gimi9 Pandas Profiling

Dataset statistics

Number of variables	17
Number of observations	5468
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	779.7 KiB
Average record size in memory	146.0 B

Variable types

Numeric	10
Categorical	7

Dataset

Description	중소벤처기업진흥공단 정책자금(창업기반지원(일반)) 자금의 2022년 12월 31일 기준, 지원 현황 데이터
URL	https://www.data.go.kr/data/15120231/fileData.do

Alerts

`사업1` has constant value ""	Constant
`사업2` has constant value ""	Constant
`신청금액(시설_백만원)` is highly overall correlated with `신청금액(운전_백만원)` and 7 other fields	High correlation
`신청금액(운전_백만원)` is highly overall correlated with `신청금액(시설_백만원)` and 4 other fields	High correlation
`신청금액(합계_백만원)` is highly overall correlated with `신청금액(시설_백만원)` and 4 other fields	High correlation
`추천금액(시설_백만원)` is highly overall correlated with `신청금액(시설_백만원)` and 7 other fields	High correlation
`추천금액(운전_백만원)` is highly overall correlated with `신청금액(시설_백만원)` and 4 other fields	High correlation
`추천금액(합계_백만원)` is highly overall correlated with `신청금액(시설_백만원)` and 4 other fields	High correlation
`대여금액(시설_백만원)` is highly overall correlated with `신청금액(시설_백만원)` and 7 other fields	High correlation
`대여금액(운전_백만원)` is highly overall correlated with `신청금액(시설_백만원)` and 4 other fields	High correlation
`대여금액(합계_백만원)` is highly overall correlated with `신청금액(시설_백만원)` and 4 other fields	High correlation
`일련번호` has unique values	Unique
`신청금액(시설_백만원)` has 4616 (84.4%) zeros	Zeros
`신청금액(운전_백만원)` has 852 (15.6%) zeros	Zeros
`추천금액(시설_백만원)` has 4616 (84.4%) zeros	Zeros
`추천금액(운전_백만원)` has 852 (15.6%) zeros	Zeros
`대여금액(시설_백만원)` has 4616 (84.4%) zeros	Zeros
`대여금액(운전_백만원)` has 852 (15.6%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 17:48:08.862535
Analysis finished	2023-12-12 17:48:24.167791
Duration	15.31 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

일련번호
Real number (ℝ)

UNIQUE

Distinct	5468
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2734.5

Minimum	1
Maximum	5468
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	48.2 KiB

Quantile statistics

Minimum	1
5-th percentile	274.35
Q1	1367.75
median	2734.5
Q3	4101.25
95-th percentile	5194.65
Maximum	5468
Range	5467
Interquartile range (IQR)	2733.5

Descriptive statistics

Standard deviation	1578.62
Coefficient of variation (CV)	0.57729748
Kurtosis	-1.2
Mean	2734.5
Median Absolute Deviation (MAD)	1367
Skewness	0
Sum	14952246
Variance	2492041
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	< 0.1%
3645	1	< 0.1%
3653	1	< 0.1%
3652	1	< 0.1%
3651	1	< 0.1%
3650	1	< 0.1%
3649	1	< 0.1%
3648	1	< 0.1%
3647	1	< 0.1%
3646	1	< 0.1%
Other values (5458)	5458	99.8%

Minimum 10 values
Maximum 10 values

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

Value	Count	Frequency (%)
5468	1	< 0.1%
5467	1	< 0.1%
5466	1	< 0.1%
5465	1	< 0.1%
5464	1	< 0.1%
5463	1	< 0.1%
5462	1	< 0.1%
5461	1	< 0.1%
5460	1	< 0.1%
5459	1	< 0.1%

사업1
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	42.8 KiB

창업기반지원(일반)	5468

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	창업기반지원(일반)
2nd row	창업기반지원(일반)
3rd row	창업기반지원(일반)
4th row	창업기반지원(일반)
5th row	창업기반지원(일반)

Common Values

Value	Count	Frequency (%)
창업기반지원(일반)	5468	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
창업기반지원(일반	5468	100.0%

사업2
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	42.8 KiB

혁신창업사업화	5468

Length

Max length	7
Median length	7
Mean length	7
Min length	7

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
혁신창업사업화	5468	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
혁신창업사업화	5468	100.0%

자산규모
Categorical

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	42.8 KiB

10억미만	2502
<NA>	1745
30억미만	864
70억미만	286
100억미만	35
Other values (2)	36

Length

Max length	6
Median length	5
Mean length	4.6938552
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	<NA>
2nd row	10억미만
3rd row	100억미만
4th row	70억미만
5th row	30억미만

Common Values

Value	Count	Frequency (%)
10억미만	2502	45.8%
<NA>	1745	31.9%
30억미만	864	15.8%
70억미만	286	5.2%
100억미만	35	0.6%
200억미만	24	0.4%
200억이상	12	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
10억미만	2502	45.8%
na	1745	31.9%
30억미만	864	15.8%
70억미만	286	5.2%
100억미만	35	0.6%
200억미만	24	0.4%
200억이상	12	0.2%

매출규모
Categorical

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	42.8 KiB

<NA>	1744
50억미만	1373
5억미만	1255
10억미만	725
100억미만	242
Other values (2)	129

Length

Max length	6
Median length	4
Mean length	4.5193855
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	<NA>
2nd row	10억미만
3rd row	50억미만
4th row	300억미만
5th row	5억미만

Common Values

Value	Count	Frequency (%)
<NA>	1744	31.9%
50억미만	1373	25.1%
5억미만	1255	23.0%
10억미만	725	13.3%
100억미만	242	4.4%
300억미만	113	2.1%
300억이상	16	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	1744	31.9%
50억미만	1373	25.1%
5억미만	1255	23.0%
10억미만	725	13.3%
100억미만	242	4.4%
300억미만	113	2.1%
300억이상	16	0.3%

업력구분(중진공)
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	42.8 KiB

3년미만	1980
1년미만	1301
5년미만	1216
7년미만	971

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1년미만
2nd row	5년미만
3rd row	7년미만
4th row	7년미만
5th row	7년미만

Common Values

Value	Count	Frequency (%)
3년미만	1980	36.2%
1년미만	1301	23.8%
5년미만	1216	22.2%
7년미만	971	17.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3년미만	1980	36.2%
1년미만	1301	23.8%
5년미만	1216	22.2%
7년미만	971	17.8%

지역구분(중진공)
Categorical

Distinct	17
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	42.8 KiB

경기	1434
서울	684
경남	528
경북	437
충북	300
Other values (12)	2085

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	부산
2nd row	경남
3rd row	대전
4th row	경기
5th row	경북

Common Values

Value	Count	Frequency (%)
경기	1434	26.2%
서울	684	12.5%
경남	528	9.7%
경북	437	8.0%
충북	300	5.5%
부산	292	5.3%
인천	277	5.1%
충남	255	4.7%
대구	237	4.3%
전남	201	3.7%
Other values (7)	823	15.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
경기	1434	26.2%
서울	684	12.5%
경남	528	9.7%
경북	437	8.0%
충북	300	5.5%
부산	292	5.3%
인천	277	5.1%
충남	255	4.7%
대구	237	4.3%
전남	201	3.7%
Other values (7)	823	15.1%

신청금액(시설_백만원)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	196
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	172.27688

Minimum	0
Maximum	9000
Zeros	4616
Zeros (%)	84.4%
Negative	0
Negative (%)	0.0%
Memory size	48.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1200
Maximum	9000
Range	9000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	575.69345
Coefficient of variation (CV)	3.3416755
Kurtosis	32.759235
Mean	172.27688
Median Absolute Deviation (MAD)	0
Skewness	4.9701235
Sum	942010
Variance	331422.95
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4616	84.4%
1000	41	0.7%
500	41	0.7%
1500	38	0.7%
300	31	0.6%
2000	28	0.5%
400	28	0.5%
200	27	0.5%
1200	25	0.5%
700	22	0.4%
Other values (186)	571	10.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4616	84.4%
28	1	< 0.1%
50	1	< 0.1%
69	1	< 0.1%
70	2	< 0.1%
74	1	< 0.1%
75	1	< 0.1%
80	5	0.1%
85	1	< 0.1%
90	2	< 0.1%

Value	Count	Frequency (%)
9000	1	< 0.1%
5500	1	< 0.1%
5000	4	0.1%
4900	1	< 0.1%
4800	1	< 0.1%
4750	1	< 0.1%
4500	6	0.1%
4100	2	< 0.1%
4000	14	0.3%
3840	1	< 0.1%

신청금액(운전_백만원)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	44
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	138.16331

Minimum	0
Maximum	1000
Zeros	852
Zeros (%)	15.6%
Negative	0
Negative (%)	0.0%
Memory size	48.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	50
median	100
Q3	200
95-th percentile	350
Maximum	1000
Range	1000
Interquartile range (IQR)	150

Descriptive statistics

Standard deviation	118.55071
Coefficient of variation (CV)	0.85804765
Kurtosis	3.567638
Mean	138.16331
Median Absolute Deviation (MAD)	50
Skewness	1.5106604
Sum	755477
Variance	14054.27
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
100	1823	33.3%
200	935	17.1%
0	852	15.6%
50	521	9.5%
300	501	9.2%
150	353	6.5%
500	219	4.0%
80	48	0.9%
400	39	0.7%
70	38	0.7%
Other values (34)	139	2.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	852	15.6%
10	12	0.2%
20	4	0.1%
30	18	0.3%
32	1	< 0.1%
38	1	< 0.1%
40	3	0.1%
48	1	< 0.1%
50	521	9.5%
55	1	< 0.1%

Value	Count	Frequency (%)
1000	4	0.1%
700	1	< 0.1%
650	1	< 0.1%
500	219	4.0%
450	4	0.1%
400	39	0.7%
350	9	0.2%
300	501	9.2%
266	1	< 0.1%
252	1	< 0.1%

신청금액(합계_백만원)
Real number (ℝ)

HIGH CORRELATION

Distinct	213
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	310.4402

Minimum	10
Maximum	9000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	48.2 KiB

Quantile statistics

Minimum	10
5-th percentile	50
Q1	100
median	150
Q3	300
95-th percentile	1200
Maximum	9000
Range	8990
Interquartile range (IQR)	200

Descriptive statistics

Standard deviation	545.76902
Coefficient of variation (CV)	1.7580488
Kurtosis	35.720886
Mean	310.4402
Median Absolute Deviation (MAD)	50
Skewness	5.0951878
Sum	1697487
Variance	297863.82
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	1838	33.6%
200	962	17.6%
300	532	9.7%
50	522	9.5%
150	373	6.8%
500	260	4.8%
400	67	1.2%
80	53	1.0%
250	48	0.9%
1000	45	0.8%
Other values (203)	768	14.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	12	0.2%
20	4	0.1%
28	1	< 0.1%
30	18	0.3%
32	1	< 0.1%
38	1	< 0.1%
40	3	0.1%
48	1	< 0.1%
50	522	9.5%
55	1	< 0.1%

Value	Count	Frequency (%)
9000	1	< 0.1%
5500	1	< 0.1%
5000	4	0.1%
4900	1	< 0.1%
4800	1	< 0.1%
4750	1	< 0.1%
4500	6	0.1%
4100	2	< 0.1%
4000	14	0.3%
3840	1	< 0.1%

추천금액(시설_백만원)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	210
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	157.69971

Minimum	0
Maximum	9000
Zeros	4616
Zeros (%)	84.4%
Negative	0
Negative (%)	0.0%
Memory size	48.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1096.5
Maximum	9000
Range	9000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	536.92856
Coefficient of variation (CV)	3.404753
Kurtosis	38.24319
Mean	157.69971
Median Absolute Deviation (MAD)	0
Skewness	5.2789483
Sum	862302
Variance	288292.27
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4616	84.4%
1000	51	0.9%
1500	33	0.6%
200	28	0.5%
500	24	0.4%
300	24	0.4%
400	23	0.4%
800	22	0.4%
600	21	0.4%
150	21	0.4%
Other values (200)	605	11.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4616	84.4%
28	1	< 0.1%
35	1	< 0.1%
50	2	< 0.1%
69	1	< 0.1%
70	2	< 0.1%
74	1	< 0.1%
75	1	< 0.1%
80	7	0.1%
85	1	< 0.1%

Value	Count	Frequency (%)
9000	1	< 0.1%
5200	1	< 0.1%
5000	2	< 0.1%
4900	1	< 0.1%
4800	1	< 0.1%
4500	6	0.1%
4100	2	< 0.1%
4000	11	0.2%
3840	1	< 0.1%
3500	2	< 0.1%

추천금액(운전_백만원)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	46
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	95.919166

Minimum	0
Maximum	1000
Zeros	852
Zeros (%)	15.6%
Negative	0
Negative (%)	0.0%
Memory size	48.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	50
median	100
Q3	100
95-th percentile	200
Maximum	1000
Range	1000
Interquartile range (IQR)	50

Descriptive statistics

Standard deviation	72.065614
Coefficient of variation (CV)	0.75131611
Kurtosis	6.7979314
Mean	95.919166
Median Absolute Deviation (MAD)	50
Skewness	1.394614
Sum	524486
Variance	5193.4528
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
100	2042	37.3%
50	1012	18.5%
0	852	15.6%
200	655	12.0%
150	396	7.2%
300	142	2.6%
80	110	2.0%
70	90	1.6%
30	48	0.9%
250	21	0.4%
Other values (36)	100	1.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	852	15.6%
10	13	0.2%
20	8	0.1%
30	48	0.9%
32	1	< 0.1%
38	1	< 0.1%
40	8	0.1%
48	1	< 0.1%
50	1012	18.5%
55	1	< 0.1%

Value	Count	Frequency (%)
1000	1	< 0.1%
500	13	0.2%
400	1	< 0.1%
300	142	2.6%
266	1	< 0.1%
252	1	< 0.1%
251	1	< 0.1%
250	21	0.4%
220	2	< 0.1%
213	1	< 0.1%

추천금액(합계_백만원)
Real number (ℝ)

HIGH CORRELATION

Distinct	233
Distinct (%)	4.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	253.61887

Minimum	10
Maximum	9000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	48.2 KiB

Quantile statistics

Minimum	10
5-th percentile	50
Q1	100
median	100
Q3	200
95-th percentile	1096.5
Maximum	9000
Range	8990
Interquartile range (IQR)	100

Descriptive statistics

Standard deviation	513.05686
Coefficient of variation (CV)	2.0229443
Kurtosis	42.134406
Mean	253.61887
Median Absolute Deviation (MAD)	50
Skewness	5.5070591
Sum	1386788
Variance	263227.34
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	2057	37.6%
50	1014	18.5%
200	683	12.5%
150	417	7.6%
300	166	3.0%
80	117	2.1%
70	92	1.7%
1000	52	1.0%
30	48	0.9%
250	37	0.7%
Other values (223)	785	14.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	13	0.2%
20	8	0.1%
28	1	< 0.1%
30	48	0.9%
32	1	< 0.1%
35	1	< 0.1%
38	1	< 0.1%
40	8	0.1%
48	1	< 0.1%
50	1014	18.5%

Value	Count	Frequency (%)
9000	1	< 0.1%
5200	1	< 0.1%
5000	2	< 0.1%
4900	1	< 0.1%
4800	1	< 0.1%
4500	6	0.1%
4100	2	< 0.1%
4000	11	0.2%
3840	1	< 0.1%
3500	2	< 0.1%

대여금액(시설_백만원)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	338
Distinct (%)	6.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	103.94056

Minimum	0
Maximum	9000
Zeros	4616
Zeros (%)	84.4%
Negative	0
Negative (%)	0.0%
Memory size	48.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	700
Maximum	9000
Range	9000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	383.13665
Coefficient of variation (CV)	3.6861129
Kurtosis	91.010043
Mean	103.94056
Median Absolute Deviation (MAD)	0
Skewness	7.3234113
Sum	568347
Variance	146793.69
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4616	84.4%
1000	35	0.6%
200	30	0.5%
500	28	0.5%
400	26	0.5%
300	25	0.5%
150	23	0.4%
100	17	0.3%
1500	16	0.3%
800	15	0.3%
Other values (328)	637	11.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4616	84.4%
1	1	< 0.1%
5	1	< 0.1%
10	1	< 0.1%
28	1	< 0.1%
30	1	< 0.1%
33	1	< 0.1%
35	1	< 0.1%
36	2	< 0.1%
37	2	< 0.1%

Value	Count	Frequency (%)
9000	1	< 0.1%
5200	1	< 0.1%
5000	1	< 0.1%
4900	1	< 0.1%
4500	1	< 0.1%
4000	1	< 0.1%
3940	1	< 0.1%
3840	1	< 0.1%
3400	1	< 0.1%
3300	1	< 0.1%

대여금액(운전_백만원)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	48
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	95.401061

Minimum	0
Maximum	1000
Zeros	852
Zeros (%)	15.6%
Negative	0
Negative (%)	0.0%
Memory size	48.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	50
median	100
Q3	100
95-th percentile	200
Maximum	1000
Range	1000
Interquartile range (IQR)	50

Descriptive statistics

Standard deviation	71.638272
Coefficient of variation (CV)	0.75091693
Kurtosis	6.907297
Mean	95.401061
Median Absolute Deviation (MAD)	50
Skewness	1.4025509
Sum	521653
Variance	5132.042
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
100	2050	37.5%
50	1019	18.6%
0	852	15.6%
200	636	11.6%
150	396	7.2%
300	139	2.5%
80	111	2.0%
70	91	1.7%
30	48	0.9%
250	21	0.4%
Other values (38)	105	1.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	852	15.6%
10	13	0.2%
20	9	0.2%
30	48	0.9%
32	1	< 0.1%
38	1	< 0.1%
40	8	0.1%
48	1	< 0.1%
50	1019	18.6%
55	1	< 0.1%

Value	Count	Frequency (%)
1000	1	< 0.1%
500	12	0.2%
400	2	< 0.1%
300	139	2.5%
291	1	< 0.1%
266	1	< 0.1%
252	1	< 0.1%
251	1	< 0.1%
250	21	0.4%
220	2	< 0.1%

대여금액(합계_백만원)
Real number (ℝ)

HIGH CORRELATION

Distinct	350
Distinct (%)	6.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	199.34162

Minimum	1
Maximum	9000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	48.2 KiB

Quantile statistics

Minimum	1
5-th percentile	50
Q1	80
median	100
Q3	200
95-th percentile	700
Maximum	9000
Range	8999
Interquartile range (IQR)	120

Descriptive statistics

Standard deviation	363.44192
Coefficient of variation (CV)	1.8232114
Kurtosis	104.4924
Mean	199.34162
Median Absolute Deviation (MAD)	50
Skewness	7.805176
Sum	1090000
Variance	132090.03
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	2067	37.8%
50	1021	18.7%
200	666	12.2%
150	419	7.7%
300	164	3.0%
80	118	2.2%
70	93	1.7%
30	49	0.9%
500	40	0.7%
1000	36	0.7%
Other values (340)	795	14.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
5	1	< 0.1%
10	14	0.3%
20	9	0.2%
28	1	< 0.1%
30	49	0.9%
32	1	< 0.1%
33	1	< 0.1%
35	1	< 0.1%
36	2	< 0.1%

Value	Count	Frequency (%)
9000	1	< 0.1%
5200	1	< 0.1%
5000	1	< 0.1%
4900	1	< 0.1%
4500	1	< 0.1%
4000	1	< 0.1%
3940	1	< 0.1%
3840	1	< 0.1%
3400	1	< 0.1%
3300	1	< 0.1%

업종
Categorical

Distinct	11
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	42.8 KiB

금속	886
유통	755
기계	718
기타	668
식료	557
Other values (6)	1884

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	기타
2nd row	식료
3rd row	화공
4th row	식료
5th row	기계

Common Values

Value	Count	Frequency (%)
금속	886	16.2%
유통	755	13.8%
기계	718	13.1%
기타	668	12.2%
식료	557	10.2%
화공	455	8.3%
정보	410	7.5%
잡화	391	7.2%
전자	248	4.5%
전기	200	3.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
금속	886	16.2%
유통	755	13.8%
기계	718	13.1%
기타	668	12.2%
식료	557	10.2%
화공	455	8.3%
정보	410	7.5%
잡화	391	7.2%
전자	248	4.5%
전기	200	3.7%

Heatmap
Table

	일련번호	자산규모	매출규모	업력구분(중진공)	지역구분(중진공)	신청금액(시설_백만원)	신청금액(운전_백만원)	신청금액(합계_백만원)	추천금액(시설_백만원)	추천금액(운전_백만원)	추천금액(합계_백만원)	대여금액(시설_백만원)	대여금액(운전_백만원)	대여금액(합계_백만원)	업종
일련번호	1.000	0.111	0.108	0.156	0.186	0.207	0.153	0.207	0.199	0.124	0.199	0.106	0.120	0.106	0.084
자산규모	0.111	1.000	0.647	0.221	0.154	0.275	0.151	0.275	0.329	0.281	0.329	0.243	0.275	0.243	0.152
매출규모	0.108	0.647	1.000	0.328	0.184	0.107	0.186	0.108	0.153	0.247	0.153	0.098	0.240	0.098	0.276
업력구분(중진공)	0.156	0.221	0.328	1.000	0.108	0.110	0.091	0.108	0.059	0.116	0.058	0.033	0.116	0.031	0.139
지역구분(중진공)	0.186	0.154	0.184	0.108	1.000	0.166	0.247	0.164	0.165	0.132	0.164	0.043	0.149	0.042	0.438
신청금액(시설_백만원)	0.207	0.275	0.107	0.110	0.166	1.000	0.322	1.000	0.943	0.262	0.943	0.844	0.261	0.844	0.090
신청금액(운전_백만원)	0.153	0.151	0.186	0.091	0.247	0.322	1.000	0.333	0.444	0.657	0.445	0.341	0.652	0.343	0.151
신청금액(합계_백만원)	0.207	0.275	0.108	0.108	0.164	1.000	0.333	1.000	0.943	0.265	0.943	0.844	0.264	0.844	0.091
추천금액(시설_백만원)	0.199	0.329	0.153	0.059	0.165	0.943	0.444	0.943	1.000	0.231	1.000	0.966	0.230	0.966	0.107
추천금액(운전_백만원)	0.124	0.281	0.247	0.116	0.132	0.262	0.657	0.265	0.231	1.000	0.236	0.172	0.999	0.182	0.119
추천금액(합계_백만원)	0.199	0.329	0.153	0.058	0.164	0.943	0.445	0.943	1.000	0.236	1.000	0.966	0.235	0.966	0.108
대여금액(시설_백만원)	0.106	0.243	0.098	0.033	0.043	0.844	0.341	0.844	0.966	0.172	0.966	1.000	0.171	1.000	0.059
대여금액(운전_백만원)	0.120	0.275	0.240	0.116	0.149	0.261	0.652	0.264	0.230	0.999	0.235	0.171	1.000	0.181	0.114
대여금액(합계_백만원)	0.106	0.243	0.098	0.031	0.042	0.844	0.343	0.844	0.966	0.182	0.966	1.000	0.181	1.000	0.060
업종	0.084	0.152	0.276	0.139	0.438	0.090	0.151	0.091	0.107	0.119	0.108	0.059	0.114	0.060	1.000

Heatmap
Table

	지역구분(중진공)	자산규모	매출규모	업종	업력구분(중진공)
지역구분(중진공)	1.000	0.073	0.087	0.179	0.060
자산규모	0.073	1.000	0.282	0.078	0.144
매출규모	0.087	0.282	1.000	0.145	0.217
업종	0.179	0.078	0.145	1.000	0.084
업력구분(중진공)	0.060	0.144	0.217	0.084	1.000

Heatmap
Table

	일련번호	신청금액(시설_백만원)	신청금액(운전_백만원)	신청금액(합계_백만원)	추천금액(시설_백만원)	추천금액(운전_백만원)	추천금액(합계_백만원)	대여금액(시설_백만원)	대여금액(운전_백만원)	대여금액(합계_백만원)	자산규모	매출규모	업력구분(중진공)	지역구분(중진공)	업종
일련번호	1.000	-0.194	-0.060	-0.307	-0.193	0.001	-0.245	-0.189	-0.007	-0.235	0.058	0.057	0.093	0.073	0.036
신청금액(시설_백만원)	-0.194	1.000	-0.641	0.550	1.000	-0.646	0.593	0.997	-0.647	0.524	0.167	0.063	0.050	0.070	0.042
신청금액(운전_백만원)	-0.060	-0.641	1.000	0.274	-0.641	0.815	0.037	-0.641	0.811	0.086	0.093	0.131	0.067	0.114	0.063
신청금액(합계_백만원)	-0.307	0.550	0.274	1.000	0.550	0.069	0.791	0.546	0.065	0.756	0.167	0.064	0.049	0.069	0.043
추천금액(시설_백만원)	-0.193	1.000	-0.641	0.550	1.000	-0.646	0.593	0.997	-0.647	0.525	0.124	0.056	0.041	0.075	0.053
추천금액(운전_백만원)	0.001	-0.646	0.815	0.069	-0.646	1.000	0.220	-0.646	0.994	0.271	0.212	0.189	0.082	0.073	0.060
추천금액(합계_백만원)	-0.245	0.593	0.037	0.791	0.593	0.220	1.000	0.591	0.214	0.965	0.124	0.056	0.040	0.074	0.053
대여금액(시설_백만원)	-0.189	0.997	-0.641	0.546	0.997	-0.646	0.591	1.000	-0.647	0.534	0.090	0.036	0.022	0.019	0.029
대여금액(운전_백만원)	-0.007	-0.647	0.811	0.065	-0.647	0.994	0.214	-0.647	1.000	0.277	0.207	0.184	0.085	0.078	0.057
대여금액(합계_백만원)	-0.235	0.524	0.086	0.756	0.525	0.271	0.965	0.534	0.277	1.000	0.090	0.036	0.021	0.019	0.030
자산규모	0.058	0.167	0.093	0.167	0.124	0.212	0.124	0.090	0.207	0.090	1.000	0.282	0.144	0.073	0.078
매출규모	0.057	0.063	0.131	0.064	0.056	0.189	0.056	0.036	0.184	0.036	0.282	1.000	0.217	0.087	0.145
업력구분(중진공)	0.093	0.050	0.067	0.049	0.041	0.082	0.040	0.022	0.085	0.021	0.144	0.217	1.000	0.060	0.084
지역구분(중진공)	0.073	0.070	0.114	0.069	0.075	0.073	0.074	0.019	0.078	0.019	0.073	0.087	0.060	1.000	0.179
업종	0.036	0.042	0.063	0.043	0.053	0.060	0.053	0.029	0.057	0.030	0.078	0.145	0.084	0.179	1.000

Count
Matrix

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.

First rows
Last rows

	일련번호	사업1	사업2	자산규모	매출규모	업력구분(중진공)	지역구분(중진공)	신청금액(시설_백만원)	신청금액(합계_백만원)	추천금액(시설_백만원)	추천금액(합계_백만원)	대여금액(시설_백만원)	대여금액(합계_백만원)	업종
0	1	창업기반지원(일반)	혁신창업사업화	<NA>	<NA>	1년미만	부산	1360	1360	1360	1360	317	317	기타
1	2	창업기반지원(일반)	혁신창업사업화	10억미만	10억미만	5년미만	경남	1126	1126	1100	1100	970	970	식료
2	3	창업기반지원(일반)	혁신창업사업화	100억미만	50억미만	7년미만	대전	4000	4000	3000	3000	1500	1500	화공
3	4	창업기반지원(일반)	혁신창업사업화	70억미만	300억미만	7년미만	경기	500	500	500	500	260	260	식료
4	5	창업기반지원(일반)	혁신창업사업화	30억미만	5억미만	7년미만	경북	930	930	782	782	78	78	기계
5	6	창업기반지원(일반)	혁신창업사업화	30억미만	100억미만	3년미만	인천	400	400	400	400	400	400	식료
6	7	창업기반지원(일반)	혁신창업사업화	70억미만	50억미만	7년미만	충남	500	500	300	300	300	300	식료
7	8	창업기반지원(일반)	혁신창업사업화	100억미만	100억미만	5년미만	광주	4100	4100	4100	4100	1850	1850	화공
8	9	창업기반지원(일반)	혁신창업사업화	100억미만	100억미만	5년미만	광주	4100	4100	4100	4100	200	200	화공
9	10	창업기반지원(일반)	혁신창업사업화	200억이상	100억미만	5년미만	전북	2040	2040	2040	2040	1540	1540	화공

	일련번호	사업1	사업2	자산규모	매출규모	업력구분(중진공)	지역구분(중진공)	신청금액(운전_백만원)	신청금액(합계_백만원)	추천금액(운전_백만원)	추천금액(합계_백만원)	대여금액(운전_백만원)	대여금액(합계_백만원)	업종
5458	5459	창업기반지원(일반)	혁신창업사업화	30억미만	50억미만	5년미만	충북	100	100	100	100	100	100	식료
5459	5460	창업기반지원(일반)	혁신창업사업화	70억미만	50억미만	5년미만	전남	150	150	150	150	150	150	기계
5460	5461	창업기반지원(일반)	혁신창업사업화	10억미만	10억미만	3년미만	강원	65	65	65	65	65	65	잡화
5461	5462	창업기반지원(일반)	혁신창업사업화	70억미만	300억미만	5년미만	경기	300	300	300	300	291	291	유통
5462	5463	창업기반지원(일반)	혁신창업사업화	10억미만	10억미만	5년미만	경기	100	100	100	100	100	100	화공
5463	5464	창업기반지원(일반)	혁신창업사업화	70억미만	300억미만	5년미만	전북	500	500	500	500	400	400	유통
5464	5465	창업기반지원(일반)	혁신창업사업화	10억미만	50억미만	3년미만	강원	200	200	200	200	200	200	유통
5465	5466	창업기반지원(일반)	혁신창업사업화	10억미만	10억미만	3년미만	경기	100	100	100	100	100	100	기계
5466	5467	창업기반지원(일반)	혁신창업사업화	70억미만	100억미만	7년미만	충북	220	220	220	220	220	220	잡화
5467	5468	창업기반지원(일반)	혁신창업사업화	<NA>	<NA>	1년미만	전남	55	55	55	55	55	55	기계

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values

Length

Interactions

Correlations

Missing values

Sample