.4%
(	2	1.4%
7	2	1.4%
2	2	1.4%
&	1	0.7%
3	1	0.7%

Latin

Value	Count	Frequency (%)
P	2	28.6%
C	1	14.3%
D	1	14.3%
I	1	14.3%
E	1	14.3%
T	1	14.3%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	653	80.9%
ASCII	154	19.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	88	57.1%
,	38	24.7%
0	6	3.9%
1	5	3.2%
)	2	1.3%
(	2	1.3%
P	2	1.3%
7	2	1.3%
2	2	1.3%
C	1	0.6%
Other values (6)	6	3.9%

Hangul

Value	Count	Frequency (%)
로	64	9.8%
카	60	9.2%
그	57	8.7%
다	32	4.9%
서	20	3.1%
기	20	3.1%
술	17	2.6%
자	17	2.6%
달	14	2.1%
료	14	2.1%
Other values (100)	338	51.8%

홍보물 발행수량
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	27
Distinct (%)	3.3%
Missing	1390
Missing (%)	63.2%
Infinite	0
Infinite (%)	0.0%
Mean	646.9505

Minimum	0
Maximum	114837
Zeros	718
Zeros (%)	32.7%
Negative	0
Negative (%)	0.0%
Memory size	19.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1000
Maximum	114837
Range	114837
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	6103.2695
Coefficient of variation (CV)	9.433905
Kurtosis	254.73622
Mean	646.9505
Median Absolute Deviation (MAD)	0
Skewness	15.252037
Sum	522736
Variance	37249899
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	718	32.7%
1000	15	0.7%
500	13	0.6%
2000	8	0.4%
300	6	0.3%
20000	5	0.2%
1	5	0.2%
4000	4	0.2%
100	4	0.2%
200	4	0.2%
Other values (17)	26	1.2%
(Missing)	1390	63.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	718	32.7%
1	5	0.2%
3	1	< 0.1%
4	1	< 0.1%
10	1	< 0.1%
15	1	< 0.1%
50	1	< 0.1%
52	1	< 0.1%
100	4	0.2%
200	4	0.2%

Value	Count	Frequency (%)
114837	1	< 0.1%
100000	1	< 0.1%
66000	1	< 0.1%
20000	5	0.2%
15000	1	< 0.1%
10000	3	0.1%
7200	2	0.1%
5000	4	0.2%
4000	4	0.2%
3000	1	< 0.1%

사용효과
Text

MISSING

Distinct	87
Distinct (%)	29.7%
Missing	1905
Missing (%)	86.7%
Memory size	17.3 KiB

Length

Max length	692
Median length	393
Mean length	27.617747
Min length	1

Characters and Unicode

Total characters	8092
Distinct characters	405
Distinct categories	11 ?
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	67 ?
Unique (%)	22.9%

Sample

1st row	신기술 협약 및 시설, 공정에의 적용 증대 효과.
2nd row	실적 없음
3rd row	실적없음
4th row	제품 품질에 대한 인지도 향상
5th row	실적없음

Value	Count	Frequency (%)
없음	152	7.7%
및	57	2.9%
실적없음	53	2.7%
실적	37	1.9%
기술	25	1.3%
대한	24	1.2%
수	17	0.9%
등	16	0.8%
홍보	15	0.8%
국내	15	0.8%
Other values (849)	1570	79.3%

Most occurring characters

Value	Count	Frequency (%)
	1710	21.1%
음	221	2.7%
기	220	2.7%
없	211	2.6%
적	157	1.9%
술	142	1.8%
수	119	1.5%
의	112	1.4%
에	104	1.3%
실	102	1.3%
Other values (395)	4994	61.7%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	5956	73.6%
Space Separator	1710	21.1%
Other Punctuation	237	2.9%
Uppercase Letter	61	0.8%
Decimal Number	57	0.7%
Lowercase Letter	23	0.3%
Close Punctuation	21	0.3%
Dash Punctuation	11	0.1%
Open Punctuation	10	0.1%
Control	4	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
음	221	3.7%
기	220	3.7%
없	211	3.5%
적	157	2.6%
술	142	2.4%
수	119	2.0%
의	112	1.9%
에	104	1.7%
실	102	1.7%
하	92	1.5%
Other values (354)	4476	75.2%

Uppercase Letter

Value	Count	Frequency (%)
E	17	27.9%
T	15	24.6%
N	13	21.3%
C	4	6.6%
P	2	3.3%
W	2	3.3%
K	2	3.3%
S	1	1.6%
B	1	1.6%
O	1	1.6%
Other values (3)	3	4.9%

Other Punctuation

Value	Count	Frequency (%)
.	87	36.7%
,	81	34.2%
*	32	13.5%
"	20	8.4%
'	4	1.7%
%	3	1.3%
&	3	1.3%
;	3	1.3%
/	2	0.8%
※	2	0.8%

Decimal Number

Value	Count	Frequency (%)
2	15	26.3%
1	15	26.3%
3	10	17.5%
0	8	14.0%
4	6	10.5%
5	3	5.3%

Lowercase Letter

Value	Count	Frequency (%)
e	5	21.7%
t	5	21.7%
a	4	17.4%
r	4	17.4%
g	3	13.0%
o	2	8.7%

Space Separator

Value	Count	Frequency (%)
	1710	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	21	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	11	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	10	100.0%

Control

Value	Count	Frequency (%)
	4	100.0%

Math Symbol

Value	Count	Frequency (%)
~	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	5956	73.6%
Common	2052	25.4%
Latin	84	1.0%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
음	221	3.7%
기	220	3.7%
없	211	3.5%
적	157	2.6%
술	142	2.4%
수	119	2.0%
의	112	1.9%
에	104	1.7%
실	102	1.7%
하	92	1.5%
Other values (354)	4476	75.2%

Common

Value	Count	Frequency (%)
	1710	83.3%
.	87	4.2%
,	81	3.9%
*	32	1.6%
)	21	1.0%
"	20	1.0%
2	15	0.7%
1	15	0.7%
-	11	0.5%
3	10	0.5%
Other values (12)	50	2.4%

Latin

Value	Count	Frequency (%)
E	17	20.2%
T	15	17.9%
N	13	15.5%
e	5	6.0%
t	5	6.0%
a	4	4.8%
r	4	4.8%
C	4	4.8%
g	3	3.6%
P	2	2.4%
Other values (9)	12	14.3%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	5936	73.4%
ASCII	2134	26.4%
Compat Jamo	20	0.2%
Punctuation	2	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	1710	80.1%
.	87	4.1%
,	81	3.8%
*	32	1.5%
)	21	1.0%
"	20	0.9%
E	17	0.8%
2	15	0.7%
1	15	0.7%
T	15	0.7%
Other values (30)	121	5.7%

Hangul

Value	Count	Frequency (%)
음	221	3.7%
기	220	3.7%
없	211	3.6%
적	157	2.6%
술	142	2.4%
수	119	2.0%
의	112	1.9%
에	104	1.8%
실	102	1.7%
하	92	1.5%
Other values (353)	4456	75.1%

Compat Jamo

Value	Count	Frequency (%)
ㆍ	20	100.0%

Punctuation

Value	Count	Frequency (%)
※	2	100.0%

Phik (φk)
Auto

Heatmap
Table

	활용실적 순번	신청서ID	실적제출년도	2.신기술_총적용건수	총계약금액	3.NET마크사용_시설	사용공정	사용제품명	제품 연매출액	홍보물종류	홍보물 발행수량	사용효과
활용실적 순번	1.000	0.851	0.977	0.121	0.149	0.895	0.940	0.672	0.229	0.845	0.530	0.927
신청서ID	0.851	1.000	0.842	0.034	0.000	0.869	0.522	0.955	0.092	0.867	0.344	0.901
실적제출년도	0.977	0.842	1.000	0.125	0.000	0.955	0.868	0.629	0.087	0.824	0.235	0.942
2.신기술_총적용건수	0.121	0.034	0.125	1.000	0.000	1.000	1.000	1.000	0.000	1.000	0.000	0.000
총계약금액	0.149	0.000	0.000	0.000	1.000	NaN	NaN	NaN	0.000	NaN	NaN	0.000
3.NET마크사용_시설	0.895	0.869	0.955	1.000	NaN	1.000	0.999	0.993	0.986	0.995	0.000	0.993
사용공정	0.940	0.522	0.868	1.000	NaN	0.999	1.000	0.984	0.960	0.948	1.000	1.000
사용제품명	0.672	0.955	0.629	1.000	NaN	0.993	0.984	1.000	0.000	0.995	0.000	0.998
제품 연매출액	0.229	0.092	0.087	0.000	0.000	0.986	0.960	0.000	1.000	0.740	0.244	0.974
홍보물종류	0.845	0.867	0.824	1.000	NaN	0.995	0.948	0.995	0.740	1.000	0.814	0.995
홍보물 발행수량	0.530	0.344	0.235	0.000	NaN	0.000	1.000	0.000	0.244	0.814	1.000	1.000
사용효과	0.927	0.901	0.942	0.000	0.000	0.993	1.000	0.998	0.974	0.995	1.000	1.000

Heatmap
Table

	활용실적 순번	신청서ID	실적제출년도	2.신기술_총적용건수	총계약금액	제품 연매출액	홍보물 발행수량
활용실적 순번	1.000	0.945	0.996	0.013	0.041	-0.122	-0.333
신청서ID	0.945	1.000	0.946	0.006	0.018	-0.126	-0.309
실적제출년도	0.996	0.946	1.000	0.011	0.039	-0.124	-0.341
2.신기술_총적용건수	0.013	0.006	0.011	1.000	0.698	0.088	0.040
총계약금액	0.041	0.018	0.039	0.698	1.000	-0.005	-0.053
제품 연매출액	-0.122	-0.126	-0.124	0.088	-0.005	1.000	0.616
홍보물 발행수량	-0.333	-0.309	-0.341	0.040	-0.053	0.616	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

	활용실적 순번	신청서ID	기술명	실적제출년도	2.신기술_총적용건수	총계약금액	활용실적 없는 사유	3.NET마크사용_시설	사용공정	사용제품명	제품 연매출액	홍보물종류	홍보물 발행수량	사용효과
0	1466	698	오일순환 윤활방식으로 개량한 Direct Drive Cone Crusher를 이용한 순환잔골재의 품질향상 기술	2011	122	1261216	<NA>	<NA>	<NA>	<NA>	<NA>	카달로그 발송	240	신기술 협약 및 시설, 공정에의 적용 증대 효과.
1	1488	977	건식 집진커터와 알루미늄드럼 팩커를 이용한 맨홀철개 인상 보수공법	2011	43	3159098	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	실적 없음
2	1503	956	연속반응식 인제거여과기(IPRTM-Process)를 이용한 하폐수 고도처리기술	2011	15	8619850	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
3	1610	1459	더블캠 샤프트 피더스크린과 이중 원통형 이물질 분리장치를 이용한 건설폐기물 선별기술	2011	59	13242313	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
4	1612	1196	부유 및 부착성장(EPS 여재) 미생물을 이용한 접촉안정형 영양염류 처리 하이브리드 공정	2011	2	557878	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
5	1667	993	다단 수평 해머가 장착된 수직형 크러셔를 이용하여 폐콘크리트로부터 도로공사용 순환골재를 생산하는 중간처리기술	2011	19	3908043	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
6	1615	899	중력식 섬유여과기(GFF-FILTER)를 이용한 하수처리장 생물학적 처리수의 부유물질 제거 기술	2011	3	1378000	<NA>	<NA>	<NA>	<NA>	0	<NA>	<NA>	실적없음
7	1618	1960	저서성 패류양식장 해저토질 개선기술	2011	0	0	홍보인력부족과 운영자금의 부족으로 실적발생 안됨	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
8	1636	2986	실시간 계측데이터 기반의 상수관망 블록 관리 시스템	2011	1	2354000	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
9	1758	4435	환경친화적 토양개량제(바이오그로)를 이용한 불용(不用) 토양의 자원화를 통한 환경 생태 복원 기술	2012	72	836015	<NA>	제품(토양개량제) 포장지에 인쇄	<NA>	토양개량제(바이오그로)	835775	제품 포장지	100000	제품 품질에 대한 인지도 향상

	활용실적 순번	신청서ID	기술명	실적제출년도	2.신기술_총적용건수	총계약금액	활용실적 없는 사유	3.NET마크사용_시설	사용공정	사용제품명	홍보물종류	홍보물 발행수량	사용효과
2188	3911	15021	버켓 방식의 드럼과 타격박리기를 적용한 콘크리트용 순환 굵은골재 생산기술	2020	0	0	<NA>	<NA>	<NA>	<NA>	<NA>	0	<NA>
2189	3915	15622	알루미늄계 슬러지의 수열합성을 적용한 악취제거용 흡착제 제조기술	2020	25	402228	<NA>	<NA>	<NA>	<NA>	<NA>	0	<NA>
2190	3919	12081	타원형 기류차단기와 무한궤도가 장착된 반전기를 이용한 연속반전삽입 하수관로 비굴착 전체 보수기술	2020	9	4359060	<NA>	<NA>	<NA>	<NA>	<NA>	0	<NA>
2191	3921	13249	원죠-원롤과 해머크러셔를 일체화 시킨 파쇄장치를 이용하여 콘크리트용 순환 굵은골재를 생산하는 기술	2020	11	2509953	<NA>	<NA>	<NA>	<NA>	<NA>	0	<NA>
2192	3934	15429	양면융착 보강튜브 제조시스템과 경화시간을 단축하는 레진을 이용한 하수관 비굴착 보수기술	2020	15	12256864	<NA>	<NA>	<NA>	<NA>	<NA>	0	<NA>
2193	3936	15490	평면식 샤프트형 선별스크린과 토사내 이물질 분리장치를 이용한 폐기물 선별ㆍ분리기술	2020	1	1107296	<NA>	<NA>	<NA>	<NA>	<NA>	0	<NA>
2194	3937	15526	다수의 교차 회전날개가 부착되어 있는 드럼으로 구성된 장치와 밀폐형 송풍/집진 및 분리 장치를 결합시킨 순환골재 모르타르 박리·제거기술	2020	22	1503590	<NA>	<NA>	<NA>	<NA>	<NA>	0	<NA>
2195	3951	9181	순환골재 생산공정에서 프레임 일체형 T-angle bar와 스프링유닛 및 분할스크린보드에 의해 진동이 유도되는 트롬멜을 이용하여 토사를 분리하는 기술	2020	9	1357337	<NA>	<NA>	<NA>	<NA>	카탈로그	1	<NA>
2196	3953	15552	다층 레이어시스템을 이용한 하수관거 보수너비 조절 비굴착 부분 보수 기술	2020	18	6867892	<NA>	<NA>	<NA>	<NA>	<NA>	0	<NA>
2197	3955	15560	장력 저감 반전장치와 정온정압 유지장치를 이용한 하수관거 비굴착 전체보수 공법	2020	3	588880	<NA>	<NA>	<NA>	<NA>	<NA>	0	<NA>

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Lowercase Letter

Uppercase Letter

Other Punctuation

Decimal Number

Other Symbol

Open Punctuation

Close Punctuation

Letter Number

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Latin

Common

Han

Greek

Most occurring blocks

Most frequent character per block

ASCII

Hangul

None

Compat Jamo

Number Forms

CJK

CJK Compat Ideographs

Enclosed Alphanum

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Uppercase Letter

Other Punctuation

Lowercase Letter

Space Separator

Close Punctuation

Open Punctuation

Dash Punctuation

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

Decimal Number

Other Punctuation

Uppercase Letter

Math Symbol

Space Separator

Open Punctuation

Close Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Uppercase Letter