gimi9 Pandas Profiling

Dataset statistics

Number of variables	16
Number of observations	6293
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	854.4 KiB
Average record size in memory	139.0 B

Variable types

Categorical	3
DateTime	2
Text	1
Numeric	10

Dataset

Description	화성시의 각 지역(읍/면/동/리)의 지번 코드를 요청 값으로 사용하여 각 지역 토양의 화학성 성분 상세 정보(최근 5년 이내)
URL	https://www.data.go.kr/data/15096334/fileData.do

Alerts

`데이터기준일` has constant value ""	Constant
`유효규산` is highly overall correlated with `양이온치환용량`	High correlation
`마그네슘` is highly overall correlated with `칼슘` and 2 other fields	High correlation
`칼슘` is highly overall correlated with `마그네슘`	High correlation
`전기전도도` is highly overall correlated with `마그네슘` and 1 other fields	High correlation
`나트륨` is highly overall correlated with `마그네슘`	High correlation
`양이온치환용량` is highly overall correlated with `유효규산` and 1 other fields	High correlation
`석회소요량` is highly imbalanced (80.6%)	Imbalance
`전기전도도` is highly skewed (γ1 = 23.33355343)	Skewed
`유효규산` has 2882 (45.8%) zeros	Zeros
`마그네슘` has 639 (10.2%) zeros	Zeros
`칼슘` has 639 (10.2%) zeros	Zeros
`전기전도도` has 1228 (19.5%) zeros	Zeros
`나트륨` has 1550 (24.6%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 00:53:38.134751
Analysis finished	2023-12-12 00:53:56.083685
Duration	17.95 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

채취년도
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	49.3 KiB

2022	4237
2023	2056

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2022
2nd row	2022
3rd row	2022
4th row	2022
5th row	2022

Common Values

Value	Count	Frequency (%)
2022	4237	67.3%
2023	2056	32.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2022	4237	67.3%
2023	2056	32.7%

토양검정일
Date

Distinct	94
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Memory size	49.3 KiB

Minimum	2022-01-14 00:00:00
Maximum	2023-08-17 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

경지구분
Categorical

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	49.3 KiB

논	3668
밭	1430
과수	955
시설	226
<NA>	13

Length

Max length	4
Median length	1
Mean length	1.194184
Min length	1

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	밭
2nd row	밭
3rd row	과수
4th row	시설
5th row	밭

Common Values

Value	Count	Frequency (%)
논	3668	58.3%
밭	1430	22.7%
과수	955	15.2%
시설	226	3.6%
<NA>	13	0.2%
성토용	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
논	3668	58.3%
밭	1430	22.7%
과수	955	15.2%
시설	226	3.6%
na	13	0.2%
성토용	1	< 0.1%

대상지 지번주소
Text

Distinct	4431
Distinct (%)	70.4%
Missing	0
Missing (%)	0.0%
Memory size	49.3 KiB

Length

Max length	100
Median length	30
Mean length	20.296043
Min length	13

Characters and Unicode

Total characters	127723
Distinct characters	181
Distinct categories	7 ?
Distinct scripts	3 ?
Distinct blocks	2 ?

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

Unique

Unique	2984 ?
Unique (%)	47.4%

Sample

1st row	경기도 화성시 마도면 송정리 196-2
2nd row	경기도 화성시 배양동 13-32
3rd row	경기도 화성시 팔탄면 노하리 1010
4th row	경기도 화성시 반정동 294-1
5th row	경기도 화성시 정남면 오일리 360-1

Value	Count	Frequency (%)
경기도	6291	20.0%
화성시	6288	20.0%
우정읍	2333	7.4%
장안면	1068	3.4%
송산면	853	2.7%
화산리	714	2.3%
향남읍	478	1.5%
호곡리	459	1.5%
주곡리	340	1.1%
장안리	338	1.1%
Other values (3536)	12278	39.1%

Most occurring characters

Value	Count	Frequency (%)
	25436	19.9%
화	7338	5.7%
도	6433	5.0%
기	6339	5.0%
시	6314	4.9%
성	6309	4.9%
경	6292	4.9%
리	6126	4.8%
1	4658	3.6%
-	3452	2.7%
Other values (171)	49026	38.4%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	75093	58.8%
Space Separator	25436	19.9%
Decimal Number	23736	18.6%
Dash Punctuation	3452	2.7%
Uppercase Letter	3	< 0.1%
Other Punctuation	2	< 0.1%
Math Symbol	1	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
화	7338	9.8%
도	6433	8.6%
기	6339	8.4%
시	6314	8.4%
성	6309	8.4%
경	6292	8.4%
리	6126	8.2%
면	3090	4.1%
읍	3026	4.0%
정	2731	3.6%
Other values (153)	21095	28.1%

Decimal Number

Value	Count	Frequency (%)
1	4658	19.6%
2	3429	14.4%
3	2442	10.3%
4	2254	9.5%
6	2130	9.0%
5	2076	8.7%
7	1888	8.0%
8	1728	7.3%
0	1625	6.8%
9	1506	6.3%

Uppercase Letter

Value	Count	Frequency (%)
A	1	33.3%
I	1	33.3%
D	1	33.3%

Other Punctuation

Value	Count	Frequency (%)
:	1	50.0%
,	1	50.0%

Space Separator

Value	Count	Frequency (%)
	25436	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	3452	100.0%

Math Symbol

Value	Count	Frequency (%)
+	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	75093	58.8%
Common	52627	41.2%
Latin	3	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
화	7338	9.8%
도	6433	8.6%
기	6339	8.4%
시	6314	8.4%
성	6309	8.4%
경	6292	8.4%
리	6126	8.2%
면	3090	4.1%
읍	3026	4.0%
정	2731	3.6%
Other values (153)	21095	28.1%

Common

Value	Count	Frequency (%)
	25436	48.3%
1	4658	8.9%
-	3452	6.6%
2	3429	6.5%
3	2442	4.6%
4	2254	4.3%
6	2130	4.0%
5	2076	3.9%
7	1888	3.6%
8	1728	3.3%
Other values (5)	3134	6.0%

Latin

Value	Count	Frequency (%)
A	1	33.3%
I	1	33.3%
D	1	33.3%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	75093	58.8%
ASCII	52630	41.2%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	25436	48.3%
1	4658	8.9%
-	3452	6.6%
2	3429	6.5%
3	2442	4.6%
4	2254	4.3%
6	2130	4.0%
5	2076	3.9%
7	1888	3.6%
8	1728	3.3%
Other values (8)	3137	6.0%

Hangul

Value	Count	Frequency (%)
화	7338	9.8%
도	6433	8.6%
기	6339	8.4%
시	6314	8.4%
성	6309	8.4%
경	6292	8.4%
리	6126	8.2%
면	3090	4.1%
읍	3026	4.0%
정	2731	3.6%
Other values (153)	21095	28.1%

산도
Real number (ℝ)

Distinct	748
Distinct (%)	11.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.0481503

Minimum	0
Maximum	38.3
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	55.4 KiB

Quantile statistics

Minimum	0
5-th percentile	5.086
Q1	5.86
median	6.45
Q3	7.1
95-th percentile	8.79
Maximum	38.3
Range	38.3
Interquartile range (IQR)	1.24

Descriptive statistics

Standard deviation	3.4156134
Coefficient of variation (CV)	0.48461132
Kurtosis	31.792305
Mean	7.0481503
Median Absolute Deviation (MAD)	0.62
Skewness	5.349562
Sum	44354.01
Variance	11.666415
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.5	62	1.0%
6.44	45	0.7%
6.46	42	0.7%
6.51	40	0.6%
6.47	39	0.6%
6.32	38	0.6%
5.83	36	0.6%
6.33	36	0.6%
6.48	35	0.6%
6.3	35	0.6%
Other values (738)	5885	93.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1	< 0.1%
3.36	1	< 0.1%
3.58	1	< 0.1%
3.69	2	< 0.1%
3.73	1	< 0.1%
3.81	1	< 0.1%
3.83	2	< 0.1%
3.84	1	< 0.1%
3.86	1	< 0.1%
3.87	2	< 0.1%

Value	Count	Frequency (%)
38.3	1	< 0.1%
38.03	1	< 0.1%
36.82	1	< 0.1%
35.88	1	< 0.1%
35.72	1	< 0.1%
35.0	1	< 0.1%
34.96	1	< 0.1%
34.91	1	< 0.1%
34.79	1	< 0.1%
34.56	1	< 0.1%

유효인산
Real number (ℝ)

Distinct	5045
Distinct (%)	80.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	228.0413

Minimum	-31.62
Maximum	4737.37
Zeros	1
Zeros (%)	< 0.1%
Negative	2
Negative (%)	< 0.1%
Memory size	55.4 KiB

Quantile statistics

Minimum	-31.62
5-th percentile	3.948
Q1	32.82
median	64
Q3	270.52
95-th percentile	985.78
Maximum	4737.37
Range	4768.99
Interquartile range (IQR)	237.7

Descriptive statistics

Standard deviation	364.27771
Coefficient of variation (CV)	1.5974199
Kurtosis	14.011875
Mean	228.0413
Median Absolute Deviation (MAD)	43.46
Skewness	3.0576251
Sum	1435063.9
Variance	132698.25
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.12	19	0.3%
0.13	17	0.3%
34.0	15	0.2%
23.0	14	0.2%
25.0	14	0.2%
37.0	14	0.2%
46.0	13	0.2%
28.0	13	0.2%
0.22	13	0.2%
21.0	12	0.2%
Other values (5035)	6149	97.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-31.62	1	< 0.1%
-21.92	1	< 0.1%
0.0	1	< 0.1%
0.1	2	< 0.1%
0.11	6	0.1%
0.12	19	0.3%
0.13	17	0.3%
0.14	9	0.1%
0.15	9	0.1%
0.16	9	0.1%

Value	Count	Frequency (%)
4737.37	1	< 0.1%
3589.47	1	< 0.1%
3279.71	1	< 0.1%
2859.83	1	< 0.1%
2853.65	1	< 0.1%
2771.44	1	< 0.1%
2766.24	1	< 0.1%
2620.31	1	< 0.1%
2615.23	1	< 0.1%
2592.75	1	< 0.1%

유효규산
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	2905
Distinct (%)	46.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	96.401894

Minimum	0
Maximum	1526.05
Zeros	2882
Zeros (%)	45.8%
Negative	0
Negative (%)	0.0%
Memory size	55.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1.06
Q3	181.49
95-th percentile	340.738
Maximum	1526.05
Range	1526.05
Interquartile range (IQR)	181.49

Descriptive statistics

Standard deviation	136.89472
Coefficient of variation (CV)	1.4200419
Kurtosis	10.125194
Mean	96.401894
Median Absolute Deviation (MAD)	1.06
Skewness	2.1808969
Sum	606657.12
Variance	18740.166
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	2882	45.8%
0.52	11	0.2%
0.49	8	0.1%
0.58	8	0.1%
0.44	7	0.1%
0.62	6	0.1%
0.27	6	0.1%
0.65	6	0.1%
0.64	6	0.1%
0.71	6	0.1%
Other values (2895)	3347	53.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	2882	45.8%
0.16	1	< 0.1%
0.19	1	< 0.1%
0.2	2	< 0.1%
0.21	1	< 0.1%
0.22	3	< 0.1%
0.23	1	< 0.1%
0.24	2	< 0.1%
0.25	1	< 0.1%
0.27	6	0.1%

Value	Count	Frequency (%)
1526.05	1	< 0.1%
1493.49	1	< 0.1%
1384.69	1	< 0.1%
1247.28	1	< 0.1%
1233.12	1	< 0.1%
1204.59	1	< 0.1%
1182.78	1	< 0.1%
1065.42	1	< 0.1%
1030.93	1	< 0.1%
955.86	1	< 0.1%

유기물
Real number (ℝ)

Distinct	3083
Distinct (%)	49.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.229012

Minimum	0
Maximum	399.23
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	55.4 KiB

Quantile statistics

Minimum	0
5-th percentile	4.846
Q1	13.59
median	19.93
Q3	26.58
95-th percentile	46.972
Maximum	399.23
Range	399.23
Interquartile range (IQR)	12.99

Descriptive statistics

Standard deviation	16.871368
Coefficient of variation (CV)	0.75897969
Kurtosis	80.743085
Mean	22.229012
Median Absolute Deviation (MAD)	6.51
Skewness	5.8971034
Sum	139887.17
Variance	284.64307
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25.0	50	0.8%
17.0	44	0.7%
19.0	44	0.7%
16.0	43	0.7%
20.0	41	0.7%
21.0	37	0.6%
22.0	35	0.6%
18.0	35	0.6%
23.0	31	0.5%
24.0	30	0.5%
Other values (3073)	5903	93.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	3	< 0.1%
0.69	2	< 0.1%
0.71	1	< 0.1%
0.72	1	< 0.1%
0.77	1	< 0.1%
0.88	1	< 0.1%
0.95	1	< 0.1%
0.97	1	< 0.1%
0.98	1	< 0.1%
0.99	1	< 0.1%

Value	Count	Frequency (%)
399.23	1	< 0.1%
293.3	1	< 0.1%
286.21	1	< 0.1%
278.42	1	< 0.1%
221.56	1	< 0.1%
202.59	1	< 0.1%
182.33	1	< 0.1%
162.48	1	< 0.1%
158.13	1	< 0.1%
152.18	1	< 0.1%

마그네슘
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	754
Distinct (%)	12.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.6184443

Minimum	0
Maximum	29
Zeros	639
Zeros (%)	10.2%
Negative	0
Negative (%)	0.0%
Memory size	55.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.38
median	2.44
Q3	3.59
95-th percentile	5.534
Maximum	29
Range	29
Interquartile range (IQR)	2.21

Descriptive statistics

Standard deviation	1.9408659
Coefficient of variation (CV)	0.74122863
Kurtosis	23.28821
Mean	2.6184443
Median Absolute Deviation (MAD)	1.11
Skewness	2.6908488
Sum	16477.87
Variance	3.7669604
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	639	10.2%
2.15	26	0.4%
3.71	22	0.3%
2.84	22	0.3%
1.95	22	0.3%
2.37	22	0.3%
2.77	22	0.3%
2.71	21	0.3%
2.05	21	0.3%
1.04	21	0.3%
Other values (744)	5455	86.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	639	10.2%
0.01	1	< 0.1%
0.05	1	< 0.1%
0.07	1	< 0.1%
0.08	1	< 0.1%
0.1	3	< 0.1%
0.11	1	< 0.1%
0.15	1	< 0.1%
0.16	1	< 0.1%
0.18	1	< 0.1%

Value	Count	Frequency (%)
29.0	1	< 0.1%
28.71	1	< 0.1%
27.09	1	< 0.1%
26.6	1	< 0.1%
19.21	1	< 0.1%
18.62	1	< 0.1%
17.72	1	< 0.1%
17.25	1	< 0.1%
16.1	1	< 0.1%
15.27	1	< 0.1%

칼륨
Real number (ℝ)

Distinct	586
Distinct (%)	9.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.022471

Minimum	0
Maximum	19.7
Zeros	4
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	55.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.17
Q1	0.32
median	0.55
Q3	0.92
95-th percentile	4.744
Maximum	19.7
Range	19.7
Interquartile range (IQR)	0.6

Descriptive statistics

Standard deviation	1.5641585
Coefficient of variation (CV)	1.5297827
Kurtosis	17.188868
Mean	1.022471
Median Absolute Deviation (MAD)	0.26
Skewness	3.8112975
Sum	6434.41
Variance	2.4465917
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3	219	3.5%
0.4	166	2.6%
0.2	165	2.6%
0.5	131	2.1%
0.6	92	1.5%
0.23	87	1.4%
0.25	81	1.3%
0.7	80	1.3%
0.26	78	1.2%
0.36	77	1.2%
Other values (576)	5117	81.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	4	0.1%
0.03	1	< 0.1%
0.04	5	0.1%
0.05	3	< 0.1%
0.06	4	0.1%
0.07	3	< 0.1%
0.08	11	0.2%
0.09	13	0.2%
0.1	46	0.7%
0.11	27	0.4%

Value	Count	Frequency (%)
19.7	1	< 0.1%
16.46	1	< 0.1%
12.24	1	< 0.1%
12.06	1	< 0.1%
11.85	1	< 0.1%
11.76	1	< 0.1%
11.0	1	< 0.1%
10.88	1	< 0.1%
10.61	1	< 0.1%
10.58	1	< 0.1%

칼슘
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1338
Distinct (%)	21.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.1694629

Minimum	0
Maximum	53.26
Zeros	639
Zeros (%)	10.2%
Negative	0
Negative (%)	0.0%
Memory size	55.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3.98
median	5.84
Q3	7.87
95-th percentile	13.004
Maximum	53.26
Range	53.26
Interquartile range (IQR)	3.89

Descriptive statistics

Standard deviation	4.1116524
Coefficient of variation (CV)	0.66645224
Kurtosis	10.71461
Mean	6.1694629
Median Absolute Deviation (MAD)	1.95
Skewness	1.9167449
Sum	38824.43
Variance	16.905685
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	639	10.2%
5.46	17	0.3%
7.32	16	0.3%
6.01	16	0.3%
5.96	15	0.2%
6.52	15	0.2%
6.19	15	0.2%
6.29	15	0.2%
4.87	15	0.2%
6.63	15	0.2%
Other values (1328)	5515	87.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	639	10.2%
0.09	1	< 0.1%
0.14	2	< 0.1%
0.29	1	< 0.1%
0.34	1	< 0.1%
0.42	1	< 0.1%
0.48	1	< 0.1%
0.61	1	< 0.1%
0.65	1	< 0.1%
0.7	1	< 0.1%

Value	Count	Frequency (%)
53.26	1	< 0.1%
43.85	1	< 0.1%
41.07	1	< 0.1%
39.51	1	< 0.1%
39.03	1	< 0.1%
38.08	1	< 0.1%
36.68	1	< 0.1%
34.24	1	< 0.1%
33.11	1	< 0.1%
32.96	1	< 0.1%

전기전도도
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	938
Distinct (%)	14.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.2512315

Minimum	0
Maximum	1326
Zeros	1228
Zeros (%)	19.5%
Negative	0
Negative (%)	0.0%
Memory size	55.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.34
median	1.22
Q3	2.64
95-th percentile	8.264
Maximum	1326
Range	1326
Interquartile range (IQR)	2.3

Descriptive statistics

Standard deviation	31.427266
Coefficient of variation (CV)	7.3925087
Kurtosis	721.40881
Mean	4.2512315
Median Absolute Deviation (MAD)	1.05
Skewness	23.333553
Sum	26753
Variance	987.67305
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	1228	19.5%
0.37	31	0.5%
0.78	28	0.4%
0.4	28	0.4%
0.61	27	0.4%
1.04	27	0.4%
0.68	27	0.4%
0.47	26	0.4%
0.67	25	0.4%
0.96	24	0.4%
Other values (928)	4822	76.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1228	19.5%
0.06	3	< 0.1%
0.07	4	0.1%
0.08	5	0.1%
0.09	4	0.1%
0.1	2	< 0.1%
0.11	5	0.1%
0.12	8	0.1%
0.13	5	0.1%
0.14	13	0.2%

Value	Count	Frequency (%)
1326.0	1	< 0.1%
795.6	2	< 0.1%
663.0	2	< 0.1%
397.8	7	0.1%
265.2	10	0.2%
265.0	2	< 0.1%
133.0	1	< 0.1%
132.6	19	0.3%
64.86	1	< 0.1%
64.15	1	< 0.1%

나트륨
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1057
Distinct (%)	16.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.184988

Minimum	-0.13
Maximum	1500
Zeros	1550
Zeros (%)	24.6%
Negative	30
Negative (%)	0.5%
Memory size	55.4 KiB

Quantile statistics

Minimum	-0.13
5-th percentile	0
Q1	0
median	0.4
Q3	1.65
95-th percentile	145.832
Maximum	1500
Range	1500.13
Interquartile range (IQR)	1.65

Descriptive statistics

Standard deviation	65.219655
Coefficient of variation (CV)	4.0296387
Kurtosis	75.752804
Mean	16.184988
Median Absolute Deviation (MAD)	0.4
Skewness	6.6646511
Sum	101852.13
Variance	4253.6034
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	1550	24.6%
0.03	78	1.2%
0.08	72	1.1%
0.11	70	1.1%
0.06	69	1.1%
0.1	67	1.1%
0.09	66	1.0%
0.05	64	1.0%
0.07	62	1.0%
0.12	61	1.0%
Other values (1047)	4134	65.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.13	1	< 0.1%
-0.08	2	< 0.1%
-0.06	2	< 0.1%
-0.05	1	< 0.1%
-0.04	3	< 0.1%
-0.03	7	0.1%
-0.02	7	0.1%
-0.01	7	0.1%
0.0	1550	24.6%
0.01	36	0.6%

Value	Count	Frequency (%)
1500.0	1	< 0.1%
963.99	1	< 0.1%
904.19	1	< 0.1%
858.75	1	< 0.1%
604.33	1	< 0.1%
565.43	1	< 0.1%
545.97	1	< 0.1%
538.69	1	< 0.1%
538.19	1	< 0.1%
535.52	1	< 0.1%

석회소요량
Categorical

IMBALANCE

Distinct	23
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	49.3 KiB

0	5555
133	219
132.6	199
265	80
265.2	61
Other values (18)	179

Length

Max length	6
Median length	1
Mean length	1.3472112
Min length	1

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	265
3rd row	530
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	5555	88.3%
133	219	3.5%
132.6	199	3.2%
265	80	1.3%
265.2	61	1.0%
397.8	38	0.6%
398	23	0.4%
1326	19	0.3%
530.4	19	0.3%
663	17	0.3%
Other values (13)	63	1.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
0	5555	88.3%
133	219	3.5%
132.6	199	3.2%
265	80	1.3%
265.2	61	1.0%
397.8	38	0.6%
398	23	0.4%
1326	19	0.3%
530.4	19	0.3%
663	17	0.3%
Other values (12)	61	1.0%

양이온치환용량
Real number (ℝ)

HIGH CORRELATION

Distinct	4926
Distinct (%)	78.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	122.18838

Minimum	0
Maximum	1583.53
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	55.4 KiB

Quantile statistics

Minimum	0
5-th percentile	8.186
Q1	20.08
median	42.98
Q3	207.67
95-th percentile	368.528
Maximum	1583.53
Range	1583.53
Interquartile range (IQR)	187.59

Descriptive statistics

Standard deviation	139.19386
Coefficient of variation (CV)	1.1391743
Kurtosis	9.5722859
Mean	122.18838
Median Absolute Deviation (MAD)	34.51
Skewness	2.1167429
Sum	768931.47
Variance	19374.931
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17.3	16	0.3%
19.3	16	0.3%
21.3	13	0.2%
20.3	13	0.2%
18.3	13	0.2%
22.3	12	0.2%
25.4	11	0.2%
16.2	11	0.2%
13.2	11	0.2%
14.3	11	0.2%
Other values (4916)	6166	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	2	< 0.1%
0.96	1	< 0.1%
1.0	1	< 0.1%
1.25	1	< 0.1%
1.37	1	< 0.1%
1.38	1	< 0.1%
1.42	1	< 0.1%
1.44	1	< 0.1%
1.46	1	< 0.1%
1.49	1	< 0.1%

Value	Count	Frequency (%)
1583.53	1	< 0.1%
1508.71	1	< 0.1%
1400.87	1	< 0.1%
1273.07	1	< 0.1%
1244.09	1	< 0.1%
1235.48	1	< 0.1%
1219.16	1	< 0.1%
1089.12	1	< 0.1%
1047.95	1	< 0.1%
975.21	1	< 0.1%

데이터기준일
Date

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	49.3 KiB

Minimum	2023-08-22 00:00:00
Maximum	2023-08-22 00:00:00

Histogram

Histogram with fixed size bins (bins=1)

Heatmap
Table

	채취년도	토양검정일	경지구분	산도	유효인산	유효규산	유기물	마그네슘	칼륨	칼슘	전기전도도	나트륨	석회소요량	양이온치환용량
채취년도	1.000	1.000	0.086	0.183	0.036	0.159	0.000	0.136	0.141	0.197	0.047	0.206	0.289	0.194
토양검정일	1.000	1.000	0.796	0.689	0.583	0.580	0.354	0.652	0.695	0.793	0.000	0.386	0.691	0.602
경지구분	0.086	0.796	1.000	0.234	0.418	0.546	0.163	0.186	0.206	0.386	0.074	0.141	0.409	0.575
산도	0.183	0.689	0.234	1.000	0.054	0.332	0.267	0.082	0.672	0.341	0.000	0.031	0.000	0.343
유효인산	0.036	0.583	0.418	0.054	1.000	0.207	0.531	0.463	0.442	0.397	0.000	0.000	0.190	0.225
유효규산	0.159	0.580	0.546	0.332	0.207	1.000	0.028	0.158	0.275	0.377	0.000	0.091	0.144	0.995
유기물	0.000	0.354	0.163	0.267	0.531	0.028	1.000	0.250	0.440	0.293	0.000	0.000	0.000	0.118
마그네슘	0.136	0.652	0.186	0.082	0.463	0.158	0.250	1.000	0.241	0.570	0.000	0.000	0.094	0.171
칼륨	0.141	0.695	0.206	0.672	0.442	0.275	0.440	0.241	1.000	0.253	0.000	0.000	0.000	0.310
칼슘	0.197	0.793	0.386	0.341	0.397	0.377	0.293	0.570	0.253	1.000	0.000	0.129	0.091	0.354
전기전도도	0.047	0.000	0.074	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000
나트륨	0.206	0.386	0.141	0.031	0.000	0.091	0.000	0.000	0.000	0.129	0.000	1.000	0.000	0.104
석회소요량	0.289	0.691	0.409	0.000	0.190	0.144	0.000	0.094	0.000	0.091	0.000	0.000	1.000	0.167
양이온치환용량	0.194	0.602	0.575	0.343	0.225	0.995	0.118	0.171	0.310	0.354	0.000	0.104	0.167	1.000

Heatmap
Table

	석회소요량	채취년도	경지구분
석회소요량	1.000	0.251	0.214
채취년도	0.251	1.000	0.105
경지구분	0.214	0.105	1.000

Heatmap
Table

	산도	유효인산	유효규산	유기물	마그네슘	칼륨	칼슘	전기전도도	나트륨	양이온치환용량	채취년도	경지구분	석회소요량
산도	1.000	0.113	0.078	-0.073	0.061	0.275	0.230	-0.045	-0.160	0.087	0.140	0.099	0.000
유효인산	0.113	1.000	-0.460	0.190	0.203	0.306	0.436	0.072	-0.052	-0.272	0.036	0.257	0.074
유효규산	0.078	-0.460	1.000	0.108	0.242	0.061	0.023	0.371	0.353	0.879	0.122	0.257	0.053
유기물	-0.073	0.190	0.108	1.000	0.246	0.370	0.288	0.204	0.106	0.436	0.000	0.095	0.000
마그네슘	0.061	0.203	0.242	0.246	1.000	0.336	0.625	0.568	0.549	0.339	0.104	0.114	0.038
칼륨	0.275	0.306	0.061	0.370	0.336	1.000	0.169	0.373	-0.005	0.278	0.141	0.119	0.000
칼슘	0.230	0.436	0.023	0.288	0.625	0.169	1.000	0.347	0.305	0.147	0.151	0.170	0.034
전기전도도	-0.045	0.072	0.371	0.204	0.568	0.373	0.347	1.000	0.419	0.500	0.034	0.050	0.000
나트륨	-0.160	-0.052	0.353	0.106	0.549	-0.005	0.305	0.419	1.000	0.289	0.154	0.087	0.000
양이온치환용량	0.087	-0.272	0.879	0.436	0.339	0.278	0.147	0.500	0.289	1.000	0.149	0.275	0.062
채취년도	0.140	0.036	0.122	0.000	0.104	0.141	0.151	0.034	0.154	0.149	1.000	0.105	0.251
경지구분	0.099	0.257	0.257	0.095	0.114	0.119	0.170	0.050	0.087	0.275	0.105	1.000	0.214
석회소요량	0.000	0.074	0.053	0.000	0.038	0.000	0.034	0.000	0.000	0.062	0.251	0.214	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

	채취년도	토양검정일	경지구분	대상지 지번주소	산도	유효인산	유효규산	유기물	마그네슘	칼륨	칼슘	전기전도도	나트륨	석회소요량	양이온치환용량	데이터기준일
0	2022	2022-01-14	밭	경기도 화성시 마도면 송정리 196-2	7.63	1125.77	0.0	28.57	4.34	1.83	11.05	0.88	0.14	0	34.74	2023-08-22
1	2022	2022-01-14	밭	경기도 화성시 배양동 13-32	5.36	985.58	0.0	18.13	0.55	1.07	3.07	0.23	-0.02	265	19.76	2023-08-22
2	2022	2022-01-14	과수	경기도 화성시 팔탄면 노하리 1010	4.65	149.39	0.0	3.51	1.16	0.54	2.65	1.72	1.36	530	5.21	2023-08-22
3	2022	2022-01-14	시설	경기도 화성시 반정동 294-1	7.67	702.87	0.0	23.24	1.93	1.1	19.0	3.38	0.64	0	26.28	2023-08-22
4	2022	2022-01-14	밭	경기도 화성시 정남면 오일리 360-1	6.54	495.35	0.0	24.29	4.27	1.04	11.99	1.19	0.11	0	29.6	2023-08-22
5	2022	2022-01-14	밭	경기도 화성시 기안동 457-48	7.39	123.34	0.0	7.34	1.25	0.51	6.94	0.29	-0.02	0	9.1	2023-08-22
6	2022	2022-01-14	논	경기도 화성시 배양동 57-1	7.47	35.84	151.13	2.77	1.38	0.27	6.53	0.62	0.22	0	155.55	2023-08-22
7	2022	2022-01-14	논	경기도 화성시 배양동 57-2	7.67	35.04	232.7	3.35	0.95	0.32	6.42	0.56	0.08	0	237.32	2023-08-22
8	2022	2022-01-14	논	경기도 화성시 배양동 57-3	7.46	19.39	156.71	1.83	1.14	0.26	4.35	0.35	0.07	0	159.93	2023-08-22
9	2022	2022-01-14	논	경기도 화성시 배양동 57-4	6.84	18.08	111.7	1.24	1.7	0.3	4.05	0.32	0.07	0	114.94	2023-08-22

	채취년도	토양검정일	경지구분	대상지 지번주소	산도	유효인산	유효규산	유기물	마그네슘	칼륨	칼슘	전기전도도	나트륨	양이온치환용량	데이터기준일
6283	2022	2022-07-20	논	경기도 화성시 우정읍 주곡리 548-4	6.26	52.57	126.24	18.74	3.72	1.0	5.22	3.6	2.96	149.71	2023-08-22
6284	2022	2022-07-20	논	경기도 화성시 우정읍 주곡리 596-2	7.15	90.01	554.57	27.93	2.75	1.1	9.43	1.32	0.9	586.35	2023-08-22
6285	2022	2022-07-20	논	경기도 화성시 우정읍 주곡리 538-3	6.16	38.0	164.17	23.3	3.76	0.74	6.09	5.42	3.84	191.97	2023-08-22
6286	2022	2022-07-20	논	경기도 화성시 우정읍 주곡리 584-6	7.18	66.87	381.65	19.53	3.83	0.85	6.92	1.14	1.24	405.85	2023-08-22
6287	2022	2022-07-20	논	경기도 화성시 우정읍 주곡리 570-4	6.57	23.61	548.47	35.29	4.11	0.42	10.67	3.43	1.84	588.28	2023-08-22
6288	2022	2022-07-20	논	경기도 화성시 우정읍 주곡리 571	6.87	41.49	402.87	18.23	3.16	0.49	7.65	1.77	1.32	424.75	2023-08-22
6289	2022	2022-07-20	논	경기도 화성시 우정읍 주곡리 629-2	6.58	17.06	318.53	15.01	3.08	0.52	5.72	0.94	0.93	337.14	2023-08-22
6290	2022	2022-07-20	논	경기도 화성시 우정읍 주곡리 629-3	7.63	22.45	319.32	11.82	2.05	0.46	7.14	0.82	0.7	333.65	2023-08-22
6291	2022	2022-07-20	논	경기도 화성시 우정읍 주곡리 632-6	7.63	21.64	335.48	11.89	1.98	0.44	6.86	0.81	0.68	349.79	2023-08-22
6292	2022	2022-07-20	논	경기도 화성시 우정읍 주곡리 632-7	7.58	21.1	305.74	10.98	1.97	0.45	6.89	0.76	0.68	319.14	2023-08-22

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Uppercase Letter

Other Punctuation

Space Separator

Dash Punctuation

Math Symbol

Most occurring scripts

Most frequent character per script

Hangul

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Common Values

Length

Interactions

Correlations

Missing values

Sample