gimi9 Pandas Profiling

Dataset statistics

Number of variables	18
Number of observations	227
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	35.6 KiB
Average record size in memory	160.6 B

Variable types

Categorical	1
Text	1
Numeric	16

Dataset

Description	농업, 임업 등에 사용되는 지하수의 세부용도별 시설현황 및 이용량현황 정보 제공(세부용도는 전작용, 답작용, 원예용 등)
URL	https://www.data.go.kr/data/15054536/fileData.do

Alerts

`총계-개소수` is highly overall correlated with `총계-이용량` and 14 other fields	High correlation
`총계-이용량` is highly overall correlated with `총계-개소수` and 12 other fields	High correlation
`전작용-개소수` is highly overall correlated with `총계-개소수` and 12 other fields	High correlation
`전작용-이용량` is highly overall correlated with `총계-개소수` and 12 other fields	High correlation
`답작용-개소수` is highly overall correlated with `총계-개소수` and 14 other fields	High correlation
`답작용-이용량` is highly overall correlated with `총계-개소수` and 13 other fields	High correlation
`원예용-개소수` is highly overall correlated with `총계-개소수` and 12 other fields	High correlation
`원예용-이용량` is highly overall correlated with `총계-개소수` and 12 other fields	High correlation
`수산업용-개소수` is highly overall correlated with `총계-개소수` and 5 other fields	High correlation
`수산업용-이용량` is highly overall correlated with `총계-개소수` and 7 other fields	High correlation
`축산업용-개소수` is highly overall correlated with `총계-개소수` and 14 other fields	High correlation
`축산업용-이용량` is highly overall correlated with `총계-개소수` and 13 other fields	High correlation
`양어장용-개소수` is highly overall correlated with `총계-개소수` and 14 other fields	High correlation
`양어장용-이용량` is highly overall correlated with `총계-개소수` and 14 other fields	High correlation
`기타-개소수` is highly overall correlated with `총계-개소수` and 12 other fields	High correlation
`기타-이용량` is highly overall correlated with `총계-개소수` and 12 other fields	High correlation
`총계-이용량` has 3 (1.3%) zeros	Zeros
`전작용-개소수` has 22 (9.7%) zeros	Zeros
`전작용-이용량` has 23 (10.1%) zeros	Zeros
`답작용-개소수` has 27 (11.9%) zeros	Zeros
`답작용-이용량` has 29 (12.8%) zeros	Zeros
`원예용-개소수` has 22 (9.7%) zeros	Zeros
`원예용-이용량` has 23 (10.1%) zeros	Zeros
`수산업용-개소수` has 108 (47.6%) zeros	Zeros
`수산업용-이용량` has 114 (50.2%) zeros	Zeros
`축산업용-개소수` has 56 (24.7%) zeros	Zeros
`축산업용-이용량` has 56 (24.7%) zeros	Zeros
`양어장용-개소수` has 68 (30.0%) zeros	Zeros
`양어장용-이용량` has 69 (30.4%) zeros	Zeros
`기타-개소수` has 17 (7.5%) zeros	Zeros
`기타-이용량` has 19 (8.4%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 22:38:46.804581
Analysis finished	2023-12-12 22:39:13.738407
Duration	26.93 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

시도
Categorical

Distinct	16
Distinct (%)	7.0%
Missing	0
Missing (%)	0.0%
Memory size	1.9 KiB

경기도	31
경상북도	23
서울특별시	23
전라남도	22
강원도	18
Other values (11)	110

Length

Max length	7
Median length	5
Mean length	4.1409692
Min length	3

Unique

Unique	1 ?
Unique (%)	0.4%

Sample

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

Common Values

Value	Count	Frequency (%)
경기도	31	13.7%
경상북도	23	10.1%
서울특별시	23	10.1%
전라남도	22	9.7%
강원도	18	7.9%
경상남도	18	7.9%
부산광역시	16	7.0%
충청남도	15	6.6%
대구광역시	14	6.2%
전라북도	14	6.2%
Other values (6)	33	14.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
경기도	31	13.7%
경상북도	23	10.1%
서울특별시	23	10.1%
전라남도	22	9.7%
강원도	18	7.9%
경상남도	18	7.9%
부산광역시	16	7.0%
충청남도	15	6.6%
대구광역시	14	6.2%
전라북도	14	6.2%
Other values (6)	33	14.5%

시군구
Text

Distinct	207
Distinct (%)	91.2%
Missing	0
Missing (%)	0.0%
Memory size	1.9 KiB

Length

Max length	4
Median length	3
Mean length	2.938326
Min length	2

Characters and Unicode

Total characters	667
Distinct characters	133
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	200 ?
Unique (%)	88.1%

Sample

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

Value	Count	Frequency (%)
중구	5	2.2%
동구	5	2.2%
서구	5	2.2%
북구	4	1.8%
남구	4	1.8%
강서구	2	0.9%
고성군	2	0.9%
옹진군	1	0.4%
중랑구	1	0.4%
부평구	1	0.4%
Other values (197)	197	86.8%

Most occurring characters

Value	Count	Frequency (%)
군	85	12.7%
시	79	11.8%
구	71	10.6%
천	22	3.3%
주	20	3.0%
양	18	2.7%
성	17	2.5%
산	16	2.4%
동	15	2.2%
서	13	1.9%
Other values (123)	311	46.6%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	667	100.0%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
군	85	12.7%
시	79	11.8%
구	71	10.6%
천	22	3.3%
주	20	3.0%
양	18	2.7%
성	17	2.5%
산	16	2.4%
동	15	2.2%
서	13	1.9%
Other values (123)	311	46.6%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	667	100.0%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
군	85	12.7%
시	79	11.8%
구	71	10.6%
천	22	3.3%
주	20	3.0%
양	18	2.7%
성	17	2.5%
산	16	2.4%
동	15	2.2%
서	13	1.9%
Other values (123)	311	46.6%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	667	100.0%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
군	85	12.7%
시	79	11.8%
구	71	10.6%
천	22	3.3%
주	20	3.0%
양	18	2.7%
성	17	2.5%
산	16	2.4%
동	15	2.2%
서	13	1.9%
Other values (123)	311	46.6%

총계-개소수
Real number (ℝ)

HIGH CORRELATION

Distinct	203
Distinct (%)	89.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3701.7313

Minimum	0
Maximum	34767
Zeros	1
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	344
median	1904
Q3	4846.5
95-th percentile	13116.4
Maximum	34767
Range	34767
Interquartile range (IQR)	4502.5

Descriptive statistics

Standard deviation	5026.439
Coefficient of variation (CV)	1.3578617
Kurtosis	8.7571679
Mean	3701.7313
Median Absolute Deviation (MAD)	1858
Skewness	2.5170857
Sum	840293
Variance	25265089
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	8	3.5%
6	5	2.2%
2	5	2.2%
8	3	1.3%
17	2	0.9%
830	2	0.9%
15	2	0.9%
3	2	0.9%
19	2	0.9%
711	2	0.9%
Other values (193)	194	85.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.4%
1	8	3.5%
2	5	2.2%
3	2	0.9%
4	1	0.4%
6	5	2.2%
7	1	0.4%
8	3	1.3%
9	1	0.4%
15	2	0.9%

Value	Count	Frequency (%)
34767	1	0.4%
25696	1	0.4%
21896	1	0.4%
21274	1	0.4%
19819	1	0.4%
19783	1	0.4%
17071	1	0.4%
14451	1	0.4%
14143	1	0.4%
14008	1	0.4%

총계-이용량
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	225
Distinct (%)	99.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6962383.7

Minimum	0
Maximum	65615818
Zeros	3
Zeros (%)	1.3%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	2649.4
Q1	551634
median	3872530
Q3	10754962
95-th percentile	23720458
Maximum	65615818
Range	65615818
Interquartile range (IQR)	10203328

Descriptive statistics

Standard deviation	9096086.3
Coefficient of variation (CV)	1.3064615
Kurtosis	9.6627409
Mean	6962383.7
Median Absolute Deviation (MAD)	3726549
Skewness	2.5155931
Sum	1.5804611 × 10⁹
Variance	8.2738786 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3	1.3%
5816262	1	0.4%
730	1	0.4%
12472	1	0.4%
22290	1	0.4%
10284551	1	0.4%
117824	1	0.4%
25002	1	0.4%
645575	1	0.4%
3036358	1	0.4%
Other values (215)	215	94.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	1.3%
300	1	0.4%
580	1	0.4%
630	1	0.4%
730	1	0.4%
800	1	0.4%
807	1	0.4%
1008	1	0.4%
2194	1	0.4%
2467	1	0.4%

Value	Count	Frequency (%)
65615818	1	0.4%
46698622	1	0.4%
45361353	1	0.4%
33241339	1	0.4%
33133431	1	0.4%
29066643	1	0.4%
26653320	1	0.4%
26627739	1	0.4%
26275460	1	0.4%
25671348	1	0.4%

전작용-개소수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	191
Distinct (%)	84.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1167.9559

Minimum	0
Maximum	11677
Zeros	22
Zeros (%)	9.7%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	146
median	558
Q3	1573
95-th percentile	4279.6
Maximum	11677
Range	11677
Interquartile range (IQR)	1427

Descriptive statistics

Standard deviation	1654.8966
Coefficient of variation (CV)	1.416917
Kurtosis	11.784191
Mean	1167.9559
Median Absolute Deviation (MAD)	544
Skewness	2.8992851
Sum	265126
Variance	2738682.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	22	9.7%
10	3	1.3%
1	3	1.3%
284	2	0.9%
290	2	0.9%
14	2	0.9%
995	2	0.9%
329	2	0.9%
145	2	0.9%
316	2	0.9%
Other values (181)	185	81.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	22	9.7%
1	3	1.3%
2	2	0.9%
3	1	0.4%
5	1	0.4%
6	1	0.4%
8	2	0.9%
9	2	0.9%
10	3	1.3%
14	2	0.9%

Value	Count	Frequency (%)
11677	1	0.4%
10484	1	0.4%
6765	1	0.4%
6472	1	0.4%
6266	1	0.4%
5864	1	0.4%
5247	1	0.4%
5189	1	0.4%
5026	1	0.4%
4523	1	0.4%

전작용-이용량
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	205
Distinct (%)	90.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2702401.2

Minimum	0
Maximum	46476214
Zeros	23
Zeros (%)	10.1%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	238064
median	1187982
Q3	3262537
95-th percentile	9666166.5
Maximum	46476214
Range	46476214
Interquartile range (IQR)	3024473

Descriptive statistics

Standard deviation	5199413.1
Coefficient of variation (CV)	1.9239975
Kurtosis	41.422948
Mean	2702401.2
Median Absolute Deviation (MAD)	1169037
Skewness	5.6495855
Sum	6.1344507 × 10⁸
Variance	2.7033897 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	23	10.1%
4336647	1	0.4%
14212	1	0.4%
689815	1	0.4%
99530	1	0.4%
8125214	1	0.4%
1349606	1	0.4%
1034671	1	0.4%
26503	1	0.4%
383662	1	0.4%
Other values (195)	195	85.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	23	10.1%
220	1	0.4%
300	1	0.4%
2115	1	0.4%
7436	1	0.4%
11342	1	0.4%
11854	1	0.4%
12403	1	0.4%
12407	1	0.4%
12740	1	0.4%

Value	Count	Frequency (%)
46476214	1	0.4%
44920466	1	0.4%
21178715	1	0.4%
20228350	1	0.4%
17700208	1	0.4%
11410106	1	0.4%
11399156	1	0.4%
11062315	1	0.4%
10576514	1	0.4%
10048063	1	0.4%

답작용-개소수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	183
Distinct (%)	80.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2017.2026

Minimum	0
Maximum	30841
Zeros	27
Zeros (%)	11.9%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	36.5
median	668
Q3	2212.5
95-th percentile	7954.5
Maximum	30841
Range	30841
Interquartile range (IQR)	2176

Descriptive statistics

Standard deviation	3668.4066
Coefficient of variation (CV)	1.8185613
Kurtosis	20.607084
Mean	2017.2026
Median Absolute Deviation (MAD)	664
Skewness	3.8149849
Sum	457905
Variance	13457207
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	27	11.9%
1	6	2.6%
4	3	1.3%
41	3	1.3%
38	2	0.9%
28	2	0.9%
7	2	0.9%
45	2	0.9%
870	2	0.9%
999	2	0.9%
Other values (173)	176	77.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	27	11.9%
1	6	2.6%
2	2	0.9%
3	1	0.4%
4	3	1.3%
5	1	0.4%
6	1	0.4%
7	2	0.9%
8	1	0.4%
10	2	0.9%

Value	Count	Frequency (%)
30841	1	0.4%
19836	1	0.4%
17223	1	0.4%
14788	1	0.4%
14645	1	0.4%
13473	1	0.4%
10720	1	0.4%
10527	1	0.4%
8618	1	0.4%
8564	1	0.4%

답작용-이용량
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	198
Distinct (%)	87.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2674075.5

Minimum	0
Maximum	44443353
Zeros	29
Zeros (%)	12.8%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	35162
median	743846
Q3	3386745
95-th percentile	12394156
Maximum	44443353
Range	44443353
Interquartile range (IQR)	3351583

Descriptive statistics

Standard deviation	4837936.7
Coefficient of variation (CV)	1.8091998
Kurtosis	26.469114
Mean	2674075.5
Median Absolute Deviation (MAD)	743292
Skewness	4.1431081
Sum	6.0701513 × 10⁸
Variance	2.3405632 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	29	12.8%
34886	2	0.9%
875458	1	0.4%
4363210	1	0.4%
701898	1	0.4%
53032	1	0.4%
4474917	1	0.4%
378810	1	0.4%
28899	1	0.4%
29435	1	0.4%
Other values (188)	188	82.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	29	12.8%
554	1	0.4%
594	1	0.4%
630	1	0.4%
807	1	0.4%
1211	1	0.4%
1444	1	0.4%
2100	1	0.4%
2686	1	0.4%
5170	1	0.4%

Value	Count	Frequency (%)
44443353	1	0.4%
24840367	1	0.4%
17212933	1	0.4%
16918227	1	0.4%
16429641	1	0.4%
14837525	1	0.4%
14554070	1	0.4%
14183065	1	0.4%
14050000	1	0.4%
13600466	1	0.4%

원예용-개소수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	146
Distinct (%)	64.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	274.25991

Minimum	0
Maximum	7653
Zeros	22
Zeros (%)	9.7%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	10
median	59
Q3	286.5
95-th percentile	1152.1
Maximum	7653
Range	7653
Interquartile range (IQR)	276.5

Descriptive statistics

Standard deviation	668.94669
Coefficient of variation (CV)	2.4390976
Kurtosis	70.21416
Mean	274.25991
Median Absolute Deviation (MAD)	58
Skewness	7.250473
Sum	62257
Variance	447489.67
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	22	9.7%
1	7	3.1%
2	7	3.1%
9	7	3.1%
6	4	1.8%
14	4	1.8%
3	4	1.8%
12	4	1.8%
22	4	1.8%
38	3	1.3%
Other values (136)	161	70.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	22	9.7%
1	7	3.1%
2	7	3.1%
3	4	1.8%
4	2	0.9%
5	2	0.9%
6	4	1.8%
7	1	0.4%
9	7	3.1%
10	3	1.3%

Value	Count	Frequency (%)
7653	1	0.4%
4119	1	0.4%
2386	1	0.4%
1823	1	0.4%
1692	1	0.4%
1690	1	0.4%
1540	1	0.4%
1520	1	0.4%
1406	1	0.4%
1365	1	0.4%

원예용-이용량
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	205
Distinct (%)	90.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	585290.7

Minimum	0
Maximum	20351422
Zeros	23
Zeros (%)	10.1%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	15961.5
median	104184
Q3	447024
95-th percentile	2022620
Maximum	20351422
Range	20351422
Interquartile range (IQR)	431062.5

Descriptive statistics

Standard deviation	1911940.8
Coefficient of variation (CV)	3.2666516
Kurtosis	70.554649
Mean	585290.7
Median Absolute Deviation (MAD)	102998
Skewness	7.8577513
Sum	1.3286099 × 10⁸
Variance	3.6555176 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	23	10.1%
136774	1	0.4%
2605	1	0.4%
731225	1	0.4%
8961	1	0.4%
3450	1	0.4%
81308	1	0.4%
314101	1	0.4%
14222	1	0.4%
448661	1	0.4%
Other values (195)	195	85.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	23	10.1%
720	1	0.4%
730	1	0.4%
1008	1	0.4%
1186	1	0.4%
1234	1	0.4%
1799	1	0.4%
2360	1	0.4%
2605	1	0.4%
3450	1	0.4%

Value	Count	Frequency (%)
20351422	1	0.4%
16012979	1	0.4%
9413437	1	0.4%
6070868	1	0.4%
3050297	1	0.4%
2764720	1	0.4%
2655538	1	0.4%
2475054	1	0.4%
2438650	1	0.4%
2389529	1	0.4%

수산업용-개소수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	28
Distinct (%)	12.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.092511

Minimum	0
Maximum	624
Zeros	108
Zeros (%)	47.6%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	17.7
Maximum	624
Range	624
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	43.235057
Coefficient of variation (CV)	6.0958745
Kurtosis	185.72186
Mean	7.092511
Median Absolute Deviation (MAD)	1
Skewness	13.140156
Sum	1610
Variance	1869.2702
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	108	47.6%
1	37	16.3%
2	18	7.9%
4	13	5.7%
3	11	4.8%
13	4	1.8%
6	3	1.3%
8	3	1.3%
17	3	1.3%
7	2	0.9%
Other values (18)	25	11.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	108	47.6%
1	37	16.3%
2	18	7.9%
3	11	4.8%
4	13	5.7%
5	2	0.9%
6	3	1.3%
7	2	0.9%
8	3	1.3%
9	2	0.9%

Value	Count	Frequency (%)
624	1	0.4%
123	1	0.4%
101	1	0.4%
94	1	0.4%
48	1	0.4%
36	1	0.4%
29	1	0.4%
21	1	0.4%
19	2	0.9%
18	2	0.9%

수산업용-이용량
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	106
Distinct (%)	46.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26228.216

Minimum	0
Maximum	721343
Zeros	114
Zeros (%)	50.2%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	12776
95-th percentile	129218.5
Maximum	721343
Range	721343
Interquartile range (IQR)	12776

Descriptive statistics

Standard deviation	82032.984
Coefficient of variation (CV)	3.1276616
Kurtosis	39.218476
Mean	26228.216
Median Absolute Deviation (MAD)	0
Skewness	5.7492737
Sum	5953805
Variance	6.7294105 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	114	50.2%
7300	5	2.2%
1460	4	1.8%
36135	2	0.9%
18381	1	0.4%
44009	1	0.4%
77848	1	0.4%
31377	1	0.4%
59385	1	0.4%
125050	1	0.4%
Other values (96)	96	42.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	114	50.2%
244	1	0.4%
270	1	0.4%
365	1	0.4%
453	1	0.4%
590	1	0.4%
709	1	0.4%
1022	1	0.4%
1080	1	0.4%
1460	4	1.8%

Value	Count	Frequency (%)
721343	1	0.4%
639239	1	0.4%
431959	1	0.4%
306272	1	0.4%
301660	1	0.4%
289544	1	0.4%
202105	1	0.4%
184955	1	0.4%
154510	1	0.4%
146048	1	0.4%

축산업용-개소수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	112
Distinct (%)	49.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	62.101322

Minimum	0
Maximum	568
Zeros	56
Zeros (%)	24.7%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	19
Q3	96.5
95-th percentile	254.6
Maximum	568
Range	568
Interquartile range (IQR)	95.5

Descriptive statistics

Standard deviation	90.028134
Coefficient of variation (CV)	1.4496976
Kurtosis	6.2679671
Mean	62.101322
Median Absolute Deviation (MAD)	19
Skewness	2.2435345
Sum	14097
Variance	8105.0649
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	56	24.7%
1	7	3.1%
4	6	2.6%
9	5	2.2%
6	5	2.2%
5	5	2.2%
7	5	2.2%
2	4	1.8%
18	4	1.8%
3	3	1.3%
Other values (102)	127	55.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	56	24.7%
1	7	3.1%
2	4	1.8%
3	3	1.3%
4	6	2.6%
5	5	2.2%
6	5	2.2%
7	5	2.2%
8	1	0.4%
9	5	2.2%

Value	Count	Frequency (%)
568	1	0.4%
398	1	0.4%
382	1	0.4%
379	1	0.4%
346	1	0.4%
330	1	0.4%
324	1	0.4%
316	1	0.4%
287	1	0.4%
285	1	0.4%

축산업용-이용량
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	172
Distinct (%)	75.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	178052.33

Minimum	0
Maximum	1669821
Zeros	56
Zeros (%)	24.7%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	326.5
median	48121
Q3	281070
95-th percentile	693542.5
Maximum	1669821
Range	1669821
Interquartile range (IQR)	280743.5

Descriptive statistics

Standard deviation	275831.31
Coefficient of variation (CV)	1.5491587
Kurtosis	8.6394009
Mean	178052.33
Median Absolute Deviation (MAD)	48121
Skewness	2.5877336
Sum	40417879
Variance	7.6082913 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	56	24.7%
167738	1	0.4%
399510	1	0.4%
295712	1	0.4%
31620	1	0.4%
10715	1	0.4%
111717	1	0.4%
550361	1	0.4%
154272	1	0.4%
16665	1	0.4%
Other values (162)	162	71.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	56	24.7%
300	1	0.4%
353	1	0.4%
480	1	0.4%
600	1	0.4%
1469	1	0.4%
1500	1	0.4%
1887	1	0.4%
1908	1	0.4%
2667	1	0.4%

Value	Count	Frequency (%)
1669821	1	0.4%
1635129	1	0.4%
1298790	1	0.4%
1219810	1	0.4%
1146318	1	0.4%
1079095	1	0.4%
760755	1	0.4%
755058	1	0.4%
746349	1	0.4%
742808	1	0.4%

양어장용-개소수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	42
Distinct (%)	18.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.8414097

Minimum	0
Maximum	185
Zeros	68
Zeros (%)	30.0%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4
Q3	11.5
95-th percentile	33
Maximum	185
Range	185
Interquartile range (IQR)	11.5

Descriptive statistics

Standard deviation	21.181296
Coefficient of variation (CV)	2.1522624
Kurtosis	37.635562
Mean	9.8414097
Median Absolute Deviation (MAD)	4
Skewness	5.5542628
Sum	2234
Variance	448.6473
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
0	68	30.0%
1	20	8.8%
2	18	7.9%
4	14	6.2%
5	10	4.4%
7	9	4.0%
8	7	3.1%
9	7	3.1%
14	6	2.6%
3	6	2.6%
Other values (32)	62	27.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	68	30.0%
1	20	8.8%
2	18	7.9%
3	6	2.6%
4	14	6.2%
5	10	4.4%
6	6	2.6%
7	9	4.0%
8	7	3.1%
9	7	3.1%

Value	Count	Frequency (%)
185	1	0.4%
156	1	0.4%
148	1	0.4%
75	1	0.4%
68	1	0.4%
54	1	0.4%
48	1	0.4%
39	1	0.4%
35	2	0.9%
34	1	0.4%

양어장용-이용량
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	159
Distinct (%)	70.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	122597.27

Minimum	0
Maximum	5508175
Zeros	69
Zeros (%)	30.4%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	18000
Q3	80279.5
95-th percentile	511913
Maximum	5508175
Range	5508175
Interquartile range (IQR)	80279.5

Descriptive statistics

Standard deviation	439383.31
Coefficient of variation (CV)	3.5839566
Kurtosis	104.82256
Mean	122597.27
Median Absolute Deviation (MAD)	18000
Skewness	9.3153231
Sum	27829581
Variance	1.9305769 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	69	30.4%
68691	1	0.4%
9900	1	0.4%
71123	1	0.4%
593100	1	0.4%
191773	1	0.4%
5456	1	0.4%
285265	1	0.4%
47450	1	0.4%
44051	1	0.4%
Other values (149)	149	65.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	69	30.4%
365	1	0.4%
519	1	0.4%
730	1	0.4%
927	1	0.4%
1037	1	0.4%
1095	1	0.4%
1100	1	0.4%
1416	1	0.4%
1440	1	0.4%

Value	Count	Frequency (%)
5508175	1	0.4%
2569750	1	0.4%
1633068	1	0.4%
1191998	1	0.4%
999185	1	0.4%
803608	1	0.4%
593100	1	0.4%
586788	1	0.4%
586213	1	0.4%
550482	1	0.4%

기타-개소수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	137
Distinct (%)	60.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	163.27753

Minimum	0
Maximum	4210
Zeros	17
Zeros (%)	7.5%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	9.5
median	53
Q3	164
95-th percentile	554.6
Maximum	4210
Range	4210
Interquartile range (IQR)	154.5

Descriptive statistics

Standard deviation	380.60133
Coefficient of variation (CV)	2.3310086
Kurtosis	59.930103
Mean	163.27753
Median Absolute Deviation (MAD)	51
Skewness	6.6763858
Sum	37064
Variance	144857.37
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17	7.5%
1	12	5.3%
4	8	3.5%
15	5	2.2%
2	5	2.2%
3	4	1.8%
8	4	1.8%
16	3	1.3%
25	3	1.3%
65	3	1.3%
Other values (127)	163	71.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17	7.5%
1	12	5.3%
2	5	2.2%
3	4	1.8%
4	8	3.5%
5	1	0.4%
6	3	1.3%
7	2	0.9%
8	4	1.8%
9	1	0.4%

Value	Count	Frequency (%)
4210	1	0.4%
1805	1	0.4%
1752	1	0.4%
1449	1	0.4%
1402	1	0.4%
1246	1	0.4%
1220	1	0.4%
1097	1	0.4%
908	1	0.4%
630	1	0.4%

기타-이용량
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	209
Distinct (%)	92.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	673738.52

Minimum	0
Maximum	13980813
Zeros	19
Zeros (%)	8.4%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	26638
median	212573
Q3	664837.5
95-th percentile	2877461.6
Maximum	13980813
Range	13980813
Interquartile range (IQR)	638199.5

Descriptive statistics

Standard deviation	1385486.1
Coefficient of variation (CV)	2.0564151
Kurtosis	40.553573
Mean	673738.52
Median Absolute Deviation (MAD)	209942
Skewness	5.291696
Sum	1.5293864 × 10⁸
Variance	1.9195717 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	19	8.4%
212573	1	0.4%
473341	1	0.4%
1717	1	0.4%
2825	1	0.4%
873650	1	0.4%
72714	1	0.4%
496978	1	0.4%
38789	1	0.4%
98126	1	0.4%
Other values (199)	199	87.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	8.4%
366	1	0.4%
448	1	0.4%
570	1	0.4%
580	1	0.4%
730	1	0.4%
800	1	0.4%
960	1	0.4%
966	1	0.4%
1049	1	0.4%

Value	Count	Frequency (%)
13980813	1	0.4%
7381419	1	0.4%
5590236	1	0.4%
4842061	1	0.4%
4745445	1	0.4%
4710660	1	0.4%
4305457	1	0.4%
3794588	1	0.4%
3505456	1	0.4%
3112217	1	0.4%

Phik (φk)
Auto

Heatmap
Table

	시도	총계-개소수	총계-이용량	전작용-개소수	전작용-이용량	답작용-개소수	답작용-이용량	원예용-개소수	원예용-이용량	수산업용-개소수	수산업용-이용량	축산업용-개소수	축산업용-이용량	양어장용-개소수	양어장용-이용량	기타-개소수	기타-이용량
시도	1.000	0.415	0.700	0.525	0.752	0.597	0.324	0.203	0.125	0.000	0.227	0.508	0.497	0.289	0.122	0.000	0.056
총계-개소수	0.415	1.000	0.873	0.682	0.633	0.921	0.811	0.581	0.404	0.772	0.494	0.808	0.571	0.684	0.586	0.488	0.293
총계-이용량	0.700	0.873	1.000	0.566	0.821	0.702	0.880	0.805	0.796	0.372	0.216	0.650	0.534	0.565	0.468	0.582	0.582
전작용-개소수	0.525	0.682	0.566	1.000	0.853	0.620	0.202	0.102	0.000	0.000	0.033	0.475	0.521	0.727	0.569	0.457	0.180
전작용-이용량	0.752	0.633	0.821	0.853	1.000	0.325	0.168	0.000	0.000	0.000	0.000	0.375	0.283	0.344	0.305	0.413	0.126
답작용-개소수	0.597	0.921	0.702	0.620	0.325	1.000	0.792	0.428	0.110	0.783	0.646	0.615	0.766	0.808	0.486	0.258	0.000
답작용-이용량	0.324	0.811	0.880	0.202	0.168	0.792	1.000	0.871	0.848	0.439	0.167	0.463	0.468	0.695	0.468	0.244	0.307
원예용-개소수	0.203	0.581	0.805	0.102	0.000	0.428	0.871	1.000	0.985	0.369	0.000	0.518	0.349	0.426	0.358	0.331	0.496
원예용-이용량	0.125	0.404	0.796	0.000	0.000	0.110	0.848	0.985	1.000	0.000	0.000	0.478	0.333	0.255	0.139	0.440	0.000
수산업용-개소수	0.000	0.772	0.372	0.000	0.000	0.783	0.439	0.369	0.000	1.000	0.909	0.510	0.608	0.000	0.000	0.513	0.000
수산업용-이용량	0.227	0.494	0.216	0.033	0.000	0.646	0.167	0.000	0.000	0.909	1.000	0.292	0.487	0.452	0.487	0.394	0.119
축산업용-개소수	0.508	0.808	0.650	0.475	0.375	0.615	0.463	0.518	0.478	0.510	0.292	1.000	0.776	0.511	0.374	0.255	0.337
축산업용-이용량	0.497	0.571	0.534	0.521	0.283	0.766	0.468	0.349	0.333	0.608	0.487	0.776	1.000	0.699	0.346	0.277	0.272
양어장용-개소수	0.289	0.684	0.565	0.727	0.344	0.808	0.695	0.426	0.255	0.000	0.452	0.511	0.699	1.000	0.926	0.492	0.277
양어장용-이용량	0.122	0.586	0.468	0.569	0.305	0.486	0.468	0.358	0.139	0.000	0.487	0.374	0.346	0.926	1.000	0.607	0.418
기타-개소수	0.000	0.488	0.582	0.457	0.413	0.258	0.244	0.331	0.440	0.513	0.394	0.255	0.277	0.492	0.607	1.000	0.907
기타-이용량	0.056	0.293	0.582	0.180	0.126	0.000	0.307	0.496	0.000	0.000	0.119	0.337	0.272	0.277	0.418	0.907	1.000

Heatmap
Table

	총계-개소수	총계-이용량	전작용-개소수	전작용-이용량	답작용-개소수	답작용-이용량	원예용-개소수	원예용-이용량	수산업용-개소수	수산업용-이용량	축산업용-개소수	축산업용-이용량	양어장용-개소수	양어장용-이용량	기타-개소수	기타-이용량	시도
총계-개소수	1.000	0.932	0.891	0.864	0.948	0.891	0.820	0.799	0.532	0.531	0.852	0.827	0.757	0.727	0.748	0.731	0.181
총계-이용량	0.932	1.000	0.845	0.893	0.857	0.889	0.749	0.777	0.494	0.497	0.839	0.848	0.713	0.697	0.730	0.753	0.373
전작용-개소수	0.891	0.845	1.000	0.964	0.767	0.699	0.660	0.639	0.466	0.444	0.789	0.762	0.691	0.642	0.664	0.648	0.206
전작용-이용량	0.864	0.893	0.964	1.000	0.736	0.721	0.634	0.646	0.466	0.449	0.780	0.777	0.668	0.628	0.650	0.657	0.475
답작용-개소수	0.948	0.857	0.767	0.736	1.000	0.948	0.813	0.793	0.525	0.531	0.823	0.796	0.732	0.705	0.700	0.703	0.246
답작용-이용량	0.891	0.889	0.699	0.721	0.948	1.000	0.779	0.806	0.496	0.506	0.802	0.791	0.699	0.681	0.696	0.719	0.157
원예용-개소수	0.820	0.749	0.660	0.634	0.813	0.779	1.000	0.964	0.457	0.465	0.738	0.695	0.637	0.629	0.690	0.661	0.095
원예용-이용량	0.799	0.777	0.639	0.646	0.793	0.806	0.964	1.000	0.436	0.452	0.736	0.703	0.625	0.617	0.675	0.669	0.056
수산업용-개소수	0.532	0.494	0.466	0.466	0.525	0.496	0.457	0.436	1.000	0.950	0.508	0.494	0.614	0.562	0.339	0.334	0.000
수산업용-이용량	0.531	0.497	0.444	0.449	0.531	0.506	0.465	0.452	0.950	1.000	0.509	0.506	0.597	0.567	0.336	0.334	0.102
축산업용-개소수	0.852	0.839	0.789	0.780	0.823	0.802	0.738	0.736	0.508	0.509	1.000	0.948	0.769	0.719	0.644	0.655	0.232
축산업용-이용량	0.827	0.848	0.762	0.777	0.796	0.791	0.695	0.703	0.494	0.506	0.948	1.000	0.749	0.713	0.626	0.677	0.192
양어장용-개소수	0.757	0.713	0.691	0.668	0.732	0.699	0.637	0.625	0.614	0.597	0.769	0.749	1.000	0.928	0.571	0.573	0.101
양어장용-이용량	0.727	0.697	0.642	0.628	0.705	0.681	0.629	0.617	0.562	0.567	0.719	0.713	0.928	1.000	0.574	0.595	0.058
기타-개소수	0.748	0.730	0.664	0.650	0.700	0.696	0.690	0.675	0.339	0.336	0.644	0.626	0.571	0.574	1.000	0.915	0.000
기타-이용량	0.731	0.753	0.648	0.657	0.703	0.719	0.661	0.669	0.334	0.334	0.655	0.677	0.573	0.595	0.915	1.000	0.020
시도	0.181	0.373	0.206	0.475	0.246	0.157	0.095	0.056	0.000	0.102	0.232	0.192	0.101	0.058	0.000	0.020	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

	시도	시군구	총계-개소수	총계-이용량	전작용-개소수	전작용-이용량	답작용-개소수	답작용-이용량	원예용-개소수	원예용-이용량	수산업용-개소수	수산업용-이용량	축산업용-개소수	축산업용-이용량	양어장용-개소수	양어장용-이용량	기타-개소수	기타-이용량
0	강원도	강릉시	2543	5816262	1773	4336647	541	875458	94	136774	13	18381	39	167738	28	68691	55	212573
1	강원도	고성군	1563	4448695	500	772474	893	3268385	14	25231	0	0	53	73362	8	5808	95	303435
2	강원도	동해시	382	547745	260	401600	63	39227	7	9606	0	0	2	353	0	0	50	96959
3	강원도	삼척시	859	4662959	516	2514712	296	1900740	22	27536	1	1941	4	16637	5	124507	15	76886
4	강원도	속초시	333	700732	276	609856	24	25122	16	36035	2	3455	10	15905	1	2069	4	8290
5	강원도	양구군	3157	5051664	721	1301132	2295	3530011	32	51050	1	2190	36	52965	13	26655	59	87661
6	강원도	양양군	1124	1162725	325	441396	702	410709	9	11293	0	0	18	22828	8	140378	62	136121
7	강원도	영월군	1257	2028051	922	1534745	209	177884	67	59051	2	4846	22	29665	12	178831	23	43029
8	강원도	원주시	8059	8502353	3132	4927721	4421	2658332	322	371319	6	13740	143	328851	18	115183	17	87207
9	강원도	인제군	379	902077	248	438649	38	126315	17	19471	1	7300	33	50013	14	178955	28	81374

	시도	시군구	총계-개소수	총계-이용량	전작용-개소수	전작용-이용량	답작용-개소수	답작용-이용량	원예용-개소수	원예용-이용량	수산업용-개소수	수산업용-이용량	축산업용-개소수	축산업용-이용량	양어장용-개소수	양어장용-이용량	기타-개소수	기타-이용량
217	충청북도	단양군	482	1230373	352	795894	39	34602	10	12846	0	0	32	15526	4	12227	45	359278
218	충청북도	보은군	5595	10588828	2281	5488896	2552	3330919	275	446069	0	0	124	192222	7	112470	356	1018252
219	충청북도	영동군	5751	16683664	4049	9616799	859	2484587	404	3050297	0	0	117	417466	4	40001	318	1074514
220	충청북도	옥천군	8262	13107134	2916	6348875	3319	3534966	1690	2061263	4	25300	168	312657	19	287155	146	536918
221	충청북도	음성군	8831	19076772	4523	10016538	3167	4551624	292	1136964	2	6000	330	1219810	10	60952	507	2084884
222	충청북도	제천시	5824	20758605	4445	17700208	1092	1801878	52	181956	0	0	101	260397	17	225850	117	588316
223	충청북도	증평군	2105	3384745	491	978922	1392	1996435	54	95131	2	7300	136	239416	2	7300	28	60241
224	충청북도	진천군	4333	12978780	569	1367416	3095	9680090	170	523157	1	5600	285	755058	75	261929	138	385530
225	충청북도	청주시	25696	26275460	4148	8223857	19836	14554070	996	1681185	4	13400	379	746349	20	118244	313	938355
226	충청북도	충주시	11190	25671348	5247	10048063	2084	2128888	1692	2475054	2	4968	257	760755	156	5508175	1752	4745445

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