gimi9 Pandas Profiling

Dataset statistics

Number of variables	14
Number of observations	72
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	8.8 KiB
Average record size in memory	125.8 B

Variable types

DateTime	1
Categorical	2
Numeric	11

Dataset

Description	중소, 벤처기업 보유 기술을 평가한 월별 정보건수 정보 제공- 업종별 현황(기준년월, 기업형태구분(개인,주식,유한,합자,합명,기타), 기계, 재료금속, 전기전자, 정보통신, 화공, 건설, 기타제조, 사업서비스, 섬유, 환경, 농업, 기타)
Author	기술보증기금
URL	https://www.data.go.kr/data/15086031/fileData.do

Alerts

`기계` is highly overall correlated with `재료금속` and 9 other fields	High correlation
`재료금속` is highly overall correlated with `기계` and 9 other fields	High correlation
`전기전자` is highly overall correlated with `기계` and 10 other fields	High correlation
`정보통신` is highly overall correlated with `기계` and 10 other fields	High correlation
`화공` is highly overall correlated with `기계` and 10 other fields	High correlation
`건설` is highly overall correlated with `기계` and 9 other fields	High correlation
`기타제조` is highly overall correlated with `기계` and 10 other fields	High correlation
`사업서비스` is highly overall correlated with `기계` and 11 other fields	High correlation
`섬유` is highly overall correlated with `기계` and 10 other fields	High correlation
`농업` is highly overall correlated with `전기전자` and 6 other fields	High correlation
`기타` is highly overall correlated with `기계` and 10 other fields	High correlation
`기업형태구분` is highly overall correlated with `사업서비스`	High correlation
`환경` is highly overall correlated with `기계` and 9 other fields	High correlation
`환경` is highly imbalanced (64.4%)	Imbalance
`기계` has 33 (45.8%) zeros	Zeros
`재료금속` has 34 (47.2%) zeros	Zeros
`전기전자` has 34 (47.2%) zeros	Zeros
`정보통신` has 38 (52.8%) zeros	Zeros
`화공` has 27 (37.5%) zeros	Zeros
`건설` has 44 (61.1%) zeros	Zeros
`기타제조` has 25 (34.7%) zeros	Zeros
`사업서비스` has 28 (38.9%) zeros	Zeros
`섬유` has 45 (62.5%) zeros	Zeros
`농업` has 40 (55.6%) zeros	Zeros
`기타` has 34 (47.2%) zeros	Zeros

Reproduction

Analysis started	2024-03-15 01:21:15.161604
Analysis finished	2024-03-15 01:21:46.140250
Duration	30.98 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

기준년월
Date

Distinct	12
Distinct (%)	16.7%
Missing	0
Missing (%)	0.0%
Memory size	704.0 B

Minimum	2023-01-23 00:00:00
Maximum	2023-12-23 00:00:00

Histogram

Histogram with fixed size bins (bins=12)

기업형태구분
Categorical

HIGH CORRELATION

Distinct	6
Distinct (%)	8.3%
Missing	0
Missing (%)	0.0%
Memory size	704.0 B

개인	12
주식	12
유한	12
합자	12
합명	12

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	개인
2nd row	주식
3rd row	유한
4th row	합자
5th row	합명

Common Values

Value	Count	Frequency (%)
개인	12	16.7%
주식	12	16.7%
유한	12	16.7%
합자	12	16.7%
합명	12	16.7%
기타	12	16.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
개인	12	16.7%
주식	12	16.7%
유한	12	16.7%
합자	12	16.7%
합명	12	16.7%
기타	12	16.7%

기계
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	31
Distinct (%)	43.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	72.194444

Minimum	0
Maximum	526
Zeros	33
Zeros (%)	45.8%
Negative	0
Negative (%)	0.0%
Memory size	776.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	93
95-th percentile	343.75
Maximum	526
Range	526
Interquartile range (IQR)	93

Descriptive statistics

Standard deviation	128.53362
Coefficient of variation (CV)	1.780381
Kurtosis	3.0261447
Mean	72.194444
Median Absolute Deviation (MAD)	1
Skewness	1.9459136
Sum	5198
Variance	16520.891
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
0	33	45.8%
1	4	5.6%
3	3	4.2%
86	2	2.8%
8	2	2.8%
4	2	2.8%
6	2	2.8%
124	1	1.4%
208	1	1.4%
127	1	1.4%
Other values (21)	21	29.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	33	45.8%
1	4	5.6%
2	1	1.4%
3	3	4.2%
4	2	2.8%
6	2	2.8%
8	2	2.8%
11	1	1.4%
34	1	1.4%
65	1	1.4%

Value	Count	Frequency (%)
526	1	1.4%
462	1	1.4%
442	1	1.4%
374	1	1.4%
319	1	1.4%
317	1	1.4%
302	1	1.4%
295	1	1.4%
294	1	1.4%
211	1	1.4%

재료금속
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	29
Distinct (%)	40.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	42.013889

Minimum	0
Maximum	245
Zeros	34
Zeros (%)	47.2%
Negative	0
Negative (%)	0.0%
Memory size	776.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	79
95-th percentile	175.25
Maximum	245
Range	245
Interquartile range (IQR)	79

Descriptive statistics

Standard deviation	67.200036
Coefficient of variation (CV)	1.5994719
Kurtosis	0.91947575
Mean	42.013889
Median Absolute Deviation (MAD)	1
Skewness	1.4441874
Sum	3025
Variance	4515.8449
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
0	34	47.2%
1	5	6.9%
2	4	5.6%
146	2	2.8%
5	2	2.8%
82	2	2.8%
165	1	1.4%
147	1	1.4%
4	1	1.4%
78	1	1.4%
Other values (19)	19	26.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	34	47.2%
1	5	6.9%
2	4	5.6%
3	1	1.4%
4	1	1.4%
5	2	2.8%
6	1	1.4%
30	1	1.4%
44	1	1.4%
63	1	1.4%

Value	Count	Frequency (%)
245	1	1.4%
222	1	1.4%
216	1	1.4%
178	1	1.4%
173	1	1.4%
165	1	1.4%
154	1	1.4%
147	1	1.4%
146	2	2.8%
133	1	1.4%

전기전자
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	27
Distinct (%)	37.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.736111

Minimum	0
Maximum	295
Zeros	34
Zeros (%)	47.2%
Negative	0
Negative (%)	0.0%
Memory size	776.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	18.75
95-th percentile	203.4
Maximum	295
Range	295
Interquartile range (IQR)	18.75

Descriptive statistics

Standard deviation	72.764717
Coefficient of variation (CV)	2.0361677
Kurtosis	3.6469581
Mean	35.736111
Median Absolute Deviation (MAD)	1
Skewness	2.1675182
Sum	2573
Variance	5294.704
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	34	47.2%
1	6	8.3%
2	4	5.6%
15	3	4.2%
3	3	4.2%
16	1	1.4%
94	1	1.4%
12	1	1.4%
165	1	1.4%
11	1	1.4%
Other values (17)	17	23.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	34	47.2%
1	6	8.3%
2	4	5.6%
3	3	4.2%
4	1	1.4%
11	1	1.4%
12	1	1.4%
15	3	4.2%
16	1	1.4%
27	1	1.4%

Value	Count	Frequency (%)
295	1	1.4%
266	1	1.4%
243	1	1.4%
221	1	1.4%
189	1	1.4%
181	1	1.4%
165	1	1.4%
160	1	1.4%
159	1	1.4%
141	1	1.4%

정보통신
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	26
Distinct (%)	36.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	48.208333

Minimum	0
Maximum	419
Zeros	38
Zeros (%)	52.8%
Negative	0
Negative (%)	0.0%
Memory size	776.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	26.25
95-th percentile	285.25
Maximum	419
Range	419
Interquartile range (IQR)	26.25

Descriptive statistics

Standard deviation	104.22915
Coefficient of variation (CV)	2.1620568
Kurtosis	4.3190965
Mean	48.208333
Median Absolute Deviation (MAD)	0
Skewness	2.2989606
Sum	3471
Variance	10863.717
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0	38	52.8%
1	6	8.3%
2	3	4.2%
16	2	2.8%
29	2	2.8%
180	1	1.4%
132	1	1.4%
7	1	1.4%
227	1	1.4%
27	1	1.4%
Other values (16)	16	22.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	38	52.8%
1	6	8.3%
2	3	4.2%
3	1	1.4%
7	1	1.4%
15	1	1.4%
16	2	2.8%
20	1	1.4%
26	1	1.4%
27	1	1.4%

Value	Count	Frequency (%)
419	1	1.4%
401	1	1.4%
375	1	1.4%
299	1	1.4%
274	1	1.4%
240	1	1.4%
227	1	1.4%
222	1	1.4%
208	1	1.4%
195	1	1.4%

화공
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	27
Distinct (%)	37.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.805556

Minimum	0
Maximum	262
Zeros	27
Zeros (%)	37.5%
Negative	0
Negative (%)	0.0%
Memory size	776.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	35.25
95-th percentile	179.5
Maximum	262
Range	262
Interquartile range (IQR)	35.25

Descriptive statistics

Standard deviation	64.631924
Coefficient of variation (CV)	1.9118729
Kurtosis	3.8923382
Mean	33.805556
Median Absolute Deviation (MAD)	2
Skewness	2.169855
Sum	2434
Variance	4177.2856
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	27	37.5%
2	7	9.7%
1	7	9.7%
3	5	6.9%
150	2	2.8%
4	2	2.8%
45	2	2.8%
24	1	1.4%
36	1	1.4%
117	1	1.4%
Other values (17)	17	23.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	27	37.5%
1	7	9.7%
2	7	9.7%
3	5	6.9%
4	2	2.8%
17	1	1.4%
20	1	1.4%
21	1	1.4%
24	1	1.4%
26	1	1.4%

Value	Count	Frequency (%)
262	1	1.4%
253	1	1.4%
220	1	1.4%
196	1	1.4%
166	1	1.4%
150	2	2.8%
144	1	1.4%
142	1	1.4%
117	1	1.4%
98	1	1.4%

건설
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	15
Distinct (%)	20.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.8194444

Minimum	0
Maximum	53
Zeros	44
Zeros (%)	61.1%
Negative	0
Negative (%)	0.0%
Memory size	776.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	44.15
Maximum	53
Range	53
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	15.158623
Coefficient of variation (CV)	2.222853
Kurtosis	2.8772066
Mean	6.8194444
Median Absolute Deviation (MAD)	0
Skewness	2.1016583
Sum	491
Variance	229.78384
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	44	61.1%
1	12	16.7%
2	3	4.2%
40	2	2.8%
22	1	1.4%
52	1	1.4%
49	1	1.4%
53	1	1.4%
48	1	1.4%
36	1	1.4%
Other values (5)	5	6.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	44	61.1%
1	12	16.7%
2	3	4.2%
4	1	1.4%
20	1	1.4%
22	1	1.4%
30	1	1.4%
36	1	1.4%
38	1	1.4%
40	2	2.8%

Value	Count	Frequency (%)
53	1	1.4%
52	1	1.4%
49	1	1.4%
48	1	1.4%
41	1	1.4%
40	2	2.8%
38	1	1.4%
36	1	1.4%
30	1	1.4%
22	1	1.4%

기타제조
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	40
Distinct (%)	55.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40.041667

Minimum	0
Maximum	264
Zeros	25
Zeros (%)	34.7%
Negative	0
Negative (%)	0.0%
Memory size	776.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	9.5
Q3	47.25
95-th percentile	172.5
Maximum	264
Range	264
Interquartile range (IQR)	47.25

Descriptive statistics

Standard deviation	64.550763
Coefficient of variation (CV)	1.6120898
Kurtosis	3.6496417
Mean	40.041667
Median Absolute Deviation (MAD)	9.5
Skewness	2.0430569
Sum	2883
Variance	4166.8011
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
0	25	34.7%
1	3	4.2%
27	2	2.8%
14	2	2.8%
146	2	2.8%
6	2	2.8%
3	2	2.8%
16	2	2.8%
99	1	1.4%
19	1	1.4%
Other values (30)	30	41.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	25	34.7%
1	3	4.2%
2	1	1.4%
3	2	2.8%
4	1	1.4%
6	2	2.8%
7	1	1.4%
9	1	1.4%
10	1	1.4%
14	2	2.8%

Value	Count	Frequency (%)
264	1	1.4%
252	1	1.4%
244	1	1.4%
200	1	1.4%
150	1	1.4%
146	2	2.8%
142	1	1.4%
137	1	1.4%
118	1	1.4%
109	1	1.4%

사업서비스
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	28
Distinct (%)	38.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.875

Minimum	0
Maximum	252
Zeros	28
Zeros (%)	38.9%
Negative	0
Negative (%)	0.0%
Memory size	776.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1.5
Q3	34.25
95-th percentile	185.45
Maximum	252
Range	252
Interquartile range (IQR)	34.25

Descriptive statistics

Standard deviation	65.83696
Coefficient of variation (CV)	1.8877981
Kurtosis	3.1981542
Mean	34.875
Median Absolute Deviation (MAD)	1.5
Skewness	2.0635542
Sum	2511
Variance	4334.5053
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	28	38.9%
1	8	11.1%
2	4	5.6%
3	3	4.2%
5	3	4.2%
4	2	2.8%
25	2	2.8%
38	2	2.8%
149	1	1.4%
127	1	1.4%
Other values (18)	18	25.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	28	38.9%
1	8	11.1%
2	4	5.6%
3	3	4.2%
4	2	2.8%
5	3	4.2%
17	1	1.4%
25	2	2.8%
26	1	1.4%
30	1	1.4%

Value	Count	Frequency (%)
252	1	1.4%
245	1	1.4%
230	1	1.4%
197	1	1.4%
176	1	1.4%
171	1	1.4%
156	1	1.4%
149	1	1.4%
133	1	1.4%
132	1	1.4%

섬유
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	22
Distinct (%)	30.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.5138889

Minimum	0
Maximum	66
Zeros	45
Zeros (%)	62.5%
Negative	0
Negative (%)	0.0%
Memory size	776.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	12
95-th percentile	41.25
Maximum	66
Range	66
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	15.620493
Coefficient of variation (CV)	1.8347072
Kurtosis	4.3660281
Mean	8.5138889
Median Absolute Deviation (MAD)	0
Skewness	2.1570584
Sum	613
Variance	243.9998
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0	45	62.5%
27	2	2.8%
2	2	2.8%
10	2	2.8%
12	2	2.8%
24	2	2.8%
18	2	2.8%
11	1	1.4%
15	1	1.4%
4	1	1.4%
Other values (12)	12	16.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	45	62.5%
1	1	1.4%
2	2	2.8%
3	1	1.4%
4	1	1.4%
10	2	2.8%
11	1	1.4%
12	2	2.8%
13	1	1.4%
15	1	1.4%

Value	Count	Frequency (%)
66	1	1.4%
64	1	1.4%
55	1	1.4%
44	1	1.4%
39	1	1.4%
36	1	1.4%
33	1	1.4%
27	2	2.8%
24	2	2.8%
23	1	1.4%

환경
Categorical

HIGH CORRELATION IMBALANCE

Distinct	4
Distinct (%)	5.6%
Missing	0
Missing (%)	0.0%
Memory size	704.0 B

0	63
1	5
2	3
3	1

Length

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

Unique

Unique	1 ?
Unique (%)	1.4%

Sample

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

Common Values

Value	Count	Frequency (%)
0	63	87.5%
1	5	6.9%
2	3	4.2%
3	1	1.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	63	87.5%
1	5	6.9%
2	3	4.2%
3	1	1.4%

농업
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	7
Distinct (%)	9.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1

Minimum	0
Maximum	9
Zeros	40
Zeros (%)	55.6%
Negative	0
Negative (%)	0.0%
Memory size	776.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	5
Maximum	9
Range	9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.6529956
Coefficient of variation (CV)	1.6529956
Kurtosis	7.712245
Mean	1
Median Absolute Deviation (MAD)	0
Skewness	2.5018176
Sum	72
Variance	2.7323944
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	40	55.6%
1	15	20.8%
2	9	12.5%
5	4	5.6%
3	2	2.8%
9	1	1.4%
4	1	1.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	40	55.6%
1	15	20.8%
2	9	12.5%
3	2	2.8%
4	1	1.4%
5	4	5.6%
9	1	1.4%

Value	Count	Frequency (%)
9	1	1.4%
5	4	5.6%
4	1	1.4%
3	2	2.8%
2	9	12.5%
1	15	20.8%
0	40	55.6%

기타
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	23
Distinct (%)	31.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.069444

Minimum	0
Maximum	110
Zeros	34
Zeros (%)	47.2%
Negative	0
Negative (%)	0.0%
Memory size	776.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	8
95-th percentile	71.25
Maximum	110
Range	110
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	26.312492
Coefficient of variation (CV)	2.0132831
Kurtosis	4.2494411
Mean	13.069444
Median Absolute Deviation (MAD)	1
Skewness	2.2631571
Sum	941
Variance	692.34722
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	34	47.2%
1	8	11.1%
2	6	8.3%
8	3	4.2%
7	2	2.8%
20	2	2.8%
36	1	1.4%
34	1	1.4%
69	1	1.4%
11	1	1.4%
Other values (13)	13	18.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	34	47.2%
1	8	11.1%
2	6	8.3%
3	1	1.4%
5	1	1.4%
7	2	2.8%
8	3	4.2%
10	1	1.4%
11	1	1.4%
13	1	1.4%

Value	Count	Frequency (%)
110	1	1.4%
97	1	1.4%
95	1	1.4%
74	1	1.4%
69	1	1.4%
66	1	1.4%
63	1	1.4%
61	1	1.4%
52	1	1.4%
44	1	1.4%

Heatmap
Table

	기준년월	기업형태구분	기계	재료금속	전기전자	정보통신	화공	건설	기타제조	사업서비스	섬유	환경	농업	기타
기준년월	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
기업형태구분	0.000	1.000	0.719	0.699	0.689	0.540	0.691	0.537	0.708	0.730	0.701	0.512	0.458	0.581
기계	0.000	0.719	1.000	0.964	0.900	0.894	0.970	0.890	0.926	0.912	0.901	0.914	0.570	0.897
재료금속	0.000	0.699	0.964	1.000	0.905	0.891	0.970	0.837	0.868	0.875	0.914	0.826	0.568	0.828
전기전자	0.000	0.689	0.900	0.905	1.000	0.969	0.952	0.888	0.916	0.937	0.969	0.810	0.537	0.899
정보통신	0.000	0.540	0.894	0.891	0.969	1.000	0.940	0.898	0.972	0.976	0.914	0.947	0.404	0.974
화공	0.000	0.691	0.970	0.970	0.952	0.940	1.000	0.906	0.923	0.955	0.944	0.864	0.421	0.897
건설	0.000	0.537	0.890	0.837	0.888	0.898	0.906	1.000	0.865	0.873	0.881	0.727	0.219	0.853
기타제조	0.000	0.708	0.926	0.868	0.916	0.972	0.923	0.865	1.000	0.988	0.855	0.868	0.551	0.929
사업서비스	0.000	0.730	0.912	0.875	0.937	0.976	0.955	0.873	0.988	1.000	0.881	0.930	0.408	0.939
섬유	0.000	0.701	0.901	0.914	0.969	0.914	0.944	0.881	0.855	0.881	1.000	0.774	0.487	0.845
환경	0.000	0.512	0.914	0.826	0.810	0.947	0.864	0.727	0.868	0.930	0.774	1.000	0.409	0.984
농업	0.000	0.458	0.570	0.568	0.537	0.404	0.421	0.219	0.551	0.408	0.487	0.409	1.000	0.486
기타	0.000	0.581	0.897	0.828	0.899	0.974	0.897	0.853	0.929	0.939	0.845	0.984	0.486	1.000

Heatmap
Table

	환경	기업형태구분
환경	1.000	0.348
기업형태구분	0.348	1.000

Heatmap
Table

	기계	재료금속	전기전자	정보통신	화공	건설	기타제조	사업서비스	섬유	농업	기타	기업형태구분	환경
기계	1.000	0.938	0.948	0.813	0.918	0.749	0.826	0.867	0.894	0.471	0.752	0.468	0.770
재료금속	0.938	1.000	0.900	0.832	0.910	0.717	0.813	0.830	0.883	0.422	0.737	0.447	0.630
전기전자	0.948	0.900	1.000	0.807	0.939	0.746	0.857	0.863	0.892	0.523	0.807	0.415	0.650
정보통신	0.813	0.832	0.807	1.000	0.824	0.646	0.852	0.855	0.879	0.565	0.808	0.330	0.677
화공	0.918	0.910	0.939	0.824	1.000	0.699	0.904	0.910	0.868	0.598	0.819	0.439	0.687
건설	0.749	0.717	0.746	0.646	0.699	1.000	0.617	0.669	0.679	0.231	0.594	0.352	0.586
기타제조	0.826	0.813	0.857	0.852	0.904	0.617	1.000	0.928	0.820	0.680	0.915	0.486	0.533
사업서비스	0.867	0.830	0.863	0.855	0.910	0.669	0.928	1.000	0.856	0.633	0.888	0.511	0.637
섬유	0.894	0.883	0.892	0.879	0.868	0.679	0.820	0.856	1.000	0.502	0.797	0.427	0.601
농업	0.471	0.422	0.523	0.565	0.598	0.231	0.680	0.633	0.502	1.000	0.582	0.290	0.284
기타	0.752	0.737	0.807	0.808	0.819	0.594	0.915	0.888	0.797	0.582	1.000	0.359	0.804
기업형태구분	0.468	0.447	0.415	0.330	0.439	0.352	0.486	0.511	0.427	0.290	0.359	1.000	0.348
환경	0.770	0.630	0.650	0.677	0.687	0.586	0.533	0.637	0.601	0.284	0.804	0.348	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

	기준년월	기업형태구분	기계	재료금속	전기전자	정보통신	화공	건설	기타제조	사업서비스	섬유	환경	농업	기타
0	2023-01-23	개인	65	44	15	16	24	0	27	26	11	0	0	7
1	2023-01-23	주식	211	110	159	195	144	22	118	132	24	0	0	74
2	2023-01-23	유한	1	2	1	0	2	0	1	0	0	0	1	0
3	2023-01-23	합자	0	0	0	0	0	0	0	0	0	0	0	0
4	2023-01-23	합명	0	0	0	0	0	0	0	0	0	0	0	0
5	2023-01-23	기타	0	0	0	1	1	0	16	0	0	0	5	0
6	2023-02-23	개인	159	133	46	29	40	0	55	41	23	0	2	5
7	2023-02-23	주식	374	173	221	299	196	40	200	197	36	1	1	66
8	2023-02-23	유한	8	3	2	0	3	2	6	0	0	0	0	0
9	2023-02-23	합자	0	0	0	0	0	0	0	0	0	0	0	1

	기준년월	기업형태구분	기계	재료금속	전기전자	정보통신	화공	건설	기타제조	사업서비스	섬유	환경	농업	기타
62	2023-11-23	유한	3	2	0	0	1	0	1	1	0	0	0	0
63	2023-11-23	합자	0	0	0	0	0	1	0	0	0	0	0	0
64	2023-11-23	합명	0	0	0	0	0	0	0	0	0	0	0	0
65	2023-11-23	기타	0	0	0	1	0	0	19	5	0	0	1	2
66	2023-12-23	개인	34	30	12	7	21	1	14	17	4	0	1	8
67	2023-12-23	주식	141	82	94	132	83	20	99	76	18	1	1	34
68	2023-12-23	유한	3	1	0	0	1	0	3	2	0	0	0	0
69	2023-12-23	합자	0	0	0	0	0	0	0	0	0	0	0	0
70	2023-12-23	합명	0	0	0	0	0	0	0	0	0	0	0	0
71	2023-12-23	기타	0	0	0	2	1	0	14	1	0	0	0	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample