gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	3728
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	484.3 KiB
Average record size in memory	133.0 B

Variable types

Numeric	13
Categorical	1
Text	1

Dataset

Description	연도(2007~2022)별, 공업용 지하수 정보제공를 제공합니다.제공정보- 연도, 시도, 시군구, 총계(개소수, 이용량), 국가공단(개소수, 이용량), 지방공단(개소수, 이용량), 농공단지(개소수, 이용량), 자유입지업체(개소수, 이용량), 기타(개소수, 이용량)
Author	한국수자원공사
URL	https://www.data.go.kr/data/15054542/fileData.do

Alerts

`총계-개소수(개소)` is highly overall correlated with `총계-이용량(톤)` and 8 other fields	High correlation
`총계-이용량(톤)` is highly overall correlated with `총계-개소수(개소)` and 8 other fields	High correlation
`국가공단-개소수(개소)` is highly overall correlated with `국가공단-이용량(톤)`	High correlation
`국가공단-이용량(톤)` is highly overall correlated with `국가공단-개소수(개소)`	High correlation
`지방공단-개소수(개소)` is highly overall correlated with `총계-개소수(개소)` and 2 other fields	High correlation
`지방공단-이용량(톤)` is highly overall correlated with `총계-개소수(개소)` and 2 other fields	High correlation
`농공단지-개소수(개소)` is highly overall correlated with `총계-개소수(개소)` and 2 other fields	High correlation
`농공단지-이용량(톤)` is highly overall correlated with `총계-개소수(개소)` and 2 other fields	High correlation
`자유입지업체-개소수(개소)` is highly overall correlated with `총계-개소수(개소)` and 2 other fields	High correlation
`자유입지업체-이용량(톤)` is highly overall correlated with `총계-개소수(개소)` and 2 other fields	High correlation
`기타-개소수(개소)` is highly overall correlated with `총계-개소수(개소)` and 2 other fields	High correlation
`기타-이용량(톤)` is highly overall correlated with `총계-개소수(개소)` and 2 other fields	High correlation
`국가공단-개소수(개소)` has 3020 (81.0%) zeros	Zeros
`국가공단-이용량(톤)` has 3051 (81.8%) zeros	Zeros
`지방공단-개소수(개소)` has 2034 (54.6%) zeros	Zeros
`지방공단-이용량(톤)` has 2082 (55.8%) zeros	Zeros
`농공단지-개소수(개소)` has 1796 (48.2%) zeros	Zeros
`농공단지-이용량(톤)` has 1834 (49.2%) zeros	Zeros
`자유입지업체-개소수(개소)` has 584 (15.7%) zeros	Zeros
`자유입지업체-이용량(톤)` has 609 (16.3%) zeros	Zeros
`기타-개소수(개소)` has 173 (4.6%) zeros	Zeros
`기타-이용량(톤)` has 188 (5.0%) zeros	Zeros

Reproduction

Analysis started	2024-05-11 10:10:18.691497
Analysis finished	2024-05-11 10:11:25.044567
Duration	1 minute and 6.35 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

연도
Real number (ℝ)

Distinct	17
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2014.9531

Minimum	2007
Maximum	2023
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	32.9 KiB

Quantile statistics

Minimum	2007
5-th percentile	2007
Q1	2011
median	2015
Q3	2019
95-th percentile	2023
Maximum	2023
Range	16
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	4.9032711
Coefficient of variation (CV)	0.0024334418
Kurtosis	-1.2107359
Mean	2014.9531
Median Absolute Deviation (MAD)	4
Skewness	0.013048994
Sum	7511745
Variance	24.042067
Monotonicity	Increasing

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
2009	224	6.0%
2010	223	6.0%
2007	222	6.0%
2008	222	6.0%
2011	221	5.9%
2012	220	5.9%
2013	220	5.9%
2015	219	5.9%
2016	219	5.9%
2014	218	5.8%
Other values (7)	1520	40.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2007	222	6.0%
2008	222	6.0%
2009	224	6.0%
2010	223	6.0%
2011	221	5.9%
2012	220	5.9%
2013	220	5.9%
2014	218	5.8%
2015	219	5.9%
2016	219	5.9%

Value	Count	Frequency (%)
2023	217	5.8%
2022	217	5.8%
2021	217	5.8%
2020	217	5.8%
2019	217	5.8%
2018	217	5.8%
2017	218	5.8%
2016	219	5.9%
2015	219	5.9%
2014	218	5.8%

시도
Categorical

Distinct	19
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	29.3 KiB

경기도	514
경상북도	390
전라남도	374
서울특별시	367
경상남도	311
Other values (14)	1772

Length

Max length	7
Median length	5
Mean length	4.1413627
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
경기도	514	13.8%
경상북도	390	10.5%
전라남도	374	10.0%
서울특별시	367	9.8%
경상남도	311	8.3%
강원도	288	7.7%
충청남도	260	7.0%
부산광역시	242	6.5%
전라북도	224	6.0%
충청북도	194	5.2%
Other values (9)	564	15.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
경기도	514	13.8%
경상북도	390	10.5%
전라남도	374	10.0%
서울특별시	367	9.8%
경상남도	311	8.3%
강원도	288	7.7%
충청남도	260	7.0%
부산광역시	242	6.5%
전라북도	224	6.0%
충청북도	194	5.2%
Other values (9)	564	15.1%

시군구
Text

Distinct	209
Distinct (%)	5.6%
Missing	0
Missing (%)	0.0%
Memory size	29.3 KiB

Length

Max length	7
Median length	3
Mean length	2.9525215
Min length	2

Characters and Unicode

Total characters	11007
Distinct characters	135
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	강릉시
2nd row	고성군
3rd row	동해시
4th row	삼척시
5th row	속초시

Value	Count	Frequency (%)
서구	85	2.3%
동구	71	1.9%
남구	71	1.9%
북구	67	1.8%
중구	60	1.6%
고성군	34	0.9%
강서구	34	0.9%
옹진군	17	0.5%
나주시	17	0.5%
부평구	17	0.5%
Other values (199)	3255	87.3%

Most occurring characters

Value	Count	Frequency (%)
군	1465	13.3%
시	1321	12.0%
구	1095	9.9%
천	361	3.3%
주	340	3.1%
양	306	2.8%
성	306	2.8%
산	275	2.5%
동	241	2.2%
서	221	2.0%
Other values (125)	5076	46.1%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	11007	100.0%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
군	1465	13.3%
시	1321	12.0%
구	1095	9.9%
천	361	3.3%
주	340	3.1%
양	306	2.8%
성	306	2.8%
산	275	2.5%
동	241	2.2%
서	221	2.0%
Other values (125)	5076	46.1%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	11007	100.0%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
군	1465	13.3%
시	1321	12.0%
구	1095	9.9%
천	361	3.3%
주	340	3.1%
양	306	2.8%
성	306	2.8%
산	275	2.5%
동	241	2.2%
서	221	2.0%
Other values (125)	5076	46.1%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	11007	100.0%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
군	1465	13.3%
시	1321	12.0%
구	1095	9.9%
천	361	3.3%
주	340	3.1%
양	306	2.8%
성	306	2.8%
산	275	2.5%
동	241	2.2%
서	221	2.0%
Other values (125)	5076	46.1%

총계-개소수(개소)
Real number (ℝ)

HIGH CORRELATION

Distinct	309
Distinct (%)	8.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	60.970762

Minimum	0
Maximum	677
Zeros	2
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	32.9 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	13
median	36
Q3	75
95-th percentile	207
Maximum	677
Range	677
Interquartile range (IQR)	62

Descriptive statistics

Standard deviation	79.395374
Coefficient of variation (CV)	1.3021877
Kurtosis	19.262426
Mean	60.970762
Median Absolute Deviation (MAD)	26
Skewness	3.5956126
Sum	227299
Variance	6303.6254
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	101	2.7%
2	95	2.5%
1	93	2.5%
5	81	2.2%
10	78	2.1%
7	74	2.0%
11	69	1.9%
13	69	1.9%
9	67	1.8%
8	64	1.7%
Other values (299)	2937	78.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	0.1%
1	93	2.5%
2	95	2.5%
3	51	1.4%
4	101	2.7%
5	81	2.2%
6	58	1.6%
7	74	2.0%
8	64	1.7%
9	67	1.8%

Value	Count	Frequency (%)
677	1	< 0.1%
652	1	< 0.1%
651	1	< 0.1%
645	1	< 0.1%
643	1	< 0.1%
642	1	< 0.1%
641	2	0.1%
638	1	< 0.1%
637	1	< 0.1%
636	3	0.1%

총계-이용량(톤)
Real number (ℝ)

HIGH CORRELATION

Distinct	2575
Distinct (%)	69.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	784693.03

Minimum	0
Maximum	8967617
Zeros	15
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	32.9 KiB

Quantile statistics

Minimum	0
5-th percentile	5628
Q1	78434.5
median	327040
Q3	1041038
95-th percentile	2926134.6
Maximum	8967617
Range	8967617
Interquartile range (IQR)	962603.5

Descriptive statistics

Standard deviation	1183613.6
Coefficient of variation (CV)	1.5083778
Kurtosis	14.163686
Mean	784693.03
Median Absolute Deviation (MAD)	307539.5
Skewness	3.2545424
Sum	2.9253356 × 10⁹
Variance	1.4009411 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	15	0.4%
13452	12	0.3%
2500	11	0.3%
39150	11	0.3%
24031	10	0.3%
2000	9	0.2%
34090	9	0.2%
267775	9	0.2%
1595	9	0.2%
33069	8	0.2%
Other values (2565)	3625	97.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15	0.4%
10	1	< 0.1%
11	1	< 0.1%
52	1	< 0.1%
81	1	< 0.1%
181	1	< 0.1%
220	1	< 0.1%
241	1	< 0.1%
268	1	< 0.1%
365	2	0.1%

Value	Count	Frequency (%)
8967617	1	< 0.1%
8965996	2	0.1%
8938796	1	< 0.1%
8829902	1	< 0.1%
8819482	1	< 0.1%
8479784	1	< 0.1%
8441842	1	< 0.1%
8408349	1	< 0.1%
8378768	1	< 0.1%
8330742	1	< 0.1%

국가공단-개소수(개소)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	44
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3149142

Minimum	0
Maximum	161
Zeros	3020
Zeros (%)	81.0%
Negative	0
Negative (%)	0.0%
Memory size	32.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	5
Maximum	161
Range	161
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.67729
Coefficient of variation (CV)	5.8386244
Kurtosis	174.84579
Mean	1.3149142
Median Absolute Deviation (MAD)	0
Skewness	11.976126
Sum	4902
Variance	58.940781
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
0	3020	81.0%
1	307	8.2%
2	86	2.3%
3	64	1.7%
4	45	1.2%
5	36	1.0%
8	31	0.8%
7	25	0.7%
6	14	0.4%
30	11	0.3%
Other values (34)	89	2.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3020	81.0%
1	307	8.2%
2	86	2.3%
3	64	1.7%
4	45	1.2%
5	36	1.0%
6	14	0.4%
7	25	0.7%
8	31	0.8%
9	10	0.3%

Value	Count	Frequency (%)
161	1	< 0.1%
137	1	< 0.1%
130	1	< 0.1%
124	1	< 0.1%
115	1	< 0.1%
109	1	< 0.1%
107	1	< 0.1%
91	1	< 0.1%
81	2	0.1%
79	1	< 0.1%

국가공단-이용량(톤)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	178
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33824.804

Minimum	0
Maximum	3678480
Zeros	3051
Zeros (%)	81.8%
Negative	0
Negative (%)	0.0%
Memory size	32.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	69050.3
Maximum	3678480
Range	3678480
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	244571.12
Coefficient of variation (CV)	7.2305258
Kurtosis	108.78663
Mean	33824.804
Median Absolute Deviation (MAD)	0
Skewness	10.081638
Sum	1.2609887 × 10⁸
Variance	5.9815033 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3051	81.8%
2500	34	0.9%
7300	20	0.5%
10800	19	0.5%
756	17	0.5%
1800	17	0.5%
803	16	0.4%
23725	16	0.4%
10950	15	0.4%
12000	15	0.4%
Other values (168)	508	13.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3051	81.8%
18	8	0.2%
182	4	0.1%
350	1	< 0.1%
548	7	0.2%
730	4	0.1%
756	17	0.5%
803	16	0.4%
900	2	0.1%
1133	1	< 0.1%

Value	Count	Frequency (%)
3678480	1	< 0.1%
3441770	1	< 0.1%
3176677	1	< 0.1%
3058497	1	< 0.1%
3042697	1	< 0.1%
2922317	1	< 0.1%
2758859	1	< 0.1%
2716330	5	0.1%
2676180	1	< 0.1%
2657930	1	< 0.1%

지방공단-개소수(개소)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	85
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.7658262

Minimum	0
Maximum	156
Zeros	2034
Zeros (%)	54.6%
Negative	0
Negative (%)	0.0%
Memory size	32.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	3.25
95-th percentile	32
Maximum	156
Range	156
Interquartile range (IQR)	3.25

Descriptive statistics

Standard deviation	14.936594
Coefficient of variation (CV)	2.5905384
Kurtosis	32.213222
Mean	5.7658262
Median Absolute Deviation (MAD)	0
Skewness	4.9108012
Sum	21495
Variance	223.10184
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2034	54.6%
2	321	8.6%
3	240	6.4%
1	201	5.4%
4	111	3.0%
5	81	2.2%
6	67	1.8%
7	64	1.7%
9	48	1.3%
8	35	0.9%
Other values (75)	526	14.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2034	54.6%
1	201	5.4%
2	321	8.6%
3	240	6.4%
4	111	3.0%
5	81	2.2%
6	67	1.8%
7	64	1.7%
8	35	0.9%
9	48	1.3%

Value	Count	Frequency (%)
156	1	< 0.1%
154	1	< 0.1%
153	1	< 0.1%
151	3	0.1%
150	2	0.1%
138	1	< 0.1%
137	1	< 0.1%
134	1	< 0.1%
105	2	0.1%
97	1	< 0.1%

지방공단-이용량(톤)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	625
Distinct (%)	16.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	84094.653

Minimum	0
Maximum	1578488
Zeros	2082
Zeros (%)	55.8%
Negative	0
Negative (%)	0.0%
Memory size	32.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	48666
95-th percentile	582968.45
Maximum	1578488
Range	1578488
Interquartile range (IQR)	48666

Descriptive statistics

Standard deviation	208722.29
Coefficient of variation (CV)	2.4819924
Kurtosis	12.951063
Mean	84094.653
Median Absolute Deviation (MAD)	0
Skewness	3.394139
Sum	3.1350487 × 10⁸
Variance	4.3564993 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2082	55.8%
21900	20	0.5%
18250	19	0.5%
48666	17	0.5%
2555	17	0.5%
5850	17	0.5%
60500	17	0.5%
50600	17	0.5%
2880	17	0.5%
13177	15	0.4%
Other values (615)	1490	40.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2082	55.8%
62	1	< 0.1%
300	8	0.2%
360	2	0.1%
540	1	< 0.1%
721	9	0.2%
917	10	0.3%
994	2	0.1%
1095	3	0.1%
1569	8	0.2%

Value	Count	Frequency (%)
1578488	3	0.1%
1555060	4	0.1%
1508912	1	< 0.1%
1452925	4	0.1%
1449674	1	< 0.1%
1195718	2	0.1%
1145458	1	< 0.1%
1096468	1	< 0.1%
1080330	2	0.1%
1071755	2	0.1%

농공단지-개소수(개소)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	38
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.1190987

Minimum	0
Maximum	63
Zeros	1796
Zeros (%)	48.2%
Negative	0
Negative (%)	0.0%
Memory size	32.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	6
95-th percentile	18
Maximum	63
Range	63
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	6.4026239
Coefficient of variation (CV)	1.554375
Kurtosis	5.3873414
Mean	4.1190987
Median Absolute Deviation (MAD)	1
Skewness	2.0716044
Sum	15356
Variance	40.993593
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
0	1796	48.2%
1	325	8.7%
2	190	5.1%
4	153	4.1%
8	143	3.8%
6	139	3.7%
3	128	3.4%
7	94	2.5%
10	89	2.4%
15	87	2.3%
Other values (28)	584	15.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1796	48.2%
1	325	8.7%
2	190	5.1%
3	128	3.4%
4	153	4.1%
5	77	2.1%
6	139	3.7%
7	94	2.5%
8	143	3.8%
9	57	1.5%

Value	Count	Frequency (%)
63	1	< 0.1%
40	1	< 0.1%
37	1	< 0.1%
36	4	0.1%
34	4	0.1%
32	2	0.1%
31	4	0.1%
30	1	< 0.1%
29	1	< 0.1%
28	8	0.2%

농공단지-이용량(톤)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	562
Distinct (%)	15.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	98192.454

Minimum	0
Maximum	7201250
Zeros	1834
Zeros (%)	49.2%
Negative	0
Negative (%)	0.0%
Memory size	32.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	365
Q3	96125
95-th percentile	541480
Maximum	7201250
Range	7201250
Interquartile range (IQR)	96125

Descriptive statistics

Standard deviation	265347.6
Coefficient of variation (CV)	2.7023217
Kurtosis	282.79013
Mean	98192.454
Median Absolute Deviation (MAD)	365
Skewness	12.18993
Sum	3.6606147 × 10⁸
Variance	7.040935 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1834	49.2%
10950	24	0.6%
10800	24	0.6%
24000	20	0.5%
7300	20	0.5%
103200	17	0.5%
365	17	0.5%
36000	16	0.4%
106835	16	0.4%
360	16	0.4%
Other values (552)	1724	46.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1834	49.2%
360	16	0.4%
365	17	0.5%
409	15	0.4%
513	2	0.1%
600	3	0.1%
700	7	0.2%
1205	14	0.4%
1485	2	0.1%
1486	1	< 0.1%

Value	Count	Frequency (%)
7201250	2	0.1%
2054592	1	< 0.1%
2052592	3	0.1%
2052591	3	0.1%
2009521	2	0.1%
1329780	1	< 0.1%
1297210	1	< 0.1%
1237350	1	< 0.1%
1202310	1	< 0.1%
1147280	1	< 0.1%

자유입지업체-개소수(개소)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	214
Distinct (%)	5.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.517704

Minimum	0
Maximum	558
Zeros	584
Zeros (%)	15.7%
Negative	0
Negative (%)	0.0%
Memory size	32.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	9
Q3	28
95-th percentile	121
Maximum	558
Range	558
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	60.001656
Coefficient of variation (CV)	2.1040143
Kurtosis	41.055489
Mean	28.517704
Median Absolute Deviation (MAD)	9
Skewness	5.6359718
Sum	106314
Variance	3600.1988
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	584	15.7%
2	199	5.3%
1	190	5.1%
5	172	4.6%
3	154	4.1%
4	138	3.7%
8	135	3.6%
6	122	3.3%
10	119	3.2%
7	107	2.9%
Other values (204)	1808	48.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	584	15.7%
1	190	5.1%
2	199	5.3%
3	154	4.1%
4	138	3.7%
5	172	4.6%
6	122	3.3%
7	107	2.9%
8	135	3.6%
9	87	2.3%

Value	Count	Frequency (%)
558	1	< 0.1%
555	1	< 0.1%
554	1	< 0.1%
553	2	0.1%
551	1	< 0.1%
550	1	< 0.1%
548	1	< 0.1%
546	2	0.1%
544	2	0.1%
542	2	0.1%

자유입지업체-이용량(톤)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1473
Distinct (%)	39.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	342576.69

Minimum	0
Maximum	6306856
Zeros	609
Zeros (%)	16.3%
Negative	0
Negative (%)	0.0%
Memory size	32.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	8978.5
median	73684
Q3	338500
95-th percentile	1559651.5
Maximum	6306856
Range	6306856
Interquartile range (IQR)	329521.5

Descriptive statistics

Standard deviation	713110.9
Coefficient of variation (CV)	2.0816095
Kurtosis	20.227337
Mean	342576.69
Median Absolute Deviation (MAD)	73684
Skewness	4.061509
Sum	1.2771259 × 10⁹
Variance	5.0852716 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	609	16.3%
12045	20	0.5%
32850	19	0.5%
592485	17	0.5%
10000	17	0.5%
39018	17	0.5%
11250	17	0.5%
107540	16	0.4%
88560	16	0.4%
125925	16	0.4%
Other values (1463)	2964	79.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	609	16.3%
52	1	< 0.1%
76	1	< 0.1%
120	11	0.3%
124	8	0.2%
197	1	< 0.1%
236	2	0.1%
237	1	< 0.1%
255	4	0.1%
317	5	0.1%

Value	Count	Frequency (%)
6306856	3	0.1%
5312126	1	< 0.1%
5299442	1	< 0.1%
5296976	1	< 0.1%
5201926	1	< 0.1%
5164426	1	< 0.1%
5087615	1	< 0.1%
5031990	1	< 0.1%
5004780	2	0.1%
4988620	1	< 0.1%

기타-개소수(개소)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	146
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.253219

Minimum	0
Maximum	230
Zeros	173
Zeros (%)	4.6%
Negative	0
Negative (%)	0.0%
Memory size	32.9 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5
median	12
Q3	27
95-th percentile	77
Maximum	230
Range	230
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	27.515222
Coefficient of variation (CV)	1.2946379
Kurtosis	12.530641
Mean	21.253219
Median Absolute Deviation (MAD)	9
Skewness	3.0772704
Sum	79232
Variance	757.08746
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	221	5.9%
0	173	4.6%
2	165	4.4%
6	161	4.3%
7	161	4.3%
4	153	4.1%
12	141	3.8%
8	133	3.6%
9	132	3.5%
3	124	3.3%
Other values (136)	2164	58.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	173	4.6%
1	221	5.9%
2	165	4.4%
3	124	3.3%
4	153	4.1%
5	118	3.2%
6	161	4.3%
7	161	4.3%
8	133	3.6%
9	132	3.5%

Value	Count	Frequency (%)
230	1	< 0.1%
226	1	< 0.1%
222	1	< 0.1%
218	1	< 0.1%
195	1	< 0.1%
193	2	0.1%
192	2	0.1%
190	2	0.1%
189	2	0.1%
182	1	< 0.1%

기타-이용량(톤)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	2065
Distinct (%)	55.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	226004.43

Minimum	0
Maximum	5794232
Zeros	188
Zeros (%)	5.0%
Negative	0
Negative (%)	0.0%
Memory size	32.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	20282.75
median	79820
Q3	232905
95-th percentile	974200
Maximum	5794232
Range	5794232
Interquartile range (IQR)	212622.25

Descriptive statistics

Standard deviation	436596.47
Coefficient of variation (CV)	1.931805
Kurtosis	50.615317
Mean	226004.43
Median Absolute Deviation (MAD)	71511
Skewness	5.7377476
Sum	8.4254451 × 10⁸
Variance	1.9061648 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	188	5.0%
1800	16	0.4%
82124	14	0.4%
4380	13	0.3%
2000	13	0.3%
197579	12	0.3%
3650	11	0.3%
1452	11	0.3%
2361	11	0.3%
94850	10	0.3%
Other values (2055)	3429	92.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	188	5.0%
1	1	< 0.1%
7	1	< 0.1%
10	1	< 0.1%
11	1	< 0.1%
81	1	< 0.1%
144	2	0.1%
180	2	0.1%
181	1	< 0.1%
241	1	< 0.1%

Value	Count	Frequency (%)
5794232	1	< 0.1%
5631878	1	< 0.1%
5631778	1	< 0.1%
5209793	1	< 0.1%
4966064	1	< 0.1%
4947814	1	< 0.1%
4889814	1	< 0.1%
4729642	1	< 0.1%
4646459	1	< 0.1%
4600067	1	< 0.1%

Phik (φk)
Auto

Heatmap
Table

	연도	시도	총계-개소수(개소)	총계-이용량(톤)	국가공단-개소수(개소)	국가공단-이용량(톤)	지방공단-개소수(개소)	지방공단-이용량(톤)	농공단지-개소수(개소)	농공단지-이용량(톤)	자유입지업체-개소수(개소)	자유입지업체-이용량(톤)	기타-개소수(개소)	기타-이용량(톤)
연도	1.000	0.138	0.000	0.045	0.017	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
시도	0.138	1.000	0.461	0.475	0.211	0.223	0.442	0.417	0.525	0.305	0.446	0.512	0.470	0.463
총계-개소수(개소)	0.000	0.461	1.000	0.659	0.195	0.175	0.514	0.479	0.448	0.699	0.940	0.698	0.567	0.402
총계-이용량(톤)	0.045	0.475	0.659	1.000	0.360	0.488	0.426	0.582	0.342	0.607	0.597	0.898	0.613	0.837
국가공단-개소수(개소)	0.017	0.211	0.195	0.360	1.000	0.947	0.234	0.311	0.076	0.000	0.000	0.000	0.000	0.000
국가공단-이용량(톤)	0.000	0.223	0.175	0.488	0.947	1.000	0.000	0.192	0.000	0.000	0.092	0.000	0.000	0.000
지방공단-개소수(개소)	0.000	0.442	0.514	0.426	0.234	0.000	1.000	0.824	0.169	0.182	0.337	0.325	0.354	0.278
지방공단-이용량(톤)	0.000	0.417	0.479	0.582	0.311	0.192	0.824	1.000	0.242	0.263	0.333	0.432	0.385	0.525
농공단지-개소수(개소)	0.000	0.525	0.448	0.342	0.076	0.000	0.169	0.242	1.000	0.413	0.339	0.210	0.238	0.227
농공단지-이용량(톤)	0.000	0.305	0.699	0.607	0.000	0.000	0.182	0.263	0.413	1.000	0.687	0.639	0.113	0.233
자유입지업체-개소수(개소)	0.000	0.446	0.940	0.597	0.000	0.092	0.337	0.333	0.339	0.687	1.000	0.712	0.307	0.119
자유입지업체-이용량(톤)	0.000	0.512	0.698	0.898	0.000	0.000	0.325	0.432	0.210	0.639	0.712	1.000	0.421	0.740
기타-개소수(개소)	0.000	0.470	0.567	0.613	0.000	0.000	0.354	0.385	0.238	0.113	0.307	0.421	1.000	0.827
기타-이용량(톤)	0.000	0.463	0.402	0.837	0.000	0.000	0.278	0.525	0.227	0.233	0.119	0.740	0.827	1.000

Heatmap
Table

	연도	총계-개소수(개소)	총계-이용량(톤)	국가공단-개소수(개소)	국가공단-이용량(톤)	지방공단-개소수(개소)	지방공단-이용량(톤)	농공단지-개소수(개소)	농공단지-이용량(톤)	자유입지업체-개소수(개소)	자유입지업체-이용량(톤)	기타-개소수(개소)	기타-이용량(톤)	시도
연도	1.000	0.008	0.011	0.020	0.027	0.032	0.042	0.035	0.043	0.010	0.023	0.034	0.013	0.055
총계-개소수(개소)	0.008	1.000	0.858	0.235	0.235	0.578	0.567	0.540	0.506	0.812	0.752	0.772	0.689	0.213
총계-이용량(톤)	0.011	0.858	1.000	0.191	0.196	0.568	0.595	0.556	0.590	0.718	0.832	0.635	0.780	0.198
국가공단-개소수(개소)	0.020	0.235	0.191	1.000	0.975	0.261	0.239	0.009	-0.002	0.162	0.124	0.146	0.146	0.080
국가공단-이용량(톤)	0.027	0.235	0.196	0.975	1.000	0.277	0.249	0.017	0.006	0.164	0.129	0.153	0.155	0.085
지방공단-개소수(개소)	0.032	0.578	0.568	0.261	0.277	1.000	0.960	0.261	0.242	0.432	0.450	0.388	0.419	0.191
지방공단-이용량(톤)	0.042	0.567	0.595	0.239	0.249	0.960	1.000	0.267	0.256	0.442	0.479	0.375	0.427	0.177
농공단지-개소수(개소)	0.035	0.540	0.556	0.009	0.017	0.261	0.267	1.000	0.958	0.443	0.461	0.378	0.424	0.251
농공단지-이용량(톤)	0.043	0.506	0.590	-0.002	0.006	0.242	0.256	0.958	1.000	0.421	0.472	0.345	0.446	0.170
자유입지업체-개소수(개소)	0.010	0.812	0.718	0.162	0.164	0.432	0.442	0.443	0.421	1.000	0.896	0.427	0.400	0.204
자유입지업체-이용량(톤)	0.023	0.752	0.832	0.124	0.129	0.450	0.479	0.461	0.472	0.896	1.000	0.421	0.498	0.219
기타-개소수(개소)	0.034	0.772	0.635	0.146	0.153	0.388	0.375	0.378	0.345	0.427	0.421	1.000	0.834	0.195
기타-이용량(톤)	0.013	0.689	0.780	0.146	0.155	0.419	0.427	0.424	0.446	0.400	0.498	0.834	1.000	0.192
시도	0.055	0.213	0.198	0.080	0.085	0.191	0.177	0.251	0.170	0.204	0.219	0.195	0.192	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

	연도	시도	시군구	총계-개소수(개소)	총계-이용량(톤)	국가공단-개소수(개소)	국가공단-이용량(톤)	지방공단-개소수(개소)	지방공단-이용량(톤)	농공단지-개소수(개소)	농공단지-이용량(톤)	자유입지업체-개소수(개소)	자유입지업체-이용량(톤)	기타-개소수(개소)	기타-이용량(톤)
0	2007	강원도	강릉시	81	2376003	0	0	4	116230	2	7570	40	673279	35	1578924
1	2007	강원도	고성군	12	75572	0	0	0	0	3	3000	2	19000	7	53572
2	2007	강원도	동해시	53	977013	1	9000	0	0	0	0	46	943253	6	24760
3	2007	강원도	삼척시	25	715700	0	0	0	0	0	0	14	148700	11	567000
4	2007	강원도	속초시	7	33686	0	0	1	0	2	3819	3	29687	1	180
5	2007	강원도	양구군	5	16350	0	0	0	0	0	0	4	14550	1	1800
6	2007	강원도	양양군	20	126149	0	0	0	0	2	4900	16	116165	2	5084
7	2007	강원도	영월군	13	139565	0	0	0	0	2	34500	7	55140	4	49925
8	2007	강원도	원주시	128	1328500	0	0	19	516536	12	193092	90	563672	7	55200
9	2007	강원도	인제군	5	13910	0	0	0	0	1	3000	0	0	4	10910

	연도	시도	시군구	총계-개소수(개소)	총계-이용량(톤)	국가공단-개소수(개소)	국가공단-이용량(톤)	지방공단-개소수(개소)	지방공단-이용량(톤)	농공단지-개소수(개소)	농공단지-이용량(톤)	자유입지업체-개소수(개소)	자유입지업체-이용량(톤)	기타-개소수(개소)	기타-이용량(톤)
3718	2023	충청북도	단양군	41	1396963	0	0	2	14600	4	74825	22	897858	13	409680
3719	2023	충청북도	보은군	62	219537	6	87600	0	0	11	24471	23	47351	22	60115
3720	2023	충청북도	영동군	98	1312857	0	0	4	89425	4	103200	7	39018	83	1081214
3721	2023	충청북도	옥천군	97	1276377	0	0	0	0	15	472425	44	529703	38	274249
3722	2023	충청북도	음성군	677	7294356	0	0	34	903540	9	239930	555	5299442	79	851444
3723	2023	충청북도	제천시	94	850249	0	0	6	175500	14	130443	55	382524	19	161782
3724	2023	충청북도	증평군	54	470546	0	0	1	4663	11	48898	22	327566	20	89419
3725	2023	충청북도	진천군	207	2699564	0	0	2	3033	5	215740	182	2298036	18	182755
3726	2023	충청북도	청주시	256	2422862	0	0	31	606330	0	0	152	1340212	73	476320
3727	2023	충청북도	충주시	176	2264671	0	0	11	349525	15	170821	73	829822	77	914503

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Most occurring scripts

Most frequent character per script

Hangul

Most occurring blocks

Most frequent character per block

Hangul

Interactions

Correlations

Missing values

Sample