Overview

Dataset statistics

Number of variables37
Number of observations493
Missing cells1145
Missing cells (%)6.3%
Duplicate rows3
Duplicate rows (%)0.6%
Total size in memory158.5 KiB
Average record size in memory329.3 B

Variable types

Categorical2
DateTime1
Text1
Numeric31
Unsupported2

Dataset

Description(전국 31개 연안 항만 50개 정점의 연2회(2,8월) 측정한 자료, 정제한 자료는 meis.go.kr에서 갱신되며 해수일반(수온,염분등 15개), 미량금속(8개), 해양생물, 해저퇴적물 등 자료 정보(API)
Author해양환경공단
URLhttps://www.data.go.kr/data/15067420/fileData.do

Alerts

Dataset has 3 (0.6%) duplicate rowsDuplicates
해역 is highly imbalanced (55.5%)Imbalance
연안명칭 has 159 (32.3%) missing valuesMissing
유분(㎎/L)표층 has 493 (100.0%) missing valuesMissing
대장균군(MPN/100ml)표층 has 493 (100.0%) missing valuesMissing
유분(㎎/L)표층 is an unsupported type, check if it needs cleaning or further analysisUnsupported
대장균군(MPN/100ml)표층 is an unsupported type, check if it needs cleaning or further analysisUnsupported
수온(℃)표층 has 40 (8.1%) zerosZeros
수온(℃)저층 has 40 (8.1%) zerosZeros
염분 표층 has 40 (8.1%) zerosZeros
염분저층 has 40 (8.1%) zerosZeros
pH 표층 has 40 (8.1%) zerosZeros
pH저층 has 40 (8.1%) zerosZeros
DO(㎎/L)표층 has 40 (8.1%) zerosZeros
DO(㎎/L)저층 has 40 (8.1%) zerosZeros
COD(㎎/L)표층 has 40 (8.1%) zerosZeros
COD(㎎/L)저층 has 40 (8.1%) zerosZeros
NH4-N(㎎/L)표층 has 40 (8.1%) zerosZeros
NH4-N(㎎/L)저층 has 40 (8.1%) zerosZeros
NO2-N(㎎/L)표층 has 40 (8.1%) zerosZeros
NO2-N(㎎/L)저층 has 40 (8.1%) zerosZeros
NO3-N(㎎/L)표층 has 40 (8.1%) zerosZeros
NO3-N(㎎/L)저층 has 40 (8.1%) zerosZeros
DIN(㎎/L)표층 has 40 (8.1%) zerosZeros
DIN(㎎/L)저층 has 40 (8.1%) zerosZeros
T-N( mg/L )표층 has 40 (8.1%) zerosZeros
T-N( mg/L )저층 has 40 (8.1%) zerosZeros
DIP( mg/L )표층 has 40 (8.1%) zerosZeros
DIP( mg/L )저층 has 40 (8.1%) zerosZeros
T-P( mg/L )표층 has 40 (8.1%) zerosZeros
T-P( mg/L )저층 has 40 (8.1%) zerosZeros
SiO2-Si( mg/L )표층 has 40 (8.1%) zerosZeros
SiO2-Si( mg/L )저층 has 40 (8.1%) zerosZeros
SS( mg/L )표층 has 40 (8.1%) zerosZeros
SS( mg/L )저층 has 40 (8.1%) zerosZeros
Chl-a(㎍/L)표층 has 40 (8.1%) zerosZeros
Chl-a(㎍/L)저층 has 40 (8.1%) zerosZeros
투명도(m)표층 has 40 (8.1%) zerosZeros

Reproduction

Analysis started2023-12-12 08:27:45.548925
Analysis finished2023-12-12 08:27:45.973389
Duration0.42 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

해역
Categorical

IMBALANCE 

Distinct16
Distinct (%)3.2%
Missing0
Missing (%)0.0%
Memory size4.0 KiB
<NA>
254 
남 해
146 
동 해
64 
서 해
 
17
서해
 
1
Other values (11)
 
11

Length

Max length14
Median length4
Mean length3.6774848
Min length2

Unique

Unique12 ?
Unique (%)2.4%

Sample

1st row동 해
2nd row동 해
3rd row동 해
4th row동 해
5th row동 해

Common Values

ValueCountFrequency (%)
<NA> 254
51.5%
남 해 146
29.6%
동 해 64
 
13.0%
서 해 17
 
3.4%
서해 1
 
0.2%
울산특별관리(남해) 1
 
0.2%
부산특별관리(남해) 1
 
0.2%
마산만특별관리(남해) 1
 
0.2%
광양만특별관리(남해) 1
 
0.2%
가막만환경보전(남해) 1
 
0.2%
Other values (6) 6
 
1.2%

Length

2023-12-12T17:27:46.072883image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
na 254
35.2%
해 227
31.5%
남 146
20.2%
동 64
 
8.9%
서 17
 
2.4%
득량만환경보전(남해 1
 
0.1%
항만측정만(남해 1
 
0.1%
항만측정망(동해 1
 
0.1%
관리(서해 1
 
0.1%
시화호인천특별 1
 
0.1%
Other values (8) 8
 
1.1%

년월일
Date

Distinct62
Distinct (%)12.6%
Missing0
Missing (%)0.0%
Memory size4.0 KiB
Minimum2013-01-01 00:00:00
Maximum2013-10-02 00:00:00
2023-12-12T17:27:46.232947image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T17:27:46.386979image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)

연안명칭
Text

MISSING 

Distinct66
Distinct (%)19.8%
Missing159
Missing (%)32.3%
Memory size4.0 KiB
2023-12-12T17:27:46.653874image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length6
Median length4
Mean length4.3173653
Min length2

Characters and Unicode

Total characters1442
Distinct characters85
Distinct categories3 ?
Distinct scripts2 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique15 ?
Unique (%)4.5%

Sample

1st row거진연안
2nd row거진연안
3rd row속초연안
4th row속초연안
5th row속초연안
ValueCountFrequency (%)
만 69
 
14.6%
인천연안 35
 
7.4%
울산연안 25
 
5.3%
부산연안 19
 
4.0%
광 14
 
3.0%
양 14
 
3.0%
영 13
 
2.8%
일 13
 
2.8%
진 12
 
2.5%
서해남부 12
 
2.5%
Other values (66) 246
52.1%
2023-12-12T17:27:47.134017image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
안 230
16.0%
연 207
14.4%
138
 
9.6%
만 72
 
5.0%
산 68
 
4.7%
해 49
 
3.4%
부 47
 
3.3%
천 44
 
3.1%
남 36
 
2.5%
인 35
 
2.4%
Other values (75) 516
35.8%

Most occurring categories

ValueCountFrequency (%)
Other Letter 1301
90.2%
Space Separator 138
 
9.6%
Other Punctuation 3
 
0.2%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
안 230
17.7%
연 207
15.9%
만 72
 
5.5%
산 68
 
5.2%
해 49
 
3.8%
부 47
 
3.6%
천 44
 
3.4%
남 36
 
2.8%
인 35
 
2.7%
서 29
 
2.2%
Other values (73) 484
37.2%
Space Separator
ValueCountFrequency (%)
138
100.0%
Other Punctuation
ValueCountFrequency (%)
. 3
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 1301
90.2%
Common 141
 
9.8%

Most frequent character per script

Hangul
ValueCountFrequency (%)
안 230
17.7%
연 207
15.9%
만 72
 
5.5%
산 68
 
5.2%
해 49
 
3.8%
부 47
 
3.6%
천 44
 
3.4%
남 36
 
2.8%
인 35
 
2.7%
서 29
 
2.2%
Other values (73) 484
37.2%
Common
ValueCountFrequency (%)
138
97.9%
. 3
 
2.1%

Most occurring blocks

ValueCountFrequency (%)
Hangul 1301
90.2%
ASCII 141
 
9.8%

Most frequent character per block

Hangul
ValueCountFrequency (%)
안 230
17.7%
연 207
15.9%
만 72
 
5.5%
산 68
 
5.2%
해 49
 
3.8%
부 47
 
3.6%
천 44
 
3.4%
남 36
 
2.8%
인 35
 
2.7%
서 29
 
2.2%
Other values (73) 484
37.2%
ASCII
ValueCountFrequency (%)
138
97.9%
. 3
 
2.1%

St.No
Categorical

Distinct31
Distinct (%)6.3%
Missing0
Missing (%)0.0%
Memory size4.0 KiB
1
79 
2
79 
3
63 
4
53 
5
35 
Other values (26)
184 

Length

Max length2
Median length1
Mean length1.2210953
Min length1

Unique

Unique6 ?
Unique (%)1.2%

Sample

1st row1
2nd row2
3rd row1
4th row2
5th row3

Common Values

ValueCountFrequency (%)
1 79
16.0%
2 79
16.0%
3 63
12.8%
4 53
10.8%
5 35
7.1%
H1 28
 
5.7%
6 24
 
4.9%
7 20
 
4.1%
8 17
 
3.4%
9 14
 
2.8%
Other values (21) 81
16.4%

Length

2023-12-12T17:27:47.296245image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
1 79
16.0%
2 79
16.0%
3 63
12.8%
4 53
10.8%
5 35
7.1%
h1 28
 
5.7%
6 24
 
4.9%
7 20
 
4.1%
8 17
 
3.4%
9 14
 
2.8%
Other values (21) 81
16.4%

수온(℃)표층
Real number (ℝ)

ZEROS 

Distinct251
Distinct (%)50.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean14.9943
Minimum0
Maximum21.53
Zeros40
Zeros (%)8.1%
Negative0
Negative (%)0.0%
Memory size4.5 KiB
2023-12-12T17:27:47.459370image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q114.7
median16.33
Q317.26
95-th percentile18.498
Maximum21.53
Range21.53
Interquartile range (IQR)2.56

Descriptive statistics

Standard deviation4.6988527
Coefficient of variation (CV)0.31337593
Kurtosis5.6067828
Mean14.9943
Median Absolute Deviation (MAD)1.08
Skewness-2.5451167
Sum7392.19
Variance22.079217
MonotonicityNot monotonic
2023-12-12T17:27:47.641017image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.0 40
 
8.1%
17.31 6
 
1.2%
17.15 5
 
1.0%
15.25 5
 
1.0%
17.61 5
 
1.0%
16.41 5
 
1.0%
16.49 4
 
0.8%
16.85 4
 
0.8%
17.23 4
 
0.8%
17.43 4
 
0.8%
Other values (241) 411
83.4%
ValueCountFrequency (%)
0.0 40
8.1%
12.2 1
 
0.2%
12.6 1
 
0.2%
12.81 3
 
0.6%
12.97 1
 
0.2%
12.99 1
 
0.2%
13.09 1
 
0.2%
13.14 1
 
0.2%
13.38 1
 
0.2%
13.5 1
 
0.2%
ValueCountFrequency (%)
21.53 1
0.2%
21.37 1
0.2%
20.7 1
0.2%
20.58 1
0.2%
20.48 1
0.2%
20.36 1
0.2%
20.31 1
0.2%
20.21 1
0.2%
19.93 1
0.2%
19.88 1
0.2%

수온(℃)저층
Real number (ℝ)

ZEROS 

Distinct275
Distinct (%)55.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean13.529249
Minimum0
Maximum21.45
Zeros40
Zeros (%)8.1%
Negative0
Negative (%)0.0%
Memory size4.5 KiB
2023-12-12T17:27:47.811715image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q113.39
median14.75
Q315.88
95-th percentile17.75
Maximum21.45
Range21.45
Interquartile range (IQR)2.49

Descriptive statistics

Standard deviation4.5169153
Coefficient of variation (CV)0.33386296
Kurtosis3.9127194
Mean13.529249
Median Absolute Deviation (MAD)1.19
Skewness-2.0922677
Sum6669.92
Variance20.402524
MonotonicityNot monotonic
2023-12-12T17:27:47.969477image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.0 40
 
8.1%
13.58 6
 
1.2%
13.84 5
 
1.0%
15.2 5
 
1.0%
16.05 5
 
1.0%
14.75 5
 
1.0%
14.8 5
 
1.0%
15.34 5
 
1.0%
15.15 5
 
1.0%
13.38 5
 
1.0%
Other values (265) 407
82.6%
ValueCountFrequency (%)
0.0 40
8.1%
4.31 1
 
0.2%
5.91 1
 
0.2%
6.14 1
 
0.2%
6.6 1
 
0.2%
6.71 1
 
0.2%
7.67 1
 
0.2%
8.52 1
 
0.2%
8.55 1
 
0.2%
8.7 1
 
0.2%
ValueCountFrequency (%)
21.45 1
0.2%
21.3 1
0.2%
20.75 1
0.2%
20.59 1
0.2%
19.92 1
0.2%
19.52 1
0.2%
19.44 2
0.4%
19.41 2
0.4%
19.16 1
0.2%
19.09 1
0.2%

염분 표층
Real number (ℝ)

ZEROS 

Distinct238
Distinct (%)48.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean29.207606
Minimum0
Maximum34.08
Zeros40
Zeros (%)8.1%
Negative0
Negative (%)0.0%
Memory size4.5 KiB
2023-12-12T17:27:48.125724image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q129.76
median32.41
Q333.22
95-th percentile33.804
Maximum34.08
Range34.08
Interquartile range (IQR)3.46

Descriptive statistics

Standard deviation8.9328953
Coefficient of variation (CV)0.3058414
Kurtosis6.4244419
Mean29.207606
Median Absolute Deviation (MAD)1.15
Skewness-2.8121223
Sum14399.35
Variance79.796619
MonotonicityNot monotonic
2023-12-12T17:27:48.282230image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.0 40
 
8.1%
32.2 6
 
1.2%
32.41 6
 
1.2%
33.03 5
 
1.0%
33.67 5
 
1.0%
33.57 5
 
1.0%
33.83 5
 
1.0%
32.99 4
 
0.8%
33.07 4
 
0.8%
32.65 4
 
0.8%
Other values (228) 409
83.0%
ValueCountFrequency (%)
0.0 40
8.1%
15.8 1
 
0.2%
21.01 1
 
0.2%
23.44 2
 
0.4%
24.55 1
 
0.2%
25.29 2
 
0.4%
25.51 1
 
0.2%
25.62 1
 
0.2%
25.89 1
 
0.2%
26.48 2
 
0.4%
ValueCountFrequency (%)
34.08 1
 
0.2%
33.97 2
 
0.4%
33.92 1
 
0.2%
33.89 2
 
0.4%
33.88 3
0.6%
33.87 1
 
0.2%
33.86 2
 
0.4%
33.85 2
 
0.4%
33.84 1
 
0.2%
33.83 5
1.0%

염분저층
Real number (ℝ)

ZEROS 

Distinct212
Distinct (%)43.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean29.683022
Minimum0
Maximum34.2
Zeros40
Zeros (%)8.1%
Negative0
Negative (%)0.0%
Memory size4.5 KiB
2023-12-12T17:27:48.432987image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q130.5
median32.8
Q333.72
95-th percentile34.07
Maximum34.2
Range34.2
Interquartile range (IQR)3.22

Descriptive statistics

Standard deviation9.0290552
Coefficient of variation (CV)0.30418247
Kurtosis6.6247662
Mean29.683022
Median Absolute Deviation (MAD)1.09
Skewness-2.8598015
Sum14633.73
Variance81.523837
MonotonicityNot monotonic
2023-12-12T17:27:48.622501image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.0 40
 
8.1%
31.16 8
 
1.6%
33.71 7
 
1.4%
33.88 7
 
1.4%
33.96 7
 
1.4%
33.43 6
 
1.2%
33.79 6
 
1.2%
32.69 6
 
1.2%
33.45 6
 
1.2%
33.9 6
 
1.2%
Other values (202) 394
79.9%
ValueCountFrequency (%)
0.0 40
8.1%
17.09 1
 
0.2%
22.09 1
 
0.2%
25.58 2
 
0.4%
25.86 2
 
0.4%
27.28 2
 
0.4%
28.08 1
 
0.2%
28.13 2
 
0.4%
28.25 1
 
0.2%
28.39 1
 
0.2%
ValueCountFrequency (%)
34.2 2
0.4%
34.19 1
 
0.2%
34.18 4
0.8%
34.16 1
 
0.2%
34.15 1
 
0.2%
34.14 1
 
0.2%
34.13 2
0.4%
34.12 2
0.4%
34.11 2
0.4%
34.1 4
0.8%

pH 표층
Real number (ℝ)

ZEROS 

Distinct43
Distinct (%)8.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean7.5013185
Minimum0
Maximum8.48
Zeros40
Zeros (%)8.1%
Negative0
Negative (%)0.0%
Memory size4.5 KiB
2023-12-12T17:27:48.792736image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q18.09
median8.16
Q38.2
95-th percentile8.28
Maximum8.48
Range8.48
Interquartile range (IQR)0.11

Descriptive statistics

Standard deviation2.2327024
Coefficient of variation (CV)0.29764132
Kurtosis7.4756804
Mean7.5013185
Median Absolute Deviation (MAD)0.05
Skewness-3.0706363
Sum3698.15
Variance4.9849598
MonotonicityNot monotonic
2023-12-12T17:27:48.957913image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=43)
ValueCountFrequency (%)
8.19 49
 
9.9%
8.2 40
 
8.1%
0.0 40
 
8.1%
8.16 26
 
5.3%
8.15 25
 
5.1%
8.13 21
 
4.3%
8.21 20
 
4.1%
8.18 19
 
3.9%
8.14 18
 
3.7%
8.17 18
 
3.7%
Other values (33) 217
44.0%
ValueCountFrequency (%)
0.0 40
8.1%
7.65 1
 
0.2%
7.77 1
 
0.2%
7.94 1
 
0.2%
7.96 1
 
0.2%
7.98 2
 
0.4%
7.99 4
 
0.8%
8.0 7
 
1.4%
8.01 4
 
0.8%
8.02 2
 
0.4%
ValueCountFrequency (%)
8.48 1
 
0.2%
8.44 1
 
0.2%
8.34 5
1.0%
8.32 2
 
0.4%
8.31 4
 
0.8%
8.3 3
 
0.6%
8.29 6
1.2%
8.28 8
1.6%
8.27 8
1.6%
8.26 11
2.2%

pH저층
Real number (ℝ)

ZEROS 

Distinct34
Distinct (%)6.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean7.4519878
Minimum0
Maximum8.28
Zeros40
Zeros (%)8.1%
Negative0
Negative (%)0.0%
Memory size4.5 KiB
2023-12-12T17:27:49.121445image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q18.06
median8.11
Q38.14
95-th percentile8.19
Maximum8.28
Range8.28
Interquartile range (IQR)0.08

Descriptive statistics

Standard deviation2.2173331
Coefficient of variation (CV)0.29754921
Kurtosis7.4883675
Mean7.4519878
Median Absolute Deviation (MAD)0.04
Skewness-3.07402
Sum3673.83
Variance4.916566
MonotonicityNot monotonic
2023-12-12T17:27:49.255276image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=34)
ValueCountFrequency (%)
8.14 52
 
10.5%
0.0 40
 
8.1%
8.13 38
 
7.7%
8.12 34
 
6.9%
8.1 31
 
6.3%
8.11 30
 
6.1%
8.15 29
 
5.9%
8.16 25
 
5.1%
8.09 23
 
4.7%
8.04 21
 
4.3%
Other values (24) 170
34.5%
ValueCountFrequency (%)
0.0 40
8.1%
7.77 1
 
0.2%
7.86 1
 
0.2%
7.94 1
 
0.2%
7.97 1
 
0.2%
7.98 4
 
0.8%
7.99 2
 
0.4%
8.0 8
 
1.6%
8.01 10
 
2.0%
8.02 9
 
1.8%
ValueCountFrequency (%)
8.28 1
 
0.2%
8.26 1
 
0.2%
8.25 1
 
0.2%
8.23 3
 
0.6%
8.22 5
 
1.0%
8.21 1
 
0.2%
8.2 12
2.4%
8.19 7
1.4%
8.18 13
2.6%
8.17 17
3.4%

DO(㎎/L)표층
Real number (ℝ)

ZEROS 

Distinct189
Distinct (%)38.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean8.0436714
Minimum0
Maximum11.81
Zeros40
Zeros (%)8.1%
Negative0
Negative (%)0.0%
Memory size4.5 KiB
2023-12-12T17:27:49.392206image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q18.13
median8.64
Q39.11
95-th percentile9.97
Maximum11.81
Range11.81
Interquartile range (IQR)0.98

Descriptive statistics

Standard deviation2.4888554
Coefficient of variation (CV)0.30941784
Kurtosis6.0561513
Mean8.0436714
Median Absolute Deviation (MAD)0.47
Skewness-2.6506453
Sum3965.53
Variance6.1944013
MonotonicityNot monotonic
2023-12-12T17:27:49.553456image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.0 40
 
8.1%
8.64 9
 
1.8%
8.69 9
 
1.8%
9.44 7
 
1.4%
8.28 7
 
1.4%
8.83 6
 
1.2%
8.5 6
 
1.2%
8.61 6
 
1.2%
9.14 5
 
1.0%
8.7 5
 
1.0%
Other values (179) 393
79.7%
ValueCountFrequency (%)
0.0 40
8.1%
7.07 1
 
0.2%
7.1 1
 
0.2%
7.26 1
 
0.2%
7.32 2
 
0.4%
7.38 2
 
0.4%
7.47 1
 
0.2%
7.53 1
 
0.2%
7.54 1
 
0.2%
7.55 1
 
0.2%
ValueCountFrequency (%)
11.81 1
0.2%
11.61 1
0.2%
11.49 2
0.4%
10.99 1
0.2%
10.98 2
0.4%
10.79 2
0.4%
10.57 1
0.2%
10.48 1
0.2%
10.46 1
0.2%
10.39 1
0.2%

DO(㎎/L)저층
Real number (ℝ)

ZEROS 

Distinct200
Distinct (%)40.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean7.37643
Minimum0
Maximum10.77
Zeros40
Zeros (%)8.1%
Negative0
Negative (%)0.0%
Memory size4.5 KiB
2023-12-12T17:27:49.726817image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q17.37
median7.87
Q38.5
95-th percentile9.25
Maximum10.77
Range10.77
Interquartile range (IQR)1.13

Descriptive statistics

Standard deviation2.314998
Coefficient of variation (CV)0.31383718
Kurtosis5.5581909
Mean7.37643
Median Absolute Deviation (MAD)0.56
Skewness-2.5338322
Sum3636.58
Variance5.3592157
MonotonicityNot monotonic
2023-12-12T17:27:49.898781image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.0 40
 
8.1%
7.38 7
 
1.4%
7.43 6
 
1.2%
7.91 5
 
1.0%
8.47 5
 
1.0%
7.68 5
 
1.0%
7.33 5
 
1.0%
8.79 5
 
1.0%
8.65 5
 
1.0%
7.99 5
 
1.0%
Other values (190) 405
82.2%
ValueCountFrequency (%)
0.0 40
8.1%
5.15 1
 
0.2%
5.65 2
 
0.4%
5.99 2
 
0.4%
6.06 2
 
0.4%
6.36 1
 
0.2%
6.55 1
 
0.2%
6.58 1
 
0.2%
6.61 2
 
0.4%
6.66 1
 
0.2%
ValueCountFrequency (%)
10.77 1
0.2%
10.43 1
0.2%
9.94 1
0.2%
9.65 2
0.4%
9.45 1
0.2%
9.44 1
0.2%
9.43 2
0.4%
9.4 1
0.2%
9.38 1
0.2%
9.35 2
0.4%

COD(㎎/L)표층
Real number (ℝ)

ZEROS 

Distinct127
Distinct (%)25.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.1707911
Minimum0
Maximum3.58
Zeros40
Zeros (%)8.1%
Negative0
Negative (%)0.0%
Memory size4.5 KiB
2023-12-12T17:27:50.068376image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10.94
median1.13
Q31.4
95-th percentile2.074
Maximum3.58
Range3.58
Interquartile range (IQR)0.46

Descriptive statistics

Standard deviation0.55490274
Coefficient of variation (CV)0.47395539
Kurtosis2.9424073
Mean1.1707911
Median Absolute Deviation (MAD)0.21
Skewness0.55686109
Sum577.2
Variance0.30791706
MonotonicityNot monotonic
2023-12-12T17:27:50.662785image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.0 40
 
8.1%
1.17 13
 
2.6%
1.12 12
 
2.4%
1.2 11
 
2.2%
1.3 8
 
1.6%
1.15 8
 
1.6%
0.98 8
 
1.6%
1.24 8
 
1.6%
1.1 8
 
1.6%
1.19 8
 
1.6%
Other values (117) 369
74.8%
ValueCountFrequency (%)
0.0 40
8.1%
0.66 1
 
0.2%
0.68 1
 
0.2%
0.7 1
 
0.2%
0.71 3
 
0.6%
0.72 2
 
0.4%
0.73 3
 
0.6%
0.75 1
 
0.2%
0.76 3
 
0.6%
0.77 5
 
1.0%
ValueCountFrequency (%)
3.58 2
0.4%
3.49 2
0.4%
2.96 1
0.2%
2.63 2
0.4%
2.56 1
0.2%
2.55 2
0.4%
2.52 2
0.4%
2.51 2
0.4%
2.5 2
0.4%
2.49 1
0.2%

COD(㎎/L)저층
Real number (ℝ)

ZEROS 

Distinct128
Distinct (%)26.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.0788641
Minimum0
Maximum3.31
Zeros40
Zeros (%)8.1%
Negative0
Negative (%)0.0%
Memory size4.5 KiB
2023-12-12T17:27:50.871341image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10.84
median1.04
Q31.31
95-th percentile1.94
Maximum3.31
Range3.31
Interquartile range (IQR)0.47

Descriptive statistics

Standard deviation0.5245737
Coefficient of variation (CV)0.48622779
Kurtosis3.1681165
Mean1.0788641
Median Absolute Deviation (MAD)0.24
Skewness0.64841026
Sum531.88
Variance0.27517757
MonotonicityNot monotonic
2023-12-12T17:27:51.060459image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.0 40
 
8.1%
0.97 10
 
2.0%
1.12 10
 
2.0%
1.11 10
 
2.0%
1.14 9
 
1.8%
0.94 9
 
1.8%
1.15 9
 
1.8%
0.9 9
 
1.8%
0.87 9
 
1.8%
1.26 8
 
1.6%
Other values (118) 370
75.1%
ValueCountFrequency (%)
0.0 40
8.1%
0.57 1
 
0.2%
0.58 3
 
0.6%
0.59 1
 
0.2%
0.62 2
 
0.4%
0.63 2
 
0.4%
0.64 2
 
0.4%
0.65 1
 
0.2%
0.67 2
 
0.4%
0.68 3
 
0.6%
ValueCountFrequency (%)
3.31 2
0.4%
3.3 2
0.4%
3.15 2
0.4%
2.74 1
 
0.2%
2.27 1
 
0.2%
2.25 1
 
0.2%
2.21 1
 
0.2%
2.14 2
0.4%
2.12 4
0.8%
2.09 3
0.6%

NH4-N(㎎/L)표층
Real number (ℝ)

ZEROS 

Distinct333
Distinct (%)67.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean34.062394
Minimum0
Maximum578.29
Zeros40
Zeros (%)8.1%
Negative0
Negative (%)0.0%
Memory size4.5 KiB
2023-12-12T17:27:51.265909image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q15.58
median13.24
Q331.36
95-th percentile130.712
Maximum578.29
Range578.29
Interquartile range (IQR)25.78

Descriptive statistics

Standard deviation66.515656
Coefficient of variation (CV)1.9527593
Kurtosis35.053195
Mean34.062394
Median Absolute Deviation (MAD)8.89
Skewness5.2641607
Sum16792.76
Variance4424.3325
MonotonicityNot monotonic
2023-12-12T17:27:51.435373image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.0 40
 
8.1%
6.71 3
 
0.6%
4.49 3
 
0.6%
12.09 3
 
0.6%
73.96 2
 
0.4%
23.31 2
 
0.4%
25.47 2
 
0.4%
60.54 2
 
0.4%
20.65 2
 
0.4%
15.68 2
 
0.4%
Other values (323) 432
87.6%
ValueCountFrequency (%)
0.0 40
8.1%
0.15 1
 
0.2%
0.74 1
 
0.2%
0.89 1
 
0.2%
1.8 2
 
0.4%
2.55 1
 
0.2%
2.63 1
 
0.2%
2.66 2
 
0.4%
2.74 2
 
0.4%
2.96 2
 
0.4%
ValueCountFrequency (%)
578.29 1
0.2%
553.91 2
0.4%
520.91 2
0.4%
289.45 1
0.2%
264.86 1
0.2%
206.32 2
0.4%
202.33 1
0.2%
200.1 2
0.4%
195.67 1
0.2%
187.32 2
0.4%

NH4-N(㎎/L)저층
Real number (ℝ)

ZEROS 

Distinct328
Distinct (%)66.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean28.838093
Minimum0
Maximum361.33
Zeros40
Zeros (%)8.1%
Negative0
Negative (%)0.0%
Memory size4.5 KiB
2023-12-12T17:27:51.622892image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q16.93
median13.36
Q330.88
95-th percentile109.13
Maximum361.33
Range361.33
Interquartile range (IQR)23.95

Descriptive statistics

Standard deviation42.531779
Coefficient of variation (CV)1.4748471
Kurtosis19.135066
Mean28.838093
Median Absolute Deviation (MAD)8.08
Skewness3.6368498
Sum14217.18
Variance1808.9522
MonotonicityNot monotonic
2023-12-12T17:27:51.809692image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.0 40
 
8.1%
4.81 4
 
0.8%
9.56 3
 
0.6%
4.67 3
 
0.6%
7.74 3
 
0.6%
10.86 3
 
0.6%
79.68 2
 
0.4%
33.36 2
 
0.4%
11.98 2
 
0.4%
12.43 2
 
0.4%
Other values (318) 429
87.0%
ValueCountFrequency (%)
0.0 40
8.1%
0.32 2
 
0.4%
0.58 1
 
0.2%
1.55 1
 
0.2%
2.35 2
 
0.4%
2.6 1
 
0.2%
2.7 2
 
0.4%
3.05 1
 
0.2%
3.18 2
 
0.4%
3.45 1
 
0.2%
ValueCountFrequency (%)
361.33 2
0.4%
294.04 1
0.2%
183.87 2
0.4%
177.45 1
0.2%
177.28 1
0.2%
173.25 2
0.4%
171.68 2
0.4%
145.67 1
0.2%
143.02 1
0.2%
137.43 2
0.4%

NO2-N(㎎/L)표층
Real number (ℝ)

ZEROS 

Distinct299
Distinct (%)60.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean7.1229412
Minimum0
Maximum65.3
Zeros40
Zeros (%)8.1%
Negative0
Negative (%)0.0%
Memory size4.5 KiB
2023-12-12T17:27:52.022628image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q12.41
median5.57
Q39.66
95-th percentile18.58
Maximum65.3
Range65.3
Interquartile range (IQR)7.25

Descriptive statistics

Standard deviation7.2956453
Coefficient of variation (CV)1.0242462
Kurtosis18.338895
Mean7.1229412
Median Absolute Deviation (MAD)3.31
Skewness3.2321747
Sum3511.61
Variance53.22644
MonotonicityNot monotonic
2023-12-12T17:27:52.207551image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.0 40
 
8.1%
8.77 4
 
0.8%
5.76 4
 
0.8%
8.06 4
 
0.8%
12.41 4
 
0.8%
7.85 3
 
0.6%
2.32 3
 
0.6%
7.33 3
 
0.6%
0.76 3
 
0.6%
2.61 3
 
0.6%
Other values (289) 422
85.6%
ValueCountFrequency (%)
0.0 40
8.1%
0.38 1
 
0.2%
0.49 1
 
0.2%
0.58 1
 
0.2%
0.65 1
 
0.2%
0.74 2
 
0.4%
0.76 3
 
0.6%
0.77 1
 
0.2%
0.78 1
 
0.2%
0.82 1
 
0.2%
ValueCountFrequency (%)
65.3 2
0.4%
40.07 2
0.4%
39.4 1
0.2%
34.82 2
0.4%
29.24 2
0.4%
27.46 1
0.2%
25.28 1
0.2%
24.22 1
0.2%
23.65 2
0.4%
23.37 2
0.4%

NO2-N(㎎/L)저층
Real number (ℝ)

ZEROS 

Distinct305
Distinct (%)61.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6.9241582
Minimum0
Maximum43.24
Zeros40
Zeros (%)8.1%
Negative0
Negative (%)0.0%
Memory size4.5 KiB
2023-12-12T17:27:52.386305image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q12.84
median6.34
Q39.6
95-th percentile15.41
Maximum43.24
Range43.24
Interquartile range (IQR)6.76

Descriptive statistics

Standard deviation5.9179066
Coefficient of variation (CV)0.85467524
Kurtosis9.5336121
Mean6.9241582
Median Absolute Deviation (MAD)3.37
Skewness2.2990824
Sum3413.61
Variance35.021618
MonotonicityNot monotonic
2023-12-12T17:27:52.558487image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.0 40
 
8.1%
6.92 4
 
0.8%
7.84 4
 
0.8%
6.69 4
 
0.8%
7.72 4
 
0.8%
10.14 4
 
0.8%
3.68 4
 
0.8%
7.65 4
 
0.8%
0.81 3
 
0.6%
8.31 3
 
0.6%
Other values (295) 419
85.0%
ValueCountFrequency (%)
0.0 40
8.1%
0.37 1
 
0.2%
0.49 1
 
0.2%
0.51 1
 
0.2%
0.66 1
 
0.2%
0.68 1
 
0.2%
0.75 1
 
0.2%
0.81 3
 
0.6%
0.9 2
 
0.4%
0.91 1
 
0.2%
ValueCountFrequency (%)
43.24 2
0.4%
39.56 1
0.2%
37.93 1
0.2%
34.66 1
0.2%
28.58 2
0.4%
24.82 2
0.4%
23.05 2
0.4%
22.18 1
0.2%
21.04 2
0.4%
20.91 2
0.4%

NO3-N(㎎/L)표층
Real number (ℝ)

ZEROS 

Distinct342
Distinct (%)69.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean94.456065
Minimum0
Maximum983.2
Zeros40
Zeros (%)8.1%
Negative0
Negative (%)0.0%
Memory size4.5 KiB
2023-12-12T17:27:52.731261image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q124
median44.03
Q3114.38
95-th percentile320.268
Maximum983.2
Range983.2
Interquartile range (IQR)90.38

Descriptive statistics

Standard deviation134.09583
Coefficient of variation (CV)1.4196635
Kurtosis14.966641
Mean94.456065
Median Absolute Deviation (MAD)26.77
Skewness3.3292669
Sum46566.84
Variance17981.691
MonotonicityNot monotonic
2023-12-12T17:27:52.907773image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.0 40
 
8.1%
5.58 3
 
0.6%
15.18 2
 
0.4%
48.81 2
 
0.4%
114.18 2
 
0.4%
66.18 2
 
0.4%
168.97 2
 
0.4%
29.81 2
 
0.4%
40.6 2
 
0.4%
51.61 2
 
0.4%
Other values (332) 434
88.0%
ValueCountFrequency (%)
0.0 40
8.1%
0.66 1
 
0.2%
1.18 2
 
0.4%
1.4 1
 
0.2%
1.53 2
 
0.4%
1.73 1
 
0.2%
3.12 1
 
0.2%
3.58 1
 
0.2%
3.61 1
 
0.2%
3.69 2
 
0.4%
ValueCountFrequency (%)
983.2 1
0.2%
945.05 1
0.2%
917.43 2
0.4%
797.37 1
0.2%
674.66 2
0.4%
591.27 1
0.2%
512.72 1
0.2%
503.87 2
0.4%
417.33 2
0.4%
407.63 1
0.2%

NO3-N(㎎/L)저층
Real number (ℝ)

ZEROS 

Distinct339
Distinct (%)68.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean91.786917
Minimum0
Maximum831.3
Zeros40
Zeros (%)8.1%
Negative0
Negative (%)0.0%
Memory size4.5 KiB
2023-12-12T17:27:53.111839image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q128.24
median60.1
Q3122.2
95-th percentile247.55
Maximum831.3
Range831.3
Interquartile range (IQR)93.96

Descriptive statistics

Standard deviation102.43743
Coefficient of variation (CV)1.1160352
Kurtosis12.129141
Mean91.786917
Median Absolute Deviation (MAD)38.13
Skewness2.7890534
Sum45250.95
Variance10493.428
MonotonicityNot monotonic
2023-12-12T17:27:53.252443image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.0 40
 
8.1%
52.28 4
 
0.8%
46.61 3
 
0.6%
5.36 3
 
0.6%
60.1 3
 
0.6%
31.19 3
 
0.6%
28.36 2
 
0.4%
30.92 2
 
0.4%
37.06 2
 
0.4%
29.35 2
 
0.4%
Other values (329) 429
87.0%
ValueCountFrequency (%)
0.0 40
8.1%
0.66 1
 
0.2%
1.03 2
 
0.4%
1.2 1
 
0.2%
1.37 2
 
0.4%
1.39 1
 
0.2%
1.84 1
 
0.2%
2.63 1
 
0.2%
2.74 1
 
0.2%
2.82 1
 
0.2%
ValueCountFrequency (%)
831.3 1
0.2%
656.94 2
0.4%
646.41 2
0.4%
510.53 1
0.2%
399.43 2
0.4%
398.0 1
0.2%
381.12 1
0.2%
357.69 2
0.4%
323.52 2
0.4%
321.94 2
0.4%

DIN(㎎/L)표층
Real number (ℝ)

ZEROS 

Distinct343
Distinct (%)69.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean135.64083
Minimum0
Maximum1536.64
Zeros40
Zeros (%)8.1%
Negative0
Negative (%)0.0%
Memory size4.5 KiB
2023-12-12T17:27:53.394133image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q137.08
median66.43
Q3156.78
95-th percentile456.92
Maximum1536.64
Range1536.64
Interquartile range (IQR)119.7

Descriptive statistics

Standard deviation195.37885
Coefficient of variation (CV)1.4404133
Kurtosis18.772812
Mean135.64083
Median Absolute Deviation (MAD)39.07
Skewness3.7339304
Sum66870.93
Variance38172.897
MonotonicityNot monotonic
2023-12-12T17:27:53.567349image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.0 40
 
8.1%
25.53 2
 
0.4%
78.79 2
 
0.4%
77.37 2
 
0.4%
223.46 2
 
0.4%
134.86 2
 
0.4%
116.84 2
 
0.4%
110.29 2
 
0.4%
60.11 2
 
0.4%
71.11 2
 
0.4%
Other values (333) 435
88.2%
ValueCountFrequency (%)
0.0 40
8.1%
1.93 1
 
0.2%
4.58 1
 
0.2%
4.66 2
 
0.4%
5.0 1
 
0.2%
6.8 1
 
0.2%
7.35 2
 
0.4%
7.6 1
 
0.2%
8.05 2
 
0.4%
8.69 2
 
0.4%
ValueCountFrequency (%)
1536.64 2
0.4%
1403.12 1
0.2%
1273.9 1
0.2%
1064.85 2
0.4%
1027.36 1
0.2%
841.07 2
0.4%
812.23 1
0.2%
638.03 2
0.4%
622.63 1
0.2%
598.1 2
0.4%

DIN(㎎/L)저층
Real number (ℝ)

ZEROS 

Distinct343
Distinct (%)69.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean127.5487
Minimum0
Maximum1164.9
Zeros40
Zeros (%)8.1%
Negative0
Negative (%)0.0%
Memory size4.5 KiB
2023-12-12T17:27:53.760505image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q148.85
median82.82
Q3158.99
95-th percentile359.832
Maximum1164.9
Range1164.9
Interquartile range (IQR)110.14

Descriptive statistics

Standard deviation142.15747
Coefficient of variation (CV)1.1145348
Kurtosis14.743915
Mean127.5487
Median Absolute Deviation (MAD)45.65
Skewness3.1271811
Sum62881.51
Variance20208.747
MonotonicityNot monotonic
2023-12-12T17:27:53.916061image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.0 40
 
8.1%
32.41 2
 
0.4%
99.85 2
 
0.4%
93.6 2
 
0.4%
108.39 2
 
0.4%
128.11 2
 
0.4%
60.93 2
 
0.4%
78.14 2
 
0.4%
115.67 2
 
0.4%
91.44 2
 
0.4%
Other values (333) 435
88.2%
ValueCountFrequency (%)
0.0 40
8.1%
2.08 1
 
0.2%
2.65 1
 
0.2%
3.87 1
 
0.2%
4.39 1
 
0.2%
6.96 1
 
0.2%
7.46 2
 
0.4%
8.91 1
 
0.2%
10.03 2
 
0.4%
11.16 2
 
0.4%
ValueCountFrequency (%)
1164.9 1
0.2%
1050.99 2
0.4%
809.66 2
0.4%
709.99 1
0.2%
543.06 1
0.2%
538.91 1
0.2%
528.16 2
0.4%
522.2 2
0.4%
521.59 2
0.4%
508.09 2
0.4%

T-N( mg/L )표층
Real number (ℝ)

ZEROS 

Distinct345
Distinct (%)70.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean311.54647
Minimum0
Maximum1816.31
Zeros40
Zeros (%)8.1%
Negative0
Negative (%)0.0%
Memory size4.5 KiB
2023-12-12T17:27:54.072976image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q1167.78
median233.73
Q3385.63
95-th percentile731.51
Maximum1816.31
Range1816.31
Interquartile range (IQR)217.85

Descriptive statistics

Standard deviation246.41036
Coefficient of variation (CV)0.79092649
Kurtosis8.1058984
Mean311.54647
Median Absolute Deviation (MAD)88.74
Skewness2.2436536
Sum153592.41
Variance60718.064
MonotonicityNot monotonic
2023-12-12T17:27:54.258450image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.0 40
 
8.1%
145.04 2
 
0.4%
333.16 2
 
0.4%
347.78 2
 
0.4%
327.67 2
 
0.4%
228.36 2
 
0.4%
412.11 2
 
0.4%
320.72 2
 
0.4%
385.63 2
 
0.4%
565.12 2
 
0.4%
Other values (335) 435
88.2%
ValueCountFrequency (%)
0.0 40
8.1%
111.18 1
 
0.2%
111.84 1
 
0.2%
127.12 1
 
0.2%
127.88 1
 
0.2%
128.21 1
 
0.2%
130.27 1
 
0.2%
130.6 1
 
0.2%
131.01 1
 
0.2%
131.59 1
 
0.2%
ValueCountFrequency (%)
1816.31 2
0.4%
1498.72 1
0.2%
1458.91 1
0.2%
1222.48 1
0.2%
1174.29 1
0.2%
1171.48 1
0.2%
1168.04 2
0.4%
1057.14 2
0.4%
1034.68 2
0.4%
974.73 2
0.4%

T-N( mg/L )저층
Real number (ℝ)

ZEROS 

Distinct344
Distinct (%)69.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean281.38968
Minimum0
Maximum1539.77
Zeros40
Zeros (%)8.1%
Negative0
Negative (%)0.0%
Memory size4.5 KiB
2023-12-12T17:27:54.443058image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q1182.99
median235.6
Q3347.79
95-th percentile598.396
Maximum1539.77
Range1539.77
Interquartile range (IQR)164.8

Descriptive statistics

Standard deviation188.53572
Coefficient of variation (CV)0.67001647
Kurtosis8.917804
Mean281.38968
Median Absolute Deviation (MAD)72.1
Skewness2.100228
Sum138725.11
Variance35545.716
MonotonicityNot monotonic
2023-12-12T17:27:54.629958image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.0 40
 
8.1%
183.85 3
 
0.6%
141.64 2
 
0.4%
366.99 2
 
0.4%
184.79 2
 
0.4%
285.73 2
 
0.4%
272.72 2
 
0.4%
307.31 2
 
0.4%
515.3 2
 
0.4%
349.08 2
 
0.4%
Other values (334) 434
88.0%
ValueCountFrequency (%)
0.0 40
8.1%
128.81 1
 
0.2%
130.14 1
 
0.2%
130.33 1
 
0.2%
134.35 1
 
0.2%
134.44 1
 
0.2%
134.52 1
 
0.2%
137.75 1
 
0.2%
138.64 1
 
0.2%
140.5 1
 
0.2%
ValueCountFrequency (%)
1539.77 1
0.2%
1359.96 2
0.4%
1058.35 1
0.2%
1045.37 2
0.4%
846.44 2
0.4%
736.36 2
0.4%
734.05 1
0.2%
731.69 1
0.2%
726.13 2
0.4%
647.47 2
0.4%

DIP( mg/L )표층
Real number (ℝ)

ZEROS 

Distinct315
Distinct (%)63.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean12.405497
Minimum0
Maximum139.28
Zeros40
Zeros (%)8.1%
Negative0
Negative (%)0.0%
Memory size4.5 KiB
2023-12-12T17:27:55.231395image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q15.88
median9.15
Q315.69
95-th percentile30.98
Maximum139.28
Range139.28
Interquartile range (IQR)9.81

Descriptive statistics

Standard deviation12.824406
Coefficient of variation (CV)1.033768
Kurtosis37.836963
Mean12.405497
Median Absolute Deviation (MAD)4.07
Skewness4.7972729
Sum6115.91
Variance164.46538
MonotonicityNot monotonic
2023-12-12T17:27:55.430580image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.0 40
 
8.1%
9.3 4
 
0.8%
9.64 4
 
0.8%
8.39 3
 
0.6%
7.39 3
 
0.6%
10.77 3
 
0.6%
8.58 3
 
0.6%
8.89 3
 
0.6%
5.2 3
 
0.6%
6.7 3
 
0.6%
Other values (305) 424
86.0%
ValueCountFrequency (%)
0.0 40
8.1%
0.1 1
 
0.2%
0.86 1
 
0.2%
1.76 1
 
0.2%
2.96 1
 
0.2%
3.05 1
 
0.2%
3.12 3
 
0.6%
3.14 2
 
0.4%
3.22 1
 
0.2%
3.25 1
 
0.2%
ValueCountFrequency (%)
139.28 1
0.2%
119.13 2
0.4%
51.59 2
0.4%
47.12 2
0.4%
45.45 1
0.2%
43.88 1
0.2%
43.74 2
0.4%
37.6 2
0.4%
37.23 2
0.4%
35.43 2
0.4%

DIP( mg/L )저층
Real number (ℝ)

ZEROS 

Distinct331
Distinct (%)67.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean14.510406
Minimum0
Maximum51.86
Zeros40
Zeros (%)8.1%
Negative0
Negative (%)0.0%
Memory size4.5 KiB
2023-12-12T17:27:55.619753image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q18.54
median12.85
Q319.7
95-th percentile30.274
Maximum51.86
Range51.86
Interquartile range (IQR)11.16

Descriptive statistics

Standard deviation9.0650081
Coefficient of variation (CV)0.62472465
Kurtosis0.83285692
Mean14.510406
Median Absolute Deviation (MAD)5.38
Skewness0.74065119
Sum7153.63
Variance82.174373
MonotonicityNot monotonic
2023-12-12T17:27:55.793295image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.0 40
 
8.1%
8.75 4
 
0.8%
14.76 4
 
0.8%
8.91 3
 
0.6%
19.6 3
 
0.6%
16.21 3
 
0.6%
18.96 3
 
0.6%
5.95 2
 
0.4%
21.29 2
 
0.4%
17.11 2
 
0.4%
Other values (321) 427
86.6%
ValueCountFrequency (%)
0.0 40
8.1%
0.11 1
 
0.2%
0.71 1
 
0.2%
0.91 1
 
0.2%
3.09 1
 
0.2%
3.17 1
 
0.2%
3.39 1
 
0.2%
3.59 1
 
0.2%
3.66 2
 
0.4%
3.83 1
 
0.2%
ValueCountFrequency (%)
51.86 1
0.2%
43.24 2
0.4%
42.64 1
0.2%
42.19 2
0.4%
40.11 1
0.2%
38.81 1
0.2%
37.06 1
0.2%
36.89 2
0.4%
36.56 1
0.2%
36.43 2
0.4%

T-P( mg/L )표층
Real number (ℝ)

ZEROS 

Distinct319
Distinct (%)64.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean26.771947
Minimum0
Maximum140.24
Zeros40
Zeros (%)8.1%
Negative0
Negative (%)0.0%
Memory size4.5 KiB
2023-12-12T17:27:55.983030image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q115.1
median23.12
Q333.47
95-th percentile59.68
Maximum140.24
Range140.24
Interquartile range (IQR)18.37

Descriptive statistics

Standard deviation20.460748
Coefficient of variation (CV)0.76426073
Kurtosis9.7789434
Mean26.771947
Median Absolute Deviation (MAD)9.08
Skewness2.4619186
Sum13198.57
Variance418.6422
MonotonicityNot monotonic
2023-12-12T17:27:56.187078image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.0 40
 
8.1%
27.14 4
 
0.8%
38.64 4
 
0.8%
24.96 4
 
0.8%
23.74 4
 
0.8%
21.6 4
 
0.8%
29.38 3
 
0.6%
16.09 3
 
0.6%
21.72 3
 
0.6%
38.56 3
 
0.6%
Other values (309) 421
85.4%
ValueCountFrequency (%)
0.0 40
8.1%
7.77 1
 
0.2%
7.88 1
 
0.2%
8.13 1
 
0.2%
8.15 1
 
0.2%
8.37 1
 
0.2%
8.58 1
 
0.2%
8.62 1
 
0.2%
8.68 1
 
0.2%
8.75 1
 
0.2%
ValueCountFrequency (%)
140.24 1
0.2%
137.88 2
0.4%
130.45 2
0.4%
129.4 2
0.4%
91.41 2
0.4%
91.33 1
0.2%
85.46 2
0.4%
81.12 1
0.2%
74.43 2
0.4%
74.39 2
0.4%

T-P( mg/L )저층
Real number (ℝ)

ZEROS 

Distinct334
Distinct (%)67.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean28.426024
Minimum0
Maximum135.1
Zeros40
Zeros (%)8.1%
Negative0
Negative (%)0.0%
Memory size4.5 KiB
2023-12-12T17:27:56.365143image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q119.01
median25.54
Q335.07
95-th percentile63.922
Maximum135.1
Range135.1
Interquartile range (IQR)16.06

Descriptive statistics

Standard deviation18.736803
Coefficient of variation (CV)0.65914258
Kurtosis8.3272724
Mean28.426024
Median Absolute Deviation (MAD)8.11
Skewness2.0874836
Sum14014.03
Variance351.06779
MonotonicityNot monotonic
2023-12-12T17:27:56.613980image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.0 40
 
8.1%
18.44 3
 
0.6%
22.34 3
 
0.6%
36.23 3
 
0.6%
20.19 3
 
0.6%
21.35 3
 
0.6%
17.23 3
 
0.6%
28.14 3
 
0.6%
42.56 2
 
0.4%
47.96 2
 
0.4%
Other values (324) 428
86.8%
ValueCountFrequency (%)
0.0 40
8.1%
9.23 1
 
0.2%
10.38 1
 
0.2%
10.51 1
 
0.2%
10.63 1
 
0.2%
10.84 1
 
0.2%
10.97 1
 
0.2%
11.4 1
 
0.2%
11.44 1
 
0.2%
11.51 1
 
0.2%
ValueCountFrequency (%)
135.1 1
0.2%
124.57 2
0.4%
121.89 1
0.2%
120.76 1
0.2%
118.25 2
0.4%
79.17 1
0.2%
76.27 1
0.2%
72.98 2
0.4%
72.86 2
0.4%
72.19 2
0.4%

SiO2-Si( mg/L )표층
Real number (ℝ)

ZEROS 

Distinct345
Distinct (%)70.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean286.47809
Minimum0
Maximum4174.91
Zeros40
Zeros (%)8.1%
Negative0
Negative (%)0.0%
Memory size4.5 KiB
2023-12-12T17:27:56.835321image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q1176.45
median257.34
Q3351.9
95-th percentile582.64
Maximum4174.91
Range4174.91
Interquartile range (IQR)175.45

Descriptive statistics

Standard deviation257.84598
Coefficient of variation (CV)0.90005478
Kurtosis107.21731
Mean286.47809
Median Absolute Deviation (MAD)88.61
Skewness7.8287313
Sum141233.7
Variance66484.548
MonotonicityNot monotonic
2023-12-12T17:27:56.990198image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.0 40
 
8.1%
238.66 2
 
0.4%
269.37 2
 
0.4%
153.46 2
 
0.4%
221.44 2
 
0.4%
248.52 2
 
0.4%
499.87 2
 
0.4%
393.11 2
 
0.4%
222.79 2
 
0.4%
410.51 2
 
0.4%
Other values (335) 435
88.2%
ValueCountFrequency (%)
0.0 40
8.1%
45.82 1
 
0.2%
47.82 1
 
0.2%
78.24 1
 
0.2%
84.89 1
 
0.2%
86.66 1
 
0.2%
88.38 1
 
0.2%
89.01 1
 
0.2%
90.46 1
 
0.2%
91.34 1
 
0.2%
ValueCountFrequency (%)
4174.91 1
0.2%
1493.29 1
0.2%
1448.24 2
0.4%
1220.93 1
0.2%
1153.23 1
0.2%
882.69 1
0.2%
803.58 1
0.2%
789.53 2
0.4%
759.4 2
0.4%
737.28 1
0.2%

SiO2-Si( mg/L )저층
Real number (ℝ)

ZEROS 

Distinct344
Distinct (%)69.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean317.92245
Minimum0
Maximum1397.58
Zeros40
Zeros (%)8.1%
Negative0
Negative (%)0.0%
Memory size4.5 KiB
2023-12-12T17:27:57.147248image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q1244.1
median317.76
Q3376.73
95-th percentile572.1
Maximum1397.58
Range1397.58
Interquartile range (IQR)132.63

Descriptive statistics

Standard deviation167.72267
Coefficient of variation (CV)0.52755842
Kurtosis5.7528761
Mean317.92245
Median Absolute Deviation (MAD)67.39
Skewness1.0790587
Sum156735.77
Variance28130.893
MonotonicityNot monotonic
2023-12-12T17:27:57.315362image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.0 40
 
8.1%
557.81 4
 
0.8%
317.76 2
 
0.4%
505.83 2
 
0.4%
355.2 2
 
0.4%
326.07 2
 
0.4%
355.56 2
 
0.4%
440.47 2
 
0.4%
401.99 2
 
0.4%
280.57 2
 
0.4%
Other values (334) 433
87.8%
ValueCountFrequency (%)
0.0 40
8.1%
48.01 1
 
0.2%
48.75 1
 
0.2%
91.08 1
 
0.2%
92.34 1
 
0.2%
95.03 1
 
0.2%
107.73 1
 
0.2%
108.61 1
 
0.2%
109.1 1
 
0.2%
120.18 1
 
0.2%
ValueCountFrequency (%)
1397.58 1
0.2%
1142.49 1
0.2%
1070.75 2
0.4%
776.94 1
0.2%
774.14 2
0.4%
742.71 2
0.4%
708.62 1
0.2%
679.98 1
0.2%
667.0 1
0.2%
666.57 2
0.4%

SS( mg/L )표층
Real number (ℝ)

ZEROS 

Distinct301
Distinct (%)61.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean11.047018
Minimum0
Maximum174
Zeros40
Zeros (%)8.1%
Negative0
Negative (%)0.0%
Memory size4.5 KiB
2023-12-12T17:27:57.464457image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q14.36
median7.66
Q313.76
95-th percentile31.69
Maximum174
Range174
Interquartile range (IQR)9.4

Descriptive statistics

Standard deviation14.012153
Coefficient of variation (CV)1.2684104
Kurtosis73.433595
Mean11.047018
Median Absolute Deviation (MAD)4.07
Skewness6.8723969
Sum5446.18
Variance196.34042
MonotonicityNot monotonic
2023-12-12T17:27:57.608456image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.0 40
 
8.1%
5.34 6
 
1.2%
7.06 4
 
0.8%
8.29 4
 
0.8%
2.75 4
 
0.8%
13.11 3
 
0.6%
9.74 3
 
0.6%
12.09 3
 
0.6%
14.0 3
 
0.6%
3.9 3
 
0.6%
Other values (291) 420
85.2%
ValueCountFrequency (%)
0.0 40
8.1%
1.34 1
 
0.2%
1.68 1
 
0.2%
1.85 2
 
0.4%
1.92 1
 
0.2%
1.95 1
 
0.2%
1.96 1
 
0.2%
2.1 2
 
0.4%
2.16 1
 
0.2%
2.2 1
 
0.2%
ValueCountFrequency (%)
174.0 2
0.4%
55.53 1
0.2%
51.05 2
0.4%
42.25 1
0.2%
40.05 2
0.4%
39.75 2
0.4%
39.39 2
0.4%
39.07 2
0.4%
38.15 2
0.4%
37.85 1
0.2%

SS( mg/L )저층
Real number (ℝ)

ZEROS 

Distinct314
Distinct (%)63.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean14.237748
Minimum0
Maximum186.06
Zeros40
Zeros (%)8.1%
Negative0
Negative (%)0.0%
Memory size4.5 KiB
2023-12-12T17:27:57.763843image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q15.15
median9.14
Q317.35
95-th percentile46.27
Maximum186.06
Range186.06
Interquartile range (IQR)12.2

Descriptive statistics

Standard deviation17.841733
Coefficient of variation (CV)1.2531288
Kurtosis36.655231
Mean14.237748
Median Absolute Deviation (MAD)5.71
Skewness4.7935053
Sum7019.21
Variance318.32743
MonotonicityNot monotonic
2023-12-12T17:27:57.918195image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.0 40
 
8.1%
7.51 5
 
1.0%
4.9 4
 
0.8%
16.08 4
 
0.8%
21.9 4
 
0.8%
7.89 4
 
0.8%
7.84 3
 
0.6%
7.53 3
 
0.6%
4.84 3
 
0.6%
5.79 3
 
0.6%
Other values (304) 420
85.2%
ValueCountFrequency (%)
0.0 40
8.1%
0.97 1
 
0.2%
1.15 1
 
0.2%
1.71 1
 
0.2%
1.77 1
 
0.2%
1.8 1
 
0.2%
1.85 1
 
0.2%
1.9 1
 
0.2%
1.91 1
 
0.2%
2.04 1
 
0.2%
ValueCountFrequency (%)
186.06 2
0.4%
94.22 2
0.4%
91.58 1
0.2%
81.48 2
0.4%
67.39 1
0.2%
61.05 2
0.4%
56.35 1
0.2%
52.3 2
0.4%
49.64 2
0.4%
48.8 2
0.4%

Chl-a(㎍/L)표층
Real number (ℝ)

ZEROS 

Distinct279
Distinct (%)56.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5.099716
Minimum0
Maximum98.34
Zeros40
Zeros (%)8.1%
Negative0
Negative (%)0.0%
Memory size4.5 KiB
2023-12-12T17:27:58.083168image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q12.43
median4.1
Q36.3
95-th percentile12.184
Maximum98.34
Range98.34
Interquartile range (IQR)3.87

Descriptive statistics

Standard deviation5.7509289
Coefficient of variation (CV)1.1276959
Kurtosis142.34226
Mean5.099716
Median Absolute Deviation (MAD)1.89
Skewness9.4045531
Sum2514.16
Variance33.073184
MonotonicityNot monotonic
2023-12-12T17:27:58.242032image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.0 40
 
8.1%
2.36 5
 
1.0%
3.78 5
 
1.0%
1.98 5
 
1.0%
1.67 4
 
0.8%
2.74 4
 
0.8%
3.13 4
 
0.8%
5.32 4
 
0.8%
3.73 4
 
0.8%
4.25 4
 
0.8%
Other values (269) 414
84.0%
ValueCountFrequency (%)
0.0 40
8.1%
0.86 1
 
0.2%
1.02 1
 
0.2%
1.03 1
 
0.2%
1.04 1
 
0.2%
1.09 1
 
0.2%
1.16 2
 
0.4%
1.17 2
 
0.4%
1.2 1
 
0.2%
1.24 1
 
0.2%
ValueCountFrequency (%)
98.34 1
0.2%
37.79 1
0.2%
24.72 2
0.4%
17.22 2
0.4%
15.89 1
0.2%
15.79 2
0.4%
14.99 2
0.4%
14.66 2
0.4%
14.44 2
0.4%
14.34 2
0.4%

Chl-a(㎍/L)저층
Real number (ℝ)

ZEROS 

Distinct287
Distinct (%)58.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.1679919
Minimum0
Maximum22.32
Zeros40
Zeros (%)8.1%
Negative0
Negative (%)0.0%
Memory size4.5 KiB
2023-12-12T17:27:58.387156image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q12.09
median3.74
Q35.34
95-th percentile9.798
Maximum22.32
Range22.32
Interquartile range (IQR)3.25

Descriptive statistics

Standard deviation3.1400305
Coefficient of variation (CV)0.75336772
Kurtosis5.9857179
Mean4.1679919
Median Absolute Deviation (MAD)1.65
Skewness1.7863594
Sum2054.82
Variance9.8597917
MonotonicityNot monotonic
2023-12-12T17:27:58.558317image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.0 40
 
8.1%
3.31 4
 
0.8%
3.75 4
 
0.8%
4.26 4
 
0.8%
4.35 4
 
0.8%
2.77 4
 
0.8%
5.16 4
 
0.8%
3.85 3
 
0.6%
9.65 3
 
0.6%
6.56 3
 
0.6%
Other values (277) 420
85.2%
ValueCountFrequency (%)
0.0 40
8.1%
0.74 1
 
0.2%
0.84 1
 
0.2%
0.85 2
 
0.4%
0.86 1
 
0.2%
0.94 2
 
0.4%
0.95 1
 
0.2%
0.97 2
 
0.4%
0.99 1
 
0.2%
1.04 1
 
0.2%
ValueCountFrequency (%)
22.32 2
0.4%
18.68 2
0.4%
14.54 2
0.4%
13.7 1
0.2%
13.63 1
0.2%
13.13 1
0.2%
12.57 2
0.4%
11.83 2
0.4%
11.63 2
0.4%
11.57 1
0.2%

유분(㎎/L)표층
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing493
Missing (%)100.0%
Memory size4.5 KiB

투명도(m)표층
Real number (ℝ)

ZEROS 

Distinct89
Distinct (%)18.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.2361055
Minimum0
Maximum19.4
Zeros40
Zeros (%)8.1%
Negative0
Negative (%)0.0%
Memory size4.5 KiB
2023-12-12T17:27:58.703728image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11.5
median2.5
Q34.2
95-th percentile8.8
Maximum19.4
Range19.4
Interquartile range (IQR)2.7

Descriptive statistics

Standard deviation2.633978
Coefficient of variation (CV)0.81393453
Kurtosis2.7993153
Mean3.2361055
Median Absolute Deviation (MAD)1.2
Skewness1.4096644
Sum1595.4
Variance6.9378401
MonotonicityNot monotonic
2023-12-12T17:27:58.887883image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.0 40
 
8.1%
1.5 19
 
3.9%
1.4 18
 
3.7%
1.9 17
 
3.4%
3.3 13
 
2.6%
3.8 13
 
2.6%
1.7 13
 
2.6%
1.6 13
 
2.6%
3.1 12
 
2.4%
1.1 12
 
2.4%
Other values (79) 323
65.5%
ValueCountFrequency (%)
0.0 40
8.1%
0.5 2
 
0.4%
0.6 8
 
1.6%
0.7 4
 
0.8%
0.8 2
 
0.4%
0.9 11
 
2.2%
1.0 5
 
1.0%
1.1 12
 
2.4%
1.2 9
 
1.8%
1.3 11
 
2.2%
ValueCountFrequency (%)
19.4 1
 
0.2%
11.1 1
 
0.2%
10.5 1
 
0.2%
10.1 1
 
0.2%
10.0 2
0.4%
9.6 3
0.6%
9.4 1
 
0.2%
9.3 2
0.4%
9.2 2
0.4%
9.1 2
0.4%

대장균군(MPN/100ml)표층
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing493
Missing (%)100.0%
Memory size4.5 KiB

Sample

해역년월일연안명칭St.No수온(℃)표층수온(℃)저층염분 표층염분저층pH 표층pH저층DO(㎎/L)표층DO(㎎/L)저층COD(㎎/L)표층COD(㎎/L)저층NH4-N(㎎/L)표층NH4-N(㎎/L)저층NO2-N(㎎/L)표층NO2-N(㎎/L)저층NO3-N(㎎/L)표층NO3-N(㎎/L)저층DIN(㎎/L)표층DIN(㎎/L)저층T-N( mg/L )표층T-N( mg/L )저층DIP( mg/L )표층DIP( mg/L )저층T-P( mg/L )표층T-P( mg/L )저층SiO2-Si( mg/L )표층SiO2-Si( mg/L )저층SS( mg/L )표층SS( mg/L )저층Chl-a(㎍/L)표층Chl-a(㎍/L)저층유분(㎎/L)표층투명도(m)표층대장균군(MPN/100ml)표층
0동 해2013-01-01거진연안115.796.632.8933.968.128.038.758.840.870.843.03.180.912.2622.381.4926.2186.92147.65208.113.4414.699.5519.0192.62279.483.164.834.213.47<NA>9.2<NA>
1동 해2013-01-01거진연안215.1414.7633.0733.488.138.148.518.331.010.954.4114.480.760.8121.3119.7426.4835.02160.78143.443.93.0910.179.23101.2795.034.043.146.183.87<NA>6.5<NA>
2동 해2013-01-02속초연안115.4813.8933.0233.638.138.118.778.211.061.016.86.720.970.9421.4820.929.2528.57171.12171.243.33.3913.5711.486.6692.342.833.817.823.87<NA>6.3<NA>
3동 해2013-01-02속초연안215.2813.1133.1433.768.158.118.918.461.010.957.7117.590.781.0721.7223.3330.2141.99257.24157.043.253.5912.7712.3778.24109.12.692.348.144.74<NA>6.8<NA>
4동 해2013-01-02속초연안315.4710.4733.0833.978.158.078.998.781.050.966.399.020.892.3420.2651.3527.5562.71146.24158.833.318.1110.2612.5584.89207.863.591.917.315.49<NA>7.5<NA>
5동 해2013-01-02속초연안416.027.6733.134.028.198.038.648.291.170.816.566.460.933.9922.55109.3430.04119.79172.43224.794.9316.789.319.993.17325.753.043.432.626.85<NA>8.8<NA>
6동 해2013-01-03양양연안116.1411.6533.0633.848.198.168.679.191.171.298.484.420.821.0519.521.6428.7927.11146.64167.833.293.668.1512.3890.46120.432.352.269.055.66<NA>8.6<NA>
7동 해2013-01-03양양연안216.5211.5933.0933.828.28.168.418.891.090.948.326.170.961.2118.022.527.2829.87130.6154.273.124.058.7511.892.32138.453.053.118.086.63<NA>8.5<NA>
8동 해2013-01-03양양연안316.096.1433.1234.08.198.038.718.780.970.793.775.970.772.2218.78124.723.31132.89131.01246.323.1419.68.3720.9491.34330.842.162.046.133.85<NA>10.0<NA>
9동 해2013-01-03양양연안416.058.5233.1234.038.198.098.529.11.121.154.853.180.882.5617.9469.3423.6775.08141.06200.93.1411.387.7718.5588.38242.261.855.895.934.21<NA>8.9<NA>
해역년월일연안명칭St.No수온(℃)표층수온(℃)저층염분 표층염분저층pH 표층pH저층DO(㎎/L)표층DO(㎎/L)저층COD(㎎/L)표층COD(㎎/L)저층NH4-N(㎎/L)표층NH4-N(㎎/L)저층NO2-N(㎎/L)표층NO2-N(㎎/L)저층NO3-N(㎎/L)표층NO3-N(㎎/L)저층DIN(㎎/L)표층DIN(㎎/L)저층T-N( mg/L )표층T-N( mg/L )저층DIP( mg/L )표층DIP( mg/L )저층T-P( mg/L )표층T-P( mg/L )저층SiO2-Si( mg/L )표층SiO2-Si( mg/L )저층SS( mg/L )표층SS( mg/L )저층Chl-a(㎍/L)표층Chl-a(㎍/L)저층유분(㎎/L)표층투명도(m)표층대장균군(MPN/100ml)표층
483<NA>2013-01-30서해남부90.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.0<NA>0.0<NA>
484<NA>2013-01-30서해남부100.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.0<NA>0.0<NA>
485<NA>2013-01-30서해남부110.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.0<NA>0.0<NA>
486<NA>2013-01-30서해남부120.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.0<NA>0.0<NA>
487서 해2013-01-02서해중부10.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.0<NA>0.0<NA>
488<NA>2013-01-02서해중부20.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.0<NA>0.0<NA>
489<NA>2013-01-02서해중부30.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.0<NA>0.0<NA>
490<NA>2013-01-02서해중부40.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.0<NA>0.0<NA>
491<NA>2013-01-02서해중부50.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.0<NA>0.0<NA>
492<NA>2013-01-02서해중부60.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.00.0<NA>0.0<NA>

Duplicate rows

Most frequently occurring

해역년월일연안명칭St.No수온(℃)표층수온(℃)저층염분 표층염분저층pH 표층pH저층DO(㎎/L)표층DO(㎎/L)저층COD(㎎/L)표층COD(㎎/L)저층NH4-N(㎎/L)표층NH4-N(㎎/L)저층NO2-N(㎎/L)표층NO2-N(㎎/L)저층NO3-N(㎎/L)표층NO3-N(㎎/L)저층DIN(㎎/L)표층DIN(㎎/L)저층T-N( mg/L )표층T-N( mg/L )저층DIP( mg/L )표층DIP( mg/L )저층T-P( mg/L )표층T-P( mg/L )저층SiO2-Si( mg/L )표층SiO2-Si( mg/L )저층SS( mg/L )표층SS( mg/L )저층Chl-a(㎍/L)표층Chl-a(㎍/L)저층투명도(m)표층# duplicates
0<NA>2013-03-05<NA>215.2514.9431.1231.218.08.018.648.41.281.3313.2417.5720.8911.93185.13183.4219.26212.9357.52399.8730.724.2739.5772.19567.42569.0174.0186.064.475.30.62
1<NA>2013-03-05<NA>315.4515.2731.0631.137.988.08.618.341.191.3421.1122.1321.7521.04170.66165.15213.52208.31320.41340.4925.225.827.1833.34562.32557.8151.0594.224.313.311.62
2<NA>2013-03-05<NA>415.715.3431.0431.067.998.018.428.371.241.1622.5625.4822.1923.05168.18166.48212.92215.01327.66352.9926.227.2331.3134.35589.2585.6638.1517.352.743.361.82