gimi9 Pandas Profiling

Dataset statistics

Number of variables	16
Number of observations	60
Missing cells	196
Missing cells (%)	20.4%
Duplicate rows	1
Duplicate rows (%)	1.7%
Total size in memory	8.4 KiB
Average record size in memory	144.2 B

Variable types

Categorical	2
Numeric	13
DateTime	1

Dataset

Description	경기도 포천시 자동기상현황관측시스템에서 제공하는 수위현황 입니다.
Author	경기도 포천시
URL	https://www.data.go.kr/data/15061912/fileData.do

Alerts

`데이터기준일자` has constant value ""	Constant
Dataset has 1 (1.7%) duplicate rows	Duplicates
`1월` is highly overall correlated with `2월` and 3 other fields	High correlation
`2월` is highly overall correlated with `1월` and 9 other fields	High correlation
`3월` is highly overall correlated with `1월` and 11 other fields	High correlation
`4월` is highly overall correlated with `2월` and 10 other fields	High correlation
`5월` is highly overall correlated with `1월` and 11 other fields	High correlation
`6월` is highly overall correlated with `3월` and 9 other fields	High correlation
`7월` is highly overall correlated with `2월` and 10 other fields	High correlation
`8월` is highly overall correlated with `2월` and 10 other fields	High correlation
`9월` is highly overall correlated with `2월` and 10 other fields	High correlation
`10월` is highly overall correlated with `2월` and 10 other fields	High correlation
`11월` is highly overall correlated with `3월` and 9 other fields	High correlation
`12월` is highly overall correlated with `2월` and 10 other fields	High correlation
`누계` is highly overall correlated with `1월` and 11 other fields	High correlation
`1월` has 14 (23.3%) missing values	Missing
`2월` has 14 (23.3%) missing values	Missing
`3월` has 14 (23.3%) missing values	Missing
`4월` has 14 (23.3%) missing values	Missing
`5월` has 14 (23.3%) missing values	Missing
`6월` has 14 (23.3%) missing values	Missing
`7월` has 14 (23.3%) missing values	Missing
`8월` has 14 (23.3%) missing values	Missing
`9월` has 14 (23.3%) missing values	Missing
`10월` has 14 (23.3%) missing values	Missing
`11월` has 14 (23.3%) missing values	Missing
`12월` has 14 (23.3%) missing values	Missing
`누계` has 14 (23.3%) missing values	Missing
`데이터기준일자` has 14 (23.3%) missing values	Missing
`1월` has 1 (1.7%) zeros	Zeros
`2월` has 1 (1.7%) zeros	Zeros
`3월` has 1 (1.7%) zeros	Zeros
`4월` has 1 (1.7%) zeros	Zeros
`5월` has 1 (1.7%) zeros	Zeros
`9월` has 1 (1.7%) zeros	Zeros
`10월` has 1 (1.7%) zeros	Zeros
`11월` has 2 (3.3%) zeros	Zeros
`12월` has 2 (3.3%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 17:41:41.386991
Analysis finished	2023-12-12 17:41:59.909203
Duration	18.52 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

연도
Categorical

Distinct	6
Distinct (%)	10.0%
Missing	0
Missing (%)	0.0%
Memory size	612.0 B

<NA>	14
2019	10
2015	9
2016	9
2017	9

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2015
2nd row	2015
3rd row	2015
4th row	2015
5th row	2015

Common Values

Value	Count	Frequency (%)
<NA>	14	23.3%
2019	10	16.7%
2015	9	15.0%
2016	9	15.0%
2017	9	15.0%
2018	9	15.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	14	23.3%
2019	10	16.7%
2015	9	15.0%
2016	9	15.0%
2017	9	15.0%
2018	9	15.0%

구분
Categorical

Distinct	11
Distinct (%)	18.3%
Missing	0
Missing (%)	0.0%
Memory size	612.0 B

<NA>	14
백의교	5
가산교	5
포천대교	5
낭유대교	5
Other values (6)	26

Length

Max length	6
Median length	5
Mean length	4.15
Min length	3

Unique

Unique	1 ?
Unique (%)	1.7%

Sample

1st row	백의교
2nd row	가산교
3rd row	포천대교
4th row	낭유대교
5th row	영중교

Common Values

Value	Count	Frequency (%)
<NA>	14	23.3%
백의교	5	8.3%
가산교	5	8.3%
포천대교	5	8.3%
낭유대교	5	8.3%
영중교	5	8.3%
고소성(한)	5	8.3%
관인(한)	5	8.3%
은현(한)	5	8.3%
영중(한)	5	8.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
na	14	23.3%
백의교	5	8.3%
가산교	5	8.3%
포천대교	5	8.3%
낭유대교	5	8.3%
영중교	5	8.3%
고소성(한	5	8.3%
관인(한	5	8.3%
은현(한	5	8.3%
영중(한	5	8.3%

1월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	41
Distinct (%)	89.1%
Missing	14
Missing (%)	23.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.9473913

Minimum	0
Maximum	3.9
Zeros	1
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	0
5-th percentile	0.16
Q1	0.5525
median	0.695
Q3	1.0025
95-th percentile	2.755
Maximum	3.9
Range	3.9
Interquartile range (IQR)	0.45

Descriptive statistics

Standard deviation	0.81217523
Coefficient of variation (CV)	0.85727537
Kurtosis	4.6771424
Mean	0.9473913
Median Absolute Deviation (MAD)	0.235
Skewness	2.1564647
Sum	43.58
Variance	0.6596286
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
0.66	3	5.0%
0.63	2	3.3%
1.01	2	3.3%
0.86	2	3.3%
0.65	1	1.7%
0.55	1	1.7%
3.9	1	1.7%
0.8	1	1.7%
0.0	1	1.7%
0.37	1	1.7%
Other values (31)	31	51.7%
(Missing)	14	23.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1	1.7%
0.09	1	1.7%
0.14	1	1.7%
0.22	1	1.7%
0.31	1	1.7%
0.33	1	1.7%
0.37	1	1.7%
0.4	1	1.7%
0.49	1	1.7%
0.52	1	1.7%

Value	Count	Frequency (%)
3.9	1	1.7%
3.32	1	1.7%
2.77	1	1.7%
2.71	1	1.7%
2.34	1	1.7%
1.58	1	1.7%
1.37	1	1.7%
1.22	1	1.7%
1.1	1	1.7%
1.03	1	1.7%

2월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	32
Distinct (%)	69.6%
Missing	14
Missing (%)	23.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.86891304

Minimum	0
Maximum	7.76
Zeros	1
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	0
5-th percentile	0.1025
Q1	0.52
median	0.64
Q3	0.94
95-th percentile	1.57
Maximum	7.76
Range	7.76
Interquartile range (IQR)	0.42

Descriptive statistics

Standard deviation	1.1105899
Coefficient of variation (CV)	1.278137
Kurtosis	34.509541
Mean	0.86891304
Median Absolute Deviation (MAD)	0.22
Skewness	5.541664
Sum	39.97
Variance	1.2334099
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
0.63	4	6.7%
0.52	2	3.3%
0.64	2	3.3%
0.68	2	3.3%
1.13	2	3.3%
0.37	2	3.3%
0.1	2	3.3%
1.09	2	3.3%
1.57	2	3.3%
0.58	2	3.3%
Other values (22)	24	40.0%
(Missing)	14	23.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1	1.7%
0.1	2	3.3%
0.11	1	1.7%
0.31	1	1.7%
0.37	2	3.3%
0.4	1	1.7%
0.41	1	1.7%
0.48	1	1.7%
0.51	1	1.7%
0.52	2	3.3%

Value	Count	Frequency (%)
7.76	1	1.7%
2.09	1	1.7%
1.57	2	3.3%
1.13	2	3.3%
1.09	2	3.3%
1.03	1	1.7%
1.0	1	1.7%
0.97	1	1.7%
0.95	1	1.7%
0.91	1	1.7%

3월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	35
Distinct (%)	76.1%
Missing	14
Missing (%)	23.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.90565217

Minimum	0
Maximum	6.82
Zeros	1
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	0
5-th percentile	0.09
Q1	0.4825
median	0.665
Q3	0.89
95-th percentile	2.825
Maximum	6.82
Range	6.82
Interquartile range (IQR)	0.4075

Descriptive statistics

Standard deviation	1.0914428
Coefficient of variation (CV)	1.2051457
Kurtosis	19.860627
Mean	0.90565217
Median Absolute Deviation (MAD)	0.225
Skewness	4.1018387
Sum	41.66
Variance	1.1912473
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
0.69	3	5.0%
0.52	2	3.3%
0.54	2	3.3%
0.4	2	3.3%
0.64	2	3.3%
1.23	2	3.3%
0.09	2	3.3%
0.62	2	3.3%
0.84	2	3.3%
0.89	2	3.3%
Other values (25)	25	41.7%
(Missing)	14	23.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1	1.7%
0.07	1	1.7%
0.09	2	3.3%
0.24	1	1.7%
0.27	1	1.7%
0.35	1	1.7%
0.37	1	1.7%
0.4	2	3.3%
0.41	1	1.7%
0.47	1	1.7%

Value	Count	Frequency (%)
6.82	1	1.7%
3.3	1	1.7%
3.24	1	1.7%
1.58	1	1.7%
1.23	2	3.3%
1.2	1	1.7%
1.08	1	1.7%
1.03	1	1.7%
0.98	1	1.7%
0.97	1	1.7%

4월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	36
Distinct (%)	78.3%
Missing	14
Missing (%)	23.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.75130435

Minimum	0
Maximum	3.22
Zeros	1
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	0
5-th percentile	0.07
Q1	0.505
median	0.695
Q3	0.99
95-th percentile	1.305
Maximum	3.22
Range	3.22
Interquartile range (IQR)	0.485

Descriptive statistics

Standard deviation	0.524407
Coefficient of variation (CV)	0.69799543
Kurtosis	10.000925
Mean	0.75130435
Median Absolute Deviation (MAD)	0.295
Skewness	2.2647904
Sum	34.56
Variance	0.27500271
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
0.53	2	3.3%
0.79	2	3.3%
0.99	2	3.3%
0.63	2	3.3%
0.67	2	3.3%
1.14	2	3.3%
0.06	2	3.3%
0.85	2	3.3%
0.81	2	3.3%
1.01	2	3.3%
Other values (26)	26	43.3%
(Missing)	14	23.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1	1.7%
0.06	2	3.3%
0.1	1	1.7%
0.18	1	1.7%
0.19	1	1.7%
0.23	1	1.7%
0.26	1	1.7%
0.29	1	1.7%
0.33	1	1.7%
0.39	1	1.7%

Value	Count	Frequency (%)
3.22	1	1.7%
1.59	1	1.7%
1.32	1	1.7%
1.26	1	1.7%
1.19	1	1.7%
1.17	1	1.7%
1.14	2	3.3%
1.06	1	1.7%
1.01	2	3.3%
0.99	2	3.3%

5월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	38
Distinct (%)	82.6%
Missing	14
Missing (%)	23.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.74934783

Minimum	0
Maximum	1.6
Zeros	1
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	0
5-th percentile	0.125
Q1	0.52
median	0.71
Q3	0.99
95-th percentile	1.4025
Maximum	1.6
Range	1.6
Interquartile range (IQR)	0.47

Descriptive statistics

Standard deviation	0.39968544
Coefficient of variation (CV)	0.53337773
Kurtosis	-0.50348053
Mean	0.74934783
Median Absolute Deviation (MAD)	0.245
Skewness	0.23946531
Sum	34.47
Variance	0.15974845
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
0.8	3	5.0%
1.27	2	3.3%
0.59	2	3.3%
0.72	2	3.3%
0.43	2	3.3%
0.52	2	3.3%
0.6	2	3.3%
1.55	1	1.7%
0.23	1	1.7%
0.58	1	1.7%
Other values (28)	28	46.7%
(Missing)	14	23.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1	1.7%
0.06	1	1.7%
0.11	1	1.7%
0.17	1	1.7%
0.23	1	1.7%
0.26	1	1.7%
0.27	1	1.7%
0.35	1	1.7%
0.43	2	3.3%
0.47	1	1.7%

Value	Count	Frequency (%)
1.6	1	1.7%
1.55	1	1.7%
1.42	1	1.7%
1.35	1	1.7%
1.32	1	1.7%
1.27	2	3.3%
1.26	1	1.7%
1.14	1	1.7%
1.13	1	1.7%
1.09	1	1.7%

6월
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	39
Distinct (%)	84.8%
Missing	14
Missing (%)	23.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.71413043

Minimum	0.05
Maximum	2.41
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	0.05
5-th percentile	0.13
Q1	0.49
median	0.635
Q3	0.94
95-th percentile	1.3725
Maximum	2.41
Range	2.36
Interquartile range (IQR)	0.45

Descriptive statistics

Standard deviation	0.43971999
Coefficient of variation (CV)	0.61574185
Kurtosis	3.7213676
Mean	0.71413043
Median Absolute Deviation (MAD)	0.225
Skewness	1.3776223
Sum	32.85
Variance	0.19335367
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
0.56	3	5.0%
0.61	2	3.3%
0.49	2	3.3%
1.17	2	3.3%
0.94	2	3.3%
0.64	2	3.3%
0.21	1	1.7%
0.74	1	1.7%
0.24	1	1.7%
1.43	1	1.7%
Other values (29)	29	48.3%
(Missing)	14	23.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.05	1	1.7%
0.09	1	1.7%
0.11	1	1.7%
0.19	1	1.7%
0.21	1	1.7%
0.24	1	1.7%
0.25	1	1.7%
0.26	1	1.7%
0.32	1	1.7%
0.37	1	1.7%

Value	Count	Frequency (%)
2.41	1	1.7%
1.59	1	1.7%
1.43	1	1.7%
1.2	1	1.7%
1.18	1	1.7%
1.17	2	3.3%
1.15	1	1.7%
1.11	1	1.7%
1.02	1	1.7%
1.01	1	1.7%

7월
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	38
Distinct (%)	82.6%
Missing	14
Missing (%)	23.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.95608696

Minimum	0.22
Maximum	2.18
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	0.22
5-th percentile	0.24
Q1	0.66
median	0.925
Q3	1.315
95-th percentile	1.6825
Maximum	2.18
Range	1.96
Interquartile range (IQR)	0.655

Descriptive statistics

Standard deviation	0.45478434
Coefficient of variation (CV)	0.47567257
Kurtosis	-0.16100967
Mean	0.95608696
Median Absolute Deviation (MAD)	0.285
Skewness	0.31887761
Sum	43.98
Variance	0.20682879
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
1.35	3	5.0%
0.64	2	3.3%
0.23	2	3.3%
1.47	2	3.3%
1.0	2	3.3%
0.7	2	3.3%
0.92	2	3.3%
0.8	1	1.7%
1.02	1	1.7%
0.76	1	1.7%
Other values (28)	28	46.7%
(Missing)	14	23.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.22	1	1.7%
0.23	2	3.3%
0.27	1	1.7%
0.32	1	1.7%
0.34	1	1.7%
0.35	1	1.7%
0.49	1	1.7%
0.51	1	1.7%
0.64	2	3.3%
0.65	1	1.7%

Value	Count	Frequency (%)
2.18	1	1.7%
1.71	1	1.7%
1.7	1	1.7%
1.63	1	1.7%
1.53	1	1.7%
1.47	2	3.3%
1.44	1	1.7%
1.35	3	5.0%
1.33	1	1.7%
1.27	1	1.7%

8월
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	37
Distinct (%)	80.4%
Missing	14
Missing (%)	23.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.94

Minimum	0.02
Maximum	2.11
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	0.02
5-th percentile	0.25
Q1	0.72
median	0.88
Q3	1.28
95-th percentile	1.6775
Maximum	2.11
Range	2.09
Interquartile range (IQR)	0.56

Descriptive statistics

Standard deviation	0.46367613
Coefficient of variation (CV)	0.49327248
Kurtosis	-0.2057808
Mean	0.94
Median Absolute Deviation (MAD)	0.315
Skewness	0.23815808
Sum	43.24
Variance	0.21499556
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
0.84	3	5.0%
0.76	3	5.0%
0.25	2	3.3%
1.04	2	3.3%
0.3	2	3.3%
1.28	2	3.3%
0.77	2	3.3%
1.0	1	1.7%
0.99	1	1.7%
1.68	1	1.7%
Other values (27)	27	45.0%
(Missing)	14	23.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.02	1	1.7%
0.19	1	1.7%
0.25	2	3.3%
0.3	2	3.3%
0.4	1	1.7%
0.45	1	1.7%
0.46	1	1.7%
0.53	1	1.7%
0.69	1	1.7%
0.71	1	1.7%

Value	Count	Frequency (%)
2.11	1	1.7%
1.71	1	1.7%
1.68	1	1.7%
1.67	1	1.7%
1.66	1	1.7%
1.51	1	1.7%
1.5	1	1.7%
1.39	1	1.7%
1.32	1	1.7%
1.31	1	1.7%

9월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	38
Distinct (%)	82.6%
Missing	14
Missing (%)	23.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.8173913

Minimum	0
Maximum	3.13
Zeros	1
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	0
5-th percentile	0.0625
Q1	0.525
median	0.74
Q3	1.1075
95-th percentile	1.6025
Maximum	3.13
Range	3.13
Interquartile range (IQR)	0.5825

Descriptive statistics

Standard deviation	0.54182996
Coefficient of variation (CV)	0.66287708
Kurtosis	6.218627
Mean	0.8173913
Median Absolute Deviation (MAD)	0.275
Skewness	1.6726349
Sum	37.6
Variance	0.29357971
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
1.22	3	5.0%
0.92	2	3.3%
0.56	2	3.3%
0.52	2	3.3%
0.99	2	3.3%
0.72	2	3.3%
1.23	2	3.3%
1.66	1	1.7%
0.75	1	1.7%
0.59	1	1.7%
Other values (28)	28	46.7%
(Missing)	14	23.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1	1.7%
0.01	1	1.7%
0.05	1	1.7%
0.1	1	1.7%
0.16	1	1.7%
0.19	1	1.7%
0.33	1	1.7%
0.39	1	1.7%
0.4	1	1.7%
0.41	1	1.7%

Value	Count	Frequency (%)
3.13	1	1.7%
1.67	1	1.7%
1.66	1	1.7%
1.43	1	1.7%
1.27	1	1.7%
1.23	2	3.3%
1.22	3	5.0%
1.21	1	1.7%
1.13	1	1.7%
1.04	1	1.7%

10월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	38
Distinct (%)	82.6%
Missing	14
Missing (%)	23.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.75934783

Minimum	0
Maximum	4.06
Zeros	1
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	0
5-th percentile	0.0725
Q1	0.415
median	0.68
Q3	0.9875
95-th percentile	1.455
Maximum	4.06
Range	4.06
Interquartile range (IQR)	0.5725

Descriptive statistics

Standard deviation	0.63398704
Coefficient of variation (CV)	0.83490993
Kurtosis	15.886826
Mean	0.75934783
Median Absolute Deviation (MAD)	0.285
Skewness	3.1943963
Sum	34.93
Variance	0.40193957
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
0.68	3	5.0%
0.74	3	5.0%
0.63	2	3.3%
0.16	2	3.3%
1.03	2	3.3%
0.7	2	3.3%
0.64	1	1.7%
1.05	1	1.7%
1.0	1	1.7%
0.38	1	1.7%
Other values (28)	28	46.7%
(Missing)	14	23.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1	1.7%
0.03	1	1.7%
0.06	1	1.7%
0.11	1	1.7%
0.13	1	1.7%
0.16	2	3.3%
0.25	1	1.7%
0.27	1	1.7%
0.38	1	1.7%
0.39	1	1.7%

Value	Count	Frequency (%)
4.06	1	1.7%
1.64	1	1.7%
1.49	1	1.7%
1.35	1	1.7%
1.22	1	1.7%
1.21	1	1.7%
1.2	1	1.7%
1.08	1	1.7%
1.05	1	1.7%
1.03	2	3.3%

11월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	36
Distinct (%)	78.3%
Missing	14
Missing (%)	23.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.76543478

Minimum	0
Maximum	4.36
Zeros	2
Zeros (%)	3.3%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	0
5-th percentile	0.055
Q1	0.4125
median	0.69
Q3	1.005
95-th percentile	1.2275
Maximum	4.36
Range	4.36
Interquartile range (IQR)	0.5925

Descriptive statistics

Standard deviation	0.6613478
Coefficient of variation (CV)	0.86401588
Kurtosis	19.295038
Mean	0.76543478
Median Absolute Deviation (MAD)	0.305
Skewness	3.6168526
Sum	35.21
Variance	0.43738092
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
0.69	3	5.0%
0.38	2	3.3%
0.0	2	3.3%
0.91	2	3.3%
0.73	2	3.3%
0.6	2	3.3%
0.67	2	3.3%
1.01	2	3.3%
0.14	2	3.3%
0.77	1	1.7%
Other values (26)	26	43.3%
(Missing)	14	23.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	2	3.3%
0.03	1	1.7%
0.13	1	1.7%
0.14	2	3.3%
0.2	1	1.7%
0.27	1	1.7%
0.28	1	1.7%
0.38	2	3.3%
0.4	1	1.7%
0.45	1	1.7%

Value	Count	Frequency (%)
4.36	1	1.7%
1.65	1	1.7%
1.23	1	1.7%
1.22	1	1.7%
1.21	1	1.7%
1.2	1	1.7%
1.19	1	1.7%
1.14	1	1.7%
1.07	1	1.7%
1.03	1	1.7%

12월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	35
Distinct (%)	76.1%
Missing	14
Missing (%)	23.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.68456522

Minimum	0
Maximum	1.62
Zeros	2
Zeros (%)	3.3%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	0
5-th percentile	0.1125
Q1	0.5125
median	0.68
Q3	0.945
95-th percentile	1.1675
Maximum	1.62
Range	1.62
Interquartile range (IQR)	0.4325

Descriptive statistics

Standard deviation	0.35551969
Coefficient of variation (CV)	0.51933648
Kurtosis	-0.057285174
Mean	0.68456522
Median Absolute Deviation (MAD)	0.25
Skewness	0.028845873
Sum	31.49
Variance	0.12639425
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
0.69	3	5.0%
0.93	2	3.3%
0.17	2	3.3%
0.68	2	3.3%
0.65	2	3.3%
0.37	2	3.3%
0.52	2	3.3%
1.05	2	3.3%
0.0	2	3.3%
0.72	2	3.3%
Other values (25)	25	41.7%
(Missing)	14	23.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	2	3.3%
0.11	1	1.7%
0.12	1	1.7%
0.17	2	3.3%
0.22	1	1.7%
0.29	1	1.7%
0.37	2	3.3%
0.44	1	1.7%
0.51	1	1.7%
0.52	2	3.3%

Value	Count	Frequency (%)
1.62	1	1.7%
1.22	1	1.7%
1.17	1	1.7%
1.16	1	1.7%
1.13	1	1.7%
1.06	1	1.7%
1.05	2	3.3%
1.03	1	1.7%
1.0	1	1.7%
0.99	1	1.7%

누계
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	40
Distinct (%)	87.0%
Missing	14
Missing (%)	23.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.83521739

Minimum	0.11
Maximum	1.94
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	0.11
5-th percentile	0.3175
Q1	0.6425
median	0.73
Q3	1.08
95-th percentile	1.3825
Maximum	1.94
Range	1.83
Interquartile range (IQR)	0.4375

Descriptive statistics

Standard deviation	0.37094318
Coefficient of variation (CV)	0.4441277
Kurtosis	0.5397809
Mean	0.83521739
Median Absolute Deviation (MAD)	0.26
Skewness	0.52807986
Sum	38.42
Variance	0.13759884
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
0.73	3	5.0%
0.67	2	3.3%
0.68	2	3.3%
0.71	2	3.3%
1.04	2	3.3%
0.46	1	1.7%
0.52	1	1.7%
1.94	1	1.7%
1.36	1	1.7%
0.64	1	1.7%
Other values (30)	30	50.0%
(Missing)	14	23.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.11	1	1.7%
0.16	1	1.7%
0.3	1	1.7%
0.37	1	1.7%
0.41	1	1.7%
0.44	1	1.7%
0.46	1	1.7%
0.48	1	1.7%
0.51	1	1.7%
0.52	1	1.7%

Value	Count	Frequency (%)
1.94	1	1.7%
1.52	1	1.7%
1.39	1	1.7%
1.36	1	1.7%
1.29	1	1.7%
1.27	1	1.7%
1.24	1	1.7%
1.22	1	1.7%
1.2	1	1.7%
1.19	1	1.7%

데이터기준일자
Date

CONSTANT MISSING

Distinct	1
Distinct (%)	2.2%
Missing	14
Missing (%)	23.3%
Memory size	612.0 B

Minimum	2020-06-30 00:00:00
Maximum	2020-06-30 00:00:00

Histogram

Histogram with fixed size bins (bins=1)

Heatmap
Table

	연도	구분	1월	2월	3월	4월	5월	6월	7월	8월	9월	10월	11월	12월	누계
연도	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
구분	0.000	1.000	0.504	0.621	0.600	0.694	0.791	0.717	0.696	0.733	0.671	0.702	0.851	0.723	0.565
1월	0.000	0.504	1.000	0.922	0.870	0.754	0.678	0.711	0.781	0.681	0.606	0.605	0.536	0.821	0.918
2월	0.000	0.621	0.922	1.000	0.804	0.726	0.770	0.887	0.610	0.783	0.713	0.662	0.545	0.707	0.869
3월	0.000	0.600	0.870	0.804	1.000	0.729	0.864	0.748	0.559	0.801	0.680	0.522	0.668	0.658	0.912
4월	0.000	0.694	0.754	0.726	0.729	1.000	0.794	0.761	0.791	0.824	0.801	0.774	0.575	0.689	0.785
5월	0.000	0.791	0.678	0.770	0.864	0.794	1.000	0.801	0.751	0.728	0.619	0.637	0.775	0.645	0.756
6월	0.000	0.717	0.711	0.887	0.748	0.761	0.801	1.000	0.603	0.518	0.756	0.825	0.819	0.792	0.771
7월	0.000	0.696	0.781	0.610	0.559	0.791	0.751	0.603	1.000	0.815	0.710	0.802	0.749	0.846	0.805
8월	0.000	0.733	0.681	0.783	0.801	0.824	0.728	0.518	0.815	1.000	0.846	0.699	0.859	0.627	0.766
9월	0.000	0.671	0.606	0.713	0.680	0.801	0.619	0.756	0.710	0.846	1.000	0.724	0.735	0.707	0.687
10월	0.000	0.702	0.605	0.662	0.522	0.774	0.637	0.825	0.802	0.699	0.724	1.000	1.000	0.962	0.730
11월	0.000	0.851	0.536	0.545	0.668	0.575	0.775	0.819	0.749	0.859	0.735	1.000	1.000	0.900	0.683
12월	0.000	0.723	0.821	0.707	0.658	0.689	0.645	0.792	0.846	0.627	0.707	0.962	0.900	1.000	0.884
누계	0.000	0.565	0.918	0.869	0.912	0.785	0.756	0.771	0.805	0.766	0.687	0.730	0.683	0.884	1.000

Heatmap
Table

	연도	구분
연도	1.000	0.000
구분	0.000	1.000

Heatmap
Table

	1월	2월	3월	4월	5월	6월	7월	8월	9월	10월	11월	12월	누계	연도	구분
1월	1.000	0.677	0.602	0.393	0.612	0.438	0.487	0.424	0.316	0.375	0.335	0.381	0.600	0.000	0.232
2월	0.677	1.000	0.871	0.689	0.690	0.498	0.514	0.704	0.674	0.507	0.483	0.531	0.775	0.000	0.387
3월	0.602	0.871	1.000	0.812	0.823	0.645	0.609	0.764	0.748	0.592	0.556	0.610	0.863	0.000	0.265
4월	0.393	0.689	0.812	1.000	0.805	0.766	0.672	0.872	0.841	0.672	0.640	0.687	0.735	0.000	0.430
5월	0.612	0.690	0.823	0.805	1.000	0.777	0.678	0.676	0.673	0.672	0.622	0.652	0.776	0.000	0.357
6월	0.438	0.498	0.645	0.766	0.777	1.000	0.687	0.653	0.663	0.682	0.665	0.685	0.577	0.000	0.431
7월	0.487	0.514	0.609	0.672	0.678	0.687	1.000	0.733	0.639	0.821	0.792	0.721	0.754	0.000	0.374
8월	0.424	0.704	0.764	0.872	0.676	0.653	0.733	1.000	0.898	0.657	0.613	0.698	0.777	0.000	0.298
9월	0.316	0.674	0.748	0.841	0.673	0.663	0.639	0.898	1.000	0.769	0.729	0.740	0.766	0.000	0.400
10월	0.375	0.507	0.592	0.672	0.672	0.682	0.821	0.657	0.769	1.000	0.971	0.859	0.729	0.000	0.438
11월	0.335	0.483	0.556	0.640	0.622	0.665	0.792	0.613	0.729	0.971	1.000	0.870	0.701	0.000	0.480
12월	0.381	0.531	0.610	0.687	0.652	0.685	0.721	0.698	0.740	0.859	0.870	1.000	0.599	0.000	0.425
누계	0.600	0.775	0.863	0.735	0.776	0.577	0.754	0.777	0.766	0.729	0.701	0.599	1.000	0.000	0.287
연도	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	1.000	0.000
구분	0.232	0.387	0.265	0.430	0.357	0.431	0.374	0.298	0.400	0.438	0.480	0.425	0.287	0.000	1.000

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.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	연도	구분	1월	2월	3월	4월	5월	6월	7월	8월	9월	10월	11월	12월	누계	데이터기준일자
0	2015	백의교	1.01	1.0	0.98	1.06	0.96	0.94	1.2	1.16	0.93	0.94	1.03	1.03	1.02	2020-06-30
1	2015	가산교	0.52	0.48	0.4	0.29	0.26	0.25	1.44	0.53	0.52	4.06	4.36	0.52	1.14	2020-06-30
2	2015	포천대교	0.14	0.11	0.07	0.1	0.06	0.05	0.22	0.19	0.05	0.06	0.14	0.17	0.11	2020-06-30
3	2015	낭유대교	0.86	0.84	0.84	1.01	1.14	1.11	1.27	1.3	1.22	1.2	1.21	1.06	1.09	2020-06-30
4	2015	영중교	0.63	0.63	0.72	0.7	0.52	0.76	0.87	0.78	0.56	0.54	0.69	0.68	0.67	2020-06-30
5	2015	고소성(한)	0.59	0.58	0.77	0.81	0.66	0.64	0.92	0.77	0.56	0.56	0.64	0.65	0.68	2020-06-30
6	2015	관인(한)	0.49	0.4	0.41	0.33	0.17	0.21	0.74	0.84	0.33	0.16	0.27	0.95	0.44	2020-06-30
7	2015	은현(한)	0.64	0.63	0.62	0.66	0.62	0.61	0.8	0.84	0.73	0.74	0.79	0.79	0.71	2020-06-30
8	2015	영중(한)	1.37	1.57	0.35	0.19	0.11	0.09	0.35	0.3	0.1	0.11	0.2	0.22	0.41	2020-06-30
9	2016	백의교	0.97	0.97	1.03	1.01	1.13	0.94	1.33	1.04	0.99	1.03	0.99	1.05	1.04	2020-06-30

	연도	구분	1월	2월	3월	4월	5월	6월	7월	8월	9월	10월	11월	12월	누계	데이터기준일자
50	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
51	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
52	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
53	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
54	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
55	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
56	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
57	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
58	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
59	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>

Most frequently occurring

	연도	구분	1월	2월	3월	4월	5월	6월	7월	8월	9월	10월	11월	12월	누계	데이터기준일자	# duplicates
0	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	14

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring