gimi9 Pandas Profiling

Dataset statistics

Number of variables	19
Number of observations	21
Missing cells	100
Missing cells (%)	25.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.5 KiB
Average record size in memory	170.3 B

Variable types

Text	1
DateTime	5
Numeric	12
Categorical	1

Dataset

Description	한국모태펀드 출자를 위한 출자사업 공고, 접수, 심사 및 최종 선정 결과 현황(조합 수, 결성예정액, 출자요청액)입니다. 매 분기 업데이트됩니다.
Author	한국벤처투자(주)
URL	https://www.data.go.kr/data/15091213/fileData.do

Alerts

`(신청)조합수` is highly overall correlated with `(신청)결성예정액` and 10 other fields	High correlation
`(신청)결성예정액` is highly overall correlated with `(신청)조합수` and 10 other fields	High correlation
`(신청)출자신청액` is highly overall correlated with `(신청)조합수` and 10 other fields	High correlation
`(서류)조합수` is highly overall correlated with `(신청)조합수` and 11 other fields	High correlation
`(서류)결성예정액` is highly overall correlated with `(신청)조합수` and 11 other fields	High correlation
`(서류)출자신청액` is highly overall correlated with `(신청)조합수` and 11 other fields	High correlation
`(1차)조합수` is highly overall correlated with `(신청)조합수` and 11 other fields	High correlation
`(1차)결성예정액` is highly overall correlated with `(신청)조합수` and 11 other fields	High correlation
`(1차)출자신청액` is highly overall correlated with `(신청)조합수` and 11 other fields	High correlation
`(최종)조합수` is highly overall correlated with `(신청)조합수` and 11 other fields	High correlation
`(최종)결성예정액` is highly overall correlated with `(신청)조합수` and 10 other fields	High correlation
`(최종)출자신청액` is highly overall correlated with `(신청)조합수` and 10 other fields	High correlation
`단위` is highly overall correlated with `(서류)조합수` and 6 other fields	High correlation
`단위` is highly imbalanced (54.6%)	Imbalance
`서류심사일` has 9 (42.9%) missing values	Missing
`(서류)조합수` has 9 (42.9%) missing values	Missing
`(서류)결성예정액` has 9 (42.9%) missing values	Missing
`(서류)출자신청액` has 9 (42.9%) missing values	Missing
`1차심의일` has 11 (52.4%) missing values	Missing
`(1차)조합수` has 11 (52.4%) missing values	Missing
`(1차)결성예정액` has 11 (52.4%) missing values	Missing
`(1차)출자신청액` has 11 (52.4%) missing values	Missing
`최종선정일` has 5 (23.8%) missing values	Missing
`(최종)조합수` has 5 (23.8%) missing values	Missing
`(최종)결성예정액` has 5 (23.8%) missing values	Missing
`(최종)출자신청액` has 5 (23.8%) missing values	Missing
`출자사업명` has unique values	Unique
`(신청)결성예정액` has unique values	Unique

Reproduction

Analysis started	2023-12-12 14:07:09.626897
Analysis finished	2023-12-12 14:07:25.766517
Duration	16.14 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

출자사업명
Text

UNIQUE

Distinct	21
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	300.0 B

Length

Max length	35
Median length	31
Mean length	26.238095
Min length	22

Characters and Unicode

Total characters	551
Distinct characters	66
Distinct categories	7 ?
Distinct scripts	3 ?
Distinct blocks	2 ?

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

Unique

Unique	21 ?
Unique (%)	100.0%

Sample

1st row	한국모태펀드 2021년 9월 수시(도시재생, 고용계정) 출자사업
2nd row	2021년 제2차 해외VC 글로벌 펀드 출자사업
3rd row	부산 지역뉴딜 벤처펀드 2021년 출자사업
4th row	한국모태펀드 2021년 8월 수시(특허계정) 출자사업
5th row	한국모태펀드 2021년 4차 정시 출자사업

Value	Count	Frequency (%)
2021년	21	19.1%
출자사업	20	18.2%
한국모태펀드	17	15.5%
수시	5	4.5%
정시	5	4.5%
펀드	3	2.7%
소관	2	1.8%
7월	2	1.8%
2차	2	1.8%
1차	2	1.8%
Other values (26)	31	28.2%

Most occurring characters

Value	Count	Frequency (%)
	89	16.2%
2	46	8.3%
1	23	4.2%
펀	22	4.0%
드	22	4.0%
업	22	4.0%
년	21	3.8%
출	21	3.8%
자	21	3.8%
0	21	3.8%
Other values (56)	243	44.1%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	337	61.2%
Decimal Number	102	18.5%
Space Separator	89	16.2%
Close Punctuation	9	1.6%
Open Punctuation	9	1.6%
Uppercase Letter	4	0.7%
Other Punctuation	1	0.2%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
펀	22	6.5%
드	22	6.5%
업	22	6.5%
년	21	6.2%
출	21	6.2%
자	21	6.2%
사	21	6.2%
시	18	5.3%
한	17	5.0%
국	17	5.0%
Other values (40)	135	40.1%

Decimal Number

Value	Count	Frequency (%)
2	46	45.1%
1	23	22.5%
0	21	20.6%
8	2	2.0%
4	2	2.0%
7	2	2.0%
6	2	2.0%
3	2	2.0%
9	1	1.0%
5	1	1.0%

Uppercase Letter

Value	Count	Frequency (%)
V	2	50.0%
C	2	50.0%

Space Separator

Value	Count	Frequency (%)
	89	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	9	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	9	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	337	61.2%
Common	210	38.1%
Latin	4	0.7%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
펀	22	6.5%
드	22	6.5%
업	22	6.5%
년	21	6.2%
출	21	6.2%
자	21	6.2%
사	21	6.2%
시	18	5.3%
한	17	5.0%
국	17	5.0%
Other values (40)	135	40.1%

Common

Value	Count	Frequency (%)
	89	42.4%
2	46	21.9%
1	23	11.0%
0	21	10.0%
)	9	4.3%
(	9	4.3%
8	2	1.0%
4	2	1.0%
7	2	1.0%
6	2	1.0%
Other values (4)	5	2.4%

Latin

Value	Count	Frequency (%)
V	2	50.0%
C	2	50.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	337	61.2%
ASCII	214	38.8%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	89	41.6%
2	46	21.5%
1	23	10.7%
0	21	9.8%
)	9	4.2%
(	9	4.2%
8	2	0.9%
4	2	0.9%
7	2	0.9%
6	2	0.9%
Other values (6)	9	4.2%

Hangul

Value	Count	Frequency (%)
펀	22	6.5%
드	22	6.5%
업	22	6.5%
년	21	6.2%
출	21	6.2%
자	21	6.2%
사	21	6.2%
시	18	5.3%
한	17	5.0%
국	17	5.0%
Other values (40)	135	40.1%

공고일
Date

Distinct	15
Distinct (%)	71.4%
Missing	0
Missing (%)	0.0%
Memory size	300.0 B

Minimum	2020-12-17 00:00:00
Maximum	2021-09-03 00:00:00

Histogram

Histogram with fixed size bins (bins=15)

접수일
Date

Distinct	19
Distinct (%)	90.5%
Missing	0
Missing (%)	0.0%
Memory size	300.0 B

Minimum	2021-01-19 00:00:00
Maximum	2021-09-27 00:00:00

Histogram

Histogram with fixed size bins (bins=19)

(신청)조합수
Real number (ℝ)

HIGH CORRELATION

Distinct	14
Distinct (%)	66.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.428571

Minimum	1
Maximum	147
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	321.0 B

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	7
Q3	23
95-th percentile	132
Maximum	147
Range	146
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	40.399965
Coefficient of variation (CV)	1.8012723
Kurtosis	6.2952591
Mean	22.428571
Median Absolute Deviation (MAD)	5
Skewness	2.6520208
Sum	471
Variance	1632.1571
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
2	3	14.3%
7	3	14.3%
9	2	9.5%
4	2	9.5%
1	2	9.5%
23	1	4.8%
6	1	4.8%
34	1	4.8%
3	1	4.8%
27	1	4.8%
Other values (4)	4	19.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	9.5%
2	3	14.3%
3	1	4.8%
4	2	9.5%
6	1	4.8%
7	3	14.3%
8	1	4.8%
9	2	9.5%
23	1	4.8%
27	1	4.8%

Value	Count	Frequency (%)
147	1	4.8%
132	1	4.8%
36	1	4.8%
34	1	4.8%
27	1	4.8%
23	1	4.8%
9	2	9.5%
8	1	4.8%
7	3	14.3%
6	1	4.8%

(신청)결성예정액
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	21
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5937.7476

Minimum	100
Maximum	46423
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	321.0 B

Quantile statistics

Minimum	100
5-th percentile	172
Q1	429
median	1530
Q3	3519
95-th percentile	29611.5
Maximum	46423
Range	46323
Interquartile range (IQR)	3090

Descriptive statistics

Standard deviation	11639.138
Coefficient of variation (CV)	1.9601941
Kurtosis	7.6343614
Mean	5937.7476
Median Absolute Deviation (MAD)	1280
Skewness	2.7768362
Sum	124692.7
Variance	1.3546954 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
185.0	1	4.8%
3519.0	1	4.8%
46423.0	1	4.8%
737.0	1	4.8%
172.0	1	4.8%
250.0	1	4.8%
1505.0	1	4.8%
2230.0	1	4.8%
100.0	1	4.8%
7758.0	1	4.8%
Other values (11)	11	52.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
100.0	1	4.8%
172.0	1	4.8%
181.2	1	4.8%
185.0	1	4.8%
250.0	1	4.8%
429.0	1	4.8%
737.0	1	4.8%
911.0	1	4.8%
1406.0	1	4.8%
1505.0	1	4.8%

Value	Count	Frequency (%)
46423.0	1	4.8%
29611.5	1	4.8%
17378.0	1	4.8%
7758.0	1	4.8%
4007.0	1	4.8%
3519.0	1	4.8%
2485.0	1	4.8%
2300.0	1	4.8%
2230.0	1	4.8%
1575.0	1	4.8%

(신청)출자신청액
Real number (ℝ)

HIGH CORRELATION

Distinct	20
Distinct (%)	95.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2737.2

Minimum	60
Maximum	21453.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	321.0 B

Quantile statistics

Minimum	60
5-th percentile	60
Q1	145
median	532
Q3	1040
95-th percentile	15081.4
Maximum	21453.4
Range	21393.4
Interquartile range (IQR)	895

Descriptive statistics

Standard deviation	5581.674
Coefficient of variation (CV)	2.0391912
Kurtosis	6.7277067
Mean	2737.2
Median Absolute Deviation (MAD)	428
Skewness	2.6570184
Sum	57481.2
Variance	31155085
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
60.0	2	9.5%
145.0	1	4.8%
280.4	1	4.8%
21453.4	1	4.8%
440.0	1	4.8%
100.0	1	4.8%
590.0	1	4.8%
125.0	1	4.8%
5142.0	1	4.8%
15081.4	1	4.8%
Other values (10)	10	47.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
60.0	2	9.5%
100.0	1	4.8%
125.0	1	4.8%
135.0	1	4.8%
145.0	1	4.8%
173.0	1	4.8%
280.4	1	4.8%
300.0	1	4.8%
440.0	1	4.8%
532.0	1	4.8%

Value	Count	Frequency (%)
21453.4	1	4.8%
15081.4	1	4.8%
7728.0	1	4.8%
5142.0	1	4.8%
1380.0	1	4.8%
1040.0	1	4.8%
1011.0	1	4.8%
960.0	1	4.8%
745.0	1	4.8%
590.0	1	4.8%

서류심사일
Date

MISSING

Distinct	10
Distinct (%)	83.3%
Missing	9
Missing (%)	42.9%
Memory size	300.0 B

Minimum	2021-03-05 00:00:00
Maximum	2021-09-23 00:00:00

Histogram

Histogram with fixed size bins (bins=10)

(서류)조합수
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	10
Distinct (%)	83.3%
Missing	9
Missing (%)	42.9%
Infinite	0
Infinite (%)	0.0%
Mean	12.75

Minimum	1
Maximum	78
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	321.0 B

Quantile statistics

Minimum	1
5-th percentile	1.55
Q1	3
median	4.5
Q3	10
95-th percentile	46.65
Maximum	78
Range	77
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	21.532745
Coefficient of variation (CV)	1.6888427
Kurtosis	9.3083503
Mean	12.75
Median Absolute Deviation (MAD)	2
Skewness	2.9675959
Sum	153
Variance	463.65909
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3	2	9.5%
4	2	9.5%
19	1	4.8%
7	1	4.8%
1	1	4.8%
6	1	4.8%
5	1	4.8%
78	1	4.8%
21	1	4.8%
2	1	4.8%
(Missing)	9	42.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	4.8%
2	1	4.8%
3	2	9.5%
4	2	9.5%
5	1	4.8%
6	1	4.8%
7	1	4.8%
19	1	4.8%
21	1	4.8%
78	1	4.8%

Value	Count	Frequency (%)
78	1	4.8%
21	1	4.8%
19	1	4.8%
7	1	4.8%
6	1	4.8%
5	1	4.8%
4	2	9.5%
3	2	9.5%
2	1	4.8%
1	1	4.8%

(서류)결성예정액
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	12
Distinct (%)	100.0%
Missing	9
Missing (%)	42.9%
Infinite	0
Infinite (%)	0.0%
Mean	3273.4167

Minimum	60
Maximum	16022
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	321.0 B

Quantile statistics

Minimum	60
5-th percentile	82
Q1	498
median	1192.5
Q3	2820.75
95-th percentile	12660.95
Maximum	16022
Range	15962
Interquartile range (IQR)	2322.75

Descriptive statistics

Standard deviation	4922.4333
Coefficient of variation (CV)	1.5037601
Kurtosis	3.6942944
Mean	3273.4167
Median Absolute Deviation (MAD)	755.5
Skewness	2.0366359
Sum	39281
Variance	24230350
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
1100	1	4.8%
9911	1	4.8%
1575	1	4.8%
60	1	4.8%
1285	1	4.8%
521	1	4.8%
429	1	4.8%
875	1	4.8%
16022	1	4.8%
5463	1	4.8%
Other values (2)	2	9.5%
(Missing)	9	42.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
60	1	4.8%
100	1	4.8%
429	1	4.8%
521	1	4.8%
875	1	4.8%
1100	1	4.8%
1285	1	4.8%
1575	1	4.8%
1940	1	4.8%
5463	1	4.8%

Value	Count	Frequency (%)
16022	1	4.8%
9911	1	4.8%
5463	1	4.8%
1940	1	4.8%
1575	1	4.8%
1285	1	4.8%
1100	1	4.8%
875	1	4.8%
521	1	4.8%
429	1	4.8%

(서류)출자신청액
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	12
Distinct (%)	100.0%
Missing	9
Missing (%)	42.9%
Infinite	0
Infinite (%)	0.0%
Mean	1613.8333

Minimum	45
Maximum	7986
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	321.0 B

Quantile statistics

Minimum	45
5-th percentile	53.25
Q1	256.25
median	478
Q3	1677.5
95-th percentile	5958.7
Maximum	7986
Range	7941
Interquartile range (IQR)	1421.25

Descriptive statistics

Standard deviation	2451.0527
Coefficient of variation (CV)	1.5187768
Kurtosis	3.5768342
Mean	1613.8333
Median Absolute Deviation (MAD)	385.5
Skewness	1.9736507
Sum	19366
Variance	6007659.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
660	1	4.8%
4300	1	4.8%
1040	1	4.8%
45	1	4.8%
531	1	4.8%
304	1	4.8%
300	1	4.8%
425	1	4.8%
7986	1	4.8%
3590	1	4.8%
Other values (2)	2	9.5%
(Missing)	9	42.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
45	1	4.8%
60	1	4.8%
125	1	4.8%
300	1	4.8%
304	1	4.8%
425	1	4.8%
531	1	4.8%
660	1	4.8%
1040	1	4.8%
3590	1	4.8%

Value	Count	Frequency (%)
7986	1	4.8%
4300	1	4.8%
3590	1	4.8%
1040	1	4.8%
660	1	4.8%
531	1	4.8%
425	1	4.8%
304	1	4.8%
300	1	4.8%
125	1	4.8%

1차심의일
Date

MISSING

Distinct	7
Distinct (%)	70.0%
Missing	11
Missing (%)	52.4%
Memory size	300.0 B

Minimum	2021-02-19 00:00:00
Maximum	2021-08-18 00:00:00

Histogram

Histogram with fixed size bins (bins=7)

(1차)조합수
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	8
Distinct (%)	80.0%
Missing	11
Missing (%)	52.4%
Infinite	0
Infinite (%)	0.0%
Mean	17

Minimum	1
Maximum	71
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	321.0 B

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1.25
median	3.5
Q3	17.75
95-th percentile	65.15
Maximum	71
Range	70
Interquartile range (IQR)	16.5

Descriptive statistics

Standard deviation	25.931534
Coefficient of variation (CV)	1.5253843
Kurtosis	1.2837318
Mean	17
Median Absolute Deviation (MAD)	2.5
Skewness	1.6337381
Sum	170
Variance	672.44444
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
1	3	14.3%
4	1	4.8%
3	1	4.8%
58	1	4.8%
21	1	4.8%
8	1	4.8%
2	1	4.8%
71	1	4.8%
(Missing)	11	52.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3	14.3%
2	1	4.8%
3	1	4.8%
4	1	4.8%
8	1	4.8%
21	1	4.8%
58	1	4.8%
71	1	4.8%

Value	Count	Frequency (%)
71	1	4.8%
58	1	4.8%
21	1	4.8%
8	1	4.8%
4	1	4.8%
3	1	4.8%
2	1	4.8%
1	3	14.3%

(1차)결성예정액
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	10
Distinct (%)	100.0%
Missing	11
Missing (%)	52.4%
Infinite	0
Infinite (%)	0.0%
Mean	5001.7

Minimum	60
Maximum	26923
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	321.0 B

Quantile statistics

Minimum	60
5-th percentile	110.4
Q1	233.5
median	475
Q3	4473.5
95-th percentile	21317.35
Maximum	26923
Range	26863
Interquartile range (IQR)	4240

Descriptive statistics

Standard deviation	8923.4747
Coefficient of variation (CV)	1.7840883
Kurtosis	3.9942501
Mean	5001.7
Median Absolute Deviation (MAD)	359
Skewness	2.092289
Sum	50017
Variance	79628400
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
60	1	4.8%
521	1	4.8%
429	1	4.8%
14466	1	4.8%
5463	1	4.8%
1505	1	4.8%
250	1	4.8%
172	1	4.8%
228	1	4.8%
26923	1	4.8%
(Missing)	11	52.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
60	1	4.8%
172	1	4.8%
228	1	4.8%
250	1	4.8%
429	1	4.8%
521	1	4.8%
1505	1	4.8%
5463	1	4.8%
14466	1	4.8%
26923	1	4.8%

Value	Count	Frequency (%)
26923	1	4.8%
14466	1	4.8%
5463	1	4.8%
1505	1	4.8%
521	1	4.8%
429	1	4.8%
250	1	4.8%
228	1	4.8%
172	1	4.8%
60	1	4.8%

(1차)출자신청액
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	10
Distinct (%)	100.0%
Missing	11
Missing (%)	52.4%
Infinite	0
Infinite (%)	0.0%
Mean	2485.6

Minimum	45
Maximum	12445
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	321.0 B

Quantile statistics

Minimum	45
5-th percentile	51.75
Q1	92.5
median	302
Q3	2840
95-th percentile	10144.15
Maximum	12445
Range	12400
Interquartile range (IQR)	2747.5

Descriptive statistics

Standard deviation	4220.2754
Coefficient of variation (CV)	1.69789
Kurtosis	2.9437446
Mean	2485.6
Median Absolute Deviation (MAD)	249.5
Skewness	1.8833803
Sum	24856
Variance	17810724
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
45	1	4.8%
304	1	4.8%
300	1	4.8%
7332	1	4.8%
3590	1	4.8%
590	1	4.8%
100	1	4.8%
60	1	4.8%
90	1	4.8%
12445	1	4.8%
(Missing)	11	52.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
45	1	4.8%
60	1	4.8%
90	1	4.8%
100	1	4.8%
300	1	4.8%
304	1	4.8%
590	1	4.8%
3590	1	4.8%
7332	1	4.8%
12445	1	4.8%

Value	Count	Frequency (%)
12445	1	4.8%
7332	1	4.8%
3590	1	4.8%
590	1	4.8%
304	1	4.8%
300	1	4.8%
100	1	4.8%
90	1	4.8%
60	1	4.8%
45	1	4.8%

최종선정일
Date

MISSING

Distinct	12
Distinct (%)	75.0%
Missing	5
Missing (%)	23.8%
Memory size	300.0 B

Minimum	2021-03-07 00:00:00
Maximum	2021-09-17 00:00:00

Histogram

Histogram with fixed size bins (bins=12)

(최종)조합수
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	9
Distinct (%)	56.2%
Missing	5
Missing (%)	23.8%
Infinite	0
Infinite (%)	0.0%
Mean	7.875

Minimum	1
Maximum	40
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	321.0 B

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	7.75
95-th percentile	38.5
Maximum	40
Range	39
Interquartile range (IQR)	6.75

Descriptive statistics

Standard deviation	12.563837
Coefficient of variation (CV)	1.5954079
Kurtosis	3.9106331
Mean	7.875
Median Absolute Deviation (MAD)	1
Skewness	2.2252402
Sum	126
Variance	157.85
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
1	5	23.8%
2	4	19.0%
3	1	4.8%
10	1	4.8%
40	1	4.8%
11	1	4.8%
4	1	4.8%
7	1	4.8%
38	1	4.8%
(Missing)	5	23.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	5	23.8%
2	4	19.0%
3	1	4.8%
4	1	4.8%
7	1	4.8%
10	1	4.8%
11	1	4.8%
38	1	4.8%
40	1	4.8%

Value	Count	Frequency (%)
40	1	4.8%
38	1	4.8%
11	1	4.8%
10	1	4.8%
7	1	4.8%
4	1	4.8%
3	1	4.8%
2	4	19.0%
1	5	23.8%

(최종)결성예정액
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	16
Distinct (%)	100.0%
Missing	5
Missing (%)	23.8%
Infinite	0
Infinite (%)	0.0%
Mean	1726.4487

Minimum	60
Maximum	14224.38
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	321.0 B

Quantile statistics

Minimum	60
5-th percentile	112.5
Q1	214
median	464
Q3	1343.75
95-th percentile	6365.595
Maximum	14224.38
Range	14164.38
Interquartile range (IQR)	1129.75

Descriptive statistics

Standard deviation	3501.685
Coefficient of variation (CV)	2.0282589
Kurtosis	12.50251
Mean	1726.4487
Median Absolute Deviation (MAD)	327.5
Skewness	3.4248314
Sum	27623.18
Variance	12261798
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
2908.0	1	4.8%
14224.38	1	4.8%
228.0	1	4.8%
172.0	1	4.8%
250.0	1	4.8%
1145.0	1	4.8%
1940.0	1	4.8%
501.0	1	4.8%
430.0	1	4.8%
817.8	1	4.8%
Other values (6)	6	28.6%
(Missing)	5	23.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
60.0	1	4.8%
130.0	1	4.8%
143.0	1	4.8%
172.0	1	4.8%
228.0	1	4.8%
250.0	1	4.8%
430.0	1	4.8%
458.0	1	4.8%
470.0	1	4.8%
501.0	1	4.8%

Value	Count	Frequency (%)
14224.38	1	4.8%
3746.0	1	4.8%
2908.0	1	4.8%
1940.0	1	4.8%
1145.0	1	4.8%
817.8	1	4.8%
501.0	1	4.8%
470.0	1	4.8%
458.0	1	4.8%
430.0	1	4.8%

(최종)출자신청액
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	14
Distinct (%)	87.5%
Missing	5
Missing (%)	23.8%
Infinite	0
Infinite (%)	0.0%
Mean	1101.4688

Minimum	45
Maximum	7468
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	321.0 B

Quantile statistics

Minimum	45
5-th percentile	56.25
Q1	86.5
median	150
Q3	337.5
95-th percentile	6517
Maximum	7468
Range	7423
Interquartile range (IQR)	251

Descriptive statistics

Standard deviation	2292.1482
Coefficient of variation (CV)	2.0809925
Kurtosis	4.7012963
Mean	1101.4688
Median Absolute Deviation (MAD)	88.75
Skewness	2.4024168
Sum	17623.5
Variance	5253943.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
300.0	2	9.5%
100.0	2	9.5%
45.0	1	4.8%
202.0	1	4.8%
76.0	1	4.8%
175.0	1	4.8%
62.5	1	4.8%
7468.0	1	4.8%
1870.0	1	4.8%
125.0	1	4.8%
Other values (4)	4	19.0%
(Missing)	5	23.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
45.0	1	4.8%
60.0	1	4.8%
62.5	1	4.8%
76.0	1	4.8%
90.0	1	4.8%
100.0	2	9.5%
125.0	1	4.8%
175.0	1	4.8%
202.0	1	4.8%
300.0	2	9.5%

Value	Count	Frequency (%)
7468.0	1	4.8%
6200.0	1	4.8%
1870.0	1	4.8%
450.0	1	4.8%
300.0	2	9.5%
202.0	1	4.8%
175.0	1	4.8%
125.0	1	4.8%
100.0	2	9.5%
90.0	1	4.8%

단위
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	9.5%
Missing	0
Missing (%)	0.0%
Memory size	300.0 B

억원	19
US$M	2

Length

Max length	4
Median length	2
Mean length	2.1904762
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	US$M
2nd row	억원
3rd row	억원
4th row	억원
5th row	억원

Common Values

Value	Count	Frequency (%)
억원	19	90.5%
US$M	2	9.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
억원	19	90.5%
us$m	2	9.5%

Phik (φk)
Auto

Heatmap
Table

	출자사업명	공고일	접수일	(신청)조합수	(신청)결성예정액	(신청)출자신청액	서류심사일	(서류)조합수	(서류)결성예정액	(서류)출자신청액	1차심의일	(1차)조합수	(1차)결성예정액	(1차)출자신청액	최종선정일	(최종)조합수	(최종)결성예정액	(최종)출자신청액	단위
출자사업명	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
공고일	1.000	1.000	0.752	0.000	0.000	0.000	0.914	0.000	0.000	0.613	0.849	0.439	0.781	0.781	0.905	0.000	0.000	0.000	1.000
접수일	1.000	0.752	1.000	1.000	1.000	1.000	1.000	1.000	0.937	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.331	1.000	1.000
(신청)조합수	1.000	0.000	1.000	1.000	0.986	0.986	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.789	0.791	1.000	0.120
(신청)결성예정액	1.000	0.000	1.000	0.986	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.911	0.971	1.000	0.000
(신청)출자신청액	1.000	0.000	1.000	0.986	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.911	0.971	1.000	0.000
서류심사일	1.000	0.914	1.000	1.000	1.000	1.000	1.000	1.000	0.937	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.325	1.000	NaN
(서류)조합수	1.000	0.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.898	1.000	NaN
(서류)결성예정액	1.000	0.000	0.937	1.000	1.000	1.000	0.937	1.000	1.000	0.980	1.000	1.000	1.000	1.000	0.903	1.000	1.000	1.000	NaN
(서류)출자신청액	1.000	0.613	1.000	1.000	1.000	1.000	1.000	1.000	0.980	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.543	1.000	NaN
1차심의일	1.000	0.849	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.872	1.000	1.000	1.000	0.813	1.000	1.000	NaN
(1차)조합수	1.000	0.439	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.872	1.000	1.000	1.000	0.872	1.000	1.000	1.000	NaN
(1차)결성예정액	1.000	0.781	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.958	1.000	1.000	NaN
(1차)출자신청액	1.000	0.781	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.958	1.000	1.000	NaN
최종선정일	1.000	0.905	1.000	1.000	1.000	1.000	1.000	1.000	0.903	1.000	1.000	0.872	1.000	1.000	1.000	0.915	0.917	1.000	1.000
(최종)조합수	1.000	0.000	1.000	0.789	0.911	0.911	1.000	1.000	1.000	1.000	0.813	1.000	0.958	0.958	0.915	1.000	0.773	0.911	0.794
(최종)결성예정액	1.000	0.000	0.331	0.791	0.971	0.971	0.325	0.898	1.000	0.543	1.000	1.000	1.000	1.000	0.917	0.773	1.000	0.971	0.000
(최종)출자신청액	1.000	0.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.911	0.971	1.000	0.000
단위	1.000	1.000	1.000	0.120	0.000	0.000	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.000	0.794	0.000	0.000	1.000

Heatmap
Table

	(신청)조합수	(신청)결성예정액	(신청)출자신청액	(서류)조합수	(서류)결성예정액	(서류)출자신청액	(1차)조합수	(1차)결성예정액	(1차)출자신청액	(최종)조합수	(최종)결성예정액	(최종)출자신청액	단위
(신청)조합수	1.000	0.914	0.799	0.947	0.819	0.893	0.966	0.894	0.894	0.859	0.749	0.691	0.091
(신청)결성예정액	0.914	1.000	0.781	0.849	0.937	0.881	0.976	0.952	0.952	0.912	0.882	0.750	0.000
(신청)출자신청액	0.799	0.781	1.000	0.814	0.769	0.972	0.976	0.915	0.915	0.644	0.603	0.850	0.000
(서류)조합수	0.947	0.849	0.814	1.000	0.898	0.891	1.000	1.000	1.000	0.775	0.652	0.792	1.000
(서류)결성예정액	0.819	0.937	0.769	0.898	1.000	0.846	1.000	1.000	1.000	0.951	0.903	0.845	1.000
(서류)출자신청액	0.893	0.881	0.972	0.891	0.846	1.000	1.000	1.000	1.000	0.652	0.661	0.948	1.000
(1차)조합수	0.966	0.976	0.976	1.000	1.000	1.000	1.000	0.963	0.963	0.857	0.742	0.849	1.000
(1차)결성예정액	0.894	0.952	0.915	1.000	1.000	1.000	0.963	1.000	1.000	0.808	0.806	0.912	1.000
(1차)출자신청액	0.894	0.952	0.915	1.000	1.000	1.000	0.963	1.000	1.000	0.808	0.806	0.912	1.000
(최종)조합수	0.859	0.912	0.644	0.775	0.951	0.652	0.857	0.808	0.808	1.000	0.942	0.728	0.535
(최종)결성예정액	0.749	0.882	0.603	0.652	0.903	0.661	0.742	0.806	0.806	0.942	1.000	0.798	0.000
(최종)출자신청액	0.691	0.750	0.850	0.792	0.845	0.948	0.849	0.912	0.912	0.728	0.798	1.000	0.000
단위	0.091	0.000	0.000	1.000	1.000	1.000	1.000	1.000	1.000	0.535	0.000	0.000	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	출자사업명	공고일	접수일	(신청)조합수	(신청)결성예정액	(신청)출자신청액	서류심사일	(서류)조합수	(서류)결성예정액	(서류)출자신청액	1차심의일	(1차)조합수	(1차)결성예정액	(1차)출자신청액	최종선정일	(최종)조합수	(최종)결성예정액	(최종)출자신청액	단위
0	한국모태펀드 2021년 9월 수시(도시재생, 고용계정) 출자사업	2021-09-03	2021-09-17	2	185.0	145.0	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	US$M
1	2021년 제2차 해외VC 글로벌 펀드 출자사업	2021-08-17	2021-09-27	23	3519.0	173.0	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	억원
2	부산 지역뉴딜 벤처펀드 2021년 출자사업	2021-08-06	2021-08-30	7	1530.0	960.0	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	억원
3	한국모태펀드 2021년 8월 수시(특허계정) 출자사업	2021-08-03	2021-08-24	6	2300.0	1380.0	2021-09-03	3	1100	660	<NA>	<NA>	<NA>	<NA>	2021-09-17	2	501.0	300.0	억원
4	한국모태펀드 2021년 4차 정시 출자사업	2021-07-30	2021-08-27	34	17378.0	7728.0	2021-09-16	19	9911	4300	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	억원
5	충청 지역뉴딜 벤처펀드(물산업 펀드) 2021년 출자사업	2021-07-27	2021-08-20	7	1575.0	1040.0	2021-08-20	7	1575	1040	<NA>	<NA>	<NA>	<NA>	2021-09-14	2	430.0	300.0	억원
6	한국모태펀드 2021년 7월 수시(고용계정) 출자사업	2021-07-15	2021-07-30	2	181.2	135.0	2021-08-12	1	60	45	2021-08-18	1	60	45	2021-08-27	1	60.0	45.0	억원
7	한국모태펀드 2021년 7월 수시 출자사업	2021-07-08	2021-07-29	9	2485.0	1011.0	2021-08-18	6	1285	531	<NA>	<NA>	<NA>	<NA>	2021-08-26	3	470.0	202.0	억원
8	한국모태펀드 2021년 6월 수시(영화계정) 출자사업	2021-06-14	2021-06-25	7	911.0	532.0	2021-07-06	4	521	304	2021-07-15	4	521	304	2021-08-02	1	130.0	76.0	억원
9	한국모태펀드 2021년 6월 수시(해양계정) 출자사업	2021-06-03	2021-06-25	3	429.0	300.0	2021-07-06	3	429	300	2021-07-15	3	429	300	2021-08-02	1	143.0	100.0	억원

	출자사업명	공고일	접수일	(신청)조합수	(신청)결성예정액	(신청)출자신청액	서류심사일	(서류)조합수	(서류)결성예정액	(서류)출자신청액	1차심의일	(1차)조합수	(1차)결성예정액	(1차)출자신청액	최종선정일	(최종)조합수	(최종)결성예정액	(최종)출자신청액	단위
11	2021년 해외VC 글로벌 펀드 출자사업	2021-03-11	2021-04-13	27	4007.0	280.4	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	2021-06-07	10	817.8	62.5	US$M
12	한국모태펀드 2021년 2차 정시 출자사업	2021-02-24	2021-04-02	147	29611.5	15081.4	2021-04-20	78	16022	7986	2021-05-04	58	14466	7332	2021-05-23	40	3746.0	7468.0	억원
13	한국모태펀드 2021년 1차 정시 출자사업(문체부 소관)	2021-01-14	2021-02-07	36	7758.0	5142.0	2021-03-05	21	5463	3590	2021-03-23	21	5463	3590	2021-04-08	11	2908.0	1870.0	억원
14	한국모태펀드 2021년 8월 수시(중기부 소관) 출자사업	2020-12-17	2021-09-07	2	100.0	60.0	2021-09-23	2	100	60	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	억원
15	한국모태펀드 2021년 2차 정시(특허계정) 출자사업	2021-02-24	2021-08-24	4	2230.0	125.0	2021-09-03	4	1940	125	<NA>	<NA>	<NA>	<NA>	2021-09-17	4	1940.0	125.0	억원
16	한국모태펀드 2021년 5월 수시 출자사업	2020-12-17	2021-05-10	8	1505.0	590.0	<NA>	<NA>	<NA>	<NA>	2021-06-03	8	1505	590	2021-06-14	7	1145.0	450.0	억원
17	한국모태펀드 2021년 4월 수시 출자사업	2020-12-17	2021-04-08	1	250.0	100.0	<NA>	<NA>	<NA>	<NA>	2021-06-03	1	250	100	2021-06-14	1	250.0	100.0	억원
18	한국모태펀드 2021년 3월 수시 출자사업	2020-12-17	2021-03-10	1	172.0	60.0	<NA>	<NA>	<NA>	<NA>	2021-03-25	1	172	60	2021-04-01	1	172.0	60.0	억원
19	한국모태펀드 2021년 2월 수시 출자사업	2020-12-17	2021-02-10	4	737.0	440.0	<NA>	<NA>	<NA>	<NA>	2021-03-25	2	228	90	2021-04-01	2	228.0	90.0	억원
20	한국모태펀드 2021년 1차 정시 출자사업	2020-12-17	2021-01-19	132	46423.0	21453.4	<NA>	<NA>	<NA>	<NA>	2021-02-19	71	26923	12445	2021-03-07	38	14224.38	6200.0	억원

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Uppercase Letter

Space Separator

Close Punctuation

Open Punctuation

Other Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample