gimi9 Pandas Profiling

Dataset statistics

Number of variables	19
Number of observations	72
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	11.7 KiB
Average record size in memory	166.8 B

Variable types

Categorical	6
Numeric	12
DateTime	1

Dataset

Description	제주특별자치도 보건환경연구원에서 제공하는 대기보전에 따른 대기오염 측정망 운영과 관련한 구분, 지역, 월별 운영 결과 현황 정보 입니다.
Author	제주특별자치도
URL	https://www.data.go.kr/data/15083388/fileData.do

Alerts

`데이터기준일자` has constant value ""	Constant
`행정시` is highly overall correlated with `지역명` and 1 other fields	High correlation
`지역명` is highly overall correlated with `행정시` and 1 other fields	High correlation
`단위` is highly overall correlated with `01월` and 12 other fields	High correlation
`구분` is highly overall correlated with `03월` and 4 other fields	High correlation
`01월` is highly overall correlated with `02월` and 11 other fields	High correlation
`02월` is highly overall correlated with `01월` and 11 other fields	High correlation
`03월` is highly overall correlated with `01월` and 12 other fields	High correlation
`04월` is highly overall correlated with `01월` and 11 other fields	High correlation
`05월` is highly overall correlated with `01월` and 11 other fields	High correlation
`06월` is highly overall correlated with `01월` and 11 other fields	High correlation
`07월` is highly overall correlated with `01월` and 11 other fields	High correlation
`08월` is highly overall correlated with `01월` and 11 other fields	High correlation
`09월` is highly overall correlated with `01월` and 11 other fields	High correlation
`10월` is highly overall correlated with `01월` and 12 other fields	High correlation
`11월` is highly overall correlated with `01월` and 12 other fields	High correlation
`12월` is highly overall correlated with `01월` and 12 other fields	High correlation
`해당연도` is highly overall correlated with `특이사항`	High correlation
`특이사항` is highly overall correlated with `행정시` and 2 other fields	High correlation
`01월` has 12 (16.7%) zeros	Zeros
`02월` has 12 (16.7%) zeros	Zeros
`03월` has 12 (16.7%) zeros	Zeros
`04월` has 12 (16.7%) zeros	Zeros
`05월` has 12 (16.7%) zeros	Zeros
`06월` has 12 (16.7%) zeros	Zeros
`07월` has 12 (16.7%) zeros	Zeros
`08월` has 13 (18.1%) zeros	Zeros
`09월` has 12 (16.7%) zeros	Zeros
`10월` has 6 (8.3%) zeros	Zeros
`11월` has 6 (8.3%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 22:11:09.216608
Analysis finished	2023-12-12 22:11:23.328104
Duration	14.11 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

구분
Categorical

HIGH CORRELATION

Distinct	6
Distinct (%)	8.3%
Missing	0
Missing (%)	0.0%
Memory size	708.0 B

아황산가스(SO2) 오염도	12
이산화질소(NO2) 오염도	12
일산화탄소 (CO) 오염도	12
오존(O3) 오염도	12
미세먼지(PM-10) 오염도	12

Length

Max length	16
Median length	15.5
Mean length	13.833333
Min length	10

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	아황산가스(SO2) 오염도
2nd row	아황산가스(SO2) 오염도
3rd row	아황산가스(SO2) 오염도
4th row	아황산가스(SO2) 오염도
5th row	아황산가스(SO2) 오염도

Common Values

Value	Count	Frequency (%)
아황산가스(SO2) 오염도	12	16.7%
이산화질소(NO2) 오염도	12	16.7%
일산화탄소 (CO) 오염도	12	16.7%
오존(O3) 오염도	12	16.7%
미세먼지(PM-10) 오염도	12	16.7%
미세먼지(PM-2.5) 오염도	12	16.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
오염도	72	46.2%
아황산가스(so2	12	7.7%
이산화질소(no2	12	7.7%
일산화탄소	12	7.7%
co	12	7.7%
오존(o3	12	7.7%
미세먼지(pm-10	12	7.7%
미세먼지(pm-2.5	12	7.7%

행정시
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Memory size	708.0 B

제주시	36
서귀포시	36

Length

Max length	4
Median length	3.5
Mean length	3.5
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
제주시	36	50.0%
서귀포시	36	50.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
제주시	36	50.0%
서귀포시	36	50.0%

지역명
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	6.9%
Missing	0
Missing (%)	0.0%
Memory size	708.0 B

이도동	18
연동	18
동홍동	18
성산읍	12
대정읍	6

Length

Max length	3
Median length	3
Mean length	2.75
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	이도동
2nd row	이도동
3rd row	이도동
4th row	연동
5th row	연동

Common Values

Value	Count	Frequency (%)
이도동	18	25.0%
연동	18	25.0%
동홍동	18	25.0%
성산읍	12	16.7%
대정읍	6	8.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
이도동	18	25.0%
연동	18	25.0%
동홍동	18	25.0%
성산읍	12	16.7%
대정읍	6	8.3%

해당연도
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	4.2%
Missing	0
Missing (%)	0.0%
Memory size	708.0 B

2018	30
2017	24
2016	18

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2016
2nd row	2017
3rd row	2018
4th row	2016
5th row	2017

Common Values

Value	Count	Frequency (%)
2018	30	41.7%
2017	24	33.3%
2016	18	25.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2018	30	41.7%
2017	24	33.3%
2016	18	25.0%

단위
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Memory size	708.0 B

ppm	48
㎍/㎥	24

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
ppm	48	66.7%
㎍/㎥	24	33.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ppm	48	66.7%
㎍/㎥	24	33.3%

01월
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	33
Distinct (%)	45.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.3705

Minimum	0
Maximum	45
Zeros	12
Zeros (%)	16.7%
Negative	0
Negative (%)	0.0%
Memory size	780.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.003
median	0.0305
Q3	19.25
95-th percentile	39.15
Maximum	45
Range	45
Interquartile range (IQR)	19.247

Descriptive statistics

Standard deviation	14.330787
Coefficient of variation (CV)	1.7120586
Kurtosis	0.49936276
Mean	8.3705
Median Absolute Deviation (MAD)	0.0305
Skewness	1.4042494
Sum	602.676
Variance	205.37145
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
0.0	12	16.7%
0.3	6	8.3%
20.0	4	5.6%
0.003	4	5.6%
45.0	3	4.2%
0.4	3	4.2%
32.0	3	4.2%
0.001	3	4.2%
0.029	2	2.8%
0.037	2	2.8%
Other values (23)	30	41.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	12	16.7%
0.001	3	4.2%
0.002	1	1.4%
0.003	4	5.6%
0.004	2	2.8%
0.005	1	1.4%
0.011	2	2.8%
0.012	1	1.4%
0.013	2	2.8%
0.014	1	1.4%

Value	Count	Frequency (%)
45.0	3	4.2%
43.0	1	1.4%
36.0	1	1.4%
35.0	1	1.4%
32.0	3	4.2%
31.0	2	2.8%
28.0	1	1.4%
24.0	2	2.8%
20.0	4	5.6%
19.0	1	1.4%

02월
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	39
Distinct (%)	54.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.4824722

Minimum	0
Maximum	55
Zeros	12
Zeros (%)	16.7%
Negative	0
Negative (%)	0.0%
Memory size	780.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.003
median	0.0375
Q3	20.25
95-th percentile	44
Maximum	55
Range	55
Interquartile range (IQR)	20.247

Descriptive statistics

Standard deviation	16.597146
Coefficient of variation (CV)	1.7502973
Kurtosis	1.0294558
Mean	9.4824722
Median Absolute Deviation (MAD)	0.0375
Skewness	1.5313632
Sum	682.738
Variance	275.46525
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
0.0	12	16.7%
0.003	6	8.3%
0.3	6	8.3%
0.4	3	4.2%
55.0	3	4.2%
0.037	3	4.2%
0.002	2	2.8%
25.0	2	2.8%
44.0	2	2.8%
0.001	2	2.8%
Other values (29)	31	43.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	12	16.7%
0.001	2	2.8%
0.002	2	2.8%
0.003	6	8.3%
0.006	1	1.4%
0.01	1	1.4%
0.011	1	1.4%
0.012	1	1.4%
0.013	2	2.8%
0.014	1	1.4%

Value	Count	Frequency (%)
55.0	3	4.2%
44.0	2	2.8%
43.0	1	1.4%
42.0	1	1.4%
40.0	1	1.4%
34.0	1	1.4%
33.0	1	1.4%
31.0	1	1.4%
27.0	1	1.4%
25.0	2	2.8%

03월
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	39
Distinct (%)	54.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.097181

Minimum	0
Maximum	55
Zeros	12
Zeros (%)	16.7%
Negative	0
Negative (%)	0.0%
Memory size	780.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.00275
median	0.0405
Q3	21.75
95-th percentile	47.6
Maximum	55
Range	55
Interquartile range (IQR)	21.74725

Descriptive statistics

Standard deviation	17.372319
Coefficient of variation (CV)	1.7205119
Kurtosis	0.62014335
Mean	10.097181
Median Absolute Deviation (MAD)	0.0405
Skewness	1.4326935
Sum	726.997
Variance	301.79748
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
0.0	12	16.7%
0.3	8	11.1%
0.002	5	6.9%
0.003	3	4.2%
55.0	3	4.2%
28.0	2	2.8%
43.0	2	2.8%
0.016	2	2.8%
0.013	2	2.8%
26.0	2	2.8%
Other values (29)	31	43.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	12	16.7%
0.001	1	1.4%
0.002	5	6.9%
0.003	3	4.2%
0.004	1	1.4%
0.007	1	1.4%
0.01	1	1.4%
0.011	1	1.4%
0.013	2	2.8%
0.015	1	1.4%

Value	Count	Frequency (%)
55.0	3	4.2%
52.0	1	1.4%
44.0	1	1.4%
43.0	2	2.8%
42.0	1	1.4%
37.0	1	1.4%
35.0	1	1.4%
33.0	1	1.4%
29.0	1	1.4%
28.0	2	2.8%

04월
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	40
Distinct (%)	55.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.701708

Minimum	0
Maximum	65
Zeros	12
Zeros (%)	16.7%
Negative	0
Negative (%)	0.0%
Memory size	780.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.003
median	0.0425
Q3	22
95-th percentile	61.7
Maximum	65
Range	65
Interquartile range (IQR)	21.997

Descriptive statistics

Standard deviation	20.946254
Coefficient of variation (CV)	1.7900168
Kurtosis	1.1168531
Mean	11.701708
Median Absolute Deviation (MAD)	0.0425
Skewness	1.594439
Sum	842.523
Variance	438.74557
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
0.0	12	16.7%
0.3	7	9.7%
0.003	6	8.3%
65.0	4	5.6%
25.0	3	4.2%
0.002	2	2.8%
0.016	2	2.8%
0.013	2	2.8%
22.0	2	2.8%
0.2	2	2.8%
Other values (30)	30	41.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	12	16.7%
0.002	2	2.8%
0.003	6	8.3%
0.004	1	1.4%
0.005	1	1.4%
0.007	1	1.4%
0.008	1	1.4%
0.009	1	1.4%
0.011	1	1.4%
0.012	1	1.4%

Value	Count	Frequency (%)
65.0	4	5.6%
59.0	1	1.4%
58.0	1	1.4%
54.0	1	1.4%
53.0	1	1.4%
52.0	1	1.4%
44.0	1	1.4%
35.0	1	1.4%
31.0	1	1.4%
30.0	1	1.4%

05월
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	36
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.7239861

Minimum	0
Maximum	58
Zeros	12
Zeros (%)	16.7%
Negative	0
Negative (%)	0.0%
Memory size	780.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.003
median	0.046
Q3	20
95-th percentile	49.3
Maximum	58
Range	58
Interquartile range (IQR)	19.997

Descriptive statistics

Standard deviation	17.339067
Coefficient of variation (CV)	1.7831234
Kurtosis	1.4836825
Mean	9.7239861
Median Absolute Deviation (MAD)	0.046
Skewness	1.6359283
Sum	700.127
Variance	300.64324
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
0.0	12	16.7%
0.003	6	8.3%
0.2	6	8.3%
0.006	3	4.2%
20.0	3	4.2%
0.3	3	4.2%
58.0	3	4.2%
23.0	2	2.8%
38.0	2	2.8%
0.014	2	2.8%
Other values (26)	30	41.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	12	16.7%
0.002	2	2.8%
0.003	6	8.3%
0.004	1	1.4%
0.006	3	4.2%
0.007	1	1.4%
0.009	1	1.4%
0.011	1	1.4%
0.012	1	1.4%
0.014	2	2.8%

Value	Count	Frequency (%)
58.0	3	4.2%
57.0	1	1.4%
43.0	1	1.4%
42.0	1	1.4%
41.0	1	1.4%
38.0	2	2.8%
35.0	1	1.4%
31.0	1	1.4%
30.0	1	1.4%
23.0	2	2.8%

06월
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	37
Distinct (%)	51.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.1267639

Minimum	0
Maximum	43
Zeros	12
Zeros (%)	16.7%
Negative	0
Negative (%)	0.0%
Memory size	780.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.00375
median	0.04
Q3	18.75
95-th percentile	38.45
Maximum	43
Range	43
Interquartile range (IQR)	18.74625

Descriptive statistics

Standard deviation	13.783838
Coefficient of variation (CV)	1.6961042
Kurtosis	0.15868799
Mean	8.1267639
Median Absolute Deviation (MAD)	0.04
Skewness	1.3286575
Sum	585.127
Variance	189.9942
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
0.0	12	16.7%
0.003	5	6.9%
0.2	4	5.6%
0.006	3	4.2%
0.004	3	4.2%
21.0	3	4.2%
0.3	3	4.2%
39.0	3	4.2%
0.4	2	2.8%
36.0	2	2.8%
Other values (27)	32	44.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	12	16.7%
0.001	1	1.4%
0.003	5	6.9%
0.004	3	4.2%
0.006	3	4.2%
0.007	1	1.4%
0.008	2	2.8%
0.011	1	1.4%
0.012	1	1.4%
0.013	1	1.4%

Value	Count	Frequency (%)
43.0	1	1.4%
39.0	3	4.2%
38.0	1	1.4%
36.0	2	2.8%
33.0	1	1.4%
31.0	1	1.4%
28.0	2	2.8%
25.0	1	1.4%
24.0	2	2.8%
23.0	1	1.4%

07월
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	32
Distinct (%)	44.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.207375

Minimum	0
Maximum	36
Zeros	12
Zeros (%)	16.7%
Negative	0
Negative (%)	0.0%
Memory size	780.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.004
median	0.022
Q3	11.25
95-th percentile	31
Maximum	36
Range	36
Interquartile range (IQR)	11.246

Descriptive statistics

Standard deviation	10.794207
Coefficient of variation (CV)	1.7389326
Kurtosis	0.76751557
Mean	6.207375
Median Absolute Deviation (MAD)	0.022
Skewness	1.4802785
Sum	446.931
Variance	116.5149
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
0.0	12	16.7%
0.004	6	8.3%
0.022	5	6.9%
0.005	4	5.6%
25.0	4	5.6%
0.3	3	4.2%
31.0	3	4.2%
0.2	3	4.2%
0.003	2	2.8%
0.02	2	2.8%
Other values (22)	28	38.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	12	16.7%
0.001	1	1.4%
0.002	2	2.8%
0.003	2	2.8%
0.004	6	8.3%
0.005	4	5.6%
0.006	1	1.4%
0.008	2	2.8%
0.01	1	1.4%
0.011	1	1.4%

Value	Count	Frequency (%)
36.0	1	1.4%
35.0	1	1.4%
31.0	3	4.2%
26.0	1	1.4%
25.0	4	5.6%
19.0	2	2.8%
18.0	2	2.8%
17.0	1	1.4%
15.0	1	1.4%
14.0	1	1.4%

08월
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	29
Distinct (%)	40.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.9581944

Minimum	0
Maximum	33
Zeros	13
Zeros (%)	18.1%
Negative	0
Negative (%)	0.0%
Memory size	780.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.003
median	0.0275
Q3	11.5
95-th percentile	29.7
Maximum	33
Range	33
Interquartile range (IQR)	11.497

Descriptive statistics

Standard deviation	10.444221
Coefficient of variation (CV)	1.7529171
Kurtosis	0.93277848
Mean	5.9581944
Median Absolute Deviation (MAD)	0.0275
Skewness	1.5273852
Sum	428.99
Variance	109.08175
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
0.0	13	18.1%
0.003	5	6.9%
33.0	4	5.6%
0.3	4	5.6%
0.004	3	4.2%
15.0	3	4.2%
13.0	3	4.2%
26.0	3	4.2%
0.006	3	4.2%
0.2	3	4.2%
Other values (19)	28	38.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	13	18.1%
0.001	2	2.8%
0.002	2	2.8%
0.003	5	6.9%
0.004	3	4.2%
0.005	2	2.8%
0.006	3	4.2%
0.007	1	1.4%
0.009	1	1.4%
0.01	1	1.4%

Value	Count	Frequency (%)
33.0	4	5.6%
27.0	1	1.4%
26.0	3	4.2%
25.0	1	1.4%
21.0	2	2.8%
16.0	1	1.4%
15.0	3	4.2%
13.0	3	4.2%
11.0	2	2.8%
0.4	2	2.8%

09월
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	40
Distinct (%)	55.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.8447778

Minimum	0
Maximum	41
Zeros	12
Zeros (%)	16.7%
Negative	0
Negative (%)	0.0%
Memory size	780.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.002
median	0.0405
Q3	13.25
95-th percentile	35.35
Maximum	41
Range	41
Interquartile range (IQR)	13.248

Descriptive statistics

Standard deviation	11.96789
Coefficient of variation (CV)	1.7484702
Kurtosis	0.93852028
Mean	6.8447778
Median Absolute Deviation (MAD)	0.0405
Skewness	1.5143362
Sum	492.824
Variance	143.2304
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
0.0	12	16.7%
0.002	5	6.9%
0.2	4	5.6%
37.0	3	4.2%
0.3	3	4.2%
0.001	3	4.2%
0.006	3	4.2%
26.0	2	2.8%
27.0	2	2.8%
0.003	2	2.8%
Other values (30)	33	45.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	12	16.7%
0.001	3	4.2%
0.002	5	6.9%
0.003	2	2.8%
0.004	1	1.4%
0.006	3	4.2%
0.008	1	1.4%
0.009	1	1.4%
0.01	2	2.8%
0.012	2	2.8%

Value	Count	Frequency (%)
41.0	1	1.4%
37.0	3	4.2%
34.0	1	1.4%
27.0	2	2.8%
26.0	2	2.8%
25.0	1	1.4%
24.0	1	1.4%
23.0	1	1.4%
21.0	1	1.4%
19.0	1	1.4%

10월
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	36
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.721625

Minimum	0
Maximum	48
Zeros	6
Zeros (%)	8.3%
Negative	0
Negative (%)	0.0%
Memory size	780.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.00475
median	0.0435
Q3	16.25
95-th percentile	31.35
Maximum	48
Range	48
Interquartile range (IQR)	16.24525

Descriptive statistics

Standard deviation	13.099128
Coefficient of variation (CV)	1.6964211
Kurtosis	1.9508244
Mean	7.721625
Median Absolute Deviation (MAD)	0.0435
Skewness	1.6529491
Sum	555.957
Variance	171.58715
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
0.2	7	9.7%
0.0	6	8.3%
0.002	5	6.9%
0.003	3	4.2%
17.0	3	4.2%
28.0	3	4.2%
0.3	3	4.2%
48.0	3	4.2%
0.009	3	4.2%
0.001	3	4.2%
Other values (26)	33	45.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	6	8.3%
0.001	3	4.2%
0.002	5	6.9%
0.003	3	4.2%
0.004	1	1.4%
0.005	1	1.4%
0.006	1	1.4%
0.008	1	1.4%
0.009	3	4.2%
0.01	1	1.4%

Value	Count	Frequency (%)
48.0	3	4.2%
33.0	1	1.4%
30.0	1	1.4%
29.0	2	2.8%
28.0	3	4.2%
20.0	2	2.8%
19.0	2	2.8%
18.0	1	1.4%
17.0	3	4.2%
16.0	1	1.4%

11월
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	37
Distinct (%)	51.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.6331528

Minimum	0
Maximum	45
Zeros	6
Zeros (%)	8.3%
Negative	0
Negative (%)	0.0%
Memory size	780.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.0065
median	0.0415
Q3	20
95-th percentile	42
Maximum	45
Range	45
Interquartile range (IQR)	19.9935

Descriptive statistics

Standard deviation	15.489865
Coefficient of variation (CV)	1.6079746
Kurtosis	-0.068807595
Mean	9.6331528
Median Absolute Deviation (MAD)	0.0415
Skewness	1.2380963
Sum	693.587
Variance	239.93591
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
0.3	6	8.3%
0.0	6	8.3%
0.003	4	5.6%
0.002	4	5.6%
0.2	4	5.6%
25.0	4	5.6%
42.0	4	5.6%
0.001	3	4.2%
0.014	3	4.2%
0.039	2	2.8%
Other values (27)	32	44.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	6	8.3%
0.001	3	4.2%
0.002	4	5.6%
0.003	4	5.6%
0.005	1	1.4%
0.007	1	1.4%
0.01	1	1.4%
0.012	2	2.8%
0.014	3	4.2%
0.015	1	1.4%

Value	Count	Frequency (%)
45.0	1	1.4%
44.0	1	1.4%
43.0	1	1.4%
42.0	4	5.6%
40.0	1	1.4%
36.0	2	2.8%
32.0	1	1.4%
29.0	1	1.4%
25.0	4	5.6%
22.0	1	1.4%

12월
Real number (ℝ)

HIGH CORRELATION

Distinct	40
Distinct (%)	55.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.0106667

Minimum	0.001
Maximum	43
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	780.0 B

Quantile statistics

Minimum	0.001
5-th percentile	0.00155
Q1	0.012
median	0.1205
Q3	19.25
95-th percentile	36.9
Maximum	43
Range	42.999
Interquartile range (IQR)	19.238

Descriptive statistics

Standard deviation	13.791263
Coefficient of variation (CV)	1.5305485
Kurtosis	-0.001074619
Mean	9.0106667
Median Absolute Deviation (MAD)	0.1185
Skewness	1.196776
Sum	648.768
Variance	190.19893
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
0.2	7	9.7%
0.002	6	8.3%
0.001	4	5.6%
0.012	3	4.2%
43.0	3	4.2%
0.4	3	4.2%
0.003	2	2.8%
0.032	2	2.8%
20.0	2	2.8%
19.0	2	2.8%
Other values (30)	38	52.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.001	4	5.6%
0.002	6	8.3%
0.003	2	2.8%
0.004	1	1.4%
0.005	1	1.4%
0.006	1	1.4%
0.01	1	1.4%
0.012	3	4.2%
0.013	1	1.4%
0.014	2	2.8%

Value	Count	Frequency (%)
43.0	3	4.2%
38.0	1	1.4%
36.0	1	1.4%
35.0	1	1.4%
33.0	1	1.4%
31.0	1	1.4%
30.0	1	1.4%
29.0	2	2.8%
27.0	1	1.4%
25.0	1	1.4%

특이사항
Categorical

HIGH CORRELATION

Distinct	7
Distinct (%)	9.7%
Missing	0
Missing (%)	0.0%
Memory size	708.0 B

없음	48
10월부터 신규 측정	6
12월부터 신규 측정	6
8월은 유효 측정 처리 비율 75%·9월은 50% 미만인 값.	5
8월은 50% 미만인 값.	3
Other values (2)	4

Length

Max length	34
Median length	2
Mean length	7.9861111
Min length	2

Unique

Unique	1 ?
Unique (%)	1.4%

Sample

1st row	없음
2nd row	8월은 유효 측정 처리 비율 75%·9월은 50% 미만인 값
3rd row	없음
4th row	없음
5th row	8월은 50% 미만인 값.

Common Values

Value	Count	Frequency (%)
없음	48	66.7%
10월부터 신규 측정	6	8.3%
12월부터 신규 측정	6	8.3%
8월은 유효 측정 처리 비율 75%·9월은 50% 미만인 값.	5	6.9%
8월은 50% 미만인 값.	3	4.2%
7월은 유효 측정 처리 비율 75%·8월은 50% 미만인 값.	3	4.2%
8월은 유효 측정 처리 비율 75%·9월은 50% 미만인 값	1	1.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
없음	48	27.1%
측정	21	11.9%
신규	12	6.8%
50	12	6.8%
미만인	12	6.8%
값	12	6.8%
8월은	9	5.1%
유효	9	5.1%
처리	9	5.1%
비율	9	5.1%
Other values (5)	24	13.6%

데이터기준일자
Date

CONSTANT

Distinct	1
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Memory size	708.0 B

Minimum	2020-02-10 00:00:00
Maximum	2020-02-10 00:00:00

Histogram

Histogram with fixed size bins (bins=1)

Heatmap
Table

	구분	행정시	지역명	해당연도	단위	01월	02월	03월	04월	05월	06월	07월	08월	09월	10월	11월	12월	특이사항
구분	1.000	0.000	0.000	0.000	1.000	0.644	0.694	0.697	0.711	0.855	0.694	0.711	0.680	0.656	0.706	0.732	0.776	0.000
행정시	0.000	1.000	1.000	0.079	0.000	0.000	0.000	0.000	0.000	0.000	0.132	0.000	0.000	0.000	0.000	0.239	0.072	0.487
지역명	0.000	1.000	1.000	0.288	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	0.787
해당연도	0.000	0.079	0.288	1.000	0.000	0.000	0.297	0.156	0.000	0.211	0.117	0.125	0.000	0.139	0.228	0.000	0.409	0.662
단위	1.000	0.000	0.000	0.000	1.000	0.797	0.976	0.797	0.976	0.978	0.976	0.976	0.797	0.976	0.862	0.862	1.000	0.000
01월	0.644	0.000	0.000	0.000	0.797	1.000	0.901	0.965	0.877	0.904	0.897	0.854	0.959	0.867	0.932	0.924	0.789	0.000
02월	0.694	0.000	0.000	0.297	0.976	0.901	1.000	0.893	0.963	0.874	0.963	0.958	0.830	0.960	0.853	0.828	0.838	0.156
03월	0.697	0.000	0.000	0.156	0.797	0.965	0.893	1.000	0.929	0.888	0.910	0.874	0.968	0.880	0.938	0.951	0.840	0.000
04월	0.711	0.000	0.000	0.000	0.976	0.877	0.963	0.929	1.000	0.939	0.971	0.978	0.911	0.964	0.815	0.841	0.853	0.000
05월	0.855	0.000	0.000	0.211	0.978	0.904	0.874	0.888	0.939	1.000	0.910	0.902	0.907	0.881	0.820	0.801	0.851	0.000
06월	0.694	0.132	0.000	0.117	0.976	0.897	0.963	0.910	0.971	0.910	1.000	0.960	0.903	0.959	0.815	0.822	0.869	0.000
07월	0.711	0.000	0.000	0.125	0.976	0.854	0.958	0.874	0.978	0.902	0.960	1.000	0.937	0.956	0.852	0.862	0.896	0.000
08월	0.680	0.000	0.000	0.000	0.797	0.959	0.830	0.968	0.911	0.907	0.903	0.937	1.000	0.862	0.935	0.936	0.852	0.000
09월	0.656	0.000	0.000	0.139	0.976	0.867	0.960	0.880	0.964	0.881	0.959	0.956	0.862	1.000	0.834	0.828	0.893	0.000
10월	0.706	0.000	0.000	0.228	0.862	0.932	0.853	0.938	0.815	0.820	0.815	0.852	0.935	0.834	1.000	0.923	0.865	0.000
11월	0.732	0.239	0.000	0.000	0.862	0.924	0.828	0.951	0.841	0.801	0.822	0.862	0.936	0.828	0.923	1.000	0.851	0.261
12월	0.776	0.072	0.000	0.409	1.000	0.789	0.838	0.840	0.853	0.851	0.869	0.896	0.852	0.893	0.865	0.851	1.000	0.000
특이사항	0.000	0.487	0.787	0.662	0.000	0.000	0.156	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.261	0.000	1.000

Heatmap
Table

	행정시	해당연도	지역명	단위	구분	특이사항
행정시	1.000	0.128	0.978	0.000	0.000	0.502
해당연도	0.128	1.000	0.222	0.000	0.000	0.550
지역명	0.978	0.222	1.000	0.000	0.000	0.651
단위	0.000	0.000	0.000	1.000	0.971	0.000
구분	0.000	0.000	0.000	0.971	1.000	0.000
특이사항	0.502	0.550	0.651	0.000	0.000	1.000

Heatmap
Table

	01월	02월	03월	04월	05월	06월	07월	08월	09월	10월	11월	12월	구분	행정시	지역명	해당연도	단위	특이사항
01월	1.000	0.993	0.993	0.991	0.992	0.992	0.988	0.964	0.990	0.844	0.843	0.709	0.449	0.000	0.000	0.000	0.833	0.000
02월	0.993	1.000	0.995	0.993	0.990	0.990	0.989	0.959	0.987	0.843	0.843	0.710	0.470	0.000	0.000	0.210	0.825	0.000
03월	0.993	0.995	1.000	0.996	0.996	0.994	0.990	0.964	0.991	0.844	0.846	0.712	0.504	0.000	0.000	0.096	0.833	0.000
04월	0.991	0.993	0.996	1.000	0.998	0.996	0.992	0.963	0.991	0.842	0.847	0.713	0.489	0.000	0.000	0.000	0.825	0.000
05월	0.992	0.990	0.996	0.998	1.000	0.995	0.990	0.965	0.990	0.840	0.845	0.711	0.477	0.000	0.000	0.081	0.842	0.000
06월	0.992	0.990	0.994	0.996	0.995	1.000	0.993	0.966	0.994	0.845	0.849	0.714	0.470	0.087	0.000	0.060	0.825	0.000
07월	0.988	0.989	0.990	0.992	0.990	0.993	1.000	0.972	0.990	0.841	0.846	0.711	0.489	0.000	0.000	0.156	0.825	0.000
08월	0.964	0.959	0.964	0.963	0.965	0.966	0.972	1.000	0.970	0.817	0.817	0.684	0.486	0.000	0.000	0.000	0.833	0.000
09월	0.990	0.987	0.991	0.991	0.990	0.994	0.990	0.970	1.000	0.845	0.848	0.715	0.431	0.000	0.000	0.076	0.825	0.000
10월	0.844	0.843	0.844	0.842	0.840	0.845	0.841	0.817	0.845	1.000	0.993	0.856	0.514	0.000	0.000	0.149	0.898	0.000
11월	0.843	0.843	0.846	0.847	0.845	0.849	0.846	0.817	0.848	0.993	1.000	0.857	0.530	0.224	0.000	0.000	0.890	0.000
12월	0.709	0.710	0.712	0.713	0.711	0.714	0.711	0.684	0.715	0.856	0.857	1.000	0.508	0.056	0.000	0.185	0.949	0.000
구분	0.449	0.470	0.504	0.489	0.477	0.470	0.489	0.486	0.431	0.514	0.530	0.508	1.000	0.000	0.000	0.000	0.971	0.000
행정시	0.000	0.000	0.000	0.000	0.000	0.087	0.000	0.000	0.000	0.000	0.224	0.056	0.000	1.000	0.978	0.128	0.000	0.502
지역명	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	0.978	1.000	0.222	0.000	0.651
해당연도	0.000	0.210	0.096	0.000	0.081	0.060	0.156	0.000	0.076	0.149	0.000	0.185	0.000	0.128	0.222	1.000	0.000	0.550
단위	0.833	0.825	0.833	0.825	0.842	0.825	0.825	0.833	0.825	0.898	0.890	0.949	0.971	0.000	0.000	0.000	1.000	0.000
특이사항	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	0.502	0.651	0.550	0.000	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

	구분	행정시	지역명	해당연도	단위	01월	02월	03월	04월	05월	06월	07월	08월	09월	10월	11월	12월	특이사항	데이터기준일자
0	아황산가스(SO2) 오염도	제주시	이도동	2016	ppm	0.004	0.002	0.004	0.005	0.006	0.006	0.003	0.003	0.003	0.003	0.003	0.003	없음	2020-02-10
1	아황산가스(SO2) 오염도	제주시	이도동	2017	ppm	0.003	0.003	0.002	0.003	0.003	0.004	0.002	0.003	0.002	0.002	0.002	0.001	8월은 유효 측정 처리 비율 75%·9월은 50% 미만인 값	2020-02-10
2	아황산가스(SO2) 오염도	제주시	이도동	2018	ppm	0.003	0.003	0.003	0.003	0.003	0.003	0.004	0.003	0.002	0.003	0.003	0.002	없음	2020-02-10
3	아황산가스(SO2) 오염도	제주시	연동	2016	ppm	0.002	0.002	0.002	0.003	0.003	0.004	0.004	0.002	0.003	0.002	0.003	0.003	없음	2020-02-10
4	아황산가스(SO2) 오염도	제주시	연동	2017	ppm	0.003	0.003	0.003	0.004	0.004	0.004	0.004	0.003	0.002	0.002	0.002	0.002	8월은 50% 미만인 값.	2020-02-10
5	아황산가스(SO2) 오염도	제주시	연동	2018	ppm	0.003	0.003	0.003	0.003	0.003	0.003	0.004	0.004	0.002	0.003	0.003	0.002	없음	2020-02-10
6	아황산가스(SO2) 오염도	서귀포시	동홍동	2016	ppm	0.005	0.003	0.002	0.003	0.003	0.003	0.001	0.001	0.001	0.002	0.002	0.001	없음	2020-02-10
7	아황산가스(SO2) 오염도	서귀포시	동홍동	2017	ppm	0.001	0.001	0.001	0.002	0.002	0.001	0.002	0.001	0.001	0.001	0.001	0.001	없음	2020-02-10
8	아황산가스(SO2) 오염도	서귀포시	동홍동	2018	ppm	0.001	0.001	0.002	0.003	0.003	0.003	0.004	0.002	0.001	0.001	0.001	0.002	없음	2020-02-10
9	아황산가스(SO2) 오염도	서귀포시	성산읍	2017	ppm	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.001	0.001	0.001	10월부터 신규 측정	2020-02-10

	구분	행정시	지역명	해당연도	단위	01월	02월	03월	04월	05월	06월	07월	08월	09월	10월	11월	12월	특이사항	데이터기준일자
62	미세먼지(PM-2.5) 오염도	제주시	이도동	2018	㎍/㎥	20.0	25.0	26.0	25.0	20.0	23.0	18.0	15.0	14.0	17.0	25.0	19.0	없음	2020-02-10
63	미세먼지(PM-2.5) 오염도	제주시	연동	2016	㎍/㎥	32.0	31.0	33.0	35.0	35.0	28.0	19.0	15.0	19.0	16.0	18.0	18.0	없음	2020-02-10
64	미세먼지(PM-2.5) 오염도	제주시	연동	2017	㎍/㎥	20.0	20.0	27.0	25.0	21.0	25.0	17.0	16.0	24.0	19.0	29.0	29.0	7월은 유효 측정 처리 비율 75%·8월은 50% 미만인 값.	2020-02-10
65	미세먼지(PM-2.5) 오염도	제주시	연동	2018	㎍/㎥	17.0	16.0	20.0	22.0	20.0	21.0	14.0	11.0	13.0	17.0	25.0	20.0	없음	2020-02-10
66	미세먼지(PM-2.5) 오염도	서귀포시	동홍동	2016	㎍/㎥	24.0	21.0	24.0	22.0	23.0	15.0	11.0	13.0	16.0	15.0	19.0	19.0	없음	2020-02-10
67	미세먼지(PM-2.5) 오염도	서귀포시	동홍동	2017	㎍/㎥	19.0	22.0	26.0	23.0	20.0	21.0	12.0	13.0	17.0	11.0	20.0	20.0	없음	2020-02-10
68	미세먼지(PM-2.5) 오염도	서귀포시	동홍동	2018	㎍/㎥	20.0	25.0	21.0	21.0	19.0	18.0	18.0	15.0	15.0	17.0	18.0	16.0	없음	2020-02-10
69	미세먼지(PM-2.5) 오염도	서귀포시	성산읍	2017	㎍/㎥	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	20.0	25.0	22.0	10월부터 신규 측정	2020-02-10
70	미세먼지(PM-2.5) 오염도	서귀포시	성산읍	2018	㎍/㎥	20.0	23.0	28.0	30.0	23.0	21.0	15.0	11.0	11.0	15.0	22.0	12.0	없음	2020-02-10
71	미세먼지(PM-2.5) 오염도	서귀포시	대정읍	2018	㎍/㎥	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	14.0	12월부터 신규 측정	2020-02-10

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 (Plot)

Interactions

Correlations

Missing values

Sample