gimi9 Pandas Profiling

Dataset statistics

Number of variables	14
Number of observations	30
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.8 KiB
Average record size in memory	128.4 B

Variable types

Text	1
Categorical	2
Numeric	11

Dataset

Description	3월 광주광역시 대기중금속측정망 6곳에서 24시간씩 5일간 5회 채취하여 공정시험기준법에 따라 전처리하여 대기중 중금속 12종을 ICP-OES를 통해 농도를 분석하였음.
Author	광주광역시
URL	https://www.data.go.kr/data/3076141/fileData.do

Alerts

`베릴륨(Be)` has constant value ""	Constant
`납(Pb)` is highly overall correlated with `카드뮴(Cd)` and 4 other fields	High correlation
`카드뮴(Cd)` is highly overall correlated with `납(Pb)` and 8 other fields	High correlation
`크롬(Cr)` is highly overall correlated with `납(Pb)` and 5 other fields	High correlation
`구리(Cu)` is highly overall correlated with `카드뮴(Cd)` and 5 other fields	High correlation
`망간(Mn)` is highly overall correlated with `납(Pb)` and 7 other fields	High correlation
`철(Fe)` is highly overall correlated with `납(Pb)` and 8 other fields	High correlation
`니켈(Ni)` is highly overall correlated with `납(Pb)` and 6 other fields	High correlation
`알루미늄(Al)` is highly overall correlated with `카드뮴(Cd)` and 5 other fields	High correlation
`칼슘(Ca)` is highly overall correlated with `카드뮴(Cd)` and 5 other fields	High correlation
`마그네슘(Mg)` is highly overall correlated with `카드뮴(Cd)` and 4 other fields	High correlation
`일자` is highly overall correlated with `마그네슘(Mg)`	High correlation
`지점` has unique values	Unique
`철(Fe)` has unique values	Unique
`알루미늄(Al)` has unique values	Unique
`칼슘(Ca)` has unique values	Unique
`마그네슘(Mg)` has unique values	Unique
`크롬(Cr)` has 10 (33.3%) zeros	Zeros
`니켈(Ni)` has 12 (40.0%) zeros	Zeros

Reproduction

Analysis started	2024-04-21 02:49:00.487498
Analysis finished	2024-04-21 02:49:12.120821
Duration	11.63 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

지점
Text

UNIQUE

Distinct	30
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	372.0 B

Length

Max length	4
Median length	4
Mean length	3.6666667
Min length	3

Characters and Unicode

Total characters	110
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	30 ?
Unique (%)	100.0%

Sample

1st row	건국동1
2nd row	건국동2
3rd row	건국동3
4th row	건국동4
5th row	건국동5

Value	Count	Frequency (%)
건국동1	1	3.3%
건국동2	1	3.3%
평동4	1	3.3%
평동3	1	3.3%
평동2	1	3.3%
평동1	1	3.3%
노대동5	1	3.3%
노대동4	1	3.3%
노대동3	1	3.3%
노대동2	1	3.3%
Other values (20)	20	66.7%

Most occurring characters

Value	Count	Frequency (%)
동	30	27.3%
1	6	5.5%
2	6	5.5%
3	6	5.5%
4	6	5.5%
5	6	5.5%
건	5	4.5%
국	5	4.5%
농	5	4.5%
성	5	4.5%
Other values (6)	30	27.3%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	80	72.7%
Decimal Number	30	27.3%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
동	30	37.5%
건	5	6.2%
국	5	6.2%
농	5	6.2%
성	5	6.2%
두	5	6.2%
암	5	6.2%
서	5	6.2%
노	5	6.2%
대	5	6.2%

Decimal Number

Value	Count	Frequency (%)
1	6	20.0%
2	6	20.0%
3	6	20.0%
4	6	20.0%
5	6	20.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	80	72.7%
Common	30	27.3%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
동	30	37.5%
건	5	6.2%
국	5	6.2%
농	5	6.2%
성	5	6.2%
두	5	6.2%
암	5	6.2%
서	5	6.2%
노	5	6.2%
대	5	6.2%

Common

Value	Count	Frequency (%)
1	6	20.0%
2	6	20.0%
3	6	20.0%
4	6	20.0%
5	6	20.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	80	72.7%
ASCII	30	27.3%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
동	30	37.5%
건	5	6.2%
국	5	6.2%
농	5	6.2%
성	5	6.2%
두	5	6.2%
암	5	6.2%
서	5	6.2%
노	5	6.2%
대	5	6.2%

ASCII

Value	Count	Frequency (%)
1	6	20.0%
2	6	20.0%
3	6	20.0%
4	6	20.0%
5	6	20.0%

일자
Categorical

HIGH CORRELATION

Distinct	9
Distinct (%)	30.0%
Missing	0
Missing (%)	0.0%
Memory size	372.0 B

(2024-03-11 00:00∼2024-03-11 24:00)	6
(2024-03-12 00:00∼2024-03-12 24:00)	5
(2024-03-13 00:00∼2024-03-13 24:00)	5
(2024-03-14 00:00∼2024-03-14 24:00)	5
(2024-03-15 00:00∼2024-03-15 24:00)	5
Other values (4)	4

Length

Max length	35
Median length	35
Mean length	35
Min length	35

Unique

Unique	4 ?
Unique (%)	13.3%

Sample

1st row	(2024-03-11 00:00∼2024-03-11 24:00)
2nd row	(2024-03-12 00:00∼2024-03-12 24:00)
3rd row	(2024-03-13 00:00∼2024-03-13 24:00)
4th row	(2024-03-14 00:00∼2024-03-14 24:00)
5th row	(2024-03-15 00:00∼2024-03-15 24:00)

Common Values

Value	Count	Frequency (%)
(2024-03-11 00:00∼2024-03-11 24:00)	6	20.0%
(2024-03-12 00:00∼2024-03-12 24:00)	5	16.7%
(2024-03-13 00:00∼2024-03-13 24:00)	5	16.7%
(2024-03-14 00:00∼2024-03-14 24:00)	5	16.7%
(2024-03-15 00:00∼2024-03-15 24:00)	5	16.7%
(2024-03-20 00:00∼2024-03-20 24:00)	1	3.3%
(2024-03-27 00:00∼2024-03-27 24:00)	1	3.3%
(2024-03-28 00:00∼2024-03-28 24:00)	1	3.3%
(2024-03-31 00:00∼2024-03-31 24:00)	1	3.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
24:00	30	33.3%
2024-03-11	6	6.7%
00:00∼2024-03-11	6	6.7%
2024-03-14	5	5.6%
00:00∼2024-03-15	5	5.6%
00:00∼2024-03-14	5	5.6%
2024-03-15	5	5.6%
00:00∼2024-03-13	5	5.6%
2024-03-13	5	5.6%
00:00∼2024-03-12	5	5.6%
Other values (9)	13	14.4%

납(Pb)
Real number (ℝ)

HIGH CORRELATION

Distinct	28
Distinct (%)	93.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01212

Minimum	0.0008
Maximum	0.0604
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	402.0 B

Quantile statistics

Minimum	0.0008
5-th percentile	0.001845
Q1	0.004775
median	0.00775
Q3	0.01105
95-th percentile	0.05044
Maximum	0.0604
Range	0.0596
Interquartile range (IQR)	0.006275

Descriptive statistics

Standard deviation	0.01487635
Coefficient of variation (CV)	1.2274216
Kurtosis	5.5430203
Mean	0.01212
Median Absolute Deviation (MAD)	0.00325
Skewness	2.4750428
Sum	0.3636
Variance	0.00022130579
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0.0027	2	6.7%
0.0054	2	6.7%
0.0081	1	3.3%
0.0193	1	3.3%
0.0192	1	3.3%
0.0604	1	3.3%
0.0562	1	3.3%
0.0434	1	3.3%
0.0115	1	3.3%
0.0109	1	3.3%
Other values (18)	18	60.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0008	1	3.3%
0.0018	1	3.3%
0.0019	1	3.3%
0.0023	1	3.3%
0.0027	2	6.7%
0.0041	1	3.3%
0.0046	1	3.3%
0.0053	1	3.3%
0.0054	2	6.7%
0.0064	1	3.3%

Value	Count	Frequency (%)
0.0604	1	3.3%
0.0562	1	3.3%
0.0434	1	3.3%
0.0193	1	3.3%
0.0192	1	3.3%
0.0145	1	3.3%
0.0115	1	3.3%
0.0111	1	3.3%
0.0109	1	3.3%
0.0106	1	3.3%

카드뮴(Cd)
Real number (ℝ)

HIGH CORRELATION

Distinct	7
Distinct (%)	23.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00039666667

Minimum	0.0001
Maximum	0.004
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	402.0 B

Quantile statistics

Minimum	0.0001
5-th percentile	0.0001
Q1	0.0002
median	0.0003
Q3	0.0004
95-th percentile	0.000555
Maximum	0.004
Range	0.0039
Interquartile range (IQR)	0.0002

Descriptive statistics

Standard deviation	0.00069455187
Coefficient of variation (CV)	1.7509711
Kurtosis	27.404912
Mean	0.00039666667
Median Absolute Deviation (MAD)	0.0001
Skewness	5.1335353
Sum	0.0119
Variance	4.824023 × 10^-7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0.0001	7	23.3%
0.0002	7	23.3%
0.0003	6	20.0%
0.0004	6	20.0%
0.0005	2	6.7%
0.004	1	3.3%
0.0006	1	3.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0001	7	23.3%
0.0002	7	23.3%
0.0003	6	20.0%
0.0004	6	20.0%
0.0005	2	6.7%
0.0006	1	3.3%
0.004	1	3.3%

Value	Count	Frequency (%)
0.004	1	3.3%
0.0006	1	3.3%
0.0005	2	6.7%
0.0004	6	20.0%
0.0003	6	20.0%
0.0002	7	23.3%
0.0001	7	23.3%

크롬(Cr)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	16
Distinct (%)	53.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0012466667

Minimum	0
Maximum	0.006
Zeros	10
Zeros (%)	33.3%
Negative	0
Negative (%)	0.0%
Memory size	402.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.00075
Q3	0.002
95-th percentile	0.0043
Maximum	0.006
Range	0.006
Interquartile range (IQR)	0.002

Descriptive statistics

Standard deviation	0.0015402045
Coefficient of variation (CV)	1.2354582
Kurtosis	2.2312765
Mean	0.0012466667
Median Absolute Deviation (MAD)	0.00075
Skewness	1.5917417
Sum	0.0374
Variance	2.3722299 × 10^-6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0.0	10	33.3%
0.0022	2	6.7%
0.0043	2	6.7%
0.002	2	6.7%
0.0006	2	6.7%
0.0008	2	6.7%
0.0009	1	3.3%
0.001	1	3.3%
0.0007	1	3.3%
0.0021	1	3.3%
Other values (6)	6	20.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	10	33.3%
0.0003	1	3.3%
0.0005	1	3.3%
0.0006	2	6.7%
0.0007	1	3.3%
0.0008	2	6.7%
0.0009	1	3.3%
0.001	1	3.3%
0.0011	1	3.3%
0.0015	1	3.3%

Value	Count	Frequency (%)
0.006	1	3.3%
0.0043	2	6.7%
0.0035	1	3.3%
0.0022	2	6.7%
0.0021	1	3.3%
0.002	2	6.7%
0.0015	1	3.3%
0.0011	1	3.3%
0.001	1	3.3%
0.0009	1	3.3%

구리(Cu)
Real number (ℝ)

HIGH CORRELATION

Distinct	27
Distinct (%)	90.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0073933333

Minimum	0.0033
Maximum	0.0151
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	402.0 B

Quantile statistics

Minimum	0.0033
5-th percentile	0.003725
Q1	0.005175
median	0.0062
Q3	0.0086
95-th percentile	0.013655
Maximum	0.0151
Range	0.0118
Interquartile range (IQR)	0.003425

Descriptive statistics

Standard deviation	0.0032133271
Coefficient of variation (CV)	0.43462495
Kurtosis	0.078377706
Mean	0.0073933333
Median Absolute Deviation (MAD)	0.00185
Skewness	0.9460571
Sum	0.2218
Variance	1.0325471 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0.0059	3	10.0%
0.0083	2	6.7%
0.0041	1	3.3%
0.0035	1	3.3%
0.0151	1	3.3%
0.0136	1	3.3%
0.0087	1	3.3%
0.0123	1	3.3%
0.0076	1	3.3%
0.008	1	3.3%
Other values (17)	17	56.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0033	1	3.3%
0.0035	1	3.3%
0.004	1	3.3%
0.0041	1	3.3%
0.0043	1	3.3%
0.0044	1	3.3%
0.0049	1	3.3%
0.0051	1	3.3%
0.0054	1	3.3%
0.0055	1	3.3%

Value	Count	Frequency (%)
0.0151	1	3.3%
0.0137	1	3.3%
0.0136	1	3.3%
0.0123	1	3.3%
0.0113	1	3.3%
0.0106	1	3.3%
0.0093	1	3.3%
0.0087	1	3.3%
0.0083	2	6.7%
0.008	1	3.3%

망간(Mn)
Real number (ℝ)

HIGH CORRELATION

Distinct	27
Distinct (%)	90.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.023253333

Minimum	0.0021
Maximum	0.0977
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	402.0 B

Quantile statistics

Minimum	0.0021
5-th percentile	0.00607
Q1	0.008225
median	0.0121
Q3	0.01995
95-th percentile	0.083145
Maximum	0.0977
Range	0.0956
Interquartile range (IQR)	0.011725

Descriptive statistics

Standard deviation	0.026361842
Coefficient of variation (CV)	1.1336801
Kurtosis	2.3779579
Mean	0.023253333
Median Absolute Deviation (MAD)	0.0056
Skewness	1.8839701
Sum	0.6976
Variance	0.00069494671
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0.0097	2	6.7%
0.0064	2	6.7%
0.0106	2	6.7%
0.0066	1	3.3%
0.0977	1	3.3%
0.0885	1	3.3%
0.0511	1	3.3%
0.0738	1	3.3%
0.0766	1	3.3%
0.0201	1	3.3%
Other values (17)	17	56.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0021	1	3.3%
0.0058	1	3.3%
0.0064	2	6.7%
0.0066	1	3.3%
0.0067	1	3.3%
0.0075	1	3.3%
0.0082	1	3.3%
0.0083	1	3.3%
0.0097	2	6.7%
0.0106	2	6.7%

Value	Count	Frequency (%)
0.0977	1	3.3%
0.0885	1	3.3%
0.0766	1	3.3%
0.0738	1	3.3%
0.0511	1	3.3%
0.0363	1	3.3%
0.0214	1	3.3%
0.0201	1	3.3%
0.0195	1	3.3%
0.0193	1	3.3%

철(Fe)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	30
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.40683667

Minimum	0.0962
Maximum	1.1068
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	402.0 B

Quantile statistics

Minimum	0.0962
5-th percentile	0.156655
Q1	0.205775
median	0.3151
Q3	0.53035
95-th percentile	0.97416
Maximum	1.1068
Range	1.0106
Interquartile range (IQR)	0.324575

Descriptive statistics

Standard deviation	0.26214232
Coefficient of variation (CV)	0.64434291
Kurtosis	1.1807699
Mean	0.40683667
Median Absolute Deviation (MAD)	0.11415
Skewness	1.3254236
Sum	12.2051
Variance	0.068718597
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0.2029	1	3.3%
0.2013	1	3.3%
1.0413	1	3.3%
0.3399	1	3.3%
0.626	1	3.3%
0.6725	1	3.3%
0.8921	1	3.3%
0.4852	1	3.3%
0.4525	1	3.3%
0.257	1	3.3%
Other values (20)	20	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0962	1	3.3%
0.1522	1	3.3%
0.1621	1	3.3%
0.1814	1	3.3%
0.2006	1	3.3%
0.2013	1	3.3%
0.2029	1	3.3%
0.2034	1	3.3%
0.2129	1	3.3%
0.2521	1	3.3%

Value	Count	Frequency (%)
1.1068	1	3.3%
1.0413	1	3.3%
0.8921	1	3.3%
0.6725	1	3.3%
0.672	1	3.3%
0.634	1	3.3%
0.626	1	3.3%
0.5454	1	3.3%
0.4852	1	3.3%
0.4525	1	3.3%

니켈(Ni)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	15
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00071

Minimum	0
Maximum	0.0027
Zeros	12
Zeros (%)	40.0%
Negative	0
Negative (%)	0.0%
Memory size	402.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.00035
Q3	0.001275
95-th percentile	0.00231
Maximum	0.0027
Range	0.0027
Interquartile range (IQR)	0.001275

Descriptive statistics

Standard deviation	0.00083803958
Coefficient of variation (CV)	1.1803374
Kurtosis	-0.2760714
Mean	0.00071
Median Absolute Deviation (MAD)	0.00035
Skewness	0.93581466
Sum	0.0213
Variance	7.0231034 × 10^-7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0.0	12	40.0%
0.0007	3	10.0%
0.0012	2	6.7%
0.0001	2	6.7%
0.0008	1	3.3%
0.0018	1	3.3%
0.0016	1	3.3%
0.0003	1	3.3%
0.0004	1	3.3%
0.0014	1	3.3%
Other values (5)	5	16.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	12	40.0%
0.0001	2	6.7%
0.0003	1	3.3%
0.0004	1	3.3%
0.0007	3	10.0%
0.0008	1	3.3%
0.0012	2	6.7%
0.0013	1	3.3%
0.0014	1	3.3%
0.0016	1	3.3%

Value	Count	Frequency (%)
0.0027	1	3.3%
0.0024	1	3.3%
0.0022	1	3.3%
0.0018	1	3.3%
0.0017	1	3.3%
0.0016	1	3.3%
0.0014	1	3.3%
0.0013	1	3.3%
0.0012	2	6.7%
0.0008	1	3.3%

비소(As)
Real number (ℝ)

Distinct	20
Distinct (%)	66.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0027066667

Minimum	0.0008
Maximum	0.0069
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	402.0 B

Quantile statistics

Minimum	0.0008
5-th percentile	0.0011
Q1	0.001525
median	0.002
Q3	0.0037
95-th percentile	0.005465
Maximum	0.0069
Range	0.0061
Interquartile range (IQR)	0.002175

Descriptive statistics

Standard deviation	0.0015754437
Coefficient of variation (CV)	0.5820605
Kurtosis	0.32505225
Mean	0.0027066667
Median Absolute Deviation (MAD)	0.00065
Skewness	1.0678389
Sum	0.0812
Variance	2.482023 × 10^-6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0.0037	3	10.0%
0.0018	3	10.0%
0.0019	2	6.7%
0.0014	2	6.7%
0.0026	2	6.7%
0.005	2	6.7%
0.0011	2	6.7%
0.0015	2	6.7%
0.0056	1	3.3%
0.004	1	3.3%
Other values (10)	10	33.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0008	1	3.3%
0.0011	2	6.7%
0.0013	1	3.3%
0.0014	2	6.7%
0.0015	2	6.7%
0.0016	1	3.3%
0.0017	1	3.3%
0.0018	3	10.0%
0.0019	2	6.7%
0.0021	1	3.3%

Value	Count	Frequency (%)
0.0069	1	3.3%
0.0056	1	3.3%
0.0053	1	3.3%
0.005	2	6.7%
0.004	1	3.3%
0.0037	3	10.0%
0.0034	1	3.3%
0.0027	1	3.3%
0.0026	2	6.7%
0.0023	1	3.3%

베릴륨(Be)
Categorical

CONSTANT

Distinct	1
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Memory size	372.0 B

0	30

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
0	30	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	30	100.0%

알루미늄(Al)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	30
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.18211667

Minimum	0.0204
Maximum	0.8588
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	402.0 B

Quantile statistics

Minimum	0.0204
5-th percentile	0.05193
Q1	0.09525
median	0.1363
Q3	0.23485
95-th percentile	0.317225
Maximum	0.8588
Range	0.8384
Interquartile range (IQR)	0.1396

Descriptive statistics

Standard deviation	0.15286803
Coefficient of variation (CV)	0.83939613
Kurtosis	13.184004
Mean	0.18211667
Median Absolute Deviation (MAD)	0.0643
Skewness	3.1230211
Sum	5.4635
Variance	0.023368633
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0.0907	1	3.3%
0.0772	1	3.3%
0.2117	1	3.3%
0.2058	1	3.3%
0.1261	1	3.3%
0.0578	1	3.3%
0.2664	1	3.3%
0.3188	1	3.3%
0.305	1	3.3%
0.2317	1	3.3%
Other values (20)	20	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0204	1	3.3%
0.0504	1	3.3%
0.0538	1	3.3%
0.0578	1	3.3%
0.0772	1	3.3%
0.078	1	3.3%
0.0833	1	3.3%
0.0907	1	3.3%
0.1089	1	3.3%
0.1094	1	3.3%

Value	Count	Frequency (%)
0.8588	1	3.3%
0.3188	1	3.3%
0.3153	1	3.3%
0.305	1	3.3%
0.2664	1	3.3%
0.2615	1	3.3%
0.2429	1	3.3%
0.2359	1	3.3%
0.2317	1	3.3%
0.2117	1	3.3%

칼슘(Ca)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	30
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.45698333

Minimum	0.0434
Maximum	0.9924
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	402.0 B

Quantile statistics

Minimum	0.0434
5-th percentile	0.096525
Q1	0.2569
median	0.3914
Q3	0.645075
95-th percentile	0.969075
Maximum	0.9924
Range	0.949
Interquartile range (IQR)	0.388175

Descriptive statistics

Standard deviation	0.28152603
Coefficient of variation (CV)	0.61605318
Kurtosis	-0.75345361
Mean	0.45698333
Median Absolute Deviation (MAD)	0.17975
Skewness	0.54997096
Sum	13.7095
Variance	0.079256908
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0.2463	1	3.3%
0.2558	1	3.3%
0.552	1	3.3%
0.5738	1	3.3%
0.2602	1	3.3%
0.0968	1	3.3%
0.4285	1	3.3%
0.6968	1	3.3%
0.6667	1	3.3%
0.2787	1	3.3%
Other values (20)	20	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0434	1	3.3%
0.0963	1	3.3%
0.0968	1	3.3%
0.1382	1	3.3%
0.1591	1	3.3%
0.2143	1	3.3%
0.2463	1	3.3%
0.2558	1	3.3%
0.2602	1	3.3%
0.2787	1	3.3%

Value	Count	Frequency (%)
0.9924	1	3.3%
0.9909	1	3.3%
0.9424	1	3.3%
0.8989	1	3.3%
0.821	1	3.3%
0.7695	1	3.3%
0.6968	1	3.3%
0.6667	1	3.3%
0.5802	1	3.3%
0.5738	1	3.3%

마그네슘(Mg)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	30
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.13796667

Minimum	0.0231
Maximum	0.5064
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	402.0 B

Quantile statistics

Minimum	0.0231
5-th percentile	0.048715
Q1	0.09525
median	0.1346
Q3	0.1615
95-th percentile	0.23591
Maximum	0.5064
Range	0.4833
Interquartile range (IQR)	0.06625

Descriptive statistics

Standard deviation	0.086510348
Coefficient of variation (CV)	0.62703803
Kurtosis	11.065541
Mean	0.13796667
Median Absolute Deviation (MAD)	0.03395
Skewness	2.7236039
Sum	4.139
Variance	0.0074840402
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0.0731	1	3.3%
0.0865	1	3.3%
0.1334	1	3.3%
0.1392	1	3.3%
0.143	1	3.3%
0.0611	1	3.3%
0.1168	1	3.3%
0.1562	1	3.3%
0.1594	1	3.3%
0.1656	1	3.3%
Other values (20)	20	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0231	1	3.3%
0.0457	1	3.3%
0.0524	1	3.3%
0.0611	1	3.3%
0.0658	1	3.3%
0.0731	1	3.3%
0.0865	1	3.3%
0.0943	1	3.3%
0.0981	1	3.3%
0.1032	1	3.3%

Value	Count	Frequency (%)
0.5064	1	3.3%
0.2369	1	3.3%
0.2347	1	3.3%
0.1848	1	3.3%
0.1824	1	3.3%
0.1717	1	3.3%
0.1656	1	3.3%
0.1622	1	3.3%
0.1594	1	3.3%
0.1562	1	3.3%

Phik (φk)
Auto

Heatmap
Table

	지점	일자	납(Pb)	카드뮴(Cd)	크롬(Cr)	구리(Cu)	망간(Mn)	철(Fe)	니켈(Ni)	비소(As)	알루미늄(Al)	칼슘(Ca)	마그네슘(Mg)
지점	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
일자	1.000	1.000	0.000	0.000	0.000	0.000	0.609	0.469	0.000	0.449	0.672	0.229	0.843
납(Pb)	1.000	0.000	1.000	0.905	0.708	0.795	0.768	0.732	0.807	0.777	0.152	0.555	0.000
카드뮴(Cd)	1.000	0.000	0.905	1.000	1.000	0.775	0.618	0.553	0.760	0.000	0.284	0.428	0.000
크롬(Cr)	1.000	0.000	0.708	1.000	1.000	0.763	0.908	0.659	0.756	0.588	0.504	0.565	0.000
구리(Cu)	1.000	0.000	0.795	0.775	0.763	1.000	0.718	0.815	0.741	0.000	0.785	0.615	0.076
망간(Mn)	1.000	0.609	0.768	0.618	0.908	0.718	1.000	0.712	0.683	0.586	0.692	0.522	0.654
철(Fe)	1.000	0.469	0.732	0.553	0.659	0.815	0.712	1.000	0.811	0.000	0.685	0.775	0.698
니켈(Ni)	1.000	0.000	0.807	0.760	0.756	0.741	0.683	0.811	1.000	0.000	0.369	0.314	0.000
비소(As)	1.000	0.449	0.777	0.000	0.588	0.000	0.586	0.000	0.000	1.000	0.000	0.000	0.433
알루미늄(Al)	1.000	0.672	0.152	0.284	0.504	0.785	0.692	0.685	0.369	0.000	1.000	0.903	0.726
칼슘(Ca)	1.000	0.229	0.555	0.428	0.565	0.615	0.522	0.775	0.314	0.000	0.903	1.000	0.690
마그네슘(Mg)	1.000	0.843	0.000	0.000	0.000	0.076	0.654	0.698	0.000	0.433	0.726	0.690	1.000

Heatmap
Table

	납(Pb)	카드뮴(Cd)	크롬(Cr)	구리(Cu)	망간(Mn)	철(Fe)	니켈(Ni)	비소(As)	알루미늄(Al)	칼슘(Ca)	마그네슘(Mg)	일자
납(Pb)	1.000	0.732	0.580	0.340	0.704	0.576	0.734	0.404	0.271	0.132	0.218	0.000
카드뮴(Cd)	0.732	1.000	0.661	0.593	0.879	0.825	0.794	-0.103	0.733	0.628	0.549	0.000
크롬(Cr)	0.580	0.661	1.000	0.834	0.643	0.665	0.781	-0.223	0.462	0.327	0.368	0.000
구리(Cu)	0.340	0.593	0.834	1.000	0.600	0.708	0.682	-0.468	0.467	0.523	0.353	0.000
망간(Mn)	0.704	0.879	0.643	0.600	1.000	0.885	0.681	-0.069	0.560	0.534	0.351	0.349
철(Fe)	0.576	0.825	0.665	0.708	0.885	1.000	0.635	-0.247	0.689	0.715	0.515	0.222
니켈(Ni)	0.734	0.794	0.781	0.682	0.681	0.635	1.000	-0.012	0.520	0.364	0.280	0.000
비소(As)	0.404	-0.103	-0.223	-0.468	-0.069	-0.247	-0.012	1.000	-0.351	-0.431	-0.182	0.112
알루미늄(Al)	0.271	0.733	0.462	0.467	0.560	0.689	0.520	-0.351	1.000	0.811	0.626	0.421
칼슘(Ca)	0.132	0.628	0.327	0.523	0.534	0.715	0.364	-0.431	0.811	1.000	0.734	0.000
마그네슘(Mg)	0.218	0.549	0.368	0.353	0.351	0.515	0.280	-0.182	0.626	0.734	1.000	0.568
일자	0.000	0.000	0.000	0.000	0.349	0.222	0.000	0.112	0.421	0.000	0.568	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

	지점	일자	납(Pb)	카드뮴(Cd)	크롬(Cr)	구리(Cu)	망간(Mn)	철(Fe)	니켈(Ni)	비소(As)	알루미늄(Al)	칼슘(Ca)	마그네슘(Mg)
0	건국동1	(2024-03-11 00:00∼2024-03-11 24:00)	0.0027	0.0001	0.0	0.0041	0.0097	0.2029	0.0	0.0037	0.0907	0.2463	0.0731
1	건국동2	(2024-03-12 00:00∼2024-03-12 24:00)	0.0074	0.0001	0.0	0.0043	0.0097	0.1621	0.0	0.005	0.0504	0.1382	0.0658
2	건국동3	(2024-03-13 00:00∼2024-03-13 24:00)	0.0066	0.0002	0.0	0.004	0.0106	0.2034	0.0	0.0034	0.078	0.2143	0.1358
3	건국동4	(2024-03-14 00:00∼2024-03-14 24:00)	0.0054	0.0003	0.0	0.0049	0.0195	0.3177	0.0	0.0019	0.128	0.4071	0.1104
4	건국동5	(2024-03-15 00:00∼2024-03-15 24:00)	0.0046	0.0002	0.0	0.0044	0.0133	0.275	0.0	0.0018	0.1279	0.3771	0.0981
5	농성동1	(2024-03-11 00:00∼2024-03-11 24:00)	0.0053	0.0003	0.0021	0.0113	0.0141	0.5454	0.0012	0.0016	0.2429	0.9424	0.1622
6	농성동2	(2024-03-12 00:00∼2024-03-12 24:00)	0.0111	0.0002	0.0008	0.0069	0.0108	0.3125	0.0008	0.0053	0.1094	0.3501	0.1119
7	농성동3	(2024-03-13 00:00∼2024-03-13 24:00)	0.0087	0.0003	0.0009	0.006	0.0115	0.3458	0.0007	0.0027	0.1442	0.5802	0.2347
8	농성동4	(2024-03-14 00:00∼2024-03-14 24:00)	0.0088	0.0004	0.0022	0.0106	0.0193	0.634	0.0018	0.0014	0.2359	0.8989	0.1848
9	농성동5	(2024-03-15 00:00∼2024-03-15 24:00)	0.0084	0.0004	0.002	0.0137	0.0214	0.672	0.0016	0.0026	0.2615	0.9909	0.1824

	지점	일자	납(Pb)	카드뮴(Cd)	크롬(Cr)	구리(Cu)	망간(Mn)	철(Fe)	니켈(Ni)	비소(As)	알루미늄(Al)	칼슘(Ca)	마그네슘(Mg)
20	노대동1	(2024-03-11 00:00∼2024-03-11 24:00)	0.0041	0.0002	0.0005	0.0054	0.0082	0.2521	0.0004	0.0023	0.3153	0.2847	0.0943
21	노대동2	(2024-03-12 00:00∼2024-03-12 24:00)	0.0145	0.0002	0.0003	0.0033	0.0067	0.1522	0.0007	0.0069	0.0833	0.0963	0.0524
22	노대동3	(2024-03-13 00:00∼2024-03-13 24:00)	0.0106	0.0004	0.0006	0.0051	0.0106	0.257	0.0007	0.0037	0.2317	0.2787	0.1656
23	노대동4	(2024-03-14 00:00∼2024-03-14 24:00)	0.0109	0.0004	0.0011	0.008	0.0192	0.4525	0.0014	0.0019	0.305	0.6667	0.1594
24	노대동5	(2024-03-15 00:00∼2024-03-15 24:00)	0.0115	0.0005	0.0015	0.0076	0.0201	0.4852	0.0017	0.0021	0.3188	0.6968	0.1562
25	평동1	(2024-03-11 00:00∼2024-03-11 24:00)	0.0434	0.0005	0.0043	0.0123	0.0766	0.8921	0.0022	0.0014	0.2664	0.4285	0.1168
26	평동2	(2024-03-12 00:00∼2024-03-12 24:00)	0.0562	0.0003	0.0022	0.0083	0.0738	0.6725	0.0012	0.005	0.0578	0.0968	0.0611
27	평동3	(2024-03-13 00:00∼2024-03-13 24:00)	0.0604	0.0004	0.0035	0.0087	0.0511	0.626	0.0013	0.004	0.1261	0.2602	0.143
28	평동4	(2024-03-14 00:00∼2024-03-14 24:00)	0.0192	0.004	0.006	0.0136	0.0885	0.3399	0.0024	0.0026	0.2058	0.5738	0.1392
29	평동5	(2024-03-15 00:00∼2024-03-15 24:00)	0.0193	0.0006	0.0043	0.0151	0.0977	1.0413	0.0027	0.0011	0.2117	0.552	0.1334

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

Hangul

ASCII

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample