gimi9 Pandas Profiling

Dataset statistics

Number of variables	17
Number of observations	43
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.6 KiB
Average record size in memory	156.1 B

Variable types

Numeric	17

Dataset

Description	동부, 서부, 남부, 중부 광산안전사무소 관할 광산(전국)의 광산 재해 연도별, 유형별 재해 현황(낙반붕락, 운반, 화약 등의 재해자 및 사망자)에 대한 정보 제공
URL	https://www.data.go.kr/data/15054408/fileData.do

Alerts

`연도` is highly overall correlated with `낙반붕락_재해자` and 15 other fields	High correlation
`낙반붕락_재해자` is highly overall correlated with `연도` and 15 other fields	High correlation
`낙반붕락_사망자` is highly overall correlated with `연도` and 15 other fields	High correlation
`운반_재해자` is highly overall correlated with `연도` and 15 other fields	High correlation
`운반_사망자` is highly overall correlated with `연도` and 15 other fields	High correlation
`화약_재해자` is highly overall correlated with `연도` and 15 other fields	High correlation
`화약_사망자` is highly overall correlated with `연도` and 15 other fields	High correlation
`가스_재해자` is highly overall correlated with `연도` and 15 other fields	High correlation
`가스_사망자` is highly overall correlated with `연도` and 15 other fields	High correlation
`출수_재해자` is highly overall correlated with `연도` and 15 other fields	High correlation
`출수_사망자` is highly overall correlated with `연도` and 15 other fields	High correlation
`추락-전석_재해자` is highly overall correlated with `연도` and 15 other fields	High correlation
`추락-전석_사망자` is highly overall correlated with `연도` and 15 other fields	High correlation
`기계-전기_재해자` is highly overall correlated with `연도` and 15 other fields	High correlation
`기계-전기_사망자` is highly overall correlated with `연도` and 15 other fields	High correlation
`기타_재해자` is highly overall correlated with `연도` and 15 other fields	High correlation
`기타_사망자` is highly overall correlated with `연도` and 15 other fields	High correlation
`연도` has unique values	Unique
`낙반붕락_사망자` has 3 (7.0%) zeros	Zeros
`운반_사망자` has 6 (14.0%) zeros	Zeros
`화약_재해자` has 6 (14.0%) zeros	Zeros
`화약_사망자` has 19 (44.2%) zeros	Zeros
`가스_재해자` has 14 (32.6%) zeros	Zeros
`가스_사망자` has 17 (39.5%) zeros	Zeros
`출수_재해자` has 20 (46.5%) zeros	Zeros
`출수_사망자` has 23 (53.5%) zeros	Zeros
`추락-전석_사망자` has 12 (27.9%) zeros	Zeros
`기계-전기_재해자` has 1 (2.3%) zeros	Zeros
`기계-전기_사망자` has 13 (30.2%) zeros	Zeros
`기타_사망자` has 19 (44.2%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 07:04:11.212191
Analysis finished	2023-12-12 07:04:44.595436
Duration	33.38 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

연도
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2001

Minimum	1980
Maximum	2022
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	1980
5-th percentile	1982.1
Q1	1990.5
median	2001
Q3	2011.5
95-th percentile	2019.9
Maximum	2022
Range	42
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	12.556539
Coefficient of variation (CV)	0.0062751318
Kurtosis	-1.2
Mean	2001
Median Absolute Deviation (MAD)	11
Skewness	0
Sum	86043
Variance	157.66667
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
1980	1	2.3%
1981	1	2.3%
2004	1	2.3%
2005	1	2.3%
2006	1	2.3%
2007	1	2.3%
2008	1	2.3%
2009	1	2.3%
2010	1	2.3%
2011	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1980	1	2.3%
1981	1	2.3%
1982	1	2.3%
1983	1	2.3%
1984	1	2.3%
1985	1	2.3%
1986	1	2.3%
1987	1	2.3%
1988	1	2.3%
1989	1	2.3%

Value	Count	Frequency (%)
2022	1	2.3%
2021	1	2.3%
2020	1	2.3%
2019	1	2.3%
2018	1	2.3%
2017	1	2.3%
2016	1	2.3%
2015	1	2.3%
2014	1	2.3%
2013	1	2.3%

낙반붕락_재해자
Real number (ℝ)

HIGH CORRELATION

Distinct	39
Distinct (%)	90.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	484.23256

Minimum	3
Maximum	1694
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	3
5-th percentile	6.1
Q1	14.5
median	49
Q3	1296
95-th percentile	1599.4
Maximum	1694
Range	1691
Interquartile range (IQR)	1281.5

Descriptive statistics

Standard deviation	672.68456
Coefficient of variation (CV)	1.3891766
Kurtosis	-1.0164559
Mean	484.23256
Median Absolute Deviation (MAD)	42
Skewness	0.94689824
Sum	20822
Variance	452504.52
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
12	2	4.7%
30	2	4.7%
8	2	4.7%
18	2	4.7%
1648	1	2.3%
35	1	2.3%
11	1	2.3%
16	1	2.3%
28	1	2.3%
25	1	2.3%
Other values (29)	29	67.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	1	2.3%
5	1	2.3%
6	1	2.3%
7	1	2.3%
8	2	4.7%
10	1	2.3%
11	1	2.3%
12	2	4.7%
13	1	2.3%
16	1	2.3%

Value	Count	Frequency (%)
1694	1	2.3%
1648	1	2.3%
1600	1	2.3%
1594	1	2.3%
1581	1	2.3%
1547	1	2.3%
1525	1	2.3%
1511	1	2.3%
1499	1	2.3%
1496	1	2.3%

낙반붕락_사망자
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	24
Distinct (%)	55.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.604651

Minimum	0
Maximum	130
Zeros	3
Zeros (%)	7.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	0
5-th percentile	0.1
Q1	2
median	5
Q3	62.5
95-th percentile	120
Maximum	130
Range	130
Interquartile range (IQR)	60.5

Descriptive statistics

Standard deviation	47.767861
Coefficient of variation (CV)	1.3803885
Kurtosis	-0.54425344
Mean	34.604651
Median Absolute Deviation (MAD)	4
Skewness	1.1146712
Sum	1488
Variance	2281.7685
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
2	5	11.6%
1	5	11.6%
4	4	9.3%
3	3	7.0%
0	3	7.0%
5	3	7.0%
120	3	7.0%
115	1	2.3%
16	1	2.3%
8	1	2.3%
Other values (14)	14	32.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	7.0%
1	5	11.6%
2	5	11.6%
3	3	7.0%
4	4	9.3%
5	3	7.0%
7	1	2.3%
8	1	2.3%
11	1	2.3%
13	1	2.3%

Value	Count	Frequency (%)
130	1	2.3%
123	1	2.3%
120	3	7.0%
118	1	2.3%
117	1	2.3%
115	1	2.3%
111	1	2.3%
81	1	2.3%
77	1	2.3%
48	1	2.3%

운반_재해자
Real number (ℝ)

HIGH CORRELATION

Distinct	36
Distinct (%)	83.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	481.60465

Minimum	1
Maximum	1983
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	1
5-th percentile	3
Q1	11
median	38
Q3	926.5
95-th percentile	1819.9
Maximum	1983
Range	1982
Interquartile range (IQR)	915.5

Descriptive statistics

Standard deviation	714.33579
Coefficient of variation (CV)	1.4832411
Kurtosis	-0.46955077
Mean	481.60465
Median Absolute Deviation (MAD)	34
Skewness	1.1420389
Sum	20709
Variance	510275.63
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
7	3	7.0%
11	2	4.7%
1	2	4.7%
3	2	4.7%
17	2	4.7%
14	2	4.7%
1983	1	2.3%
38	1	2.3%
21	1	2.3%
23	1	2.3%
Other values (26)	26	60.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	4.7%
3	2	4.7%
4	1	2.3%
5	1	2.3%
6	1	2.3%
7	3	7.0%
11	2	4.7%
13	1	2.3%
14	2	4.7%
16	1	2.3%

Value	Count	Frequency (%)
1983	1	2.3%
1926	1	2.3%
1822	1	2.3%
1801	1	2.3%
1708	1	2.3%
1703	1	2.3%
1631	1	2.3%
1557	1	2.3%
1443	1	2.3%
1381	1	2.3%

운반_사망자
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	18
Distinct (%)	41.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.1162791

Minimum	0
Maximum	45
Zeros	6
Zeros (%)	14.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	15.5
95-th percentile	24
Maximum	45
Range	45
Interquartile range (IQR)	14.5

Descriptive statistics

Standard deviation	10.238139
Coefficient of variation (CV)	1.2614326
Kurtosis	2.6184378
Mean	8.1162791
Median Absolute Deviation (MAD)	2
Skewness	1.5852785
Sum	349
Variance	104.81949
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
1	10	23.3%
0	6	14.0%
2	6	14.0%
24	2	4.7%
20	2	4.7%
3	2	4.7%
12	2	4.7%
4	2	4.7%
16	2	4.7%
5	1	2.3%
Other values (8)	8	18.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	14.0%
1	10	23.3%
2	6	14.0%
3	2	4.7%
4	2	4.7%
5	1	2.3%
7	1	2.3%
10	1	2.3%
12	2	4.7%
15	1	2.3%

Value	Count	Frequency (%)
45	1	2.3%
29	1	2.3%
24	2	4.7%
22	1	2.3%
20	2	4.7%
19	1	2.3%
17	1	2.3%
16	2	4.7%
15	1	2.3%
12	2	4.7%

화약_재해자
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	23
Distinct (%)	53.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.697674

Minimum	0
Maximum	102
Zeros	6
Zeros (%)	14.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.5
median	6
Q3	67.5
95-th percentile	100.8
Maximum	102
Range	102
Interquartile range (IQR)	66

Descriptive statistics

Standard deviation	38.70987
Coefficient of variation (CV)	1.3488853
Kurtosis	-0.83099981
Mean	28.697674
Median Absolute Deviation (MAD)	5
Skewness	0.99565563
Sum	1234
Variance	1498.454
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	6	14.0%
1	5	11.6%
4	4	9.3%
2	3	7.0%
3	3	7.0%
6	3	7.0%
8	2	4.7%
102	2	4.7%
99	1	2.3%
18	1	2.3%
Other values (13)	13	30.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	14.0%
1	5	11.6%
2	3	7.0%
3	3	7.0%
4	4	9.3%
6	3	7.0%
7	1	2.3%
8	2	4.7%
9	1	2.3%
18	1	2.3%

Value	Count	Frequency (%)
102	2	4.7%
101	1	2.3%
99	1	2.3%
96	1	2.3%
89	1	2.3%
86	1	2.3%
85	1	2.3%
84	1	2.3%
74	1	2.3%
73	1	2.3%

화약_사망자
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	13
Distinct (%)	30.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.3488372

Minimum	0
Maximum	16
Zeros	19
Zeros (%)	44.2%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	6
95-th percentile	12
Maximum	16
Range	16
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.6490333
Coefficient of variation (CV)	1.388253
Kurtosis	0.26289477
Mean	3.3488372
Median Absolute Deviation (MAD)	1
Skewness	1.2567712
Sum	144
Variance	21.613511
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	19	44.2%
1	6	14.0%
9	3	7.0%
12	3	7.0%
2	3	7.0%
3	2	4.7%
16	1	2.3%
13	1	2.3%
8	1	2.3%
5	1	2.3%
Other values (3)	3	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	44.2%
1	6	14.0%
2	3	7.0%
3	2	4.7%
4	1	2.3%
5	1	2.3%
7	1	2.3%
8	1	2.3%
9	3	7.0%
10	1	2.3%

Value	Count	Frequency (%)
16	1	2.3%
13	1	2.3%
12	3	7.0%
10	1	2.3%
9	3	7.0%
8	1	2.3%
7	1	2.3%
5	1	2.3%
4	1	2.3%
3	2	4.7%

가스_재해자
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	17
Distinct (%)	39.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.465116

Minimum	0
Maximum	71
Zeros	14
Zeros (%)	32.6%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	5
Q3	19
95-th percentile	36.9
Maximum	71
Range	71
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	15.727363
Coefficient of variation (CV)	1.3717578
Kurtosis	4.219209
Mean	11.465116
Median Absolute Deviation (MAD)	5
Skewness	1.8894067
Sum	493
Variance	247.34994
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
0	14	32.6%
1	5	11.6%
16	3	7.0%
5	3	7.0%
2	2	4.7%
23	2	4.7%
21	2	4.7%
17	2	4.7%
6	2	4.7%
37	1	2.3%
Other values (7)	7	16.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	32.6%
1	5	11.6%
2	2	4.7%
5	3	7.0%
6	2	4.7%
15	1	2.3%
16	3	7.0%
17	2	4.7%
21	2	4.7%
22	1	2.3%

Value	Count	Frequency (%)
71	1	2.3%
52	1	2.3%
37	1	2.3%
36	1	2.3%
30	1	2.3%
24	1	2.3%
23	2	4.7%
22	1	2.3%
21	2	4.7%
17	2	4.7%

가스_사망자
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	16
Distinct (%)	37.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.0697674

Minimum	0
Maximum	20
Zeros	17
Zeros (%)	39.5%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	7
95-th percentile	13.9
Maximum	20
Range	20
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	5.2707429
Coefficient of variation (CV)	1.2950968
Kurtosis	0.87108184
Mean	4.0697674
Median Absolute Deviation (MAD)	1
Skewness	1.2870076
Sum	175
Variance	27.780731
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	17	39.5%
1	6	14.0%
11	3	7.0%
4	2	4.7%
7	2	4.7%
2	2	4.7%
6	2	4.7%
9	1	2.3%
13	1	2.3%
5	1	2.3%
Other values (6)	6	14.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17	39.5%
1	6	14.0%
2	2	4.7%
3	1	2.3%
4	2	4.7%
5	1	2.3%
6	2	4.7%
7	2	4.7%
8	1	2.3%
9	1	2.3%

Value	Count	Frequency (%)
20	1	2.3%
16	1	2.3%
14	1	2.3%
13	1	2.3%
11	3	7.0%
10	1	2.3%
9	1	2.3%
8	1	2.3%
7	2	4.7%
6	2	4.7%

출수_재해자
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	19
Distinct (%)	44.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.3488372

Minimum	0
Maximum	37
Zeros	20
Zeros (%)	46.5%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	14.5
95-th percentile	32.8
Maximum	37
Range	37
Interquartile range (IQR)	14.5

Descriptive statistics

Standard deviation	11.698359
Coefficient of variation (CV)	1.4011962
Kurtosis	0.38836544
Mean	8.3488372
Median Absolute Deviation (MAD)	1
Skewness	1.285376
Sum	359
Variance	136.85161
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	20	46.5%
31	2	4.7%
9	2	4.7%
2	2	4.7%
1	2	4.7%
16	2	4.7%
37	1	2.3%
28	1	2.3%
21	1	2.3%
13	1	2.3%
Other values (9)	9	20.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	20	46.5%
1	2	4.7%
2	2	4.7%
3	1	2.3%
5	1	2.3%
6	1	2.3%
9	2	4.7%
10	1	2.3%
13	1	2.3%
14	1	2.3%

Value	Count	Frequency (%)
37	1	2.3%
36	1	2.3%
33	1	2.3%
31	2	4.7%
28	1	2.3%
21	1	2.3%
20	1	2.3%
16	2	4.7%
15	1	2.3%
14	1	2.3%

출수_사망자
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	13
Distinct (%)	30.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.3488372

Minimum	0
Maximum	20
Zeros	23
Zeros (%)	53.5%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	5
95-th percentile	14.7
Maximum	20
Range	20
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	5.1171221
Coefficient of variation (CV)	1.5280295
Kurtosis	2.2131918
Mean	3.3488372
Median Absolute Deviation (MAD)	0
Skewness	1.6765624
Sum	144
Variance	26.184939
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	23	53.5%
3	3	7.0%
5	3	7.0%
2	2	4.7%
9	2	4.7%
7	2	4.7%
1	2	4.7%
12	1	2.3%
20	1	2.3%
16	1	2.3%
Other values (3)	3	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	23	53.5%
1	2	4.7%
2	2	4.7%
3	3	7.0%
5	3	7.0%
7	2	4.7%
8	1	2.3%
9	2	4.7%
11	1	2.3%
12	1	2.3%

Value	Count	Frequency (%)
20	1	2.3%
16	1	2.3%
15	1	2.3%
12	1	2.3%
11	1	2.3%
9	2	4.7%
8	1	2.3%
7	2	4.7%
5	3	7.0%
3	3	7.0%

추락-전석_재해자
Real number (ℝ)

HIGH CORRELATION

Distinct	31
Distinct (%)	72.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	260.39535

Minimum	2
Maximum	1076
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	2
5-th percentile	2.1
Q1	7
median	13
Q3	409
95-th percentile	1005.7
Maximum	1076
Range	1074
Interquartile range (IQR)	402

Descriptive statistics

Standard deviation	395.54123
Coefficient of variation (CV)	1.5190027
Kurtosis	-0.41481854
Mean	260.39535
Median Absolute Deviation (MAD)	11
Skewness	1.1862081
Sum	11197
Variance	156452.86
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
8	5	11.6%
3	4	9.3%
2	3	7.0%
9	3	7.0%
4	2	4.7%
1006	1	2.3%
1076	1	2.3%
5	1	2.3%
10	1	2.3%
11	1	2.3%
Other values (21)	21	48.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	3	7.0%
3	4	9.3%
4	2	4.7%
5	1	2.3%
6	1	2.3%
8	5	11.6%
9	3	7.0%
10	1	2.3%
11	1	2.3%
13	1	2.3%

Value	Count	Frequency (%)
1076	1	2.3%
1026	1	2.3%
1006	1	2.3%
1003	1	2.3%
955	1	2.3%
941	1	2.3%
920	1	2.3%
898	1	2.3%
823	1	2.3%
815	1	2.3%

추락-전석_사망자
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	12
Distinct (%)	27.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.2325581

Minimum	0
Maximum	15
Zeros	12
Zeros (%)	27.9%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	4.5
95-th percentile	13.9
Maximum	15
Range	15
Interquartile range (IQR)	4.5

Descriptive statistics

Standard deviation	4.2974921
Coefficient of variation (CV)	1.32944
Kurtosis	2.1264961
Mean	3.2325581
Median Absolute Deviation (MAD)	1
Skewness	1.7261116
Sum	139
Variance	18.468439
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	12	27.9%
1	11	25.6%
2	4	9.3%
5	3	7.0%
4	3	7.0%
15	2	4.7%
6	2	4.7%
3	2	4.7%
13	1	2.3%
11	1	2.3%
Other values (2)	2	4.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	12	27.9%
1	11	25.6%
2	4	9.3%
3	2	4.7%
4	3	7.0%
5	3	7.0%
6	2	4.7%
7	1	2.3%
11	1	2.3%
13	1	2.3%

Value	Count	Frequency (%)
15	2	4.7%
14	1	2.3%
13	1	2.3%
11	1	2.3%
7	1	2.3%
6	2	4.7%
5	3	7.0%
4	3	7.0%
3	2	4.7%
2	4	9.3%

기계-전기_재해자
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	29
Distinct (%)	67.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	65

Minimum	0
Maximum	229
Zeros	1
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	0
5-th percentile	3
Q1	6
median	16
Q3	136.5
95-th percentile	225.8
Maximum	229
Range	229
Interquartile range (IQR)	130.5

Descriptive statistics

Standard deviation	85.026326
Coefficient of variation (CV)	1.3080973
Kurtosis	-0.7017481
Mean	65
Median Absolute Deviation (MAD)	12
Skewness	1.0491591
Sum	2795
Variance	7229.4762
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
6	5	11.6%
5	4	9.3%
3	3	7.0%
7	3	7.0%
26	2	4.7%
10	2	4.7%
229	2	4.7%
28	1	2.3%
0	1	2.3%
8	1	2.3%
Other values (19)	19	44.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	2.3%
2	1	2.3%
3	3	7.0%
4	1	2.3%
5	4	9.3%
6	5	11.6%
7	3	7.0%
8	1	2.3%
10	2	4.7%
16	1	2.3%

Value	Count	Frequency (%)
229	2	4.7%
227	1	2.3%
215	1	2.3%
208	1	2.3%
206	1	2.3%
205	1	2.3%
191	1	2.3%
183	1	2.3%
170	1	2.3%
166	1	2.3%

기계-전기_사망자
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	8
Distinct (%)	18.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.9302326

Minimum	0
Maximum	7
Zeros	13
Zeros (%)	30.2%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	5.9
Maximum	7
Range	7
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.0632308
Coefficient of variation (CV)	1.0689027
Kurtosis	0.0050173807
Mean	1.9302326
Median Absolute Deviation (MAD)	1
Skewness	1.0020099
Sum	83
Variance	4.2569214
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
1	13	30.2%
0	13	30.2%
3	5	11.6%
4	4	9.3%
5	3	7.0%
7	2	4.7%
2	2	4.7%
6	1	2.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13	30.2%
1	13	30.2%
2	2	4.7%
3	5	11.6%
4	4	9.3%
5	3	7.0%
6	1	2.3%
7	2	4.7%

Value	Count	Frequency (%)
7	2	4.7%
6	1	2.3%
5	3	7.0%
4	4	9.3%
3	5	11.6%
2	2	4.7%
1	13	30.2%
0	13	30.2%

기타_재해자
Real number (ℝ)

HIGH CORRELATION

Distinct	31
Distinct (%)	72.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	449.2093

Minimum	2
Maximum	1793
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	2
5-th percentile	3
Q1	5
median	23
Q3	786
95-th percentile	1767.5
Maximum	1793
Range	1791
Interquartile range (IQR)	781

Descriptive statistics

Standard deviation	684.53865
Coefficient of variation (CV)	1.5238746
Kurtosis	-0.47427949
Mean	449.2093
Median Absolute Deviation (MAD)	20
Skewness	1.162569
Sum	19316
Variance	468593.17
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
4	5	11.6%
3	3	7.0%
5	3	7.0%
9	3	7.0%
6	2	4.7%
13	2	4.7%
1621	1	2.3%
1618	1	2.3%
2	1	2.3%
7	1	2.3%
Other values (21)	21	48.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	2.3%
3	3	7.0%
4	5	11.6%
5	3	7.0%
6	2	4.7%
7	1	2.3%
9	3	7.0%
10	1	2.3%
13	2	4.7%
23	1	2.3%

Value	Count	Frequency (%)
1793	1	2.3%
1785	1	2.3%
1769	1	2.3%
1754	1	2.3%
1621	1	2.3%
1618	1	2.3%
1571	1	2.3%
1527	1	2.3%
1508	1	2.3%
1348	1	2.3%

기타_사망자
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	9
Distinct (%)	20.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.9534884

Minimum	0
Maximum	17
Zeros	19
Zeros (%)	44.2%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2.5
95-th percentile	6.9
Maximum	17
Range	17
Interquartile range (IQR)	2.5

Descriptive statistics

Standard deviation	3.139256
Coefficient of variation (CV)	1.6070001
Kurtosis	11.908297
Mean	1.9534884
Median Absolute Deviation (MAD)	1
Skewness	2.9894949
Sum	84
Variance	9.854928
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	19	44.2%
1	8	18.6%
2	5	11.6%
4	3	7.0%
3	2	4.7%
7	2	4.7%
6	2	4.7%
17	1	2.3%
5	1	2.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	44.2%
1	8	18.6%
2	5	11.6%
3	2	4.7%
4	3	7.0%
5	1	2.3%
6	2	4.7%
7	2	4.7%
17	1	2.3%

Value	Count	Frequency (%)
17	1	2.3%
7	2	4.7%
6	2	4.7%
5	1	2.3%
4	3	7.0%
3	2	4.7%
2	5	11.6%
1	8	18.6%
0	19	44.2%

Phik (φk)
Auto

Heatmap
Table

	연도	낙반붕락_재해자	낙반붕락_사망자	운반_재해자	운반_사망자	화약_재해자	화약_사망자	가스_재해자	가스_사망자	출수_재해자	출수_사망자	추락-전석_재해자	추락-전석_사망자	기계-전기_재해자	기계-전기_사망자	기타_재해자	기타_사망자
연도	1.000	0.612	0.693	0.573	0.774	0.757	0.857	0.554	0.613	0.649	0.701	0.670	0.593	0.746	0.312	0.788	0.558
낙반붕락_재해자	0.612	1.000	0.877	0.940	0.740	0.946	0.773	0.924	0.747	0.820	0.767	0.931	0.704	0.933	0.784	0.931	0.706
낙반붕락_사망자	0.693	0.877	1.000	0.954	0.861	0.963	0.861	0.749	0.697	0.795	0.809	0.981	0.917	0.965	0.874	0.986	0.777
운반_재해자	0.573	0.940	0.954	1.000	0.773	0.925	0.868	0.832	0.807	0.947	0.819	0.941	0.783	0.884	0.812	0.959	0.858
운반_사망자	0.774	0.740	0.861	0.773	1.000	0.895	0.851	0.823	0.827	0.815	0.872	0.937	0.947	0.922	0.871	0.930	0.726
화약_재해자	0.757	0.946	0.963	0.925	0.895	1.000	0.858	0.754	0.797	0.831	0.791	0.985	0.887	0.974	0.814	0.989	0.722
화약_사망자	0.857	0.773	0.861	0.868	0.851	0.858	1.000	0.696	0.902	0.788	0.920	0.896	0.785	0.808	0.719	0.940	0.797
가스_재해자	0.554	0.924	0.749	0.832	0.823	0.754	0.696	1.000	0.913	0.788	0.859	0.813	0.819	0.808	0.799	0.819	0.597
가스_사망자	0.613	0.747	0.697	0.807	0.827	0.797	0.902	0.913	1.000	0.765	0.952	0.756	0.825	0.815	0.759	0.784	0.731
출수_재해자	0.649	0.820	0.795	0.947	0.815	0.831	0.788	0.788	0.765	1.000	0.887	0.892	0.805	0.826	0.712	0.863	0.832
출수_사망자	0.701	0.767	0.809	0.819	0.872	0.791	0.920	0.859	0.952	0.887	1.000	0.823	0.882	0.811	0.745	0.825	0.586
추락-전석_재해자	0.670	0.931	0.981	0.941	0.937	0.985	0.896	0.813	0.756	0.892	0.823	1.000	0.878	0.970	0.905	0.996	0.761
추락-전석_사망자	0.593	0.704	0.917	0.783	0.947	0.887	0.785	0.819	0.825	0.805	0.882	0.878	1.000	0.932	0.895	0.882	0.638
기계-전기_재해자	0.746	0.933	0.965	0.884	0.922	0.974	0.808	0.808	0.815	0.826	0.811	0.970	0.932	1.000	0.894	0.973	0.719
기계-전기_사망자	0.312	0.784	0.874	0.812	0.871	0.814	0.719	0.799	0.759	0.712	0.745	0.905	0.895	0.894	1.000	0.885	0.575
기타_재해자	0.788	0.931	0.986	0.959	0.930	0.989	0.940	0.819	0.784	0.863	0.825	0.996	0.882	0.973	0.885	1.000	0.768
기타_사망자	0.558	0.706	0.777	0.858	0.726	0.722	0.797	0.597	0.731	0.832	0.586	0.761	0.638	0.719	0.575	0.768	1.000

Heatmap
Table

	연도	낙반붕락_재해자	낙반붕락_사망자	운반_재해자	운반_사망자	화약_재해자	화약_사망자	가스_재해자	가스_사망자	출수_재해자	출수_사망자	추락-전석_재해자	추락-전석_사망자	기계-전기_재해자	기계-전기_사망자	기타_재해자	기타_사망자
연도	1.000	-0.969	-0.910	-0.979	-0.877	-0.859	-0.784	-0.762	-0.775	-0.835	-0.794	-0.904	-0.805	-0.870	-0.653	-0.951	-0.655
낙반붕락_재해자	-0.969	1.000	0.938	0.973	0.886	0.852	0.766	0.764	0.778	0.847	0.805	0.916	0.797	0.877	0.650	0.924	0.629
낙반붕락_사망자	-0.910	0.938	1.000	0.909	0.832	0.827	0.760	0.776	0.783	0.843	0.788	0.885	0.768	0.843	0.640	0.858	0.640
운반_재해자	-0.979	0.973	0.909	1.000	0.915	0.860	0.775	0.765	0.771	0.838	0.800	0.926	0.792	0.877	0.655	0.950	0.645
운반_사망자	-0.877	0.886	0.832	0.915	1.000	0.813	0.733	0.741	0.739	0.785	0.747	0.859	0.740	0.802	0.621	0.869	0.606
화약_재해자	-0.859	0.852	0.827	0.860	0.813	1.000	0.849	0.710	0.735	0.814	0.782	0.817	0.740	0.823	0.691	0.867	0.637
화약_사망자	-0.784	0.766	0.760	0.775	0.733	0.849	1.000	0.633	0.670	0.727	0.653	0.751	0.691	0.756	0.644	0.777	0.630
가스_재해자	-0.762	0.764	0.776	0.765	0.741	0.710	0.633	1.000	0.929	0.755	0.698	0.739	0.796	0.715	0.659	0.704	0.537
가스_사망자	-0.775	0.778	0.783	0.771	0.739	0.735	0.670	0.929	1.000	0.744	0.701	0.771	0.819	0.739	0.656	0.738	0.595
출수_재해자	-0.835	0.847	0.843	0.838	0.785	0.814	0.727	0.755	0.744	1.000	0.940	0.850	0.806	0.856	0.712	0.858	0.688
출수_사망자	-0.794	0.805	0.788	0.800	0.747	0.782	0.653	0.698	0.701	0.940	1.000	0.809	0.769	0.783	0.637	0.813	0.593
추락-전석_재해자	-0.904	0.916	0.885	0.926	0.859	0.817	0.751	0.739	0.771	0.850	0.809	1.000	0.827	0.944	0.721	0.912	0.663
추락-전석_사망자	-0.805	0.797	0.768	0.792	0.740	0.740	0.691	0.796	0.819	0.806	0.769	0.827	1.000	0.809	0.719	0.792	0.593
기계-전기_재해자	-0.870	0.877	0.843	0.877	0.802	0.823	0.756	0.715	0.739	0.856	0.783	0.944	0.809	1.000	0.722	0.906	0.733
기계-전기_사망자	-0.653	0.650	0.640	0.655	0.621	0.691	0.644	0.659	0.656	0.712	0.637	0.721	0.719	0.722	1.000	0.676	0.506
기타_재해자	-0.951	0.924	0.858	0.950	0.869	0.867	0.777	0.704	0.738	0.858	0.813	0.912	0.792	0.906	0.676	1.000	0.702
기타_사망자	-0.655	0.629	0.640	0.645	0.606	0.637	0.630	0.537	0.595	0.688	0.593	0.663	0.593	0.733	0.506	0.702	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	낙반붕락_재해자	낙반붕락_사망자	운반_재해자	운반_사망자	화약_재해자	화약_사망자	가스_재해자	가스_사망자	출수_재해자	출수_사망자	추락-전석_재해자	추락-전석_사망자	기계-전기_재해자	기계-전기_사망자	기타_재해자	기타_사망자
0	1980	1648	115	1983	24	99	9	37	4	31	12	1006	13	227	7	1621	3
1	1981	1694	120	1926	45	84	9	71	13	31	20	1076	11	206	7	1618	1
2	1982	1581	123	1631	19	73	12	16	16	10	3	941	15	205	4	1527	7
3	1983	1474	111	1443	20	89	12	23	11	20	2	823	14	215	3	1508	17
4	1984	1499	120	1708	22	86	12	52	20	14	3	920	6	170	5	1571	5
5	1985	1547	118	1801	20	101	16	36	14	33	16	898	15	191	4	1754	2
6	1986	1600	117	1822	29	102	13	23	11	36	9	1026	5	229	5	1793	4
7	1987	1525	130	1703	24	96	9	21	7	37	8	1003	4	208	2	1785	7
8	1988	1511	120	1557	12	102	8	16	11	28	11	955	4	229	3	1769	4
9	1989	1594	81	1381	15	85	5	21	9	21	5	815	6	183	5	1348	6

	연도	낙반붕락_재해자	낙반붕락_사망자	운반_재해자	운반_사망자	화약_재해자	화약_사망자	가스_재해자	가스_사망자	출수_재해자	출수_사망자	추락-전석_재해자	추락-전석_사망자	기계-전기_재해자	기계-전기_사망자	기타_재해자	기타_사망자
33	2013	20	2	17	4	0	0	0	0	0	0	9	0	6	0	5	0
34	2014	12	0	7	3	0	0	0	0	0	0	3	1	6	0	6	0
35	2015	10	2	7	1	0	0	0	0	0	0	8	0	3	0	4	1
36	2016	13	3	7	1	8	1	0	0	0	0	3	0	5	1	4	0
37	2017	7	1	6	2	3	0	6	1	0	0	2	0	2	0	5	0
38	2018	8	1	3	1	8	4	0	0	0	0	8	0	6	1	4	0
39	2019	6	0	5	0	1	0	5	1	0	0	9	2	10	1	2	0
40	2020	8	3	1	0	1	0	1	0	1	0	2	1	6	1	3	1
41	2021	5	1	3	0	0	0	0	0	0	0	4	0	8	0	4	2
42	2022	3	1	1	0	0	0	1	1	2	1	3	1	0	4	3	0

Overview

Variables

Interactions

Correlations

Missing values

Sample