gimi9 Pandas Profiling

Dataset statistics

Number of variables	16
Number of observations	69
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	9.8 KiB
Average record size in memory	145.9 B

Variable types

Numeric	13
Categorical	3

Dataset

Description	울산광역시 행정동을 기준으로 100m 격자별 국가산단지역 내 기업, 위험물, 위험물 특성 현황 통계 정보를 데이터로 제공
Author	울산광역시
URL	https://www.data.go.kr/data/15109139/fileData.do

Alerts

`격자아이디` is highly overall correlated with `격자좌표(X)`	High correlation
`격자좌표(X)` is highly overall correlated with `격자아이디`	High correlation
`위험물 수` is highly overall correlated with `상온상태(고체) 수` and 10 other fields	High correlation
`상온상태(고체) 수` is highly overall correlated with `위험물 수` and 9 other fields	High correlation
`상온상태(액체) 수` is highly overall correlated with `위험물 수` and 10 other fields	High correlation
`상온상태(기타) 수` is highly overall correlated with `위험물 수` and 10 other fields	High correlation
`색상(무색) 수` is highly overall correlated with `위험물 수` and 10 other fields	High correlation
`색상(적색) 수` is highly overall correlated with `위험물 수` and 9 other fields	High correlation
`색상(기타) 수` is highly overall correlated with `위험물 수` and 10 other fields	High correlation
`냄새(달콤) 수` is highly overall correlated with `위험물 수` and 8 other fields	High correlation
`냄새(자극) 수` is highly overall correlated with `위험물 수` and 10 other fields	High correlation
`냄새(기타) 수` is highly overall correlated with `위험물 수` and 8 other fields	High correlation
`기업 수` is highly overall correlated with `위험물 수` and 8 other fields	High correlation
`상온상태(가스) 수` is highly overall correlated with `위험물 수` and 8 other fields	High correlation
`기업 수` is highly imbalanced (68.0%)	Imbalance
`격자아이디` has unique values	Unique
`상온상태(고체) 수` has 16 (23.2%) zeros	Zeros
`상온상태(액체) 수` has 7 (10.1%) zeros	Zeros
`상온상태(기타) 수` has 24 (34.8%) zeros	Zeros
`색상(무색) 수` has 2 (2.9%) zeros	Zeros
`색상(적색) 수` has 31 (44.9%) zeros	Zeros
`색상(기타) 수` has 16 (23.2%) zeros	Zeros
`냄새(달콤) 수` has 43 (62.3%) zeros	Zeros
`냄새(자극) 수` has 22 (31.9%) zeros	Zeros
`냄새(기타) 수` has 7 (10.1%) zeros	Zeros

Reproduction

Analysis started	2024-03-14 17:43:45.001356
Analysis finished	2024-03-14 17:44:28.091563
Duration	43.09 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

격자아이디
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	69
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35

Minimum	1
Maximum	69
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	749.0 B

Quantile statistics

Minimum	1
5-th percentile	4.4
Q1	18
median	35
Q3	52
95-th percentile	65.6
Maximum	69
Range	68
Interquartile range (IQR)	34

Descriptive statistics

Standard deviation	20.062403
Coefficient of variation (CV)	0.5732115
Kurtosis	-1.2
Mean	35
Median Absolute Deviation (MAD)	17
Skewness	0
Sum	2415
Variance	402.5
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	1.4%
45	1	1.4%
51	1	1.4%
50	1	1.4%
49	1	1.4%
48	1	1.4%
47	1	1.4%
46	1	1.4%
44	1	1.4%
53	1	1.4%
Other values (59)	59	85.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	1.4%
2	1	1.4%
3	1	1.4%
4	1	1.4%
5	1	1.4%
6	1	1.4%
7	1	1.4%
8	1	1.4%
9	1	1.4%
10	1	1.4%

Value	Count	Frequency (%)
69	1	1.4%
68	1	1.4%
67	1	1.4%
66	1	1.4%
65	1	1.4%
64	1	1.4%
63	1	1.4%
62	1	1.4%
61	1	1.4%
60	1	1.4%

격자좌표(X)
Real number (ℝ)

HIGH CORRELATION

Distinct	27
Distinct (%)	39.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	412285.32

Minimum	411223
Maximum	414523
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	749.0 B

Quantile statistics

Minimum	411223
5-th percentile	411323
Q1	411723
median	412123
Q3	412623
95-th percentile	414023
Maximum	414523
Range	3300
Interquartile range (IQR)	900

Descriptive statistics

Standard deviation	791.14612
Coefficient of variation (CV)	0.0019189287
Kurtosis	0.4743385
Mean	412285.32
Median Absolute Deviation (MAD)	500
Skewness	1.010591
Sum	28447687
Variance	625912.19
Monotonicity	Increasing

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
411723	7	10.1%
412423	5	7.2%
412223	4	5.8%
412123	4	5.8%
413023	4	5.8%
411523	4	5.8%
411623	4	5.8%
411323	4	5.8%
412023	4	5.8%
412623	3	4.3%
Other values (17)	26	37.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
411223	1	1.4%
411323	4	5.8%
411423	3	4.3%
411523	4	5.8%
411623	4	5.8%
411723	7	10.1%
411823	3	4.3%
411923	3	4.3%
412023	4	5.8%
412123	4	5.8%

Value	Count	Frequency (%)
414523	1	1.4%
414223	1	1.4%
414123	1	1.4%
414023	2	2.9%
413623	1	1.4%
413523	1	1.4%
413423	1	1.4%
413223	1	1.4%
413123	1	1.4%
413023	4	5.8%

격자좌표(Y)
Real number (ℝ)

Distinct	40
Distinct (%)	58.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	317573.09

Minimum	314447
Maximum	322847
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	749.0 B

Quantile statistics

Minimum	314447
5-th percentile	315247
Q1	316547
median	317047
Q3	318647
95-th percentile	320507
Maximum	322847
Range	8400
Interquartile range (IQR)	2100

Descriptive statistics

Standard deviation	1804.2965
Coefficient of variation (CV)	0.0056815158
Kurtosis	-0.15232906
Mean	317573.09
Median Absolute Deviation (MAD)	900
Skewness	0.69957799
Sum	21912543
Variance	3255485.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
316547	6	8.7%
316947	5	7.2%
320047	4	5.8%
317347	4	5.8%
316047	3	4.3%
316647	3	4.3%
315247	2	2.9%
316147	2	2.9%
316847	2	2.9%
315547	2	2.9%
Other values (30)	36	52.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
314447	1	1.4%
314747	1	1.4%
314847	1	1.4%
315247	2	2.9%
315347	1	1.4%
315547	2	2.9%
315747	1	1.4%
315947	1	1.4%
316047	3	4.3%
316147	2	2.9%

Value	Count	Frequency (%)
322847	1	1.4%
320847	1	1.4%
320747	1	1.4%
320547	1	1.4%
320447	1	1.4%
320347	2	2.9%
320147	2	2.9%
320047	4	5.8%
319947	1	1.4%
319847	1	1.4%

기업 수
Categorical

HIGH CORRELATION IMBALANCE

Distinct	4
Distinct (%)	5.8%
Missing	0
Missing (%)	0.0%
Memory size	680.0 B

1	61
2	6
6	1
3	1

Length

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

Unique

Unique	2 ?
Unique (%)	2.9%

Sample

1st row	1
2nd row	1
3rd row	2
4th row	6
5th row	1

Common Values

Value	Count	Frequency (%)
1	61	88.4%
2	6	8.7%
6	1	1.4%
3	1	1.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	61	88.4%
2	6	8.7%
6	1	1.4%
3	1	1.4%

위험물 수
Real number (ℝ)

HIGH CORRELATION

Distinct	23
Distinct (%)	33.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.6086957

Minimum	1
Maximum	72
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	749.0 B

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	4
Q3	9
95-th percentile	31
Maximum	72
Range	71
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	12.638896
Coefficient of variation (CV)	1.4681546
Kurtosis	11.999543
Mean	8.6086957
Median Absolute Deviation (MAD)	3
Skewness	3.2779491
Sum	594
Variance	159.74169
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
1	12	17.4%
2	11	15.9%
3	7	10.1%
5	5	7.2%
4	5	7.2%
7	4	5.8%
6	4	5.8%
8	2	2.9%
15	2	2.9%
11	2	2.9%
Other values (13)	15	21.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	12	17.4%
2	11	15.9%
3	7	10.1%
4	5	7.2%
5	5	7.2%
6	4	5.8%
7	4	5.8%
8	2	2.9%
9	2	2.9%
11	2	2.9%

Value	Count	Frequency (%)
72	1	1.4%
53	1	1.4%
51	1	1.4%
37	1	1.4%
22	1	1.4%
19	1	1.4%
18	1	1.4%
17	1	1.4%
16	1	1.4%
15	2	2.9%

상온상태(고체) 수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	10
Distinct (%)	14.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.826087

Minimum	0
Maximum	13
Zeros	16
Zeros (%)	23.2%
Negative	0
Negative (%)	0.0%
Memory size	749.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	2
95-th percentile	6
Maximum	13
Range	13
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.4849933
Coefficient of variation (CV)	1.3608297
Kurtosis	8.7137689
Mean	1.826087
Median Absolute Deviation (MAD)	1
Skewness	2.786567
Sum	126
Variance	6.1751918
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	31	44.9%
0	16	23.2%
2	8	11.6%
4	4	5.8%
3	4	5.8%
6	2	2.9%
5	1	1.4%
11	1	1.4%
13	1	1.4%
10	1	1.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	16	23.2%
1	31	44.9%
2	8	11.6%
3	4	5.8%
4	4	5.8%
5	1	1.4%
6	2	2.9%
10	1	1.4%
11	1	1.4%
13	1	1.4%

Value	Count	Frequency (%)
13	1	1.4%
11	1	1.4%
10	1	1.4%
6	2	2.9%
5	1	1.4%
4	4	5.8%
3	4	5.8%
2	8	11.6%
1	31	44.9%
0	16	23.2%

상온상태(액체) 수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	9
Distinct (%)	13.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.942029

Minimum	0
Maximum	11
Zeros	7
Zeros (%)	10.1%
Negative	0
Negative (%)	0.0%
Memory size	749.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	2
95-th percentile	5.2
Maximum	11
Range	11
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.916523
Coefficient of variation (CV)	0.98686634
Kurtosis	9.9530904
Mean	1.942029
Median Absolute Deviation (MAD)	1
Skewness	2.8731039
Sum	134
Variance	3.6730605
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
1	26	37.7%
2	24	34.8%
0	7	10.1%
3	6	8.7%
4	2	2.9%
8	1	1.4%
11	1	1.4%
9	1	1.4%
6	1	1.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	10.1%
1	26	37.7%
2	24	34.8%
3	6	8.7%
4	2	2.9%
6	1	1.4%
8	1	1.4%
9	1	1.4%
11	1	1.4%

Value	Count	Frequency (%)
11	1	1.4%
9	1	1.4%
8	1	1.4%
6	1	1.4%
4	2	2.9%
3	6	8.7%
2	24	34.8%
1	26	37.7%
0	7	10.1%

상온상태(가스) 수
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	7.2%
Missing	0
Missing (%)	0.0%
Memory size	680.0 B

0	34
1	22
2	10
4	2
3	1

Length

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

Unique

Unique	1 ?
Unique (%)	1.4%

Sample

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

Common Values

Value	Count	Frequency (%)
0	34	49.3%
1	22	31.9%
2	10	14.5%
4	2	2.9%
3	1	1.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	34	49.3%
1	22	31.9%
2	10	14.5%
4	2	2.9%
3	1	1.4%

상온상태(기타) 수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	12
Distinct (%)	17.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.1449275

Minimum	0
Maximum	19
Zeros	24
Zeros (%)	34.8%
Negative	0
Negative (%)	0.0%
Memory size	749.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	9.2
Maximum	19
Range	19
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	3.6673254
Coefficient of variation (CV)	1.7097666
Kurtosis	9.6381053
Mean	2.1449275
Median Absolute Deviation (MAD)	1
Skewness	3.0018246
Sum	148
Variance	13.449275
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	24	34.8%
1	21	30.4%
2	9	13.0%
3	5	7.2%
6	2	2.9%
4	2	2.9%
10	1	1.4%
19	1	1.4%
14	1	1.4%
16	1	1.4%
Other values (2)	2	2.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	24	34.8%
1	21	30.4%
2	9	13.0%
3	5	7.2%
4	2	2.9%
6	2	2.9%
7	1	1.4%
8	1	1.4%
10	1	1.4%
14	1	1.4%

Value	Count	Frequency (%)
19	1	1.4%
16	1	1.4%
14	1	1.4%
10	1	1.4%
8	1	1.4%
7	1	1.4%
6	2	2.9%
4	2	2.9%
3	5	7.2%
2	9	13.0%

색상(무색) 수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	15
Distinct (%)	21.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.7391304

Minimum	0
Maximum	33
Zeros	2
Zeros (%)	2.9%
Negative	0
Negative (%)	0.0%
Memory size	749.0 B

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	3
Q3	5
95-th percentile	15.2
Maximum	33
Range	33
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	5.7921148
Coefficient of variation (CV)	1.2221894
Kurtosis	10.543605
Mean	4.7391304
Median Absolute Deviation (MAD)	2
Skewness	3.0395049
Sum	327
Variance	33.548593
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
2	14	20.3%
1	14	20.3%
4	12	17.4%
3	8	11.6%
6	4	5.8%
7	3	4.3%
11	3	4.3%
0	2	2.9%
9	2	2.9%
5	2	2.9%
Other values (5)	5	7.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	2.9%
1	14	20.3%
2	14	20.3%
3	8	11.6%
4	12	17.4%
5	2	2.9%
6	4	5.8%
7	3	4.3%
8	1	1.4%
9	2	2.9%

Value	Count	Frequency (%)
33	1	1.4%
25	1	1.4%
23	1	1.4%
18	1	1.4%
11	3	4.3%
9	2	2.9%
8	1	1.4%
7	3	4.3%
6	4	5.8%
5	2	2.9%

색상(적색) 수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	9
Distinct (%)	13.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3768116

Minimum	0
Maximum	14
Zeros	31
Zeros (%)	44.9%
Negative	0
Negative (%)	0.0%
Memory size	749.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	5
Maximum	14
Range	14
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.4500987
Coefficient of variation (CV)	1.7795454
Kurtosis	13.116535
Mean	1.3768116
Median Absolute Deviation (MAD)	1
Skewness	3.3536205
Sum	95
Variance	6.0029838
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	31	44.9%
1	21	30.4%
2	7	10.1%
3	3	4.3%
4	2	2.9%
5	2	2.9%
8	1	1.4%
14	1	1.4%
11	1	1.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	31	44.9%
1	21	30.4%
2	7	10.1%
3	3	4.3%
4	2	2.9%
5	2	2.9%
8	1	1.4%
11	1	1.4%
14	1	1.4%

Value	Count	Frequency (%)
14	1	1.4%
11	1	1.4%
8	1	1.4%
5	2	2.9%
4	2	2.9%
3	3	4.3%
2	7	10.1%
1	21	30.4%
0	31	44.9%

색상(기타) 수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	15
Distinct (%)	21.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.3768116

Minimum	0
Maximum	36
Zeros	16
Zeros (%)	23.2%
Negative	0
Negative (%)	0.0%
Memory size	749.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	4
95-th percentile	13.8
Maximum	36
Range	36
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	6.002699
Coefficient of variation (CV)	1.7776233
Kurtosis	14.665073
Mean	3.3768116
Median Absolute Deviation (MAD)	1
Skewness	3.55302
Sum	233
Variance	36.032396
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
1	21	30.4%
0	16	23.2%
2	13	18.8%
4	5	7.2%
7	2	2.9%
5	2	2.9%
8	2	2.9%
21	1	1.4%
36	1	1.4%
3	1	1.4%
Other values (5)	5	7.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	16	23.2%
1	21	30.4%
2	13	18.8%
3	1	1.4%
4	5	7.2%
5	2	2.9%
6	1	1.4%
7	2	2.9%
8	2	2.9%
9	1	1.4%

Value	Count	Frequency (%)
36	1	1.4%
24	1	1.4%
21	1	1.4%
15	1	1.4%
12	1	1.4%
9	1	1.4%
8	2	2.9%
7	2	2.9%
6	1	1.4%
5	2	2.9%

냄새(달콤) 수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	9
Distinct (%)	13.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.86956522

Minimum	0
Maximum	8
Zeros	43
Zeros (%)	62.3%
Negative	0
Negative (%)	0.0%
Memory size	749.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	4.6
Maximum	8
Range	8
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.696996
Coefficient of variation (CV)	1.9515454
Kurtosis	7.0167851
Mean	0.86956522
Median Absolute Deviation (MAD)	0
Skewness	2.6458747
Sum	60
Variance	2.8797954
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	43	62.3%
1	16	23.2%
3	2	2.9%
2	2	2.9%
4	2	2.9%
7	1	1.4%
8	1	1.4%
6	1	1.4%
5	1	1.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	43	62.3%
1	16	23.2%
2	2	2.9%
3	2	2.9%
4	2	2.9%
5	1	1.4%
6	1	1.4%
7	1	1.4%
8	1	1.4%

Value	Count	Frequency (%)
8	1	1.4%
7	1	1.4%
6	1	1.4%
5	1	1.4%
4	2	2.9%
3	2	2.9%
2	2	2.9%
1	16	23.2%
0	43	62.3%

냄새(자극) 수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	10
Distinct (%)	14.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.8695652

Minimum	0
Maximum	11
Zeros	22
Zeros (%)	31.9%
Negative	0
Negative (%)	0.0%
Memory size	749.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	6
Maximum	11
Range	11
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.228908
Coefficient of variation (CV)	1.1922066
Kurtosis	4.6851692
Mean	1.8695652
Median Absolute Deviation (MAD)	1
Skewness	1.9576434
Sum	129
Variance	4.9680307
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	22	31.9%
1	16	23.2%
2	12	17.4%
3	8	11.6%
4	5	7.2%
6	2	2.9%
9	1	1.4%
11	1	1.4%
8	1	1.4%
5	1	1.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	22	31.9%
1	16	23.2%
2	12	17.4%
3	8	11.6%
4	5	7.2%
5	1	1.4%
6	2	2.9%
8	1	1.4%
9	1	1.4%
11	1	1.4%

Value	Count	Frequency (%)
11	1	1.4%
9	1	1.4%
8	1	1.4%
6	2	2.9%
5	1	1.4%
4	5	7.2%
3	8	11.6%
2	12	17.4%
1	16	23.2%
0	22	31.9%

냄새(무취) 수
Categorical

Distinct	4
Distinct (%)	5.8%
Missing	0
Missing (%)	0.0%
Memory size	680.0 B

2	26
1	21
0	14
3	8

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
2	26	37.7%
1	21	30.4%
0	14	20.3%
3	8	11.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	26	37.7%
1	21	30.4%
0	14	20.3%
3	8	11.6%

냄새(기타) 수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	18
Distinct (%)	26.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5

Minimum	0
Maximum	31
Zeros	7
Zeros (%)	10.1%
Negative	0
Negative (%)	0.0%
Memory size	749.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	6
95-th percentile	17.6
Maximum	31
Range	31
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	6.7431883
Coefficient of variation (CV)	1.3486377
Kurtosis	7.5932088
Mean	5
Median Absolute Deviation (MAD)	2
Skewness	2.6764344
Sum	345
Variance	45.470588
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
1	15	21.7%
2	12	17.4%
3	8	11.6%
0	7	10.1%
5	5	7.2%
6	4	5.8%
4	3	4.3%
7	3	4.3%
11	2	2.9%
31	2	2.9%
Other values (8)	8	11.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	10.1%
1	15	21.7%
2	12	17.4%
3	8	11.6%
4	3	4.3%
5	5	7.2%
6	4	5.8%
7	3	4.3%
8	1	1.4%
9	1	1.4%

Value	Count	Frequency (%)
31	2	2.9%
30	1	1.4%
20	1	1.4%
14	1	1.4%
13	1	1.4%
12	1	1.4%
11	2	2.9%
10	1	1.4%
9	1	1.4%
8	1	1.4%

Heatmap
Table

	격자아이디	격자좌표(X)	격자좌표(Y)	기업 수	위험물 수	상온상태(고체) 수	상온상태(액체) 수	상온상태(가스) 수	상온상태(기타) 수	색상(무색) 수	색상(적색) 수	색상(기타) 수	냄새(달콤) 수	냄새(자극) 수	냄새(무취) 수	냄새(기타) 수
격자아이디	1.000	0.968	0.435	0.000	0.229	0.000	0.107	0.000	0.000	0.175	0.000	0.348	0.000	0.000	0.000	0.233
격자좌표(X)	0.968	1.000	0.639	0.000	0.000	0.000	0.117	0.077	0.000	0.169	0.000	0.082	0.267	0.000	0.000	0.401
격자좌표(Y)	0.435	0.639	1.000	0.000	0.248	0.000	0.000	0.039	0.000	0.000	0.000	0.000	0.000	0.000	0.473	0.000
기업 수	0.000	0.000	0.000	1.000	0.848	0.921	0.981	0.474	0.908	0.981	0.881	0.985	0.896	0.921	0.295	0.617
위험물 수	0.229	0.000	0.248	0.848	1.000	0.915	0.892	0.659	0.989	0.938	0.872	0.958	0.920	0.936	0.523	0.872
상온상태(고체) 수	0.000	0.000	0.000	0.921	0.915	1.000	0.947	0.794	0.931	0.964	0.892	0.977	0.819	0.848	0.795	0.776
상온상태(액체) 수	0.107	0.117	0.000	0.981	0.892	0.947	1.000	0.859	0.943	0.974	0.884	0.969	0.904	0.893	0.621	0.812
상온상태(가스) 수	0.000	0.077	0.039	0.474	0.659	0.794	0.859	1.000	0.877	0.774	0.759	0.773	0.807	0.828	0.324	0.531
상온상태(기타) 수	0.000	0.000	0.000	0.908	0.989	0.931	0.943	0.877	1.000	0.922	0.910	0.934	0.963	0.962	0.638	0.851
색상(무색) 수	0.175	0.169	0.000	0.981	0.938	0.964	0.974	0.774	0.922	1.000	0.913	0.992	0.915	0.930	0.648	0.885
색상(적색) 수	0.000	0.000	0.000	0.881	0.872	0.892	0.884	0.759	0.910	0.913	1.000	0.941	0.890	0.922	0.507	0.897
색상(기타) 수	0.348	0.082	0.000	0.985	0.958	0.977	0.969	0.773	0.934	0.992	0.941	1.000	0.909	0.947	0.654	0.869
냄새(달콤) 수	0.000	0.267	0.000	0.896	0.920	0.819	0.904	0.807	0.963	0.915	0.890	0.909	1.000	0.961	0.249	0.816
냄새(자극) 수	0.000	0.000	0.000	0.921	0.936	0.848	0.893	0.828	0.962	0.930	0.922	0.947	0.961	1.000	0.414	0.871
냄새(무취) 수	0.000	0.000	0.473	0.295	0.523	0.795	0.621	0.324	0.638	0.648	0.507	0.654	0.249	0.414	1.000	0.494
냄새(기타) 수	0.233	0.401	0.000	0.617	0.872	0.776	0.812	0.531	0.851	0.885	0.897	0.869	0.816	0.871	0.494	1.000

Heatmap
Table

	기업 수	냄새(무취) 수	상온상태(가스) 수
기업 수	1.000	0.116	0.400
냄새(무취) 수	0.116	1.000	0.265
상온상태(가스) 수	0.400	0.265	1.000

Heatmap
Table

	격자아이디	격자좌표(X)	격자좌표(Y)	위험물 수	상온상태(고체) 수	상온상태(액체) 수	상온상태(기타) 수	색상(무색) 수	색상(적색) 수	색상(기타) 수	냄새(달콤) 수	냄새(자극) 수	냄새(기타) 수	기업 수	상온상태(가스) 수	냄새(무취) 수
격자아이디	1.000	0.998	-0.348	0.176	-0.066	0.098	-0.006	0.168	0.069	0.118	0.028	0.128	0.195	0.000	0.000	0.000
격자좌표(X)	0.998	1.000	-0.383	0.173	-0.072	0.103	-0.005	0.166	0.060	0.112	0.027	0.127	0.197	0.000	0.014	0.000
격자좌표(Y)	-0.348	-0.383	1.000	0.121	0.092	0.079	0.115	0.101	0.159	0.110	0.232	0.108	0.073	0.000	0.043	0.302
위험물 수	0.176	0.173	0.121	1.000	0.747	0.858	0.810	0.959	0.708	0.875	0.561	0.891	0.952	0.701	0.515	0.357
상온상태(고체) 수	-0.066	-0.072	0.092	0.747	1.000	0.583	0.771	0.689	0.561	0.709	0.273	0.571	0.597	0.617	0.633	0.445
상온상태(액체) 수	0.098	0.103	0.079	0.858	0.583	1.000	0.822	0.817	0.638	0.723	0.534	0.813	0.897	0.787	0.734	0.304
상온상태(기타) 수	-0.006	-0.005	0.115	0.810	0.771	0.822	1.000	0.744	0.553	0.749	0.523	0.757	0.785	0.806	0.725	0.448
색상(무색) 수	0.168	0.166	0.101	0.959	0.689	0.817	0.744	1.000	0.685	0.862	0.619	0.866	0.928	0.788	0.605	0.323
색상(적색) 수	0.069	0.060	0.159	0.708	0.561	0.638	0.553	0.685	1.000	0.794	0.367	0.689	0.680	0.806	0.612	0.363
색상(기타) 수	0.118	0.112	0.110	0.875	0.709	0.723	0.749	0.862	0.794	1.000	0.605	0.771	0.801	0.810	0.604	0.328
냄새(달콤) 수	0.028	0.027	0.232	0.561	0.273	0.534	0.523	0.619	0.367	0.605	1.000	0.512	0.606	0.783	0.615	0.149
냄새(자극) 수	0.128	0.127	0.108	0.891	0.571	0.813	0.757	0.866	0.689	0.771	0.512	1.000	0.919	0.830	0.645	0.263
냄새(기타) 수	0.195	0.197	0.073	0.952	0.597	0.897	0.785	0.928	0.680	0.801	0.606	0.919	1.000	0.464	0.369	0.352
기업 수	0.000	0.000	0.000	0.701	0.617	0.787	0.806	0.788	0.806	0.810	0.783	0.830	0.464	1.000	0.400	0.116
상온상태(가스) 수	0.000	0.014	0.043	0.515	0.633	0.734	0.725	0.605	0.612	0.604	0.615	0.645	0.369	0.400	1.000	0.265
냄새(무취) 수	0.000	0.000	0.302	0.357	0.445	0.304	0.448	0.323	0.363	0.328	0.149	0.263	0.352	0.116	0.265	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

	격자아이디	격자좌표(X)	격자좌표(Y)	기업 수	위험물 수	상온상태(고체) 수	상온상태(액체) 수	상온상태(가스) 수	상온상태(기타) 수	색상(무색) 수	색상(적색) 수	색상(기타) 수	냄새(달콤) 수	냄새(자극) 수	냄새(무취) 수	냄새(기타) 수
0	1	411223	320547	1	2	1	1	1	1	2	0	0	0	1	1	1
1	2	411323	316647	1	1	0	1	0	0	1	0	0	0	0	0	1
2	3	411323	317647	2	2	1	1	1	1	2	0	1	1	0	1	1
3	4	411323	320047	6	53	5	8	1	10	25	8	21	7	9	3	31
4	5	411323	320147	1	2	1	1	0	0	2	1	1	0	0	1	0
5	6	411423	317147	1	7	1	2	0	1	6	0	2	3	2	1	4
6	7	411423	317347	3	72	11	11	4	19	33	14	36	8	11	2	31
7	8	411423	320047	2	17	4	4	1	6	6	1	3	2	4	2	11
8	9	411523	316247	2	6	1	2	2	1	4	2	2	0	4	1	4
9	10	411523	316947	1	1	0	1	0	0	1	0	1	0	0	0	1

	격자아이디	격자좌표(X)	격자좌표(Y)	기업 수	위험물 수	상온상태(고체) 수	상온상태(액체) 수	상온상태(가스) 수	상온상태(기타) 수	색상(무색) 수	색상(적색) 수	색상(기타) 수	냄새(달콤) 수	냄새(자극) 수	냄새(무취) 수	냄새(기타) 수
59	60	413123	316047	1	4	2	2	1	2	3	0	1	0	1	2	2
60	61	413223	314847	1	1	1	0	0	0	1	0	0	0	0	1	0
61	62	413423	315347	1	3	1	1	0	0	3	1	1	0	1	2	2
62	63	413523	322847	1	3	0	1	0	0	2	0	1	1	0	0	1
63	64	413623	317347	1	11	1	3	1	2	4	0	1	0	3	2	7
64	65	414023	314447	1	4	1	1	0	0	3	0	0	0	1	2	3
65	66	414023	318947	1	3	0	2	1	1	2	1	1	1	1	0	3
66	67	414123	316047	1	2	0	1	1	0	2	1	1	0	2	0	2
67	68	414223	314747	1	6	1	2	2	1	3	2	2	0	2	2	3
68	69	414523	317947	1	18	1	2	0	1	11	4	8	5	6	2	14

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample