gimi9 Pandas Profiling

Dataset statistics

Number of variables	67
Number of observations	9309
Missing cells	160797
Missing cells (%)	25.8%
Duplicate rows	3
Duplicate rows (%)	< 0.1%
Total size in memory	5.0 MiB
Average record size in memory	561.0 B

Variable types

Text	9
Categorical	31
Numeric	25
Boolean	1
DateTime	1

Dataset

Description	SW기업의 마케팅 활동을 지원하기 위하여 공공부문(행정기관, 지자체, 공공기관)의 소프트웨어 및 정보통신기술 장비, 정보보호 예정수요를 조사하여 예정조사 결과 발표 -컬럼명: 기관명, 기관유형, 총예산, HW 구매예산, 상용SW 구매예산, SW구축 사업계획 예산, 품목별 용도, 구매수량, 분기별 금액, 재원 등
URL	https://www.data.go.kr/data/15075001/fileData.do

Alerts

Dataset has 3 (< 0.1%) duplicate rows	Duplicates
`하드웨어 구매예산정보통신기술-소분류` is highly imbalanced (55.4%)	Imbalance
`하드웨어 구매예산리스여부` is highly imbalanced (84.3%)	Imbalance
`상용소프트웨어예산구분코드` is highly imbalanced (50.9%)	Imbalance
`상용소프트웨어예산정보보호사업 구분코드` is highly imbalanced (74.2%)	Imbalance
`상용소프트웨어예산정보보호사업 구분명` is highly imbalanced (74.2%)	Imbalance
`소프트웨어구축예산신사업유형구분` is highly imbalanced (62.2%)	Imbalance
`소프트웨어구축예산정보보호사업 구분코드` is highly imbalanced (69.3%)	Imbalance
`소프트웨어구축예산정보보호사업 구분명` is highly imbalanced (69.3%)	Imbalance
`소프트웨어구축예산보안성지속서비스 세부 요율(퍼센트)` is highly imbalanced (90.3%)	Imbalance
`소프트웨어구축예산대기업 참여제한 예외인정 여부` is highly imbalanced (58.9%)	Imbalance
`소프트웨어구축예산총사업종료` is highly imbalanced (66.4%)	Imbalance
`소프트웨어구축예산당해사업시작` is highly imbalanced (55.1%)	Imbalance
`소프트웨어구축예산당해사업종료` is highly imbalanced (65.9%)	Imbalance
`하드웨어 구매예산품목명(용도)` has 5713 (61.4%) missing values	Missing
`하드웨어 구매예산구매예산` has 5713 (61.4%) missing values	Missing
`하드웨어 구매예산구매수량` has 5713 (61.4%) missing values	Missing
`하드웨어 구매예산1분기금액` has 5713 (61.4%) missing values	Missing
`하드웨어 구매예산2분기금액` has 5713 (61.4%) missing values	Missing
`하드웨어 구매예산3분기금액` has 5713 (61.4%) missing values	Missing
`하드웨어 구매예산4분기금액` has 5713 (61.4%) missing values	Missing
`하드웨어 구매예산리스여부` has 5713 (61.4%) missing values	Missing
`하드웨어 구매예산합계` has 5713 (61.4%) missing values	Missing
`하드웨어 구매예산사업명` has 7473 (80.3%) missing values	Missing
`하드웨어 구매예산사업개요` has 7474 (80.3%) missing values	Missing
`하드웨어 구매예산사업기간` has 7473 (80.3%) missing values	Missing
`하드웨어 구매예산사업예산` has 7475 (80.3%) missing values	Missing
`상용소프트웨어예산품목명(용도)` has 5637 (60.6%) missing values	Missing
`상용소프트웨어예산구매예산` has 5637 (60.6%) missing values	Missing
`상용소프트웨어예산1분기금액` has 5637 (60.6%) missing values	Missing
`상용소프트웨어예산2분기금액` has 5637 (60.6%) missing values	Missing
`상용소프트웨어예산3분기금액` has 5637 (60.6%) missing values	Missing
`상용소프트웨어예산4분기금액` has 5637 (60.6%) missing values	Missing
`상용소프트웨어예산합계` has 5637 (60.6%) missing values	Missing
`소프트웨어구축예산사업명` has 2175 (23.4%) missing values	Missing
`소프트웨어구축예산사업개요` has 2275 (24.4%) missing values	Missing
`소프트웨어구축예산정보보호사업 비율(퍼센트)` has 7558 (81.2%) missing values	Missing
`소프트웨어구축예산총사업시작` has 2175 (23.4%) missing values	Missing
`소프트웨어구축예산총사업금액` has 2175 (23.4%) missing values	Missing
`소프트웨어구축예산당해사업금액` has 2175 (23.4%) missing values	Missing
`소프트웨어구축예산분리발주예산` has 2175 (23.4%) missing values	Missing
`소프트웨어구축예산하드웨어장비도입금액` has 2175 (23.4%) missing values	Missing
`소프트웨어구축예산하드웨어유지보수금액` has 7341 (78.9%) missing values	Missing
`소프트웨어구축예산상용소프트웨어도입금액` has 2175 (23.4%) missing values	Missing
`소프트웨어구축예산상용소프트웨어유지보수요율(퍼센트)` has 7627 (81.9%) missing values	Missing
`하드웨어 구매예산구매예산` is highly skewed (γ1 = 39.83669076)	Skewed
`하드웨어 구매예산구매수량` is highly skewed (γ1 = 58.05216705)	Skewed
`하드웨어 구매예산1분기금액` is highly skewed (γ1 = 57.66305274)	Skewed
`하드웨어 구매예산2분기금액` is highly skewed (γ1 = 34.04038945)	Skewed
`하드웨어 구매예산3분기금액` is highly skewed (γ1 = 26.655733)	Skewed
`하드웨어 구매예산4분기금액` is highly skewed (γ1 = 31.77546374)	Skewed
`하드웨어 구매예산합계` is highly skewed (γ1 = 39.83669076)	Skewed
`하드웨어 구매예산사업예산` is highly skewed (γ1 = 30.60242007)	Skewed
`상용소프트웨어예산1분기금액` is highly skewed (γ1 = 38.6974264)	Skewed
`상용소프트웨어예산3분기금액` is highly skewed (γ1 = 22.79288652)	Skewed
`상용소프트웨어예산4분기금액` is highly skewed (γ1 = 20.41270269)	Skewed
`소프트웨어구축예산총사업금액` is highly skewed (γ1 = 24.40941738)	Skewed
`소프트웨어구축예산분리발주예산` is highly skewed (γ1 = 38.10349693)	Skewed
`소프트웨어구축예산하드웨어장비도입금액` is highly skewed (γ1 = 33.26157518)	Skewed
`소프트웨어구축예산상용소프트웨어도입금액` is highly skewed (γ1 = 42.05079245)	Skewed
`총예산` has 343 (3.7%) zeros	Zeros
`하드웨어구매예산` has 2436 (26.2%) zeros	Zeros
`상용소프트웨어구매예산` has 2001 (21.5%) zeros	Zeros
`소프트웨어구축 사업계획 예산` has 582 (6.3%) zeros	Zeros
`하드웨어 구매예산1분기금액` has 1863 (20.0%) zeros	Zeros
`하드웨어 구매예산2분기금액` has 2373 (25.5%) zeros	Zeros
`하드웨어 구매예산3분기금액` has 3002 (32.2%) zeros	Zeros
`하드웨어 구매예산4분기금액` has 3117 (33.5%) zeros	Zeros
`상용소프트웨어예산1분기금액` has 1964 (21.1%) zeros	Zeros
`상용소프트웨어예산2분기금액` has 2664 (28.6%) zeros	Zeros
`상용소프트웨어예산3분기금액` has 2968 (31.9%) zeros	Zeros
`상용소프트웨어예산4분기금액` has 3069 (33.0%) zeros	Zeros
`소프트웨어구축예산분리발주예산` has 6978 (75.0%) zeros	Zeros
`소프트웨어구축예산하드웨어장비도입금액` has 6837 (73.4%) zeros	Zeros
`소프트웨어구축예산하드웨어유지보수금액` has 1160 (12.5%) zeros	Zeros
`소프트웨어구축예산상용소프트웨어도입금액` has 6838 (73.5%) zeros	Zeros
`소프트웨어구축예산상용소프트웨어유지보수요율(퍼센트)` has 987 (10.6%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 17:51:52.727653
Analysis finished	2023-12-12 17:51:56.859196
Duration	4.13 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

기관명
Text

Distinct	2226
Distinct (%)	23.9%
Missing	0
Missing (%)	0.0%
Memory size	72.9 KiB

Length

Max length	29
Median length	26
Mean length	8.195832
Min length	3

Characters and Unicode

Total characters	76295
Distinct characters	371
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	984 ?
Unique (%)	10.6%

Sample

1st row	(재)강원테크노파크
2nd row	(재)건설기술교육원
3rd row	(재)건설기술교육원
4th row	(재)경기문화재단 경기도박물관
5th row	(재)경기콘텐츠진흥원

Value	Count	Frequency (%)
경기도	424	3.5%
서울특별시	335	2.8%
인천광역시	169	1.4%
재단법인	166	1.4%
전라남도	143	1.2%
충청남도	94	0.8%
한국중부발전(주	93	0.8%
경상남도	90	0.7%
경기도청	86	0.7%
안양시청	73	0.6%
Other values (2171)	10369	86.1%

Most occurring characters

Value	Count	Frequency (%)
시	3726	4.9%
청	3095	4.1%
원	3076	4.0%
	2733	3.6%
도	2590	3.4%
국	2194	2.9%
교	1781	2.3%
구	1612	2.1%
공	1583	2.1%
경	1581	2.1%
Other values (361)	52324	68.6%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	72904	95.6%
Space Separator	2733	3.6%
Open Punctuation	266	0.3%
Close Punctuation	266	0.3%
Uppercase Letter	67	0.1%
Decimal Number	31	< 0.1%
Dash Punctuation	11	< 0.1%
Other Punctuation	9	< 0.1%
Other Symbol	8	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
시	3726	5.1%
청	3095	4.2%
원	3076	4.2%
도	2590	3.6%
국	2194	3.0%
교	1781	2.4%
구	1612	2.2%
공	1583	2.2%
경	1581	2.2%
한	1450	2.0%
Other values (338)	50216	68.9%

Decimal Number

Value	Count	Frequency (%)
1	10	32.3%
8	7	22.6%
5	3	9.7%
9	3	9.7%
4	3	9.7%
6	2	6.5%
3	1	3.2%
2	1	3.2%
0	1	3.2%

Uppercase Letter

Value	Count	Frequency (%)
K	17	25.4%
D	12	17.9%
N	12	17.9%
P	9	13.4%
S	5	7.5%
C	4	6.0%
E	4	6.0%
A	4	6.0%

Space Separator

Value	Count	Frequency (%)
	2733	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	266	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	266	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	11	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	9	100.0%

Other Symbol

Value	Count	Frequency (%)
㈜	8	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	72912	95.6%
Common	3316	4.3%
Latin	67	0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
시	3726	5.1%
청	3095	4.2%
원	3076	4.2%
도	2590	3.6%
국	2194	3.0%
교	1781	2.4%
구	1612	2.2%
공	1583	2.2%
경	1581	2.2%
한	1450	2.0%
Other values (339)	50224	68.9%

Common

Value	Count	Frequency (%)
	2733	82.4%
(	266	8.0%
)	266	8.0%
-	11	0.3%
1	10	0.3%
.	9	0.3%
8	7	0.2%
5	3	0.1%
9	3	0.1%
4	3	0.1%
Other values (4)	5	0.2%

Latin

Value	Count	Frequency (%)
K	17	25.4%
D	12	17.9%
N	12	17.9%
P	9	13.4%
S	5	7.5%
C	4	6.0%
E	4	6.0%
A	4	6.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	72904	95.6%
ASCII	3383	4.4%
None	8	< 0.1%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
시	3726	5.1%
청	3095	4.2%
원	3076	4.2%
도	2590	3.6%
국	2194	3.0%
교	1781	2.4%
구	1612	2.2%
공	1583	2.2%
경	1581	2.2%
한	1450	2.0%
Other values (338)	50216	68.9%

ASCII

Value	Count	Frequency (%)
	2733	80.8%
(	266	7.9%
)	266	7.9%
K	17	0.5%
D	12	0.4%
N	12	0.4%
-	11	0.3%
1	10	0.3%
.	9	0.3%
P	9	0.3%
Other values (12)	38	1.1%

None

Value	Count	Frequency (%)
㈜	8	100.0%

기관유형
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	72.9 KiB

지자체	4124
공공기관	3591
국가기관	1420
기타	174

Length

Max length	4
Median length	4
Mean length	3.5196047
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
지자체	4124	44.3%
공공기관	3591	38.6%
국가기관	1420	15.3%
기타	174	1.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
지자체	4124	44.3%
공공기관	3591	38.6%
국가기관	1420	15.3%
기타	174	1.9%

총예산
Real number (ℝ)

ZEROS

Distinct	1713
Distinct (%)	18.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.1023025 × 10¹⁰

Minimum	0
Maximum	6.50295 × 10¹¹
Zeros	343
Zeros (%)	3.7%
Negative	0
Negative (%)	0.0%
Memory size	81.9 KiB

Quantile statistics

Minimum	0
5-th percentile	6402400
Q1	2.547289 × 10⁸
median	1.247195 × 10⁹
Q3	5.8216355 × 10⁹
95-th percentile	6.4871375 × 10¹⁰
Maximum	6.50295 × 10¹¹
Range	6.50295 × 10¹¹
Interquartile range (IQR)	5.5669066 × 10⁹

Descriptive statistics

Standard deviation	3.6718759 × 10¹⁰
Coefficient of variation (CV)	3.3310966
Kurtosis	173.69024
Mean	1.1023025 × 10¹⁰
Median Absolute Deviation (MAD)	1.202719 × 10⁹
Skewness	11.137288
Sum	1.0261334 × 10¹⁴
Variance	1.3482673 × 10²¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	343	3.7%
87270910310	203	2.2%
16569861000	93	1.0%
64871375000	86	0.9%
15088935880	73	0.8%
21081042086	73	0.8%
4996371000	71	0.8%
53250000000	60	0.6%
11978808413	56	0.6%
2356030000	53	0.6%
Other values (1703)	8198	88.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	343	3.7%
500000	1	< 0.1%
660000	1	< 0.1%
880000	1	< 0.1%
900000	1	< 0.1%
1000000	3	< 0.1%
1200000	3	< 0.1%
1300000	1	< 0.1%
1309000	1	< 0.1%
1320000	1	< 0.1%

Value	Count	Frequency (%)
650295000000	17	0.2%
317437000000	13	0.1%
214714000000	2	< 0.1%
147095000000	38	0.4%
139437000000	23	0.2%
112970000000	10	0.1%
92232000000	7	0.1%
87270910310	203	2.2%
80276720000	30	0.3%
78340567000	5	0.1%

하드웨어구매예산
Real number (ℝ)

ZEROS

Distinct	851
Distinct (%)	9.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.942451 × 10⁹

Minimum	0
Maximum	3.00683 × 10¹¹
Zeros	2436
Zeros (%)	26.2%
Negative	0
Negative (%)	0.0%
Memory size	81.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1.68 × 10⁸
Q3	9.9175 × 10⁸
95-th percentile	5.159945 × 10⁹
Maximum	3.00683 × 10¹¹
Range	3.00683 × 10¹¹
Interquartile range (IQR)	9.9175 × 10⁸

Descriptive statistics

Standard deviation	1.3672874 × 10¹⁰
Coefficient of variation (CV)	7.0389801
Kurtosis	353.11815
Mean	1.942451 × 10⁹
Median Absolute Deviation (MAD)	1.68 × 10⁸
Skewness	17.833898
Sum	1.8082276 × 10¹³
Variance	1.8694748 × 10²⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2436	26.2%
5159945000	203	2.2%
9489556000	93	1.0%
1972383000	86	0.9%
3342687880	73	0.8%
2841568000	73	0.8%
2329283000	71	0.8%
2515000000	60	0.6%
1243191560	56	0.6%
1202900000	53	0.6%
Other values (841)	6105	65.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2436	26.2%
1000000	3	< 0.1%
1070000	1	< 0.1%
1110000	1	< 0.1%
1200000	1	< 0.1%
1250000	1	< 0.1%
1300000	1	< 0.1%
1330000	1	< 0.1%
1412000	1	< 0.1%
1500000	1	< 0.1%

Value	Count	Frequency (%)
300683000000	13	0.1%
164909000000	17	0.2%
94164000000	2	< 0.1%
51712060000	12	0.1%
35570035000	5	0.1%
27822148000	10	0.1%
23890384000	4	< 0.1%
21170000000	23	0.2%
19692487640	29	0.3%
19285000000	37	0.4%

상용소프트웨어구매예산
Real number (ℝ)

ZEROS

Distinct	924
Distinct (%)	9.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.414787 × 10⁸

Minimum	0
Maximum	1.3055798 × 10¹⁰
Zeros	2001
Zeros (%)	21.5%
Negative	0
Negative (%)	0.0%
Memory size	81.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2530000
median	1.005 × 10⁸
Q3	3.20388 × 10⁸
95-th percentile	2.551057 × 10⁹
Maximum	1.3055798 × 10¹⁰
Range	1.3055798 × 10¹⁰
Interquartile range (IQR)	3.17858 × 10⁸

Descriptive statistics

Standard deviation	1.0335393 × 10⁹
Coefficient of variation (CV)	2.3410853
Kurtosis	43.095508
Mean	4.414787 × 10⁸
Median Absolute Deviation (MAD)	1.005 × 10⁸
Skewness	5.3499581
Sum	4.1097252 × 10¹²
Variance	1.0682034 × 10¹⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2001	21.5%
2574878000	203	2.2%
2400305000	93	1.0%
504262000	86	0.9%
1316701000	73	0.8%
318605000	73	0.8%
465138000	71	0.8%
1000000	71	0.8%
1470000000	60	0.6%
2223939000	56	0.6%
Other values (914)	6522	70.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2001	21.5%
100000	1	< 0.1%
115000	1	< 0.1%
200000	1	< 0.1%
242000	4	< 0.1%
250000	2	< 0.1%
270000	2	< 0.1%
300000	1	< 0.1%
388000	1	< 0.1%
400000	3	< 0.1%

Value	Count	Frequency (%)
13055798000	13	0.1%
8710358000	13	0.1%
7279608000	12	0.1%
6297238000	12	0.1%
5661600000	17	0.2%
5439300200	6	0.1%
5254436000	13	0.1%
5050087519	37	0.4%
4800000000	3	< 0.1%
4493100000	17	0.2%

소프트웨어구축 사업계획 예산
Real number (ℝ)

ZEROS

Distinct	1522
Distinct (%)	16.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.6390938 × 10⁹

Minimum	0
Maximum	4.79724 × 10¹¹
Zeros	582
Zeros (%)	6.3%
Negative	0
Negative (%)	0.0%
Memory size	81.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.1558 × 10⁸
median	6.5 × 10⁸
Q3	3.7115716 × 10⁹
95-th percentile	5.5318521 × 10¹⁰
Maximum	4.79724 × 10¹¹
Range	4.79724 × 10¹¹
Interquartile range (IQR)	3.5959916 × 10⁹

Descriptive statistics

Standard deviation	2.8228256 × 10¹⁰
Coefficient of variation (CV)	3.267502
Kurtosis	143.12782
Mean	8.6390938 × 10⁹
Median Absolute Deviation (MAD)	6.398 × 10⁸
Skewness	9.7310572
Sum	8.0421324 × 10¹³
Variance	7.9683444 × 10²⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	582	6.3%
79536087310	203	2.2%
4680000000	93	1.0%
62394730000	86	0.9%
10429547000	73	0.8%
17920869086	73	0.8%
2201950000	71	0.8%
49265000000	60	0.6%
8511677853	56	0.6%
810980000	53	0.6%
Other values (1512)	7959	85.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	582	6.3%
500000	1	< 0.1%
660000	1	< 0.1%
710000	1	< 0.1%
880000	1	< 0.1%
1200000	8	0.1%
1300000	1	< 0.1%
1320000	1	< 0.1%
1325000	2	< 0.1%
1332000	1	< 0.1%

Value	Count	Frequency (%)
479724000000	17	0.2%
147095000000	38	0.4%
120550000000	2	< 0.1%
116961000000	23	0.2%
90832000000	7	0.1%
83991122700	10	0.1%
79536087310	203	2.2%
79335720000	30	0.3%
68708000000	5	0.1%
66108151500	14	0.2%

하드웨어 구매예산품목명(용도)
Text

MISSING

Distinct	2610
Distinct (%)	72.6%
Missing	5713
Missing (%)	61.4%
Memory size	72.9 KiB

Length

Max length	50
Median length	39
Mean length	11.201891
Min length	2

Characters and Unicode

Total characters	40282
Distinct characters	509
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	2347 ?
Unique (%)	65.3%

Sample

1st row	지상라이다 공공측량성과심사용 H/W
2nd row	LiDAR 성과심사 프로그램 및 장비 구매
3rd row	전산장비(Workstation) 구매
4th row	PC 및 모니터 구매
5th row	PC(정책홍보)

Value	Count	Frequency (%)
교체	495	5.6%
구입	352	4.0%
및	260	2.9%
pc	258	2.9%
구매	228	2.6%
노후	200	2.3%
업무용	185	2.1%
컴퓨터	184	2.1%
네트워크	168	1.9%
모니터	157	1.8%
Other values (2405)	6378	71.9%

Most occurring characters

Value	Count	Frequency (%)
	5270	13.1%
스	1084	2.7%
구	914	2.3%
터	804	2.0%
)	770	1.9%
(	770	1.9%
용	747	1.9%
C	720	1.8%
장	720	1.8%
교	709	1.8%
Other values (499)	27774	68.9%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	29418	73.0%
Space Separator	5270	13.1%
Uppercase Letter	3021	7.5%
Close Punctuation	786	2.0%
Open Punctuation	786	2.0%
Decimal Number	415	1.0%
Lowercase Letter	360	0.9%
Other Punctuation	130	0.3%
Dash Punctuation	78	0.2%
Connector Punctuation	16	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
스	1084	3.7%
구	914	3.1%
터	804	2.7%
용	747	2.5%
장	720	2.4%
교	709	2.4%
무	694	2.4%
체	684	2.3%
비	671	2.3%
기	602	2.0%
Other values (428)	21789	74.1%

Uppercase Letter

Value	Count	Frequency (%)
C	720	23.8%
P	686	22.7%
S	197	6.5%
V	193	6.4%
T	172	5.7%
L	160	5.3%
I	154	5.1%
A	118	3.9%
D	112	3.7%
N	107	3.5%
Other values (15)	402	13.3%

Lowercase Letter

Value	Count	Frequency (%)
c	71	19.7%
p	40	11.1%
o	36	10.0%
v	30	8.3%
t	30	8.3%
n	21	5.8%
e	20	5.6%
i	16	4.4%
r	15	4.2%
a	13	3.6%
Other values (13)	68	18.9%

Decimal Number

Value	Count	Frequency (%)
2	170	41.0%
3	78	18.8%
0	57	13.7%
4	42	10.1%
1	41	9.9%
5	7	1.7%
8	6	1.4%
7	5	1.2%
9	5	1.2%
6	4	1.0%

Other Punctuation

Value	Count	Frequency (%)
,	95	73.1%
/	30	23.1%
.	3	2.3%
·	2	1.5%

Close Punctuation

Value	Count	Frequency (%)
)	770	98.0%
]	16	2.0%

Open Punctuation

Value	Count	Frequency (%)
(	770	98.0%
[	16	2.0%

Math Symbol

Value	Count	Frequency (%)
+	1	50.0%
↔	1	50.0%

Space Separator

Value	Count	Frequency (%)
	5270	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	78	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	16	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	29418	73.0%
Common	7483	18.6%
Latin	3381	8.4%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
스	1084	3.7%
구	914	3.1%
터	804	2.7%
용	747	2.5%
장	720	2.4%
교	709	2.4%
무	694	2.4%
체	684	2.3%
비	671	2.3%
기	602	2.0%
Other values (428)	21789	74.1%

Latin

Value	Count	Frequency (%)
C	720	21.3%
P	686	20.3%
S	197	5.8%
V	193	5.7%
T	172	5.1%
L	160	4.7%
I	154	4.6%
A	118	3.5%
D	112	3.3%
N	107	3.2%
Other values (38)	762	22.5%

Common

Value	Count	Frequency (%)
	5270	70.4%
)	770	10.3%
(	770	10.3%
2	170	2.3%
,	95	1.3%
3	78	1.0%
-	78	1.0%
0	57	0.8%
4	42	0.6%
1	41	0.5%
Other values (13)	112	1.5%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	29418	73.0%
ASCII	10861	27.0%
None	2	< 0.1%
Arrows	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	5270	48.5%
)	770	7.1%
(	770	7.1%
C	720	6.6%
P	686	6.3%
S	197	1.8%
V	193	1.8%
T	172	1.6%
2	170	1.6%
L	160	1.5%
Other values (59)	1753	16.1%

Hangul

Value	Count	Frequency (%)
스	1084	3.7%
구	914	3.1%
터	804	2.7%
용	747	2.5%
장	720	2.4%
교	709	2.4%
무	694	2.4%
체	684	2.3%
비	671	2.3%
기	602	2.0%
Other values (428)	21789	74.1%

None

Value	Count	Frequency (%)
·	2	100.0%

Arrows

Value	Count	Frequency (%)
↔	1	100.0%

하드웨어 구매예산구분코드
Categorical

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	72.9 KiB

<NA>	5713
PC 및 주변기기	1007
통신기기	979
서버 및 관련장비	541
정보보호장비	446
Other values (3)	623

Length

Max length	9
Median length	4
Mean length	4.9663766
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	<NA>
2nd row	<NA>
3rd row	<NA>
4th row	<NA>
5th row	<NA>

Common Values

Value	Count	Frequency (%)
<NA>	5713	61.4%
PC 및 주변기기	1007	10.8%
통신기기	979	10.5%
서버 및 관련장비	541	5.8%
정보보호장비	446	4.8%
기타 HW	364	3.9%
방송기기	155	1.7%
기반시설	104	1.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	5713	44.7%
및	1548	12.1%
pc	1007	7.9%
주변기기	1007	7.9%
통신기기	979	7.7%
서버	541	4.2%
관련장비	541	4.2%
정보보호장비	446	3.5%
기타	364	2.9%
hw	364	2.9%
Other values (2)	259	2.0%

하드웨어 구매예산정보통신기술-대분류
Categorical

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	72.9 KiB

<NA>	5713
컴퓨팅장비	2016
네트워크장비	979
정보보호장비	446
방송장비	155

Length

Max length	6
Median length	4
Mean length	4.5227199
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	<NA>
2nd row	<NA>
3rd row	<NA>
4th row	<NA>
5th row	<NA>

Common Values

Value	Count	Frequency (%)
<NA>	5713	61.4%
컴퓨팅장비	2016	21.7%
네트워크장비	979	10.5%
정보보호장비	446	4.8%
방송장비	155	1.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	5713	61.4%
컴퓨팅장비	2016	21.7%
네트워크장비	979	10.5%
정보보호장비	446	4.8%
방송장비	155	1.7%

하드웨어 구매예산정보통신기술-중분류
Categorical

Distinct	15
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	72.9 KiB

<NA>	5713
기타 컴퓨팅	1475
스위치	407
서버	351
네트워크 보안장비	335
Other values (10)	1028

Length

Max length	9
Median length	4
Mean length	4.4203459
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	<NA>
2nd row	<NA>
3rd row	<NA>
4th row	<NA>
5th row	<NA>

Common Values

Value	Count	Frequency (%)
<NA>	5713	61.4%
기타 컴퓨팅	1475	15.8%
스위치	407	4.4%
서버	351	3.8%
네트워크 보안장비	335	3.6%
정보보안	304	3.3%
물리보안	142	1.5%
기타 네트워크	134	1.4%
스토리지	125	1.3%
영상장비	98	1.1%
Other values (5)	225	2.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
na	5713	50.8%
기타	1609	14.3%
컴퓨팅	1475	13.1%
네트워크	469	4.2%
스위치	407	3.6%
서버	351	3.1%
보안장비	335	3.0%
정보보안	304	2.7%
물리보안	142	1.3%
스토리지	125	1.1%
Other values (6)	323	2.9%

하드웨어 구매예산정보통신기술-소분류
Categorical

IMBALANCE

Distinct	41
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	72.9 KiB

<NA>	5713
PC (사무용)	1007
기타	740
네트워크 보안장비	335
L2	164
Other values (36)	1350

Length

Max length	20
Median length	4
Mean length	4.6333656
Min length	2

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	<NA>
2nd row	<NA>
3rd row	<NA>
4th row	<NA>
5th row	<NA>

Common Values

Value	Count	Frequency (%)
<NA>	5713	61.4%
PC (사무용)	1007	10.8%
기타	740	7.9%
네트워크 보안장비	335	3.6%
L2	164	1.8%
X86	146	1.6%
CCTV	109	1.2%
보안관리	108	1.2%
기반시설	104	1.1%
스토리지	104	1.1%
Other values (31)	779	8.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
na	5713	51.4%
사무용	1007	9.1%
pc	1007	9.1%
기타	806	7.2%
네트워크	335	3.0%
보안장비	335	3.0%
l2	164	1.5%
x86	146	1.3%
cctv	109	1.0%
보안관리	108	1.0%
Other values (44)	1390	12.5%

하드웨어 구매예산구매예산
Real number (ℝ)

MISSING SKEWED

Distinct	1656
Distinct (%)	46.1%
Missing	5713
Missing (%)	61.4%
Infinite	0
Infinite (%)	0.0%
Mean	3.6087712 × 10⁸

Minimum	69000
Maximum	2.34584 × 10¹¹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	81.9 KiB

Quantile statistics

Minimum	69000
5-th percentile	2809246.8
Q1	16701915
median	47000000
Q3	1.389625 × 10⁸
95-th percentile	7.1399259 × 10⁸
Maximum	2.34584 × 10¹¹
Range	2.3458393 × 10¹¹
Interquartile range (IQR)	1.2226058 × 10⁸

Descriptive statistics

Standard deviation	4.6439739 × 10⁹
Coefficient of variation (CV)	12.868574
Kurtosis	1870.3715
Mean	3.6087712 × 10⁸
Median Absolute Deviation (MAD)	39000000
Skewness	39.836691
Sum	1.2977141 × 10¹²
Variance	2.1566494 × 10¹⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50000000	86	0.9%
100000000	67	0.7%
20000000	65	0.7%
30000000	54	0.6%
10000000	45	0.5%
25000000	42	0.5%
40000000	42	0.5%
60000000	39	0.4%
15000000	34	0.4%
22000000	34	0.4%
Other values (1646)	3088	33.2%
(Missing)	5713	61.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
69000	1	< 0.1%
250000	1	< 0.1%
300000	2	< 0.1%
336000	1	< 0.1%
366000	1	< 0.1%
420000	1	< 0.1%
500000	2	< 0.1%
520000	3	< 0.1%
600000	2	< 0.1%
700000	3	< 0.1%

Value	Count	Frequency (%)
234584000000	1	< 0.1%
94164000000	1	< 0.1%
74702484000	1	< 0.1%
50381960000	1	< 0.1%
33513000000	1	< 0.1%
29925000000	1	< 0.1%
27005345000	1	< 0.1%
26269910000	1	< 0.1%
19895327000	1	< 0.1%
19589261000	1	< 0.1%

하드웨어 구매예산구매수량
Real number (ℝ)

MISSING SKEWED

Distinct	284
Distinct (%)	7.9%
Missing	5713
Missing (%)	61.4%
Infinite	0
Infinite (%)	0.0%
Mean	239.12319

Minimum	1
Maximum	457828
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	81.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	3
Q3	20
95-th percentile	295.5
Maximum	457828
Range	457827
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	7720.3195
Coefficient of variation (CV)	32.28595
Kurtosis	3436.2004
Mean	239.12319
Median Absolute Deviation (MAD)	2
Skewness	58.052167
Sum	859887
Variance	59603334
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1303	14.0%
2	427	4.6%
10	138	1.5%
3	133	1.4%
4	125	1.3%
5	108	1.2%
20	87	0.9%
6	68	0.7%
30	64	0.7%
100	56	0.6%
Other values (274)	1087	11.7%
(Missing)	5713	61.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1303	14.0%
2	427	4.6%
3	133	1.4%
4	125	1.3%
5	108	1.2%
6	68	0.7%
7	42	0.5%
8	51	0.5%
9	26	0.3%
10	138	1.5%

Value	Count	Frequency (%)
457828	1	< 0.1%
49875	1	< 0.1%
30762	1	< 0.1%
20000	1	< 0.1%
15260	1	< 0.1%
10286	1	< 0.1%
9796	1	< 0.1%
8785	1	< 0.1%
8708	1	< 0.1%
8000	1	< 0.1%

하드웨어 구매예산1분기금액
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	921
Distinct (%)	25.6%
Missing	5713
Missing (%)	61.4%
Infinite	0
Infinite (%)	0.0%
Mean	1.3358786 × 10⁸

Minimum	0
Maximum	2.34584 × 10¹¹
Zeros	1863
Zeros (%)	20.0%
Negative	0
Negative (%)	0.0%
Memory size	81.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	30000000
95-th percentile	2.229265 × 10⁸
Maximum	2.34584 × 10¹¹
Range	2.34584 × 10¹¹
Interquartile range (IQR)	30000000

Descriptive statistics

Standard deviation	3.9662789 × 10⁹
Coefficient of variation (CV)	29.690415
Kurtosis	3400.1305
Mean	1.3358786 × 10⁸
Median Absolute Deviation (MAD)	0
Skewness	57.663053
Sum	4.8038193 × 10¹¹
Variance	1.5731368 × 10¹⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1863	20.0%
50000000	42	0.5%
20000000	35	0.4%
30000000	28	0.3%
100000000	28	0.3%
25000000	23	0.2%
5000000	20	0.2%
22000000	19	0.2%
3000000	19	0.2%
15000000	19	0.2%
Other values (911)	1500	16.1%
(Missing)	5713	61.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1863	20.0%
140000	1	< 0.1%
250000	1	< 0.1%
300000	2	< 0.1%
353000	1	< 0.1%
366000	1	< 0.1%
420000	1	< 0.1%
500000	1	< 0.1%
520000	2	< 0.1%
600000	1	< 0.1%

Value	Count	Frequency (%)
234584000000	1	< 0.1%
33513000000	1	< 0.1%
10000000000	1	< 0.1%
9929570000	1	< 0.1%
7250000000	1	< 0.1%
6600000000	1	< 0.1%
5637800000	1	< 0.1%
4875675000	1	< 0.1%
4000000000	1	< 0.1%
3500000000	1	< 0.1%

하드웨어 구매예산2분기금액
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	689
Distinct (%)	19.2%
Missing	5713
Missing (%)	61.4%
Infinite	0
Infinite (%)	0.0%
Mean	72367182

Minimum	0
Maximum	3.1388 × 10¹⁰
Zeros	2373
Zeros (%)	25.5%
Negative	0
Negative (%)	0.0%
Memory size	81.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	20000000
95-th percentile	2.60164 × 10⁸
Maximum	3.1388 × 10¹⁰
Range	3.1388 × 10¹⁰
Interquartile range (IQR)	20000000

Descriptive statistics

Standard deviation	6.6243698 × 10⁸
Coefficient of variation (CV)	9.1538313
Kurtosis	1459.732
Mean	72367182
Median Absolute Deviation (MAD)	0
Skewness	34.040389
Sum	2.6023239 × 10¹¹
Variance	4.3882275 × 10¹⁷
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2373	25.5%
50000000	36	0.4%
100000000	29	0.3%
10000000	25	0.3%
20000000	19	0.2%
15000000	18	0.2%
30000000	17	0.2%
60000000	15	0.2%
5000000	15	0.2%
40000000	14	0.2%
Other values (679)	1035	11.1%
(Missing)	5713	61.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2373	25.5%
69000	1	< 0.1%
336000	1	< 0.1%
353000	1	< 0.1%
500000	1	< 0.1%
700000	2	< 0.1%
750000	1	< 0.1%
774900	1	< 0.1%
780000	1	< 0.1%
850000	1	< 0.1%

Value	Count	Frequency (%)
31388000000	1	< 0.1%
12000000000	1	< 0.1%
11000000000	1	< 0.1%
9713300000	1	< 0.1%
8530000000	1	< 0.1%
4000000000	1	< 0.1%
3611000000	1	< 0.1%
3500000000	1	< 0.1%
3300000000	1	< 0.1%
2800000000	1	< 0.1%

하드웨어 구매예산3분기금액
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	364
Distinct (%)	10.1%
Missing	5713
Missing (%)	61.4%
Infinite	0
Infinite (%)	0.0%
Mean	92805206

Minimum	0
Maximum	5.038196 × 10¹⁰
Zeros	3002
Zeros (%)	32.2%
Negative	0
Negative (%)	0.0%
Memory size	81.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1.2 × 10⁸
Maximum	5.038196 × 10¹⁰
Range	5.038196 × 10¹⁰
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.2971275 × 10⁹
Coefficient of variation (CV)	13.976883
Kurtosis	843.52308
Mean	92805206
Median Absolute Deviation (MAD)	0
Skewness	26.655733
Sum	3.3372752 × 10¹¹
Variance	1.6825398 × 10¹⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3002	32.2%
20000000	21	0.2%
50000000	15	0.2%
100000000	15	0.2%
10000000	14	0.2%
30000000	14	0.2%
25000000	13	0.1%
40000000	12	0.1%
60000000	9	0.1%
5000000	8	0.1%
Other values (354)	473	5.1%
(Missing)	5713	61.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3002	32.2%
300000	1	< 0.1%
353000	1	< 0.1%
500000	1	< 0.1%
520000	1	< 0.1%
560000	1	< 0.1%
600000	1	< 0.1%
750000	1	< 0.1%
900000	1	< 0.1%
1000000	4	< 0.1%

Value	Count	Frequency (%)
50381960000	1	< 0.1%
31388000000	1	< 0.1%
29925000000	1	< 0.1%
22500000000	1	< 0.1%
19895327000	1	< 0.1%
10320132000	1	< 0.1%
9923425000	1	< 0.1%
9300000000	1	< 0.1%
8540000000	1	< 0.1%
8350000000	1	< 0.1%

하드웨어 구매예산4분기금액
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	350
Distinct (%)	9.7%
Missing	5713
Missing (%)	61.4%
Infinite	0
Infinite (%)	0.0%
Mean	62116874

Minimum	0
Maximum	3.1388 × 10¹⁰
Zeros	3117
Zeros (%)	33.5%
Negative	0
Negative (%)	0.0%
Memory size	81.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1.085 × 10⁸
Maximum	3.1388 × 10¹⁰
Range	3.1388 × 10¹⁰
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	8.2754819 × 10⁸
Coefficient of variation (CV)	13.322438
Kurtosis	1150.4788
Mean	62116874
Median Absolute Deviation (MAD)	0
Skewness	31.775464
Sum	2.2337228 × 10¹¹
Variance	6.84836 × 10¹⁷
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3117	33.5%
10000000	12	0.1%
50000000	9	0.1%
20000000	7	0.1%
15000000	6	0.1%
55000000	6	0.1%
100000000	6	0.1%
40000000	5	0.1%
30000000	5	0.1%
3000000	5	0.1%
Other values (340)	418	4.5%
(Missing)	5713	61.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3117	33.5%
353000	1	< 0.1%
500000	1	< 0.1%
600000	1	< 0.1%
700000	1	< 0.1%
750000	2	< 0.1%
1000000	2	< 0.1%
1260000	1	< 0.1%
1320000	1	< 0.1%
1400000	1	< 0.1%

Value	Count	Frequency (%)
31388000000	1	< 0.1%
31202484000	1	< 0.1%
12830400000	1	< 0.1%
9705345000	1	< 0.1%
5120000000	1	< 0.1%
4939261000	1	< 0.1%
4556000000	1	< 0.1%
4395900000	1	< 0.1%
3750400000	1	< 0.1%
3600000000	1	< 0.1%

하드웨어 구매예산리스여부
Boolean

IMBALANCE MISSING

Distinct	2
Distinct (%)	0.1%
Missing	5713
Missing (%)	61.4%
Memory size	18.3 KiB

False	3514
True	82
(Missing)	5713

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	3514	37.7%
True	82	0.9%
(Missing)	5713	61.4%

하드웨어 구매예산재원
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	72.9 KiB

<NA>	5713
자체예산	2632
정부(지자체)예산	964

Length

Max length	9
Median length	4
Mean length	4.5177785
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	<NA>
2nd row	<NA>
3rd row	<NA>
4th row	<NA>
5th row	<NA>

Common Values

Value	Count	Frequency (%)
<NA>	5713	61.4%
자체예산	2632	28.3%
정부(지자체)예산	964	10.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	5713	61.4%
자체예산	2632	28.3%
정부(지자체)예산	964	10.4%

하드웨어 구매예산발주처구분
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	72.9 KiB

<NA>	5713
자체	2169
위탁	1427

Length

Max length	4
Median length	4
Mean length	3.2274143
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	<NA>
2nd row	<NA>
3rd row	<NA>
4th row	<NA>
5th row	<NA>

Common Values

Value	Count	Frequency (%)
<NA>	5713	61.4%
자체	2169	23.3%
위탁	1427	15.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	5713	61.4%
자체	2169	23.3%
위탁	1427	15.3%

하드웨어 구매예산발주여부
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	72.9 KiB

<NA>	5713
미발주	3592
발주	4

Length

Max length	4
Median length	4
Mean length	3.6132775
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	<NA>
2nd row	<NA>
3rd row	<NA>
4th row	<NA>
5th row	<NA>

Common Values

Value	Count	Frequency (%)
<NA>	5713	61.4%
미발주	3592	38.6%
발주	4	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	5713	61.4%
미발주	3592	38.6%
발주	4	< 0.1%

하드웨어 구매예산합계
Real number (ℝ)

MISSING SKEWED

Distinct	1656
Distinct (%)	46.1%
Missing	5713
Missing (%)	61.4%
Infinite	0
Infinite (%)	0.0%
Mean	3.6087712 × 10⁸

Minimum	69000
Maximum	2.34584 × 10¹¹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	81.9 KiB

Quantile statistics

Minimum	69000
5-th percentile	2809246.8
Q1	16701915
median	47000000
Q3	1.389625 × 10⁸
95-th percentile	7.1399259 × 10⁸
Maximum	2.34584 × 10¹¹
Range	2.3458393 × 10¹¹
Interquartile range (IQR)	1.2226058 × 10⁸

Descriptive statistics

Standard deviation	4.6439739 × 10⁹
Coefficient of variation (CV)	12.868574
Kurtosis	1870.3715
Mean	3.6087712 × 10⁸
Median Absolute Deviation (MAD)	39000000
Skewness	39.836691
Sum	1.2977141 × 10¹²
Variance	2.1566494 × 10¹⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50000000	86	0.9%
100000000	67	0.7%
20000000	65	0.7%
30000000	54	0.6%
10000000	45	0.5%
25000000	42	0.5%
40000000	42	0.5%
60000000	39	0.4%
15000000	34	0.4%
22000000	34	0.4%
Other values (1646)	3088	33.2%
(Missing)	5713	61.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
69000	1	< 0.1%
250000	1	< 0.1%
300000	2	< 0.1%
336000	1	< 0.1%
366000	1	< 0.1%
420000	1	< 0.1%
500000	2	< 0.1%
520000	3	< 0.1%
600000	2	< 0.1%
700000	3	< 0.1%

Value	Count	Frequency (%)
234584000000	1	< 0.1%
94164000000	1	< 0.1%
74702484000	1	< 0.1%
50381960000	1	< 0.1%
33513000000	1	< 0.1%
29925000000	1	< 0.1%
27005345000	1	< 0.1%
26269910000	1	< 0.1%
19895327000	1	< 0.1%
19589261000	1	< 0.1%

하드웨어 구매예산사업명
Text

MISSING

Distinct	1332
Distinct (%)	72.5%
Missing	7473
Missing (%)	80.3%
Memory size	72.9 KiB

Length

Max length	46
Median length	31
Mean length	13.610566
Min length	2

Characters and Unicode

Total characters	24989
Distinct characters	448
Distinct categories	11 ?
Distinct scripts	3 ?
Distinct blocks	5 ?

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

Unique

Unique	1113 ?
Unique (%)	60.6%

Sample

1st row	지상라이다 공공측량성과심사용 H/W
2nd row	LiDAR 성과심사 프로그램 및 장비 구매
3rd row	전산장비(Workstation) 구매
4th row	PC 및 모니터 구매
5th row	컴퓨터 본체 구매

Value	Count	Frequency (%)
교체	431	7.5%
구입	263	4.6%
노후	226	3.9%
구매	203	3.5%
및	145	2.5%
네트워크	117	2.0%
구축	105	1.8%
전산장비	101	1.8%
장비	89	1.5%
업무용	88	1.5%
Other values (1395)	3992	69.3%

Most occurring characters

Value	Count	Frequency (%)
	3924	15.7%
구	759	3.0%
교	613	2.5%
체	565	2.3%
비	553	2.2%
장	548	2.2%
스	527	2.1%
보	519	2.1%
입	430	1.7%
업	426	1.7%
Other values (438)	16125	64.5%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	18703	74.8%
Space Separator	3924	15.7%
Uppercase Letter	1245	5.0%
Decimal Number	333	1.3%
Open Punctuation	243	1.0%
Close Punctuation	242	1.0%
Lowercase Letter	131	0.5%
Dash Punctuation	101	0.4%
Other Punctuation	56	0.2%
Initial Punctuation	9	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
구	759	4.1%
교	613	3.3%
체	565	3.0%
비	553	3.0%
장	548	2.9%
스	527	2.8%
보	519	2.8%
입	430	2.3%
업	426	2.3%
정	397	2.1%
Other values (370)	13366	71.5%

Uppercase Letter

Value	Count	Frequency (%)
C	308	24.7%
P	222	17.8%
T	115	9.2%
I	96	7.7%
V	87	7.0%
S	75	6.0%
A	55	4.4%
L	46	3.7%
D	44	3.5%
W	28	2.2%
Other values (14)	169	13.6%

Lowercase Letter

Value	Count	Frequency (%)
c	27	20.6%
p	17	13.0%
o	13	9.9%
v	12	9.2%
t	11	8.4%
n	10	7.6%
i	9	6.9%
a	5	3.8%
r	5	3.8%
e	4	3.1%
Other values (12)	18	13.7%

Decimal Number

Value	Count	Frequency (%)
2	149	44.7%
3	93	27.9%
0	52	15.6%
1	16	4.8%
4	13	3.9%
9	4	1.2%
5	2	0.6%
6	2	0.6%
8	1	0.3%
7	1	0.3%

Other Punctuation

Value	Count	Frequency (%)
,	35	62.5%
/	11	19.6%
.	5	8.9%
·	5	8.9%

Open Punctuation

Value	Count	Frequency (%)
(	240	98.8%
[	3	1.2%

Close Punctuation

Value	Count	Frequency (%)
)	239	98.8%
]	3	1.2%

Space Separator

Value	Count	Frequency (%)
	3924	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	101	100.0%

Initial Punctuation

Value	Count	Frequency (%)
‘	9	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	18703	74.8%
Common	4910	19.6%
Latin	1376	5.5%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
구	759	4.1%
교	613	3.3%
체	565	3.0%
비	553	3.0%
장	548	2.9%
스	527	2.8%
보	519	2.8%
입	430	2.3%
업	426	2.3%
정	397	2.1%
Other values (370)	13366	71.5%

Latin

Value	Count	Frequency (%)
C	308	22.4%
P	222	16.1%
T	115	8.4%
I	96	7.0%
V	87	6.3%
S	75	5.5%
A	55	4.0%
L	46	3.3%
D	44	3.2%
W	28	2.0%
Other values (36)	300	21.8%

Common

Value	Count	Frequency (%)
	3924	79.9%
(	240	4.9%
)	239	4.9%
2	149	3.0%
-	101	2.1%
3	93	1.9%
0	52	1.1%
,	35	0.7%
1	16	0.3%
4	13	0.3%
Other values (12)	48	1.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	18702	74.8%
ASCII	6272	25.1%
Punctuation	9	< 0.1%
None	5	< 0.1%
Compat Jamo	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	3924	62.6%
C	308	4.9%
(	240	3.8%
)	239	3.8%
P	222	3.5%
2	149	2.4%
T	115	1.8%
-	101	1.6%
I	96	1.5%
3	93	1.5%
Other values (56)	785	12.5%

Hangul

Value	Count	Frequency (%)
구	759	4.1%
교	613	3.3%
체	565	3.0%
비	553	3.0%
장	548	2.9%
스	527	2.8%
보	519	2.8%
입	430	2.3%
업	426	2.3%
정	397	2.1%
Other values (369)	13365	71.5%

Punctuation

Value	Count	Frequency (%)
‘	9	100.0%

None

Value	Count	Frequency (%)
·	5	100.0%

Compat Jamo

Value	Count	Frequency (%)
ㆍ	1	100.0%

하드웨어 구매예산사업개요
Text

MISSING

Distinct	1362
Distinct (%)	74.2%
Missing	7474
Missing (%)	80.3%
Memory size	72.9 KiB

Length

Max length	136
Median length	71
Mean length	17.834332
Min length	2

Characters and Unicode

Total characters	32726
Distinct characters	505
Distinct categories	12 ?
Distinct scripts	4 ?
Distinct blocks	6 ?

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

Unique

Unique	1183 ?
Unique (%)	64.5%

Sample

1st row	대용량의 3차원 지상라이다 성과를 처리할 수 있는 워크스테이션 구입
2nd row	LiDAR성과자료의 고용량 데이터 처리가 필요한 수치표고자료 심사에 사용되는 고사양 WorkStation이 필요
3rd row	지하공간통합지도 심사의 대용량 데이터의 처리 등 효율성 증대 효과 (Workstation 1대 장비 필요)
4th row	국가기본도 및 1:1,000 수치지형도 품질검사(실내) 수행을 위한 전산장비(데스크톱 컴퓨터) 구매
5th row	컴퓨터 본체 구매

Value	Count	Frequency (%)
교체	639	7.9%
노후	308	3.8%
및	295	3.6%
구입	232	2.9%
구매	171	2.1%
장비	143	1.8%
노후장비	129	1.6%
업무용	106	1.3%
구축	103	1.3%
네트워크	97	1.2%
Other values (2093)	5878	72.6%

Most occurring characters

Value	Count	Frequency (%)
	6266	19.1%
교	830	2.5%
체	796	2.4%
구	734	2.2%
장	723	2.2%
비	716	2.2%
노	643	2.0%
후	597	1.8%
스	530	1.6%
보	496	1.5%
Other values (495)	20395	62.3%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	23847	72.9%
Space Separator	6266	19.1%
Uppercase Letter	1346	4.1%
Decimal Number	371	1.1%
Close Punctuation	229	0.7%
Open Punctuation	228	0.7%
Other Punctuation	189	0.6%
Lowercase Letter	189	0.6%
Dash Punctuation	41	0.1%
Other Symbol	18	0.1%
Other values (2)	2	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
교	830	3.5%
체	796	3.3%
구	734	3.1%
장	723	3.0%
비	716	3.0%
노	643	2.7%
후	597	2.5%
스	530	2.2%
보	496	2.1%
화	446	1.9%
Other values (425)	17336	72.7%

Uppercase Letter

Value	Count	Frequency (%)
C	317	23.6%
P	240	17.8%
S	108	8.0%
V	97	7.2%
T	92	6.8%
I	65	4.8%
A	61	4.5%
L	60	4.5%
D	52	3.9%
W	38	2.8%
Other values (16)	216	16.0%

Lowercase Letter

Value	Count	Frequency (%)
c	33	17.5%
p	20	10.6%
t	17	9.0%
o	16	8.5%
a	15	7.9%
v	14	7.4%
e	11	5.8%
n	11	5.8%
r	10	5.3%
i	10	5.3%
Other values (11)	32	16.9%

Decimal Number

Value	Count	Frequency (%)
2	113	30.5%
1	70	18.9%
0	67	18.1%
3	46	12.4%
4	25	6.7%
5	15	4.0%
7	12	3.2%
9	9	2.4%
6	8	2.2%
8	6	1.6%

Other Punctuation

Value	Count	Frequency (%)
,	135	71.4%
/	27	14.3%
·	14	7.4%
.	10	5.3%
*	2	1.1%
:	1	0.5%

Space Separator

Value	Count	Frequency (%)
	6266	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	229	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	228	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	41	100.0%

Other Symbol

Value	Count	Frequency (%)
○	18	100.0%

Math Symbol

Value	Count	Frequency (%)
→	1	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	23839	72.8%
Common	7344	22.4%
Latin	1535	4.7%
Han	8	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
교	830	3.5%
체	796	3.3%
구	734	3.1%
장	723	3.0%
비	716	3.0%
노	643	2.7%
후	597	2.5%
스	530	2.2%
보	496	2.1%
화	446	1.9%
Other values (424)	17328	72.7%

Latin

Value	Count	Frequency (%)
C	317	20.7%
P	240	15.6%
S	108	7.0%
V	97	6.3%
T	92	6.0%
I	65	4.2%
A	61	4.0%
L	60	3.9%
D	52	3.4%
W	38	2.5%
Other values (37)	405	26.4%

Common

Value	Count	Frequency (%)
	6266	85.3%
)	229	3.1%
(	228	3.1%
,	135	1.8%
2	113	1.5%
1	70	1.0%
0	67	0.9%
3	46	0.6%
-	41	0.6%
/	27	0.4%
Other values (13)	122	1.7%

Han

Value	Count	Frequency (%)
全	8	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	23839	72.8%
ASCII	8846	27.0%
Geometric Shapes	18	0.1%
None	14	< 0.1%
CJK	8	< 0.1%
Arrows	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	6266	70.8%
C	317	3.6%
P	240	2.7%
)	229	2.6%
(	228	2.6%
,	135	1.5%
2	113	1.3%
S	108	1.2%
V	97	1.1%
T	92	1.0%
Other values (57)	1021	11.5%

Hangul

Value	Count	Frequency (%)
교	830	3.5%
체	796	3.3%
구	734	3.1%
장	723	3.0%
비	716	3.0%
노	643	2.7%
후	597	2.5%
스	530	2.2%
보	496	2.1%
화	446	1.9%
Other values (424)	17328	72.7%

Geometric Shapes

Value	Count	Frequency (%)
○	18	100.0%

None

Value	Count	Frequency (%)
·	14	100.0%

CJK

Value	Count	Frequency (%)
全	8	100.0%

Arrows

Value	Count	Frequency (%)
→	1	100.0%

하드웨어 구매예산사업기간
Text

MISSING

Distinct	87
Distinct (%)	4.7%
Missing	7473
Missing (%)	80.3%
Memory size	72.9 KiB

Length

Max length	17
Median length	17
Mean length	17
Min length	17

Characters and Unicode

Total characters	31212
Distinct characters	13
Distinct categories	4 ?
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	18 ?
Unique (%)	1.0%

Sample

1st row	2023-01 ~ 2023-03
2nd row	2023-01 ~ 2023-03
3rd row	2023-01 ~ 2023-03
4th row	2023-04 ~ 2023-05
5th row	2023-01 ~ 2023-12

Value	Count	Frequency (%)
	1836	33.3%
2023-01	1163	21.1%
2023-12	1009	18.3%
2023-06	354	6.4%
2023-03	269	4.9%
2023-04	220	4.0%
2023-02	153	2.8%
2023-05	139	2.5%
2023-07	107	1.9%
2023-09	106	1.9%
Other values (18)	152	2.8%

Most occurring characters

Value	Count	Frequency (%)
2	8545	27.4%
0	6300	20.2%
3	3904	12.5%
-	3672	11.8%
	3672	11.8%
1	2299	7.4%
~	1836	5.9%
6	355	1.1%
4	226	0.7%
5	142	0.5%
Other values (3)	261	0.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	22032	70.6%
Dash Punctuation	3672	11.8%
Space Separator	3672	11.8%
Math Symbol	1836	5.9%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	8545	38.8%
0	6300	28.6%
3	3904	17.7%
1	2299	10.4%
6	355	1.6%
4	226	1.0%
5	142	0.6%
7	111	0.5%
9	108	0.5%
8	42	0.2%

Dash Punctuation

Value	Count	Frequency (%)
-	3672	100.0%

Space Separator

Value	Count	Frequency (%)
	3672	100.0%

Math Symbol

Value	Count	Frequency (%)
~	1836	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	31212	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	8545	27.4%
0	6300	20.2%
3	3904	12.5%
-	3672	11.8%
	3672	11.8%
1	2299	7.4%
~	1836	5.9%
6	355	1.1%
4	226	0.7%
5	142	0.5%
Other values (3)	261	0.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	31212	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	8545	27.4%
0	6300	20.2%
3	3904	12.5%
-	3672	11.8%
	3672	11.8%
1	2299	7.4%
~	1836	5.9%
6	355	1.1%
4	226	0.7%
5	142	0.5%
Other values (3)	261	0.8%

하드웨어 구매예산사업예산
Real number (ℝ)

MISSING SKEWED

Distinct	948
Distinct (%)	51.7%
Missing	7475
Missing (%)	80.3%
Infinite	0
Infinite (%)	0.0%
Mean	6.8385554 × 10⁸

Minimum	366000
Maximum	2.34584 × 10¹¹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	81.9 KiB

Quantile statistics

Minimum	366000
5-th percentile	3726000
Q1	22030000
median	63500000
Q3	2.2 × 10⁸
95-th percentile	1.993 × 10⁹
Maximum	2.34584 × 10¹¹
Range	2.3458363 × 10¹¹
Interquartile range (IQR)	1.9797 × 10⁸

Descriptive statistics

Standard deviation	6.2734758 × 10⁹
Coefficient of variation (CV)	9.1736858
Kurtosis	1084.6385
Mean	6.8385554 × 10⁸
Median Absolute Deviation (MAD)	53500000
Skewness	30.60242
Sum	1.2541911 × 10¹²
Variance	3.9356499 × 10¹⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50000000	39	0.4%
100000000	39	0.4%
20000000	27	0.3%
25000000	23	0.2%
30000000	23	0.2%
60000000	22	0.2%
200000000	20	0.2%
70000000	15	0.2%
150000000	14	0.2%
24000000	14	0.2%
Other values (938)	1598	17.2%
(Missing)	7475	80.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
366000	1	< 0.1%
500000	2	< 0.1%
520000	1	< 0.1%
700000	1	< 0.1%
780000	1	< 0.1%
800000	1	< 0.1%
850000	1	< 0.1%
960000	1	< 0.1%
991000	1	< 0.1%
1000000	4	< 0.1%

Value	Count	Frequency (%)
234584000000	1	< 0.1%
94164000000	1	< 0.1%
50381960000	1	< 0.1%
33513000000	1	< 0.1%
29925000000	1	< 0.1%
19895327000	1	< 0.1%
16252000000	3	< 0.1%
12000000000	1	< 0.1%
10320132000	1	< 0.1%
9929570000	1	< 0.1%

상용소프트웨어예산품목명(용도)
Text

MISSING

Distinct	2180
Distinct (%)	59.4%
Missing	5637
Missing (%)	60.6%
Memory size	72.9 KiB

Length

Max length	51
Median length	39
Mean length	10.030229
Min length	2

Characters and Unicode

Total characters	36831
Distinct characters	478
Distinct categories	10 ?
Distinct scripts	4 ?
Distinct blocks	5 ?

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

Unique

Unique	1935 ?
Unique (%)	52.7%

Sample

1st row	사무용SW
2nd row	백신소프트웨어 구입
3rd row	업무용 소프트웨어 구입
4th row	경기게임아카데미 교육 운영
5th row	서부 창작터 스타트업 입주공간 운영지원 및 서부 창작터 교육 프로그램 지원

Value	Count	Frequency (%)
사무용sw	669	8.5%
구입	397	5.1%
소프트웨어	396	5.1%
sw	318	4.1%
백신	302	3.9%
구매	238	3.0%
및	178	2.3%
사무용	158	2.0%
업무용	149	1.9%
솔루션	142	1.8%
Other values (1892)	4879	62.3%

Most occurring characters

Value	Count	Frequency (%)
	4226	11.5%
용	1613	4.4%
S	1607	4.4%
W	1400	3.8%
무	1244	3.4%
사	1069	2.9%
프	933	2.5%
구	875	2.4%
어	810	2.2%
트	763	2.1%
Other values (468)	22291	60.5%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	26322	71.5%
Uppercase Letter	4448	12.1%
Space Separator	4226	11.5%
Lowercase Letter	646	1.8%
Open Punctuation	368	1.0%
Close Punctuation	367	1.0%
Other Punctuation	194	0.5%
Decimal Number	180	0.5%
Dash Punctuation	72	0.2%
Connector Punctuation	8	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
용	1613	6.1%
무	1244	4.7%
사	1069	4.1%
프	933	3.5%
구	875	3.3%
어	810	3.1%
트	763	2.9%
보	720	2.7%
신	715	2.7%
웨	704	2.7%
Other values (398)	16876	64.1%

Uppercase Letter

Value	Count	Frequency (%)
S	1607	36.1%
W	1400	31.5%
P	284	6.4%
C	270	6.1%
D	138	3.1%
M	104	2.3%
B	100	2.2%
A	86	1.9%
O	69	1.6%
E	63	1.4%
Other values (15)	327	7.4%

Lowercase Letter

Value	Count	Frequency (%)
s	118	18.3%
w	106	16.4%
e	61	9.4%
i	48	7.4%
r	42	6.5%
a	34	5.3%
n	33	5.1%
t	30	4.6%
o	28	4.3%
l	23	3.6%
Other values (13)	123	19.0%

Decimal Number

Value	Count	Frequency (%)
2	80	44.4%
0	39	21.7%
3	32	17.8%
1	17	9.4%
5	4	2.2%
6	4	2.2%
4	2	1.1%
7	2	1.1%

Other Punctuation

Value	Count	Frequency (%)
/	97	50.0%
,	80	41.2%
.	12	6.2%
·	2	1.0%
&	1	0.5%
#	1	0.5%
\	1	0.5%

Open Punctuation

Value	Count	Frequency (%)
(	360	97.8%
[	8	2.2%

Close Punctuation

Value	Count	Frequency (%)
)	359	97.8%
]	8	2.2%

Space Separator

Value	Count	Frequency (%)
	4226	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	72	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	8	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	26321	71.5%
Common	5415	14.7%
Latin	5094	13.8%
Han	1	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
용	1613	6.1%
무	1244	4.7%
사	1069	4.1%
프	933	3.5%
구	875	3.3%
어	810	3.1%
트	763	2.9%
보	720	2.7%
신	715	2.7%
웨	704	2.7%
Other values (397)	16875	64.1%

Latin

Value	Count	Frequency (%)
S	1607	31.5%
W	1400	27.5%
P	284	5.6%
C	270	5.3%
D	138	2.7%
s	118	2.3%
w	106	2.1%
M	104	2.0%
B	100	2.0%
A	86	1.7%
Other values (38)	881	17.3%

Common

Value	Count	Frequency (%)
	4226	78.0%
(	360	6.6%
)	359	6.6%
/	97	1.8%
,	80	1.5%
2	80	1.5%
-	72	1.3%
0	39	0.7%
3	32	0.6%
1	17	0.3%
Other values (12)	53	1.0%

Han

Value	Count	Frequency (%)
新	1	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	26320	71.5%
ASCII	10507	28.5%
None	2	< 0.1%
Compat Jamo	1	< 0.1%
CJK	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	4226	40.2%
S	1607	15.3%
W	1400	13.3%
(	360	3.4%
)	359	3.4%
P	284	2.7%
C	270	2.6%
D	138	1.3%
s	118	1.1%
w	106	1.0%
Other values (59)	1639	15.6%

Hangul

Value	Count	Frequency (%)
용	1613	6.1%
무	1244	4.7%
사	1069	4.1%
프	933	3.5%
구	875	3.3%
어	810	3.1%
트	763	2.9%
보	720	2.7%
신	715	2.7%
웨	704	2.7%
Other values (396)	16874	64.1%

None

Value	Count	Frequency (%)
·	2	100.0%

Compat Jamo

Value	Count	Frequency (%)
ㆍ	1	100.0%

CJK

Value	Count	Frequency (%)
新	1	100.0%

상용소프트웨어예산구분코드
Categorical

IMBALANCE

Distinct	14
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	72.9 KiB

<NA>	5637
보안 SW	1408
개인 및 사무용 SW	1396
기타응용 SW	203
운영체계 SW	162
Other values (9)	503

Length

Max length	16
Median length	4
Mean length	5.7217746
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	개인 및 사무용 SW
2nd row	보안 SW
3rd row	개인 및 사무용 SW
4th row	<NA>
5th row	기타응용 SW

Common Values

Value	Count	Frequency (%)
<NA>	5637	60.6%
보안 SW	1408	15.1%
개인 및 사무용 SW	1396	15.0%
기타응용 SW	203	2.2%
운영체계 SW	162	1.7%
시스템관리 및 스토리지 SW	109	1.2%
기타 시스템 SW	95	1.0%
데이터관리 및 분석 SW	90	1.0%
DBMS 및 관련 개발툴	43	0.5%
산업특화용 SW	42	0.5%
Other values (4)	124	1.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
na	5637	34.3%
sw	3599	21.9%
및	1638	10.0%
보안	1408	8.6%
개인	1396	8.5%
사무용	1396	8.5%
기타응용	203	1.2%
운영체계	162	1.0%
기타	127	0.8%
시스템관리	109	0.7%
Other values (15)	767	4.7%

상용소프트웨어예산정보보호사업 구분코드
Categorical

IMBALANCE

Distinct	11
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	72.9 KiB

<NA>	7901
A02	882
A05	180
A03	119
A01	84
Other values (6)	143

Length

Max length	4
Median length	4
Mean length	3.8487485
Min length	3

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	<NA>
2nd row	A02
3rd row	<NA>
4th row	<NA>
5th row	<NA>

Common Values

Value	Count	Frequency (%)
<NA>	7901	84.9%
A02	882	9.5%
A05	180	1.9%
A03	119	1.3%
A01	84	0.9%
A06	59	0.6%
A04	57	0.6%
B03	20	0.2%
B01	4	< 0.1%
B04	2	< 0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
na	7901	84.9%
a02	882	9.5%
a05	180	1.9%
a03	119	1.3%
a01	84	0.9%
a06	59	0.6%
a04	57	0.6%
b03	20	0.2%
b01	4	< 0.1%
b04	2	< 0.1%

상용소프트웨어예산정보보호사업 구분명
Categorical

IMBALANCE

Distinct	11
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	72.9 KiB

<NA>	7901
정보보안 제품-시스템(단말) 보안	882
정보보안 제품-보안관리	180
정보보안 제품-콘텐츠(데이터) / 정보유출방지보안	119
정보보안 제품-네트워크 보안	84
Other values (6)	143

Length

Max length	27
Median length	4
Mean length	6.0611236
Min length	4

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	<NA>
2nd row	정보보안 제품-시스템(단말) 보안
3rd row	<NA>
4th row	<NA>
5th row	<NA>

Common Values

Value	Count	Frequency (%)
<NA>	7901	84.9%
정보보안 제품-시스템(단말) 보안	882	9.5%
정보보안 제품-보안관리	180	1.9%
정보보안 제품-콘텐츠(데이터) / 정보유출방지보안	119	1.3%
정보보안 제품-네트워크 보안	84	0.9%
정보보안 제품-기타 정보보안제품	59	0.6%
정보보안 제품-암호 / 인증"	57	0.6%
물리보안 제품-접근제어 제품	20	0.2%
물리보안 제품-CCTV	4	< 0.1%
물리보안 제품-알람 모니터링	2	< 0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
na	7901	65.2%
정보보안	1381	11.4%
보안	966	8.0%
제품-시스템(단말	882	7.3%
제품-보안관리	180	1.5%
	176	1.5%
제품-콘텐츠(데이터	119	1.0%
정보유출방지보안	119	1.0%
제품-네트워크	84	0.7%
제품-기타	60	0.5%
Other values (10)	249	2.1%

상용소프트웨어예산구매예산
Real number (ℝ)

MISSING

Distinct	1942
Distinct (%)	52.9%
Missing	5637
Missing (%)	60.6%
Infinite	0
Infinite (%)	0.0%
Mean	81842643

Minimum	36000
Maximum	1.17026 × 10¹⁰
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	81.9 KiB

Quantile statistics

Minimum	36000
5-th percentile	915090
Q1	5836125
median	20850000
Q3	55000000
95-th percentile	2.699604 × 10⁸
Maximum	1.17026 × 10¹⁰
Range	1.1702564 × 10¹⁰
Interquartile range (IQR)	49163875

Descriptive statistics

Standard deviation	3.3914249 × 10⁸
Coefficient of variation (CV)	4.1438359
Kurtosis	451.67111
Mean	81842643
Median Absolute Deviation (MAD)	17850000
Skewness	17.325845
Sum	3.0052619 × 10¹¹
Variance	1.1501763 × 10¹⁷
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30000000	51	0.5%
5000000	49	0.5%
20000000	46	0.5%
10000000	45	0.5%
1000000	40	0.4%
6000000	39	0.4%
3000000	38	0.4%
4000000	35	0.4%
50000000	34	0.4%
35000000	32	0.3%
Other values (1932)	3263	35.1%
(Missing)	5637	60.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
36000	1	< 0.1%
98000	1	< 0.1%
100000	1	< 0.1%
110000	1	< 0.1%
115000	1	< 0.1%
123200	1	< 0.1%
132000	1	< 0.1%
150000	1	< 0.1%
165000	1	< 0.1%
170000	1	< 0.1%

Value	Count	Frequency (%)
11702600000	1	< 0.1%
5661600000	1	< 0.1%
5165378000	1	< 0.1%
5081572000	1	< 0.1%
4800000000	1	< 0.1%
3760360000	1	< 0.1%
3615581000	1	< 0.1%
3385000000	1	< 0.1%
3382400000	1	< 0.1%
3351200000	1	< 0.1%

상용소프트웨어예산1분기금액
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	1072
Distinct (%)	29.2%
Missing	5637
Missing (%)	60.6%
Infinite	0
Infinite (%)	0.0%
Mean	28822683

Minimum	0
Maximum	1.17026 × 10¹⁰
Zeros	1964
Zeros (%)	21.1%
Negative	0
Negative (%)	0.0%
Memory size	81.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	16545000
95-th percentile	1.0102745 × 10⁸
Maximum	1.17026 × 10¹⁰
Range	1.17026 × 10¹⁰
Interquartile range (IQR)	16545000

Descriptive statistics

Standard deviation	2.2953172 × 10⁸
Coefficient of variation (CV)	7.9635792
Kurtosis	1859.5228
Mean	28822683
Median Absolute Deviation (MAD)	0
Skewness	38.697426
Sum	1.0583689 × 10¹¹
Variance	5.2684809 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1964	21.1%
10000000	23	0.2%
35000000	19	0.2%
50000000	19	0.2%
40000000	19	0.2%
20000000	18	0.2%
30000000	18	0.2%
3000000	17	0.2%
6000000	16	0.2%
1500000	13	0.1%
Other values (1062)	1546	16.6%
(Missing)	5637	60.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1964	21.1%
36000	1	< 0.1%
66000	1	< 0.1%
98000	1	< 0.1%
100000	1	< 0.1%
150000	1	< 0.1%
165000	1	< 0.1%
180000	1	< 0.1%
196000	2	< 0.1%
200000	1	< 0.1%

Value	Count	Frequency (%)
11702600000	1	< 0.1%
3615581000	1	< 0.1%
3382400000	1	< 0.1%
2807208000	1	< 0.1%
1713887000	1	< 0.1%
1400000000	1	< 0.1%
1350000000	1	< 0.1%
1105000000	2	< 0.1%
1083000000	1	< 0.1%
1061700000	1	< 0.1%

상용소프트웨어예산2분기금액
Real number (ℝ)

MISSING ZEROS

Distinct	654
Distinct (%)	17.8%
Missing	5637
Missing (%)	60.6%
Infinite	0
Infinite (%)	0.0%
Mean	23482010

Minimum	0
Maximum	5.165378 × 10⁹
Zeros	2664
Zeros (%)	28.6%
Negative	0
Negative (%)	0.0%
Memory size	81.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1500000
95-th percentile	84287900
Maximum	5.165378 × 10⁹
Range	5.165378 × 10⁹
Interquartile range (IQR)	1500000

Descriptive statistics

Standard deviation	1.6048429 × 10⁸
Coefficient of variation (CV)	6.8343508
Kurtosis	411.62116
Mean	23482010
Median Absolute Deviation (MAD)	0
Skewness	17.536424
Sum	8.622594 × 10¹⁰
Variance	2.5755208 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2664	28.6%
3000000	23	0.2%
1000000	17	0.2%
30000000	16	0.2%
5000000	15	0.2%
100000000	14	0.2%
15000000	11	0.1%
20000000	11	0.1%
10000000	11	0.1%
50000000	11	0.1%
Other values (644)	879	9.4%
(Missing)	5637	60.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2664	28.6%
110000	1	< 0.1%
117800	1	< 0.1%
150000	1	< 0.1%
200000	1	< 0.1%
250000	3	< 0.1%
270000	1	< 0.1%
275000	1	< 0.1%
300000	2	< 0.1%
340000	1	< 0.1%

Value	Count	Frequency (%)
5165378000	1	< 0.1%
3351200000	1	< 0.1%
2716776440	1	< 0.1%
2447056000	1	< 0.1%
2214410760	1	< 0.1%
2046473000	1	< 0.1%
1813859000	1	< 0.1%
1800000000	2	< 0.1%
1615680000	1	< 0.1%
1530000000	1	< 0.1%

상용소프트웨어예산3분기금액
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	442
Distinct (%)	12.0%
Missing	5637
Missing (%)	60.6%
Infinite	0
Infinite (%)	0.0%
Mean	17099561

Minimum	0
Maximum	5.081572 × 10⁹
Zeros	2968
Zeros (%)	31.9%
Negative	0
Negative (%)	0.0%
Memory size	81.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	53000000
Maximum	5.081572 × 10⁹
Range	5.081572 × 10⁹
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.5476369 × 10⁸
Coefficient of variation (CV)	9.0507403
Kurtosis	637.99935
Mean	17099561
Median Absolute Deviation (MAD)	0
Skewness	22.792887
Sum	6.2789589 × 10¹⁰
Variance	2.3951799 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2968	31.9%
5000000	23	0.2%
1000000	12	0.1%
20000000	11	0.1%
30000000	10	0.1%
6000000	10	0.1%
2000000	9	0.1%
50000000	9	0.1%
35000000	9	0.1%
100000000	8	0.1%
Other values (432)	603	6.5%
(Missing)	5637	60.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2968	31.9%
14770	1	< 0.1%
44000	1	< 0.1%
66000	1	< 0.1%
150000	4	< 0.1%
220000	2	< 0.1%
240000	2	< 0.1%
242000	4	< 0.1%
250000	4	< 0.1%
283000	1	< 0.1%

Value	Count	Frequency (%)
5081572000	1	< 0.1%
4800000000	1	< 0.1%
3160214000	1	< 0.1%
2290232700	1	< 0.1%
2100000000	1	< 0.1%
1608000000	1	< 0.1%
1529835000	1	< 0.1%
1458600000	1	< 0.1%
1306000000	1	< 0.1%
1094790000	1	< 0.1%

상용소프트웨어예산4분기금액
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	396
Distinct (%)	10.8%
Missing	5637
Missing (%)	60.6%
Infinite	0
Infinite (%)	0.0%
Mean	12438390

Minimum	0
Maximum	3.385 × 10⁹
Zeros	3069
Zeros (%)	33.0%
Negative	0
Negative (%)	0.0%
Memory size	81.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	46503325
Maximum	3.385 × 10⁹
Range	3.385 × 10⁹
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	87939634
Coefficient of variation (CV)	7.0700175
Kurtosis	641.34056
Mean	12438390
Median Absolute Deviation (MAD)	0
Skewness	20.412703
Sum	4.5673767 × 10¹⁰
Variance	7.7333792 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3069	33.0%
10000000	13	0.1%
1000000	12	0.1%
5000000	11	0.1%
20000000	10	0.1%
3000000	10	0.1%
4000000	9	0.1%
6000000	8	0.1%
1500000	8	0.1%
2000000	8	0.1%
Other values (386)	514	5.5%
(Missing)	5637	60.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3069	33.0%
55000	2	< 0.1%
100000	1	< 0.1%
115000	1	< 0.1%
123200	1	< 0.1%
150000	1	< 0.1%
170000	1	< 0.1%
200000	1	< 0.1%
250000	3	< 0.1%
300000	2	< 0.1%

Value	Count	Frequency (%)
3385000000	1	< 0.1%
1404000000	1	< 0.1%
1158401000	1	< 0.1%
1107933000	1	< 0.1%
941000000	1	< 0.1%
921000000	1	< 0.1%
875437000	1	< 0.1%
818000000	1	< 0.1%
800000000	1	< 0.1%
752500000	1	< 0.1%

상용소프트웨어예산합계
Real number (ℝ)

MISSING

Distinct	1942
Distinct (%)	52.9%
Missing	5637
Missing (%)	60.6%
Infinite	0
Infinite (%)	0.0%
Mean	81842643

Minimum	36000
Maximum	1.17026 × 10¹⁰
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	81.9 KiB

Quantile statistics

Minimum	36000
5-th percentile	915090
Q1	5836125
median	20850000
Q3	55000000
95-th percentile	2.699604 × 10⁸
Maximum	1.17026 × 10¹⁰
Range	1.1702564 × 10¹⁰
Interquartile range (IQR)	49163875

Descriptive statistics

Standard deviation	3.3914249 × 10⁸
Coefficient of variation (CV)	4.1438359
Kurtosis	451.67111
Mean	81842643
Median Absolute Deviation (MAD)	17850000
Skewness	17.325845
Sum	3.0052619 × 10¹¹
Variance	1.1501763 × 10¹⁷
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30000000	51	0.5%
5000000	49	0.5%
20000000	46	0.5%
10000000	45	0.5%
1000000	40	0.4%
6000000	39	0.4%
3000000	38	0.4%
4000000	35	0.4%
50000000	34	0.4%
35000000	32	0.3%
Other values (1932)	3263	35.1%
(Missing)	5637	60.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
36000	1	< 0.1%
98000	1	< 0.1%
100000	1	< 0.1%
110000	1	< 0.1%
115000	1	< 0.1%
123200	1	< 0.1%
132000	1	< 0.1%
150000	1	< 0.1%
165000	1	< 0.1%
170000	1	< 0.1%

Value	Count	Frequency (%)
11702600000	1	< 0.1%
5661600000	1	< 0.1%
5165378000	1	< 0.1%
5081572000	1	< 0.1%
4800000000	1	< 0.1%
3760360000	1	< 0.1%
3615581000	1	< 0.1%
3385000000	1	< 0.1%
3382400000	1	< 0.1%
3351200000	1	< 0.1%

상용소프트웨어예산재원
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	72.9 KiB

<NA>	5639
자체예산	2599
정부(지자체)예산	1071

Length

Max length	9
Median length	4
Mean length	4.5752498
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	자체예산
2nd row	자체예산
3rd row	자체예산
4th row	<NA>
5th row	정부(지자체)예산

Common Values

Value	Count	Frequency (%)
<NA>	5639	60.6%
자체예산	2599	27.9%
정부(지자체)예산	1071	11.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	5639	60.6%
자체예산	2599	27.9%
정부(지자체)예산	1071	11.5%

상용소프트웨어예산구매처구분
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	72.9 KiB

<NA>	5637
(조달청)나라장터	2443
(기관)자체 구매	1229

Length

Max length	9
Median length	4
Mean length	5.9722849
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	(조달청)나라장터
2nd row	(조달청)나라장터
3rd row	(조달청)나라장터
4th row	<NA>
5th row	(조달청)나라장터

Common Values

Value	Count	Frequency (%)
<NA>	5637	60.6%
(조달청)나라장터	2443	26.2%
(기관)자체 구매	1229	13.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	5637	53.5%
조달청)나라장터	2443	23.2%
기관)자체	1229	11.7%
구매	1229	11.7%

소프트웨어구축예산사업명
Text

MISSING

Distinct	6183
Distinct (%)	86.7%
Missing	2175
Missing (%)	23.4%
Memory size	72.9 KiB

Length

Max length	57
Median length	44
Mean length	17.559994
Min length	3

Characters and Unicode

Total characters	125273
Distinct characters	638
Distinct categories	15 ?
Distinct scripts	4 ?
Distinct blocks	8 ?

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

Unique

Unique	5900 ?
Unique (%)	82.7%

Sample

1st row	그룹웨어 유지보수
2nd row	교육관리시스템 유지보수
3rd row	전산시스템(서버, 네트워크) 유지보수
4th row	전산 유지관리
5th row	경기게임문화센터운영

Value	Count	Frequency (%)
유지보수	2408	9.9%
유지관리	1764	7.3%
및	989	4.1%
2023	921	3.8%
홈페이지	554	2.3%
용역	535	2.2%
시스템	473	1.9%
구축	457	1.9%
정보시스템	448	1.8%
운영	442	1.8%
Other values (6206)	15280	63.0%

Most occurring characters

Value	Count	Frequency (%)
	17137	13.7%
지	6468	5.2%
보	5462	4.4%
유	5169	4.1%
스	4178	3.3%
시	4095	3.3%
템	3602	2.9%
관	3552	2.8%
리	3188	2.5%
수	3185	2.5%
Other values (628)	69237	55.3%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	94942	75.8%
Space Separator	17137	13.7%
Decimal Number	5216	4.2%
Uppercase Letter	3854	3.1%
Dash Punctuation	1329	1.1%
Close Punctuation	932	0.7%
Open Punctuation	932	0.7%
Lowercase Letter	489	0.4%
Other Punctuation	343	0.3%
Math Symbol	79	0.1%
Other values (5)	20	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
지	6468	6.8%
보	5462	5.8%
유	5169	5.4%
스	4178	4.4%
시	4095	4.3%
템	3602	3.8%
관	3552	3.7%
리	3188	3.4%
수	3185	3.4%
정	2583	2.7%
Other values (541)	53460	56.3%

Uppercase Letter

Value	Count	Frequency (%)
S	524	13.6%
P	377	9.8%
C	366	9.5%
I	354	9.2%
D	262	6.8%
T	226	5.9%
R	213	5.5%
B	198	5.1%
M	167	4.3%
A	164	4.3%
Other values (16)	1003	26.0%

Lowercase Letter

Value	Count	Frequency (%)
e	93	19.0%
a	44	9.0%
o	43	8.8%
i	35	7.2%
n	31	6.3%
c	30	6.1%
t	28	5.7%
r	27	5.5%
s	26	5.3%
p	21	4.3%
Other values (13)	111	22.7%

Decimal Number

Value	Count	Frequency (%)
2	2581	49.5%
3	1224	23.5%
0	1223	23.4%
1	70	1.3%
4	69	1.3%
5	25	0.5%
9	13	0.2%
6	7	0.1%
8	3	0.1%
7	1	< 0.1%

Other Punctuation

Value	Count	Frequency (%)
,	127	37.0%
/	96	28.0%
·	79	23.0%
.	20	5.8%
&	10	2.9%
'	7	2.0%
:	2	0.6%
*	1	0.3%
′	1	0.3%

Math Symbol

Value	Count	Frequency (%)
~	74	93.7%
+	2	2.5%
∼	2	2.5%
～	1	1.3%

Close Punctuation

Value	Count	Frequency (%)
)	707	75.9%
]	224	24.0%
」	1	0.1%

Open Punctuation

Value	Count	Frequency (%)
(	707	75.9%
[	224	24.0%
「	1	0.1%

Letter Number

Value	Count	Frequency (%)
Ⅱ	3	37.5%
Ⅲ	3	37.5%
Ⅰ	2	25.0%

Space Separator

Value	Count	Frequency (%)
	17137	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1329	100.0%

Modifier Symbol

Value	Count	Frequency (%)
`	4	100.0%

Final Punctuation

Value	Count	Frequency (%)
’	3	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	3	100.0%

Initial Punctuation

Value	Count	Frequency (%)
‘	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	94940	75.8%
Common	25980	20.7%
Latin	4351	3.5%
Han	2	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
지	6468	6.8%
보	5462	5.8%
유	5169	5.4%
스	4178	4.4%
시	4095	4.3%
템	3602	3.8%
관	3552	3.7%
리	3188	3.4%
수	3185	3.4%
정	2583	2.7%
Other values (539)	53458	56.3%

Latin

Value	Count	Frequency (%)
S	524	12.0%
P	377	8.7%
C	366	8.4%
I	354	8.1%
D	262	6.0%
T	226	5.2%
R	213	4.9%
B	198	4.6%
M	167	3.8%
A	164	3.8%
Other values (42)	1500	34.5%

Common

Value	Count	Frequency (%)
	17137	66.0%
2	2581	9.9%
-	1329	5.1%
3	1224	4.7%
0	1223	4.7%
)	707	2.7%
(	707	2.7%
[	224	0.9%
]	224	0.9%
,	127	0.5%
Other values (25)	497	1.9%

Han

Value	Count	Frequency (%)
化	1	50.0%
舊	1	50.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	94938	75.8%
ASCII	30233	24.1%
None	82	0.1%
Number Forms	8	< 0.1%
Punctuation	6	< 0.1%
Math Operators	2	< 0.1%
Compat Jamo	2	< 0.1%
CJK	2	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	17137	56.7%
2	2581	8.5%
-	1329	4.4%
3	1224	4.0%
0	1223	4.0%
)	707	2.3%
(	707	2.3%
S	524	1.7%
P	377	1.2%
C	366	1.2%
Other values (66)	4058	13.4%

Hangul

Value	Count	Frequency (%)
지	6468	6.8%
보	5462	5.8%
유	5169	5.4%
스	4178	4.4%
시	4095	4.3%
템	3602	3.8%
관	3552	3.7%
리	3188	3.4%
수	3185	3.4%
정	2583	2.7%
Other values (538)	53456	56.3%

None

Value	Count	Frequency (%)
·	79	96.3%
「	1	1.2%
」	1	1.2%
～	1	1.2%

Number Forms

Value	Count	Frequency (%)
Ⅱ	3	37.5%
Ⅲ	3	37.5%
Ⅰ	2	25.0%

Punctuation

Value	Count	Frequency (%)
’	3	50.0%
‘	2	33.3%
′	1	16.7%

Math Operators

Value	Count	Frequency (%)
∼	2	100.0%

Compat Jamo

Value	Count	Frequency (%)
ㆍ	2	100.0%

CJK

Value	Count	Frequency (%)
化	1	50.0%
舊	1	50.0%

소프트웨어구축예산사업개요
Text

MISSING

Distinct	6472
Distinct (%)	92.0%
Missing	2275
Missing (%)	24.4%
Memory size	72.9 KiB

Length

Max length	246
Median length	203
Mean length	29.348593
Min length	3

Characters and Unicode

Total characters	206438
Distinct characters	759
Distinct categories	16 ?
Distinct scripts	4 ?
Distinct blocks	9 ?

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

Unique

Unique	6257 ?
Unique (%)	89.0%

Sample

1st row	그룹웨어 유지보수
2nd row	기 구축된 교육관리시스템의 유지보수
3rd row	운영중인 서버, 네트워크 장비의 유지보수
4th row	전산 유지관리
5th row	■ 사업목적 : 경기게임문화센터 사업 소개 등 홈페이지 유지보수 ■ 사업개요 - 경기게임문화센터 홈페이지 유지보수 - 23- 사업 내용 업데이트, 관리자 페이지 기능 강화 ■ 기대효과: 안정적인 홈페이지 운영

Value	Count	Frequency (%)
유지보수	2317	5.1%
및	2238	5.0%
유지관리	1716	3.8%
시스템	763	1.7%
운영	677	1.5%
홈페이지	653	1.4%
등	643	1.4%
위한	605	1.3%
구축	471	1.0%
사업	426	0.9%
Other values (11828)	34544	76.7%

Most occurring characters

Value	Count	Frequency (%)
	38021	18.4%
지	7184	3.5%
보	6026	2.9%
스	5215	2.5%
유	5139	2.5%
시	5104	2.5%
관	4257	2.1%
템	4096	2.0%
정	3788	1.8%
리	3762	1.8%
Other values (749)	123846	60.0%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	152201	73.7%
Space Separator	38021	18.4%
Uppercase Letter	5612	2.7%
Other Punctuation	3121	1.5%
Decimal Number	3075	1.5%
Lowercase Letter	1016	0.5%
Dash Punctuation	1014	0.5%
Close Punctuation	1004	0.5%
Open Punctuation	995	0.5%
Other Symbol	273	0.1%
Other values (6)	106	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
지	7184	4.7%
보	6026	4.0%
스	5215	3.4%
유	5139	3.4%
시	5104	3.4%
관	4257	2.8%
템	4096	2.7%
정	3788	2.5%
리	3762	2.5%
수	3543	2.3%
Other values (645)	104087	68.4%

Uppercase Letter

Value	Count	Frequency (%)
S	829	14.8%
P	537	9.6%
C	534	9.5%
I	453	8.1%
W	449	8.0%
D	388	6.9%
T	304	5.4%
B	264	4.7%
R	257	4.6%
A	225	4.0%
Other values (16)	1372	24.4%

Lowercase Letter

Value	Count	Frequency (%)
e	160	15.7%
a	98	9.6%
o	96	9.4%
t	79	7.8%
r	59	5.8%
i	57	5.6%
s	51	5.0%
n	48	4.7%
c	47	4.6%
p	39	3.8%
Other values (16)	282	27.8%

Other Punctuation

Value	Count	Frequency (%)
,	2040	65.4%
/	302	9.7%
·	283	9.1%
.	188	6.0%
:	137	4.4%
'	119	3.8%
*	18	0.6%
&	15	0.5%
"	15	0.5%
※	3	0.1%

Decimal Number

Value	Count	Frequency (%)
2	1259	40.9%
0	618	20.1%
3	595	19.3%
1	213	6.9%
4	113	3.7%
5	92	3.0%
6	71	2.3%
9	44	1.4%
7	39	1.3%
8	31	1.0%

Math Symbol

Value	Count	Frequency (%)
~	32	74.4%
+	4	9.3%
→	2	4.7%
>	2	4.7%
<	1	2.3%
↔	1	2.3%
×	1	2.3%

Open Punctuation

Value	Count	Frequency (%)
(	949	95.4%
[	29	2.9%
「	14	1.4%
『	2	0.2%
（	1	0.1%

Other Symbol

Value	Count	Frequency (%)
○	204	74.7%
■	41	15.0%
□	24	8.8%
●	3	1.1%
◈	1	0.4%

Close Punctuation

Value	Count	Frequency (%)
)	958	95.4%
]	29	2.9%
」	15	1.5%
』	2	0.2%

Dash Punctuation

Value	Count	Frequency (%)
-	1009	99.5%
―	5	0.5%

Final Punctuation

Value	Count	Frequency (%)
’	24	85.7%
”	4	14.3%

Initial Punctuation

Value	Count	Frequency (%)
‘	20	83.3%
“	4	16.7%

Space Separator

Value	Count	Frequency (%)
	38021	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	5	100.0%

Modifier Symbol

Value	Count	Frequency (%)
`	5	100.0%

Letter Number

Value	Count	Frequency (%)
Ⅲ	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	152181	73.7%
Common	47608	23.1%
Latin	6629	3.2%
Han	20	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
지	7184	4.7%
보	6026	4.0%
스	5215	3.4%
유	5139	3.4%
시	5104	3.4%
관	4257	2.8%
템	4096	2.7%
정	3788	2.5%
리	3762	2.5%
수	3543	2.3%
Other values (636)	104067	68.4%

Latin

Value	Count	Frequency (%)
S	829	12.5%
P	537	8.1%
C	534	8.1%
I	453	6.8%
W	449	6.8%
D	388	5.9%
T	304	4.6%
B	264	4.0%
R	257	3.9%
A	225	3.4%
Other values (43)	2389	36.0%

Common

Value	Count	Frequency (%)
	38021	79.9%
,	2040	4.3%
2	1259	2.6%
-	1009	2.1%
)	958	2.0%
(	949	2.0%
0	618	1.3%
3	595	1.2%
/	302	0.6%
·	283	0.6%
Other values (41)	1574	3.3%

Han

Value	Count	Frequency (%)
道	6	30.0%
無	4	20.0%
現	2	10.0%
全	2	10.0%
內	2	10.0%
新	1	5.0%
化	1	5.0%
舊	1	5.0%
旣	1	5.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	152004	73.6%
ASCII	53582	26.0%
None	318	0.2%
Geometric Shapes	273	0.1%
Compat Jamo	177	0.1%
Punctuation	60	< 0.1%
CJK	20	< 0.1%
Arrows	3	< 0.1%
Number Forms	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	38021	71.0%
,	2040	3.8%
2	1259	2.3%
-	1009	1.9%
)	958	1.8%
(	949	1.8%
S	829	1.5%
0	618	1.2%
3	595	1.1%
P	537	1.0%
Other values (73)	6767	12.6%

Hangul

Value	Count	Frequency (%)
지	7184	4.7%
보	6026	4.0%
스	5215	3.4%
유	5139	3.4%
시	5104	3.4%
관	4257	2.8%
템	4096	2.7%
정	3788	2.5%
리	3762	2.5%
수	3543	2.3%
Other values (632)	103890	68.3%

None

Value	Count	Frequency (%)
·	283	89.0%
」	15	4.7%
「	14	4.4%
『	2	0.6%
』	2	0.6%
（	1	0.3%
×	1	0.3%

Geometric Shapes

Value	Count	Frequency (%)
○	204	74.7%
■	41	15.0%
□	24	8.8%
●	3	1.1%
◈	1	0.4%

Compat Jamo

Value	Count	Frequency (%)
ㅇ	158	89.3%
ㆍ	17	9.6%
ㅎ	1	0.6%
ㅗ	1	0.6%

Punctuation

Value	Count	Frequency (%)
’	24	40.0%
‘	20	33.3%
―	5	8.3%
”	4	6.7%
“	4	6.7%
※	3	5.0%

CJK

Value	Count	Frequency (%)
道	6	30.0%
無	4	20.0%
現	2	10.0%
全	2	10.0%
內	2	10.0%
新	1	5.0%
化	1	5.0%
舊	1	5.0%
旣	1	5.0%

Arrows

Value	Count	Frequency (%)
→	2	66.7%
↔	1	33.3%

Number Forms

Value	Count	Frequency (%)
Ⅲ	1	100.0%

소프트웨어구축예산사업분류
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	72.9 KiB

계속사업	5530
<NA>	2175
신규사업	1604

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
계속사업	5530	59.4%
<NA>	2175	23.4%
신규사업	1604	17.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
계속사업	5530	59.4%
na	2175	23.4%
신규사업	1604	17.2%

소프트웨어구축예산사업유형
Categorical

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	72.9 KiB

시스템운영유지관리 사업	5591
<NA>	2175
소프트웨어개발 사업	1043
시스템운용환경구축 사업	189
정보화전략계획수립 사업	120
Other values (2)	191

Length

Max length	14
Median length	12
Mean length	9.9113761
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	시스템운영유지관리 사업
2nd row	시스템운영유지관리 사업
3rd row	시스템운영유지관리 사업
4th row	시스템운영유지관리 사업
5th row	시스템운영유지관리 사업

Common Values

Value	Count	Frequency (%)
시스템운영유지관리 사업	5591	60.1%
<NA>	2175	23.4%
소프트웨어개발 사업	1043	11.2%
시스템운용환경구축 사업	189	2.0%
정보화전략계획수립 사업	120	1.3%
데이터베이스구축 사업	113	1.2%
디지털콘텐츠개발서비스 사업	78	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
사업	7134	43.4%
시스템운영유지관리	5591	34.0%
na	2175	13.2%
소프트웨어개발	1043	6.3%
시스템운용환경구축	189	1.1%
정보화전략계획수립	120	0.7%
데이터베이스구축	113	0.7%
디지털콘텐츠개발서비스	78	0.5%

소프트웨어구축예산신사업유형구분
Categorical

IMBALANCE

Distinct	9
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	72.9 KiB

해당없음	6619
<NA>	2175
Cloud	198
Big Data	97
Mobile	86
Other values (4)	134

Length

Max length	8
Median length	4
Mean length	4.0791707
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
해당없음	6619	71.1%
<NA>	2175	23.4%
Cloud	198	2.1%
Big Data	97	1.0%
Mobile	86	0.9%
IoT B	60	0.6%
AIF	59	0.6%
기타	11	0.1%
블록체인	4	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
해당없음	6619	69.9%
na	2175	23.0%
cloud	198	2.1%
big	97	1.0%
data	97	1.0%
mobile	86	0.9%
iot	60	0.6%
b	60	0.6%
aif	59	0.6%
기타	11	0.1%

소프트웨어구축예산정보보호사업 해당여부
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	72.9 KiB

비해당	5383
<NA>	2175
해당	1145
일부	606

Length

Max length	4
Median length	3
Mean length	3.0455473
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	비해당
2nd row	비해당
3rd row	해당
4th row	비해당
5th row	비해당

Common Values

Value	Count	Frequency (%)
비해당	5383	57.8%
<NA>	2175	23.4%
해당	1145	12.3%
일부	606	6.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
비해당	5383	57.8%
na	2175	23.4%
해당	1145	12.3%
일부	606	6.5%

소프트웨어구축예산정보보호사업 비율(퍼센트)
Text

MISSING

Distinct	60
Distinct (%)	3.4%
Missing	7558
Missing (%)	81.2%
Memory size	72.9 KiB

Length

Max length	6
Median length	4
Mean length	3.625928
Min length	2

Characters and Unicode

Total characters	6349
Distinct characters	12
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	17 ?
Unique (%)	1.0%

Sample

1st row	100%
2nd row	100%
3rd row	100%
4th row	100%
5th row	100%

Value	Count	Frequency (%)
100	1145	65.4%
10	112	6.4%
20	92	5.3%
50	91	5.2%
30	79	4.5%
15	22	1.3%
40	22	1.3%
5	14	0.8%
80	11	0.6%
25	9	0.5%
Other values (50)	154	8.8%

Most occurring characters

Value	Count	Frequency (%)
0	2715	42.8%
%	1751	27.6%
1	1334	21.0%
5	146	2.3%
2	142	2.2%
3	118	1.9%
4	44	0.7%
8	28	0.4%
6	27	0.4%
7	26	0.4%
Other values (2)	18	0.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	4595	72.4%
Other Punctuation	1754	27.6%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2715	59.1%
1	1334	29.0%
5	146	3.2%
2	142	3.1%
3	118	2.6%
4	44	1.0%
8	28	0.6%
6	27	0.6%
7	26	0.6%
9	15	0.3%

Other Punctuation

Value	Count	Frequency (%)
%	1751	99.8%
.	3	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	6349	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2715	42.8%
%	1751	27.6%
1	1334	21.0%
5	146	2.3%
2	142	2.2%
3	118	1.9%
4	44	0.7%
8	28	0.4%
6	27	0.4%
7	26	0.4%
Other values (2)	18	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6349	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2715	42.8%
%	1751	27.6%
1	1334	21.0%
5	146	2.3%
2	142	2.2%
3	118	1.9%
4	44	0.7%
8	28	0.4%
6	27	0.4%
7	26	0.4%
Other values (2)	18	0.3%

소프트웨어구축예산정보보호사업 구분코드
Categorical

IMBALANCE

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	72.9 KiB

<NA>	7568
A03	1367
A01	135
A07	125
A02	43
Other values (3)	71

Length

Max length	4
Median length	4
Mean length	3.8129767
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	<NA>
2nd row	<NA>
3rd row	A03
4th row	<NA>
5th row	<NA>

Common Values

Value	Count	Frequency (%)
<NA>	7568	81.3%
A03	1367	14.7%
A01	135	1.5%
A07	125	1.3%
A02	43	0.5%
A04	38	0.4%
B01	19	0.2%
B03	14	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	7568	81.3%
a03	1367	14.7%
a01	135	1.5%
a07	125	1.3%
a02	43	0.5%
a04	38	0.4%
b01	19	0.2%
b03	14	0.2%

소프트웨어구축예산정보보호사업 구분명
Categorical

IMBALANCE

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	72.9 KiB

<NA>	7568
유지관리	1367
보안관제	135
기타 정보보안서비스	125
보안컨설팅	43
Other values (3)	71

Length

Max length	10
Median length	4
Mean length	4.1166613
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	<NA>
2nd row	<NA>
3rd row	유지관리
4th row	<NA>
5th row	<NA>

Common Values

Value	Count	Frequency (%)
<NA>	7568	81.3%
유지관리	1367	14.7%
보안관제	135	1.5%
기타 정보보안서비스	125	1.3%
보안컨설팅	43	0.5%
보안성지속서비스	38	0.4%
영상보안서비스	19	0.2%
기타 물리보안서비스	14	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	7568	80.1%
유지관리	1367	14.5%
기타	139	1.5%
보안관제	135	1.4%
정보보안서비스	125	1.3%
보안컨설팅	43	0.5%
보안성지속서비스	38	0.4%
영상보안서비스	19	0.2%
물리보안서비스	14	0.1%

소프트웨어구축예산보안성지속서비스 세부 요율(퍼센트)
Categorical

IMBALANCE

Distinct	13
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	72.9 KiB

<NA>	8755
0%	516
8%	15
10%	6
7%	4
Other values (8)	13

Length

Max length	5
Median length	4
Mean length	3.8830164
Min length	2

Unique

Unique	5 ?
Unique (%)	0.1%

Sample

1st row	<NA>
2nd row	<NA>
3rd row	<NA>
4th row	<NA>
5th row	<NA>

Common Values

Value	Count	Frequency (%)
<NA>	8755	94.0%
0%	516	5.5%
8%	15	0.2%
10%	6	0.1%
7%	4	< 0.1%
15%	3	< 0.1%
12%	3	< 0.1%
9%	2	< 0.1%
3%	1	< 0.1%
6.50%	1	< 0.1%
Other values (3)	3	< 0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
na	8755	94.0%
0	516	5.5%
8	15	0.2%
10	6	0.1%
7	4	< 0.1%
15	3	< 0.1%
12	3	< 0.1%
9	2	< 0.1%
3	1	< 0.1%
6.50	1	< 0.1%
Other values (3)	3	< 0.1%

소프트웨어구축예산발주시기
Categorical

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	72.9 KiB

1분기	6289
<NA>	2175
2분기	603
3분기	199
4분기	43

Length

Max length	4
Median length	3
Mean length	3.2336449
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
1분기	6289	67.6%
<NA>	2175	23.4%
2분기	603	6.5%
3분기	199	2.1%
4분기	43	0.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1분기	6289	67.6%
na	2175	23.4%
2분기	603	6.5%
3분기	199	2.1%
4분기	43	0.5%

소프트웨어구축예산대기업 참여제한 예외인정 여부
Categorical

IMBALANCE

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	72.9 KiB

해당사항없음	7099
<NA>	2175
대기업 참여제한 예외 인정 사업	22
대기업 참여제한 예외 인정 신청 검토 사업	13

Length

Max length	23
Median length	6
Mean length	5.5824471
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
해당사항없음	7099	76.3%
<NA>	2175	23.4%
대기업 참여제한 예외 인정 사업	22	0.2%
대기업 참여제한 예외 인정 신청 검토 사업	13	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
해당사항없음	7099	74.9%
na	2175	23.0%
대기업	35	0.4%
참여제한	35	0.4%
예외	35	0.4%
인정	35	0.4%
사업	35	0.4%
신청	13	0.1%
검토	13	0.1%

소프트웨어구축예산총사업시작
Date

MISSING

Distinct	53
Distinct (%)	0.7%
Missing	2175
Missing (%)	23.4%
Memory size	72.9 KiB

Minimum	2015-01-01 00:00:00
Maximum	2023-12-01 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

소프트웨어구축예산총사업종료
Categorical

IMBALANCE

Distinct	44
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	72.9 KiB

2023-12	5964
<NA>	2175
2024-12	158
2024-02	118
2023-06	108
Other values (39)	786

Length

Max length	7
Median length	7
Mean length	6.2990654
Min length	4

Unique

Unique	4 ?
Unique (%)	< 0.1%

Sample

1st row	2023-12
2nd row	2023-12
3rd row	2023-12
4th row	2023-12
5th row	2023-12

Common Values

Value	Count	Frequency (%)
2023-12	5964	64.1%
<NA>	2175	23.4%
2024-12	158	1.7%
2024-02	118	1.3%
2023-06	108	1.2%
2023-11	90	1.0%
2023-09	79	0.8%
2023-10	75	0.8%
2023-08	48	0.5%
2024-03	41	0.4%
Other values (34)	453	4.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
2023-12	5964	64.1%
na	2175	23.4%
2024-12	158	1.7%
2024-02	118	1.3%
2023-06	108	1.2%
2023-11	90	1.0%
2023-09	79	0.8%
2023-10	75	0.8%
2023-08	48	0.5%
2024-03	41	0.4%
Other values (34)	453	4.9%

소프트웨어구축예산총사업금액
Real number (ℝ)

MISSING SKEWED

Distinct	4011
Distinct (%)	56.2%
Missing	2175
Missing (%)	23.4%
Infinite	0
Infinite (%)	0.0%
Mean	9.4617703 × 10⁸

Minimum	165000
Maximum	2.87 × 10¹¹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	81.9 KiB

Quantile statistics

Minimum	165000
5-th percentile	2678600
Q1	12000000
median	66000000
Q3	3.3781025 × 10⁸
95-th percentile	2.5 × 10⁹
Maximum	2.87 × 10¹¹
Range	2.8699984 × 10¹¹
Interquartile range (IQR)	3.2581025 × 10⁸

Descriptive statistics

Standard deviation	7.3096733 × 10⁹
Coefficient of variation (CV)	7.7254817
Kurtosis	760.17464
Mean	9.4617703 × 10⁸
Median Absolute Deviation (MAD)	62149500
Skewness	24.409417
Sum	6.7500269 × 10¹²
Variance	5.3431324 × 10¹⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20000000	94	1.0%
200000000	77	0.8%
100000000	76	0.8%
300000000	63	0.7%
22000000	60	0.6%
50000000	57	0.6%
150000000	55	0.6%
500000000	50	0.5%
3000000	45	0.5%
15000000	45	0.5%
Other values (4001)	6512	70.0%
(Missing)	2175	23.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
165000	1	< 0.1%
220000	1	< 0.1%
231000	1	< 0.1%
264000	1	< 0.1%
315000	1	< 0.1%
325600	1	< 0.1%
328000	1	< 0.1%
360000	1	< 0.1%
369600	1	< 0.1%
450000	1	< 0.1%

Value	Count	Frequency (%)
287000000000	1	< 0.1%
260313000000	1	< 0.1%
210021000000	1	< 0.1%
189700000000	1	< 0.1%
150500000000	1	< 0.1%
99689000000	1	< 0.1%
99062000000	1	< 0.1%
97531000000	1	< 0.1%
93555000000	1	< 0.1%
89370000000	1	< 0.1%

소프트웨어구축예산당해사업시작
Categorical

IMBALANCE

Distinct	16
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	72.9 KiB

2023-01	5685
<NA>	2175
2023-03	358
2023-04	337
2023-05	193
Other values (11)	561

Length

Max length	7
Median length	7
Mean length	6.2990654
Min length	4

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	2023-01
2nd row	2023-01
3rd row	2023-01
4th row	2023-01
5th row	2023-04

Common Values

Value	Count	Frequency (%)
2023-01	5685	61.1%
<NA>	2175	23.4%
2023-03	358	3.8%
2023-04	337	3.6%
2023-05	193	2.1%
2023-06	174	1.9%
2023-07	123	1.3%
2023-02	105	1.1%
2023-08	55	0.6%
2023-10	41	0.4%
Other values (6)	63	0.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
2023-01	5685	61.1%
na	2175	23.4%
2023-03	358	3.8%
2023-04	337	3.6%
2023-05	193	2.1%
2023-06	174	1.9%
2023-07	123	1.3%
2023-02	105	1.1%
2023-08	55	0.6%
2023-10	41	0.4%
Other values (6)	63	0.7%

소프트웨어구축예산당해사업종료
Categorical

IMBALANCE

Distinct	24
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	72.9 KiB

2023-12	6266
<NA>	2175
2024-02	113
2023-06	108
2023-11	94
Other values (19)	553

Length

Max length	7
Median length	7
Mean length	6.2990654
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2023-12
2nd row	2023-12
3rd row	2023-12
4th row	2023-12
5th row	2023-12

Common Values

Value	Count	Frequency (%)
2023-12	6266	67.3%
<NA>	2175	23.4%
2024-02	113	1.2%
2023-06	108	1.2%
2023-11	94	1.0%
2023-09	79	0.8%
2023-10	76	0.8%
2023-08	48	0.5%
2024-03	40	0.4%
2024-04	38	0.4%
Other values (14)	272	2.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
2023-12	6266	67.3%
na	2175	23.4%
2024-02	113	1.2%
2023-06	108	1.2%
2023-11	94	1.0%
2023-09	79	0.8%
2023-10	76	0.8%
2023-08	48	0.5%
2024-03	40	0.4%
2024-04	38	0.4%
Other values (14)	272	2.9%

소프트웨어구축예산당해사업금액
Real number (ℝ)

MISSING

Distinct	3967
Distinct (%)	55.6%
Missing	2175
Missing (%)	23.4%
Infinite	0
Infinite (%)	0.0%
Mean	5.8227626 × 10⁸

Minimum	165000
Maximum	9.9689 × 10¹⁰
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	81.9 KiB

Quantile statistics

Minimum	165000
5-th percentile	2670750
Q1	12000000
median	63712500
Q3	3.07489 × 10⁸
95-th percentile	1.8459315 × 10⁹
Maximum	9.9689 × 10¹⁰
Range	9.9688835 × 10¹⁰
Interquartile range (IQR)	2.95489 × 10⁸

Descriptive statistics

Standard deviation	3.1507944 × 10⁹
Coefficient of variation (CV)	5.4111675
Kurtosis	450.02798
Mean	5.8227626 × 10⁸
Median Absolute Deviation (MAD)	59752500
Skewness	18.334162
Sum	4.1539589 × 10¹²
Variance	9.9275052 × 10¹⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20000000	96	1.0%
200000000	85	0.9%
100000000	80	0.9%
300000000	63	0.7%
22000000	61	0.7%
50000000	59	0.6%
150000000	57	0.6%
500000000	50	0.5%
3000000	46	0.5%
15000000	45	0.5%
Other values (3957)	6492	69.7%
(Missing)	2175	23.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
165000	1	< 0.1%
220000	1	< 0.1%
231000	1	< 0.1%
264000	1	< 0.1%
315000	1	< 0.1%
325600	1	< 0.1%
328000	1	< 0.1%
360000	1	< 0.1%
369600	1	< 0.1%
450000	1	< 0.1%

Value	Count	Frequency (%)
99689000000	1	< 0.1%
95200000000	1	< 0.1%
85112231000	1	< 0.1%
83851000000	1	< 0.1%
57400000000	1	< 0.1%
51352909000	1	< 0.1%
47351051000	1	< 0.1%
46248000000	1	< 0.1%
44787000000	1	< 0.1%
37489546000	1	< 0.1%

소프트웨어구축예산분리발주여부
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	72.9 KiB

미추진	6978
<NA>	2175
추진	156

Length

Max length	4
Median length	3
Mean length	3.2168869
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
미추진	6978	75.0%
<NA>	2175	23.4%
추진	156	1.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
미추진	6978	75.0%
na	2175	23.4%
추진	156	1.7%

소프트웨어구축예산분리발주예산
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	137
Distinct (%)	1.9%
Missing	2175
Missing (%)	23.4%
Infinite	0
Infinite (%)	0.0%
Mean	13138575

Minimum	0
Maximum	1.4 × 10¹⁰
Zeros	6978
Zeros (%)	75.0%
Negative	0
Negative (%)	0.0%
Memory size	81.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1.4 × 10¹⁰
Range	1.4 × 10¹⁰
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.5071169 × 10⁸
Coefficient of variation (CV)	19.082107
Kurtosis	1751.1757
Mean	13138575
Median Absolute Deviation (MAD)	0
Skewness	38.103497
Sum	9.3730592 × 10¹⁰
Variance	6.2856349 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6978	75.0%
200000000	6	0.1%
300000000	4	< 0.1%
120000000	3	< 0.1%
110000000	2	< 0.1%
500000000	2	< 0.1%
400000000	2	< 0.1%
100000000	2	< 0.1%
180000000	2	< 0.1%
250000000	2	< 0.1%
Other values (127)	131	1.4%
(Missing)	2175	23.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6978	75.0%
500000	1	< 0.1%
792000	1	< 0.1%
1264000	1	< 0.1%
1500000	1	< 0.1%
1788600	1	< 0.1%
3500000	1	< 0.1%
3880000	1	< 0.1%
10000000	1	< 0.1%
11000000	1	< 0.1%

Value	Count	Frequency (%)
14000000000	1	< 0.1%
8657000000	1	< 0.1%
7038815000	1	< 0.1%
6838000000	1	< 0.1%
5197000000	1	< 0.1%
3000000000	1	< 0.1%
2766000000	1	< 0.1%
2145000000	1	< 0.1%
2046921000	1	< 0.1%
1580000000	1	< 0.1%

소프트웨어구축예산발주처구분
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	72.9 KiB

(기관)자체발주	4820
(조달청)위탁발주	2314
<NA>	2175

Length

Max length	9
Median length	8
Mean length	7.3139972
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	(기관)자체발주
2nd row	(기관)자체발주
3rd row	(기관)자체발주
4th row	(기관)자체발주
5th row	(기관)자체발주

Common Values

Value	Count	Frequency (%)
(기관)자체발주	4820	51.8%
(조달청)위탁발주	2314	24.9%
<NA>	2175	23.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
기관)자체발주	4820	51.8%
조달청)위탁발주	2314	24.9%
na	2175	23.4%

소프트웨어구축예산발주여부
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	72.9 KiB

미발주	6494
<NA>	2175
발주	640

Length

Max length	4
Median length	3
Mean length	3.1648942
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
미발주	6494	69.8%
<NA>	2175	23.4%
발주	640	6.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
미발주	6494	69.8%
na	2175	23.4%
발주	640	6.9%

소프트웨어구축예산하드웨어장비도입여부
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	72.9 KiB

미도입	6837
<NA>	2175
도입	297

Length

Max length	4
Median length	3
Mean length	3.2017403
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
미도입	6837	73.4%
<NA>	2175	23.4%
도입	297	3.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
미도입	6837	73.4%
na	2175	23.4%
도입	297	3.2%

소프트웨어구축예산하드웨어장비도입금액
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	235
Distinct (%)	3.3%
Missing	2175
Missing (%)	23.4%
Infinite	0
Infinite (%)	0.0%
Mean	53449034

Minimum	0
Maximum	4.83088 × 10¹⁰
Zeros	6837
Zeros (%)	73.4%
Negative	0
Negative (%)	0.0%
Memory size	81.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	4.83088 × 10¹⁰
Range	4.83088 × 10¹⁰
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.0330807 × 10⁹
Coefficient of variation (CV)	19.328333
Kurtosis	1300.6966
Mean	53449034
Median Absolute Deviation (MAD)	0
Skewness	33.261575
Sum	3.8130541 × 10¹¹
Variance	1.0672558 × 10¹⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6837	73.4%
50000000	9	0.1%
100000000	8	0.1%
70000000	6	0.1%
300000000	5	0.1%
30000000	5	0.1%
25000000	5	0.1%
150000000	4	< 0.1%
200000000	3	< 0.1%
40000000	3	< 0.1%
Other values (225)	249	2.7%
(Missing)	2175	23.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6837	73.4%
2000000	1	< 0.1%
3000000	1	< 0.1%
4000000	1	< 0.1%
5000000	2	< 0.1%
5500000	1	< 0.1%
6100000	1	< 0.1%
7000000	1	< 0.1%
7100000	1	< 0.1%
7130000	1	< 0.1%

Value	Count	Frequency (%)
48308800000	1	< 0.1%
43811979000	1	< 0.1%
28976227000	1	< 0.1%
25778749000	1	< 0.1%
19550514000	1	< 0.1%
14576665000	1	< 0.1%
13587866000	1	< 0.1%
13515000000	1	< 0.1%
13388617600	1	< 0.1%
13333000000	1	< 0.1%

소프트웨어구축예산하드웨어유지보수금액
Real number (ℝ)

MISSING ZEROS

Distinct	687
Distinct (%)	34.9%
Missing	7341
Missing (%)	78.9%
Infinite	0
Infinite (%)	0.0%
Mean	96400068

Minimum	0
Maximum	1.5146749 × 10¹⁰
Zeros	1160
Zeros (%)	12.5%
Negative	0
Negative (%)	0.0%
Memory size	81.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	16184945
95-th percentile	3.3635305 × 10⁸
Maximum	1.5146749 × 10¹⁰
Range	1.5146749 × 10¹⁰
Interquartile range (IQR)	16184945

Descriptive statistics

Standard deviation	5.8525553 × 10⁸
Coefficient of variation (CV)	6.0711111
Kurtosis	291.10698
Mean	96400068
Median Absolute Deviation (MAD)	0
Skewness	14.801376
Sum	1.8971533 × 10¹¹
Variance	3.4252403 × 10¹⁷
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1160	12.5%
20000000	8	0.1%
2400000	7	0.1%
70000000	7	0.1%
3000000	7	0.1%
10000000	6	0.1%
15000000	6	0.1%
30000000	5	0.1%
100000000	5	0.1%
3600000	5	0.1%
Other values (677)	752	8.1%
(Missing)	7341	78.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1160	12.5%
3229	1	< 0.1%
3960	1	< 0.1%
360000	1	< 0.1%
367000	1	< 0.1%
618000	1	< 0.1%
630985	1	< 0.1%
690000	1	< 0.1%
708000	1	< 0.1%
725000	1	< 0.1%

Value	Count	Frequency (%)
15146749470	1	< 0.1%
8513319000	1	< 0.1%
7861002000	1	< 0.1%
7540930000	1	< 0.1%
6396890000	1	< 0.1%
6306630000	1	< 0.1%
5225652000	1	< 0.1%
3888000000	1	< 0.1%
3843317000	1	< 0.1%
3000000000	1	< 0.1%

소프트웨어구축예산상용소프트웨어도입여부
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	72.9 KiB

미도입	6838
<NA>	2175
도입	296

Length

Max length	4
Median length	3
Mean length	3.2018477
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
미도입	6838	73.5%
<NA>	2175	23.4%
도입	296	3.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
미도입	6838	73.5%
na	2175	23.4%
도입	296	3.2%

소프트웨어구축예산상용소프트웨어도입금액
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	240
Distinct (%)	3.4%
Missing	2175
Missing (%)	23.4%
Infinite	0
Infinite (%)	0.0%
Mean	26515177

Minimum	0
Maximum	2.96085 × 10¹⁰
Zeros	6838
Zeros (%)	73.5%
Negative	0
Negative (%)	0.0%
Memory size	81.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	2.96085 × 10¹⁰
Range	2.96085 × 10¹⁰
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	5.5289623 × 10⁸
Coefficient of variation (CV)	20.852067
Kurtosis	2001.7902
Mean	26515177
Median Absolute Deviation (MAD)	0
Skewness	42.050792
Sum	1.8915927 × 10¹¹
Variance	3.0569424 × 10¹⁷
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6838	73.5%
200000000	8	0.1%
400000000	6	0.1%
50000000	5	0.1%
300000000	5	0.1%
30000000	4	< 0.1%
100000000	4	< 0.1%
120000000	3	< 0.1%
28000000	3	< 0.1%
5000000	3	< 0.1%
Other values (230)	255	2.7%
(Missing)	2175	23.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6838	73.5%
353000	1	< 0.1%
500000	1	< 0.1%
792000	1	< 0.1%
1000000	1	< 0.1%
1264000	1	< 0.1%
1500000	3	< 0.1%
1788600	1	< 0.1%
2230000	1	< 0.1%
2354000	1	< 0.1%

Value	Count	Frequency (%)
29608500000	1	< 0.1%
26524000000	1	< 0.1%
14895000000	1	< 0.1%
11526000000	1	< 0.1%
9006332000	1	< 0.1%
7038815000	1	< 0.1%
5197000000	1	< 0.1%
3905000000	1	< 0.1%
3000000000	1	< 0.1%
2394546000	1	< 0.1%

소프트웨어구축예산상용소프트웨어유지보수요율(퍼센트)
Real number (ℝ)

MISSING ZEROS

Distinct	61
Distinct (%)	3.6%
Missing	7627
Missing (%)	81.9%
Infinite	0
Infinite (%)	0.0%
Mean	5.2694233

Minimum	0
Maximum	25
Zeros	987
Zeros (%)	10.6%
Negative	0
Negative (%)	0.0%
Memory size	81.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	12
95-th percentile	16
Maximum	25
Range	25
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	6.5391915
Coefficient of variation (CV)	1.2409691
Kurtosis	-1.364483
Mean	5.2694233
Median Absolute Deviation (MAD)	0
Skewness	0.58198761
Sum	8863.17
Variance	42.761026
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	987	10.6%
12.0	170	1.8%
15.0	91	1.0%
14.0	86	0.9%
10.0	68	0.7%
16.0	56	0.6%
13.0	44	0.5%
11.0	32	0.3%
8.0	31	0.3%
20.0	18	0.2%
Other values (51)	99	1.1%
(Missing)	7627	81.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	987	10.6%
5.0	4	< 0.1%
5.12	1	< 0.1%
5.43	1	< 0.1%
5.64	1	< 0.1%
6.0	5	0.1%
6.5	2	< 0.1%
6.7	1	< 0.1%
7.0	10	0.1%
8.0	31	0.3%

Value	Count	Frequency (%)
25.0	1	< 0.1%
20.0	18	0.2%
19.0	2	< 0.1%
18.6	1	< 0.1%
18.0	14	0.2%
17.5	1	< 0.1%
16.0	56	0.6%
15.37	1	< 0.1%
15.3	1	< 0.1%
15.0	91	1.0%

소프트웨어구축예산재원
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	72.9 KiB

자체예산	4393
정부(지자체)예산	2741
<NA>	2175

Length

Max length	9
Median length	4
Mean length	5.4722312
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	자체예산
2nd row	자체예산
3rd row	자체예산
4th row	자체예산
5th row	정부(지자체)예산

Common Values

Value	Count	Frequency (%)
자체예산	4393	47.2%
정부(지자체)예산	2741	29.4%
<NA>	2175	23.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
자체예산	4393	47.2%
정부(지자체)예산	2741	29.4%
na	2175	23.4%

First rows
Last rows

	기관명	기관유형	총예산	상용소프트웨어구매예산	소프트웨어구축 사업계획 예산	하드웨어 구매예산품목명(용도)	하드웨어 구매예산구분코드	하드웨어 구매예산정보통신기술-대분류	하드웨어 구매예산정보통신기술-중분류	하드웨어 구매예산정보통신기술-소분류	하드웨어 구매예산구매예산	하드웨어 구매예산구매수량	하드웨어 구매예산1분기금액	하드웨어 구매예산2분기금액	하드웨어 구매예산3분기금액	하드웨어 구매예산4분기금액	하드웨어 구매예산리스여부	하드웨어 구매예산재원	하드웨어 구매예산발주처구분	하드웨어 구매예산발주여부	하드웨어 구매예산합계	하드웨어 구매예산사업명	하드웨어 구매예산사업개요	하드웨어 구매예산사업기간	하드웨어 구매예산사업예산	상용소프트웨어예산품목명(용도)	상용소프트웨어예산구분코드	상용소프트웨어예산정보보호사업 구분코드	상용소프트웨어예산정보보호사업 구분명	상용소프트웨어예산구매예산	상용소프트웨어예산1분기금액	상용소프트웨어예산2분기금액	상용소프트웨어예산3분기금액	상용소프트웨어예산4분기금액	상용소프트웨어예산합계	상용소프트웨어예산재원	상용소프트웨어예산구매처구분	소프트웨어구축예산사업명	소프트웨어구축예산사업개요	소프트웨어구축예산사업분류	소프트웨어구축예산사업유형	소프트웨어구축예산신사업유형구분	소프트웨어구축예산정보보호사업 해당여부	소프트웨어구축예산정보보호사업 비율(퍼센트)	소프트웨어구축예산정보보호사업 구분코드	소프트웨어구축예산정보보호사업 구분명	소프트웨어구축예산보안성지속서비스 세부 요율(퍼센트)	소프트웨어구축예산발주시기	소프트웨어구축예산대기업 참여제한 예외인정 여부	소프트웨어구축예산총사업시작	소프트웨어구축예산총사업종료	소프트웨어구축예산총사업금액	소프트웨어구축예산당해사업시작	소프트웨어구축예산당해사업종료	소프트웨어구축예산당해사업금액	소프트웨어구축예산분리발주여부	소프트웨어구축예산발주처구분	소프트웨어구축예산발주여부	소프트웨어구축예산하드웨어장비도입여부	소프트웨어구축예산하드웨어유지보수금액	소프트웨어구축예산상용소프트웨어도입여부	소프트웨어구축예산상용소프트웨어유지보수요율(퍼센트)	소프트웨어구축예산재원
0	(재)강원테크노파크	공공기관	19000000	5000000	14000000	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	사무용SW	개인 및 사무용 SW	<NA>	<NA>	5000000	0	5000000	0	0	5000000	자체예산	(조달청)나라장터	그룹웨어 유지보수	그룹웨어 유지보수	계속사업	시스템운영유지관리 사업	해당없음	비해당	<NA>	<NA>	<NA>	<NA>	1분기	해당사항없음	2023-01	2023-12	14000000	2023-01	2023-12	14000000	미추진	(기관)자체발주	미발주	미도입	<NA>	미도입	<NA>	자체예산
1	(재)건설기술교육원	공공기관	49000000	8000000	41000000	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	백신소프트웨어 구입	보안 SW	A02	정보보안 제품-시스템(단말) 보안	6000000	0	0	0	6000000	6000000	자체예산	(조달청)나라장터	교육관리시스템 유지보수	기 구축된 교육관리시스템의 유지보수	계속사업	시스템운영유지관리 사업	해당없음	비해당	<NA>	<NA>	<NA>	<NA>	1분기	해당사항없음	2023-01	2023-12	35000000	2023-01	2023-12	35000000	미추진	(기관)자체발주	미발주	미도입	<NA>	미도입	<NA>	자체예산
2	(재)건설기술교육원	공공기관	49000000	8000000	41000000	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	업무용 소프트웨어 구입	개인 및 사무용 SW	<NA>	<NA>	2000000	0	1000000	1000000	0	2000000	자체예산	(조달청)나라장터	전산시스템(서버, 네트워크) 유지보수	운영중인 서버, 네트워크 장비의 유지보수	계속사업	시스템운영유지관리 사업	해당없음	해당	100%	A03	유지관리	<NA>	1분기	해당사항없음	2023-01	2023-12	6000000	2023-01	2023-12	6000000	미추진	(기관)자체발주	미발주	미도입	<NA>	미도입	<NA>	자체예산
3	(재)경기문화재단 경기도박물관	공공기관	3840000	0	3840000	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	전산 유지관리	전산 유지관리	계속사업	시스템운영유지관리 사업	해당없음	비해당	<NA>	<NA>	<NA>	<NA>	1분기	해당사항없음	2023-01	2023-12	3840000	2023-01	2023-12	3840000	미추진	(기관)자체발주	미발주	미도입	<NA>	미도입	<NA>	자체예산
4	(재)경기콘텐츠진흥원	공공기관	1323154000	269069000	1054085000	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	경기게임아카데미 교육 운영	기타응용 SW	<NA>	<NA>	75000000	0	0	0	75000000	75000000	정부(지자체)예산	(조달청)나라장터	경기게임문화센터운영	■ 사업목적 : 경기게임문화센터 사업 소개 등 홈페이지 유지보수 ■ 사업개요 - 경기게임문화센터 홈페이지 유지보수 - 23- 사업 내용 업데이트, 관리자 페이지 기능 강화 ■ 기대효과: 안정적인 홈페이지 운영	계속사업	시스템운영유지관리 사업	해당없음	비해당	<NA>	<NA>	<NA>	<NA>	2분기	해당사항없음	2023-04	2023-12	10000000	2023-04	2023-12	10000000	미추진	(기관)자체발주	미발주	미도입	<NA>	미도입	<NA>	정부(지자체)예산
5	(재)경기콘텐츠진흥원	공공기관	1323154000	269069000	1054085000	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	서부 창작터 스타트업 입주공간 운영지원 및 서부 창작터 교육 프로그램 지원	기타응용 SW	<NA>	<NA>	5859000	0	0	5859000	0	5859000	정부(지자체)예산	(조달청)나라장터	2023- 경기글로벌게임센터 홈페이지 통합 유지관리	■ 사업목적 : 홈페이지의 통합 관리 및 기술지원 ■ 사업개요 - 경기글로벌게임센터 홈페이지 운영 및 유지보수 - 경기글로벌게임센터 홈페이지 클라우드 서버 운영 - 새로운경기 게임오디션 홈페이지 클라우드 서버 운영 ■ 기대효과 : 온라인 서비스 안정성 확보	계속사업	시스템운영유지관리 사업	해당없음	비해당	<NA>	<NA>	<NA>	<NA>	1분기	해당사항없음	2023-01	2023-12	33000000	2023-01	2023-12	33000000	미추진	(기관)자체발주	미발주	미도입	13000000	미도입	<NA>	정부(지자체)예산
6	(재)경기콘텐츠진흥원	공공기관	1323154000	269069000	1054085000	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	진흥원 업무협업솔루션 구매	기타응용 SW	<NA>	<NA>	49210000	0	49210000	0	0	49210000	정부(지자체)예산	(기관)자체 구매	2023- 플레이엑스포 홈페이지 리뉴얼	■ 사업목적 : 플레이엑스포 운영 방식의 전환에 따른 디자인 및 콘텐츠 리뉴얼 ■ 사업개요 - 온/오프라인 전환에 따른 디자인 개편 - BMS 기능 개선 및 유지보수 - 시스템 오류 개선 및 장애 발생 시 즉각 대응 - 행사 업데이트에 따른 세부 기능 수정 보완 ■ 기대효과 : 전환 방식에 따른 유연한 대처로 안정적인 시스템 운영	계속사업	디지털콘텐츠개발서비스 사업	해당없음	비해당	<NA>	<NA>	<NA>	<NA>	2분기	해당사항없음	2023-04	2023-12	44000000	2023-04	2023-12	44000000	미추진	(기관)자체발주	미발주	미도입	<NA>	미도입	<NA>	정부(지자체)예산
7	(재)경기콘텐츠진흥원	공공기관	1323154000	269069000	1054085000	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	업무용 SW 구입	기타응용 SW	<NA>	<NA>	139000000	0	25400000	53000000	60600000	139000000	정부(지자체)예산	(조달청)나라장터	경기 콘텐츠코리아 랩 누리집(홈페이지) 유지관리	■ 사업목적 : 사업 참여자 편의성 및 사업의 효율적 관리를 위한 홈페이지 운영 ■ 사업개요 - 경기콘텐츠코리아 랩 홈페이지 유지보수 - 민간 클라우드 서버 운영 ■ 기대효과 : 안정적인 홈페이지 운영	계속사업	시스템운영유지관리 사업	해당없음	비해당	<NA>	<NA>	<NA>	<NA>	1분기	해당사항없음	2023-01	2023-12	26480000	2023-01	2023-12	26480000	미추진	(기관)자체발주	미발주	미도입	5000000	미도입	<NA>	정부(지자체)예산
8	(재)경기콘텐츠진흥원	공공기관	1323154000	269069000	1054085000	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	경기XR센터 홈페이지 통합관리	■ 사업목적 : 경기XR센터 명칭변경 및 경기VRAR제작거점센터 추가 개소에 따른 별도의 독립 홈페이지 구축 ■ 사업개요 - 홈페이지 통합운영 유지보수 - 시설 대관/장비 대여 예약시스템 기능 개선 및 연동 ■ 기대효과 : 경기XR센터 페이지 관리 일원화를 통한 업무 효율성 증대	계속사업	시스템운영유지관리 사업	해당없음	비해당	<NA>	<NA>	<NA>	<NA>	2분기	해당사항없음	2023-04	2023-12	50000000	2023-04	2023-12	50000000	미추진	(기관)자체발주	미발주	미도입	10000000	미도입	<NA>	정부(지자체)예산
9	(재)경기콘텐츠진흥원	공공기관	1323154000	269069000	1054085000	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	경기문화창조허브 홈페이지 관리	■ 사업목적 : G-HUB 홈페이지 고도화 완료에 따른 유지보수 용역 추진 ■ 사업개요 - 홈페이지 디자인과 기능개선 및 유지관리 ■ 기대효과 : 안정적인 홈페이지 운영	계속사업	시스템운영유지관리 사업	해당없음	비해당	<NA>	<NA>	<NA>	<NA>	2분기	해당사항없음	2023-04	2023-12	33000000	2023-04	2023-12	33000000	미추진	(기관)자체발주	미발주	미도입	<NA>	미도입	<NA>	정부(지자체)예산

	기관명	기관유형	총예산	하드웨어구매예산	상용소프트웨어구매예산	소프트웨어구축 사업계획 예산	하드웨어 구매예산품목명(용도)	하드웨어 구매예산구분코드	하드웨어 구매예산정보통신기술-대분류	하드웨어 구매예산정보통신기술-중분류	하드웨어 구매예산정보통신기술-소분류	하드웨어 구매예산구매예산	하드웨어 구매예산구매수량	하드웨어 구매예산1분기금액	하드웨어 구매예산2분기금액	하드웨어 구매예산3분기금액	하드웨어 구매예산4분기금액	하드웨어 구매예산리스여부	하드웨어 구매예산재원	하드웨어 구매예산발주처구분	하드웨어 구매예산발주여부	하드웨어 구매예산합계	하드웨어 구매예산사업명	하드웨어 구매예산사업개요	하드웨어 구매예산사업기간	하드웨어 구매예산사업예산	상용소프트웨어예산품목명(용도)	상용소프트웨어예산구분코드	상용소프트웨어예산정보보호사업 구분코드	상용소프트웨어예산정보보호사업 구분명	상용소프트웨어예산구매예산	상용소프트웨어예산1분기금액	상용소프트웨어예산2분기금액	상용소프트웨어예산3분기금액	상용소프트웨어예산4분기금액	상용소프트웨어예산합계	상용소프트웨어예산재원	상용소프트웨어예산구매처구분	소프트웨어구축예산사업명	소프트웨어구축예산사업개요	소프트웨어구축예산사업분류	소프트웨어구축예산사업유형	소프트웨어구축예산신사업유형구분	소프트웨어구축예산정보보호사업 해당여부	소프트웨어구축예산정보보호사업 비율(퍼센트)	소프트웨어구축예산정보보호사업 구분코드	소프트웨어구축예산정보보호사업 구분명	소프트웨어구축예산보안성지속서비스 세부 요율(퍼센트)	소프트웨어구축예산발주시기	소프트웨어구축예산대기업 참여제한 예외인정 여부	소프트웨어구축예산총사업시작	소프트웨어구축예산총사업종료	소프트웨어구축예산총사업금액	소프트웨어구축예산당해사업시작	소프트웨어구축예산당해사업종료	소프트웨어구축예산당해사업금액	소프트웨어구축예산분리발주여부	소프트웨어구축예산발주처구분	소프트웨어구축예산발주여부	소프트웨어구축예산하드웨어장비도입여부	소프트웨어구축예산하드웨어유지보수금액	소프트웨어구축예산상용소프트웨어도입여부	소프트웨어구축예산상용소프트웨어유지보수요율(퍼센트)	소프트웨어구축예산재원
9299	횡성군	지자체	3344364000	545600000	143270000	2655494000	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	통합스토리지 및 백업sw유지보수	통합스토리지, 백업sw 유지보수	계속사업	시스템운영유지관리 사업	해당없음	비해당	<NA>	<NA>	<NA>	<NA>	1분기	해당사항없음	2023-01	2023-12	19980000	2023-01	2023-12	19980000	미추진	(기관)자체발주	미발주	미도입	<NA>	미도입	<NA>	자체예산
9300	횡성군	지자체	3344364000	545600000	143270000	2655494000	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	행정업무지원시스템 유지보수	웹하드 등	계속사업	시스템운영유지관리 사업	해당없음	비해당	<NA>	<NA>	<NA>	<NA>	1분기	해당사항없음	2023-01	2023-12	6017000	2023-01	2023-12	6017000	미추진	(기관)자체발주	미발주	미도입	<NA>	미도입	<NA>	자체예산
9301	횡성군	지자체	3344364000	545600000	143270000	2655494000	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	가상화서버유지보수	내외부 가상화서버, 솔루션	계속사업	시스템운영유지관리 사업	해당없음	비해당	<NA>	<NA>	<NA>	<NA>	1분기	해당사항없음	2023-01	2023-12	10053000	2023-01	2023-12	10053000	미추진	(기관)자체발주	미발주	미도입	<NA>	미도입	<NA>	자체예산
9302	횡성군	지자체	3344364000	545600000	143270000	2655494000	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	홈페이지 개인정보차단 sw유지보수	홈페이지 개인정보차단 sw유지보수	계속사업	시스템운영유지관리 사업	해당없음	해당	100%	A03	유지관리	<NA>	1분기	해당사항없음	2023-01	2023-12	11531000	2023-01	2023-12	11531000	미추진	(기관)자체발주	미발주	미도입	<NA>	미도입	13.0	자체예산
9303	횡성군	지자체	3344364000	545600000	143270000	2655494000	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	행정망보안시스템 유지보수	개인정보처리시스템 접근제어, 개인정보접속이력, 보안usb	계속사업	시스템운영유지관리 사업	해당없음	해당	100%	A03	유지관리	<NA>	1분기	해당사항없음	2023-01	2023-12	25237000	2023-01	2023-12	25237000	미추진	(기관)자체발주	미발주	미도입	25237000	미도입	<NA>	자체예산
9304	횡성군	지자체	3344364000	545600000	143270000	2655494000	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	내외부망보안시스템 유지보수	방화벽, 웹방화벽, pc개인정보보호시스템	계속사업	시스템운영유지관리 사업	해당없음	해당	100%	A03	유지관리	<NA>	1분기	해당사항없음	2023-01	2023-12	7999000	2023-01	2023-12	7999000	미추진	(기관)자체발주	미발주	미도입	7999000	미도입	<NA>	자체예산
9305	횡성군	지자체	3344364000	545600000	143270000	2655494000	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	2023~2024 정보통신시스템 통합유지보수 용역	2023~2024 정보통신시스템 통합유지보수 용역	계속사업	시스템운영유지관리 사업	해당없음	비해당	<NA>	<NA>	<NA>	<NA>	1분기	해당사항없음	2023-01	2024-12	250643000	2023-01	2023-12	124440000	미추진	(조달청)위탁발주	미발주	미도입	<NA>	미도입	<NA>	자체예산
9306	횡성군	지자체	3344364000	545600000	143270000	2655494000	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	방송중계시스템 고도화	방송중계시스템 고도화 사업	신규사업	시스템운용환경구축 사업	해당없음	비해당	<NA>	<NA>	<NA>	<NA>	1분기	해당사항없음	2023-01	2023-12	99837000	2023-01	2023-12	99837000	미추진	(기관)자체발주	미발주	미도입	<NA>	미도입	<NA>	자체예산
9307	횡성군	지자체	3344364000	545600000	143270000	2655494000	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	네트워크접근제어 시스템 구축	네트워크접근제어 시스템 구축 - 관리서버 및 차단센서 구축	신규사업	시스템운용환경구축 사업	해당없음	비해당	<NA>	<NA>	<NA>	<NA>	1분기	해당사항없음	2023-01	2023-12	122760000	2023-01	2023-12	122760000	미추진	(기관)자체발주	미발주	미도입	<NA>	미도입	<NA>	자체예산
9308	횡성군	지자체	3344364000	545600000	143270000	2655494000	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	로컬cctv 유지보수	로컬cctv 유지보수	계속사업	시스템운영유지관리 사업	해당없음	해당	100%	A03	유지관리	<NA>	1분기	해당사항없음	2023-01	2023-12	94324000	2023-01	2023-12	94324000	미추진	(기관)자체발주	미발주	미도입	94324000	미도입	<NA>	자체예산

Most frequently occurring

	기관명	기관유형	총예산	하드웨어구매예산	상용소프트웨어구매예산	소프트웨어구축 사업계획 예산	하드웨어 구매예산품목명(용도)	하드웨어 구매예산구분코드	하드웨어 구매예산정보통신기술-대분류	하드웨어 구매예산정보통신기술-중분류	하드웨어 구매예산정보통신기술-소분류	하드웨어 구매예산구매예산	하드웨어 구매예산구매수량	하드웨어 구매예산1분기금액	하드웨어 구매예산2분기금액	하드웨어 구매예산3분기금액	하드웨어 구매예산4분기금액	하드웨어 구매예산리스여부	하드웨어 구매예산재원	하드웨어 구매예산발주처구분	하드웨어 구매예산발주여부	하드웨어 구매예산합계	하드웨어 구매예산사업명	하드웨어 구매예산사업개요	하드웨어 구매예산사업기간	하드웨어 구매예산사업예산	상용소프트웨어예산품목명(용도)	상용소프트웨어예산구분코드	상용소프트웨어예산정보보호사업 구분코드	상용소프트웨어예산정보보호사업 구분명	상용소프트웨어예산구매예산	상용소프트웨어예산1분기금액	상용소프트웨어예산2분기금액	상용소프트웨어예산4분기금액	상용소프트웨어예산합계	상용소프트웨어예산재원	상용소프트웨어예산구매처구분	소프트웨어구축예산사업명	소프트웨어구축예산사업개요	소프트웨어구축예산사업분류	소프트웨어구축예산사업유형	소프트웨어구축예산신사업유형구분	소프트웨어구축예산정보보호사업 해당여부	소프트웨어구축예산정보보호사업 비율(퍼센트)	소프트웨어구축예산정보보호사업 구분코드	소프트웨어구축예산정보보호사업 구분명	소프트웨어구축예산보안성지속서비스 세부 요율(퍼센트)	소프트웨어구축예산발주시기	소프트웨어구축예산대기업 참여제한 예외인정 여부	소프트웨어구축예산총사업시작	소프트웨어구축예산총사업종료	소프트웨어구축예산총사업금액	소프트웨어구축예산당해사업시작	소프트웨어구축예산당해사업종료	소프트웨어구축예산당해사업금액	소프트웨어구축예산분리발주여부	소프트웨어구축예산분리발주예산	소프트웨어구축예산발주처구분	소프트웨어구축예산발주여부	소프트웨어구축예산하드웨어장비도입여부	소프트웨어구축예산하드웨어장비도입금액	소프트웨어구축예산하드웨어유지보수금액	소프트웨어구축예산상용소프트웨어도입여부	소프트웨어구축예산상용소프트웨어도입금액	소프트웨어구축예산상용소프트웨어유지보수요율(퍼센트)	소프트웨어구축예산재원	# duplicates
0	건강보험심사평가원	공공기관	55818705952	3252900000	1647671800	50918134152	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	보안SW	보안 SW	A02	정보보안 제품-시스템(단말) 보안	28875000	0	28875000	0	28875000	자체예산	(조달청)나라장터	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	2
1	정선군시설관리공단	공공기관	51508000	5000000	16400000	30108000	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	사무용SW	개인 및 사무용 SW	<NA>	<NA>	4000000	0	0	4000000	4000000	자체예산	(기관)자체 구매	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	2
2	충북연구원	공공기관	41831000	11598000	17833000	12400000	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	사무용SW	개인 및 사무용 SW	<NA>	<NA>	5000000	1500000	3500000	0	5000000	자체예산	(조달청)나라장터	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	2

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Uppercase Letter

Space Separator

Open Punctuation

Close Punctuation

Dash Punctuation

Other Punctuation

Other Symbol

Most occurring scripts

Most frequent character per script

Hangul

Common

Latin

Most occurring blocks

Most frequent character per block

Hangul

ASCII

None

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Uppercase Letter

Lowercase Letter

Decimal Number

Other Punctuation

Close Punctuation

Open Punctuation

Math Symbol

Space Separator

Dash Punctuation

Connector Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

None

Arrows

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values

Length

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Uppercase Letter

Lowercase Letter

Decimal Number

Other Punctuation

Open Punctuation