gimi9 Pandas Profiling

Dataset statistics

Number of variables	14
Number of observations	332
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	40.7 KiB
Average record size in memory	125.4 B

Variable types

DateTime	1
Numeric	13

Dataset

Description	경상남도 양산시 읍면동별 수위 온도 풍속 습도 강수량 정보 등을 확인할 수 있습니다. 지역별 최고 강수량과 평균 강수량 등 보고서 출력을 할 수 있습니다.
Author	경상남도 양산시
URL	https://bigdata.gyeongnam.go.kr/index.gn?menuCd=DOM_000000114002001000&publicdatapk=3065864

Alerts

`웅상출장소` is highly overall correlated with `물금읍` and 11 other fields	High correlation
`물금읍` is highly overall correlated with `웅상출장소` and 11 other fields	High correlation
`동면` is highly overall correlated with `웅상출장소` and 11 other fields	High correlation
`원동면` is highly overall correlated with `웅상출장소` and 11 other fields	High correlation
`상북면` is highly overall correlated with `웅상출장소` and 11 other fields	High correlation
`하북면` is highly overall correlated with `웅상출장소` and 11 other fields	High correlation
`중앙동` is highly overall correlated with `웅상출장소` and 11 other fields	High correlation
`삼성동` is highly overall correlated with `웅상출장소` and 11 other fields	High correlation
`강서동` is highly overall correlated with `웅상출장소` and 11 other fields	High correlation
`덕계동` is highly overall correlated with `웅상출장소` and 11 other fields	High correlation
`이천` is highly overall correlated with `웅상출장소` and 11 other fields	High correlation
`화제` is highly overall correlated with `웅상출장소` and 11 other fields	High correlation
`웅상정수장` is highly overall correlated with `웅상출장소` and 11 other fields	High correlation
`일자` has unique values	Unique
`웅상출장소` has 265 (79.8%) zeros	Zeros
`물금읍` has 273 (82.2%) zeros	Zeros
`동면` has 268 (80.7%) zeros	Zeros
`원동면` has 273 (82.2%) zeros	Zeros
`상북면` has 261 (78.6%) zeros	Zeros
`하북면` has 263 (79.2%) zeros	Zeros
`중앙동` has 276 (83.1%) zeros	Zeros
`삼성동` has 272 (81.9%) zeros	Zeros
`강서동` has 273 (82.2%) zeros	Zeros
`덕계동` has 273 (82.2%) zeros	Zeros
`이천` has 253 (76.2%) zeros	Zeros
`화제` has 270 (81.3%) zeros	Zeros
`웅상정수장` has 260 (78.3%) zeros	Zeros

Reproduction

Analysis started	2023-12-11 00:02:40.060595
Analysis finished	2023-12-11 00:02:58.224160
Duration	18.16 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

일자
Date

UNIQUE

Distinct	332
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	2.7 KiB

Minimum	2017-01-01 00:00:00
Maximum	2017-11-28 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

웅상출장소
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	36
Distinct (%)	10.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.1084337

Minimum	0
Maximum	123
Zeros	265
Zeros (%)	79.8%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	13.675
Maximum	123
Range	123
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	8.6722979
Coefficient of variation (CV)	4.113147
Kurtosis	116.898
Mean	2.1084337
Median Absolute Deviation (MAD)	0
Skewness	9.3080694
Sum	700
Variance	75.20875
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
0.0	265	79.8%
0.5	13	3.9%
4.0	4	1.2%
2.0	4	1.2%
5.0	3	0.9%
2.5	3	0.9%
1.0	3	0.9%
7.0	2	0.6%
1.5	2	0.6%
9.5	2	0.6%
Other values (26)	31	9.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	265	79.8%
0.5	13	3.9%
1.0	3	0.9%
1.5	2	0.6%
2.0	4	1.2%
2.5	3	0.9%
3.0	2	0.6%
3.5	1	0.3%
4.0	4	1.2%
5.0	3	0.9%

Value	Count	Frequency (%)
123.0	1	0.3%
39.0	1	0.3%
38.0	1	0.3%
34.5	1	0.3%
32.0	1	0.3%
30.5	1	0.3%
22.5	1	0.3%
21.5	1	0.3%
19.0	2	0.6%
18.5	1	0.3%

물금읍
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	24
Distinct (%)	7.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.186747

Minimum	0
Maximum	112
Zeros	273
Zeros (%)	82.2%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	13
Maximum	112
Range	112
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	9.1063574
Coefficient of variation (CV)	4.1643398
Kurtosis	79.985202
Mean	2.186747
Median Absolute Deviation (MAD)	0
Skewness	7.935162
Sum	726
Variance	82.925745
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
0	273	82.2%
1	12	3.6%
2	7	2.1%
3	5	1.5%
11	4	1.2%
13	4	1.2%
25	3	0.9%
6	3	0.9%
8	3	0.9%
4	3	0.9%
Other values (14)	15	4.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	273	82.2%
1	12	3.6%
2	7	2.1%
3	5	1.5%
4	3	0.9%
6	3	0.9%
7	1	0.3%
8	3	0.9%
9	1	0.3%
10	1	0.3%

Value	Count	Frequency (%)
112	1	0.3%
79	1	0.3%
36	1	0.3%
34	1	0.3%
33	1	0.3%
31	1	0.3%
25	3	0.9%
23	1	0.3%
21	1	0.3%
18	2	0.6%

동면
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	26
Distinct (%)	7.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.1385542

Minimum	0
Maximum	118
Zeros	268
Zeros (%)	80.7%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	12.9
Maximum	118
Range	118
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	8.6390574
Coefficient of variation (CV)	4.0396719
Kurtosis	102.05098
Mean	2.1385542
Median Absolute Deviation (MAD)	0
Skewness	8.6908933
Sum	710
Variance	74.633313
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0	268	80.7%
1	16	4.8%
2	7	2.1%
16	4	1.2%
8	4	1.2%
3	3	0.9%
10	3	0.9%
12	2	0.6%
5	2	0.6%
4	2	0.6%
Other values (16)	21	6.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	268	80.7%
1	16	4.8%
2	7	2.1%
3	3	0.9%
4	2	0.6%
5	2	0.6%
6	2	0.6%
7	2	0.6%
8	4	1.2%
9	2	0.6%

Value	Count	Frequency (%)
118	1	0.3%
49	1	0.3%
37	1	0.3%
36	1	0.3%
33	1	0.3%
30	1	0.3%
23	1	0.3%
22	2	0.6%
21	1	0.3%
17	1	0.3%

원동면
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	23
Distinct (%)	6.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.8674699

Minimum	0
Maximum	110
Zeros	273
Zeros (%)	82.2%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	10
Maximum	110
Range	110
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.9754473
Coefficient of variation (CV)	4.2707234
Kurtosis	105.99838
Mean	1.8674699
Median Absolute Deviation (MAD)	0
Skewness	8.9100798
Sum	620
Variance	63.60776
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	273	82.2%
2	11	3.3%
1	8	2.4%
5	5	1.5%
3	5	1.5%
4	4	1.2%
14	3	0.9%
7	3	0.9%
6	3	0.9%
12	2	0.6%
Other values (13)	15	4.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	273	82.2%
1	8	2.4%
2	11	3.3%
3	5	1.5%
4	4	1.2%
5	5	1.5%
6	3	0.9%
7	3	0.9%
8	1	0.3%
9	1	0.3%

Value	Count	Frequency (%)
110	1	0.3%
39	1	0.3%
36	1	0.3%
35	1	0.3%
29	1	0.3%
27	2	0.6%
25	1	0.3%
24	1	0.3%
22	1	0.3%
18	1	0.3%

상북면
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	32
Distinct (%)	9.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.9487952

Minimum	0
Maximum	103
Zeros	261
Zeros (%)	78.6%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	9.95
Maximum	103
Range	103
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.9455529
Coefficient of variation (CV)	4.0771616
Kurtosis	85.05635
Mean	1.9487952
Median Absolute Deviation (MAD)	0
Skewness	7.9977387
Sum	647
Variance	63.131811
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
0.0	261	78.6%
0.5	13	3.9%
1.0	11	3.3%
8.5	5	1.5%
4.5	4	1.2%
1.5	4	1.2%
9.5	3	0.9%
2.5	3	0.9%
2.0	2	0.6%
6.0	2	0.6%
Other values (22)	24	7.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	261	78.6%
0.5	13	3.9%
1.0	11	3.3%
1.5	4	1.2%
2.0	2	0.6%
2.5	3	0.9%
3.5	1	0.3%
4.0	1	0.3%
4.5	4	1.2%
5.0	1	0.3%

Value	Count	Frequency (%)
103.0	1	0.3%
42.5	1	0.3%
41.5	1	0.3%
37.5	1	0.3%
34.0	1	0.3%
33.0	1	0.3%
30.5	1	0.3%
22.0	1	0.3%
18.5	1	0.3%
16.0	2	0.6%

하북면
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	25
Distinct (%)	7.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.1777108

Minimum	0
Maximum	90
Zeros	263
Zeros (%)	79.2%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	14
Maximum	90
Range	90
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.8744904
Coefficient of variation (CV)	3.6159485
Kurtosis	53.612863
Mean	2.1777108
Median Absolute Deviation (MAD)	0
Skewness	6.3196457
Sum	723
Variance	62.007598
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	263	79.2%
1	17	5.1%
2	7	2.1%
3	7	2.1%
7	5	1.5%
14	4	1.2%
4	3	0.9%
8	3	0.9%
11	2	0.6%
10	2	0.6%
Other values (15)	19	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	263	79.2%
1	17	5.1%
2	7	2.1%
3	7	2.1%
4	3	0.9%
5	2	0.6%
6	2	0.6%
7	5	1.5%
8	3	0.9%
10	2	0.6%

Value	Count	Frequency (%)
90	1	0.3%
45	1	0.3%
43	1	0.3%
34	1	0.3%
33	1	0.3%
31	2	0.6%
29	1	0.3%
28	1	0.3%
26	1	0.3%
23	2	0.6%

중앙동
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	26
Distinct (%)	7.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.9548193

Minimum	0
Maximum	104
Zeros	276
Zeros (%)	83.1%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	11.45
Maximum	104
Range	104
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	8.082341
Coefficient of variation (CV)	4.134572
Kurtosis	84.196465
Mean	1.9548193
Median Absolute Deviation (MAD)	0
Skewness	7.9624425
Sum	649
Variance	65.324237
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0	276	83.1%
1	13	3.9%
3	6	1.8%
2	4	1.2%
6	3	0.9%
7	3	0.9%
9	3	0.9%
16	3	0.9%
11	3	0.9%
12	2	0.6%
Other values (16)	16	4.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	276	83.1%
1	13	3.9%
2	4	1.2%
3	6	1.8%
4	1	0.3%
5	1	0.3%
6	3	0.9%
7	3	0.9%
8	1	0.3%
9	3	0.9%

Value	Count	Frequency (%)
104	1	0.3%
55	1	0.3%
36	1	0.3%
33	1	0.3%
31	1	0.3%
28	1	0.3%
27	1	0.3%
26	1	0.3%
20	1	0.3%
19	1	0.3%

삼성동
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	24
Distinct (%)	7.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.186747

Minimum	0
Maximum	114
Zeros	272
Zeros (%)	81.9%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	12
Maximum	114
Range	114
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	9.007285
Coefficient of variation (CV)	4.1190339
Kurtosis	79.447676
Mean	2.186747
Median Absolute Deviation (MAD)	0
Skewness	7.7701709
Sum	726
Variance	81.131183
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
0	272	81.9%
1	14	4.2%
7	6	1.8%
2	5	1.5%
4	5	1.5%
11	3	0.9%
15	3	0.9%
29	3	0.9%
3	3	0.9%
6	2	0.6%
Other values (14)	16	4.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	272	81.9%
1	14	4.2%
2	5	1.5%
3	3	0.9%
4	5	1.5%
5	1	0.3%
6	2	0.6%
7	6	1.8%
8	1	0.3%
9	1	0.3%

Value	Count	Frequency (%)
114	1	0.3%
59	1	0.3%
46	1	0.3%
37	2	0.6%
35	1	0.3%
29	3	0.9%
22	1	0.3%
18	1	0.3%
16	1	0.3%
15	3	0.9%

강서동
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	26
Distinct (%)	7.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.9759036

Minimum	0
Maximum	94
Zeros	273
Zeros (%)	82.2%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	11.45
Maximum	94
Range	94
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.9187351
Coefficient of variation (CV)	4.0076525
Kurtosis	65.714252
Mean	1.9759036
Median Absolute Deviation (MAD)	0
Skewness	7.1121205
Sum	656
Variance	62.706366
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0	273	82.2%
1	12	3.6%
3	7	2.1%
2	6	1.8%
4	6	1.8%
7	4	1.2%
19	2	0.6%
10	2	0.6%
11	2	0.6%
17	2	0.6%
Other values (16)	16	4.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	273	82.2%
1	12	3.6%
2	6	1.8%
3	7	2.1%
4	6	1.8%
5	1	0.3%
6	1	0.3%
7	4	1.2%
9	1	0.3%
10	2	0.6%

Value	Count	Frequency (%)
94	1	0.3%
59	1	0.3%
38	1	0.3%
34	1	0.3%
33	1	0.3%
28	1	0.3%
27	1	0.3%
26	1	0.3%
24	1	0.3%
21	1	0.3%

덕계동
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	27
Distinct (%)	8.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.1566265

Minimum	0
Maximum	113
Zeros	273
Zeros (%)	82.2%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	14.9
Maximum	113
Range	113
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	8.337274
Coefficient of variation (CV)	3.8658868
Kurtosis	97.144168
Mean	2.1566265
Median Absolute Deviation (MAD)	0
Skewness	8.3382748
Sum	716
Variance	69.510137
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	273	82.2%
1	9	2.7%
2	6	1.8%
4	5	1.5%
11	3	0.9%
9	3	0.9%
17	3	0.9%
7	3	0.9%
3	3	0.9%
5	2	0.6%
Other values (17)	22	6.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	273	82.2%
1	9	2.7%
2	6	1.8%
3	3	0.9%
4	5	1.5%
5	2	0.6%
6	2	0.6%
7	3	0.9%
8	2	0.6%
9	3	0.9%

Value	Count	Frequency (%)
113	1	0.3%
38	1	0.3%
34	1	0.3%
33	1	0.3%
32	1	0.3%
31	1	0.3%
26	1	0.3%
23	1	0.3%
22	2	0.6%
19	1	0.3%

이천
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	37
Distinct (%)	11.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0060241

Minimum	0
Maximum	70
Zeros	253
Zeros (%)	76.2%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	11.225
Maximum	70
Range	70
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.0244476
Coefficient of variation (CV)	3.5016766
Kurtosis	50.15835
Mean	2.0060241
Median Absolute Deviation (MAD)	0
Skewness	6.3441851
Sum	666
Variance	49.342864
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
0.0	253	76.2%
0.5	11	3.3%
1.0	7	2.1%
2.0	5	1.5%
2.5	4	1.2%
3.0	4	1.2%
5.5	4	1.2%
7.5	4	1.2%
1.5	4	1.2%
3.5	3	0.9%
Other values (27)	33	9.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	253	76.2%
0.5	11	3.3%
1.0	7	2.1%
1.5	4	1.2%
2.0	5	1.5%
2.5	4	1.2%
3.0	4	1.2%
3.5	3	0.9%
4.0	1	0.3%
4.5	2	0.6%

Value	Count	Frequency (%)
70.0	1	0.3%
66.0	1	0.3%
37.5	1	0.3%
29.0	1	0.3%
28.5	1	0.3%
28.0	1	0.3%
26.5	1	0.3%
22.0	1	0.3%
21.0	1	0.3%
18.0	1	0.3%

화제
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	37
Distinct (%)	11.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0677711

Minimum	0
Maximum	109.5
Zeros	270
Zeros (%)	81.3%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	11.675
Maximum	109.5
Range	109.5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	8.6095614
Coefficient of variation (CV)	4.1636917
Kurtosis	80.624865
Mean	2.0677711
Median Absolute Deviation (MAD)	0
Skewness	7.8212183
Sum	686.5
Variance	74.124547
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
0.0	270	81.3%
1.0	8	2.4%
3.0	6	1.8%
0.5	6	1.8%
1.5	4	1.2%
2.5	3	0.9%
7.5	3	0.9%
5.5	2	0.6%
7.0	2	0.6%
18.5	1	0.3%
Other values (27)	27	8.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	270	81.3%
0.5	6	1.8%
1.0	8	2.4%
1.5	4	1.2%
2.0	1	0.3%
2.5	3	0.9%
3.0	6	1.8%
3.5	1	0.3%
4.0	1	0.3%
4.5	1	0.3%

Value	Count	Frequency (%)
109.5	1	0.3%
54.5	1	0.3%
46.5	1	0.3%
36.5	1	0.3%
35.5	1	0.3%
30.5	1	0.3%
27.0	1	0.3%
24.5	1	0.3%
23.5	1	0.3%
22.5	1	0.3%

웅상정수장
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	35
Distinct (%)	10.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.1671687

Minimum	0
Maximum	104.5
Zeros	260
Zeros (%)	78.3%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	14.4
Maximum	104.5
Range	104.5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.9911152
Coefficient of variation (CV)	3.6873527
Kurtosis	84.377146
Mean	2.1671687
Median Absolute Deviation (MAD)	0
Skewness	7.7166683
Sum	719.5
Variance	63.857922
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
0.0	260	78.3%
0.5	16	4.8%
4.5	5	1.5%
1.0	4	1.2%
10.5	4	1.2%
6.0	4	1.2%
1.5	3	0.9%
2.0	3	0.9%
3.5	2	0.6%
2.5	2	0.6%
Other values (25)	29	8.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	260	78.3%
0.5	16	4.8%
1.0	4	1.2%
1.5	3	0.9%
2.0	3	0.9%
2.5	2	0.6%
3.5	2	0.6%
4.5	5	1.5%
5.0	2	0.6%
5.5	1	0.3%

Value	Count	Frequency (%)
104.5	1	0.3%
38.5	1	0.3%
33.5	2	0.6%
32.0	1	0.3%
25.5	1	0.3%
25.0	1	0.3%
23.5	1	0.3%
23.0	1	0.3%
22.5	1	0.3%
21.5	1	0.3%

Phik (φk)
Auto

Heatmap
Table

	웅상출장소	물금읍	동면	원동면	상북면	하북면	중앙동	삼성동	강서동	덕계동	이천	화제	웅상정수장
웅상출장소	1.000	0.849	0.858	0.958	0.844	0.851	0.838	0.841	0.888	0.977	0.747	0.820	0.977
물금읍	0.849	1.000	0.993	0.818	0.967	0.952	0.980	0.916	0.914	0.855	0.802	0.961	0.844
동면	0.858	0.993	1.000	0.820	0.970	0.954	0.989	0.935	0.923	0.851	0.799	0.966	0.871
원동면	0.958	0.818	0.820	1.000	0.795	0.826	0.836	0.867	0.851	0.944	0.836	0.884	0.948
상북면	0.844	0.967	0.970	0.795	1.000	0.963	0.962	0.871	0.899	0.823	0.831	0.957	0.854
하북면	0.851	0.952	0.954	0.826	0.963	1.000	0.952	0.829	0.837	0.833	0.782	0.948	0.810
중앙동	0.838	0.980	0.989	0.836	0.962	0.952	1.000	0.943	0.927	0.864	0.813	0.977	0.848
삼성동	0.841	0.916	0.935	0.867	0.871	0.829	0.943	1.000	0.973	0.861	0.931	0.948	0.842
강서동	0.888	0.914	0.923	0.851	0.899	0.837	0.927	0.973	1.000	0.894	0.953	0.865	0.877
덕계동	0.977	0.855	0.851	0.944	0.823	0.833	0.864	0.861	0.894	1.000	0.800	0.830	0.973
이천	0.747	0.802	0.799	0.836	0.831	0.782	0.813	0.931	0.953	0.800	1.000	0.817	0.753
화제	0.820	0.961	0.966	0.884	0.957	0.948	0.977	0.948	0.865	0.830	0.817	1.000	0.811
웅상정수장	0.977	0.844	0.871	0.948	0.854	0.810	0.848	0.842	0.877	0.973	0.753	0.811	1.000

Heatmap
Table

	웅상출장소	물금읍	동면	원동면	상북면	하북면	중앙동	삼성동	강서동	덕계동	이천	화제	웅상정수장
웅상출장소	1.000	0.826	0.857	0.786	0.894	0.828	0.841	0.871	0.848	0.887	0.770	0.818	0.888
물금읍	0.826	1.000	0.880	0.900	0.837	0.817	0.911	0.913	0.888	0.840	0.813	0.929	0.828
동면	0.857	0.880	1.000	0.891	0.849	0.827	0.927	0.893	0.851	0.845	0.841	0.894	0.855
원동면	0.786	0.900	0.891	1.000	0.847	0.797	0.901	0.877	0.868	0.814	0.876	0.916	0.789
상북면	0.894	0.837	0.849	0.847	1.000	0.836	0.850	0.908	0.876	0.889	0.843	0.857	0.863
하북면	0.828	0.817	0.827	0.797	0.836	1.000	0.825	0.856	0.833	0.834	0.827	0.822	0.851
중앙동	0.841	0.911	0.927	0.901	0.850	0.825	1.000	0.923	0.894	0.870	0.845	0.908	0.846
삼성동	0.871	0.913	0.893	0.877	0.908	0.856	0.923	1.000	0.946	0.888	0.824	0.907	0.872
강서동	0.848	0.888	0.851	0.868	0.876	0.833	0.894	0.946	1.000	0.860	0.844	0.913	0.858
덕계동	0.887	0.840	0.845	0.814	0.889	0.834	0.870	0.888	0.860	1.000	0.804	0.820	0.919
이천	0.770	0.813	0.841	0.876	0.843	0.827	0.845	0.824	0.844	0.804	1.000	0.844	0.801
화제	0.818	0.929	0.894	0.916	0.857	0.822	0.908	0.907	0.913	0.820	0.844	1.000	0.831
웅상정수장	0.888	0.828	0.855	0.789	0.863	0.851	0.846	0.872	0.858	0.919	0.801	0.831	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

	일자	웅상출장소	물금읍	동면	원동면	상북면	하북면	중앙동	삼성동	강서동	덕계동	이천	화제	웅상정수장
0	2017-01-01	0.0	0	0	0	0.0	0	0	0	0	0	0.0	0.0	0.0
1	2017-01-02	0.0	0	0	0	0.0	0	0	0	0	0	0.0	0.0	0.0
2	2017-01-03	0.0	0	0	0	0.0	0	0	0	0	0	0.0	0.0	0.0
3	2017-01-04	0.0	0	0	0	0.0	0	0	0	0	0	0.0	0.0	0.0
4	2017-01-05	7.0	0	0	0	1.0	2	0	0	0	6	0.0	0.0	6.0
5	2017-01-06	0.0	0	0	0	0.5	0	0	0	0	0	0.0	0.0	0.0
6	2017-01-07	0.0	0	0	0	0.0	0	0	0	0	0	0.5	0.0	0.0
7	2017-01-08	4.0	3	3	3	1.5	4	1	1	1	3	2.5	3.0	3.5
8	2017-01-09	0.0	0	0	0	0.0	0	0	0	0	0	0.0	0.0	0.0
9	2017-01-10	0.0	0	0	0	0.0	0	0	0	0	0	0.0	0.0	0.0

	일자	웅상출장소	물금읍	동면	원동면	상북면	하북면	중앙동	삼성동	강서동	덕계동	이천	화제	웅상정수장
322	2017-11-19	0.0	0	0	0	0.0	0	0	0	0	0	0.0	0.0	0.0
323	2017-11-20	0.0	0	0	0	0.0	0	0	0	0	0	0.0	0.0	0.0
324	2017-11-21	0.0	0	0	0	0.0	0	0	0	0	0	0.0	0.0	0.0
325	2017-11-22	0.0	0	0	0	0.0	0	0	0	0	0	0.0	0.0	0.0
326	2017-11-23	0.0	0	0	0	0.0	0	0	0	0	0	0.0	0.0	0.0
327	2017-11-24	0.0	0	0	0	0.0	0	0	0	0	0	0.0	0.0	0.0
328	2017-11-25	0.0	0	0	0	0.0	0	0	0	0	0	0.0	0.0	0.0
329	2017-11-26	0.0	0	0	0	0.0	0	0	0	0	0	0.0	0.0	0.0
330	2017-11-27	0.0	0	0	0	0.0	0	0	0	0	0	0.0	0.0	0.0
331	2017-11-28	0.0	0	0	0	0.0	0	0	0	0	0	0.0	0.0	0.0

Overview

Variables

Interactions

Correlations

Missing values

Sample