gimi9 Pandas Profiling

Dataset statistics

Number of variables	11
Number of observations	156
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	14.9 KiB
Average record size in memory	97.8 B

Variable types

Numeric	9
Categorical	2

Dataset

Description	광업권 설정출원 및 등록현황 - 광종별, 광업권별 개발 광업권 현황에 대한 데이터로 연도, 광종분류, 광종 등의 항목을 제공합니다.
Author	산업통상자원부
URL	https://www.data.go.kr/data/15051135/fileData.do

Alerts

`연도` is highly overall correlated with `광업권_채광계획인가` and 5 other fields	High correlation
`광업권_탐광계획신고` is highly overall correlated with `광업권_탐광실적인정`	High correlation
`광업권_탐광실적인정` is highly overall correlated with `광업권_탐광계획신고`	High correlation
`광업권_채광계획인가` is highly overall correlated with `연도` and 4 other fields	High correlation
`광업권_생산실적인정` is highly overall correlated with `연도` and 4 other fields	High correlation
`탐사권_탐사계획신고` is highly overall correlated with `연도` and 5 other fields	High correlation
`탐사권_탐사기간연장` is highly overall correlated with `연도` and 3 other fields	High correlation
`채굴권_채굴계획인가` is highly overall correlated with `연도` and 5 other fields	High correlation
`채굴권_생산실적인정` is highly overall correlated with `연도` and 5 other fields	High correlation
`광종분류` is highly overall correlated with `광종`	High correlation
`광종` is highly overall correlated with `광종분류`	High correlation
`광업권_탐광계획신고` has 7 (4.5%) zeros	Zeros
`광업권_탐광실적인정` has 42 (26.9%) zeros	Zeros
`광업권_채광계획인가` has 116 (74.4%) zeros	Zeros
`광업권_생산실적인정` has 108 (69.2%) zeros	Zeros
`탐사권_탐사계획신고` has 62 (39.7%) zeros	Zeros
`탐사권_탐사기간연장` has 108 (69.2%) zeros	Zeros
`채굴권_채굴계획인가` has 63 (40.4%) zeros	Zeros
`채굴권_생산실적인정` has 60 (38.5%) zeros	Zeros

Reproduction

Analysis started	2024-03-14 21:01:13.922769
Analysis finished	2024-03-14 21:01:35.272388
Duration	21.35 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

연도
Real number (ℝ)

HIGH CORRELATION

Distinct	12
Distinct (%)	7.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2017.5

Minimum	2012
Maximum	2023
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	2012
5-th percentile	2012
Q1	2014.75
median	2017.5
Q3	2020.25
95-th percentile	2023
Maximum	2023
Range	11
Interquartile range (IQR)	5.5

Descriptive statistics

Standard deviation	3.4631703
Coefficient of variation (CV)	0.0017165652
Kurtosis	-1.217232
Mean	2017.5
Median Absolute Deviation (MAD)	3
Skewness	0
Sum	314730
Variance	11.993548
Monotonicity	Increasing

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
2012	13	8.3%
2013	13	8.3%
2014	13	8.3%
2015	13	8.3%
2016	13	8.3%
2017	13	8.3%
2018	13	8.3%
2019	13	8.3%
2020	13	8.3%
2021	13	8.3%
Other values (2)	26	16.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2012	13	8.3%
2013	13	8.3%
2014	13	8.3%
2015	13	8.3%
2016	13	8.3%
2017	13	8.3%
2018	13	8.3%
2019	13	8.3%
2020	13	8.3%
2021	13	8.3%

Value	Count	Frequency (%)
2023	13	8.3%
2022	13	8.3%
2021	13	8.3%
2020	13	8.3%
2019	13	8.3%
2018	13	8.3%
2017	13	8.3%
2016	13	8.3%
2015	13	8.3%
2014	13	8.3%

광종분류
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

비금속광	108
금속광	48

Length

Max length	4
Median length	4
Mean length	3.6923077
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	금속광
2nd row	금속광
3rd row	금속광
4th row	금속광
5th row	비금속광

Common Values

Value	Count	Frequency (%)
비금속광	108	69.2%
금속광	48	30.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
비금속광	108	69.2%
금속광	48	30.8%

광종
Categorical

HIGH CORRELATION

Distinct	12
Distinct (%)	7.7%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

기타	24
금,은,동,연,아연	12
철,망간	12
우라늄	12
석탄,흑연	12
Other values (7)	84

Length

Max length	10
Median length	7
Mean length	3.7692308
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	금,은,동,연,아연
2nd row	철,망간
3rd row	우라늄
4th row	기타
5th row	석탄,흑연

Common Values

Value	Count	Frequency (%)
기타	24	15.4%
금,은,동,연,아연	12	7.7%
철,망간	12	7.7%
우라늄	12	7.7%
석탄,흑연	12	7.7%
규석,장석	12	7.7%
석회석	12	7.7%
고령토,규조토	12	7.7%
납석	12	7.7%
활석	12	7.7%
Other values (2)	24	15.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
기타	24	15.4%
금,은,동,연,아연	12	7.7%
철,망간	12	7.7%
우라늄	12	7.7%
석탄,흑연	12	7.7%
규석,장석	12	7.7%
석회석	12	7.7%
고령토,규조토	12	7.7%
납석	12	7.7%
활석	12	7.7%
Other values (2)	24	15.4%

광업권_탐광계획신고
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	87
Distinct (%)	55.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	77.576923

Minimum	0
Maximum	543
Zeros	7
Zeros (%)	4.5%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	8
median	23
Q3	108.25
95-th percentile	309.75
Maximum	543
Range	543
Interquartile range (IQR)	100.25

Descriptive statistics

Standard deviation	108.92691
Coefficient of variation (CV)	1.4041148
Kurtosis	3.9810344
Mean	77.576923
Median Absolute Deviation (MAD)	19.5
Skewness	1.9890085
Sum	12102
Variance	11865.071
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8	10	6.4%
5	9	5.8%
10	7	4.5%
0	7	4.5%
23	6	3.8%
2	6	3.8%
11	5	3.2%
12	4	2.6%
3	4	2.6%
18	4	2.6%
Other values (77)	94	60.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	4.5%
1	2	1.3%
2	6	3.8%
3	4	2.6%
4	1	0.6%
5	9	5.8%
7	2	1.3%
8	10	6.4%
9	2	1.3%
10	7	4.5%

Value	Count	Frequency (%)
543	1	0.6%
518	1	0.6%
445	1	0.6%
397	1	0.6%
362	1	0.6%
330	1	0.6%
326	1	0.6%
312	1	0.6%
309	1	0.6%
298	1	0.6%

광업권_탐광실적인정
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	36
Distinct (%)	23.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.705128

Minimum	0
Maximum	61
Zeros	42
Zeros (%)	26.9%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	7
Q3	13
95-th percentile	38
Maximum	61
Range	61
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	13.418917
Coefficient of variation (CV)	1.2535036
Kurtosis	3.1564398
Mean	10.705128
Median Absolute Deviation (MAD)	7
Skewness	1.8221052
Sum	1670
Variance	180.06733
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
0	42	26.9%
1	11	7.1%
7	11	7.1%
10	9	5.8%
11	9	5.8%
13	7	4.5%
2	6	3.8%
8	5	3.2%
6	5	3.2%
16	5	3.2%
Other values (26)	46	29.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	42	26.9%
1	11	7.1%
2	6	3.8%
3	2	1.3%
4	3	1.9%
5	1	0.6%
6	5	3.2%
7	11	7.1%
8	5	3.2%
9	5	3.2%

Value	Count	Frequency (%)
61	1	0.6%
60	1	0.6%
55	1	0.6%
52	1	0.6%
51	1	0.6%
48	1	0.6%
47	1	0.6%
41	1	0.6%
37	2	1.3%
35	1	0.6%

광업권_채광계획인가
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	29
Distinct (%)	18.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.5576923

Minimum	0
Maximum	117
Zeros	116
Zeros (%)	74.4%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	61.25
Maximum	117
Range	117
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	20.134785
Coefficient of variation (CV)	2.6641445
Kurtosis	9.6308938
Mean	7.5576923
Median Absolute Deviation (MAD)	0
Skewness	3.1214422
Sum	1179
Variance	405.40955
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
0	116	74.4%
2	4	2.6%
3	3	1.9%
5	3	1.9%
1	2	1.3%
14	2	1.3%
12	2	1.3%
76	2	1.3%
26	2	1.3%
11	1	0.6%
Other values (19)	19	12.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	116	74.4%
1	2	1.3%
2	4	2.6%
3	3	1.9%
4	1	0.6%
5	3	1.9%
7	1	0.6%
9	1	0.6%
10	1	0.6%
11	1	0.6%

Value	Count	Frequency (%)
117	1	0.6%
87	1	0.6%
76	2	1.3%
75	1	0.6%
69	1	0.6%
64	1	0.6%
62	1	0.6%
61	1	0.6%
59	1	0.6%
58	1	0.6%

광업권_생산실적인정
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	38
Distinct (%)	24.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	63.371795

Minimum	0
Maximum	951
Zeros	108
Zeros (%)	69.2%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	32
95-th percentile	378.5
Maximum	951
Range	951
Interquartile range (IQR)	32

Descriptive statistics

Standard deviation	186.69742
Coefficient of variation (CV)	2.9460648
Kurtosis	13.822076
Mean	63.371795
Median Absolute Deviation (MAD)	0
Skewness	3.8041758
Sum	9886
Variance	34855.925
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
0	108	69.2%
72	5	3.2%
61	3	1.9%
74	2	1.3%
13	2	1.3%
75	2	1.3%
35	2	1.3%
31	2	1.3%
100	1	0.6%
263	1	0.6%
Other values (28)	28	17.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	108	69.2%
4	1	0.6%
5	1	0.6%
10	1	0.6%
12	1	0.6%
13	2	1.3%
17	1	0.6%
31	2	1.3%
35	2	1.3%
50	1	0.6%

Value	Count	Frequency (%)
951	1	0.6%
948	1	0.6%
947	1	0.6%
867	1	0.6%
751	1	0.6%
727	1	0.6%
725	1	0.6%
716	1	0.6%
266	1	0.6%
263	1	0.6%

탐사권_탐사계획신고
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	47
Distinct (%)	30.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.519231

Minimum	0
Maximum	165
Zeros	62
Zeros (%)	39.7%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	14.25
95-th percentile	82.75
Maximum	165
Range	165
Interquartile range (IQR)	14.25

Descriptive statistics

Standard deviation	32.003119
Coefficient of variation (CV)	1.937325
Kurtosis	6.9938618
Mean	16.519231
Median Absolute Deviation (MAD)	2
Skewness	2.6279207
Sum	2577
Variance	1024.1996
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
0	62	39.7%
3	11	7.1%
1	9	5.8%
2	9	5.8%
4	5	3.2%
5	5	3.2%
8	3	1.9%
13	3	1.9%
23	2	1.3%
34	2	1.3%
Other values (37)	45	28.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	62	39.7%
1	9	5.8%
2	9	5.8%
3	11	7.1%
4	5	3.2%
5	5	3.2%
6	1	0.6%
7	2	1.3%
8	3	1.9%
9	1	0.6%

Value	Count	Frequency (%)
165	1	0.6%
152	1	0.6%
140	1	0.6%
124	1	0.6%
123	1	0.6%
118	1	0.6%
91	1	0.6%
88	1	0.6%
81	1	0.6%
77	1	0.6%

탐사권_탐사기간연장
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	16
Distinct (%)	10.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.8012821

Minimum	0
Maximum	27
Zeros	108
Zeros (%)	69.2%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

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

Descriptive statistics

Standard deviation	4.4510526
Coefficient of variation (CV)	2.471047
Kurtosis	12.023871
Mean	1.8012821
Median Absolute Deviation (MAD)	0
Skewness	3.3155078
Sum	281
Variance	19.811869
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	108	69.2%
1	16	10.3%
2	8	5.1%
7	4	2.6%
4	3	1.9%
3	3	1.9%
12	3	1.9%
10	2	1.3%
9	2	1.3%
13	1	0.6%
Other values (6)	6	3.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	108	69.2%
1	16	10.3%
2	8	5.1%
3	3	1.9%
4	3	1.9%
7	4	2.6%
9	2	1.3%
10	2	1.3%
11	1	0.6%
12	3	1.9%

Value	Count	Frequency (%)
27	1	0.6%
24	1	0.6%
18	1	0.6%
17	1	0.6%
16	1	0.6%
13	1	0.6%
12	3	1.9%
11	1	0.6%
10	2	1.3%
9	2	1.3%

채굴권_채굴계획인가
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	47
Distinct (%)	30.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.852564

Minimum	0
Maximum	587
Zeros	63
Zeros (%)	40.4%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3.5
Q3	14.25
95-th percentile	132.5
Maximum	587
Range	587
Interquartile range (IQR)	14.25

Descriptive statistics

Standard deviation	90.48841
Coefficient of variation (CV)	2.8408517
Kurtosis	21.956195
Mean	31.852564
Median Absolute Deviation (MAD)	3.5
Skewness	4.5288616
Sum	4969
Variance	8188.1523
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
0	63	40.4%
5	8	5.1%
3	7	4.5%
9	6	3.8%
6	6	3.8%
13	6	3.8%
1	5	3.2%
4	4	2.6%
2	3	1.9%
44	3	1.9%
Other values (37)	45	28.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	63	40.4%
1	5	3.2%
2	3	1.9%
3	7	4.5%
4	4	2.6%
5	8	5.1%
6	6	3.8%
7	2	1.3%
8	2	1.3%
9	6	3.8%

Value	Count	Frequency (%)
587	1	0.6%
582	1	0.6%
433	1	0.6%
424	1	0.6%
316	1	0.6%
314	1	0.6%
187	1	0.6%
134	1	0.6%
132	1	0.6%
127	1	0.6%

채굴권_생산실적인정
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	65
Distinct (%)	41.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	106.22436

Minimum	0
Maximum	931
Zeros	60
Zeros (%)	38.5%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	41
Q3	87
95-th percentile	613
Maximum	931
Range	931
Interquartile range (IQR)	87

Descriptive statistics

Standard deviation	192.38552
Coefficient of variation (CV)	1.8111243
Kurtosis	5.011869
Mean	106.22436
Median Absolute Deviation (MAD)	41
Skewness	2.4250895
Sum	16571
Variance	37012.188
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	60	38.5%
9	5	3.2%
29	4	2.6%
61	4	2.6%
69	4	2.6%
71	4	2.6%
87	3	1.9%
232	3	1.9%
237	2	1.3%
41	2	1.3%
Other values (55)	65	41.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	60	38.5%
8	1	0.6%
9	5	3.2%
13	2	1.3%
29	4	2.6%
30	2	1.3%
31	2	1.3%
39	1	0.6%
41	2	1.3%
44	1	0.6%

Value	Count	Frequency (%)
931	1	0.6%
797	1	0.6%
690	1	0.6%
687	1	0.6%
675	1	0.6%
652	1	0.6%
650	1	0.6%
622	1	0.6%
610	1	0.6%
600	1	0.6%

Heatmap
Table

	연도	광종분류	광종	광업권_탐광계획신고	광업권_탐광실적인정	광업권_채광계획인가	광업권_생산실적인정	탐사권_탐사계획신고	탐사권_탐사기간연장	채굴권_채굴계획인가	채굴권_생산실적인정
연도	1.000	0.000	0.000	0.000	0.000	0.324	0.296	0.224	0.075	0.000	0.046
광종분류	0.000	1.000	0.986	0.441	0.405	0.000	0.128	0.000	0.232	0.089	0.394
광종	0.000	0.986	1.000	0.680	0.732	0.377	0.713	0.629	0.544	0.636	0.780
광업권_탐광계획신고	0.000	0.441	0.680	1.000	0.774	0.783	0.916	0.615	0.538	0.438	0.609
광업권_탐광실적인정	0.000	0.405	0.732	0.774	1.000	0.584	0.451	0.718	0.801	0.179	0.532
광업권_채광계획인가	0.324	0.000	0.377	0.783	0.584	1.000	0.834	0.000	0.000	0.000	0.000
광업권_생산실적인정	0.296	0.128	0.713	0.916	0.451	0.834	1.000	0.000	0.000	0.000	0.000
탐사권_탐사계획신고	0.224	0.000	0.629	0.615	0.718	0.000	0.000	1.000	0.870	0.861	0.857
탐사권_탐사기간연장	0.075	0.232	0.544	0.538	0.801	0.000	0.000	0.870	1.000	0.393	0.586
채굴권_채굴계획인가	0.000	0.089	0.636	0.438	0.179	0.000	0.000	0.861	0.393	1.000	0.881
채굴권_생산실적인정	0.046	0.394	0.780	0.609	0.532	0.000	0.000	0.857	0.586	0.881	1.000

Heatmap
Table

	광종분류	광종
광종분류	1.000	0.868
광종	0.868	1.000

Heatmap
Table

	연도	광업권_탐광계획신고	광업권_탐광실적인정	광업권_채광계획인가	광업권_생산실적인정	탐사권_탐사계획신고	탐사권_탐사기간연장	채굴권_채굴계획인가	채굴권_생산실적인정	광종분류	광종
연도	1.000	-0.375	-0.145	-0.662	-0.751	0.586	0.516	0.635	0.610	0.000	0.000
광업권_탐광계획신고	-0.375	1.000	0.743	0.430	0.357	0.171	0.250	0.127	0.035	0.329	0.364
광업권_탐광실적인정	-0.145	0.743	1.000	0.230	0.119	0.275	0.237	0.247	0.157	0.396	0.415
광업권_채광계획인가	-0.662	0.430	0.230	1.000	0.908	-0.624	-0.378	-0.618	-0.635	0.000	0.167
광업권_생산실적인정	-0.751	0.357	0.119	0.908	1.000	-0.703	-0.425	-0.697	-0.716	0.155	0.486
탐사권_탐사계획신고	0.586	0.171	0.275	-0.624	-0.703	1.000	0.666	0.848	0.857	0.000	0.323
탐사권_탐사기간연장	0.516	0.250	0.237	-0.378	-0.425	0.666	1.000	0.664	0.620	0.226	0.262
채굴권_채굴계획인가	0.635	0.127	0.247	-0.618	-0.697	0.848	0.664	1.000	0.916	0.093	0.369
채굴권_생산실적인정	0.610	0.035	0.157	-0.635	-0.716	0.857	0.620	0.916	1.000	0.290	0.463
광종분류	0.000	0.329	0.396	0.000	0.155	0.000	0.226	0.093	0.290	1.000	0.868
광종	0.000	0.364	0.415	0.167	0.486	0.323	0.262	0.369	0.463	0.868	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	광종분류	광종	광업권_탐광계획신고	광업권_탐광실적인정	광업권_채광계획인가	광업권_생산실적인정
0	2012	금속광	금,은,동,연,아연	330	25	75	104
1	2012	금속광	철,망간	50	9	3	10
2	2012	금속광	우라늄	63	0	0	0
3	2012	금속광	기타	79	6	26	80
4	2012	비금속광	석탄,흑연	11	1	0	72
5	2012	비금속광	규석,장석	326	32	76	259
6	2012	비금속광	석회석	157	7	117	867
7	2012	비금속광	고령토,규조토	144	10	69	716
8	2012	비금속광	납석	18	0	1	75
9	2012	비금속광	활석	8	0	0	35

	연도	광종분류	광종	광업권_탐광계획신고	광업권_탐광실적인정	탐사권_탐사계획신고	탐사권_탐사기간연장	채굴권_채굴계획인가	채굴권_생산실적인정
146	2023	금속광	기타	5	4	4	1	23	63
147	2023	비금속광	석탄,흑연	2	0	13	12	3	52
148	2023	비금속광	규석,장석	63	7	54	3	50	241
149	2023	비금속광	석회석	100	7	34	2	587	504
150	2023	비금속광	고령토,규조토	17	7	18	1	105	511
151	2023	비금속광	납석	1	0	0	0	6	54
152	2023	비금속광	활석	2	0	3	0	0	31
153	2023	비금속광	운모	8	1	2	1	4	44
154	2023	비금속광	규사	0	0	0	1	9	83
155	2023	비금속광	기타	5	0	1	0	15	52

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Interactions

Correlations

Missing values

Sample