gimi9 Pandas Profiling

Dataset statistics

Number of variables	12
Number of observations	51
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	5.5 KiB
Average record size in memory	109.6 B

Variable types

Numeric	11
Categorical	1

Dataset

Description	한국산업안전보건공단에서 실시하는 작업환경측정 사업에 대한 결과보고서 내용으로 규모별 측정 실시 및 초과 사업장 현황에 대한 내용을 제공합니다.
URL	https://www.data.go.kr/data/15091876/fileData.do

Alerts

`상반기_실시사업장수` is highly overall correlated with `상반기_실시사업장비율` and 7 other fields	High correlation
`상반기_실시사업장비율` is highly overall correlated with `상반기_실시사업장수` and 7 other fields	High correlation
`상반기_초과사업장수` is highly overall correlated with `상반기_실시사업장수` and 8 other fields	High correlation
`상반기_초과사업장비율` is highly overall correlated with `상반기_실시사업장수` and 7 other fields	High correlation
`상반기_초과율` is highly overall correlated with `하반기_초과율`	High correlation
`하반기_실시사업장수` is highly overall correlated with `상반기_실시사업장수` and 7 other fields	High correlation
`하반기_실시사업장비율` is highly overall correlated with `상반기_실시사업장수` and 7 other fields	High correlation
`하반기_초과사업장수` is highly overall correlated with `상반기_실시사업장수` and 7 other fields	High correlation
`하반기_초과사업장비율` is highly overall correlated with `상반기_실시사업장수` and 7 other fields	High correlation
`하반기_초과율` is highly overall correlated with `상반기_초과사업장수` and 1 other fields	High correlation
`상시근로자수구분` is highly overall correlated with `상반기_실시사업장수` and 7 other fields	High correlation
`상반기_초과사업장수` has unique values	Unique
`하반기_실시사업장수` has unique values	Unique
`하반기_초과사업장수` has unique values	Unique

Reproduction

Analysis started	2023-12-12 01:35:48.446105
Analysis finished	2023-12-12 01:36:04.642566
Duration	16.2 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

연도
Real number (ℝ)

Distinct	6
Distinct (%)	11.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2018.6471

Minimum	2016
Maximum	2021
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	591.0 B

Quantile statistics

Minimum	2016
5-th percentile	2016
Q1	2017
median	2019
Q3	2020
95-th percentile	2021
Maximum	2021
Range	5
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.659199
Coefficient of variation (CV)	0.00082193613
Kurtosis	-1.1994593
Mean	2018.6471
Median Absolute Deviation (MAD)	1
Skewness	-0.063865435
Sum	102951
Variance	2.7529412
Monotonicity	Increasing

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
2017	9	17.6%
2018	9	17.6%
2019	9	17.6%
2020	9	17.6%
2021	9	17.6%
2016	6	11.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2016	6	11.8%
2017	9	17.6%
2018	9	17.6%
2019	9	17.6%
2020	9	17.6%
2021	9	17.6%

Value	Count	Frequency (%)
2021	9	17.6%
2020	9	17.6%
2019	9	17.6%
2018	9	17.6%
2017	9	17.6%
2016	6	11.8%

상시근로자수구분
Categorical

HIGH CORRELATION

Distinct	10
Distinct (%)	19.6%
Missing	0
Missing (%)	0.0%
Memory size	540.0 B

5명 미만	6
50～99명	6
100～299명	6
300～999명	6
1000명 이상	6
Other values (5)	21

Length

Max length	8
Median length	6
Mean length	6.372549
Min length	4

Unique

Unique	1 ?
Unique (%)	2.0%

Sample

1st row	5명 미만
2nd row	5～49명
3rd row	50～99명
4th row	100～299명
5th row	300～999명

Common Values

Value	Count	Frequency (%)
5명 미만	6	11.8%
50～99명	6	11.8%
100～299명	6	11.8%
300～999명	6	11.8%
1000명 이상	6	11.8%
5～9명	5	9.8%
10～19명	5	9.8%
20～29명	5	9.8%
30～49명	5	9.8%
5～49명	1	2.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
5명	6	9.5%
미만	6	9.5%
50～99명	6	9.5%
100～299명	6	9.5%
300～999명	6	9.5%
1000명	6	9.5%
이상	6	9.5%
5～9명	5	7.9%
10～19명	5	7.9%
20～29명	5	7.9%
Other values (2)	6	9.5%

상반기_실시사업장수
Real number (ℝ)

HIGH CORRELATION

Distinct	49
Distinct (%)	96.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6516.451

Minimum	353
Maximum	30826
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	591.0 B

Quantile statistics

Minimum	353
5-th percentile	924.5
Q1	4301.5
median	6007
Q3	9097.5
95-th percentile	11957
Maximum	30826
Range	30473
Interquartile range (IQR)	4796

Descriptive statistics

Standard deviation	4901.1251
Coefficient of variation (CV)	0.7521157
Kurtosis	11.076548
Mean	6516.451
Median Absolute Deviation (MAD)	2996
Skewness	2.4145706
Sum	332339
Variance	24021027
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
5981	2	3.9%
6455	2	3.9%
5861	1	2.0%
1776	1	2.0%
6137	1	2.0%
4818	1	2.0%
1759	1	2.0%
871	1	2.0%
10142	1	2.0%
11209	1	2.0%
Other values (39)	39	76.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
353	1	2.0%
386	1	2.0%
871	1	2.0%
978	1	2.0%
1202	1	2.0%
1218	1	2.0%
1290	1	2.0%
1332	1	2.0%
1511	1	2.0%
1759	1	2.0%

Value	Count	Frequency (%)
30826	1	2.0%
12611	1	2.0%
12306	1	2.0%
11608	1	2.0%
11486	1	2.0%
11209	1	2.0%
11145	1	2.0%
10652	1	2.0%
10477	1	2.0%
10142	1	2.0%

상반기_실시사업장비율
Real number (ℝ)

HIGH CORRELATION

Distinct	45
Distinct (%)	88.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.768627

Minimum	0.7
Maximum	64.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	591.0 B

Quantile statistics

Minimum	0.7
5-th percentile	1.7
Q1	8.2
median	11.1
Q3	15.95
95-th percentile	20.7
Maximum	64.3
Range	63.6
Interquartile range (IQR)	7.75

Descriptive statistics

Standard deviation	9.6094223
Coefficient of variation (CV)	0.81652872
Kurtosis	17.342461
Mean	11.768627
Median Absolute Deviation (MAD)	4.6
Skewness	3.2619674
Sum	600.2
Variance	92.340996
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
10.7	2	3.9%
11.5	2	3.9%
8.7	2	3.9%
8.4	2	3.9%
18.2	2	3.9%
11.7	2	3.9%
8.0	1	2.0%
3.1	1	2.0%
1.5	1	2.0%
16.8	1	2.0%
Other values (35)	35	68.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.7	1	2.0%
0.8	1	2.0%
1.5	1	2.0%
1.9	1	2.0%
2.0	1	2.0%
2.2	1	2.0%
2.4	1	2.0%
2.5	1	2.0%
2.9	1	2.0%
3.0	1	2.0%

Value	Count	Frequency (%)
64.3	1	2.0%
21.5	1	2.0%
20.8	1	2.0%
20.6	1	2.0%
20.4	1	2.0%
20.0	1	2.0%
18.6	1	2.0%
18.2	2	3.9%
18.0	1	2.0%
17.7	1	2.0%

상반기_초과사업장수
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	51
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	768.37255

Minimum	51
Maximum	4280
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	591.0 B

Quantile statistics

Minimum	51
5-th percentile	90.5
Q1	402
median	808
Q3	967.5
95-th percentile	1380.5
Maximum	4280
Range	4229
Interquartile range (IQR)	565.5

Descriptive statistics

Standard deviation	641.20399
Coefficient of variation (CV)	0.83449622
Kurtosis	17.492131
Mean	768.37255
Median Absolute Deviation (MAD)	232
Skewness	3.2513903
Sum	39187
Variance	411142.56
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
430	1	2.0%
4280	1	2.0%
942	1	2.0%
808	1	2.0%
615	1	2.0%
139	1	2.0%
93	1	2.0%
576	1	2.0%
986	1	2.0%
1468	1	2.0%
Other values (41)	41	80.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
51	1	2.0%
60	1	2.0%
88	1	2.0%
93	1	2.0%
97	1	2.0%
120	1	2.0%
136	1	2.0%
137	1	2.0%
139	1	2.0%
181	1	2.0%

Value	Count	Frequency (%)
4280	1	2.0%
1468	1	2.0%
1425	1	2.0%
1336	1	2.0%
1332	1	2.0%
1297	1	2.0%
1159	1	2.0%
1084	1	2.0%
997	1	2.0%
991	1	2.0%

상반기_초과사업장비율
Real number (ℝ)

HIGH CORRELATION

Distinct	40
Distinct (%)	78.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.764706

Minimum	0.8
Maximum	63.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	591.0 B

Quantile statistics

Minimum	0.8
5-th percentile	1.45
Q1	6.15
median	12.5
Q3	14.85
95-th percentile	21.55
Maximum	63.7
Range	62.9
Interquartile range (IQR)	8.7

Descriptive statistics

Standard deviation	9.6298873
Coefficient of variation (CV)	0.81854042
Kurtosis	16.318728
Mean	11.764706
Median Absolute Deviation (MAD)	3.8
Skewness	3.0910118
Sum	600
Variance	92.734729
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
6.4	2	3.9%
17.0	2	3.9%
14.5	2	3.9%
1.5	2	3.9%
14.7	2	3.9%
15.0	2	3.9%
12.9	2	3.9%
11.1	2	3.9%
14.9	2	3.9%
14.3	2	3.9%
Other values (30)	31	60.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.8	1	2.0%
0.9	1	2.0%
1.4	1	2.0%
1.5	2	3.9%
1.9	1	2.0%
2.0	1	2.0%
2.1	1	2.0%
2.2	1	2.0%
2.6	1	2.0%
2.9	1	2.0%

Value	Count	Frequency (%)
63.7	1	2.0%
22.3	1	2.0%
22.1	1	2.0%
21.0	1	2.0%
20.7	1	2.0%
19.5	1	2.0%
17.0	2	3.9%
15.1	1	2.0%
15.0	2	3.9%
14.9	2	3.9%

상반기_초과율
Real number (ℝ)

HIGH CORRELATION

Distinct	46
Distinct (%)	90.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.076471

Minimum	5.1
Maximum	18.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	591.0 B

Quantile statistics

Minimum	5.1
5-th percentile	5.75
Q1	8.6
median	12.8
Q3	14.7
95-th percentile	17.45
Maximum	18.3
Range	13.2
Interquartile range (IQR)	6.1

Descriptive statistics

Standard deviation	3.7359116
Coefficient of variation (CV)	0.30935459
Kurtosis	-1.0049228
Mean	12.076471
Median Absolute Deviation (MAD)	2.6
Skewness	-0.3416362
Sum	615.9
Variance	13.957035
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
11.3	2	3.9%
13.9	2	3.9%
14.4	2	3.9%
14.7	2	3.9%
14.5	2	3.9%
7.3	1	2.0%
12.8	1	2.0%
10.7	1	2.0%
5.7	1	2.0%
8.8	1	2.0%
Other values (36)	36	70.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.1	1	2.0%
5.2	1	2.0%
5.7	1	2.0%
5.8	1	2.0%
6.1	1	2.0%
6.7	1	2.0%
7.3	1	2.0%
7.4	1	2.0%
7.7	1	2.0%
7.9	1	2.0%

Value	Count	Frequency (%)
18.3	1	2.0%
18.0	1	2.0%
17.9	1	2.0%
17.0	1	2.0%
16.5	1	2.0%
16.3	1	2.0%
16.2	1	2.0%
15.6	1	2.0%
15.5	1	2.0%
15.4	1	2.0%

하반기_실시사업장수
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	51
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6221.0784

Minimum	343
Maximum	30865
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	591.0 B

Quantile statistics

Minimum	343
5-th percentile	972.5
Q1	4327.5
median	5953
Q3	8085.5
95-th percentile	11098
Maximum	30865
Range	30522
Interquartile range (IQR)	3758

Descriptive statistics

Standard deviation	4724.309
Coefficient of variation (CV)	0.75940354
Kurtosis	14.030346
Mean	6221.0784
Median Absolute Deviation (MAD)	1998
Skewness	2.7968577
Sum	317275
Variance	22319096
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5443	1	2.0%
30865	1	2.0%
6408	1	2.0%
5953	1	2.0%
4751	1	2.0%
1745	1	2.0%
869	1	2.0%
8260	1	2.0%
9611	1	2.0%
11033	1	2.0%
Other values (41)	41	80.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
343	1	2.0%
406	1	2.0%
869	1	2.0%
1076	1	2.0%
1164	1	2.0%
1226	1	2.0%
1232	1	2.0%
1251	1	2.0%
1533	1	2.0%
1714	1	2.0%

Value	Count	Frequency (%)
30865	1	2.0%
11643	1	2.0%
11163	1	2.0%
11033	1	2.0%
10971	1	2.0%
10198	1	2.0%
10168	1	2.0%
9611	1	2.0%
9564	1	2.0%
9278	1	2.0%

하반기_실시사업장비율
Real number (ℝ)

HIGH CORRELATION

Distinct	44
Distinct (%)	86.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.760784

Minimum	0.6
Maximum	64.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	591.0 B

Quantile statistics

Minimum	0.6
5-th percentile	1.8
Q1	8.3
median	11.2
Q3	14.85
95-th percentile	20.5
Maximum	64.6
Range	64
Interquartile range (IQR)	6.55

Descriptive statistics

Standard deviation	9.513613
Coefficient of variation (CV)	0.80892674
Kurtosis	18.649001
Mean	11.760784
Median Absolute Deviation (MAD)	3.4
Skewness	3.4139149
Sum	599.8
Variance	90.508831
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
11.2	3	5.9%
2.2	2	3.9%
11.3	2	3.9%
3.1	2	3.9%
10.6	2	3.9%
11.7	2	3.9%
11.4	1	2.0%
10.5	1	2.0%
8.4	1	2.0%
1.5	1	2.0%
Other values (34)	34	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.6	1	2.0%
0.9	1	2.0%
1.5	1	2.0%
2.1	1	2.0%
2.2	2	3.9%
2.3	1	2.0%
2.6	1	2.0%
3.1	2	3.9%
3.2	1	2.0%
3.5	1	2.0%

Value	Count	Frequency (%)
64.6	1	2.0%
21.4	1	2.0%
20.9	1	2.0%
20.1	1	2.0%
20.0	1	2.0%
19.7	1	2.0%
18.0	1	2.0%
17.6	1	2.0%
17.5	1	2.0%
16.9	1	2.0%

하반기_초과사업장수
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	51
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	758.76471

Minimum	47
Maximum	4352
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	591.0 B

Quantile statistics

Minimum	47
5-th percentile	88.5
Q1	376.5
median	804
Q3	963
95-th percentile	1376
Maximum	4352
Range	4305
Interquartile range (IQR)	586.5

Descriptive statistics

Standard deviation	650.81772
Coefficient of variation (CV)	0.85773325
Kurtosis	18.130109
Mean	758.76471
Median Absolute Deviation (MAD)	257
Skewness	3.3434428
Sum	38697
Variance	423563.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
417	1	2.0%
4352	1	2.0%
970	1	2.0%
804	1	2.0%
547	1	2.0%
129	1	2.0%
85	1	2.0%
513	1	2.0%
921	1	2.0%
1429	1	2.0%
Other values (41)	41	80.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
47	1	2.0%
57	1	2.0%
85	1	2.0%
92	1	2.0%
95	1	2.0%
119	1	2.0%
123	1	2.0%
128	1	2.0%
129	1	2.0%
159	1	2.0%

Value	Count	Frequency (%)
4352	1	2.0%
1429	1	2.0%
1379	1	2.0%
1373	1	2.0%
1336	1	2.0%
1291	1	2.0%
1144	1	2.0%
1095	1	2.0%
995	1	2.0%
991	1	2.0%

하반기_초과사업장비율
Real number (ℝ)

HIGH CORRELATION

Distinct	41
Distinct (%)	80.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.760784

Minimum	0.8
Maximum	64.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	591.0 B

Quantile statistics

Minimum	0.8
5-th percentile	1.35
Q1	5.9
median	12.6
Q3	15
95-th percentile	22
Maximum	64.6
Range	63.8
Interquartile range (IQR)	9.1

Descriptive statistics

Standard deviation	9.8080799
Coefficient of variation (CV)	0.83396478
Kurtosis	16.228648
Mean	11.760784
Median Absolute Deviation (MAD)	4
Skewness	3.0884615
Sum	599.8
Variance	96.198431
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
14.0	3	5.9%
22.1	2	3.9%
14.3	2	3.9%
15.1	2	3.9%
2.8	2	3.9%
0.8	2	3.9%
2.0	2	3.9%
14.9	2	3.9%
9.3	2	3.9%
6.2	1	2.0%
Other values (31)	31	60.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.8	2	3.9%
1.3	1	2.0%
1.4	1	2.0%
1.5	1	2.0%
1.8	1	2.0%
1.9	1	2.0%
2.0	2	3.9%
2.4	1	2.0%
2.8	2	3.9%
5.7	1	2.0%

Value	Count	Frequency (%)
64.6	1	2.0%
22.1	2	3.9%
21.9	1	2.0%
20.9	1	2.0%
19.6	1	2.0%
17.6	1	2.0%
17.4	1	2.0%
15.6	1	2.0%
15.3	1	2.0%
15.2	1	2.0%

하반기_초과율
Real number (ℝ)

HIGH CORRELATION

Distinct	46
Distinct (%)	90.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.090196

Minimum	4.5
Maximum	17.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	591.0 B

Quantile statistics

Minimum	4.5
5-th percentile	6.4
Q1	9.7
median	12.7
Q3	14.95
95-th percentile	16.9
Maximum	17.9
Range	13.4
Interquartile range (IQR)	5.25

Descriptive statistics

Standard deviation	3.5156937
Coefficient of variation (CV)	0.2907888
Kurtosis	-0.90345319
Mean	12.090196
Median Absolute Deviation (MAD)	2.6
Skewness	-0.37642817
Sum	616.6
Variance	12.360102
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
9.8	2	3.9%
14.0	2	3.9%
15.2	2	3.9%
6.6	2	3.9%
17.9	2	3.9%
11.4	1	2.0%
12.4	1	2.0%
11.5	1	2.0%
7.4	1	2.0%
6.2	1	2.0%
Other values (36)	36	70.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.5	1	2.0%
6.0	1	2.0%
6.2	1	2.0%
6.6	2	3.9%
7.2	1	2.0%
7.3	1	2.0%
7.4	1	2.0%
7.7	1	2.0%
7.8	1	2.0%
7.9	1	2.0%

Value	Count	Frequency (%)
17.9	2	3.9%
17.2	1	2.0%
16.6	1	2.0%
16.2	1	2.0%
15.8	1	2.0%
15.7	1	2.0%
15.6	1	2.0%
15.5	1	2.0%
15.3	1	2.0%
15.2	2	3.9%

Phik (φk)
Auto

Heatmap
Table

	연도	상시근로자수구분	상반기_실시사업장수	상반기_실시사업장비율	상반기_초과사업장수	상반기_초과사업장비율	상반기_초과율	하반기_실시사업장수	하반기_실시사업장비율	하반기_초과사업장수	하반기_초과사업장비율	하반기_초과율
연도	1.000	0.000	0.000	0.000	0.000	0.000	0.552	0.000	0.000	0.000	0.000	0.000
상시근로자수구분	0.000	1.000	0.913	1.000	0.989	0.992	0.834	0.993	0.997	0.985	0.990	0.756
상반기_실시사업장수	0.000	0.913	1.000	0.898	0.822	0.817	0.404	0.903	0.901	0.840	0.832	0.370
상반기_실시사업장비율	0.000	1.000	0.898	1.000	0.976	0.976	0.814	0.995	0.999	0.966	0.975	0.724
상반기_초과사업장수	0.000	0.989	0.822	0.976	1.000	0.996	0.621	0.959	0.983	0.997	0.996	0.679
상반기_초과사업장비율	0.000	0.992	0.817	0.976	0.996	1.000	0.714	0.960	0.965	0.996	0.999	0.697
상반기_초과율	0.552	0.834	0.404	0.814	0.621	0.714	1.000	0.760	0.755	0.503	0.678	0.927
하반기_실시사업장수	0.000	0.993	0.903	0.995	0.959	0.960	0.760	1.000	0.993	0.952	0.958	0.729
하반기_실시사업장비율	0.000	0.997	0.901	0.999	0.983	0.965	0.755	0.993	1.000	0.973	0.964	0.678
하반기_초과사업장수	0.000	0.985	0.840	0.966	0.997	0.996	0.503	0.952	0.973	1.000	0.998	0.588
하반기_초과사업장비율	0.000	0.990	0.832	0.975	0.996	0.999	0.678	0.958	0.964	0.998	1.000	0.660
하반기_초과율	0.000	0.756	0.370	0.724	0.679	0.697	0.927	0.729	0.678	0.588	0.660	1.000

Heatmap
Table

	연도	상반기_실시사업장수	상반기_실시사업장비율	상반기_초과사업장수	상반기_초과사업장비율	상반기_초과율	하반기_실시사업장수	하반기_실시사업장비율	하반기_초과사업장수	하반기_초과사업장비율	하반기_초과율	상시근로자수구분
연도	1.000	0.205	-0.021	-0.006	0.042	-0.431	0.166	0.019	0.015	0.043	-0.315	0.000
상반기_실시사업장수	0.205	1.000	0.952	0.774	0.791	-0.234	0.991	0.960	0.788	0.803	-0.062	0.749
상반기_실시사업장비율	-0.021	0.952	1.000	0.762	0.756	-0.206	0.952	0.985	0.764	0.769	-0.061	0.914
상반기_초과사업장수	-0.006	0.774	0.762	1.000	0.984	0.346	0.786	0.790	0.981	0.976	0.506	0.804
상반기_초과사업장비율	0.042	0.791	0.756	0.984	1.000	0.319	0.807	0.777	0.982	0.986	0.482	0.820
상반기_초과율	-0.431	-0.234	-0.206	0.346	0.319	1.000	-0.198	-0.176	0.316	0.295	0.962	0.398
하반기_실시사업장수	0.166	0.991	0.952	0.786	0.807	-0.198	1.000	0.964	0.807	0.821	-0.033	0.834
하반기_실시사업장비율	0.019	0.960	0.985	0.790	0.777	-0.176	0.964	1.000	0.795	0.797	-0.023	0.874
하반기_초과사업장수	0.015	0.788	0.764	0.981	0.982	0.316	0.807	0.795	1.000	0.997	0.489	0.780
하반기_초과사업장비율	0.043	0.803	0.769	0.976	0.986	0.295	0.821	0.797	0.997	1.000	0.469	0.811
하반기_초과율	-0.315	-0.062	-0.061	0.506	0.482	0.962	-0.033	-0.023	0.489	0.469	1.000	0.350
상시근로자수구분	0.000	0.749	0.914	0.804	0.820	0.398	0.834	0.874	0.780	0.811	0.350	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

	연도	상시근로자수구분	상반기_실시사업장수	상반기_실시사업장비율	상반기_초과사업장수	상반기_초과사업장비율	상반기_초과율	하반기_실시사업장수	하반기_실시사업장비율	하반기_초과사업장수	하반기_초과사업장비율	하반기_초과율
0	2016	5명 미만	5861	12.2	430	6.4	7.3	5443	11.4	417	6.2	7.7
1	2016	5～49명	30826	64.3	4280	63.7	13.9	30865	64.6	4352	64.6	14.1
2	2016	50～99명	5524	11.5	991	14.8	17.9	5618	11.8	965	14.3	17.2
3	2016	100～299명	4157	8.7	759	11.3	18.3	4186	8.8	751	11.2	17.9
4	2016	300～999명	1202	2.5	195	2.9	16.2	1232	2.6	191	2.8	15.5
5	2016	1000명 이상	386	0.8	60	0.9	15.5	406	0.9	57	0.8	14.0
6	2017	5명 미만	6007	11.7	442	6.4	7.4	5487	11.2	399	6.1	7.3
7	2017	5～9명	9192	18.0	871	12.8	9.5	8220	16.8	920	14.0	11.2
8	2017	10～19명	10652	20.8	1332	19.5	12.5	10198	20.9	1291	19.6	12.7
9	2017	20～29명	5981	11.7	973	14.3	16.3	5832	11.9	924	14.0	15.8

	연도	상시근로자수구분	상반기_실시사업장수	상반기_실시사업장비율	상반기_초과사업장수	상반기_초과사업장비율	상반기_초과율	하반기_실시사업장수	하반기_실시사업장비율	하반기_초과사업장수	하반기_초과사업장비율	하반기_초과율
41	2020	1000명 이상	1218	2.0	97	1.5	8.0	1164	2.1	92	1.4	7.9
42	2021	5명 미만	9945	16.2	521	8.1	5.2	7878	14.4	516	8.2	6.6
43	2021	5～9명	11145	18.2	939	14.7	8.4	9278	16.9	935	14.9	10.1
44	2021	10～19명	12611	20.6	1425	22.3	11.3	10971	20.0	1373	21.9	12.5
45	2021	20～29명	6720	11.0	947	14.8	14.1	6397	11.7	928	14.8	14.5
46	2021	30～49명	6482	10.6	960	15.0	14.8	6154	11.2	939	14.9	15.3
47	2021	50～99명	5937	9.7	801	12.5	13.5	5833	10.6	783	12.4	13.4
48	2021	100～299명	5132	8.4	594	9.3	11.6	5162	9.4	587	9.3	11.4
49	2021	300～999명	1973	3.2	120	1.9	6.1	1926	3.5	128	2.0	6.6
50	2021	1000명 이상	1332	2.2	88	1.4	6.7	1226	2.2	95	1.5	7.8

Overview

Variables

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample